diff --git a/220888_Rishav_FinalProject_2.ipynb b/220888_Rishav_FinalProject_2.ipynb
new file mode 100644
index 0000000..7e2f8cf
--- /dev/null
+++ b/220888_Rishav_FinalProject_2.ipynb
@@ -0,0 +1,2360 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "import pandas as pd\n",
+ "import numpy as np\n",
+ "import matplotlib.pyplot as plt\n",
+ "import seaborn as sns"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "df = pd.read_csv('train.csv')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
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+ "\n",
+ "
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+ " \n",
+ " \n",
+ " \n",
+ " PassengerId \n",
+ " Survived \n",
+ " Pclass \n",
+ " Name \n",
+ " Sex \n",
+ " Age \n",
+ " SibSp \n",
+ " Parch \n",
+ " Ticket \n",
+ " Fare \n",
+ " Cabin \n",
+ " Embarked \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " 1 \n",
+ " 0 \n",
+ " 3 \n",
+ " Braund, Mr. Owen Harris \n",
+ " male \n",
+ " 22.0 \n",
+ " 1 \n",
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+ " A/5 21171 \n",
+ " 7.2500 \n",
+ " NaN \n",
+ " S \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " 2 \n",
+ " 1 \n",
+ " 1 \n",
+ " Cumings, Mrs. John Bradley (Florence Briggs Th... \n",
+ " female \n",
+ " 38.0 \n",
+ " 1 \n",
+ " 0 \n",
+ " PC 17599 \n",
+ " 71.2833 \n",
+ " C85 \n",
+ " C \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " 3 \n",
+ " 1 \n",
+ " 3 \n",
+ " Heikkinen, Miss. Laina \n",
+ " female \n",
+ " 26.0 \n",
+ " 0 \n",
+ " 0 \n",
+ " STON/O2. 3101282 \n",
+ " 7.9250 \n",
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+ " S \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " 4 \n",
+ " 1 \n",
+ " 1 \n",
+ " Futrelle, Mrs. Jacques Heath (Lily May Peel) \n",
+ " female \n",
+ " 35.0 \n",
+ " 1 \n",
+ " 0 \n",
+ " 113803 \n",
+ " 53.1000 \n",
+ " C123 \n",
+ " S \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " 5 \n",
+ " 0 \n",
+ " 3 \n",
+ " Allen, Mr. William Henry \n",
+ " male \n",
+ " 35.0 \n",
+ " 0 \n",
+ " 0 \n",
+ " 373450 \n",
+ " 8.0500 \n",
+ " NaN \n",
+ " S \n",
+ " \n",
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+ "
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+ "
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+ ],
+ "text/plain": [
+ " PassengerId Survived Pclass \\\n",
+ "0 1 0 3 \n",
+ "1 2 1 1 \n",
+ "2 3 1 3 \n",
+ "3 4 1 1 \n",
+ "4 5 0 3 \n",
+ "\n",
+ " Name Sex Age SibSp \\\n",
+ "0 Braund, Mr. Owen Harris male 22.0 1 \n",
+ "1 Cumings, Mrs. John Bradley (Florence Briggs Th... female 38.0 1 \n",
+ "2 Heikkinen, Miss. Laina female 26.0 0 \n",
+ "3 Futrelle, Mrs. Jacques Heath (Lily May Peel) female 35.0 1 \n",
+ "4 Allen, Mr. William Henry male 35.0 0 \n",
+ "\n",
+ " Parch Ticket Fare Cabin Embarked \n",
+ "0 0 A/5 21171 7.2500 NaN S \n",
+ "1 0 PC 17599 71.2833 C85 C \n",
+ "2 0 STON/O2. 3101282 7.9250 NaN S \n",
+ "3 0 113803 53.1000 C123 S \n",
+ "4 0 373450 8.0500 NaN S "
+ ]
+ },
+ "execution_count": 3,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(891, 12)"
+ ]
+ },
+ "execution_count": 4,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.shape"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "RangeIndex: 891 entries, 0 to 890\n",
+ "Data columns (total 12 columns):\n",
+ " # Column Non-Null Count Dtype \n",
+ "--- ------ -------------- ----- \n",
+ " 0 PassengerId 891 non-null int64 \n",
+ " 1 Survived 891 non-null int64 \n",
+ " 2 Pclass 891 non-null int64 \n",
+ " 3 Name 891 non-null object \n",
+ " 4 Sex 891 non-null object \n",
+ " 5 Age 714 non-null float64\n",
+ " 6 SibSp 891 non-null int64 \n",
+ " 7 Parch 891 non-null int64 \n",
+ " 8 Ticket 891 non-null object \n",
+ " 9 Fare 891 non-null float64\n",
+ " 10 Cabin 204 non-null object \n",
+ " 11 Embarked 889 non-null object \n",
+ "dtypes: float64(2), int64(5), object(5)\n",
+ "memory usage: 83.7+ KB\n"
+ ]
+ }
+ ],
+ "source": [
+ "df.info()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\risha\\AppData\\Local\\Temp\\ipykernel_4536\\1568254755.py:1: FutureWarning: The default value of numeric_only in DataFrame.var is deprecated. In a future version, it will default to False. In addition, specifying 'numeric_only=None' is deprecated. Select only valid columns or specify the value of numeric_only to silence this warning.\n",
+ " df.var()\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "PassengerId 66231.000000\n",
+ "Survived 0.236772\n",
+ "Pclass 0.699015\n",
+ "Age 211.019125\n",
+ "SibSp 1.216043\n",
+ "Parch 0.649728\n",
+ "Fare 2469.436846\n",
+ "dtype: float64"
+ ]
+ },
+ "execution_count": 7,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.var()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "PassengerId 891\n",
+ "Survived 2\n",
+ "Pclass 3\n",
+ "Name 891\n",
+ "Sex 2\n",
+ "Age 88\n",
+ "SibSp 7\n",
+ "Parch 7\n",
+ "Ticket 681\n",
+ "Fare 248\n",
+ "Cabin 147\n",
+ "Embarked 3\n",
+ "dtype: int64"
+ ]
+ },
+ "execution_count": 8,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.nunique()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "df = df.drop(['Cabin'], axis = 1)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "df['Age'].fillna(value = df['Age'].mean().round(0), inplace=True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "df = df.dropna(subset=['Embarked'])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "drop_cols = ['PassengerId', 'Ticket', 'Name']\n",
+ "df.drop(drop_cols, axis = 1, inplace = True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
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+ " \n",
+ " \n",
+ " \n",
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+ " Age \n",
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+ ],
+ "text/plain": [
+ " Survived Pclass Sex Age SibSp Parch Fare Embarked\n",
+ "0 0 3 male 22.0 1 0 7.2500 S\n",
+ "1 1 1 female 38.0 1 0 71.2833 C\n",
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+ "3 1 1 female 35.0 1 0 53.1000 S\n",
+ "4 0 3 male 35.0 0 0 8.0500 S"
+ ]
+ },
+ "execution_count": 13,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\risha\\AppData\\Local\\Temp\\ipykernel_4536\\3048952738.py:1: FutureWarning: The default value of numeric_only in DataFrame.corr is deprecated. In a future version, it will default to False. Select only valid columns or specify the value of numeric_only to silence this warning.\n",
+ " corr = df.corr()\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 14,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "corr = df.corr()\n",
+ "sns.heatmap(corr,annot=True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "0 549\n",
+ "1 340\n",
+ "Name: Survived, dtype: int64"
+ ]
+ },
+ "execution_count": 15,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.Survived.value_counts()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.countplot(x = 'Survived', data = df)\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "3 491\n",
+ "1 214\n",
+ "2 184\n",
+ "Name: Pclass, dtype: int64"
+ ]
+ },
+ "execution_count": 17,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.Pclass.value_counts()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.countplot(x = 'Pclass', data = df)\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Pclass Survived\n",
+ "1 0 80\n",
+ " 1 134\n",
+ "2 0 97\n",
+ " 1 87\n",
+ "3 0 372\n",
+ " 1 119\n",
+ "Name: Survived, dtype: int64"
+ ]
+ },
+ "execution_count": 19,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.groupby(['Pclass', 'Survived'])['Survived'].count()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.countplot(x='Pclass', hue = 'Survived', data = df)\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 21,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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BADjF1jM7HTp00FNPPaUuXbpIklasWKHbbrtNH3/8sa655hrNmTNH8+bN0/Lly9WtWzc9+eSTGjp0qPbs2aPQ0FBJUlpamt544w1lZ2crIiJCU6dO1fDhw1VYWKjmzZvbObyAcvXVV8vpdGr//v1+l6wu1KFDh/TJJ59o8eLFuummmyRJW7ZsOec+119/vV599VVdccUVatGCk4sAgIvL1jM7I0aM0C233KJu3bqpW7du+v3vf6+QkBBt3bpVlmVpwYIFeuSRR3THHXcoPj5eK1as0LFjx7RmzRpJUmVlpZYuXapnnnlGQ4YM0XXXXafVq1eruLhYb7/99llf1+v1qqqqym8xXWhoqKZNm6YpU6ZoxYoV2rdvnz7++GM999xzWrFiRYOP265dO0VEROiFF17QZ599pk2bNik9Pf2c+0yaNElff/217r77bn300Uf6+9//ro0bN+qBBx5QfX19g2sBAOBMAuZurPr6emVnZ6u6ulqJiYkqKSlRWVmZkpKSfH2cTqf69++vgoICSSfnftTV1fn1iY2NVXx8vK/PmWRmZsrlcvkWj8dz8QYWQJ544gnNmjVLmZmZuuqqqzRs2DC98cYbiouLa/AxmzVrpuzsbBUWFio+Pl5TpkzR3Llzz7lPbGys3n//fdXX12vYsGGKj4/X//t//08ul0vNmgXMRxIAYAiHZVmWnQUUFxcrMTFRx48fV0hIiNasWaNbbrlFBQUF+vGPf6x//vOfio2N9fV/6KGH9I9//ENvvfWW1qxZo5/97Gfyer1+x0xKSlJcXJwWL158xtf0er1++1RVVcnj8aiyslJhYWF+fY8fP66SkhLFxcWpVatWjThynA/+DoAZev56pd0lBITCuT+1uwQjVFVVyeVynfH7+9/ZPmHiyiuvVFFRkQ4fPqxXX31V48aN83vui8Ph8OtvWdZpbd/2XX2cTqecTueFFQ4AAJoE268ZtGzZUl26dFGvXr2UmZmpHj166Nlnn5Xb7ZYklZWV+fUvLy9XdHS0JMntdqu2tlYVFRVn7QMAAC5vtoedb7MsS16vV3FxcXK73crNzfVtq62tVX5+vu+3nnr27KmgoCC/PqWlpdq5cye/BwUAACTZfBlr5syZSk5Olsfj0ZEjR5Sdna28vDxt2LBBDodDaWlpmj17trp27aquXbtq9uzZat26te655x5JJ58SnJKSoqlTpyoiIkLh4eGaNm2aEhISNGTIEDuHBgAAAoStYeeLL77Q/fffr9LSUrlcLnXv3l0bNmzwPeV3+vTpqqmp0cSJE1VRUaHevXtr48aNvmfsSNL8+fPVokULjRkzRjU1NRo8eLCWL1/e6M/YsXke92WP9x8A0FC2340VCM41m7u+vl6ffvqpoqKiFBERYVOFOHTokMrLy9WtWzceFgk0YdyNdRJ3YzWOJnM3VqBr3ry52rZtq/LycklS69atv/NuMDQey7J07NgxlZeXq23btgQdAMB5I+x8D6fuDDsVeHDptW3b1vd3AADgfBB2vgeHw6GYmBhFRUWprq7O7nIuO0FBQZzRAQA0GGHnPDRv3pwvXQAAmpiAe84OAABAYyLsAAAAoxF2AACA0Qg7AADAaIQdAABgNMIOAAAwGmEHAAAYjbADAACMRtgBAABGI+wAAACjEXYAAIDRCDsAAMBohB0AAGA0wg4AADAaYQcAABiNsAMAAIxG2AEAAEYj7AAAAKMRdgAAgNEIOwAAwGiEHQAAYDTCDgAAMBphBwAAGI2wAwAAjEbYAQAARiPsAAAAoxF2AACA0Qg7AADAaIQdAABgNMIOAAAwGmEHAAAYjbADAACMRtgBAABGI+wAAACjEXYAAIDRbA07mZmZuuGGGxQaGqqoqCiNGjVKe/bs8eszfvx4ORwOv+XGG2/06+P1epWamqrIyEi1adNGI0eO1MGDBy/lUAAAQICyNezk5+dr0qRJ2rp1q3Jzc/XNN98oKSlJ1dXVfv1uvvlmlZaW+pb169f7bU9LS1NOTo6ys7O1ZcsWHT16VMOHD1d9ff2lHA4AAAhALex88Q0bNvitL1u2TFFRUSosLFS/fv187U6nU263+4zHqKys1NKlS7Vq1SoNGTJEkrR69Wp5PB69/fbbGjZs2MUbAAAACHgBNWensrJSkhQeHu7XnpeXp6ioKHXr1k0TJkxQeXm5b1thYaHq6uqUlJTka4uNjVV8fLwKCgrO+Dper1dVVVV+CwAAMFPAhB3LspSenq6+ffsqPj7e156cnKw///nP2rRpk5555hlt27ZNgwYNktfrlSSVlZWpZcuWateund/xoqOjVVZWdsbXyszMlMvl8i0ej+fiDQwAANjK1stY/27y5MnasWOHtmzZ4tc+duxY37/j4+PVq1cvderUSevWrdMdd9xx1uNZliWHw3HGbTNmzFB6erpvvaqqisADAIChAuLMTmpqql5//XVt3rxZHTp0OGffmJgYderUSXv37pUkud1u1dbWqqKiwq9feXm5oqOjz3gMp9OpsLAwvwUAAJjJ1rBjWZYmT56sv/71r9q0aZPi4uK+c59Dhw7pwIEDiomJkST17NlTQUFBys3N9fUpLS3Vzp071adPn4tWOwAAaBpsvYw1adIkrVmzRq+99ppCQ0N9c2xcLpeCg4N19OhRZWRkaPTo0YqJidHnn3+umTNnKjIyUrfffruvb0pKiqZOnaqIiAiFh4dr2rRpSkhI8N2dBQAALl+2hp2srCxJ0oABA/zaly1bpvHjx6t58+YqLi7WypUrdfjwYcXExGjgwIF66aWXFBoa6us/f/58tWjRQmPGjFFNTY0GDx6s5cuXq3nz5pdyOAAAIAA5LMuy7C7CblVVVXK5XKqsrGT+DgBcRD1/vdLuEgJC4dyf2l2CEb7v93dATFAGAAC4WAg7AADAaIQdAABgNMIOAAAwGmEHAAAYjbADAACMRtgBAABGI+wAAACjEXYAAIDRCDsAAMBohB0AAGA0wg4AADAaYQcAABiNsAMAAIxG2AEAAEYj7AAAAKMRdgAAgNEIOwAAwGiEHQAAYDTCDgAAMBphBwAAGI2wAwAAjEbYAQAARiPsAAAAoxF2AACA0Qg7AADAaIQdAABgNMIOAAAwGmEHAAAYjbADAACMRtgBAABGI+wAAACjEXYAAIDRCDsAAMBohB0AAGA0wg4AADAaYQcAABiNsAMAAIxG2AEAAEYj7AAAAKPZGnYyMzN1ww03KDQ0VFFRURo1apT27Nnj18eyLGVkZCg2NlbBwcEaMGCAdu3a5dfH6/UqNTVVkZGRatOmjUaOHKmDBw9eyqEAAIAAZWvYyc/P16RJk7R161bl5ubqm2++UVJSkqqrq3195syZo3nz5mnRokXatm2b3G63hg4dqiNHjvj6pKWlKScnR9nZ2dqyZYuOHj2q4cOHq76+3o5hAQCAAOKwLMuyu4hTvvzyS0VFRSk/P1/9+vWTZVmKjY1VWlqaHn74YUknz+JER0fr6aef1s9//nNVVlaqffv2WrVqlcaOHStJ+te//iWPx6P169dr2LBh3/m6VVVVcrlcqqysVFhY2EUdIwBcznr+eqXdJQSEwrk/tbsEI3zf7++AmrNTWVkpSQoPD5cklZSUqKysTElJSb4+TqdT/fv3V0FBgSSpsLBQdXV1fn1iY2MVHx/v6/NtXq9XVVVVfgsAADBTwIQdy7KUnp6uvn37Kj4+XpJUVlYmSYqOjvbrGx0d7dtWVlamli1bql27dmft822ZmZlyuVy+xePxNPZwAABAgGhQ2Bk0aJAOHz58WntVVZUGDRrUoEImT56sHTt26L/+679O2+ZwOPzWLcs6re3bztVnxowZqqys9C0HDhxoUM0AACDwNSjs5OXlqba29rT248eP67333jvv46Wmpur111/X5s2b1aFDB1+72+2WpNPO0JSXl/vO9rjdbtXW1qqiouKsfb7N6XQqLCzMbwEAAGY6r7CzY8cO7dixQ5K0e/du3/qOHTv08ccfa+nSpfrBD37wvY9nWZYmT56sv/71r9q0aZPi4uL8tsfFxcntdis3N9fXVltbq/z8fPXp00eS1LNnTwUFBfn1KS0t1c6dO319AADA5avF+XS+9tpr5XA45HA4zni5Kjg4WAsXLvzex5s0aZLWrFmj1157TaGhob4zOC6XS8HBwXI4HEpLS9Ps2bPVtWtXde3aVbNnz1br1q11zz33+PqmpKRo6tSpioiIUHh4uKZNm6aEhAQNGTLkfIYHAAAMdF5hp6SkRJZlqXPnzvroo4/Uvn1737aWLVsqKipKzZs3/97Hy8rKkiQNGDDAr33ZsmUaP368JGn69OmqqanRxIkTVVFRod69e2vjxo0KDQ319Z8/f75atGihMWPGqKamRoMHD9by5cvPqxYAAGCmgHrOjl14zg4AXBo8Z+cknrPTOL7v9/d5ndn5d59++qny8vJUXl6uEydO+G2bNWtWQw8LAADQqBoUdpYsWaJf/vKXioyMlNvt9rvF2+FwEHYAAEDAaFDYefLJJ/X73//e9xMOAAAAgapBz9mpqKjQnXfe2di1AAAANLoGhZ0777xTGzdubOxaAAAAGl2DLmN16dJFv/3tb7V161YlJCQoKCjIb/uvfvWrRikOAADgQjUo7LzwwgsKCQlRfn6+8vPz/bY5HA7CDgAACBgNCjslJSWNXQcAAMBF0aA5OwAAAE1Fg87sPPDAA+fc/uKLLzaoGAAAgMbWoLBTUVHht15XV6edO3fq8OHDZ/yBUAAAALs0KOzk5OSc1nbixAlNnDhRnTt3vuCiAAAAGkujzdlp1qyZpkyZovnz5zfWIQEAAC5Yo05Q3rdvn7755pvGPCQAAMAFadBlrPT0dL91y7JUWlqqdevWady4cY1SGAAAQGNoUNj5+OOP/dabNWum9u3b65lnnvnOO7UAAAAupQaFnc2bNzd2HQAAABdFg8LOKV9++aX27Nkjh8Ohbt26qX379o1VFwAAQKNo0ATl6upqPfDAA4qJiVG/fv100003KTY2VikpKTp27Fhj1wgAANBgDQo76enpys/P1xtvvKHDhw/r8OHDeu2115Sfn6+pU6c2do0AAAAN1qDLWK+++qpeeeUVDRgwwNd2yy23KDg4WGPGjFFWVlZj1QcAAHBBGnRm59ixY4qOjj6tPSoqistYAAAgoDQo7CQmJup3v/udjh8/7murqanRY489psTExEYrDgAA4EI16DLWggULlJycrA4dOqhHjx5yOBwqKiqS0+nUxo0bG7tGAACABmtQ2ElISNDevXu1evVq/e///q8sy9Jdd92le++9V8HBwY1dIwAAQIM1KOxkZmYqOjpaEyZM8Gt/8cUX9eWXX+rhhx9ulOIAAAAuVIPm7CxevFg//OEPT2u/5ppr9Pzzz19wUQAAAI2lQWGnrKxMMTExp7W3b99epaWlF1wUAABAY2lQ2PF4PHr//fdPa3///fcVGxt7wUUBAAA0lgbN2XnwwQeVlpamuro6DRo0SJL0zjvvaPr06TxBGQAABJQGhZ3p06fr66+/1sSJE1VbWytJatWqlR5++GHNmDGjUQsEAAC4EA0KOw6HQ08//bR++9vf6pNPPlFwcLC6du0qp9PZ2PUBAABckAaFnVNCQkJ0ww03NFYtAAAAja5BE5QBAACaCsIOAAAwGmEHAAAYjbADAACMRtgBAABGI+wAAACjEXYAAIDRbA077777rkaMGKHY2Fg5HA6tXbvWb/v48ePlcDj8lhtvvNGvj9frVWpqqiIjI9WmTRuNHDlSBw8evISjAAAAgczWsFNdXa0ePXpo0aJFZ+1z8803q7S01LesX7/eb3taWppycnKUnZ2tLVu26OjRoxo+fLjq6+svdvkAAKAJuKAnKF+o5ORkJScnn7OP0+mU2+0+47bKykotXbpUq1at0pAhQyRJq1evlsfj0dtvv61hw4Y1es0AAKBpCfg5O3l5eYqKilK3bt00YcIElZeX+7YVFhaqrq5OSUlJvrbY2FjFx8eroKDgrMf0er2qqqryWwAAgJkCOuwkJyfrz3/+szZt2qRnnnlG27Zt06BBg+T1eiVJZWVlatmypdq1a+e3X3R0tMrKys563MzMTLlcLt/i8Xgu6jgAAIB9bL2M9V3Gjh3r+3d8fLx69eqlTp06ad26dbrjjjvOup9lWXI4HGfdPmPGDKWnp/vWq6qqCDwAABgqoM/sfFtMTIw6deqkvXv3SpLcbrdqa2tVUVHh16+8vFzR0dFnPY7T6VRYWJjfAgAAzNSkws6hQ4d04MABxcTESJJ69uypoKAg5ebm+vqUlpZq586d6tOnj11lAgCAAGLrZayjR4/qs88+862XlJSoqKhI4eHhCg8PV0ZGhkaPHq2YmBh9/vnnmjlzpiIjI3X77bdLklwul1JSUjR16lRFREQoPDxc06ZNU0JCgu/uLAAAcHmzNexs375dAwcO9K2fmkczbtw4ZWVlqbi4WCtXrtThw4cVExOjgQMH6qWXXlJoaKhvn/nz56tFixYaM2aMampqNHjwYC1fvlzNmze/5OMBAACBx2FZlmV3EXarqqqSy+VSZWUl83cA4CLq+euVdpcQEHJC59pdQkDoOKv4gvb/vt/fTWrODgAAwPki7AAAAKMRdgAAgNEIOwAAwGiEHQAAYDTCDgAAMBphBwAAGI2wAwAAjEbYAQAARiPsAAAAoxF2AACA0Qg7AADAaIQdAABgNMIOAAAwGmEHAAAYjbADAACMRtgBAABGI+wAAACjEXYAAIDRCDsAAMBohB0AAGC0FnYXYIqev15pdwkBo3DuT+0uAQAAH87sAAAAoxF2AACA0Qg7AADAaIQdAABgNMIOAAAwGmEHAAAYjbADAACMRtgBAABGI+wAAACjEXYAAIDRCDsAAMBohB0AAGA0wg4AADAav3oOGKznr1faXUJAKJz7U7tLAGAjzuwAAACjEXYAAIDRCDsAAMBohB0AAGA0W8POu+++qxEjRig2NlYOh0Nr1671225ZljIyMhQbG6vg4GANGDBAu3bt8uvj9XqVmpqqyMhItWnTRiNHjtTBgwcv4SgAAEAgszXsVFdXq0ePHlq0aNEZt8+ZM0fz5s3TokWLtG3bNrndbg0dOlRHjhzx9UlLS1NOTo6ys7O1ZcsWHT16VMOHD1d9ff2lGgYAAAhgtt56npycrOTk5DNusyxLCxYs0COPPKI77rhDkrRixQpFR0drzZo1+vnPf67KykotXbpUq1at0pAhQyRJq1evlsfj0dtvv61hw4ad8dher1der9e3XlVV1cgjAwAAgSJg5+yUlJSorKxMSUlJvjan06n+/furoKBAklRYWKi6ujq/PrGxsYqPj/f1OZPMzEy5XC7f4vF4Lt5AAACArQI27JSVlUmSoqOj/dqjo6N928rKytSyZUu1a9furH3OZMaMGaqsrPQtBw4caOTqAQBAoAj4Jyg7HA6/dcuyTmv7tu/q43Q65XQ6G6U+AAAQ2AL2zI7b7Zak087QlJeX+872uN1u1dbWqqKi4qx9AADA5S1gw05cXJzcbrdyc3N9bbW1tcrPz1efPn0kST179lRQUJBfn9LSUu3cudPXBwAAXN5svYx19OhRffbZZ771kpISFRUVKTw8XB07dlRaWppmz56trl27qmvXrpo9e7Zat26te+65R5LkcrmUkpKiqVOnKiIiQuHh4Zo2bZoSEhJ8d2cBAIDLm61hZ/v27Ro4cKBvPT09XZI0btw4LV++XNOnT1dNTY0mTpyoiooK9e7dWxs3blRoaKhvn/nz56tFixYaM2aMampqNHjwYC1fvlzNmze/5OMBAACBx9awM2DAAFmWddbtDodDGRkZysjIOGufVq1aaeHChVq4cOFFqBAAADR1AX83Fpqe/Y8n2F1CQOg4q9juEgAACuAJygAAAI2BsAMAAIxG2AEAAEYj7AAAAKMRdgAAgNEIOwAAwGiEHQAAYDTCDgAAMBphBwAAGI2wAwAAjEbYAQAARiPsAAAAoxF2AACA0Qg7AADAaIQdAABgNMIOAAAwWgu7CwCAi23/4wl2lxAQOs4qtrsEwBac2QEAAEYj7AAAAKMRdgAAgNEIOwAAwGiEHQAAYDTCDgAAMBphBwAAGI2wAwAAjEbYAQAARiPsAAAAoxF2AACA0Qg7AADAaIQdAABgNMIOAAAwGmEHAAAYjbADAACMRtgBAABGI+wAAACjEXYAAIDRCDsAAMBohB0AAGC0gA47GRkZcjgcfovb7fZttyxLGRkZio2NVXBwsAYMGKBdu3bZWDEAAAg0AR12JOmaa65RaWmpbykuLvZtmzNnjubNm6dFixZp27ZtcrvdGjp0qI4cOWJjxQAAIJAEfNhp0aKF3G63b2nfvr2kk2d1FixYoEceeUR33HGH4uPjtWLFCh07dkxr1qyxuWoAABAoAj7s7N27V7GxsYqLi9Ndd92lv//975KkkpISlZWVKSkpydfX6XSqf//+KigoOOcxvV6vqqqq/BYAAGCmgA47vXv31sqVK/XWW29pyZIlKisrU58+fXTo0CGVlZVJkqKjo/32iY6O9m07m8zMTLlcLt/i8Xgu2hgAAIC9AjrsJCcna/To0UpISNCQIUO0bt06SdKKFSt8fRwOh98+lmWd1vZtM2bMUGVlpW85cOBA4xcPAAACQkCHnW9r06aNEhIStHfvXt9dWd8+i1NeXn7a2Z5vczqdCgsL81sAAICZmlTY8Xq9+uSTTxQTE6O4uDi53W7l5ub6ttfW1io/P199+vSxsUoAABBIWthdwLlMmzZNI0aMUMeOHVVeXq4nn3xSVVVVGjdunBwOh9LS0jR79mx17dpVXbt21ezZs9W6dWvdc889dpcOAAACRECHnYMHD+ruu+/WV199pfbt2+vGG2/U1q1b1alTJ0nS9OnTVVNTo4kTJ6qiokK9e/fWxo0bFRoaanPlAAAgUAR02MnOzj7ndofDoYyMDGVkZFyaggAAQJPTpObsAAAAnC/CDgAAMBphBwAAGI2wAwAAjEbYAQAARiPsAAAAoxF2AACA0Qg7AADAaIQdAABgNMIOAAAwGmEHAAAYjbADAACMRtgBAABGI+wAAACjEXYAAIDRCDsAAMBohB0AAGA0wg4AADAaYQcAABiNsAMAAIxG2AEAAEYj7AAAAKMRdgAAgNEIOwAAwGiEHQAAYDTCDgAAMBphBwAAGI2wAwAAjEbYAQAARiPsAAAAoxF2AACA0Qg7AADAaIQdAABgNMIOAAAwGmEHAAAYjbADAACMRtgBAABGI+wAAACjEXYAAIDRCDsAAMBoxoSd//zP/1RcXJxatWqlnj176r333rO7JAAAEACMCDsvvfSS0tLS9Mgjj+jjjz/WTTfdpOTkZO3fv9/u0gAAgM2MCDvz5s1TSkqKHnzwQV111VVasGCBPB6PsrKy7C4NAADYrIXdBVyo2tpaFRYW6je/+Y1fe1JSkgoKCs64j9frldfr9a1XVlZKkqqqqhpcR723psH7muZIUL3dJQSEC/k8NRY+lyfxmTyJz2Tg4DN50oV+Jk/tb1nWOfs1+bDz1Vdfqb6+XtHR0X7t0dHRKisrO+M+mZmZeuyxx05r93g8F6XGy0283QUEikyX3RXg//CZ/D98JgMGn8n/00ifySNHjsjlOvuxmnzYOcXhcPitW5Z1WtspM2bMUHp6um/9xIkT+vrrrxUREXHWffD9VFVVyePx6MCBAwoLC7O7HIDPJAIOn8nGY1mWjhw5otjY2HP2a/JhJzIyUs2bNz/tLE55eflpZ3tOcTqdcjqdfm1t27a9WCVelsLCwvhPjIDCZxKBhs9k4zjXGZ1TmvwE5ZYtW6pnz57Kzc31a8/NzVWfPn1sqgoAAASKJn9mR5LS09N1//33q1evXkpMTNQLL7yg/fv36xe/+IXdpQEAAJsZEXbGjh2rQ4cO6fHHH1dpaani4+O1fv16derUye7SLjtOp1O/+93vTrtMCNiFzyQCDZ/JS89hfdf9WgAAAE1Yk5+zAwAAcC6EHQAAYDTCDgAAMBphBwAAGI2wg0bx7rvvasSIEYqNjZXD4dDatWvtLgmXsczMTN1www0KDQ1VVFSURo0apT179thdFi5zWVlZ6t69u+9hgomJiXrzzTftLuuyQNhBo6iurlaPHj20aNEiu0sBlJ+fr0mTJmnr1q3Kzc3VN998o6SkJFVXV9tdGi5jHTp00FNPPaXt27dr+/btGjRokG677Tbt2rXL7tKMx63naHQOh0M5OTkaNWqU3aUAkqQvv/xSUVFRys/PV79+/ewuB/AJDw/X3LlzlZKSYncpRjPioYIAcC6VlZWSTn6xAIGgvr5ef/nLX1RdXa3ExES7yzEeYQeA0SzLUnp6uvr27av4+Hi7y8Flrri4WImJiTp+/LhCQkKUk5Ojq6++2u6yjEfYAWC0yZMna8eOHdqyZYvdpQC68sorVVRUpMOHD+vVV1/VuHHjlJ+fT+C5yAg7AIyVmpqq119/Xe+++646dOhgdzmAWrZsqS5dukiSevXqpW3btunZZ5/V4sWLba7MbIQdAMaxLEupqanKyclRXl6e4uLi7C4JOCPLsuT1eu0uw3iEHTSKo0eP6rPPPvOtl5SUqKioSOHh4erYsaONleFyNGnSJK1Zs0avvfaaQkNDVVZWJklyuVwKDg62uTpcrmbOnKnk5GR5PB4dOXJE2dnZysvL04YNG+wuzXjceo5GkZeXp4EDB57WPm7cOC1fvvzSF4TLmsPhOGP7smXLNH78+EtbDPB/UlJS9M4776i0tFQul0vdu3fXww8/rKFDh9pdmvEIOwAAwGg8QRkAABiNsAMAAIxG2AEAAEYj7AAAAKMRdgAAgNEIOwAAwGiEHQAAYDTCDgAAMBphB4BRxo8fr1GjRtldBoAAQtgBEHDGjx8vh8Mhh8OhoKAgde7cWdOmTVN1dbXdpQFogvghUAAB6eabb9ayZctUV1en9957Tw8++KCqq6uVlZVld2kAmhjO7AAISE6nU263Wx6PR/fcc4/uvfderV27VpK0a9cu3XrrrQoLC1NoaKhuuukm7du374zH2bBhg/r27au2bdsqIiJCw4cP9+tbW1uryZMnKyYmRq1atdIVV1yhzMxM3/aMjAx17NhRTqdTsbGx+tWvfnVRxw2g8XFmB0CTEBwcrLq6Ov3zn/9Uv379NGDAAG3atElhYWF6//339c0335xxv+rqaqWnpyshIUHV1dWaNWuWbr/9dhUVFalZs2b64x//qNdff10vv/yyOnbsqAMHDujAgQOSpFdeeUXz589Xdna2rrnmGpWVlelvf/vbpRw2gEZA2AEQ8D766COtWbNGgwcP1nPPPSeXy6Xs7GwFBQVJkrp163bWfUePHu23vnTpUkVFRWn37t2Kj4/X/v371bVrV/Xt21cOh0OdOnXy9d2/f7/cbreGDBmioKAgdezYUT/60Y8uziABXDRcxgIQkP77v/9bISEhatWqlRITE9WvXz8tXLhQRUVFuummm3xB57vs27dP99xzjzp37qywsDDFxcVJOhlkpJOToYuKinTllVfqV7/6lTZu3Ojb984771RNTY06d+6sCRMmKCcn56xnkAAELsIOgIA0cOBAFRUVac+ePTp+/Lj++te/KioqSsHBwed1nBEjRujQoUNasmSJPvzwQ3344YeSTs7VkaTrr79eJSUleuKJJ1RTU6MxY8boJz/5iSTJ4/Foz549eu655xQcHKyJEyeqX79+qqura9zBArioCDsAAlKbNm3UpUsXderUye8sTvfu3fXee+99r8Bx6NAhffLJJ3r00Uc1ePBgXXXVVaqoqDitX1hYmMaOHaslS5bopZde0quvvqqvv/5a0sm5QiNHjtQf//hH5eXl6YMPPlBxcXHjDRTARcecHQBNyuTJk7Vw4ULdddddmjFjhlwul7Zu3aof/ehHuvLKK/36tmvXThEREXrhhRcUExOj/fv36ze/+Y1fn/nz5ysmJkbXXnutmjVrpr/85S9yu91q27atli9frvr6evXu3VutW7fWqlWrFBwc7DevB0Dg48wOgCYlIiJCmzZt0tGjR9W/f3/17NlTS5YsOeMcnmbNmik7O1uFhYWKj4/XlClTNHfuXL8+ISEhevrpp9WrVy/dcMMN+vzzz7V+/Xo1a9ZMbdu21ZIlS/TjH/9Y3bt31zvvvKM33nhDERERl2q4ABqBw7Isy+4iAAAALhbO7AAAAKMRdgAAgNEIOwAAwGiEHQAAYDTCDgAAMBphBwAAGI2wAwAAjEbYAQAARiPsAAAAoxF2AACA0Qg7AADAaP8fWJStH4FDO+0AAAAASUVORK5CYII=\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.countplot(x='Pclass', hue = 'Sex', data = df)\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "male 577\n",
+ "female 312\n",
+ "Name: Sex, dtype: int64"
+ ]
+ },
+ "execution_count": 22,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.Sex.value_counts()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 23,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.countplot(x = 'Sex', data = df)\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Sex Survived\n",
+ "female 0 81\n",
+ " 1 231\n",
+ "male 0 468\n",
+ " 1 109\n",
+ "Name: Survived, dtype: int64"
+ ]
+ },
+ "execution_count": 24,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.groupby(['Sex', 'Survived'])['Survived'].count()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 25,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.countplot(x='Sex', hue = 'Survived', data = df)\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 185,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\risha\\AppData\\Local\\Temp\\ipykernel_4536\\1599895865.py:1: UserWarning: \n",
+ "\n",
+ "`distplot` is a deprecated function and will be removed in seaborn v0.14.0.\n",
+ "\n",
+ "Please adapt your code to use either `displot` (a figure-level function with\n",
+ "similar flexibility) or `histplot` (an axes-level function for histograms).\n",
+ "\n",
+ "For a guide to updating your code to use the new functions, please see\n",
+ "https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751\n",
+ "\n",
+ " sns.distplot(df['Age'])\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.distplot(df['Age'])\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 33,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.catplot(x = 'Sex', y = 'Age', kind = 'box', data = df, height = 5, aspect = 2)\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 34,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.catplot(x = 'Sex', y = 'Age', kind = 'box', data = df, col = 'Pclass')\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 35,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.hist(df.Fare, bins = 60)\n",
+ "plt.xlabel('Fare')\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 36,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "0 606\n",
+ "1 209\n",
+ "2 28\n",
+ "4 18\n",
+ "3 16\n",
+ "8 7\n",
+ "5 5\n",
+ "Name: SibSp, dtype: int64"
+ ]
+ },
+ "execution_count": 36,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df['SibSp'].value_counts()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 37,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.countplot(x = 'SibSp', data = df, hue = 'Survived')\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 38,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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5B7zT++67r0thAAAAoC854M905+bmtv7LycmJjRs3xpNPPtn6+FNPPRUbN26M3NzcRIICAABAb3PAZ7p/+tOftk5/+9vfjgsuuCBuv/32GDBgQERENDY2xsUXXxw5OTndnxIAAAB6oS7dvXz58uVx+eWXtxbuiIgBAwbEN7/5zVi+fHm3hQMAAIDerEulu6GhIbZu3dpu+datW6OpqemgQwEAAEBf0KW7l1944YVx0UUXxQsvvBAf//jHIyLiD3/4Q1x//fVx4YUXdmtAAAAA6K26VLpvvPHGGDNmTCxdujQqKioiImLs2LFxxRVXxGWXXdatAQEAAKC36lLpzszMjCuuuCKuuOKKqKuri4hwAzUAAAD4P7r0me6Iv32ue8OGDXH33XdHRkZGRES8+uqr8dZbb3VbOAAAAOjNunSm+7//+7/jzDPPjJdeein27dsXM2fOjKFDh8YNN9wQe/fujdtvv727cwIAAECv06Uz3V//+tfjpJNOiurq6hg0aFDr8tmzZ8fGjRu7LRwAAAD0Zl060/3oo4/GY489Focddlib5UceeWS88sor3RIMAAAAersuneluamqKxsbGdstffvnlGDp06EGHAgAAgL6gS6V75syZcdNNN7XOZ2RkxFtvvRVXX311nH322d2VDQAAAHq1Ll1evnTp0jj99NPj2GOPjb1798a8efPiL3/5S4wcOTLuvvvu7s4IAAAAvVKXSve4cePimWeeibvvvjuefvrpaGpqii9+8Yvx2c9+ts2N1QAAAKA/61Lp3rNnTwwePDguuuiiuOiii7o7EwAAAPQJXfpM9+jRo+Nzn/tcrF+/Ppqamro7EwAAAPQJXSrdd911V+zbty9mz54d48aNi69//evxxz/+sbuzAQAAQK/WpdI9Z86cuPfee+P111+PH/zgB7F169aYOnVqTJo0Kb73ve91d0YAAADolbpUulsMHTo0LrzwwigrK4vNmzfH+973vrj22mu7KxsAAAD0agdVuvfu3Rv33HNPzJo1K0488cR488034/LLL++ubAAAANCrdenu5WVlZfHzn/887r///hgwYECcd955sX79+pg2bVp35wMAAIBeq0ule9asWfHpT386VqxYEZ/+9KcjOzu7u3Mdkiq+NT/tCN2isWrfO6Yr+8xxRUSM/eFP0o4AAADQqkul+7XXXoucnJzuzgIAAAB9ygGX7rq6ujZFu66ubr/rKuQAAADQidI9fPjwqKioiNGjR8ewYcMiIyOj3TrNzc2RkZERjY2N3RoSAAAAeqMDLt0PPfRQjBgxonW6o9INAEDfcd1110VVVVVERIwYMSIWLVqUciKA3ueAS/c770x+2mmnJZEFAIBDSFVVVVRWVqYdA6BX69L3dBcUFMSiRYti27Zt3Z0HAAAA+owule5LLrkkHnzwwSgsLIyPfOQjcdNNN0VFRUV3ZwMAAIBerUul+5vf/Gb88Y9/jOeffz6Ki4vjtttui/Hjx8cZZ5wRd911V3dnBAAAgF6pS6W7xaRJk+Laa6+Nbdu2xSOPPBK7du2KCy+8sLuyAQAAQK92wDdS258nnngiVq5cGb/85S+jtrY2zjvvvO7IBQAAAL1el0r3n//85/j5z38eK1eujJ07d8bpp58e119/fcyZMyeGDh3a3RkBAACgV+pS6T7mmGPipJNOigULFsTcuXNjzJgx3Z0LAAAAer1Ol+7Gxsa4/fbb47zzzosRI0YkkQkAAAD6hE7fSG3AgAFx6aWXRm1tbRJ5AAAAoM/o0t3LjzvuuNi+fXt3ZwEAAIA+pUul+1/+5V/i8ssvj3Xr1kVFRUXU1dW1+QcAAAB08UZqZ555ZkREnHPOOZGRkdG6vLm5OTIyMqKxsbF70gEAAEAv1qXS/fDDD3d3DgAAAOhzulS6p02b1t05AAAAoM/pUun+3e9+966Pf/KTn+xSGAAAAOhLulS6TzvttHbL3vnZbp/pBgAAgC7evby6urrNvzfeeCMefPDBOPnkk6OsrKy7MwIAAECv1KUz3bm5ue2WzZw5Mw4//PD4xje+EU899dRBBwMAAIDerkule39GjRoV27Zt69Q269evj7Vr10ZNTU3k5eVFSUlJFBYWdrju888/Hz//+c/jlVdeiX379sWoUaPiU5/6VBQXF3dH/H4jd0BGRDS/YxoAAIAkdKl0l5eXt5lvbm6OioqKuP766+PDH/7wAe9n06ZNUVpaGvPnz4/JkyfHhg0bYvHixbF06dIYOXJku/UPP/zwKCoqiiOPPDIOP/zweP755+OOO+6IgQMHxqc+9amuHEq/dPERh6UdAQAAoF/oUuk+/vjjIyMjI5qbm9ss//jHPx7Lly8/4P2sW7cupk+fHjNmzIiIiJKSkti8eXOUlZXFvHnz2q0/YcKEmDBhQuv86NGj44knnoitW7fut3TX19dHfX1963xGRkYMGjSodZq+xc+UFsYCLYyFg+c1pIWxANB5XSrdO3bsaDOfmZkZo0aNioEDBx7wPhoaGmL79u0xa9asNsunTJlywJeo79ixI7Zt2xZz587d7zpr1qyJVatWtc5PmDAhlixZEqNGjTrgrC1e7fQW9LSxY8emHYFDRM+NBX8ZDnX+LnTegAED2kx7DfsvYwHg4HWqdD/++ONRVVUVZ511Vuuyu+66K66++ur461//GrNmzYply5bF4Ycf/p77qquri6ampnY3ZcvNzY2ampp33farX/1q1NXVRWNjY5x//vmtZ8o7Mnv27Daf+W55h3bXrl3R0NDwnjnpXSoqKtKOwCHCWKCFsdB57/zqz8bGRq9hP2YsALy7A3kzslOl+5prronTTjuttXT/13/9V3zxi19svfnZD3/4wxg3blxcc801B7zPji5Teq9Ll773ve/F3r17489//nOsXLkyxowZE5/4xCc6XDc7Ozuys7M7fOz/Xh5P7+dnSgtjgRbGwsHzGtLCWADovE6V7meeeSauu+661vlf/OIX8bGPfSzuuOOOiIjIz8+Pq6+++oBKd05OTmRmZrY7q11bW9vhV5K90+jRoyMiYvz48VFbWxv33nvvfks3AAAApCWzMytXV1fH+9///tb53/72t3HmmWe2zp988snxP//zPwe0r6ysrCgoKGh3J/Ty8vKYPHnyAWdqbm52mTgAAACHpE6V7ve///2tN1H73//933j66afjlFNOaX189+7d+72UuyPFxcWxcePGeOihh+Lll1+O0tLSqKysjJkzZ0ZExMqVK+OWW25pXf/BBx+MJ598MioqKqKioiIefvjheOCBB+L//b//15nDAAAAgB7RqcvLzzzzzLjyyitjyZIlcf/998fgwYPbFN7y8vKYOHHiAe9v6tSpsXv37li9enVUV1dHfn5+LFy4sPXO4tXV1VFZWdm6fnNzc9x9993xxhtvRGZmZowZMyY++9nP+o5uAAAADkmdKt3f//73Y86cOTFt2rQYMmRIrFixIg477LDWx5cvXx5nnHFGpwIUFRVFUVFRh48tWLCgzfxZZ53V5s7pAAAAcCjrVOkeNWpUPPLII1FbWxtDhgxp892NERH33ntvDBkypFsDAgAAQG/VqdLdYn93Fx8xYsRBhQEAAIC+pEulG4C+ZfCg3A6nAQA4OEo3AFE0/eK0IwAA9Emd+sowAAAA4MAp3QAAAJAQpRsAAAASonQDAABAQpRuAAAASIjSDQAAAAlRugEAACAhSjcAAAAkROkGAACAhCjdAAAAkBClGwAAABKidAMAAEBClG4AAABIiNINAAAACVG6AQAAICFKNwAAACRE6QYAAICEKN0AAACQEKUbAAAAEqJ0AwAAQEKy0g4AAH3BzTffnHaEblNXV9dmuq8c26WXXpp2BAD6IWe6AQAAICFKNwAAACRE6QYAAICEKN0AAACQEKUbAAAAEqJ0AwAAQEKUbgAAAEiI0g0AAAAJUboBAAAgIUo3AAAAJETpBgAAgIQo3QAAAJAQpRsAAAASonQDAABAQpRuAAAASIjSDQAAAAlRugEAACAhSjcAAAAkROkGAACAhCjdAAAAkBClGwAAABKidAMAAEBClG4AAABIiNINAAAACVG6AQAAICFKNwAAACRE6QYAAICEZKUdYP369bF27dqoqamJvLy8KCkpicLCwg7Xffzxx6OsrCx27twZDQ0NkZeXF+eff34cf/zxPRsaAAAADkCqZ7o3bdoUpaWlMWfOnFiyZEkUFhbG4sWLo7KyssP1t27dGlOmTImFCxfG9ddfHx/84AdjyZIlsWPHjh5ODgAAAO8t1TPd69ati+nTp8eMGTMiIqKkpCQ2b94cZWVlMW/evHbrl5SUtJmfN29ePPnkk/HUU0/FhAkTOnyO+vr6qK+vb53PyMiIQYMGtU7Tt/iZ0sJYoIWxQAtj4eB5DQE6L7XS3dDQENu3b49Zs2a1WT5lypTYtm3bAe2jqakp3n777RgyZMh+11mzZk2sWrWqdX7ChAmxZMmSGDVqVKczv9rpLehpY8eOTTsCh4ieGwv+Mhzq/F2ghbHQeQMGDGgz7TUE6LzUSnddXV00NTVFbm5um+W5ublRU1NzQPtYt25d7Nu3L0455ZT9rjN79uwoLi5unW95h3bXrl3R0NDQ+eAc0ioqKtKOwCHCWKCFsUALY6HzGhsb20x7DQHaOpA3I1O/kVpHlykdyKVLjz76aNx7773xrW99q11xf6fs7OzIzs7u8LHm5uYDD0qv4GdKC2OBFsYCLYyFg+c1BOi81G6klpOTE5mZme3OatfW1r5riY742w3Ybr/99vjGN74RU6ZMSTAlAAAAdF1qpTsrKysKCgqivLy8zfLy8vKYPHnyfrd79NFH49Zbb41LL700TjzxxKRjAgAAQJel+pVhxcXFsXHjxnjooYfi5ZdfjtLS0qisrIyZM2dGRMTKlSvjlltuaV2/pXB//vOfj0mTJkVNTU3U1NTEnj170joEAAAA2K9UP9M9derU2L17d6xevTqqq6sjPz8/Fi5c2Hpn8erq6jbf2b1hw4ZobGyMO++8M+68887W5dOmTYsFCxb0eH4AAAB4N6nfSK2oqCiKioo6fOz/FulrrrmmBxIBAABA90j18nIAAADoy5RuAAAASIjSDQAAAAlRugEAACAhSjcAAAAkROkGAACAhCjdAAAAkBClGwAAABKidAMAAEBClG4AAABIiNINAAAACVG6AQAAICFKNwAAACQkK+0AAAB9SebWf007Qvepr20z3VeOranwsrQjAP2IM90AAACQEKUbAAAAEqJ0AwAAQEKUbgAAAEiI0g0AAAAJUboBAAAgIUo3AAAAJETpBgAAgIQo3QAAAJAQpRsAAAASonQDAABAQpRuAAAASIjSDQAAAAlRugEAACAhSjcAAAAkROkGAACAhCjdAAAAkBClGwAAABKidAMAAEBClG4AAABIiNINAAAACVG6AQAAICFKNwAAACRE6QYAAICEKN0AAACQEKUbAAAAEqJ0AwAAQEKUbgAAAEiI0g0AAAAJUboBAAAgIUo3AAAAJETpBgAAgIQo3QAAAJAQpRsAAAASonQDAABAQpRuAAAASIjSDQAAAAlRugEAACAhWWkHWL9+faxduzZqamoiLy8vSkpKorCwsMN1q6ur46677ort27fHa6+9FmeddVaUlJT0bGAAAAA4QKme6d60aVOUlpbGnDlzYsmSJVFYWBiLFy+OysrKDtevr6+PnJycmDNnThx55JE9nBYAAAA6J9XSvW7dupg+fXrMmDGj9Sz3yJEjo6ysrMP1R48eHRdeeGFMmzYtBg8e3MNpAQAAoHNSu7y8oaEhtm/fHrNmzWqzfMqUKbFt27Zue576+vqor69vnc/IyIhBgwa1TtO3+JnSwlighbFAC2OBFsYC0JNSK911dXXR1NQUubm5bZbn5uZGTU1Ntz3PmjVrYtWqVa3zEyZMiCVLlsSoUaM6va9Xuy0VSRk7dmzaEThE9NxY8JfhUOfvAi16aiy8tqVHnoaD4O8C0JNSv5FaR+80due7j7Nnz47i4uJ2+961a1c0NDR02/NwaKioqEg7AocIY4EWxgItemosOId66PN3AeguB/ImXmqlOycnJzIzM9ud1a6trW139vtgZGdnR3Z2doePNTc3d9vzcGjwM6WFsUALY4EWPTUWlO5Dn78LQE9K7UZqWVlZUVBQEOXl5W2Wl5eXx+TJk1NKBQAAAN0n1cvLi4uLY9myZVFQUBCTJk2KDRs2RGVlZcycOTMiIlauXBlVVVVxySWXtG6zc+fOiIjYu3dv1NXVxc6dOyMrKyvy8vLSOAQAAADYr1RL99SpU2P37t2xevXqqK6ujvz8/Fi4cGHrTc6qq6vbfWf3FVdc0Tq9ffv2ePTRR2PUqFFx66239mh2AAAAeC+p30itqKgoioqKOnxswYIF7Zbdc889SUcCAACAbpHaZ7oBAACgr1O6AQAAICFKNwAAACRE6QYAAICEKN0AAACQEKUbAAAAEqJ0AwAAQEKUbgAAAEiI0g0AAAAJUboBAAAgIUo3AAAAJETpBgAAgIQo3QAAAJAQpRsAAAASonQDAABAQpRuAAAASIjSDQAAAAnJSjsAAHBoOeywwzqcBgA6T+kGANooLCxMOwIA9BkuLwcAAICEKN0AAACQEKUbAAAAEqJ0AwAAQEKUbgAAAEiI0g0AAAAJUboBAAAgIUo3AAAAJETpBgAAgIQo3QAAAJAQpRsAAAASonQDAABAQpRuAAAASIjSDQAAAAlRugEAACAhSjcAAAAkROkGAACAhCjdAAAAkBClGwAAABKidAMAAEBClG4AAABIiNINAAAACVG6AQAAICFKNwAAACRE6QYAAICEKN0AAACQEKUbAAAAEqJ0AwAAQEKUbgAAAEiI0g0AAAAJUboBAAAgIUo3AAAAJETpBgAAgIRkpR1g/fr1sXbt2qipqYm8vLwoKSmJwsLC/a6/ZcuWWLFiRbz88ssxfPjwOOecc+KMM87owcQAAABwYFI9071p06YoLS2NOXPmxJIlS6KwsDAWL14clZWVHa7/xhtvxA9+8IMoLCyMJUuWxOzZs+OnP/1p/OEPf+jh5AAAAPDeUi3d69ati+nTp8eMGTNaz3KPHDkyysrKOly/rKwsRo4cGSUlJZGXlxczZsyI008/PR544IEeTg4AAADvLbXLyxsaGmL79u0xa9asNsunTJkS27Zt63Cbv/zlLzFlypQ2y44//vh4+OGHo6GhIbKy2h9OfX191NfXt85nZGTEoEGDOlz3vQw6amKnt6FnZWdn98jz/N37h/XI89B1PTUWjhg5qEeeh67rqbEwbty4Hnkeuq6nxkLG0A/0yPP0hAkF+2L4Ww0RETFsSFZk9ZFja+6hsQAQkWLprquri6ampsjNzW2zPDc3N2pqajrcpqampsP1GxsbY/fu3TF8+PB226xZsyZWrVrVOn/qqafG17/+9Q7XfS+j/mVZp7ehb/rxRTPSjsAh4pzzRqUdgUPEpZdemnYEDhWjvpl2gm5z/UfTTgDQ+6V+9/KMjIwDWra/x5qbm991m9mzZ0dpaWnrvy996Uttznz3V2+//XZ8+9vfjrfffjvtKKTMWKCFscA7GQ+0MBZoYSzQwljonNTOdOfk5ERmZma7s9q1tbXtzma3GDZsWLv16+rqYsCAATFkyJAOt8nOzu6xy8l6k+bm5tixY0frmxb0X8YCLYwF3sl4oIWxQAtjgRbGQuekdqY7KysrCgoKory8vM3y8vLymDx5cofbHH300e3W37x5cxQUFHTpM9oAAACQpFQvLy8uLo6NGzfGQw89FC+//HKUlpZGZWVlzJw5MyIiVq5cGbfcckvr+meccUZUVla2fk/3Qw89FA899FD8/d//fVqHAAAAAPuV6unhqVOnxu7du2P16tVRXV0d+fn5sXDhwhg16m83Jqqurm7znd2jR4+OhQsXxooVK2L9+vUxfPjwuPDCC+PjH/94WofQa2VnZ8d5553n0nuMBVoZC7yT8UALY4EWxgItjIXOyWh2IT4AAAAkIvW7lwMAAEBfpXQDAABAQpRuAAAASIjSDQAAAAnx5db90Pr162Pt2rVRU1MTeXl5UVJSEoWFhWnHoodt2bIl1q5dGzt27Ijq6uq4/PLL46Mf/WjasUjBmjVr4oknnohXXnklDjvssJg0aVJ87nOfi3HjxqUdjR5WVlYWZWVlsWvXroiIyMvLi/POOy9OOOGElJORtjVr1sTdd98dZ599dpSUlKQdhx52zz33xKpVq9osy83NjTvuuCOlRKSlsbEx7r333njkkUeipqYmhg8fHqeddlrMmTMnMjOdz90fpbuf2bRpU5SWlsb8+fNj8uTJsWHDhli8eHEsXbo0Ro4cmXY8etC+ffviqKOOitNPPz3+9V//Ne04pGjLli1RVFQUEydOjMbGxvjFL34R3//+9+NHP/pRDBw4MO149KARI0bEvHnzYsyYMRER8dvf/jZuuOGGuOGGGyI/Pz/ldKTlhRdeiA0bNsSRRx6ZdhRSlJ+fH4sWLWqdV7D6p1/96lfxn//5n7FgwYLIy8uL7du3x49//OMYPHhwnH322WnHO2Qp3f3MunXrYvr06TFjxoyIiCgpKYnNmzdHWVlZzJs3L+V09KQTTjjB2SsiIuK73/1um/mLL7445s+fH9u3b49jjz02pVSk4aSTTmoz/w//8A9RVlYWf/nLX5Tufmrv3r2xbNmy+MpXvhL33Xdf2nFIUWZmZgwbNiztGKTsz3/+c5x00klx4oknRkTE6NGj49FHH40XX3wx5WSHNm9R9SMNDQ2xffv2+PCHP9xm+ZQpU2Lbtm0ppQIONXv27ImIiCFDhqSchDQ1NTXFY489Fvv27YtJkyalHYeU/OQnP4kTTjghpkyZknYUUvbaa6/FV77ylViwYEHcdNNN8frrr6cdiRQcc8wx8eyzz8arr74aERE7d+6Mbdu2OZHzHpzp7kfq6uqiqakpcnNz2yzPzc2NmpqadEIBh5Tm5uZYsWJFHHPMMTF+/Pi045CCl156Kb773e9GfX19DBw4MC6//PLIy8tLOxYpeOyxx2LHjh3xgx/8IO0opOzoo4+OBQsWxLhx46Kmpibuu+++uOqqq+JHP/pRDB06NO149KBzzz039uzZE9/4xjciMzMzmpqaYu7cufGJT3wi7WiHNKW7H8rIyDigZUD/c+edd8ZLL70U3/ve99KOQkrGjRsXP/zhD+Ovf/1rPP7443HrrbfGtddeq3j3M5WVlVFaWhrf/e5347DDDks7Dil751nM8ePHx6RJk+JrX/ta/Pa3v43i4uIUk9HTNm3aFI888khceumlkZ+fHzt37ozS0tLWG6rRMaW7H8nJyYnMzMx2Z7Vra2vbnf0G+p/ly5fHU089Fddee20cccQRacchJVlZWa03Ups4cWK8+OKL8R//8R/x5S9/OeVk9KTt27dHbW1tXHnlla3LmpqaYuvWrfHggw/GypUr3UirHxs4cGCMHz8+Kioq0o5CD/vZz34W5557bpx66qkR8bc3YXbt2hX333+/0v0ulO5+JCsrKwoKCqK8vLzNV0OVl5fHySefnGIyIE3Nzc2xfPnyeOKJJ+Kaa66J0aNHpx2JQ0hzc3PU19enHYMedtxxx8WNN97YZtltt90W48aNi3PPPVfh7ufq6+vjlVde8ZWz/dC+ffva/f5nZmZGc3NzSol6B6W7nykuLo5ly5ZFQUFBTJo0KTZs2BCVlZUxc+bMtKPRw/bu3RuvvfZa6/wbb7wRO3fujCFDhvj6uH7mzjvvjEcffTSuuOKKGDRoUOvVMIMHD3ZZaT+zcuXKOOGEE+KII46IvXv3xmOPPRbPPfdcuzvc0/cNGjSo3X0dDj/88Bg6dKj7PfRDd911V5x00kkxcuTIqK2tjdWrV8fbb78d06ZNSzsaPewjH/lI3HfffTFy5MjIy8uLnTt3xrp16+L0009PO9ohLaPZ2xL9zvr162Pt2rVRXV0d+fn58YUvfMHXAvVDzz33XFx77bXtlk+bNi0WLFiQQiLScsEFF3S4/OKLL3apWD9z2223xbPPPhvV1dUxePDgOPLII+Pcc89152oiIuKaa66Jo446KkpKStKOQg+76aabYuvWrVFXVxc5OTlx9NFHx9y5c93roR96++2345e//GU88cQTUVtbGyNGjIhTTz01zjvvvMjKcj53f5RuAAAASIgP5AAAAEBClG4AAABIiNINAAAACVG6AQAAICFKNwAAACRE6QYAAICEKN0AAACQEKUbAAAAEqJ0A0A/k5GREffff39EROzcuTMyMjLimWeeSTUTAPRVSjcA9DFvvPFGfOUrX4nx48fH4YcfHmPGjImioqL4/e9/HxERFRUVcdZZZ3Vqn6tXr46PfexjkZubG0OHDo0PfvCDcdlllyURHwD6lKy0AwAA3eszn/lM1NfXx4oVK6KgoCBef/312LhxY1RVVUVExJgxYzq1vw0bNsTcuXNj8eLFcc4550RGRkZs2bIlNm7cmER8AOhTMpqbm5vTDgEAdI+ampoYPnx4/OY3v4lp06Z1uE5GRkasWbMmZs2aFTt37owJEybE3XffHTfffHM8/fTTMXHixLj11lvjtNNOi4iIf/qnf4rNmzfHww8/vN/nveaaa+L++++Pf/zHf4zvf//78eabb8anP/3puOOOO2LYsGEJHCkA9A4uLweAPmTIkCExZMiQuP/++2Pfvn0HvN23vvWtuOyyy+JPf/pTTJ06Nc4555x48803I+JvZ8afe+65ePbZZ991Hy+88ELcc8898cADD8SDDz4YzzzzTCxYsOCgjgcAejulGwD6kKysrCgtLY0VK1bEsGHD4tRTT43vfOc7UV5e/q7bXXLJJfGZz3wmCgsL47bbbovc3Ny48847IyLia1/7Wpx88slx3HHHxVFHHRVz586N5cuXtyv1e/fujRUrVsTxxx8fn/zkJ2PZsmXxi1/8Il577bXEjhcADnVKNwD0MZ/5zGfi1VdfjbVr10ZRUVH85je/iRNPPDFKS0v3u80pp5zSOp2VlRUnnXRSbN26NSIi3ve+98Wvf/3reOGFF+Kqq66KIUOGxGWXXRYf/ehHY8+ePa3bjR8/PvLy8trss6mpKbZt29b9BwkAvYTSDQB90MCBA2PmzJnxz//8z7Fp06YoKSmJq6++ulP7yMjIaDM/ceLEmD9/fvzkJz+Jp59+OrZs2RK//OUv33P7/7sfAOhPlG4A6AeOPfbY+Otf/7rfx//whz+0Tjc0NMRTTz0VxxxzzH7XP+qoo2Lw4MFt9vnSSy/Fq6++2jr/+9//PjIzM2PSpEkHmR4Aei9fGQYAfcibb74Z559/flx00UUxZcqUGDp0aDz55JNxww03xLnnnrvf7W699dY4+uijo7CwMJYuXRrV1dVx0UUXRcTf7ky+Z8+eOPvss+PII4+MmpqauPnmm6O+vj5mzpzZuo+BAwfGF77whbjxxhujrq4uLr300rjgggs6/RVlANCXKN0A0IcMGTIkPvaxj8XSpUvjxRdfjPr6+sjPz48vfelL8Z3vfGe/211//fWxZMmS+NOf/hQTJ06MX/3qVzFy5MiIiJg2bVrceuut8fnPfz5ef/31GD58eJxwwglRVlYWkydPbt3H3/3d38WcOXPi7LPPjqqqqjj77LPjxz/+ceLHDACHMt/TDQActJbv6X7mmWfSjgIAhxSf6QYAAICEKN0AAACQEJeXAwAAQEKc6QYAAICEKN0AAACQEKUbAAAAEqJ0AwAAQEKUbgAAAEiI0g0AAAAJUboBAAAgIUo3AAAAJOT/AzKUMPhuwxCVAAAAAElFTkSuQmCC\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.catplot(x = 'SibSp', y = 'Survived', kind = 'bar', data = df, height = 5, aspect =2)\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 39,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.catplot(x = 'SibSp', y = 'Survived', kind = 'bar', hue = 'Sex', data = df, height = 6, aspect = 2)\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 40,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.catplot(x = 'SibSp', y = 'Survived', col = 'Pclass', kind = 'bar', data = df)\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 41,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "0 676\n",
+ "1 118\n",
+ "2 80\n",
+ "5 5\n",
+ "3 5\n",
+ "4 4\n",
+ "6 1\n",
+ "Name: Parch, dtype: int64"
+ ]
+ },
+ "execution_count": 41,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.Parch.value_counts()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 42,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.countplot(x = 'Parch', data = df, hue = 'Survived')\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 43,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.catplot(x = 'Parch', y = 'Survived', kind = 'bar', data = df, height = 5, aspect =2)\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 44,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.catplot(x = 'SibSp', y = 'Survived', kind = 'bar', hue = 'Sex', data = df, height = 6, aspect = 2)\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 45,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.catplot(x = 'Parch', y = 'Survived', kind = 'bar', col = 'Sex', data = df)\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 46,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "S 644\n",
+ "C 168\n",
+ "Q 77\n",
+ "Name: Embarked, dtype: int64"
+ ]
+ },
+ "execution_count": 46,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df['Embarked'].value_counts()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 47,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.countplot(x='Embarked', hue = 'Survived', data = df)\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 48,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.catplot(x = 'Embarked', y = 'Survived', kind = 'bar', data = df, col = 'Sex')\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 49,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " Survived \n",
+ " Pclass \n",
+ " Sex \n",
+ " Age \n",
+ " SibSp \n",
+ " Parch \n",
+ " Fare \n",
+ " Embarked \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " 0 \n",
+ " 3 \n",
+ " male \n",
+ " 22.0 \n",
+ " 1 \n",
+ " 0 \n",
+ " 7.2500 \n",
+ " S \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " 1 \n",
+ " 1 \n",
+ " female \n",
+ " 38.0 \n",
+ " 1 \n",
+ " 0 \n",
+ " 71.2833 \n",
+ " C \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " 1 \n",
+ " 3 \n",
+ " female \n",
+ " 26.0 \n",
+ " 0 \n",
+ " 0 \n",
+ " 7.9250 \n",
+ " S \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " 1 \n",
+ " 1 \n",
+ " female \n",
+ " 35.0 \n",
+ " 1 \n",
+ " 0 \n",
+ " 53.1000 \n",
+ " S \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " 0 \n",
+ " 3 \n",
+ " male \n",
+ " 35.0 \n",
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+ " 8.0500 \n",
+ " S \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
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+ ],
+ "text/plain": [
+ " Survived Pclass Sex Age SibSp Parch Fare Embarked\n",
+ "0 0 3 male 22.0 1 0 7.2500 S\n",
+ "1 1 1 female 38.0 1 0 71.2833 C\n",
+ "2 1 3 female 26.0 0 0 7.9250 S\n",
+ "3 1 1 female 35.0 1 0 53.1000 S\n",
+ "4 0 3 male 35.0 0 0 8.0500 S"
+ ]
+ },
+ "execution_count": 49,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 50,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "df['Sex'] = df['Sex'].apply(lambda x: 1 if x == 'male' else 0)\n",
+ "df['Embarked'] = df['Embarked'].map({'S' : 0, 'C': 1, 'Q': 2})"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 51,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
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+ " \n",
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+ "3 1 1 0 35.0 1 0 53.1000 0\n",
+ "4 0 3 1 35.0 0 0 8.0500 0"
+ ]
+ },
+ "execution_count": 51,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 52,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
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+ "Survived 0.236448\n",
+ "Pclass 0.696724\n",
+ "Sex 0.228042\n",
+ "Age 168.198455\n",
+ "SibSp 1.218164\n",
+ "Parch 0.650863\n",
+ "Fare 2469.841935\n",
+ "Embarked 0.404696\n",
+ "dtype: float64"
+ ]
+ },
+ "execution_count": 52,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.var()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 167,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "df_test = pd.read_csv('test.csv')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 168,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
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+ "metadata": {},
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+ "df_test.head()"
+ ]
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+ "execution_count": 169,
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+ {
+ "name": "stdout",
+ "output_type": "stream",
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+ " 2 Name 418 non-null object \n",
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+ " 9 Cabin 91 non-null object \n",
+ " 10 Embarked 418 non-null object \n",
+ "dtypes: float64(2), int64(4), object(5)\n",
+ "memory usage: 36.0+ KB\n"
+ ]
+ }
+ ],
+ "source": [
+ "df_test.info()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 170,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "RangeIndex: 418 entries, 0 to 417\n",
+ "Data columns (total 2 columns):\n",
+ " # Column Non-Null Count Dtype\n",
+ "--- ------ -------------- -----\n",
+ " 0 PassengerId 418 non-null int64\n",
+ " 1 Survived 418 non-null int64\n",
+ "dtypes: int64(2)\n",
+ "memory usage: 6.7 KB\n"
+ ]
+ }
+ ],
+ "source": [
+ "test_survival_df = pd.read_csv('gender_submission.csv') \n",
+ "test_survival_df.info()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 171,
+ "metadata": {},
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+ "0 892 3 Kelly, Mr. James male \n",
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+ " Age SibSp Parch Ticket Fare Cabin Embarked Survived \n",
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+ ]
+ },
+ "execution_count": 171,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_test_final = pd.concat([df_test , test_survival_df['Survived']] , axis = 1)\n",
+ "df_test_final.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 172,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "df_test_final.drop(['PassengerId', 'Name', 'Ticket', 'Cabin'], axis = 1, inplace = True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 173,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "df_test_final['Age'].fillna(value = df_test_final['Age'].mean().round(0), inplace=True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 174,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "df_test_final = df_test_final.dropna(subset=['Fare'])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 175,
+ "metadata": {
+ "tags": []
+ },
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+ ]
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+ "metadata": {},
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+ }
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+ "source": [
+ "df_test_final.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 176,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\risha\\AppData\\Local\\Temp\\ipykernel_4536\\1952752985.py:1: FutureWarning: The default value of numeric_only in DataFrame.var is deprecated. In a future version, it will default to False. In addition, specifying 'numeric_only=None' is deprecated. Select only valid columns or specify the value of numeric_only to silence this warning.\n",
+ " df_test_final.var()\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "Pclass 0.709094\n",
+ "Age 157.817554\n",
+ "SibSp 0.805629\n",
+ "Parch 0.965147\n",
+ "Fare 3125.657074\n",
+ "Survived 0.232199\n",
+ "dtype: float64"
+ ]
+ },
+ "execution_count": 176,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_test_final.var()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 177,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "df_test_final['Sex'] = df_test_final['Sex'].apply(lambda x: 1 if x == 'male' else 0)\n",
+ "df_test_final['Embarked'] = df_test_final['Embarked'].map({'S' : 0, 'C': 1, 'Q': 2})"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 178,
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+ ],
+ "text/plain": [
+ " Pclass Sex Age SibSp Parch Fare Embarked Survived\n",
+ "0 3 1 34.5 0 0 7.8292 2 0\n",
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+ "2 2 1 62.0 0 0 9.6875 2 0\n",
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+ ".. ... ... ... ... ... ... ... ...\n",
+ "413 3 1 30.0 0 0 8.0500 0 0\n",
+ "414 1 0 39.0 0 0 108.9000 1 1\n",
+ "415 3 1 38.5 0 0 7.2500 0 0\n",
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+ "417 3 1 30.0 1 1 22.3583 1 0\n",
+ "\n",
+ "[417 rows x 8 columns]"
+ ]
+ },
+ "execution_count": 178,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_test_final"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 179,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "from sklearn.model_selection import train_test_split\n",
+ "X = df.drop('Survived',axis=1)\n",
+ "y = df['Survived']\n",
+ "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.30, random_state = 0)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# LOGISTIC REGRESSION"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 183,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "0.8247588424437299\n",
+ "[[252 13]\n",
+ " [ 16 136]]\n",
+ " precision recall f1-score support\n",
+ "\n",
+ " 0 0.94 0.95 0.95 265\n",
+ " 1 0.91 0.89 0.90 152\n",
+ "\n",
+ " accuracy 0.93 417\n",
+ " macro avg 0.93 0.92 0.92 417\n",
+ "weighted avg 0.93 0.93 0.93 417\n",
+ "\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\risha\\anaconda3\\lib\\site-packages\\sklearn\\linear_model\\_logistic.py:458: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
+ "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
+ "\n",
+ "Increase the number of iterations (max_iter) or scale the data as shown in:\n",
+ " https://scikit-learn.org/stable/modules/preprocessing.html\n",
+ "Please also refer to the documentation for alternative solver options:\n",
+ " https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
+ " n_iter_i = _check_optimize_result(\n"
+ ]
+ }
+ ],
+ "source": [
+ "from sklearn.linear_model import LogisticRegression\n",
+ "\n",
+ "lr = LogisticRegression()\n",
+ "lr.fit(X_train, y_train)\n",
+ "\n",
+ "# accuracy score, confusion matrix and classification report of logistic regression\n",
+ "\n",
+ "from sklearn.metrics import accuracy_score, confusion_matrix, classification_report\n",
+ "\n",
+ "print(accuracy_score(y_train, lr.predict(X_train)))\n",
+ "\n",
+ "print(confusion_matrix(y_test, lr.predict(X_test)))\n",
+ "print(classification_report(y_test, lr.predict(X_test)))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 184,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "0.9304556354916067\n",
+ " precision recall f1-score support\n",
+ "\n",
+ " 0 0.94 0.95 0.95 265\n",
+ " 1 0.91 0.89 0.90 152\n",
+ "\n",
+ " accuracy 0.93 417\n",
+ " macro avg 0.93 0.92 0.92 417\n",
+ "weighted avg 0.93 0.93 0.93 417\n",
+ "\n"
+ ]
+ }
+ ],
+ "source": [
+ "X_test = df_test_final.drop('Survived' , axis = 1)\n",
+ "y_test = df_test_final['Survived']\n",
+ "\n",
+ "y_predict = lr.predict(X_test)\n",
+ "\n",
+ "print(accuracy_score(y_test,y_predict))\n",
+ "print(classification_report(y_test,y_predict))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3 (ipykernel)",
+ "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": "3.10.9"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/220888_Rishav_Raj_Assignment2_Q1.ipynb b/220888_Rishav_Raj_Assignment2_Q1.ipynb
new file mode 100644
index 0000000..6642b62
--- /dev/null
+++ b/220888_Rishav_Raj_Assignment2_Q1.ipynb
@@ -0,0 +1,352 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "** * NOTE: ALL THE COMMANDS FOR PLOTTING A FIGURE SHOULD ALL GO IN THE SAME CELL. SEPARATING THEM OUT INTO MULTIPLE CELLS MAY CAUSE NOTHING TO SHOW UP. * **\n",
+ "\n",
+ "# Exercises\n",
+ "\n",
+ "Follow the instructions to recreate the plots using this data:\n",
+ "\n",
+ "## Data"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "import numpy as np\n",
+ "x = np.arange(0,100)\n",
+ "y = x*2\n",
+ "z = x**2"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "** Import matplotlib.pyplot as plt and set %matplotlib inline if you are using the jupyter notebook. What command do you use if you aren't using the jupyter notebook?**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "import matplotlib.pyplot as plt\n",
+ "%matplotlib inline"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Exercise 1\n",
+ "\n",
+ "** Follow along with these steps: **\n",
+ "* ** Create a figure object called fig using plt.figure() **\n",
+ "* ** Use add_axes to add an axis to the figure canvas at [0,0,1,1]. Call this new axis ax. **\n",
+ "* ** Plot (x,y) on that axes and set the labels and titles to match the plot below:**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Text(0.5, 1.0, 'title')"
+ ]
+ },
+ "execution_count": 16,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "graph = plt.figure()\n",
+ "ax = graph.add_axes([0,0,1,1])\n",
+ "ax.plot(x,y)\n",
+ "ax.set_xlabel('x')\n",
+ "ax.set_ylabel('y')\n",
+ "ax.set_title('title')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Exercise 2\n",
+ "** Create a figure object and put two axes on it, ax1 and ax2. Located at [0,0,1,1] and [0.2,0.5,.2,.2] respectively.**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "graph = plt.figure()\n",
+ "ax1 = graph.add_axes([0,0,1,1])\n",
+ "ax2 = graph.add_axes([0.2,0.5,.2,.2])"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "** Now plot (x,y) on both axes. And call your figure object to show it.**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 18,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "ax1.plot(x,y)\n",
+ "ax2.plot(x,y)\n",
+ "graph"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Exercise 3\n",
+ "\n",
+ "** Create the plot below by adding two axes to a figure object at [0,0,1,1] and [0.2,0.5,.4,.4]**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig1 = plt.figure()\n",
+ "ax1 = fig1.add_axes([0,0,1,1])\n",
+ "ax2 = fig1.add_axes([0.2,0.5,.4,.4])"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "** Now use x,y, and z arrays to recreate the plot below. Notice the xlimits and y limits on the inserted plot:**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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DWptdktchdAMAAOCM/r18l37+5fjygDNu6awAPyLkueIzBgAAgNPauM+hF35bHvAf17VTC5YHPC+EbgAAAJxSQXGZHkhMUWm5ocHt7bqlB8sDni9CNwAAAE5p4meblXa4QI1sgZp6I8sDXghCNwAAAE7y+foD+jB5nywWacbNnVke8AIRugEAAFBB+tFCPfHxRknS/Ze3VM/mDUyuyPsRugEAAOBSVu7Ug4kpyisuU9em9fTglbFml1QjELoBAADg8sr3v2jd3hyFWP30r1u6yM+XuFgV+CwCAABAkrQm7ahmfr9TkvTcDR0UHVbH5IpqDkI3AAAAlF1QogcTU+Q0pBu7NtHQTlFml1SjELoBAABqOcMwNOGjDcpwHFNMeLCeGdbe7JJqHEI3ap0pU6bIYrEoISHBdeyOO+6QxWKp8OjVq5d5RQIAUI3mrdqjxVsOyt/Xoldv7aJgq5/ZJdU4fEZRqyQlJWn27Nnq2LHjSecGDx6sd955x/VxQADrkQIAar6tGbn655dbJUmPXd1WcY1tJldUMzHSjVojPz9fI0eO1FtvvaX69eufdN5qtcput7seYWFhJlQJAED1KSwp07j3U1RS5tTlrRvqrr4XmV1SjUXoRq1x33336dprr9VVV111yvNLly5VRESEWrVqpTFjxigrK6uaKwQAoHr984st+iUrXxEhVr14Uye2eXcjppegVkhMTNS6deuUlJR0yvNXX321brrpJjVr1kxpaWl66qmndMUVVyg5OVlWq/WUzykuLlZxcbHr49zcXLfUDgCAO3y5IUPvr0l3bfPeoO6pf96hahC6UeOlp6frwQcf1OLFixUYGHjKNjfffLPr33FxcerevbuaNWumL7/8UjfccMMpnzNlyhRNmjTJLTUDAOBO6UcL9djHGyRJY/u3UJ+W4SZXVPMxvQQ1XnJysrKystStWzf5+fnJz89Py5Yt0yuvvCI/Pz+Vl5ef9JxGjRqpWbNm2rlz52mv+/jjj8vhcLge6enp7rwNAACqRGm5Uw8kpijvWJm6NK2nhKtamV1SreDRobusrEx///vfFRMTo6CgIDVv3lzPPPOMnE6nq41hGJo4caKioqIUFBSk/v37a/PmzRWuU1xcrHHjxik8PFzBwcEaOnSo9u3bV6FNdna24uPjZbPZZLPZFB8fr5ycnOq4TbjZlVdeqY0bNyo1NdX16N69u0aOHKnU1FT5+vqe9JwjR44oPT1djRo1Ou11rVarQkNDKzwAAPB0Ly7erpS9OQoN9NMrt3SRP9u8VwuP/iw///zzeuONNzRz5kxt3bpV06ZN0wsvvKBXX33V1WbatGmaPn26Zs6cqaSkJNntdg0YMEB5eXmuNgkJCVq4cKESExO1fPly5efna8iQIRVGOEeMGKHU1FQtWrRIixYtUmpqquLj46v1fuEeISEhiouLq/AIDg5WgwYNFBcXp/z8fD388MNauXKldu/eraVLl+q6665TeHi4/vSnP5ldPgAAVWbZjkN6c9kuSdK0P3dkm/dq5NFzuleuXKlhw4bp2muvlSRddNFFev/997V27VpJx0e5Z8yYoSeffNI17/bdd99VZGSkFixYoHvuuUcOh0Nvv/225s6d61q1Yt68eYqOjta3336rQYMGaevWrVq0aJFWrVqlnj17SpLeeust9e7dW9u3b1fr1q1NuHtUF19fX23cuFHvvfeecnJy1KhRI11++eX64IMPFBISYnZ5AABUiazcYxr/QaokKb5XMw2OO/1fc1H1PDp0X3LJJXrjjTe0Y8cOtWrVSuvXr9fy5cs1Y8YMSVJaWpoyMzM1cOBA13OsVqv69eunFStW6J577lFycrJKS0srtImKilJcXJxWrFihQYMGaeXKlbLZbK7ALUm9evWSzWbTihUrThu6Wb3Cey1dutT176CgIH3zzTfmFQMAgJuVOw0lfJCqIwUlamMP0ZPXtjW7pFrHo0P3hAkT5HA41KZNG/n6+qq8vFzPPfecbr31VklSZmamJCkyMrLC8yIjI7Vnzx5Xm4CAgJM2Q4mMjHQ9PzMzUxERESe9fkREhKvNqbB6BQAA8Aav//CLVvx6REH+vpo5oqsC/U9+PxPcy6PndH/wwQeaN2+eFixYoHXr1undd9/Viy++qHfffbdCuxMXcjcM46yLu5/Y5lTtz3YdVq8AAACebk3aUb387Q5J0j+vj1PLiLomV1Q7efRI9yOPPKLHHntMt9xyiySpQ4cO2rNnj6ZMmaJRo0bJbrdLOj5S/cdVJrKyslyj33a7XSUlJcrOzq4w2p2VlaU+ffq42hw8ePCk1z906NBJo+h/ZLVaT7txCgCgZjIMQ5m5x7TrUIF2HS5Q2qECbU8//V9FATNlF5TowcQUOQ3phi6N9eduTcwuqdby6NBdWFgoH5+Kg/G+vr6uJQNjYmJkt9u1ZMkSdenSRZJUUlKiZcuW6fnnn5ckdevWTf7+/lqyZImGDx8uScrIyNCmTZs0bdo0SVLv3r3lcDi0Zs0aXXzxxZKk1atXy+FwuII5AKB2cRSVKu1wgdIO51cI2GmHC1RUWnF9f2dxoUlVAqdnGIYe/nC9MhzHFBMerH9eH2d2SbWaR4fu6667Ts8995yaNm2q9u3bKyUlRdOnT9ddd90l6fiUkISEBE2ePFmxsbGKjY3V5MmTVadOHY0YMUKSZLPZNHr0aD300ENq0KCBwsLC9PDDD6tDhw6u1Uzatm2rwYMHa8yYMXrzzTclSXfffbeGDBnCyiUAUIMVl5Ur/WhhhVC963C+0g4X6HB+yWmf5+djUdOwOmreMFgx4cGKDDI0Zkb11Q1Uxr9/StN327IU4Oej10Z0VbDVo2NfjefRn/1XX31VTz31lMaOHausrCxFRUXpnnvu0T/+8Q9Xm0cffVRFRUUaO3assrOz1bNnTy1evLjCUm8vv/yy/Pz8NHz4cBUVFenKK6/UnDlzKmyKMn/+fD3wwAOuVU6GDh2qmTNnVt/NAgDc4lTTQX4P1ulHC+U0Tv/cyFCrYsKDFRNeVy1+C9jNG9ZVk/pBFTYUyc3N1ZhquBegstbtzdbzi7ZJkv4xpJ3aRbGBm9kshmGc4dsNzkVubq5sNpscDge7E9ZC9D9grnOZDvJHda1+v4Xp4N8CdrBaNKyri8KDVbeSI4N8/cOTOApLdc0rP2l/TpGu7dBIM0d0OesCEzh/lf369+iRbgAA/qiqpoM0b1j3+H/Dg9UwxEogQY1hGIYe/t967c8pUtOwOppyYwf+//YQhG4AgEepjukgQE31zs+7tWTLQQX4Hp/HHRrob3ZJ+A2hGwBgCjOngwA10fr0HE35eqsk6Ylr2qhDE5vJFeGP+O4EAHAbpoMA1cNRVKr731+n0nJDg9vbNarPRWaXhBMQugEAF4TpIIC5DMPQo/9br/SjRWpSP0jP/7kjv5h6IEI3AKBSTjUdZNehAu1mOghgqnd+3q1vNh+Uv69Fr43oKlsQ87g9Ed/tAAAuTAcBvEvqH+ZxP3lNW3WKrmduQTgtQjcA1DJMBwFqhpzCEt03//g87ms6MI/b0xG6AaCGYjoIUHMZhqGHP9yg/TlFatagjqbeyDxuT8d3TwDwYr9PB/n1t6X2mA4C1A7//ilN325lPW5vQugGAA934nSQXYfyfxvBZjoIUBsl78nW84u2SZKeuq6d4hqzHrc3IHQDgIeoqukgzRvWVfPwYKaDADXQ0YISjVuwTmVOQ9d1itJtPZuaXRIqie/GAFCNqnw6SMNgNazLdBCgNnA6DSV8kKoDjmNqHh6sKTd04GvfixC6AaCKMR0EgDu89sMv+nHHIQX6++j127rylywvQ28BwHk61XSQtN9GsJkOAqAq/fzLYb387Q5J0j+HxamNPdTkinCu+O4OAGfAdBAAZjuYe0wPJqbIaUg3d4/WTd2jzS4J54HQDaDWYzoIAE9VVu7UuAUpOpxforaNQjVpWHuzS8J5InQDqDVYHQSAt3lh8Xat2X1Uda1+en1kVwX6+5pdEs4TPy0A1ChMBwFQUyzZclBvLtslSXrhzx0VEx5sckW4EIRuAF6H6SAAarq9Rwo1/r+pkqS7+sbo6g6NzC0IF4zQDcBjMR0EQG10rLRcf52frLxjZeratJ4eu7qN2SWhCvDTB4CpmA4CABU9/elmbT6Qq7DgAL02sqsC/PgrXE1A6AbgdkwHAYDK+SBprz5Ymy4fi/TqrV3UyBZkdkmoIoRuAFWmqqaDxIQHq0XDukwHAVCrbNrv0FOfbpYkPTSwtfq2DDe5IlQlfpoBOCdVPh0kPFgNQ5gOAqB2cxSWauz8dSopc+rKNhH6a78WZpeEKkboBnASpoMAQPVxOg099GGq9h4tVHRYkKYP7ywfHwYiahpCN1CLMR0EAMw3a9mv+nZrlgL8fDRrZDfZ6vibXRLcgJ+OQA3HdBAA8FzLdx7WS4u3S5KeGdpecY1tJlcEdyF0AzUA00EAwPvszynSA4kpchrSzd2jdcvFTc0uCW5E6Aa8CNNBAKBmKC4r19h5yTpaUKIOjW2aNKy92SXBzfhpi1pnypQpeuKJJ/Tggw9qxowZko6PFE+aNEmzZ89Wdna2evbsqddee03t21f/N0GmgwBAzTfp8y1av8+henX89frIrgr09zW7JLgZoRu1SlJSkmbPnq2OHTtWOD5t2jRNnz5dc+bMUatWrfTss89qwIAB2r59u0JCQqq8DqaDAEDt9d+16Vqweq8sFulft3RRdFgds0tCNSB0w2Pdcccduuuuu3TZZZdVyfXy8/M1cuRIvfXWW3r22Wddxw3D0IwZM/Tkk0/qhhtukCS9++67ioyM1IIFC3TPPfec92syHQQA8Eeb9jv09082SZL+dlUr9WvV0OSKUF346Q2PlZeXp4EDByo6Olp33nmnRo0apcaNG5/39e677z5de+21uuqqqyqE7rS0NGVmZmrgwIGuY1arVf369dOKFSvOOXT/45NN2l8opoMAACrIKSzRvfOSVVLm1BVtInT/5S3NLgnViNANj/XRRx/pyJEjmjdvnubMmaOnn35aV111lUaPHq1hw4bJ37/y65gmJiZq3bp1SkpKOulcZmamJCkyMrLC8cjISO3Zs+e01ywuLlZxcbHr49zcXEnSxyn75WP9/z8VMh0EAFDuNPRgYqr2ZRepaVgdvcwGOLUOoRserUGDBnrwwQf14IMPKiUlRf/5z38UHx+vunXr6rbbbtPYsWMVGxt7xmukp6frwQcf1OLFixUYGHjadieOLBuGccbR5ilTpmjSpEknHR/bv4XaNotkOggAwGXGtzu0bMchBfr7aNZtXdkApxZimA1eISMjQ4sXL9bixYvl6+ura665Rps3b1a7du308ssvn/G5ycnJysrKUrdu3eTn5yc/Pz8tW7ZMr7zyivz8/Fwj3L+PeP8uKyvrpNHvP3r88cflcDhcj/T0dEnS2MtbaljnxoprbCNwAwC0eHOmXv3+F0nS1Bs6qn0UG+DURiQCeKzS0lJ99tlneuedd7R48WJ17NhRf/vb3zRy5EjXiiKJiYn661//qr/97W+nvc6VV16pjRs3Vjh25513qk2bNpowYYKaN28uu92uJUuWqEuXLpKkkpISLVu2TM8///xpr2u1WmW1WqvgTgEANdWvh/I1/r/rJUl39r1I13c5//cmwbsRuuGxGjVqJKfTqVtvvVVr1qxR586dT2ozaNAg1atX74zXCQkJUVxcXIVjwcHBatCgget4QkKCJk+erNjYWMXGxmry5MmqU6eORowYUVW3AwCoZfKLy3TP3GTlF5fp4ovC9MQ1bc0uCSYidMNjvfzyy7rpppvOOA+7fv36SktLu+DXevTRR1VUVKSxY8e6NsdZvHixW9boBgDUfIZh6JEP1+uXrHxFhlo1c2QX3jxfy1kMwzjDNhw4F7m5ubLZbHI4HAoNDTW7HFQz+h+ovfj6x4lmLf1Vzy/aJn9fiz64p7e6Nq1vdklwk8p+/fMrFwAAQBX6aechvfDNNknSxKHtCdyQROgGAACoMulHCzXu/RQ5DWl49yYacXFTs0uChyB0AwAAVIHCkjKNeW+tcgpL1Sm6np4ZFsfuwnAhdAMAAFwgwzA04aON2paZp/C6AXrjtq4K9Pc1uyx4EEI3AADABXrrp136fP0B+flY9PrIbmpkCzK7JHgYQjcAAMAF+GnnIU39+vgbJ5++rp0ujgkzuSJ4IkI3AADAeTrxjZO39WpmdknwUIRuAACA88AbJ3EuCN0AAADnyDAMPfq/DbxxEpVG6AYAADhHs5b9qi82ZMjf16JZt/HGSZwdoRsAAOAc/LAtSy98s13S8R0ne1zEGydxdoRuAACASvr1UL4eeD9FhiGN6NlUI3vyxklUDqEbAACgEnKPlWrMe2uVV1ymHhfV18Tr2ptdErwIoRsAAOAsyp2GEhJTtetQgRrZAvX6yG4K8CNGofL4vwUAAOAspi/Zru+3Zcnq56PZ8d3VMMRqdknwMoRuAACAM/hiwwG99sOvkqTnb+yoDk1sJlcEb0ToBgAAOI1N+x16+MP1kqS7L2uu67s0NrkieCtCNwAAwCkcyivWmPfW6lipU/1aNdSEwW3MLglejNANAABwguKyct07L1kZjmNq3jBYr9zaRb4+bPGO80foBgAA+APDMPTUJ5uUvCdbIYF++vft3WUL8je7LHg5QjcAAMAfzFmxW/9du08+FmnmiK5q3rCu2SWhBiB0AwAA/OannYf0zy+2SJKeuKat+rVqaHJFqCkI3QAAAJLSDhfo/gUpchrSjV2baPQlMWaXhBqE0A0AAGo9R1GpRr+bJEdRqbo0rafn/hQni4U3TqLqELoBAECtVlbu1P0L1mnXoQJF2QL1Znw3Bfr7ml0WahhCNwAAqNWe/XKrftp5WEH+vnprVHdFhASaXRJqIEI3AACotRas3qs5K3ZLkl6+uZPaR7HFO9yD0A0AAGqllb8e0T8+3SRJemhAKw2Oa2RyRajJCN0AAKDW2XOkQH+dn6wyp6HrOkXp/itaml0SajhCNwAAqFVyj5XqL++uVU5hqTo1semFP3dkpRK4HaEbAADUGsdXKknRzqx8RYZaNfv27qxUgmpB6AYAALXGs19u1Y87DinI31dvj+qhyFBWKkH1IHQDAIBaYe6qPRVWKolrzEolqD6EbgAAUOP9tPOQJn62WZL0yKDWrFSCakfoBgAANdovWfkaO3+dyp2GbujaWGP7tzC7JNRChG4AAFBjZReUaPS7Sco7Vqbuzepryg0dWKkEpiB0AwCAGqmkzKl75iVrz5FCNakfpDfju8nqx0olMIfHh+79+/frtttuU4MGDVSnTh117txZycnJrvOGYWjixImKiopSUFCQ+vfvr82bN1e4RnFxscaNG6fw8HAFBwdr6NCh2rdvX4U22dnZio+Pl81mk81mU3x8vHJycqrjFuFms2bNUseOHRUaGqrQ0FD17t1bX3/9tev8HXfcIYvFUuHRq1cvEysGAFwowzD0+McbtSbtqOpa/fT2qB5qUNdqdlmoxTw6dGdnZ6tv377y9/fX119/rS1btuill15SvXr1XG2mTZum6dOna+bMmUpKSpLdbteAAQOUl5fnapOQkKCFCxcqMTFRy5cvV35+voYMGaLy8nJXmxEjRig1NVWLFi3SokWLlJqaqvj4+Oq8XbhJkyZNNHXqVK1du1Zr167VFVdcoWHDhlX45Wzw4MHKyMhwPb766isTKwYAXKjXl/6qj9btk6+PRa+N7KrW9hCzS0JtZ3iwCRMmGJdccslpzzudTsNutxtTp051HTt27Jhhs9mMN954wzAMw8jJyTH8/f2NxMREV5v9+/cbPj4+xqJFiwzDMIwtW7YYkoxVq1a52qxcudKQZGzbtq3S9TocDkOS4XA4Kv0cmKN+/frGv//9b8MwDGPUqFHGsGHDLvia9D9Qe/H171k+X7/faDbhC6PZhC+M91buNrsc1HCV/fr36JHuzz77TN27d9dNN92kiIgIdenSRW+99ZbrfFpamjIzMzVw4EDXMavVqn79+mnFihWSpOTkZJWWllZoExUVpbi4OFeblStXymazqWfPnq42vXr1ks1mc7U5leLiYuXm5lZ4wLOVl5crMTFRBQUF6t27t+v40qVLFRERoVatWmnMmDHKysoysUoAwPlatzdb4/+7XpJ0V98YxfdqZnJFwHEeHbp37dqlWbNmKTY2Vt98843uvfdePfDAA3rvvfckSZmZmZKkyMjICs+LjIx0ncvMzFRAQIDq169/xjYREREnvX5ERISrzalMmTLFNQfcZrMpOjr6/G8WbrVx40bVrVtXVqtV9957rxYuXKh27dpJkq6++mrNnz9f33//vV566SUlJSXpiiuuUHFx8RmvyS9dAOBZ0o8W6u731qqkzKkr20ToyWvbml0S4OJndgFn4nQ61b17d02ePFmS1KVLF23evFmzZs3S7bff7mp34tI/hmGcdTmgE9ucqv3ZrvP4449r/Pjxro9zc3MJ3h6qdevWSk1NVU5Ojj766CONGjVKy5YtU7t27XTzzTe72sXFxal79+5q1qyZvvzyS91www2nveaUKVM0adKk6igfAHAWucdKNfrdJB3OL1G7RqF65dYu8vVhaUB4Do8e6W7UqJFrNPJ3bdu21d69eyVJdrtdkk4ajc7KynKNftvtdpWUlCg7O/uMbQ4ePHjS6x86dOikUfQ/slqtrhUxfn/AMwUEBKhly5bq3r27pkyZok6dOulf//rXKds2atRIzZo1086dO894zccff1wOh8P1SE9Pd0fpAICzKC136r7567TjYL4iQ616+47uCrZ69LgiaiGPDt19+/bV9u3bKxzbsWOHmjU7Pj8rJiZGdrtdS5YscZ0vKSnRsmXL1KdPH0lSt27d5O/vX6FNRkaGNm3a5GrTu3dvORwOrVmzxtVm9erVcjgcrjaoWQzDOO30kSNHjig9PV2NGp15i2B+6QIA8xmGoX98ukk/7TysIH9fvT2qhxrZgswuCziJR/8a+Le//U19+vTR5MmTNXz4cK1Zs0azZ8/W7NmzJR2fEpKQkKDJkycrNjZWsbGxmjx5surUqaMRI0ZIkmw2m0aPHq2HHnpIDRo0UFhYmB5++GF16NBBV111laTjo+eDBw/WmDFj9Oabb0qS7r77bg0ZMkStW7c25+ZRZZ544gldffXVio6OVl5enhITE7V06VItWrRI+fn5mjhxom688UY1atRIu3fv1hNPPKHw8HD96U9/Mrt0AMBZvLFsl95fky4fi/TqrV0U19hmdknAKXl06O7Ro4cWLlyoxx9/XM8884xiYmI0Y8YMjRw50tXm0UcfVVFRkcaOHavs7Gz17NlTixcvVkjI/6/H+fLLL8vPz0/Dhw9XUVGRrrzySs2ZM0e+vv+/K9X8+fP1wAMPuFY5GTp0qGbOnFl9Nwu3OXjwoOLj45WRkSGbzaaOHTtq0aJFGjBggIqKirRx40a99957ysnJUaNGjXT55Zfrgw8+qPD/EADA83yx4YCeX7RNkvSPIe10VbvTTwkFzGYxDMMwu4iaIjc3VzabTQ6Hg6kGtRD9D9RefP1Xv+Q9R3XrW6tVUubUHX0u0sSh7c0uCbVUZb/+PXpONwAAwIn2HCnQmPeSVVLm1FVtI/XUkHZnfxJgMkI3AADwGtkFJbrznSQdLShRh8Y2vXJrZ5YGhFcgdAMAAK9QXFaue+Yla9fhAkXZAvX2qO6qE+DRb08DXAjdAADA4zmdhh7+cIPWpB1ViNVP/7mzhyJCA80uC6g0QjcAAPB4077Zrs/XH5Cfj0VvxHdTGztvWIV3IXQDAACPNm/VHr2x7FdJ0vM3dlTfluEmVwScO0I3AADwWN9tPah/fLpJkjR+QCvd2K2JyRUB54fQDQAAPNKGfTm6f0GKnIY0vHsTjbuipdklAeeN0A0AADxO+tFC3TVnrYpKy3VpbLie+1MHWSwsDQjvRegGAAAeJaewRHe8s0aH84vVxh6i10d2lb8vkQXejf+DAQCAxzhWWq6/vLtWvx46vhb3nDsvVkigv9llAReM0A0AADxCudNQQmKq1u7JVmign+bcdbHsNtbiRs1A6AYAAKYzDEP//GKLFm3OVICvj2bf3l2tIkPMLguoMoRuAABgurd+2qU5K3ZLkl4a3km9mjcwtyCgihG6AQCAqT5N3a/JX22TJP392ra6rlOUyRUBVY/QDQAATLPi18N6+MP1kqS7+sboL5c2N7kiwD0I3QAAwBSbDzh093vJKi03dG2HRvr7tW3NLglwG0I3AACodulHC3XHO0nKLy5Tz5gwvTS8k3x82PwGNRehGwAAVKujBSUa9Z81OpR3fPOb2bd3V6C/r9llAW5F6AYAANWmsKRMd81J0q7DBWpcL0hz7rxYtiA2v0HNR+gGAADVoqzcqfsXpCg1PUe2IH+9e1cPNr9BrUHoBgAAbmcYhp5YuFHfb8uS1c9H/7mju1pGsPkNag9CNwAAcLsXF2/Xf9fuk49Fmjmiq7o1CzO7JKBaEboBAIBbvfNzml774VdJ0nN/6qAB7SJNrgiofoRuAADgNp+m7tekz7dIkh4e2Eq3XtzU5IoAcxC6AQCAW/y445Brt8k7+lyk+y5vaXJFgHkI3QAAoMqlpufo3nnHd5u8rlOU/jGknSwWNr9B7UXoBgAAVeqXrHzd+c4aFZaU69LYcL10E7tNAoRuAABQZTIcRRr1nzXKLixVxyY2zbqtmwL8iBsAXwUAAKBKZBeUKP7tNdqfU6Tm4cF6544eqmv1M7sswCMQugEAwAUrKC7THXOS9EtWvuyhgXpv9MVqUNdqdlmAxyB0AwCAC1JcVq575yVrfXqO6tXx19zRF6tJ/TpmlwV4FEI3AAA4b+VOQ+M/WK+fdh5WnQBfzbnzYsVGsr07cCJCNwAAOC+GYejvn2zSlxsz5O9r0ez47uocXc/ssgCPROgGAADn5cXF2/X+mr3ysUj/uqWLLokNN7skwGMRugEAwDmb/eOveu2HXyVJz/2pg67p0MjkigDPRugGAADn5P01ezX5q22SpAmD2+jWi5uaXBHg+QjdqPFmzZqljh07KjQ0VKGhoerdu7e+/vpr13nDMDRx4kRFRUUpKChI/fv31+bNm02sGAA81+frD+iJhRslSX/t30J/7d/C5IoA70DoRo3XpEkTTZ06VWvXrtXatWt1xRVXaNiwYa5gPW3aNE2fPl0zZ85UUlKS7Ha7BgwYoLy8PJMrBwDP8sO2LP3tg1QZhjSyZ1M9Oqi12SUBXoPQjRrvuuuu0zXXXKNWrVqpVatWeu6551S3bl2tWrVKhmFoxowZevLJJ3XDDTcoLi5O7777rgoLC7VgwQKzSwcAj7Em7ajunZesMqehoZ2i9MywOFksFrPLArzGeYXuK664QpMmTTrpeHZ2tq644ooLLgpwl/LyciUmJqqgoEC9e/dWWlqaMjMzNXDgQFcbq9Wqfv36acWKFSZWCgCeY9N+h0bPSVJxmVNXtInQS8M7ydeHwA2cC7/zedLSpUu1ceNGpaSkaP78+QoODpYklZSUaNmyZVVaIFAVNm7cqN69e+vYsWOqW7euFi5cqHbt2rmCdWRkZIX2kZGR2rNnzxmvWVxcrOLiYtfHDodDkpSbm1vF1QPwdL9/3RuGYXIlVW/nwTzd/p81yisu08UxYXp9ZFf5+/KHcuBcnVfolqRvv/1W99xzj3r16qXPP/9cF110URWWBVSt1q1bKzU1VTk5Ofroo480atSoCr8gnvgnUsMwzvpn0ylTppzyLz7R0dFVUzQAr3PkyBHZbDazy6gye48U6ra3V+toQYk6NrHp7VHdFejva3ZZgFeyGOfxa7mPj48yMzNls9l01113afHixfrwww/Vtm1bRUVFqby83B21erzc3FzZbDY5HA6FhoaaXQ7O4KqrrlKLFi00YcIEtWjRQuvWrVOXLl1c54cNG6Z69erp3XffPe01ThzpzsnJUbNmzbR3794a9UO3snJzcxUdHa309PRa+f8/91+779/hcKhp06bKzs5WvXr1zC6nSmQ4inTTGyu1L7tIrSNDlHh3L9UPDjC7LMDjVDb/nddI9+8jgFarVfPnz9ezzz6rwYMHa8KECedXLVDNDMNQcXGxYmJiZLfbtWTJElfo/n2a1PPPP3/Ga1itVlmt1pOO22y2Whk6fvf70oy1Ffdfu+/fx6dmTLs4nF+skf9erX3ZRbqoQR3N/cvFBG7gAp1X6D5xcPzvf/+72rZtq1GjRlVJUUBVeuKJJ3T11VcrOjpaeXl5SkxM1NKlS7Vo0SJZLBYlJCRo8uTJio2NVWxsrCZPnqw6depoxIgRZpcOANXOUViq+LfXaNehAkXZAjXvLz0VERJodlmA1zuv0J2WlqaGDRtWOHbjjTeqTZs2Wrt2bZUUBlSVgwcPKj4+XhkZGbLZbOrYsaMWLVqkAQMGSJIeffRRFRUVaezYscrOzlbPnj21ePFihYSEmFw5AFSv/OIy3TFnjbZm5Cq8rlXzx/RSk/p1zC4LqBHOK3Q3a9bslMfbt2+v9u3bX1BBQFV7++23z3jeYrFo4sSJmjhx4gW9jtVq1dNPP33KKSe1AffP/XP/3n3/x0rLNebdtUrZm6N6dfw17y8XKyY82OyygBrjvN5IiVPjjZQAAG9UXFauMe8l68cdh1TX6qf5f+mpTtH1zC4L8AqVzX814x0fAADgvJSWO3X/ghT9uOOQgvx99c6dPQjcgBsQugEAqKXKnYb+9kGqlmw5qAA/H/17VHf1uCjM7LKAGonQDQBALeR0Gnrkf+v1xYYM+fta9OZt3dS3ZbjZZQE1FqEbAIBaxjAM/f3TTfp43X75+lj06q1ddXmbCLPLAmo0QjdwgilTpqhHjx4KCQlRRESErr/+em3fvr1CG8MwNHHiREVFRSkoKEj9+/fX5s2bz3rtjz76SO3atZPValW7du20cOFCd93GeXPX/c+ZM0cWi+Wkx7Fjx9x5O+esMvf/8ccfa9CgQQoPD5fFYlFqamqlrl1T+v987r+m9H9paakmTJigDh06KDg4WFFRUbr99tt14MCBs17bU/rfMAw988UWLVi9VxaLNH14Jw2Os5tSC1CbELqBEyxbtkz33XefVq1apSVLlqisrEwDBw5UQUGBq820adM0ffp0zZw5U0lJSbLb7RowYIDy8vJOe92VK1fq5ptvVnx8vNavX6/4+HgNHz5cq1evro7bqjR33b90fLfCjIyMCo/AQM/adKMy919QUKC+fftq6tSplb5uTer/87l/qWb0f2FhodatW6ennnpK69at08cff6wdO3Zo6NChZ7yup/S/YRia8vU2vfPzbknS8zd21LDOjau1BqDWMlBlHA6HIclwOBxml4IqlJWVZUgyli1bZhiGYTidTsNutxtTp051tTl27Jhhs9mMN95447TXGT58uDF48OAKxwYNGmTccsst7im8ilTV/b/zzjuGzWZzd7lV7sT7/6O0tDRDkpGSknLW69SU/v+jc7n/mtj/v1uzZo0hydizZ89p23hC/zudTmPaoq1GswlfGM0mfGHMW7W72l4bqMkqm/8Y6QbOwuFwSJLCwo6/oz8tLU2ZmZkaOHCgq43ValW/fv20YsWK015n5cqVFZ4jSYMGDTrjczxBVd2/JOXn56tZs2Zq0qSJhgwZopSUFPcVXkVOvP/zVVP6/0LU1P53OByyWCyqV6/eadt4Qv//67udeu2HXyVJk4a218iep97oDoB7ELqBMzAMQ+PHj9cll1yiuLg4SVJmZqYkKTIyskLbyMhI17lTyczMPOfnmK0q779NmzaaM2eOPvvsM73//vsKDAxU3759tXPnTvfdwAU61f2fr5rS/+erpvb/sWPH9Nhjj2nEiBFn3BTD7P5/7YdfNOPb45/rv1/bVqP6XFQtrwvg/53XNvBAbXH//fdrw4YNWr58+UnnLBZLhY8NwzjpWFU8x0xVef+9evVSr169XB/37dtXXbt21auvvqpXXnml6oquQme6//NRk/r/XNXE/i8tLdUtt9wip9Op119//azXM6v/Z//4q1745vibQScMbqO/XNrc7a8J4GSMdAOnMW7cOH322Wf64Ycf1KRJE9dxu/34u/xPHKHKyso6aSTrj+x2+zk/x0xVff8n8vHxUY8ePTx2pPN093++akr/VxVv7//S0lINHz5caWlpWrJkyRlHuSXz+v8/y9M0+attkqSHBrTSX/u3cOvrATg9QjdwAsMwdP/99+vjjz/W999/r5iYmArnY2JiZLfbtWTJEtexkpISLVu2TH369DntdXv37l3hOZK0ePHiMz7HDO66/1O9Tmpqqho1alRltVeFs93/+aop/V+Vr+Ot/f974N65c6e+/fZbNWjQ4KzXNaP/5/ycpme+2CJJGndFS427MtZtrwWgEtzzPs7aidVLaoa//vWvhs1mM5YuXWpkZGS4HoWFha42U6dONWw2m/Hxxx8bGzduNG699VajUaNGRm5urqtNfHy88dhjj7k+/vnnnw1fX19j6tSpxtatW42pU6cafn5+xqpVq6r1/s7GXfc/ceJEY9GiRcavv/5qpKSkGHfeeafh5+dnrF69ulrv72wqc/9HjhwxUlJSjC+//NKQZCQmJhopKSlGRkaGq01N7v/zuf+a0v+lpaXG0KFDjSZNmhipqakV2hQXF7uuY3b/z/k5zbVKybRFWw2n0+mW1wFQ+fxH6K5ChO6aQdIpH++8846rjdPpNJ5++mnDbrcbVqvVuOyyy4yNGzdWuE6/fv2MUaNGVTj24YcfGq1btzb8/f2NNm3aGB999FE13NG5cdf9JyQkGE2bNjUCAgKMhg0bGgMHDjRWrFhRTXdVeZW5/3feeeeUbZ5++mlXm5rc/+dz/zWl/39fJvFUjx9++MF1HTP7/90V/x+4p35N4AbcrbL5z2IYhlG1Y+e1V25urmw2mxwOx1nn9wEAUNXmrtqjpz7ZJEm6p19zPTa4jUe/WReoCSqb/5jTDQBADTB/9f8H7rsvI3ADnobQDQCAl1uweq+eXHg8cP/lkhg9fjWBG/A0hG4AALzYvFV79MTCjZKku/rG6Mlr2xK4AQ/E5jgAAHipuSt366lPN0uSRl8So78TuAGPRegGAMALvbtit57+7HjgHnNpjJ64hsANeDJCNwAAXuadn9M06fPjG9/cc1lzPcYcbsDjEboBAPAi/1n+/ztN3tuvhSYMbk3gBrwAoRsAAC/x75926dkvt0qSxvZvoUcGEbgBb0HoBgDAC7y+9BdNW7RdknT/5S310MBWBG7AixC6AQDwcP/6dqde/naHJOlvV7XSg1fFmlwRgHPFOt0AcJ4OHToku92uyZMnu46tXr1aAQEBWrx4sYmVoaYwDEMvLd7uCtyPDGpN4Aa8FCPdAHCeGjZsqP/85z+6/vrrNXDgQLVp00a33Xabxo4dq4EDB5pdHrycYRiaumib3ly2S5L05DVtNeay5iZXBeB8EboB4AJcc801GjNmjEaOHKkePXooMDBQU6dONbsseDnDMPTPL7bqPz+nSZImXtdOd/SNMbkqABfCYhiGYXYRNUVubq5sNpscDodCQ0PNLgdANSkqKlJcXJzS09O1du1adezY0eyS4MWcTkNPfbpJ81fvlSQ9e32cbuvVzOSqAJxOZfOfV83pnjJliiwWixISElzHDMPQxIkTFRUVpaCgIPXv31+bN2+u8Lzi4mKNGzdO4eHhCg4O1tChQ7Vv374KbbKzsxUfHy+bzSabzab4+Hjl5ORUw10B8Ha7du3SgQMH5HQ6tWfPHrPLgRcrdxp65H8bNH/1Xlks0rQbOxK4gRrCa0J3UlKSZs+efdII0rRp0zR9+nTNnDlTSUlJstvtGjBggPLy8lxtEhIStHDhQiUmJmr58uXKz8/XkCFDVF5e7mozYsQIpaamatGiRVq0aJFSU1MVHx9fbfcHwDuVlJRo5MiRuvnmm/Xss89q9OjROnjwoNllwQuVljv1YGKKPlq3T74+Fs24ubOG94g2uywAVcQrppfk5+era9euev311/Xss8+qc+fOmjFjhgzDUFRUlBISEjRhwgRJx0e1IyMj9fzzz+uee+6Rw+FQw4YNNXfuXN18882SpAMHDig6OlpfffWVBg0apK1bt6pdu3ZatWqVevbsKUlatWqVevfurW3btql169aVqpPpJUDt88gjj+h///uf1q9fr7p16+ryyy9XSEiIvvjiC7NLgxcpLivX/QtStGTLQfn7WvTqrV00OK6R2WUBqIQaNb3kvvvu07XXXqurrrqqwvG0tDRlZmZWWCXAarWqX79+WrFihSQpOTlZpaWlFdpERUUpLi7O1WblypWy2WyuwC1JvXr1ks1mc7U5leLiYuXm5lZ4AKg9li5dqhkzZmju3LkKDQ2Vj4+P5s6dq+XLl2vWrFlmlwcvUVRSrjHvJWvJloMK8PPR7PjuBG6gBvL41UsSExO1bt06JSUlnXQuMzNTkhQZGVnheGRkpGteZWZmpgICAlS/fv2T2vz+/MzMTEVERJx0/YiICFebU5kyZYomTZp0bjcEoMbo37+/SktLKxxr2rQp7wdBpeUXl+kv7yZp1a6jCvL31b9HdVffluFmlwXADTx6pDs9PV0PPvig5s2bp8DAwNO2O3EbXMMwzro17oltTtX+bNd5/PHH5XA4XI/09PQzviYAAL/LKSzRyH+v1qpdR1XX6qf3Rl9M4AZqMI8O3cnJycrKylK3bt3k5+cnPz8/LVu2TK+88or8/PxcI9wnjkZnZWW5ztntdpWUlCg7O/uMbU71xqdDhw6dNIr+R1arVaGhoRUeAACczaG8Yt0ye5XWp+eoXh1/LRjTUz0uCjO7LABu5NGh+8orr9TGjRuVmprqenTv3l0jR45UamqqmjdvLrvdriVLlrieU1JSomXLlqlPnz6SpG7dusnf379Cm4yMDG3atMnVpnfv3nI4HFqzZo2rzerVq+VwOFxtAACoCvtzinTzmyu1LTNPDUOs+uDu3urYpJ7ZZQFwM4+e0x0SEqK4uLgKx4KDg9WgQQPX8YSEBE2ePFmxsbGKjY3V5MmTVadOHY0YMUKSZLPZNHr0aD300ENq0KCBwsLC9PDDD6tDhw6uN2a2bdtWgwcP1pgxY/Tmm29Kku6++24NGTKk0iuXAABwNrsPF2jkv1drf06RGtcL0vy/9NRF4cFmlwWgGnh06K6MRx99VEVFRRo7dqyys7PVs2dPLV68WCEhIa42L7/8svz8/DR8+HAVFRXpyiuv1Jw5c+Tr6+tqM3/+fD3wwAOuVU6GDh2qmTNnVvv9AABqpu2Zebrt7dU6lFes5uHBmveXnoqqF2R2WQCqiVes0+0tWKcbAHAqKXuzdeecJOUUlqqNPURzR/dUwxCr2WUBqAKVzX9eP9INAIAn+/mXwxrz3loVlpSrc3Q9zbmzh+rVCTC7LADVjNANAICbLNqUqQfeT1FJuVOXtAzXm/HdFGzlRy9QG/GVDwCAG/wveZ8e/d96OQ1pcHu7/nVrZ1n9fM/+RAA1EqEbAIAq9p/laXrmiy2SpJu6NdGUGzrIz9ejV+kF4GaEbgAAqohhGHr525165budkqS/XBKjJ69te9ZdkgHUfIRuAACqQLnT0NOfbdK8VXslSQ8PbKX7Lm9J4AYgidANAMAFKy4r1/j/rteXGzJksUjPDItTfK9mZpcFwIMQugEAuAD5xWW6d26ylv9yWP6+Fr18c2cN6RhldlkAPAyhGwCA83Qkv1h3zUnS+n0O1Qnw1ez47rokNtzssgB4IEI3AADnYX9OkeLfXq1dhwpUv46/5tx5sTpF1zO7LAAeitANAMA52paZq1H/WaODucWKsgXqvdE91TKirtllAfBghG4AAM7B6l1H9Jf31irvWJlaRtTVe3ddrKh6QWaXBcDDEboBAKikRZsy9UBiikrKnOrWrL7eHtVd9eoEmF0WAC9A6AYAoBLmrdqjf3y6SU5DuqptpGaO6KJAf7Z1B1A5hG4AAM7AMAzN+Han/vXbLpO39IjWs9fHsa07gHNC6AYA4DTKyp166tNNen9NuiTpgSta6m8DWrHLJIBzRugGAOAUCkvKdP+CFH2/LYtdJgFcMEI3AAAnOJxfrNG/bXpj9fPRK7d20aD2drPLAuDFCN0AAPzB7sMFGvXOGu05Uqh6dfz19qju6tYszOyyAHg5QjcAAL9J2Zut0e+u1dGCEkWHBWnOnRerRUM2vQFw4QjdAABIWrLloMa9v07HSp3q0Nimt+/oroiQQLPLAlBDELoBALXeuyt2a9Lnm+U0pH6tGur1kV0VbOVHJICqw3cUAECt5XQamvzVVv17eZok6daLo/XMsDj5swY3gCpG6AYA1ErHSsv1tw9S9fWmTEnSI4Naa2z/FqzBDcAtCN0AgFrnSH6xxry3Vuv25ijA10cv3NRRwzo3NrssADUYoRsAUKukHS7Qne+s0e4jhQoN9NPs27urV/MGZpcFoIYjdAMAao3Vu47onnnJyiksVZP6QZpzZw+1jAgxuywAtQChGwBQK3y8bp8mfLRBpeWGOkfX01u3d1fDEKvZZQGoJQjdAIAazTAMvfztTr3y3U5J0jUd7Jo+vLMC/X1NrgxAbULoBgDUWMdKyzXhow36NPWAJOmv/VvokYGt5ePDCiUAqhehGwBQIx0tKNE9c9cqaXe2/Hwsevb6ON1ycVOzywJQSxG6AQA1zs6Debrr3SSlHy1SSKCfZo3spktiw80uC0AtRugGANQoS7dnadyCFOUVl6lpWB29Paq7YiNZoQSAuQjdAIAa490VuzXp881yGtLFF4XpjfhuCgsOMLssACB0AwC8X2m5U898vkVzV+2RJP25WxM996c4Wf1YoQSAZyB0AwC8mqOwVPe/v04/7Twsi0WaMLiN7rmsuSwWVigB4DkI3QAAr/XroXz95d21SjtcoCB/X824pbMGtbebXRYAnITQDQDwSst2HNL9C9Yp71iZomyBemtUd7WPspldFgCcEqEbAOBVDMPQf37eree+3CKnIXVrVl9v3NaNLd0BeDRCNwDAaxSXleupTzbpv2v3SZJu6tZEz/KGSQBegNANAPAKh/KKNXZ+spJ2Z8vHIj1xTVuNviSGN0wC8AqEbgCAx9uwL0f3zE1WhuOYQqx+enVEF/VvHWF2WQBQaYRuAIBH+yRlvyZ8tEHFZU41bxist27vrhYN65pdFgCcE0I3AMAjlTsNPb9om2b/uEuSdEWbCM24pbNCA/1NrgwAzh2hGwDgcRyFpRqXmKIfdxySJN13eQuNH9Bavj7M3wbgnQjdAACPsj0zT/fMXavdRwoV5O+rF27qqCEdo8wuCwAuCKEbAOAxvtyQoUf+t16FJeVqXC9Is2/vxoY3AGoEQjcAwHTlTkPTvtmmN5cdn7/dt2UDvXprV4UFB5hcGQBUDUI3AMBU2QUleiAxRT/tPCxJuuey5npkUGv5+fqYXBkAVB1CNwDANJsPOHTP3GTtyy5i/jaAGo3QDQAwxUfJ+/TEwo0qLnOqWYM6ejO+m9rYQ80uCwDcgtANAKhWxWXl+ucXWzRv1V5J0uWtG2rGzV1kq8P62wBqLkI3AKDaHMgp0l/nr9P69BxZLFLCla007oqW8mH9bQA1HKEbAFAtfv7lsMa9n6KjBSWyBflrxi2ddXnrCLPLAoBqQegGALiV02lo1rJf9dLi7XIaUvuoUL1xWzdFh9UxuzQAqDaEbgCA2+QUlmj8f9fr+21ZkqSbujXRP6+PU6C/r8mVAUD1InQDANxiw74c/XXeOu3PKVKAn4/+Oay9hnePlsXC/G0AtQ+hGwBQpQzD0LzVe/XPz7eopPz4coCvj+zKdu4AajVCNwCgyhQUl+mJhRv1aeoBSdKg9pF64aZOCg1kOUAAtRuhGwBQJbZl5mrs/HXadahAvj4WPX51G42+JIbpJAAgQjcA4AIZhqEPktL19GebVVzmlD00UK+O6KIeF4WZXRoAeAxCNwDgvBUUl+nJhRv1yW/TSfq1aqiXb+6ssOAAkysDAM9C6AYAnJetGbm6b8H/Tyd5aGAr3XtZC3aXBIBTIHQDAM6JYRh6f026Jn3OdBIAqCxCNwCg0hxFpXri4436cmOGpOPTSaYP76QGda0mVwYAno3QDQColJS92Rr3for2ZRfJz8eiRwa11phLmzOdBAAqgdANADgjp9PQ7J926cVvtqvMaahJ/SC9emsXdWla3+zSAMBrELoBAKd1KK9YD324Xj/uOCRJurZDI025sQOb3QDAOSJ0AwBO6YftWXrkw/U6nF8iq5+PJg5tr1t6RLPZDQCcB0I3AKCC4rJyTf16m975ebckqY09RK/c2kWtIkPMLQwAvBihGwDg8ktWnsa9n6qtGbmSpDv6XKTHrm6jQH9fkysDAO9G6AYAyDAMLVizV//8YouOlToVFhygF2/qqCvaRJpdGgDUCIRuAKjljuQXa8JHG/Xt1oOSpEtjw/XSTZ0UERpocmUAUHMQugGgFvthW5Ye+d8GHc4vVoCvjx4Z1FqjL4lh7W0AqGKEbgCohYpKyjX5q62au2qPJKlVZF3NuLmL2kWFmlwZANRMhG4AqGU27XfowcQU/XqoQJJ0Z9+LNGEwb5YEAHcidANALVFW7tSspb/qX9/tVJnTUESIVS/e1EmXtWpodmkAUOMRugGgFkg7XKDx/01Vyt4cSdLg9nZNvqGDwoIDzC0MAGoJH7MLOJMpU6aoR48eCgkJUUREhK6//npt3769QhvDMDRx4kRFRUUpKChI/fv31+bNmyu0KS4u1rhx4xQeHq7g4GANHTpU+/btq9AmOztb8fHxstlsstlsio+PV05OjrtvEQDcyjAMzV25W9f86yel7M1RSKCfXr65k2bd1pXADQDVyKND97Jly3Tfffdp1apVWrJkicrKyjRw4EAVFBS42kybNk3Tp0/XzJkzlZSUJLvdrgEDBigvL8/VJiEhQQsXLlRiYqKWL1+u/Px8DRkyROXl5a42I0aMUGpqqhYtWqRFixYpNTVV8fHx1Xq/AFCVMh3HNOqdJD316WYVlZarb8sG+ibhMv2pSxO2cgeAamYxDMMwu4jKOnTokCIiIrRs2TJddtllMgxDUVFRSkhI0IQJEyQdH9WOjIzU888/r3vuuUcOh0MNGzbU3LlzdfPNN0uSDhw4oOjoaH311VcaNGiQtm7dqnbt2mnVqlXq2bOnJGnVqlXq3bu3tm3bptatW1eqvtzcXNlsNjkcDoWGsgIAAHMYhqGFKfs18bPNyj1WJqufjx67uo1G9b6IpQABoIpVNv959Ej3iRwOhyQpLCxMkpSWlqbMzEwNHDjQ1cZqtapfv35asWKFJCk5OVmlpaUV2kRFRSkuLs7VZuXKlbLZbK7ALUm9evWSzWZztTmV4uJi5ebmVngAgJkO5RXr7rnJGv/f9co9VqZOTWz68oFLdWdf1t4GADN5zRspDcPQ+PHjdckllyguLk6SlJmZKUmKjKy4TXFkZKT27NnjahMQEKD69euf1Ob352dmZioiIuKk14yIiHC1OZUpU6Zo0qRJ539TAFCFPl9/QP/4dJOyC0vl72tRwlWtdM9lzeXn61XjKwBQI3lN6L7//vu1YcMGLV++/KRzJ85NNAzjrPMVT2xzqvZnu87jjz+u8ePHuz7Ozc1VdHT0GV8XAKrakfxi/ePTzfpyY4YkqX1UqF4a3klt7ExzAwBP4RWhe9y4cfrss8/0448/qkmTJq7jdrtd0vGR6kaNGrmOZ2VluUa/7Xa7SkpKlJ2dXWG0OysrS3369HG1OXjw4Emve+jQoZNG0f/IarXKarVe2M0BwHkyDENfbszQ059u1pGCEvn5WHTf5S11/xUt5c/oNgB4FI/+rmwYhu6//359/PHH+v777xUTE1PhfExMjOx2u5YsWeI6VlJSomXLlrkCdbdu3eTv71+hTUZGhjZt2uRq07t3bzkcDq1Zs8bVZvXq1XI4HK42AOBJsvKO6d55ybp/QYqOFJSojT1En9zXV38b0IrADQAeyKNHuu+77z4tWLBAn376qUJCQlzzq202m4KCgmSxWJSQkKDJkycrNjZWsbGxmjx5surUqaMRI0a42o4ePVoPPfSQGjRooLCwMD388MPq0KGDrrrqKklS27ZtNXjwYI0ZM0ZvvvmmJOnuu+/WkCFDKr1yCQBUB8Mw9Enqfk36fItyCktdo9v3Xd5SAX6EbQDwVB4dumfNmiVJ6t+/f4Xj77zzju644w5J0qOPPqqioiKNHTtW2dnZ6tmzpxYvXqyQkBBX+5dffll+fn4aPny4ioqKdOWVV2rOnDny9fV1tZk/f74eeOAB1yonQ4cO1cyZM917gwBwDjIdx/Tkwo36bluWpONzt1/4cye1i2LuNgB4Oq9ap9vTsU43AHdwOg29n7RXU7/aprziMgX4+ujBq2J192XNmUoCACarbP7z6JFuAKjtdh3K12Mfb9SatKOSpM7R9TTtzx3VKjLkLM8EAHgSQjcAeKDScqdm/7hL//pup0rKnKoT4KtHBrXW7b0vki+b3ACA1yF0A4CH2bAvR499tFFbMo7vcntZq4Z67vo4RYfVMbkyAMD5InQDgIfILy7TS4u3690Vu+U0pHp1/PWPIe30py6Nz7rhFwDAsxG6AcADLN6cqac/26wMxzFJ0rDOUXpqSDuF12UDLgCoCQjdAGCiTMcxPf3ZJn2z+fiuuNFhQXr2+g7q16qhyZUBAKoSoRsATFBW7tTcVXv00uIdyi8uk6+PRWMuba4Hr4xVUIDv2S8AAPAqhG4AqGap6Tl6cuFGbT5w/I2SnaPracoNHdS2Eev7A0BNRegGgGriKCzVtG+2acGavTIMKTTQT48ObqNbL27KMoAAUMMRugHAzQzD0MKU/Zr81VYdzi+RJN3QpbEev6atGobwRkkAqA0I3QDgRtsyc/WPTzZrze7jO0q2jKirfw6LU+8WDUyuDABQnQjdAOAGucdK9fKSHXpv5R6VOw0F+vto3BWxGnNpcwX4+ZhdHgCgmhG6AaAKGYahj9ft15Svt+lwfrEk6eo4u/4+pJ0a1wsyuToAgFkI3QBQRTbtd2jS55uVtDtbktQ8PFgTh7bXZay5DQC1HqEbAC7Qkfxivbh4hxKTjq9KEuTvq3FXttToS2Jk9WPNbQAAoRsAzltpuVPzVu3Ry0t2KPdYmSRpaKcoPXZ1G0UxlQQA8AeEbgA4D8t3HtakzzdrZ1a+JKldo1BNHNpeF8eEmVwZAMATEboB4Bz8eihfk7/cqu+2ZUmSwoID9PDA1rq5RzQb3AAATovQDQCVkFNYon99t1NzV+5RmdOQn49F8b2bKeHKVrLV8Te7PACAhyN0A8AZlJY7NX/VHs34bqdyCkslSVe2idAT17ZVi4Z1Ta4OAOAtCN0AcAqGYWjJloOaumibdh0qkCS1jgzR34e01aWxLAEIADg3hG4AOMH69Bw999VWrUk7vnV7WHCAxg9opVt6RMvPl90kAQDnjtANAL9JP1qoFxdv16epByRJVj8fjb4kRvf2b6HQQOZtAwDOH6EbQK2XU1ii15f+qjk/71ZJuVMWi/SnLo318MDWrLcNAKgShG4AtVZRSbneWZGmWUt/Vd5vm9v0adFAT1zTVnGNbSZXBwCoSQjdAGqdsnKnPkzepxnf7tDB3GJJUht7iCZc3Ub9WzWUxcJ62wCAqkXoBlBrGIahRZsy9cLi7a4VSRrXC9LDg1ppWKfG8mFzGwCAmxC6AdR4hmHox52H9eI327Vxv0OSVL+Ov+6/Ila39Woqq5+vyRUCAGo6QjeAGi1p91G98M121/J/wQG+Gn1JjP5yWXNWJAEAVBtCN4AaaeM+h15asl1Ltx+SJAX4+ej2Xs301/4t1KCu1eTqAAC1DaEbQI2y+YBDM77dqSVbDkqS/HwsGt4jWuOuaKlGNpb/AwCYg9ANoEbYnpmnGd/u0NebMiVJPhbp+s6N9cCVsbooPNjk6gAAtR2hG4BX23EwT698t1NfbsyQYUgWi3Rdxyg9cGWsWkbUNbs8AAAkEboBeKktB3I184ed+mpjpuvYtR0a6cGrYtUqMsTEygAAOBmhG4BX2bTfoVe+26nFv83ZlqRrOtg17opYtW0UamJlAACcHqEbgFdI3pOt1374Rd9vy5J0fBrJkI5Ruv/ylmptZ2QbAODZCN0APJZhGPr5lyN67YdftHLXEUnH3yA5rHNj3Xd5S+ZsAwC8BqEbgMdxOg19u/WgXlv6q9an50iS/H0tuqFLE93bv4ViWI0EAOBlCN0APEZJmVOfrT+g2T/+qh0H8yVJgf4+uqVHU919WXNF1WOdbQCAdyJ0AzBdfnGZEtfs1dvL05ThOCZJCrH66fY+zXRn3xiFs4MkAMDLEboBmCYr75jm/Lxbc1ftUd6xMklSwxCr7uobo5G9mio00N/kCgEAqBqEbgDVbntmnv790y59mnpAJeVOSVLzhsG657Lmur5LY1n9fE2uEACAqkXoBlAtDMPQTzsP662fdumnnYddx7s2rad7+rXQgLaR8vGxmFghAADuQ+gG4FbHSsv1WeoBvb08TdsP5kk6vuzf1XGNdNclMerWrL7JFQIA4H6EbgBukeEo0tyVe/T+mr3KLiyVJAUH+OrmHk11Z9+LFB1Wx+QKAQCoPoRuAFXGMAyt25ut//y8W4s2ZarcaUiSGtcL0qg+zXRzj6ayBfHmSABA7UPoBnDBikrK9fn6A3pv1W5t2p/rOt4zJkx39o3RgHaR8mW+NgCgFiN0Azhvuw8XaN6qPfoweZ8cRcenkAT4+ej6zlG6o0+M2kWFmlwhAACegdAN4JyUlTv1/bYszV+9V8t2HHIdjw4L0m09m+mm7tEKCw4wsUIAADwPoRtApezPKdIHa/bqg7XpOphbLEmyWKT+rRoqvncz9WsVwRQSAABOg9AN4LTKyp1auv2QFqzZq6Xbs/Tb+yLVIDhAf+7WRCN6NlWzBsHmFgkAgBcgdAM4SdrhAv13bbo+St6nrLxi1/HezRtoRM+mGtg+kl0jAQA4B4RuAJKOr0Dy1cYMfbA2XWvSjrqOhwUH6MaujXXrxU3VvGFdEysEAMB7EbqBWswwDK3dk62Pkvfpyw0Zyisuk3R8x8jLWjXU8O7RuqptpAL8fEyuFAAA70boBmqh9KOF+njdfn2csk97jhS6jkeHBWl4t2j9uXsTNbIFmVghAAA1C6EbqCUcRaX6emOGFqbs1+o/TB+pE+Crazo00o1dm6hnTJh8WIEEAIAqR+gGarBjpeX6YVuWPkndrx+2HVJJuVPS8aX++rRooBu7NtHgOLvqBPCtAAAAd+InLVDDlJU7tXLXEX2+/oC+3pSpvGNlrnOtI0M0rEuUhnVurMb1mD4CAEB1IXQDNUC509CatKP6YsMBLdqUqSMFJa5zjWyBGto5Std3bqy2jdiWHQAAMxC6AS9V7jS0dvdRfb0pU19tzKiwnnZYcIAGx9l1Xcco5mkDAOABCN2AFyktd2r1rqP6alOGFm/O1OH8/x/RDg3006D2dl3XKUq9WzSQvy/L/AEA4CkI3YCHKyop1087D2nJloNasvWgcgpLXedCA/00oJ1d13Sw69LYhqynDQCAhyJ0Ax7oSH6xvtuWpSVbDuqnnYd0rNTpOtcgOEAD20dqcFwj9W7egKANAIAXIHQDHsAwDO04mK/vth3UD9uylLwnW07j/883rhekge0jNaBdpC6+KEx+TB0BAMCrELoBkxwrLdfKXUf0w7Ysfbc1S/tziiqcb9co1BW02zUKlcXCmyEBAPBWhG6gmhiGoV8P5WvZjsNatuOQVu86ouKy/582YvXzUZ8WDXRFmwhd3iZCTerXMbFaAABQlQjdgBtlF5Roxa9HtPyXw/pxx6GTRrMb2QJ1eZsIXdkmQn1ahCsowNekSgEAgDsRuoEqdKy0XEm7j2r5L4f18y+HtflArow/zM0O8PVRz+Zh6teqofq1aqiWEXWZNgIAQC1A6AYuwLHScqXszdGqXUe0atcRpezNUUm5s0KbVpF11adFuPq1aqiezcNUJ4AvOwAAaht++gPnoKC4TOv2Zitpd7ZW7zqilPQclZRVDNn20ED1bRmuS2IbqG+LcEWEBppULQAA8BSEbuAMsnKPae2ebCXtPqq1u7O1JSNX5X9cy09SRIhVvZo3UK/mDdSzeZiahwczZQQAAFRA6AZ+U1xWri0HcpWyN0fr9mYrZW/OSW98lI6vmd3jovrqEROm3s0bKIaQDQAAzoLQjVqp3Hl8+b4N+xzauC9H6/c5tOVA7knzsS0WqXVkiC6OCVP3i8LUvVl9RdULMqlqAADgrQjdqPFKy536JStfmw/kasuBXG3a79CmAw4VlpSf1DYsOEBdm9ZTl6b11SW6njpG11NdK18mAADgwpAmUKMczi/Wjsw8bcvM07bMXG0+kKudB/NPGsGWpDoBvoprbFPHxjZ1jK6njo1tatagDlNFAABAlSN0wysdyS/WL1n5+uVQvn7Jytf2zDztOJinw/klp2wfEuindo1C1S4qVO2jbOrUxKbmDevK14eADQAA3I/QDY91rLRce44UKu1wgfYcKVDa4QL9kpWvXw/lK7uw9JTPsVikpmF11DoyRK3tIWr/W8huUj+IEWwAAGAaQjdMYxiGDuUVKz27SPuyC5V+tFDpR4uUnl2o3YcLlJF7rMJujn9ksRxfRaRlRF21bFhXrewhah0ZotjIumw+AwAAPA7p5ASvv/66XnjhBWVkZKh9+/aaMWOGLr30UrPL8jrlTkNHCoqVlVusQ3nFynAcU4ajSAdyjulATpEyHEXKcBxTcdnJc63/KCTQTzHhwbqoQbAuCg9Wi4bBahlRV83D6yoowLea7gYAAODCELr/4IMPPlBCQoJef/119e3bV2+++aauvvpqbdmyRU2bNjW7PFOVOw3lFpUqp6hUjqJSZReW6Eh+iY4WFOtIwe//LtGhvGJl5R3T4fySkzaRORUfi9TIFqQm9YMUHVZH0fXrKDosSM0aBCsmPFj16/gzLQQAAHg9i2Gc7g/4tU/Pnj3VtWtXzZo1y3Wsbdu2uv766zVlypSzPj83N1c2m00Oh0OhoaHuLFWSVFhSpkN5xXIaktMwZBiG69/lTkNl5YZKy50qdf3XqZIyp46VletYqVNFJeUqKi3XsdJyFZWUK7+4zPUoKC5TfnG58o6VylFYqrzisnOuz2KRGgRbFRFiVSNboBrVC1QjW5Cifv+vLUh2W6AC/Hzc8NkBAABwv8rmP0a6f1NSUqLk5GQ99thjFY4PHDhQK1asOOVziouLVVxc7Po4NzfXrTWeaMUvR/SX99ZW62vWtfrJFuSvenX81aCuVQ2CAxT226NBcIDC61oVGRqoiNDj5/x8CdQAAACE7t8cPnxY5eXlioyMrHA8MjJSmZmZp3zOlClTNGnSpOoo75T8fC2qa/WTxSL5WCzysUiWP/w3wNdH/r4W+fn6yN/XRwG+Fvn7+igowFdWP18FBfgqyN9Hgf6+CvL3VV2rn4Ktfqob6KeQP/y7XpC/bEH+Cg3ylz8hGgAA4JwRuk9w4vxhwzBOO6f48ccf1/jx410f5+bmKjo62q31/VH/1hHaNGlQtb0eAAAAzg+h+zfh4eHy9fU9aVQ7KyvrpNHv31mtVlmt1uooDwAAAF6MuQK/CQgIULdu3bRkyZIKx5csWaI+ffqYVBUAAABqAka6/2D8+PGKj49X9+7d1bt3b82ePVt79+7Vvffea3ZpAAAA8GKE7j+4+eabdeTIET3zzDPKyMhQXFycvvrqKzVr1szs0gAAAODFWKe7ClX3Ot0AAAAwV2XzH3O6AQAAADcjdAMAAABuRugGAAAA3IzQDQAAALgZoRsAAABwM0I3AAAA4GaEbgAAAMDNCN0AAACAmxG6AQAAADcjdAMAAABuRugGAAAA3IzQDQAAALgZoRsAAABwM0I3AAAA4GZ+ZhdQkxiGIUnKzc01uRIAAABUh99z3+858HQI3VUoLy9PkhQdHW1yJQAAAKhOeXl5stlspz1vMc4Wy1FpTqdTBw4cUEhIiCwWS7W8Zm5urqKjo5Wenq7Q0NBqeU24F31aM9GvNQ99WjPRrzWPu/vUMAzl5eUpKipKPj6nn7nNSHcV8vHxUZMmTUx57dDQUL451DD0ac1Ev9Y89GnNRL/WPO7s0zONcP+ON1ICAAAAbkboBgAAANyM0O3lrFarnn76aVmtVrNLQRWhT2sm+rXmoU9rJvq15vGUPuWNlAAAAICbMdINAAAAuBmhGwAAAHAzQjcAAADgZoRuAAAAwM0I3V7s9ddfV0xMjAIDA9WtWzf99NNPZpeESpoyZYp69OihkJAQRURE6Prrr9f27dsrtDEMQxMnTlRUVJSCgoLUv39/bd682aSKcT6mTJkii8WihIQE1zH61fvs379ft912mxo0aKA6deqoc+fOSk5Odp2nT71PWVmZ/v73vysmJkZBQUFq3ry5nnnmGTmdTlcb+tXz/fjjj7ruuusUFRUli8WiTz75pML5yvRhcXGxxo0bp/DwcAUHB2vo0KHat2+fW+oldHupDz74QAkJCXryySeVkpKiSy+9VFdffbX27t1rdmmohGXLlum+++7TqlWrtGTJEpWVlWngwIEqKChwtZk2bZqmT5+umTNnKikpSXa7XQMGDFBeXp6JlaOykpKSNHv2bHXs2LHCcfrVu2RnZ6tv377y9/fX119/rS1btuill15SvXr1XG3oU+/z/PPP64033tDMmTO1detWTZs2TS+88IJeffVVVxv61fMVFBSoU6dOmjlz5inPV6YPExIStHDhQiUmJmr58uXKz8/XkCFDVF5eXvUFG/BKF198sXHvvfdWONamTRvjscceM6kiXIisrCxDkrFs2TLDMAzD6XQadrvdmDp1qqvNsWPHDJvNZrzxxhtmlYlKysvLM2JjY40lS5YY/fr1Mx588EHDMOhXbzRhwgTjkksuOe15+tQ7XXvttcZdd91V4dgNN9xg3HbbbYZh0K/eSJKxcOFC18eV6cOcnBzD39/fSExMdLXZv3+/4ePjYyxatKjKa2Sk2wuVlJQoOTlZAwcOrHB84MCBWrFihUlV4UI4HA5JUlhYmCQpLS1NmZmZFfrYarWqX79+9LEXuO+++3TttdfqqquuqnCcfvU+n332mbp3766bbrpJERER6tKli9566y3XefrUO11yySX67rvvtGPHDknS+vXrtXz5cl1zzTWS6NeaoDJ9mJycrNLS0gptoqKiFBcX55Z+9qvyK8LtDh8+rPLyckVGRlY4HhkZqczMTJOqwvkyDEPjx4/XJZdcori4OEly9eOp+njPnj3VXiMqLzExUevWrVNSUtJJ5+hX77Nr1y7NmjVL48eP1xNPPKE1a9bogQcekNVq1e23306feqkJEybI4XCoTZs28vX1VXl5uZ577jndeuutkvharQkq04eZmZkKCAhQ/fr1T2rjjjxF6PZiFoulwseGYZx0DJ7v/vvv14YNG7R8+fKTztHH3iU9PV0PPvigFi9erMDAwNO2o1+9h9PpVPfu3TV58mRJUpcuXbR582bNmjVLt99+u6sdfepdPvjgA82bN08LFixQ+/btlZqaqoSEBEVFRWnUqFGudvSr9zufPnRXPzO9xAuFh4fL19f3pN/CsrKyTvqNDp5t3Lhx+uyzz/TDDz+oSZMmruN2u12S6GMvk5ycrKysLHXr1k1+fn7y8/PTsmXL9Morr8jPz8/Vd/Sr92jUqJHatWtX4Vjbtm1db1rna9U7PfLII3rsscd0yy23qEOHDoqPj9ff/vY3TZkyRRL9WhNUpg/tdrtKSkqUnZ192jZVidDthQICAtStWzctWbKkwvElS5aoT58+JlWFc2EYhu6//359/PHH+v777xUTE1PhfExMjOx2e4U+Likp0bJly+hjD3bllVdq48aNSk1NdT26d++ukSNHKjU1Vc2bN6dfvUzfvn1PWs5zx44datasmSS+Vr1VYWGhfHwqRiBfX1/XkoH0q/erTB9269ZN/v7+FdpkZGRo06ZN7unnKn9rJqpFYmKi4e/vb7z99tvGli1bjISEBCM4ONjYvXu32aWhEv76178aNpvNWLp0qZGRkeF6FBYWutpMnTrVsNlsxscff2xs3LjRuPXWW41GjRoZubm5JlaOc/XH1UsMg371NmvWrDH8/PyM5557zti5c6cxf/58o06dOsa8efNcbehT7zNq1CijcePGxhdffGGkpaUZH3/8sREeHm48+uijrjb0q+fLy8szUlJSjJSUFEOSMX36dCMlJcXYs2ePYRiV68N7773XaNKkifHtt98a69atM6644gqjU6dORllZWZXXS+j2Yq+99prRrFkzIyAgwOjatatruTl4PkmnfLzzzjuuNk6n03j66acNu91uWK1W47LLLjM2btxoXtE4LyeGbvrV+3z++edGXFycYbVajTZt2hizZ8+ucJ4+9T65ubnGgw8+aDRt2tQIDAw0mjdvbjz55JNGcXGxqw396vl++OGHU/4sHTVqlGEYlevDoqIi4/777zfCwsKMoKAgY8iQIcbevXvdUq/FMAyj6sfPAQAAAPyOOd0AAACAmxG6AQAAADcjdAMAAABuRugGAAAA3IzQDQAAALgZoRsAAABwM0I3AAAA4GaEbgAAAMDNCN0AAACAmxG6AQAAADcjdAMAzsuhQ4dkt9s1efJk17HVq1crICBAixcvNrEyAPA8FsMwDLOLAAB4p6+++krXX3+9VqxYoTZt2qhLly669tprNWPGDLNLAwCPQugGAFyQ++67T99++6169Oih9evXKykpSYGBgWaXBQAehdANALggRUVFiouLU3p6utauXauOHTuaXRIAeBzmdAMALsiuXbt04MABOZ1O7dmzx+xyAMAjMdINADhvJSUluvjii9W5c2e1adNG06dP18aNGxUZGWl2aQDgUQjdAIDz9sgjj+h///uf1q9fr7p16+ryyy9XSEiIvvjiC7NLAwCPwvQSAMB5Wbp0qWbMmKG5c+cqNDRUPj4+mjt3rpYvX65Zs2aZXR4AeBRGugEAAAA3Y6QbAAAAcDNCNwAAAOBmhG4AAADAzQjdAAAAgJsRugEAAAA3I3QDAAAAbkboBgAAANyM0A0AAAC4GaEbAAAAcDNCNwAAAOBmhG4AAADAzQjdAAAAgJv9H8c/Z3udy6auAAAAAElFTkSuQmCC\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 20,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "ax1.plot(x,z)\n",
+ "ax1.set_xlabel('x')\n",
+ "ax1.set_ylabel('z')\n",
+ "ax2.plot(x,y)\n",
+ "ax2.set_xlabel('x')\n",
+ "ax2.set_ylabel('y')\n",
+ "ax2.set_xlim([20,22])\n",
+ "ax2.set_ylim([30,50])\n",
+ "fig1"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Exercise 4\n",
+ "\n",
+ "** Use plt.subplots(nrows=1, ncols=2) to create the plot below.**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 21,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "graph, axes = plt.subplots(nrows=1, ncols=2)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "** Now plot (x,y) and (x,z) on the axes. Play around with the linewidth and style**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 22,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "axes[0].plot(x,y,linestyle='--',color='blue')\n",
+ "axes[1].plot(x,z,linestyle='-',color='red')\n",
+ "graph"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "** See if you can resize the plot by adding the figsize() argument in plt.subplots() are copying and pasting your previous code.**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 23,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 23,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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fz9GjR4vrY4qISFEwxq6g+oc/2C8dAQH2Dn9KipLs8xQ40f7888+54447iIqKIiAggKVLl/qc91eAFhER68QJ3+NNm2D7dggOhrvvhuXL7cJnr70GrVrZmCdyKZs3byY1NdVTEhMTAejbt6+nTbdu3XzafPzxxz7vMXr0aJYsWcKiRYtYu3Ytx48fJy4ujrNnz3raDBw4kOTkZBISEkhISCA5OZn4+Pji+ZAiIuJ/Bw/aeWn9+0N6OjRrBl9+aRc8q1bN6d6VOAUeOn7ixAlatmzJPffcQ58+fS7aplu3bsyZM8dzXOncpW2xAXr58uUsWrSIWrVqMXbsWOLi4khKSqJChQoF7ZKISJlz5gysWGFvFi9ZAhs2wHXX2XOjRkH79nbe9RVXONpNKYXq1Knjczx16lSuuuoq2rdv76kLDg4mIiLion/e7XYze/Zs5s2bR+fOnQGYP38+9evXZ8WKFXTt2pWdO3eSkJDAhg0biI2NBWDWrFm0adOGXbt2cc011xTRpxMREb/LzYU334THH4djx6BiRbva6vjx9q6/XFSBE+3u3bvT/XdWkLvcAC0iUh4ZY+dY5827Tkvznlu+3Jto33yzLSKXKycnh/nz5zNmzBgCzhkKsXr1asLCwrjiiito3749zz33HGFhYQAkJSVx+vRpunTp4mkfFRVFdHQ069ato2vXrqxfvx6Xy+VJsgFat26Ny+Vi3bp1l0y0s7Ozyc7O9hxnZmb6+yOLiEhB7NhhFzj78kt7HBsLs2dD8+bO9qsUKJI52nkBumnTpgwfPpz09HTPud8L0BeTnZ1NZmamTxERKUv27rWJ9I032hFYaWlQqxaMHAkbN3q36RLxp6VLl3L06FGGDRvmqevevTsLFizgs88+4+WXX2bz5s107NjRkwCnpaVRqVIlapy3L2p4eDhpv94dSktL8yTm5woLC/O0uZgpU6Z45nS7XC7q16/vh08pIiIFlp0NEyfC9dfbJLtaNfif/7GvlWTni99XHe/evTt9+/alYcOG7N27l6eeeoqOHTuSlJREcHBwvgL0+aZMmcKkSZP83VUREcccPw7ffmvjF9gtJw8dgkqVoGdPGDIEunWzo7NEisrs2bPp3r07UVFRnrp+/fp5XkdHR9OqVSsaNmzIRx99RO/evS/5XsYYn6fiARdZLOD8NucbP348Y8aM8RxnZmYq2RYRKW6ff2637PrmG3scFwfTp0ODBs72q5Txe6LtrwB9LgVeESkLzp6FlSvt0PDFi6F2bfskOzDQJtRLl9p1Rc67DylSJPbt28eKFStYvHjxb7aLjIykYcOG7NmzB4CIiAhycnLIyMjwuWmenp5O27ZtPW0O5e05d46ff/6Z8PDwS/6u4OBggjXfT0TEGb/8Ao89ZoeGA4SH25VW+/bVSquFUOTbe/1WgD5Xenr6JYNvcHAwoaGhPkVEpLT4+mt49FGoXx+6doX58+HkSbt+yI8/etu1baskW4rPnDlzCAsLo0ePHr/Z7siRIxw4cIDIyEgAYmJiqFixome1coDU1FS2bdvmSbTbtGmD2+1m06ZNnjYbN27E7XZ72oiISAlhDCxYYO/25yXZ990HO3fa7U2UZBdKkSfahQnQIiJlxTPPQMuW8P/+H6SmQs2a8OCDsH497Nplk2+R4pabm8ucOXMYOnQoQUHewW3Hjx9n3LhxrF+/nh9++IHVq1dzxx13ULt2bf785z8D4HK5uPfeexk7diwrV65k69atDB48mBYtWngWOW3WrBndunVj+PDhbNiwgQ0bNjB8+HDi4uK04riISEmyZw906QKDB3u37PriC7vKuO7+X5YCDx0/fvw43377red47969JCcnU7NmTWrWrMnEiRPp06cPkZGR/PDDDzz55JOXDNC1atWiZs2ajBs3zidAi4iURidO2K24WraEFi1sXefO8NxzdnrTkCHQvbudhy3ipBUrVrB//37+8pe/+NRXqFCBlJQU5s6dy9GjR4mMjKRDhw689957hISEeNq9+uqrBAUFcffdd5OVlUWnTp14++23fbboXLBgAQ899JBn8dOePXvyxhtvFM8HFBGR35adDS++aL+kZGdD5crw1FMwbpy+qPhJgDHGFOQPrF69mg4dOlxQP3ToUGbOnEmvXr3YunWrT4B+9tlnfeZUnzp1ikcffZSFCxd6AvSMGTPyPe86MzMTl8uF2+3WMHIRcdTZs/DZZ9551ydO2PVD/vEPe94YOHpUN4XLA8Um/9M1FREpAitX2uF1u3fb4y5dYMYMuOoqZ/tVChQkLhU40S4JFHhFxGkpKTa5XrAAfvrJW3/VVTZ2nbN+o5QTik3+p2sqIuJHaWkwdiwsXGiPIyLglVegf3/Nw86ngsQlv686LiJS1uXm2qHg+/fb4xo1oF8/OzS8dWvFKhERESlBzp6FmTNhwgTIzLTbnTz4IEyeDC6X070rs5Roi4j8hpMn7bZbS5fap9cVK9r49Je/QHIyxMdDjx52BXERERGREmXjRnjgAdi61R63amXnt8XEONuvckCJtojIeXJzYfVqmDsX3n8fjh+39fHxcMcd9vXTTzvWPREREZHfdvgwPPkk/POfdsGYK66AKVNg+HA4Z+FKKTpKtEVEfnXwILzxhn1yffCgt75xY7vrRcuWzvVNRERE5HedPWuT6yefhF9+sXXDhsELL0BYmKNdK2+UaItIuWaMd071L7/YOAT2xm+/fvYpdtu2mnctIiIiJdymTXbudVKSPb7uOpg+Hdq1c7Zf5ZQSbREpd7Ky4IMP7NDwsDB4+21bf9118NBDcOutdt515cqOdlNERETk96Wnw/jx8K9/2ePQULvQ2QMPQJDSPafoyotIuZCbC2vW2C25/vMfOHbM1letareOrFrVHv/P/zjXRxEREZF8O3PGrib+1FPgdtu6oUPt8LzwcGf7Jkq0RaTsmz4dXnzRux0XwJVX2nnX8fHeJFtERESkVFi1yg7D27bNHt94o11opk0bZ/slHkq0RaTMSU+3o6byhn5nZtok2+WCu++2yfUf/2i36RIREREpNfbtg3Hj7PA8gJo14fnn4a9/1WriJYwSbREpE7KyYNkyOzQ8IcH+HDDAnhsyBK6+2m7NpXnXIiIiUuqcPGmH573wApw6ZZ8WPPAAPPOMTbalxFGiLSKlVm4ufPGFTar//W/75DrPpk3eRLtuXejb15k+ioiIiBSaMfDee/Doo969R2+7zS4qc911jnZNfpsSbREplY4ds/Hlhx+8dQ0aeOddX3utY10TERERuXxJSfDww/Dll/a4YUP4f/8P+vTRvqOlgBJtESkVfv4ZNm6EuDh7HBICUVF27+u+fW1yfcstmnctIiIipdxPP8GTT8I779jjqlXt9l1jx0KVKs72TfJNibaIlFinTsHy5XZo+P/9n715m5oKtWrZ8/PmQWSkYo6IiIiUAVlZ8PLLMHUqnDhh6wYPhilToF49Z/smBaZEW0RKlNxcO0Jq3jz43//1bgsJEBMDP/7oTbQbN3amjyIiIiJ+k5sL775rn1ofOGDrWreGadMgNtbRrknhKdEWkRLlX/+C4cO9x/Xre+ddN2vmXL9ERERE/O7LL2HMGLuKK9gFZ6ZOhf79NQ+7lFOiLSKOOXLELqRZv77degvgzjvh8cftz/h4aN9e865FRESkjPn2W3jiCXj/fXtcvbqdlz16tObElRFKtEWkWGVnw0cf2aHhH30Ep0/bRczyEu06dSAtDSpWdLafIiIiIn535Ag8+yzMmGG/BAUGwr332rrwcKd7J36kRFtEisX69XbxzP/9X8jI8NZffz307m23icwbIaUkW0RERMqUU6fg9dfh+efh6FFb1707vPgiREc72jUpGkq0RaRYTJwIn35qX9etC4MG2aHhii0iIiJSZuXmwoIF8Pe/w/79tu666+x+2Lff7mzfpEgp0RYRv/rlFzvvesECWLTIuxvF8OF2K674eLjtNqhQwdFuioiIiBStTz+1C88kJ9vjevVg8mS7yqu+CJV5SrRF5LJlZ8PHH9t51x9+aKccASxcCI89Zl/fdZctIiIiImVaUpJd6GzFCnscGmq37nr4YS10Vo4o0RaRQjt0yA4Jf+8933nXLVvaJ9cDBzrWNREREZHi9e238NRTdkgf2EVnRoyACROgdm1n+ybFTpvmiEiBZGV5X1epAm+/bZPsyEgYNw6++sqOkBo71taJSMkxceJEAgICfEpERITnvDGGiRMnEhUVRZUqVbjtttvYvn27z3tkZ2czatQoateuTbVq1ejZsycHDx70aZORkUF8fDwulwuXy0V8fDxH8xb/EREpa9LS4MEHoVkzb5I9aBDs2gWvvqoku5wqcKL9+eefc8cddxAVFUVAQABLly71Oe+vIC0iJUdGBrz1lt2G65ZbvPWhofDyy3YK0oED8NJLdn0PESm5mjdvTmpqqqekpKR4zr344ou88sorvPHGG2zevJmIiAhuv/12jh075mkzevRolixZwqJFi1i7di3Hjx8nLi6Os2fPetoMHDiQ5ORkEhISSEhIIDk5mfj4+GL9nCIiRe7oUfu0+qqrYOZMOHPGriS+dSvMnw+NGjndQ3FQgRPtEydO0LJlS954442LnvdXkBYRZ+XkwLJldl51RAT87W+wdi1s2QI//OBt9+CDdtFMrekhUjoEBQURERHhKXXq1AHsjfJp06YxYcIEevfuTXR0NO+88w4nT55k4cKFALjdbmbPns3LL79M586dueGGG5g/fz4pKSms+HUu4s6dO0lISOCf//wnbdq0oU2bNsyaNYsPP/yQXbt2Ofa5RUT85uRJeOEFaNzYbtd18iTExsLq1XbRmuuvd7qHUgIUONHu3r07kydPpnfv3hec81eQFhFn/etfEBUFd94J779vk+4WLexWjwcOwJVXOt1DESmsPXv2EBUVRaNGjejfvz/ff/89AHv37iUtLY0uXbp42gYHB9O+fXvWrVsHQFJSEqdPn/ZpExUVRXR0tKfN+vXrcblcxMbGetq0bt0al8vlaSMiUiplZ8P06fYJ9hNP2CF/f/gDLFkC69dD+/ZO91BKEL/O0fZXkBaR4rV3r13YLE+tWnDkiH2SPWaMnXP99dfw6KN2D2wRKZ1iY2OZO3cun3zyCbNmzSItLY22bdty5MgR0tLSAAgPD/f5M+Hh4Z5zaWlpVKpUiRo1avxmm7CwsAt+d1hYmKfNpWRnZ5OZmelTREQcd+aMfQpxzTUwcqSdk33llTB3rv2C1KsXBAQ43UspYfy66vhvBel9+/Z52vxekD5fdnY22dnZnmMFXpHLd/Qo/Oc/NkZ88YVdJPOZZ+y57t0hIQE6dYIg7U0gUmZ0797d87pFixa0adOGq666infeeYfWrVsDEHDel0VjzAV15zu/zcXa5+d9pkyZwqRJk373c4iIFIvcXLu1ysSJsHu3rYuMtPOyhw+HSpUc7Z6UbEWy6rg/gvS5pkyZ4lm51OVyUb9+fb/1VaQ8OX0ali+Hu++2T6uHD7dJdkAAnLseYaVK0LWrkmyRsq5atWq0aNGCPXv2eFYfP/+md3p6uucGekREBDk5OWScu5/fRdocOneIzK9+/vnnC27En2/8+PG43W5POXDgQKE/m4hIoeXm2rlz111n9yrdvdsO93vpJbuF14gRSrLld/k10fZXkD6fAq/I5cvNhebNoWdP+Pe/7TSj5s3tWh7799sRUSJSvmRnZ7Nz504iIyNp1KgRERERJCYmes7n5OSwZs0a2rZtC0BMTAwVK1b0aZOamsq2bds8bdq0aYPb7WbTpk2eNhs3bsTtdnvaXEpwcDChoaE+RUSk2BgDH3wAMTF2Ndjt2+GKK+DZZ+H77+0+plWrOt1LKSX8mmj7K0ifT4FXpOD27YPXX7cxAyAw0K7RER4OjzxiVw9PSYHHHoN69Zztq4gUj3HjxrFmzRr27t3Lxo0bueuuu8jMzGTo0KEEBAQwevRonn/+eZYsWcK2bdsYNmwYVatWZeDAgQC4XC7uvfdexo4dy8qVK9m6dSuDBw+mRYsWdO7cGYBmzZrRrVs3hg8fzoYNG9iwYQPDhw8nLi6Oa665xsmPLyJyccbAhx/CTTfZ+dbJyRASYufV7d0Lf/+73dNUpAAKPDD0+PHjfPvtt57jvXv3kpycTM2aNWnQoIEnSDdp0oQmTZrw/PPPXzJI16pVi5o1azJu3DifIC0iheN223nX8+bBmjW27uab7Y4TYEc8zZypIeEi5dXBgwcZMGAAhw8fpk6dOrRu3ZoNGzbQsGFDAB577DGysrJ48MEHycjIIDY2lk8//ZSQkBDPe7z66qsEBQVx9913k5WVRadOnXj77bepcM4efwsWLOChhx7yLHzas2fPS24LKiLiGGPsdlyTJsHmzbauWjUYNco+va5Vy9n+SakWYEze8678Wb16NR06dLigfujQobz99tsYY5g0aRJvvvmmJ0hPnz6d6OhoT9tTp07x6KOPsnDhQk+QnjFjRr7nXmdmZuJyuXC73Xq6LeXe6dPwySc2uV62DE6dsvUBAdChAzz3HPy6xpGIFCHFJv/TNRWRIpH3BPuZZ+C//7V1VavaFcXHjYM6dZztn5RYBYlLBU60SwIFXhGvzz6zq4PnadYMhgyBQYNA6waKFB/FJv/TNRURv8rNtXOwJ0+2c+jAJtgjRtgE+yJbE4qcqyBxSQNIRUqRAwdg/nwIDrb7W4Odd33jjdCunU2wb7xRWzmKiIiIeJw9a+fWTZ4M27bZumrV7BPssWP1BFuKhBJtkRIuM9PuMDFvHqxebUc7hYfDQw/ZudYVKthRT0quRURERM5x+jS8+y5MmQLffGPrQkPtHOzRo6F2bUe7J2WbEm2REmr1anjrLVi6FLKyvPW33Qbx8Xb0Ux4l2SIiIiK/ys6Gd96BqVPtquFgt+kaPdo+qahRw8neSTmhRFukhMhbLSEvaf7gA3sTFuDaa21yPWgQ/Lo4sIiIiIic6/hx+5Ti5Zfhp59sXZ06dnj4Aw9oiy4pVkq0RRx28CAsWGCHhr/2GnTsaOvvucdOKRoyBGJi9NRaRERE5KJ++QVef91+kfrlF1tXty48+igMH24XPBMpZkq0RRxw7BgsXmyT688+8z7Nnj/fm2hfd52NFyIiIiJyEQcOwCuvwKxZcOKErbv6anjiCRg82K4eK+IQJdoixejYMbj/fliyxHfe9a232qHhd93lXN9ERERESoUdO+DFF+2QwDNnbN3118P48dCnj10pVsRhSrRFithPP0FUlH1dvTps3myT7KZNvfOuGzVyto8iIiIiJZoxsHatTbA//NBb36EDPP44dOmieXZSoijRFikCP/4ICxfaoeH790NaGlSubP/9f+01qFkTbrpJ8UBERETkN509a1eIfekl2LDB1gUEQK9edoj4zTc72j2RS1GiLeInx4/bIeFz58LKld5515UqwZYt0LatPe7Wzbk+ioiIiJQKJ0/C22/bOdjffWfrgoNh2DAYM8YODRQpwZRoi/jBf/4DQ4famJCnXTs7NLxvX23XKCIiIpIvqakwfTrMnOldQbxmTbs916hREB7ubP9E8kmJtkghpKTYny1a2J/XXWeT7Kuvtsn14MHQuLFz/RMREREpVb76Cl591c69O33a1jVubJ9eDxsG1ao52j2RglKiLZJPqaneeddffWUXtfzPf+y5pk0hOdkm3Jp3LSIiIpIPZ8/CRx/BtGmwapW3/o9/tAn2nXdqBXEptZRoi/yGEyfsvOt582DFCsjNtfUVK9q518Z4E+uWLZ3rp4iIiEipkZlp51+/9pp3/nWFCvYpxpgxEBvraPdE/EGJtshv6NbN7iSRp21bOzT87rvtdCERERERyac9e+D112HOHLuKLNiFbO67D0aMgPr1ne2fiB8p0Rb51bZtMH8+PPkkhIbaut697T7YefOur77a2T6KiIiIlCq5ufDJJ/DGG/Dxx976a6+Fhx6CIUM0/1rKJCXaUq6lpcG779otuZKTbd0118A999jXI0bA6NGady0iIiJSIEeP2uHh06fDt99663v0gIcfhs6d9QVLyjQl2lLuZGXB0qU2uf70U99513/6E1x1lbdtpUqOdFFERESkdPrqK5tcL1jg3ffU5bJPMR58EJo0cbZ/IsVEibaUO0eOwKBBdiEzsOttDBkC/fpBrVrO9k1ERESk1MnOtluxzJgB69Z565s3t3tfDxoE1as71z8RByjRljJtxw67YvihQ/Cvf9m6evXsdoz16tl5102bOtpFERERkdLpu+/gzTft4maHD9u6oCC7eviDD8Itt2h4uJRbSrSlzElPt/Ou582DpCRbFxgIzz0HkZH2OC/pFhEREZECOH0ali2zCXZiore+Xj0YPtyWvC9cIuWYEm0pMz77DF5+2S5sefasrQsKsvOu4+O1HZeIiIhIoX3/Pfzzn/ZpxaFDti4gALp2hfvvt4ucBSm1EMmjvw1SauXmwpkz3gXLvvvOu2vEzTfb5Lp/f6hd27k+ioiIiJRa2dnwwQcwaxasWOGtDw+Hv/wF/vpXaNzYuf6JlGBKtKXU+eYbOyx8/nwYN86usQHQty/s22cT7GuucbaPIiIiIqXW9u0we7b9wpU39xrg9tvhvvugZ09tzSLyOwL9/YYTJ04kICDAp0RERHjOG2OYOHEiUVFRVKlShdtuu43t27f7uxtSxvz8M7z+Otx0EzRrBs8/D/v3w5Il3jZXXAGTJyvJFhG5lClTpnDTTTcREhJCWFgYvXr1YteuXT5thg0bdkEcb926tU+b7OxsRo0aRe3atalWrRo9e/bk4MGDPm0yMjKIj4/H5XLhcrmIj4/n6NGjRf0RRaSwMjPtk+vWrSE6Gl591SbZUVHw97/boeOffgp33aUkWyQf/J5oAzRv3pzU1FRPSUlJ8Zx78cUXeeWVV3jjjTfYvHkzERER3H777Rw7dqwouiKlnDF24cqoKHjoIfjvf+30n7g4eO89+Ogjp3soIlJ6rFmzhhEjRrBhwwYSExM5c+YMXbp04cSJEz7tunXr5hPHP86bl/Or0aNHs2TJEhYtWsTatWs5fvw4cXFxnM1bIAMYOHAgycnJJCQkkJCQQHJyMvHx8cXyOUUkn3Jz7SI38fEQEWGfVm/caL9s9eoFy5fb4YLPPguNGjndW5FSpUiGjgcFBfk8xc5jjGHatGlMmDCB3r17A/DOO+8QHh7OwoUL+dvf/lYU3ZFSJDcXkpPhxhvtcUCAXdjszBlo1crud92/P9Sp42g3RURKpYSEBJ/jOXPmEBYWRlJSErfeequnPjg4+KJxHMDtdjN79mzmzZtH586dAZg/fz7169dnxYoVdO3alZ07d5KQkMCGDRuIjY0FYNasWbRp04Zdu3ZxjYYeiTjru+9g7lxbfvjBW9+sGdxzj/3CFR7uWPdEyoIieaK9Z88eoqKiaNSoEf379+f7778HYO/evaSlpdGlSxdP2+DgYNq3b8+6cze3l3Jn92546im7nkZMjP33P8+zz9r9sDdvtvOxlWSLiPiH2+0GoOZ52zKsXr2asLAwmjZtyvDhw0lPT/ecS0pK4vTp0z6xPCoqiujoaE8sX79+PS6Xy5NkA7Ru3RqXy6V4L+IUt9uuGn7LLXD11fDMMzbJDg21T7I3bLBzsx99VEm2iB/4/Yl2bGwsc+fOpWnTphw6dIjJkyfTtm1btm/fTlpaGgDh5/3lDQ8PZ9++fZd8z+zsbLKzsz3HmZmZ/u62OODwYTv8e+5c2LTJWx8SAtu2wVVX2eMWLZzpn4hIWWaMYcyYMbRr147o6GhPfffu3enbty8NGzZk7969PPXUU3Ts2JGkpCSCg4NJS0ujUqVK1KhRw+f9wsPDPXE+LS2NsLCwC35nWFiYp83FKN6L+Nnp05CQYBc1W7bMriIOEBhoFzYbMsQOEa9a1dFuipRFfk+0u3fv7nndokUL2rRpw1VXXcU777zjWUwlICDA588YYy6oO9eUKVOYNGmSv7sqDlqzBjp3tkPCASpUsNswDhliF7KsUsXZ/omIlHUjR47k66+/Zu3atT71/fr187yOjo6mVatWNGzYkI8++sgz7etizo/lF4vrivcixcAY+3R6wQL7ROPcVcObN7fzsQcPhrp1neujSDlQJEPHz1WtWjVatGjBnj17PPO9zr+bnZ6efsFT7nONHz8et9vtKQcOHCjSPot/GQNr19obqnluuskm0zExMG0a/PijXdisXz8l2SIiRW3UqFEsW7aMVatWUa9evd9sGxkZScOGDdmzZw8AERER5OTkkJGR4dPu3FgeERHBoUOHLnivn3/+WfFepKjs3Gnn4V19NbRtC9On2yQ7LAweeQS2bIGUFHj8cSXZIsWgyPfRzs7OZufOndxyyy00atSIiIgIEhMTueGGGwDIyclhzZo1vPDCC5d8j+DgYIKDg4u6q+Jne/Z497veu9eur9G1q13grGpVOy/7EmvtiIhIETDGMGrUKJYsWcLq1atplI9VhI8cOcKBAweIjIwEICYmhooVK5KYmMjdd98NQGpqKtu2bePFF18EoE2bNrjdbjZt2sTNN98MwMaNG3G73bRt2/aSv0vxXqSA9u2zT60XLoSvvvLWV6sGf/6zfXLdqZNdRVxEipXf/9aNGzeOO+64gwYNGpCens7kyZPJzMxk6NChBAQEMHr0aJ5//nmaNGlCkyZNeP7556latSoDBw70d1fEAUeO2H/v582zo5byVK8OsbGQleWdBqQkW0SkeI0YMYKFCxfywQcfEBIS4hlh5nK5qFKlCsePH2fixIn06dOHyMhIfvjhB5588klq167Nn//8Z0/be++9l7Fjx1KrVi1q1qzJuHHjaNGihWcV8mbNmtGtWzeGDx/Om2++CcB9991HXFycVhwXuVypqfDvf8OiRbB+vbc+KAi6dYMBA+DOO22yLSKO8XuiffDgQQYMGMDhw4epU6cOrVu3ZsOGDTRs2BCAxx57jKysLB588EEyMjKIjY3l008/JSQkxN9dEQc88ohNssGus9G1q50KdOedWmdDRMRpM2fOBOC2227zqZ8zZw7Dhg2jQoUKpKSkMHfuXI4ePUpkZCQdOnTgvffe84nTr776KkFBQdx9991kZWXRqVMn3n77bSpUqOBps2DBAh566CHP6uQ9e/bkjTfeKPoPKVIWpaXB4sXwv/8Ln39u5+WBHSZ4660wcCD06QO1ajnbTxHxCDAm729q6ZGZmYnL5cLtdhMaGup0d8olY2DdOptUjxwJeQvWfvIJjB9vk+sBA/TUWkTKD8Um/9M1lXItNRWWLLFPrz//HHJzvefatIH+/eGuuyAqyrk+ipQzBYlLmrAhBfLdd95513l7XYeEwEsv2dddutin2CIiIiJSQAcO2CfX779vV5I993nYzTfD3Xfb5PrXkaIiUnIp0ZbfdeoUvP22TbDXrfPWV6tmRyndeae37jd2bRERERGR8+3ebZPrxYth82bfc61b2y9bd90FV17pSPdEpHCUaMtFGeNNmitUsLtFHD5s513ffrsdGt6rl9bZEBERESmQ3Fz4739h6VJbdu70ngsIgD/+0SbWvXtD/fpO9VJELpMSbfEwxq4UPm8ebNxob6oGBkLFinbedW4uDBoEv+7wIiIiIiL5ceoUrFoFH3wAy5fDTz95zwUFQceO3mGCv7HXvIiUHkq0he+/t3Ou582Db7/11q9daxeyBBgzxpm+iYiIiJRKhw7Bxx/bxPrTT+HECe+56tXhT3+ywwO7d4crrnCqlyJSRJRol2NffGGfVH/5pbeualU7UmnIEDtySURERETyITcXtm6Fjz6yZdMm3/N160LPnrZ06ADBwc70U0SKhRLtciQnB44fh5o17XFgoE2yAwKgc2c77/rPf7Y3WUVERETkdxw9CitW2CfX//d/dr/rc7VqBXFxttx4o1aNFSlHlGiXccbYG6rz5sGiRdC3L8ycac+1bQvTp9vpQHXrOttPERERkRIv76n1J5/YxHr9ejh71nu+enW7amz37tCjh/a4FinHlGiXUT/84J13vXu3t/7zz70rigcEwIMPOtZFERERkZLvp58gMdEm14mJdhuWczVrBt262cS6XTsNCRcRQIl2mTRoECxc6D2uWtUOCY+Ph06dNGpJRERE5JKOHYM1a+yQ8MRE2LHD93z16naV8O7dbYKt/a1F5CKUaJdyp0/bhSy7dLHbcAE0bGiT6Y4dbXLduzeEhDjbTxEREZES6dQpu7/pypW2bNrkOxw8IMDOte7SBbp2hdatvV+6REQuQYl2KWQM/Pe/3nnXP/8MH35oRywBPPSQHRJer56z/RQREREpcbKzYfNmu6/1qlWwbp2tO1fjxnal2Ntvt08u8laSFRHJJyXapci+fbBgAcydC7t2eevDw+GXX7zHERHF3zcRERGREikryz6lXrMGVq+2C5idOuXbJjzcJtSdOtmi4eAicpmUaJcS334LTZp4j6tUgV697NDw22+HIP2XFBEREbFPH9avhy++sGXzZjvX7lx16kD79nY/6w4d4NprtYiNiPiV0rMSKG/e9b593lXBr74arr8eatSwyXWfPhAa6mg3RURERJxljH0asW6dLWvXXrh4Gdhttm65xSbX7dvblcKVWItIEVKiXUIYA1u22HnX774L6el2tfAhQ+zilmBvzlau7Gw/RURERBxz7Jh9Qr1hgy3r11+43RZA06Z2q61bbrGlcWMl1iJSrJRoO+zgQe9+1+fegK1TBwYMsNOK8hJtJdkiIiJSbpw+Ddu22fnVeWX7dvt04lzBwRATA23b2uS6bVv7RUpExEFKtB02dy5MmGBfV64Md95ph4afu12XiIiISJl25gx88w0kJdmtVf77X0hOvnDRMrD7mLZuDbGxNqm+/nqbbIuIlCBKtIvJmTOQmGifXN91l93bGmDwYDsfOz7e1rtczvZTREREpEhlZdkn01u32rJlC3z11cWT6iuugJtu8pbYWIiMLPYui4gUlBLtImSMvRk7bx4sXAiHDtl6t9ubaDdoYHeaEBERESlTjIHUVPj6a5tI5/385hs4e/bC9tWrw403QqtW3nL11ZpbLSKlkhLtImAMvPSSHRa+fbu3vnZtO+96yBDn+iYiIiLid7/8Yheb2b4dUlLs3OqUFFt/MbVr2yHfN94IN9xgf159NQQGFmu3RUSKihJtP8nJgUqV7OuAAFi61Maa4GC44w6bXHfrpnnXIiIiUkrlPaHeudM+ld6505YdOyAt7eJ/JjAQrrkGrrvOW264wW63pSfVIlKGKdG+DGfOwMqVdmj4xx/Dnj1Qq5Y998QTdqh43752epGIiIhIqZCRYfem3rPHll27YPduW44du/Sfa9AA/vAHaNHCluhou1+1tk0RkXJIiXYhfPWVHRa+cKHvDdwPP4ShQ+3rnj2d6ZuIiIjIbzp71u4vunevLd9/D9995y1Hjlz6zwYGwlVX2QS6WTO49lpo3tz+DAkpvs8gIlLCKdEugC1bYNgwO+UoT82a0L+/HRp+882OdU1ERETEOnkSDhywZf9+W/bt85b9++2wvN8SGQlNmtjStKkd/t20qU2y8+bKiYjIJTmaaM+YMYOXXnqJ1NRUmjdvzrRp07jllluc7JKP48ftE+urr7bH9erZaUiVKtl51/Hx0L274o2IiMillPRYX6rk5EB6up0nnZoKP/3k/XnwIPz4o/2ZkfH771Wxot2PulEjaNzYJtDnlurVi/7ziIiUYY4l2u+99x6jR49mxowZ/PGPf+TNN9+ke/fu7NixgwYNGjjVLc6ehc8+s/OuFy+GmBhYs8aeCwuDZcugTRuoUcOxLoqIiJQKJTXWlwjGwIkTdlXuI0e85fBhW37+2SbVeeXQoUuv4H0x1avbOdP169ty5ZU2sW7Y0L6OioIKFYrq04mIlHsBxhjjxC+OjY3lxhtvZObMmZ66Zs2a0atXL6ZMmfKbfzYzMxOXy4Xb7SY0NNQv/UlJscn1ggX2xnCeJk1g61aoVs0vv0ZERMqooohNpd3lxHooYdfUGDh1ypasLFtOnrTlxAlbjh/3lmPHwO2GzExb3G44etSWjAxbTp8ueD+CgiA83A7tjory/qxXD+rW9f50ubSqt4iInxUkLjnyRDsnJ4ekpCSeeOIJn/ouXbqwbt26C9pnZ2eTnZ3tOc7MzPRrf0aMgBkzvMc1akC/fnbedevWilMiIiIFVdBYD0UY73fsgPvus8nyuSU31w5lyytnztjkN+9ndrYtOTm2FIVKleyCL7Vr261Late2pU4dO5QuLMy+Dg+HiAj7JUV7TYuIlHiOJNqHDx/m7NmzhIeH+9SHh4eTdpF9GKdMmcKkSZOKrD9t2sCsWRAXZ+dd/+lPdv9rERERKZyCxnoownh//Dh8+aX/3i8wEKpUscPdqla1pVo1u+p29eq2hITYp8qhofb1FVd4i8tlk+uaNe2f1R19EZEyx9HF0ALOCyzGmAvqAMaPH8+YMWM8x5mZmdSvX99v/ejTxy5qlrcHtoiIiPhHfmM9FGG8b9IE3n/fJrTnlsBAO085rwQF2UXCKla0r4OD7RPn4GBbqlSxe0JXrHj5fRIRkTLNkUS7du3aVKhQ4YI72unp6Rfc+QYIDg4muAgfMVepYouIiIj4R0FjPRRhvK9RA3r39v/7ioiIXIIjk3wqVapETEwMiYmJPvWJiYm0bdvWiS6JiIiIHynWi4hIeebY0PExY8YQHx9Pq1ataNOmDW+99Rb79+/n/vvvd6pLIiIi4keK9SIiUl45lmj369ePI0eO8Mwzz5Camkp0dDQff/wxDRs2dKpLIiIi4keK9SIiUl45to/25XC73VxxxRUcOHDA+X01RURE8C7cdfToUVwul9PdKRMU70VEpCQpSKx3dNXxwjp27BiAX1ceFxER8Ydjx44p0fYTxXsRESmJ8hPrS+UT7dzcXH766SdCQkIuuUVIQeTdmdAd8/zTNSscXbeC0zUrHF23wrmc62aM4dixY0RFRREY6Mhao2WOP+O9/k4UnK5Z4ei6FY6uW8HpmhVOccX6UvlEOzAwkHr16vn9fUNDQ/U/aQHpmhWOrlvB6ZoVjq5b4RT2uulJtn8VRbzX34mC0zUrHF23wtF1Kzhds8Ip6livW+4iIiIiIiIifqREW0RERERERMSPlGgDwcHBPP300wQHBzvdlVJD16xwdN0KTtescHTdCkfXrezSf9uC0zUrHF23wtF1Kzhds8IprutWKhdDExERERERESmp9ERbRERERERExI+UaIuIiIiIiIj4kRJtERERERERET9Soi0iIiIiIiLiR+U+0Z4xYwaNGjWicuXKxMTE8MUXXzjdpRJjypQp3HTTTYSEhBAWFkavXr3YtWuXTxtjDBMnTiQqKooqVapw2223sX37dod6XDJNmTKFgIAARo8e7anTdbu4H3/8kcGDB1OrVi2qVq3K9ddfT1JSkue8rpuvM2fO8Pe//51GjRpRpUoVGjduzDPPPENubq6nja4ZfP7559xxxx1ERUUREBDA0qVLfc7n5xplZ2czatQoateuTbVq1ejZsycHDx4sxk8hl0Ox/rcp3l8+xfr8U6wvOMX731ciY70pxxYtWmQqVqxoZs2aZXbs2GEefvhhU61aNbNv3z6nu1YidO3a1cyZM8ds27bNJCcnmx49epgGDRqY48ePe9pMnTrVhISEmPfff9+kpKSYfv36mcjISJOZmelgz0uOTZs2mSuvvNJcd9115uGHH/bU67pd6JdffjENGzY0w4YNMxs3bjR79+41K1asMN9++62nja6br8mTJ5tatWqZDz/80Ozdu9f8+9//NtWrVzfTpk3ztNE1M+bjjz82EyZMMO+//74BzJIlS3zO5+ca3X///aZu3bomMTHRbNmyxXTo0MG0bNnSnDlzppg/jRSUYv3vU7y/PIr1+adYXziK97+vJMb6cp1o33zzzeb+++/3qbv22mvNE0884VCPSrb09HQDmDVr1hhjjMnNzTURERFm6tSpnjanTp0yLpfL/OMf/3CqmyXGsWPHTJMmTUxiYqJp3769J/jqul3c448/btq1a3fJ87puF+rRo4f5y1/+4lPXu3dvM3jwYGOMrtnFnB9883ONjh49aipWrGgWLVrkafPjjz+awMBAk5CQUGx9l8JRrC84xfv8U6wvGMX6wlG8L5iSEuvL7dDxnJwckpKS6NKli099ly5dWLdunUO9KtncbjcANWvWBGDv3r2kpaX5XMPg4GDat2+vawiMGDGCHj160LlzZ596XbeLW7ZsGa1ataJv376EhYVxww03MGvWLM95XbcLtWvXjpUrV7J7924AvvrqK9auXcuf/vQnQNcsP/JzjZKSkjh9+rRPm6ioKKKjo3UdSzjF+sJRvM8/xfqCUawvHMX7y+NUrA+6vG6XXocPH+bs2bOEh4f71IeHh5OWluZQr0ouYwxjxoyhXbt2REdHA3iu08Wu4b59+4q9jyXJokWL2LJlC5s3b77gnK7bxX3//ffMnDmTMWPG8OSTT7Jp0yYeeughgoODGTJkiK7bRTz++OO43W6uvfZaKlSowNmzZ3nuuecYMGAAoP/X8iM/1ygtLY1KlSpRo0aNC9ooXpRsivUFp3iff4r1BadYXziK95fHqVhfbhPtPAEBAT7HxpgL6gRGjhzJ119/zdq1ay84p2vo68CBAzz88MN8+umnVK5c+ZLtdN185ebm0qpVK55//nkAbrjhBrZv387MmTMZMmSIp52um9d7773H/PnzWbhwIc2bNyc5OZnRo0cTFRXF0KFDPe10zX5fYa6RrmPpob8D+ad4nz+K9YWjWF84ivf+UdyxvtwOHa9duzYVKlS44A5Fenr6BXc7yrtRo0axbNkyVq1aRb169Tz1ERERALqG50lKSiI9PZ2YmBiCgoIICgpizZo1vPbaawQFBXmuja6br8jISP7whz/41DVr1oz9+/cD+v/tYh599FGeeOIJ+vfvT4sWLYiPj+eRRx5hypQpgK5ZfuTnGkVERJCTk0NGRsYl20jJpFhfMIr3+adYXziK9YWjeH95nIr15TbRrlSpEjExMSQmJvrUJyYm0rZtW4d6VbIYYxg5ciSLFy/ms88+o1GjRj7nGzVqREREhM81zMnJYc2aNeX6Gnbq1ImUlBSSk5M9pVWrVgwaNIjk5GQaN26s63YRf/zjHy/YTmb37t00bNgQ0P9vF3Py5EkCA33/Ga9QoYJnuw9ds9+Xn2sUExNDxYoVfdqkpqaybds2XccSTrE+fxTvC06xvnAU6wtH8f7yOBbrC7WEWhmRt+XH7NmzzY4dO8zo0aNNtWrVzA8//OB010qEBx54wLhcLrN69WqTmprqKSdPnvS0mTp1qnG5XGbx4sUmJSXFDBgwoFxtJZBf565Eaoyu28Vs2rTJBAUFmeeee87s2bPHLFiwwFStWtXMnz/f00bXzdfQoUNN3bp1Pdt9LF682NSuXds89thjnja6ZnZV4K1bt5qtW7cawLzyyitm69atnu2d8nON7r//flOvXj2zYsUKs2XLFtOxY0dt71VKKNb/PsV7/1Cs/32K9YWjeP/7SmKsL9eJtjHGTJ8+3TRs2NBUqlTJ3HjjjZ6tLMQujX+xMmfOHE+b3Nxc8/TTT5uIiAgTHBxsbr31VpOSkuJcp0uo84OvrtvFLV++3ERHR5vg4GBz7bXXmrfeesvnvK6br8zMTPPwww+bBg0amMqVK5vGjRubCRMmmOzsbE8bXTNjVq1addF/y4YOHWqMyd81ysrKMiNHjjQ1a9Y0VapUMXFxcWb//v0OfBopDMX636Z47x+K9fmjWF9wive/ryTG+gBjjCncs3AREREREREROV+5naMtIiIiIiIiUhSUaIuIiIiIiIj4kRJtERERERERET9Soi0iIiIiIiLiR0q0RURERERERPxIibaIiIiIiIiIHynRFhEREREREfEjJdoiIiIiIiIifqREW0RERERERMSPlGiLiIiIiIiI+JESbRERERERERE/UqItIiIiIiIi4kf/HwgeVQPKBVgpAAAAAElFTkSuQmCC\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "graph, axes = plt.subplots(nrows=1, ncols=2,figsize=(12,2))\n",
+ "axes[0].plot(x,y,linestyle='--',color='blue')\n",
+ "axes[1].plot(x,z,linestyle='-',color='red')\n",
+ "graph"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Great Job!"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3 (ipykernel)",
+ "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": "3.10.9"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/220888_Rishav_Raj_Assignment2_Q2.ipynb b/220888_Rishav_Raj_Assignment2_Q2.ipynb
new file mode 100644
index 0000000..dfb4b01
--- /dev/null
+++ b/220888_Rishav_Raj_Assignment2_Q2.ipynb
@@ -0,0 +1,538 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Seaborn Exercises\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## The Data\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "import seaborn as sns\n",
+ "import matplotlib.pyplot as plt\n",
+ "%matplotlib inline"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "sns.set_style('whitegrid')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "titanic = sns.load_dataset('titanic')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " survived \n",
+ " pclass \n",
+ " sex \n",
+ " age \n",
+ " sibsp \n",
+ " parch \n",
+ " fare \n",
+ " embarked \n",
+ " class \n",
+ " who \n",
+ " adult_male \n",
+ " deck \n",
+ " embark_town \n",
+ " alive \n",
+ " alone \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " 0 \n",
+ " 3 \n",
+ " male \n",
+ " 22.0 \n",
+ " 1 \n",
+ " 0 \n",
+ " 7.2500 \n",
+ " S \n",
+ " Third \n",
+ " man \n",
+ " True \n",
+ " NaN \n",
+ " Southampton \n",
+ " no \n",
+ " False \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " 1 \n",
+ " 1 \n",
+ " female \n",
+ " 38.0 \n",
+ " 1 \n",
+ " 0 \n",
+ " 71.2833 \n",
+ " C \n",
+ " First \n",
+ " woman \n",
+ " False \n",
+ " C \n",
+ " Cherbourg \n",
+ " yes \n",
+ " False \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " 1 \n",
+ " 3 \n",
+ " female \n",
+ " 26.0 \n",
+ " 0 \n",
+ " 0 \n",
+ " 7.9250 \n",
+ " S \n",
+ " Third \n",
+ " woman \n",
+ " False \n",
+ " NaN \n",
+ " Southampton \n",
+ " yes \n",
+ " True \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " 1 \n",
+ " 1 \n",
+ " female \n",
+ " 35.0 \n",
+ " 1 \n",
+ " 0 \n",
+ " 53.1000 \n",
+ " S \n",
+ " First \n",
+ " woman \n",
+ " False \n",
+ " C \n",
+ " Southampton \n",
+ " yes \n",
+ " False \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " 0 \n",
+ " 3 \n",
+ " male \n",
+ " 35.0 \n",
+ " 0 \n",
+ " 0 \n",
+ " 8.0500 \n",
+ " S \n",
+ " Third \n",
+ " man \n",
+ " True \n",
+ " NaN \n",
+ " Southampton \n",
+ " no \n",
+ " True \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " survived pclass sex age sibsp parch fare embarked class \\\n",
+ "0 0 3 male 22.0 1 0 7.2500 S Third \n",
+ "1 1 1 female 38.0 1 0 71.2833 C First \n",
+ "2 1 3 female 26.0 0 0 7.9250 S Third \n",
+ "3 1 1 female 35.0 1 0 53.1000 S First \n",
+ "4 0 3 male 35.0 0 0 8.0500 S Third \n",
+ "\n",
+ " who adult_male deck embark_town alive alone \n",
+ "0 man True NaN Southampton no False \n",
+ "1 woman False C Cherbourg yes False \n",
+ "2 woman False NaN Southampton yes True \n",
+ "3 woman False C Southampton yes False \n",
+ "4 man True NaN Southampton no True "
+ ]
+ },
+ "execution_count": 4,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "titanic.head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Exercises\n",
+ "\n",
+ "** Recreate the plots below using the titanic dataframe. There are very few hints since most of the plots can be done with just one or two lines of code and a hint would basically give away the solution. Keep careful attention to the x and y labels for hints.**\n",
+ "\n",
+ "** *Note! In order to not lose the plot image, make sure you don't code in the cell that is directly above the plot, there is an extra cell above that one which won't overwrite that plot!* **"
+ ]
+ },
+ {
+ "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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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# CODE HERE\n",
+ "# REPLICATE EXERCISE PLOT IMAGE BELOW\n",
+ "# BE CAREFUL NOT TO OVERWRITE CELL BELOW\n",
+ "# THAT WOULD REMOVE THE EXERCISE PLOT IMAGE!\n",
+ "sns.jointplot(x='fare',y='age',data=titanic)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\PC\\AppData\\Local\\Temp\\ipykernel_7104\\2867735189.py:5: UserWarning: \n",
+ "\n",
+ "`distplot` is a deprecated function and will be removed in seaborn v0.14.0.\n",
+ "\n",
+ "Please adapt your code to use either `displot` (a figure-level function with\n",
+ "similar flexibility) or `histplot` (an axes-level function for histograms).\n",
+ "\n",
+ "For a guide to updating your code to use the new functions, please see\n",
+ "https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751\n",
+ "\n",
+ " sns.distplot(titanic['fare'],bins=30,kde=False,color='red')\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 22,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# CODE HERE\n",
+ "# REPLICATE EXERCISE PLOT IMAGE BELOW\n",
+ "# BE CAREFUL NOT TO OVERWRITE CELL BELOW\n",
+ "# THAT WOULD REMOVE THE EXERCISE PLOT IMAGE!\n",
+ "sns.distplot(titanic['fare'],bins=30,kde=False,color='red')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 23,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 23,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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du7fatm2rhx9+WM2bN9e8efO0YsUKdenSRbm5ucrNzVVKSkqwywRgEYcH+2rcv0U6dKaWwb5gBgagM5cpF4fbtGmjJ5544qjrEhMTlZ+fH+SKAFjV4cG+Nm3a5BdenE6nkpOTGewLQUebNBdD/gOwNAb7gtXQJs1FcAFgeUyyCKs53CYPhxSHw0GbDBKCCwBb6NOnj9/9P/zhDyZVAhySlZWl2NhYSVKLFi2OCNc4NQguAGzh0Ucf9bs/depUkyoBDnG5XBo1apRat26tkSNHMvhckDByEwDL27Rpk7Zu3eq37OOPP9amTZuUnJxsUlWAlJKSwjdfg4wzLgAszev1asqUKUddN2XKlCO+Jg3g9EZwAWBpxcXF2rdv31HX7du3T8XFxUGuCICZCC4ALK1z585q1qzZUdc1a9ZMnTt3DnJFwH8UFRVp8ODBKioqMruUkEFwAWBpYWFhuueee466buLEiQoL498YzOF2uzVz5kxVVlZq5syZR0wSjFODVzwAy0tOTtbvf/97v2UXXXSRLrnkEnMKAiQtXLhQVVVVkqSqqiotWrTI5IpCA8EFgC1MnjzZN9hXWFiY7r33XpMrQihjdmjzEFwA2MJZZ52l7OxshYWFKSsrS2eddZbZJSFEMTu0uRjHBcBxMQxDdXV1ptaQmZnpG2bdzP4EkZGRzEcTwg7PDv1TjWeHbt++vQmVhQaCC4BfZBiGxo4dq08++cTsUizhwgsv1LRp0wgvIYrZoc3FpSIAAALA7NDm4owLgF/kcDg0bdo0Uy8Vud1uZWdnS5Ly8/NNnReGS0U4PDt0fn6+DMNgduggIrgAOC4Oh8Myk8i5XC7L1ILQlZWVpcLCQu3Zs4fZoYOIS0UAAJwAZoc2B2dcAAA4QcwOHXyccQEAALZBcAEAALZBcAEAALZBcAEAALZBcAEAALZBcAEAALZBcAEAALZBcAEAALZBcAEAALZBcAEAALbBkP8AAFsyDMPUGcsP1yDJ9NnCQ2nGcoILAMB2DMPQ2LFj9cknn5hdiiVceOGFmjZtWkiEFy4VAQAA2zDljMs777yju+66S5GRkb5lV199tR577DFt2bJFDz30kLZt26bmzZvrjjvu0MCBA80oEwBgUQ6HQ9OmTTP1UpHb7VZ2drYkKT8/Xy6Xy7RauFR0ipWVlem6667TlClT/JZXV1dr6NChGj16tLKyslRcXKwRI0aoY8eOSkpKMqNUAIBFORwOU8NCYy6XyzK1nO5MuVRUVlamiy666IjlhYWFiomJUU5OjsLDw5Wamqr09HQtWLDAhCoBAIDVBP2Mi9fr1datWxUVFaW5c+fK4/GoR48euuuuu1ReXq6EhAS/7ePj41VQUBDwfjwez8kqOeQ0PnYej4djCUugXcJqaJMn1/Eev6AHl6qqKl144YXq3bu3ZsyYoR9++EETJkzQuHHj1KpVK0VFRflt73K5VFtbG/B+ysrKTlbJIae+vt53u7S0VBERESZWAxxCu4TV0CbNEfTg0rJlS79LP1FRURo3bpwyMzPVr18/ud1uv+3dbreio6MD3k9iYqKcTuevrjcUNf4bJCUlcd0WlkC7hNXQJk8uj8dzXCcdgh5cPvvsM7311lsaO3asrwd0fX29wsLClJSUpBdffNFv+23btqlDhw4B78fpdAYcXKwwmJEVNDQ0+N0mAB4SSr32rahxOzyR1zdwstEmzRH04BITE6MFCxborLPO0pAhQ1RZWanHHntM119/vXr37q1p06Zp/vz5ysnJUUlJiZYvX645c+YEpba6ujplZGQEZV92cfirfpCWLl3KJyoAMFnQv1XUtm1bPfPMM/rb3/6myy+/XP3791diYqImT56s5s2ba968eVqxYoW6dOmi3Nxc5ebmKiUlJdhlAgAACzJlHJfLL79c+fn5R12XmJh4zHXB9K+Bk+QND+GOVv83/4ZC/NJI2MF6JSzOM7sMAMD/Ya6iY/CGR8hoEsLBBZIkr9kFAAD8MFcRAACwDYILAACwDYILAACwDYILAACwDYILAACwDYILAACwDYILAACwDYILAACwDYILAACwDYILAACwDYILAACwDYILAACwDYILAACwDYILAACwDYILAACwDYILAACwDYILAACwDYILAACwDYILAACwDYILAACwDYILAACwDYILAACwDYILAACwDYILAACwDYILAACwjRMKLlVVVZo/f77y8vJUU1OjNWvWnOy6AAAAjhBwcNm6dav+8Ic/aMWKFSooKNAPP/ygO++8U6+//vqpqA8AAMAn4OAyZcoU3X333crPz1d4eLjatWun2bNn6/nnnz8V9QEAAPgEHFz+9a9/6brrrpMkORwOSdIVV1yhnTt3ntzKAAAAfiLg4BIbG6svv/zSb9mXX36pli1bnrSiAAAAjibg4HLDDTdo2LBhWrRokQ4ePKh33nlHd955p7Kysk5FfQAAAD4BB5fBgwfrlltu0Ysvviiv16snn3xS119/vW666aaAd+7xeDRo0CDdfffdvmVbtmzRwIEDlZycrLS0NC1evDjg5wUAAKen8BN5UE5OjnJycn71zmfNmqUNGzboN7/5jSSpurpaQ4cO1ejRo5WVlaXi4mKNGDFCHTt2VFJS0q/eHwAAsLeAg8s999xz1OVNmjRRbGysevbsqUsuueQXn2fdunUqLCzUNddc41tWWFiomJgYXyhKTU1Venq6FixYQHABAACBB5cmTZpoyZIluvrqq9WuXTtVVFSosLBQXbt21d69e/Xiiy8qLy9Pf/zjH4/5HHv27NGkSZM0Z84czZ8/37e8vLxcCQkJftvGx8eroKAg0DLl8XiC8hiEDo/HQxsxUeNjz98CVkCbPLmO9/gFHFy+++47TZ8+XVdffbVv2fvvv6/XXntNM2bM0Pr16/XQQw8dM7h4vV6NGzdOQ4YM0QUXXOC37sCBA4qKivJb5nK5VFtbG2iZKisrC/gx9fX1AT8GoaO0tFQRERFmlxGyGr8++VvACmiT5gg4uGzZskXPPPOM37IrrrhCY8eOlSR16dJF33777TEf/8wzzygiIkKDBg06Yl1UVJT279/vt8ztdis6OjrQMpWYmCin0xnQY9xud8D7QehISkqSy+Uyu4yQ1fj1yd8CVkCbPLk8Hs9xnXQIOLjExsZq7dq16tGjh2/ZunXrFBMTI0nasWOHzjrrrGM+/s0331RlZaU6deok6T9/+FWrVmn8+PH64IMP/Lbftm2bOnToEGiZcjqdAQeXQLdHaDmRNoWTp/Gx528BK6BNmiPg4DJq1CiNHDlS11xzjc455xx98803WrVqle6//359+eWXuvHGG/WnP/3pmI9fsWKF3/3DX4V+5JFH9MMPP+ixxx7T/PnzlZOTo5KSEi1fvlxz5swJtEwAAHAaCji49O3bV7/5zW/0+uuv65NPPlFcXJxeffVVdezYUd98843uu+8+v/4vgWjevLnmzZunvLw8zZgxQ7GxscrNzVVKSsoJPR8AADi9BBxctm/frtdee007d+6U1+vVv//9bz300EP697//raKiIp133nkBPd8jjzzidz8xMVH5+fmBlgUAAEJAwCPnTpo0Sd9++63OPPNMeTweJSQkqLy8/GcvDwEAAJwMAQeXjz/+WLNnz9bw4cPVtGlT5ebm6vHHH9e6detORX0AAAA+AQeXqKgonXXWWWrfvr3+9a9/SZKuvPLKI2aMBgAAONkCDi7t27fX+++/r+joaHm9Xu3YsUM7d+7UwYMHT0V9AAAAPgF3zj08CeJbb72lrKwsZWdny+l06qqrrjoV9ZnGcZBRdEE7AACrCTi4pKWlqbCwUC1atNDw4cN13nnnqaamRhkZGaegvOAyDMN3u+PiPBMrgRU1bh8AAHMEHFwkqU2bNr7bPzeZIgAAwMl0QsHldOVwOHy3Px84SUY4E2aFOsfBet/Zt8btAwBgDoLLMRjhETKaEFwAALASggtgcYZhqK6uzuwyTNd4Jl5mcj8kMjKSM4EIOQQXwOLq6upOi87vJ1N2drbZJVjC0qVL5XK5zC4DCKqAx3EBAAAwC2dcABtJe2aonJFNzC7DNIe/kh7Kl0c8dQ1aPexZs8sATENwAWzEGdlE4a7QDS4AwKUiAABgGwQXAABgGwQXAABgGwQXAABgGwQXAABgGwQXAABgGwQXAABgGwQXAABgGwQXAABgGwQXAABgGwQXAABgGwQXAABgG0yyCAAIiGEYqqurM7sM07nd7qPeDmWRkZGnfPZ2ggsAICB1dXXKyMgwuwxLyc7ONrsES1i6dKlcLtcp3QeXigAAgG1wxgUAcMJmD/mdIpuE7mdgwzAk6ZRfHrGyugavRrzwadD2R3ABAJywyCZhcoVwcEHw0doAAIBtmBJc1q1bp4EDB+rSSy9Vt27d9OCDD/p6ZG/ZskUDBw5UcnKy0tLStHjxYjNKBAAAFhT04FJVVaVhw4bp//2//6cNGzbojTfe0EcffaRnn31W1dXVGjp0qDIyMlRcXKy8vDxNmTJFpaWlwS4TAABYUND7uMTGxurDDz9U06ZNZRiG9u7dq7q6OsXGxqqwsFAxMTHKycmRJKWmpio9PV0LFixQUlJSsEsFAAAWY0rn3KZNm0qSevTooZ07d6pTp07q16+fpk+froSEBL9t4+PjVVBQEPA+PB5PUB6D0OHxeExpI7RLHAttElbza9rk8T7O1G8VFRYWqrq6WnfddZdGjx6tNm3aKCoqym8bl8ul2tragJ+7rKws4MfU19cH/BiEjtLSUkVERAR9v7RLHAttElYTjDZpanBxuVxyuVwaN26cBg4cqEGDBmn//v1+27jdbkVHRwf83ImJiXI6nQE9hiGb8XOSkpJO+YiQR0O7xLHQJmE1v6ZNejye4zrpEPTgsnHjRk2cOFHLli3zpbL6+no1adJE8fHx+uCDD/y237Ztmzp06BDwfpxOZ8DBJdDtEVpOpE2drP0e5qlrCPr+YS2N24AV2iTQWDDaZNCDS8eOHeV2uzVt2jSNHTtWu3bt0qOPPqoBAwaod+/emjZtmubPn6+cnByVlJRo+fLlmjNnTrDLBCzj8MickrR62LMmVgKradw2gFAR9OASHR2tuXPn6uGHH1a3bt105plnKj09XSNGjFBERITmzZunvLw8zZgxQ7GxscrNzVVKSkqwywQAABZkSh+X+Ph4zZs376jrEhMTlZ+fH+SKAOtqPAdK2jND5YxsYmI1MJunrsF35i2U58dB6GKuIsBGnJFNFO4iuAAIXcxVBAAAbIPgAgAAbIPgAgAAbIPgAgAAbIPOuccQdrBeXrOLMNPh8SFC/FsLYQcZ2hwArITgcgwJi/PMLgEAAPwEl4oAAIBtcMalkcjISC1dutTsMkzndruVnZ0tScrPzzdlEjcrioyMNLsEAAh5BJdGHA4Hb9I/cXgGbwAArIBLRQAAwDYILgAAwDYILgAAwDYILgAAwDYILgAAwDYILgAAwDYILgAAwDYYxwUAcMLqGkJ6Vjco+G2A4AIACIhxeBJWSSNe+NTESmA1jdvGqcKlIgAAYBuccQEABMThcPhuzx7yO0U24TNwKKtr8PrOvDVuG6cKwQUAcMIim4TJRXBBEBFcABvx1DWYXYKpDl8/D8anOqsK9TYAEFwAG1k97FmzSwAAU3F+DwAA2AZnXACLi4yM1NKlS80uw3Rut1vZ2dmSpPz8fLlcLpMrMl9kZKTZJQBBR3ABLM7hcPAm/RMul4tjAoQoLhUBAADbILgAAADbILgAAADbILgAAADbILgAAADbILgAAADbMCW4fPbZZxoyZIguv/xydevWTePHj1dVVZUkacuWLRo4cKCSk5OVlpamxYsXm1EiAACwoKAHF7fbrVtvvVXJycn65z//qbfeekt79+7VxIkTVV1draFDhyojI0PFxcXKy8vTlClTVFpaGuwyAQCABQV9ALqKigpdcMEFGjFihJxOpyIiIpSVlaXx48ersLBQMTExysnJkSSlpqYqPT1dCxYsUFJSUkD78Xg8p6L8kND42Hk8Ho4lLIF2aR0cexzLr3ltHu/jgh5czj//fM2dO9dv2cqVK/X73/9e5eXlSkhI8FsXHx+vgoKCgPdTVlb2q+oMZfX19b7bpaWlioiIMLEa4BDapXU0/lsAjQXjtWnqkP+GYWj69Olas2aNXnnlFb300kuKiory28blcqm2tjbg505MTJTT6TxZpYYUt9vtu52UlMTQ6rAE2qV1NP5bAI39mtemx+M5rpMOpgWXmpoa3XPPPdq6dateeeUVdezYUVFRUdq/f7/fdm63W9HR0QE/v9PpJLicoMbHjeMIq6BdWgfHHscSjNemKd8q2r59u/r376+amhoVFBSoY8eOkqSEhASVl5f7bbtt2zZ16NDBjDIBAIDFBD24VFdX68Ybb9Sll16q559/XrGxsb51vXr10u7duzV//nw1NDSoqKhIy5cvV//+/YNdJgAAsKCgXypasmSJKioq9O6772rFihV+6zZt2qR58+YpLy9PM2bMUGxsrHJzc5WSkhLsMgEAgAUFPbgMGTJEQ4YMOeb6xMRE5efnB7EiAABgF6Z+qwgAYG91DV6zSzCVYRiSJIfDYXIl5gl2GyC4AABO2IgXPjW7BIQYJlkEAAC2wRkXAEBAIiMjtXTpUrPLMJ3b7VZ2drYkKT8/n0ERdahtnGoEFwBAQBwOB2/SP+FyuTgmQcKlIgAAYBsEFwAAYBsEFwAAYBsEFwAAYBsEFwAAYBsEFwAAYBsEFwAAYBsEFwAAYBsEFwAAYBsEFwAAYBsEFwAAYBsEFwAAYBsEFwAAYBsEFwAAYBsEFwAAYBsEFwAAYBsEFwAAYBsEFwAAYBsEFwAAYBsEFwAAYBsEFwAAYBsEFwAAYBsEFwAAYBsEFwAAYBsEFwAAYBsEFwAAYBsEFwAAYBumBpeqqir16tVL69ev9y3bsmWLBg4cqOTkZKWlpWnx4sUmVggAAKzEtOBSUlKirKwsbd++3besurpaQ4cOVUZGhoqLi5WXl6cpU6aotLTUrDIBAICFhJux0zfeeEMzZszQuHHjNGbMGN/ywsJCxcTEKCcnR5KUmpqq9PR0LViwQElJSQHtw+PxnNSaQ0njY+fxeDiWsATaJayGNnlyHe/xMyW4dO/eXenp6QoPD/cLLuXl5UpISPDbNj4+XgUFBQHvo6ys7FfXGarq6+t9t0tLSxUREWFiNcAhtEtYDW3SHKYEl1atWh11+YEDBxQVFeW3zOVyqba2NuB9JCYmyul0nlB9oc7tdvtuJyUlyeVymVgNcAjtElZDmzy5PB7PcZ10MCW4HEtUVJT279/vt8ztdis6Ojrg53I6nQSXE9T4uHEcYRW0S1gNbdIclvo6dEJCgsrLy/2Wbdu2TR06dDCpIgAAYCWWCi69evXS7t27NX/+fDU0NKioqEjLly9X//79zS4NAABYgKWCS/PmzTVv3jytWLFCXbp0UW5urnJzc5WSkmJ2aQAAwAJM7+Py+eef+91PTExUfn6+SdUAAAArs9QZFwAAgJ9DcAEAALZBcAEAALZBcAEAALZBcAEAALZBcAEAALZBcAEAALZBcAEAALZBcAEAALZBcAEAALZBcAEAALZBcAEAALZBcAEAALZBcAEAALZBcAEAALZBcAEAALZBcAEAALYRbnYBAOzBMAzV1dWZtn+3233U22aIjIyUw+EwtQYgVBFcAPwiwzA0duxYffLJJ2aXIknKzs42df8XXnihpk2bRngBTMClIgAAYBuccQHwixwOh6ZNm2bqpaJbbrlFe/bs8d1v2bKl5s6da0otXCoCzENwAXBcHA6HXC6XKft+7733/EKLJO3evVtr165Vr169TKkJgDm4VATA0jwej6ZPn37UddOnT5fH4wluQQBMRXABYGnvvvvuMcOJx+PRu+++G+SKAJiJ4ALA0vr06SOn03nUdU6nU3369AlyRQDMRHABYGlOp1PXX3/9Udf169fvmKEGwOmJ4ALA0rxerwoLC4+6buXKlfJ6vUGuCICZCC4ALK24uFj79u076rp9+/apuLg4yBUBMBPBBYClde7cWc2aNTvqumbNmqlz585BrgiAmQguACwtLCxMAwYMOOq6zMxMhYXxbwwIJQxAZ0FMZuePUUpDm9frVX5+/lHXvfrqq+rXrx/hBQghBBeLYTK7IzGhXWhbv369amtrj7qutrZW69evV2pqapCrAmAWSwaXPXv26N5779VHH30kp9Opa6+9VhMmTFB4uCXLBXAKGYbxq9bj9MXZ6f8IpTPTlkwCf/7zn9WmTRutXbtWu3fv1h133KH58+fr1ltvNbu0U84Kk9lJ/3kzsMILIZRekDhSXFzcr1qP0xNnp/2F0plpywWXr7/+Wh999JH+8Y9/KCoqSu3atdPw4cP12GOPhURwkcydzA6wmnPPPVcdOnRQeXn5Ees6dOigc88914SqAJjFcsGlvLxcMTExatOmjW/Zb3/7W1VUVGjfvn3H/FrkTzHxGnD6GD9+vG677bYjlk+YMIEB6ELY1KlTOTv9fyIjI23/Wjje923LBZcDBw4oKirKb9nh+7W1tccdXMrKyk56bQDM07VrV3344Ye++926ddPOnTu1c+dOE6sCEGyWCy5nnHGGfvzxR79lh+9HR0cf9/MkJiYyhwlwGrngggu0adMm/fjjj4qKitJf/vIXLqkCpxGPx3NcJx0sF1w6dOigvXv3avfu3WrZsqUk6YsvvlDbtm115plnHvfzOJ1OggtwGomOjtaECRM0Z84cDR8+PKAPMgBOH5Ybtem8887TZZddpocfflg1NTXasWOH5syZc8yRMwGEjpSUFL300ktKSUkxuxQAJrFccJGkGTNm6ODBg7rqqquUmZmpK664QsOHDze7LAAAYDLLXSqSpJYtW2rGjBlmlwEAACzGkmdcAAAAjobgAgAAbIPgAgAAbIPgAgAAbIPgAgAAbIPgAgAAbIPgAgAAbIPgAgAAbMOSA9D9GoenGD/e6bEBAID5Dr9vH34fP5bTLrh4vV5JOq4ZJgEAgLUcfh8/FofxS9HGZrxerw4ePKiwsDA5HA6zywEAAMfBMAx5vV6Fh4crLOzYPVlOu+ACAABOX3TOBQAAtkFwAQAAtkFwAQAAtkFwAQAAtkFwAQAAtkFwAQAAtkFwwa9WV1en77//3uwyAAAhgHFcQkhaWpp27dql8HD/AZOTk5MVFhamTp066fbbbw/4efv376+cnBz169fvZJWK00B1dbWeeOIJrVmzRtXV1WratKm6deumMWPGqG3btmaX5/PNN9/oqquu0t/+9jedc845ZpcDk0yePFnLly+XJB08eFANDQ2KioryrU9KStLZZ5+tRx555KiP79u3r4YNG6Zrr732uPY3c+ZMffTRR3r55Zd/ffEh5rQb8h8/7/777z/pAeOHH344qc+H08OYMWN05plnqqCgQK1atdLu3buVl5enIUOGaPny5UcEaMBMDzzwgB544AFJ0pIlSzRr1iytXr3at/7uu+/+2ce//fbbp7Q+/AeXiiBJGjRokGbOnCnp0At09OjR6tOnj1JSUrR9+3a9+uqruvrqq9WpUyelp6dr8eLFkqSbb75ZFRUVuu+++3wvekCSSkpK1KtXL7Vq1UqS1LJlS02cOFEXX3yx9u3bp5qaGj3wwAPq0aOHUlNTNWbMGO3evdv3+K1bt2rQoEFKTk5W9+7d9eSTT/omX9uwYYNycnLUqVMnpaWlafr06aqvr5d06JPs6NGjddddd6lTp0668sorNW3aNN/z1tTUaMKECbrssst0xRVX6M033wziUYGd7dmzR6NHj1aXLl3UvXt3vfLKK751aWlpWrJkiaRD/0/vvvtu/fd//7d69uypmpoabdy4Uf3799cll1yi7OxsffPNN2b9GrZHcMFRrV27Vk8++aQKCwvlcDg0ZcoUPfvss9qwYYPGjx+vBx98UJWVlZo3b57i4uJ0//33a/LkyWaXDQvp27ev7rvvPv31r3/VO++8o2+//VatWrXSI488otjYWE2cOFFff/21lixZolWrVqlp06YaOXKkDMPQ3r17dfPNN6tLly5av369Xn31VS1ZskQLFy7Ul19+qSFDhuiaa67Rhx9+qBdeeEGrV6/W1KlTffsuLCxU9+7dtX79ej344IN67rnntHnzZkmHPll//fXXKiws1LJly1RSUmLSEYLdFBUVKTs7W0VFRRo7dqweeugh7dy586jbfvjhh8rPz9eyZcvU0NCgYcOGqXfv3iouLta4ceO0atWqIFd/+iC4hJj7779fnTp18vupra09YrtLLrlECQkJatasmZxOpwzDUH5+vkpKSpSamqrNmzerdevWJvwGsIuHHnpIkydP1nfffafJkycrLS1NvXr10rJly7Rnzx6tXLlSkyZNUosWLRQdHa2JEyeqrKxMW7du1Zo1axQZGakRI0YoIiJC7du31wsvvKCePXtq+fLl6tixo2688UZFRETo3HPP1dixY7V48WLfrLLnnXeeMjIy5HQ61aNHD7Vq1UpfffWV6uvr9e6772rUqFFq0aKFmjdvrvHjx5t8pGAX3bp1U9euXeVwONS3b18ZhqEdO3Ycddsrr7xSbdq0UbNmzfT3v/9dUVFRuu2229SkSRNddtll6t+/f5CrP31wkTnE3HfffcfVx6VxKImLi9PLL7+suXPn6vbbb5fH41G/fv00btw4RUZGnspyYWNhYWG67rrrdN1118kwDH3xxRd68803NX78eP3lL3+RJGVmZvo9xul06ptvvtGuXbt09tln+83wfv7550s6dLq+Xbt2fo8755xz5Ha7tWfPHknyXZ46rEmTJvJ6vfrhhx9UX1+vs88+27fup88FHEtMTIzvdkREhCTJ4/EcddvG/0N37tx5RHtu3769Pv3001NT6GmO4IKjavwC27Nnjzwej2bPni2v16uNGzdq9OjR+q//+i/l5OSYWCWsau3atRo9erTWrFmjmJgYORwOxcfHa+zYsfrggw98/VHeffddv5Cxbds2tWvXTitXrtR3330nwzB8bXHVqlWqqanRb37zGxUWFvrtb/v27YqIiNBZZ531s3U1b95ckZGR2rFjhy8I8VV+nAqN/4e2bdtW3377rbxer8LCDl3ooN2dOC4V4RdVVFTo5ptv1rp16xQWFqY2bdpIOvQmIB365LF//34zS4TFdO7cWS1atNA999yjzz//XA0NDaqpqdGyZcv01VdfqU+fPurZs6fy8vL0ww8/qKGhQU899ZQGDBigffv2qWfPnjp48KCefvpp1dfXa/v27Xr44YdVV1envn376osvvtCLL77oW/f4448rPT3d9yn4WCIiIpSRkaEnn3xS33//vfbv36/HHnssSEcFoSotLU2GYWjmzJmqr6/Xxx9/7PuCAwJHcMEvSkxM1OTJk/XXv/5VycnJysnJ0Q033KA+ffpIkgYMGKAnnnhCd911l8mVwipcLpdeffVVtWrVSnfccYc6deqknj17atmyZXrhhRf029/+VlOnTlWzZs2UkZGhlJQUvf/++5o7d65atWqlZs2a6fnnn9e6devUvXt3DRo0SNnZ2crKytI555yjuXPnauXKleratatuuOEGdevW7bg7h0+aNElJSUlKT0/XNddco4svvvgUHw2Eusbt+fLLL9ekSZPUu3dvs8uyLQagAwAAtsEZFwAAYBsEFwAAYBsEFwAAYBsEFwAAYBsEFwAAYBsEFwAAYBsEFwAAYBsEFwAAYBsEFwCWsX79enXs2NHsMgBYGMEFAADYBsEFgCm2bt2qQYMGKTk5Wd27d9eTTz6pn85Asnr1amVnZys1NVUXX3yx/vSnP+mrr76SJNXU1GjMmDHq0qWLunXrpltuuUVffPGFJGnnzp269dZbdfnll+vKK6/UyJEjVVlZGexfEcApQHABEHR79+7VzTffrC5dumj9+vV69dVXtWTJEl8okaTvv/9ed955p4YOHap169bp73//uwzD0OzZsyVJ8+bNU01Njd5//32tWbNGrVq10v/+7/9Kkh5//HG1bdtWH3zwgd555x3V1tbq2WefNeNXBXCShZtdAIDQs2bNGkVGRmrEiBFyOBxq3769XnjhBZWVlfm2iY2N1dtvv6327durpqZG33//vZo3b66dO3dKOjQD9WeffaalS5eqW7duevjhhxUWduizWGRkpIqLi/X2228rNTVVc+fO9a0DYG+8kgEE3a5du3T22WfL4XD4lp1//vlq27at736TJk301ltv6corr1Tfvn31+OOPa8+ePb7LSbfddptuueUWFRQUqHfv3urTp48KCwslSbm5ufrjH/+o559/Xj169FC/fv20YcOG4P6SAE4JgguAoGvbtq2+++47vz4tq1at0nfffee7/+677+qVV17Ryy+/rPfff1/PPfecLrzwQt/6zz//XGlpaSooKND69evVr18/jRkzRvv379cnn3yirKwsLV++XB9++KEuu+wyjRw5Mqi/I4BTg+ACIOh69uypgwcP6umnn1Z9fb22b9+uhx9+WHV1db5t9u/fr7CwMLlcLhmGoX/84x9aunSpGhoaJEmLFy/W+PHjtWfPHjVt2lRNmzbVGWecoYiICD399NN68MEHVVNTo2bNmikqKkrNmzc369cFcBI5jJ924weAIPj00081ZcoUffbZZ4qKilJOTo4uvvhiDR48WJ9//rnq6+uVm5ur1atXy+l06vzzz1dqaqoWLFigtWvXqqGhQQ888IDef/991dXV6fzzz9fdd9+tzp07q7KyUvfff782bNig+vp6XXTRRbr33nuVkJBg9q8N4FciuAAAANvgUhEAALANggsAALANggsAALANggsAALANggsAALANggsAALANggsAALANggsAALANggsAALANggsAALANggsAALCN/w9GEVTamu34tQAAAABJRU5ErkJggg==\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# CODE HERE\n",
+ "# REPLICATE EXERCISE PLOT IMAGE BELOW\n",
+ "# BE CAREFUL NOT TO OVERWRITE CELL BELOW\n",
+ "# THAT WOULD REMOVE THE EXERCISE PLOT IMAGE!\n",
+ "sns.boxplot(x='class',y='age',data=titanic,palette='rainbow' )"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\PC\\AppData\\Local\\Temp\\ipykernel_7104\\535548388.py:5: FutureWarning: Passing `palette` without assigning `hue` is deprecated.\n",
+ " sns.swarmplot(x='class',y='age',data=titanic,palette='rainbow')\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 24,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\PC\\anaconda3\\lib\\site-packages\\seaborn\\categorical.py:3544: UserWarning: 15.2% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n",
+ " warnings.warn(msg, UserWarning)\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# CODE HERE\n",
+ "# REPLICATE EXERCISE PLOT IMAGE BELOW\n",
+ "# BE CAREFUL NOT TO OVERWRITE CELL BELOW\n",
+ "# THAT WOULD REMOVE THE EXERCISE PLOT IMAGE!\n",
+ "sns.swarmplot(x='class',y='age',data=titanic,palette='rainbow')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 26,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 26,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# CODE HERE\n",
+ "# REPLICATE EXERCISE PLOT IMAGE BELOW\n",
+ "# BE CAREFUL NOT TO OVERWRITE CELL BELOW\n",
+ "# THAT WOULD REMOVE THE EXERCISE PLOT IMAGE!\n",
+ "sns.countplot(x='sex',data=titanic)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 27,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\PC\\AppData\\Local\\Temp\\ipykernel_7104\\454273669.py:5: FutureWarning: The default value of numeric_only in DataFrame.corr is deprecated. In a future version, it will default to False. Select only valid columns or specify the value of numeric_only to silence this warning.\n",
+ " sns.heatmap(titanic.corr(),cmap='coolwarm')\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "Text(0.5, 1.0, 'titanic.corr()')"
+ ]
+ },
+ "execution_count": 27,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# CODE HERE\n",
+ "# REPLICATE EXERCISE PLOT IMAGE BELOW\n",
+ "# BE CAREFUL NOT TO OVERWRITE CELL BELOW\n",
+ "# THAT WOULD REMOVE THE EXERCISE PLOT IMAGE!\n",
+ "sns.heatmap(titanic.corr(),cmap='coolwarm')\n",
+ "plt.title('titanic.corr()')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 28,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 28,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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pyszM1OnTp1VYWKiGhgbt2LFD69ev93yPaeTIkVq/fr127NihhoYGFRYW6syZM8rMzLRrCQAAAD5j25mm2NhYrVy5Unl5eVqyZInatWun3Nxc9enTR5KUnp6uX/3qV/r1r3+tEydOKC4uTsuXL1dMTIxdSwAAAPCZJoWmQ4cONfo5KSlJa9asueH4oUOHaujQoU2ZEgAAwC+4jQoAAIAFhCYAAAALCE0AAAAWEJoAAAAsIDQBAABYQGgCAACwgNAEAABgAaEJAADAAkITAACABYQmAAAACwhNAAAAFhCaAAAALCA0AQAAWEBoAgAAsIDQBAAAYAGhCQAAwAJCEwAAgAWEJgAAAAsITQAAABYQmgAAACwgNAEAAFhAaAIAALCA0AQAAGABoQkAAMACW0PTgQMHlJOTo9TUVPXv31+LFi1SfX29JGnfvn0aNWqUkpOTlZGRoZKSEjunBgAA8CnbQpPb7dbkyZOVlZWlXbt2ae3atfr444+1fPlyVVdXa9KkSRo2bJjKysqUl5enxYsXa//+/XZNDwAA4FO2habq6mqdOnVKbrdbxpjvdh4eLqfTqdLSUsXExCgnJ0cRERFKT09Xdna2iouL7ZoeAADAp2wLTbGxsRo/frwKCgqUlJSkBx54QHfddZfGjx+viooKJSQkNBofFxengwcP2jU9AACAT0XYtSO3263o6Gg999xzGjlypL7++ms98cQTWrJkiS5evCin09lofHR0tGpra72ex+VyWR5jZWygcjgc/l5Ck/ni+Q+GY2tVKNUq3Vq9TX2fhEo/sSqUapWoN5j5qp/YFpq2bNmizZs3a9OmTZKk+Ph4TZs2TXl5ecrOztaFCxcaja+rq1Pr1q29nqe8vNwnYwOJ0+lUYmKiv5fRZIcOHdKlS5d8su+WemxvRSjVKnlXb0pKSrPNFUrHIZRqlag3mNndT2wLTcePH/f8pZxn5xERioyMVEJCgj755JNGj1VWVio+Pt7reZKSkm6aBl0ul8rLyy2Nhe9069bN9n2G0rENpVol/9RLP2kslGqVqDeY+apW20JT//799Zvf/EavvfaaJk6cqKqqKi1dulTZ2dnKzMzU888/r8LCQuXk5GjPnj1av369Xn31Va/ncTgclp8Ab8bCfr587kPp2IZSrVLz1ks/ub5QqlWi3mBmd622fRE8Li5Oy5Yt09atW5WWlqaf//znysjI0MyZMxUbG6uVK1dq06ZNSktLU25urnJzc9WnTx+7pgcAAPAp2840SVLfvn3Vt2/f6z6WlJSkNWvW2DkdAABAs+E2KgAAABYQmgAAACwgNAEAAFhAaAIAALCA0IQWJzIy0t9LAACEIEITbNehTSu53MYn+3Y4HOqReLdP9g0AwA+x9ZIDgCS1dUbIER6mp9bsVeXJGlv3HfejNvrtQ8khce8kAEBgITTBZypP1uhA1bf+XgYAALbg4zkAAAALCE0AAAAWEJoAAAAsIDQBAABYQGgCAACwgNAEAABgAaEJAADAAkITAACABYQmAAAACwhNAAAAFhCaAAAALCA0AQAAWEBoAgAAsIDQBAAAYAGhCQAAwAJCEwAAgAWEJgAAAAtsDU3nz5/X7NmzlZaWpt69e2vq1Kk6efKkJGnfvn0aNWqUkpOTlZGRoZKSEjunBgAA8ClbQ9OTTz6p2tpabdmyRR988IEcDoeee+45VVdXa9KkSRo2bJjKysqUl5enxYsXa//+/XZODwAA4DMRdu3oiy++0L59+/Tpp5+qTZs2kqSFCxfq1KlTKi0tVUxMjHJyciRJ6enpys7OVnFxse655x67lgAAAOAztp1p2r9/v+Li4vTWW28pMzNT/fv3V0FBgTp06KCKigolJCQ0Gh8XF6eDBw/aNT0AAIBP2Xamqbq6WocOHVLPnj21bt061dXVafbs2ZozZ47uuOMOOZ3ORuOjo6NVW1vr9Twul8vyGCtjA5XD4fD3EgKa2+329xJ8Lhhex964lXqb+j4JlX5iVSjVKlFvMPNVP7EtNEVFRUmS5s+fr1atWqlNmzaaMWOGRo8ereHDh6uurq7R+Lq6OrVu3drrecrLy30yNpA4nU4lJib6exkBraKiQpcuXfL3MppFS30d3ypv6k1JSWm2uULpOIRSrRL1BjO7+4ltoSkuLk5ut1sNDQ1q1aqVpL+fDejRo4f++7//u9H4yspKxcfHez1PUlLSTdOgy+VSeXm5pbFomeLj4xUeHtxXzAi117E/6qWfNBZKtUrUG8x8Vattoalv377q3Lmz5s2bp8WLF+vy5ct68cUX9dOf/lQPPviglixZosLCQuXk5GjPnj1av369Xn31Va/ncTgclp8Ab8aiZQkPDw+ZYxtqr+PmrJd+cn2hVKtEvcHM7lpt+1U9MjJSb775phwOh7KyspSVlaVOnTrpP//zPxUbG6uVK1dq06ZNSktLU25urnJzc9WnTx+7pgcAAPAp2840SVLHjh314osvXvexpKQkrVmzxs7pAAAAmk1wfykEAADAJoQmAAAACwhNAAAAFhCaAAAALCA0AQAAWEBoAgAAsIDQBAAAYAGhCQAAwAJCEwAAgAWEJgAAAAsITQAAABYQmgAAACwgNAEAAFhAaAIAALCA0AQAAGABoQkAAMACQhMAwMPpdPp7CUDAivD3AgAAASIsXImJiU3ejctt5AgPs2FBQGAhNAEAJEmO8DA9tWavKk/W3PI+4n7URr99KNnGVQGBg9CEFqVDm1bf/RbrcPhsDn5LRiirPFmjA1Xf+nsZQEAiNKFFaeuMsOW34Rvht2QAwI0QmtAi8dswAKC58ddzAADbXP0I3S527gtoKs40AQBsY+dH6HxcjkBDaAIA2I6P0BGMfPLxnMvl0rhx4zR37lzPtn379mnUqFFKTk5WRkaGSkpKfDE1AACAT/gkNL3yyivavXu35+fq6mpNmjRJw4YNU1lZmfLy8rR48WLt37/fF9MDAADYzvbQtH37dpWWlmrQoEGebaWlpYqJiVFOTo4iIiKUnp6u7OxsFRcX2z09AACAT9j6naYzZ85o/vz5evXVV1VYWOjZXlFRoYSEhEZj4+LitHbtWq/ncLlclsdYGRuofHnxRtxcILx2guF17I1bqbep75Og6Cdh4UF/MVZfPfcBf2xtFkr1+qqf2Baa3G63nnnmGU2YMEHdu3dv9NjFixevuQlkdHS0amtrvZ6nvLzcJ2MDidPptOX+T7h1hw4d0qVLl/y9DEkt93V8q7ypNyUlpdnmCsTjcLVX2PGXagO6ddAzWd1vPtAPfP1+DMRj60uhVK/d/cS20LRs2TJFRUVp3Lhx1zzmdDp14cKFRtvq6urUunVrr+dJSkq6aRp0uVwqLy+3NBa4nm7duvl7CSH3OvZHvcHST+z4S7WuHbzvx83FV+/HlnBs7RRK9fqqVttC0x//+EedPHlSqampkr4LRZL05z//WbNnz9Ynn3zSaHxlZaXi4+O9nsfhcFh+ArwZC3xfIL1uQu113Jz10k9aBl8/76F2bEOpXrtrte2L4Js2bdJnn32m3bt3a/fu3XrwwQf14IMPavfu3crMzNTp06dVWFiohoYG7dixQ+vXr9eIESPsmh4AAMCnmuU2KrGxsVq5cqU2bdqktLQ05ebmKjc3V3369GmO6QEAAJrMZ1cEz8/Pb/RzUlKS1qxZ46vpAAAAfIob9gIAAFhAaAIAALCA0AQAAGABoQkAEJA6tGkll9vYsi+79oPQ5rMvggMA0BRtnRFyhIc1+YrncT9qo98+lGzjyhCqCE0AgIBmxxXPATvw8RwAAIAFhCYAAAALCE0AAAAWEJoAAAAsIDQBAABYQGgCAACwgNAEAABgAaEJ+B47r0B8I1yZGABaJi5uCXyPXVcgvhGuTAwALVfQhqbIyEgpzLcn0lxuI0d4mE/ngH9wBWIAwP8XtKEpIoIzBgAAwD5BG5qu4owBAACwA18EBwAAsIDQBAAAYAGhCQAAwAJCEwAgZDmdTn8vAS0IoQkAENRudNFah8OhxMREORwOr/bHBWpDV9D/9RwAILTZedFaLjcT2mwNTQcPHlRBQYEOHDigyMhI9evXT3PnzlW7du20b98+LVq0SJWVlYqNjdWUKVM0atQoO6dvVld/c+HilkDosOs9T+/wDy5Bg6ayLTTV1dXp8ccf1+jRo7Vs2TJdvHhRc+bM0bx581RQUKBJkyZp+vTpGjNmjMrKyjRt2jR169ZN99xzj11LaFa+vN3GgG4d9ExWd1v3CaDp7HjPc6YCaLlsC01VVVXq3r27pk2bJofDoaioKI0ZM0azZ89WaWmpYmJilJOTI0lKT09Xdna2iouLW2xousoXv7l07dDa1v0BsA9nK4DQZdsXwbt06aIVK1Y0+kLd5s2bdffdd6uiokIJCQmNxsfFxengwYN2TQ8AAOBTPvkiuDFGL730kj744AMVFRVp1apV1/xZZ3R0tGpra73et8vlsmUM4E/evI5D5fV8K/V6+1dPN5rTyhi3293k+byd2wo71wTrWuL7MpR6iq/6ie2hqaamRs8++6wOHDigoqIidevWTU6nUxcuXGg0rq6uTq1be/8xVHl5uaVxXHsDgezQoUO6dOmSpbFWX/PBwpt6U1JSmm2uiooKJSYmNmm+7/PmNXAjTqfT1jXBOjuOn7+EUk+xu5/YGpqOHj2qiRMn6sc//rHWrl2rdu3aSZISEhL0ySefNBpbWVmp+Ph4r+dISkq6aRp0uVyqrKz0et9Ac+nWrdtNx7hcLpWXl1t6zQcDf9RrtZ+Ul5ffUr/6IVZeAwhcLfH4hVJP8VWttoWm6upqPfroo+rTp4/y8vIUHv73r0tlZmbq+eefV2FhoXJycrRnzx6tX79er776qtfzOByOoD/YCH7evIZD7TXfnPV6M9f3e5pdc6Pl8Vxuxobj569LT4RST7G7VttC09tvv62qqiq999572rRpU6PH9u7dq5UrVyovL09LlixRu3btlJubqz59+tg1PQAAPmfX5Wa49ETLZFtomjBhgiZMmHDDx5OSkrRmzRq7pgMAwG+49ERo4t5zAAAAFhCagADGX4ECQOAgNAHN6EZ3W78e7sAOAIHFJxe3BHB9vrxnocSXSwHAlwhNgB/wJVIAaHn4eA4AAMACQhMAAIAFhCYAAAALCE0AAAAWEJoAAAAsIDQBAABYQGgCgGbkzQVOAQQWrtMEAM3IzgucDujWQc9kdbdpZQBuhtAEAH5gxwVOu3ZobdNqAFjBx3NAEPH1Rz98rATYw+73Ku/N5sGZJiCI+PLedtzXDrCPne9Vb96bTqezSXOFOkITEIS4tx3QMtjxXr161soRHvaD4xwOhxITE39wjJX9hDJCEwAALZhdZ604m3xzhCYAAIIAZ5h9jy+CAwAAWEBoAgAAsIDQBAAAYAGhCQAAwAJCEwAAgAWEJgAAAAuaNTSdOXNGU6dOVWpqqtLS0pSXl6crV6405xIABLDIyEh/LwEAbqhZQ9OMGTN02223adu2bVq7dq22b9+uwsLC5lwCgFvk6/vaORwO9Ui822f7B4CmaraLW3799dfatWuXPvroIzmdTnXu3FlTp07V888/r8cff7y5lgHgFvnyvnbS369G7HK5bN83ANih2UJTRUWFYmJi1LFjR8+2rl27qqqqSt9++63atm3bXEsB0ARcdRhAqGq20HTx4sVr7q589efa2tqbhiZjvvtYoL6+Xg6H4wfHulwuGWPkcrnUo1Nrtfrh4bfkrvZOn+3fl/tu6ftvyWtv6fv39dq7dGgtl8ulhoYGy2ebHA6HwsPDFRbm3Q1Gve0nktTQ0CBJTa7fzucxEPfFmlrumq6+B4PhbO/VGqy8x6+y0k/CzNXu4WNbtmxRbm6udu7c6dl26NAhDRkyRLt379btt9/+g/++vr5e5eXlvl4mgBbm3nvvtdwUr6KfALiem/WTZjvTFB8fr/Pnz+v06dO64447JElHjhxRp06dbhqYJCkiIkJJSUm39FslgOAVHu7937PQTwBcz836SbOdaZKksWPHqlOnTlqwYIHOnTunKVOmKCsrS08++WRzLQEAAOCWNGtoOn36tBYsWKCdO3cqPDxcw4YN06xZs7w+tQ4AANDcmjU0AQAAtFTcRgUAAMACQhMAAIAFhCYAAAALCE0AAAAWBFVoOnPmjKZOnarU1FSlpaUpLy9PV65c8feybHPw4EFNmDBB9913n/r166fZs2fr7NmzkqR9+/Zp1KhRSk5OVkZGhkpKSvy8Wnu4XC6NGzdOc+fO9WwLxlrPnz+v2bNnKy0tTb1799bUqVN18uRJScFZ74EDB5STk6PU1FT1799fixYtUn19vaTAqZd+4v9jYDf6SXDW26z9xASRRx55xDz99NOmtrbWHD161AwePNgsX77c38uyxaVLl0y/fv3Mb3/7W3P58mVz9uxZM3HiRDN58mRz/vx5c99995mioiLT0NBgPv30U5OcnGz27dvn72U32UsvvWS6d+9u5syZY4wxQVvrI488YqZNm2aqq6vNhQsXzBNPPGEmTZoUlPW6XC7Tr18/8/vf/964XC5z/Phxk5WVZV555ZWAqpd+4v9jYDf6SfDV29z9JGjONH399dfatWuXnnnmGTmdTnXu3FlTp05VcXGxv5dmi6qqKnXv3l3Tpk1TVFSUYmNjNWbMGJWVlam0tFQxMTHKyclRRESE0tPTlZ2d3eJr3759u0pLSzVo0CDPtmCs9YsvvtC+ffuUn5+vtm3bqk2bNlq4cKFmzZoVlPVWV1fr1KlTcrvdnnvAhYeHy+l0Bky99BP/HwO70U/oJ3bUGzShqaKiQjExMerYsaNnW9euXVVVVaVvv235d2Tv0qWLVqxY0ehCoJs3b9bdd9+tiooKJSQkNBofFxengwcPNvcybXPmzBnNnz9fv/nNbxrd6DkYa92/f7/i4uL01ltvKTMzU/3791dBQYE6dOgQlPXGxsZq/PjxKigoUFJSkh544AHdddddGj9+fMDUSz/x/zGwE/2EfnJVU+sNmtB08eLFRm8GSZ6fa2tr/bEknzHG6MUXX9QHH3yg+fPnX7f26OjoFlu32+3WM888owkTJqh79+6NHgu2WqXvflM6dOiQvvrqK61bt07vvPOOTpw4oTlz5gRlvW63W9HR0Xruuef0+eefa8OGDTpy5IiWLFkSMPXST/x/DOxCP6GffF9T6w2a0HTbbbfp0qVLjbZd/bl169b+WJJP1NTUaPr06Vq/fr2KiorUrVs3OZ1O1dXVNRpXV1fXYutetmyZoqKiNG7cuGseC7ZaJSkqKkqSNH/+fLVp00Z33HGHZsyYoQ8//FDGmKCrd8uWLdq8ebPGjh2rqKgoxcfHa9q0aVq9enXAHF/6if+PgV3oJ/ST72tqvUETmuLj43X+/HmdPn3as+3IkSPq1KmTbr/9dj+uzD5Hjx7ViBEjVFNTo7Vr16pbt26SpISEBFVUVDQaW1lZqfj4eH8ss8n++Mc/ateuXUpNTVVqaqo2bNigDRs2KDU1Nehqlb47Xex2u9XQ0ODZ5na7JUk9evQIunqPHz/u+cuWqyIiIhQZGRkwx5d+4v9jYBf6Cf3k+5pcry1fXw8QDz/8sJk5c6a5cOGC569dlixZ4u9l2eL8+fNmwIABZu7cucblcjV67OzZsyY1NdW88cYbpr6+3mzfvt0kJyeb7du3+2m19pozZ47nr12Csdb6+nqTmZlpnnzySVNTU2POnDljfv7zn5tp06YFZb0VFRWmZ8+eZunSpebKlSvm6NGj5sEHHzT5+fkBVS/9xP/HwBfoJ8FVb3P3k6C6Ye/p06e1YMEC7dy5U+Hh4Ro2bJhmzZrV6MuOLdUbb7yh/Px8OZ1OhYWFNXps7969Ki8vV15eng4fPqx27dpp6tSpGj58uJ9Wa6+r11TJz8+XpKCs9cSJE8rPz1dZWZkuX76sjIwMzZ8/X23btg3Kej/99FO99NJL+utf/6rbb79dQ4YM8fwlV6DUSz/x/zHwBfpJ8NXbnP0kqEITAACArwTNd5oAAAB8idAEAABgAaEJAADAAkITAACABYQmAAAACwhNAAAAFhCaAAAALCA0AQAAWEBoAgAAsIDQBAAAYEGEvxcAXLV161a9/vrr+vrrr1VbW6ukpCQtWrRId911lzZu3KglS5bozJkz6tWrl3784x+roaFB+fn5MsbozTffVHFxsc6cOaOEhATNmzdPPXv29HdJAPyEfgKfsOU2w0ATHT9+3PTs2dO8//77xpjv7j4+duxYM2vWLPPZZ5+Zu+++27z//vumoaHBlJaWmsTERM+dyouKisyAAQPMl19+aerr601JSYlJTU01p06d8mdJAPyEfgJf4eM5BIR27dpp48aNysjIUE1Njb755hvFxsbqxIkT+sMf/qBBgwYpIyNDERERyszM1E9/+lPPvy0uLtbkyZPVvXt3RUZGauTIkerataveffddP1YEwF/oJ/AVPp5DQIiMjNSGDRu0Zs0ahYWFKSEhQTU1NYqIiNDx48eVmJjYaHznzp11+vRpSdKxY8dUUFCgF154wfP4lStXOJ0OhCj6CXyF0ISA8N5776moqEirV6/WT37yE0nSwoULdfjwYd15552qqqpqNL6qqkpRUVGSpE6dOmn69OkaPHiw5/GjR48qJiam2dYPIHDQT+ArfDyHgHDhwgWFh4crOjpaxhh99NFHeuedd9TQ0KBRo0Zpy5Yt2rZtm1wulz788EOVlpZ6/u3o0aO1dOlSHTlyRJK0bds2DR48WGVlZf4qB4Af0U/gK2HGGOPvRQD19fXKzc3V1q1b5XA41KVLF6Wnp6u4uFjbtm3Txo0b9corr+jcuXNKTU2VMUadOnXSwoUL5XK59MYbb6ikpEQnT55Ux44d9dhjj2nUqFH+LguAH9BP4CuEJgS8v/3tb3K73eratatn25NPPqkuXbpo5syZflwZgJaGfoKm4OM5BLzKyko9+uijOnr0qCRp586d2rZtmx544AE/rwxAS0M/QVNwpgktwtKlS/U///M/qq6u1p133qnJkycrOzvb38sC0ALRT3CrCE0AAAAW8PEcAACABYQmAAAACwhNAAAAFhCaAAAALCA0AQAAWEBoAgAAsIDQBAAAYAGhCQAAwAJCEwAAgAX/BxI4Ywzrvh0JAAAAAElFTkSuQmCC\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# CODE HERE\n",
+ "# REPLICATE EXERCISE PLOT IMAGE BELOW\n",
+ "# BE CAREFUL NOT TO OVERWRITE CELL BELOW\n",
+ "# THAT WOULD REMOVE THE EXERCISE PLOT IMAGE!\n",
+ "s = sns.FacetGrid(data=titanic,col='sex')\n",
+ "s.map(plt.hist,'age')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Great Job!\n",
+ "\n",
+ "### That is it for now! We'll see a lot more of seaborn practice problems in the machine learning section!"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3 (ipykernel)",
+ "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": "3.10.9"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/Assignment 3/220888_Rishav_Raj_01-Linear Regression Project.ipynb b/Assignment 3/220888_Rishav_Raj_01-Linear Regression Project.ipynb
new file mode 100644
index 0000000..4b27d8f
--- /dev/null
+++ b/Assignment 3/220888_Rishav_Raj_01-Linear Regression Project.ipynb
@@ -0,0 +1,1067 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "# Linear Regression Project - Solutions\n",
+ "\n",
+ "Congratulations! You just got some contract work with an Ecommerce company based in New York City that sells clothing online but they also have in-store style and clothing advice sessions. Customers come in to the store, have sessions/meetings with a personal stylist, then they can go home and order either on a mobile app or website for the clothes they want.\n",
+ "\n",
+ "The company is trying to decide whether to focus their efforts on their mobile app experience or their website. They've hired you on contract to help them figure it out! Let's get started!\n",
+ "\n",
+ "Just follow the steps below to analyze the customer data (it's fake, don't worry I didn't give you real credit card numbers or emails)."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Imports\n",
+ "**Import pandas, numpy, matplotlib,and seaborn. Then set %matplotlib inline \n",
+ "(You'll import sklearn as you need it.)**"
+ ]
+ },
+ {
+ "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",
+ "%matplotlib inline"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Get the Data\n",
+ "\n",
+ "We'll work with the Ecommerce Customers csv file from the company. It has Customer info, suchas Email, Address, and their color Avatar. Then it also has numerical value columns:\n",
+ "\n",
+ "* Avg. Session Length: Average session of in-store style advice sessions.\n",
+ "* Time on App: Average time spent on App in minutes\n",
+ "* Time on Website: Average time spent on Website in minutes\n",
+ "* Length of Membership: How many years the customer has been a member. \n",
+ "\n",
+ "**Read in the Ecommerce Customers csv file as a DataFrame called customers.**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "customers = pd.read_csv('Ecommerce Customers')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "**Check the head of customers, and check out its info() and describe() methods.**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " Email \n",
+ " Address \n",
+ " Avatar \n",
+ " Avg. Session Length \n",
+ " Time on App \n",
+ " Time on Website \n",
+ " Length of Membership \n",
+ " Yearly Amount Spent \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " mstephenson@fernandez.com \n",
+ " 835 Frank Tunnel\\nWrightmouth, MI 82180-9605 \n",
+ " Violet \n",
+ " 34.497268 \n",
+ " 12.655651 \n",
+ " 39.577668 \n",
+ " 4.082621 \n",
+ " 587.951054 \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " hduke@hotmail.com \n",
+ " 4547 Archer Common\\nDiazchester, CA 06566-8576 \n",
+ " DarkGreen \n",
+ " 31.926272 \n",
+ " 11.109461 \n",
+ " 37.268959 \n",
+ " 2.664034 \n",
+ " 392.204933 \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " pallen@yahoo.com \n",
+ " 24645 Valerie Unions Suite 582\\nCobbborough, D... \n",
+ " Bisque \n",
+ " 33.000915 \n",
+ " 11.330278 \n",
+ " 37.110597 \n",
+ " 4.104543 \n",
+ " 487.547505 \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " riverarebecca@gmail.com \n",
+ " 1414 David Throughway\\nPort Jason, OH 22070-1220 \n",
+ " SaddleBrown \n",
+ " 34.305557 \n",
+ " 13.717514 \n",
+ " 36.721283 \n",
+ " 3.120179 \n",
+ " 581.852344 \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " mstephens@davidson-herman.com \n",
+ " 14023 Rodriguez Passage\\nPort Jacobville, PR 3... \n",
+ " MediumAquaMarine \n",
+ " 33.330673 \n",
+ " 12.795189 \n",
+ " 37.536653 \n",
+ " 4.446308 \n",
+ " 599.406092 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Email \\\n",
+ "0 mstephenson@fernandez.com \n",
+ "1 hduke@hotmail.com \n",
+ "2 pallen@yahoo.com \n",
+ "3 riverarebecca@gmail.com \n",
+ "4 mstephens@davidson-herman.com \n",
+ "\n",
+ " Address Avatar \\\n",
+ "0 835 Frank Tunnel\\nWrightmouth, MI 82180-9605 Violet \n",
+ "1 4547 Archer Common\\nDiazchester, CA 06566-8576 DarkGreen \n",
+ "2 24645 Valerie Unions Suite 582\\nCobbborough, D... Bisque \n",
+ "3 1414 David Throughway\\nPort Jason, OH 22070-1220 SaddleBrown \n",
+ "4 14023 Rodriguez Passage\\nPort Jacobville, PR 3... MediumAquaMarine \n",
+ "\n",
+ " Avg. Session Length Time on App Time on Website Length of Membership \\\n",
+ "0 34.497268 12.655651 39.577668 4.082621 \n",
+ "1 31.926272 11.109461 37.268959 2.664034 \n",
+ "2 33.000915 11.330278 37.110597 4.104543 \n",
+ "3 34.305557 13.717514 36.721283 3.120179 \n",
+ "4 33.330673 12.795189 37.536653 4.446308 \n",
+ "\n",
+ " Yearly Amount Spent \n",
+ "0 587.951054 \n",
+ "1 392.204933 \n",
+ "2 487.547505 \n",
+ "3 581.852344 \n",
+ "4 599.406092 "
+ ]
+ },
+ "execution_count": 9,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "customers.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " Avg. Session Length \n",
+ " Time on App \n",
+ " Time on Website \n",
+ " Length of Membership \n",
+ " Yearly Amount Spent \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " count \n",
+ " 500.000000 \n",
+ " 500.000000 \n",
+ " 500.000000 \n",
+ " 500.000000 \n",
+ " 500.000000 \n",
+ " \n",
+ " \n",
+ " mean \n",
+ " 33.053194 \n",
+ " 12.052488 \n",
+ " 37.060445 \n",
+ " 3.533462 \n",
+ " 499.314038 \n",
+ " \n",
+ " \n",
+ " std \n",
+ " 0.992563 \n",
+ " 0.994216 \n",
+ " 1.010489 \n",
+ " 0.999278 \n",
+ " 79.314782 \n",
+ " \n",
+ " \n",
+ " min \n",
+ " 29.532429 \n",
+ " 8.508152 \n",
+ " 33.913847 \n",
+ " 0.269901 \n",
+ " 256.670582 \n",
+ " \n",
+ " \n",
+ " 25% \n",
+ " 32.341822 \n",
+ " 11.388153 \n",
+ " 36.349257 \n",
+ " 2.930450 \n",
+ " 445.038277 \n",
+ " \n",
+ " \n",
+ " 50% \n",
+ " 33.082008 \n",
+ " 11.983231 \n",
+ " 37.069367 \n",
+ " 3.533975 \n",
+ " 498.887875 \n",
+ " \n",
+ " \n",
+ " 75% \n",
+ " 33.711985 \n",
+ " 12.753850 \n",
+ " 37.716432 \n",
+ " 4.126502 \n",
+ " 549.313828 \n",
+ " \n",
+ " \n",
+ " max \n",
+ " 36.139662 \n",
+ " 15.126994 \n",
+ " 40.005182 \n",
+ " 6.922689 \n",
+ " 765.518462 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Avg. Session Length Time on App Time on Website \\\n",
+ "count 500.000000 500.000000 500.000000 \n",
+ "mean 33.053194 12.052488 37.060445 \n",
+ "std 0.992563 0.994216 1.010489 \n",
+ "min 29.532429 8.508152 33.913847 \n",
+ "25% 32.341822 11.388153 36.349257 \n",
+ "50% 33.082008 11.983231 37.069367 \n",
+ "75% 33.711985 12.753850 37.716432 \n",
+ "max 36.139662 15.126994 40.005182 \n",
+ "\n",
+ " Length of Membership Yearly Amount Spent \n",
+ "count 500.000000 500.000000 \n",
+ "mean 3.533462 499.314038 \n",
+ "std 0.999278 79.314782 \n",
+ "min 0.269901 256.670582 \n",
+ "25% 2.930450 445.038277 \n",
+ "50% 3.533975 498.887875 \n",
+ "75% 4.126502 549.313828 \n",
+ "max 6.922689 765.518462 "
+ ]
+ },
+ "execution_count": 10,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "customers.describe()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "RangeIndex: 500 entries, 0 to 499\n",
+ "Data columns (total 8 columns):\n",
+ " # Column Non-Null Count Dtype \n",
+ "--- ------ -------------- ----- \n",
+ " 0 Email 500 non-null object \n",
+ " 1 Address 500 non-null object \n",
+ " 2 Avatar 500 non-null object \n",
+ " 3 Avg. Session Length 500 non-null float64\n",
+ " 4 Time on App 500 non-null float64\n",
+ " 5 Time on Website 500 non-null float64\n",
+ " 6 Length of Membership 500 non-null float64\n",
+ " 7 Yearly Amount Spent 500 non-null float64\n",
+ "dtypes: float64(5), object(3)\n",
+ "memory usage: 31.4+ KB\n"
+ ]
+ }
+ ],
+ "source": [
+ "customers.info()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Exploratory Data Analysis\n",
+ "\n",
+ "**Let's explore the data!**\n",
+ "\n",
+ "For the rest of the exercise we'll only be using the numerical data of the csv file.\n",
+ "___\n",
+ "**Use seaborn to create a jointplot to compare the Time on Website and Yearly Amount Spent columns. Does the correlation make sense?**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 68,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "sns.set_palette(\"Greys_r\")\n",
+ "sns.set_style('whitegrid')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 69,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 69,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.jointplot(x = 'Time on Website', y = 'Yearly Amount Spent', data = customers)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "**Do the same but with the Time on App column instead.**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 70,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 70,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.jointplot(x = 'Time on App', y = 'Yearly Amount Spent', data = customers)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "**Use jointplot to create a 2D hex bin plot comparing Time on App and Length of Membership.**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 71,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 71,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.set_palette('Blues_r')\n",
+ "sns.jointplot(x = 'Time on App', y = 'Length of Membership' , data = customers, kind = 'hex' )"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "**Let's explore these types of relationships across the entire data set. Use [pairplot](https://stanford.edu/~mwaskom/software/seaborn/tutorial/axis_grids.html#plotting-pairwise-relationships-with-pairgrid-and-pairplot) to recreate the plot below.(Don't worry about the the colors)**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 72,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 72,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.pairplot(customers)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "**Based off this plot what looks to be the most correlated feature with Yearly Amount Spent?**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 76,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\PC\\AppData\\Local\\Temp\\ipykernel_16052\\441358513.py:1: FutureWarning: The default value of numeric_only in DataFrame.corr is deprecated. In a future version, it will default to False. Select only valid columns or specify the value of numeric_only to silence this warning.\n",
+ " sns.heatmap(customers.corr() , cmap = 'Blues' , annot = True)\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 76,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.heatmap(customers.corr() , cmap = 'Blues' , annot = True)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "**Create a linear model plot (using seaborn's lmplot) of Yearly Amount Spent vs. Length of Membership.**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 101,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 101,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.set_palette('Blues_r')\n",
+ "sns.lmplot(x = 'Length of Membership' , y = 'Yearly Amount Spent' , data = customers)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Training and Testing Data\n",
+ "\n",
+ "Now that we've explored the data a bit, let's go ahead and split the data into training and testing sets.\n",
+ "**Set a variable X equal to the numerical features of the customers and a variable y equal to the \"Yearly Amount Spent\" column.**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 154,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "X = customers[['Avg. Session Length','Time on App','Time on Website','Length of Membership']]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 155,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "y = customers[['Yearly Amount Spent']]"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "**Use model_selection.train_test_split from sklearn to split the data into training and testing sets. Set test_size=0.3 and random_state=101**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 156,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from sklearn.model_selection import train_test_split"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 157,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "X_train,X_test,y_train,y_test = train_test_split(X,y,test_size = 0.3 , random_state = 101)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Training the Model\n",
+ "\n",
+ "Now its time to train our model on our training data!\n",
+ "\n",
+ "**Import LinearRegression from sklearn.linear_model**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 158,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from sklearn.linear_model import LinearRegression"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "**Create an instance of a LinearRegression() model named lm.**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 159,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "lm = LinearRegression()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "**Train/fit lm on the training data.**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 160,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "LinearRegression() In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org. "
+ ],
+ "text/plain": [
+ "LinearRegression()"
+ ]
+ },
+ "execution_count": 160,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "lm.fit(X_train,y_train)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "**Print out the coefficients of the model**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 161,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "array([[25.98154972, 38.59015875, 0.19040528, 61.27909654]])"
+ ]
+ },
+ "execution_count": 161,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "lm.coef_"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Predicting Test Data\n",
+ "Now that we have fit our model, let's evaluate its performance by predicting off the test values!\n",
+ "\n",
+ "**Use lm.predict() to predict off the X_test set of the data.**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 162,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "prediction = lm.predict(X_test)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "**Create a scatterplot of the real test values versus the predicted values.**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 163,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Text(0, 0.5, 'Predicted Y')"
+ ]
+ },
+ "execution_count": 163,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.set_palette('Greys_r')\n",
+ "plt.scatter(x = y_test ,y = prediction, color = 'grey' , edgecolors ='black')\n",
+ "plt.xlabel('Y Test')\n",
+ "plt.ylabel('Predicted Y')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Evaluating the Model\n",
+ "\n",
+ "Let's evaluate our model performance by calculating the residual sum of squares and the explained variance score (R^2).\n",
+ "\n",
+ "**Calculate the Mean Absolute Error, Mean Squared Error, and the Root Mean Squared Error. Refer to the lecture or to Wikipedia for the formulas**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 164,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from sklearn import metrics"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 165,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "MAE: 7.228148653430838\n",
+ "MSE: 79.81305165097451\n",
+ "RMSE: 8.933815066978637\n"
+ ]
+ }
+ ],
+ "source": [
+ "print('MAE: ' , metrics.mean_absolute_error(y_test,prediction))\n",
+ "print('MSE:', metrics.mean_squared_error(y_test, prediction))\n",
+ "print('RMSE:', np.sqrt(metrics.mean_squared_error(y_test, prediction)))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Residuals\n",
+ "\n",
+ "You should have gotten a very good model with a good fit. Let's quickly explore the residuals to make sure everything was okay with our data. \n",
+ "\n",
+ "**Plot a histogram of the residuals and make sure it looks normally distributed. Use either seaborn distplot, or just plt.hist().**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 166,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\PC\\AppData\\Local\\Temp\\ipykernel_16052\\715184031.py:1: UserWarning: \n",
+ "\n",
+ "`distplot` is a deprecated function and will be removed in seaborn v0.14.0.\n",
+ "\n",
+ "Please adapt your code to use either `displot` (a figure-level function with\n",
+ "similar flexibility) or `histplot` (an axes-level function for histograms).\n",
+ "\n",
+ "For a guide to updating your code to use the new functions, please see\n",
+ "https://gist.github.com/mwaskom/de44147ed2974457ad6372750bbe5751\n",
+ "\n",
+ " sns.distplot(y_test-prediction , bins = 50)\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 166,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.distplot(y_test-prediction , bins = 50)\n",
+ "# safe to ignore warning"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Conclusion\n",
+ "We still want to figure out the answer to the original question, do we focus our efforst on mobile app or website development? Or maybe that doesn't even really matter, and Membership Time is what is really important. Let's see if we can interpret the coefficients at all to get an idea.\n",
+ "\n",
+ "**Recreate the dataframe below.**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 184,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " Coefficient \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " Avg. Session Length \n",
+ " 25.981550 \n",
+ " \n",
+ " \n",
+ " Time on App \n",
+ " 38.590159 \n",
+ " \n",
+ " \n",
+ " Time on Website \n",
+ " 0.190405 \n",
+ " \n",
+ " \n",
+ " Length of Membership \n",
+ " 61.279097 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Coefficient\n",
+ "Avg. Session Length 25.981550\n",
+ "Time on App 38.590159\n",
+ "Time on Website 0.190405\n",
+ "Length of Membership 61.279097"
+ ]
+ },
+ "execution_count": 184,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "lm.coef_ = lm.coef_.T\n",
+ "df = pd.DataFrame( data = lm.coef_, columns = ['Coefficient'] ,index = X_train.columns)\n",
+ "df.head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "**How can you interpret these coefficients?**"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Interpreting the coefficients:\n",
+ "\n",
+ "- Holding all other features fixed, a 1 unit increase in **Avg. Session Length** is associated with an **increase of 25.98 total dollars spent**.\n",
+ "- Holding all other features fixed, a 1 unit increase in **Time on App** is associated with an **increase of 38.59 total dollars spent**.\n",
+ "- Holding all other features fixed, a 1 unit increase in **Time on Website** is associated with an **increase of 0.19 total dollars spent**.\n",
+ "- Holding all other features fixed, a 1 unit increase in **Length of Membership** is associated with an **increase of 61.27 total dollars spent**."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "**Do you think the company should focus more on their mobile app or on their website?**"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "\n",
+ "This is tricky, there are two ways to think about this: Develop the Website to catch up to the performance of the mobile app, or develop the app more since that is what is working better. This sort of answer really depends on the other factors going on at the company, you would probably want to explore the relationship between Length of Membership and the App or the Website before coming to a conclusion!\n"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Great Job!\n",
+ "\n",
+ "Congrats on your contract work! The company loved the insights! Let's move on."
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3 (ipykernel)",
+ "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": "3.10.9"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/Assignment 3/220888_Rishav_Raj_02-Logistic Regression Project.ipynb b/Assignment 3/220888_Rishav_Raj_02-Logistic Regression Project.ipynb
new file mode 100644
index 0000000..73d4423
--- /dev/null
+++ b/Assignment 3/220888_Rishav_Raj_02-Logistic Regression Project.ipynb
@@ -0,0 +1,787 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {
+ "tags": []
+ },
+ "source": [
+ "# Logistic Regression Project - Solutions\n",
+ "\n",
+ "In this project we will be working with a fake advertising data set, indicating whether or not a particular internet user clicked on an Advertisement on a company website. We will try to create a model that will predict whether or not they will click on an ad based off the features of that user.\n",
+ "\n",
+ "This data set contains the following features:\n",
+ "\n",
+ "* 'Daily Time Spent on Site': consumer time on site in minutes\n",
+ "* 'Age': cutomer age in years\n",
+ "* 'Area Income': Avg. Income of geographical area of consumer\n",
+ "* 'Daily Internet Usage': Avg. minutes a day consumer is on the internet\n",
+ "* 'Ad Topic Line': Headline of the advertisement\n",
+ "* 'City': City of consumer\n",
+ "* 'Male': Whether or not consumer was male\n",
+ "* 'Country': Country of consumer\n",
+ "* 'Timestamp': Time at which consumer clicked on Ad or closed window\n",
+ "* 'Clicked on Ad': 0 or 1 indicated clicking on Ad\n",
+ "\n",
+ "## Import Libraries\n",
+ "\n",
+ "**Import a few libraries you think you'll need (Or just import them as you go along!)**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import pandas as pd\n",
+ "import numpy as np\n",
+ "import matplotlib.pyplot as plt\n",
+ "import seaborn as sns\n",
+ "%matplotlib inline"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Get the Data\n",
+ "**Read in the advertising.csv file and set it to a data frame called ad_data.**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "ad_data = pd.read_csv('advertising.csv')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "**Check the head of ad_data**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " Daily Time Spent on Site \n",
+ " Age \n",
+ " Area Income \n",
+ " Daily Internet Usage \n",
+ " Ad Topic Line \n",
+ " City \n",
+ " Male \n",
+ " Country \n",
+ " Timestamp \n",
+ " Clicked on Ad \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " 68.95 \n",
+ " 35 \n",
+ " 61833.90 \n",
+ " 256.09 \n",
+ " Cloned 5thgeneration orchestration \n",
+ " Wrightburgh \n",
+ " 0 \n",
+ " Tunisia \n",
+ " 2016-03-27 00:53:11 \n",
+ " 0 \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " 80.23 \n",
+ " 31 \n",
+ " 68441.85 \n",
+ " 193.77 \n",
+ " Monitored national standardization \n",
+ " West Jodi \n",
+ " 1 \n",
+ " Nauru \n",
+ " 2016-04-04 01:39:02 \n",
+ " 0 \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " 69.47 \n",
+ " 26 \n",
+ " 59785.94 \n",
+ " 236.50 \n",
+ " Organic bottom-line service-desk \n",
+ " Davidton \n",
+ " 0 \n",
+ " San Marino \n",
+ " 2016-03-13 20:35:42 \n",
+ " 0 \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " 74.15 \n",
+ " 29 \n",
+ " 54806.18 \n",
+ " 245.89 \n",
+ " Triple-buffered reciprocal time-frame \n",
+ " West Terrifurt \n",
+ " 1 \n",
+ " Italy \n",
+ " 2016-01-10 02:31:19 \n",
+ " 0 \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " 68.37 \n",
+ " 35 \n",
+ " 73889.99 \n",
+ " 225.58 \n",
+ " Robust logistical utilization \n",
+ " South Manuel \n",
+ " 0 \n",
+ " Iceland \n",
+ " 2016-06-03 03:36:18 \n",
+ " 0 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Daily Time Spent on Site Age Area Income Daily Internet Usage \\\n",
+ "0 68.95 35 61833.90 256.09 \n",
+ "1 80.23 31 68441.85 193.77 \n",
+ "2 69.47 26 59785.94 236.50 \n",
+ "3 74.15 29 54806.18 245.89 \n",
+ "4 68.37 35 73889.99 225.58 \n",
+ "\n",
+ " Ad Topic Line City Male Country \\\n",
+ "0 Cloned 5thgeneration orchestration Wrightburgh 0 Tunisia \n",
+ "1 Monitored national standardization West Jodi 1 Nauru \n",
+ "2 Organic bottom-line service-desk Davidton 0 San Marino \n",
+ "3 Triple-buffered reciprocal time-frame West Terrifurt 1 Italy \n",
+ "4 Robust logistical utilization South Manuel 0 Iceland \n",
+ "\n",
+ " Timestamp Clicked on Ad \n",
+ "0 2016-03-27 00:53:11 0 \n",
+ "1 2016-04-04 01:39:02 0 \n",
+ "2 2016-03-13 20:35:42 0 \n",
+ "3 2016-01-10 02:31:19 0 \n",
+ "4 2016-06-03 03:36:18 0 "
+ ]
+ },
+ "execution_count": 8,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "ad_data.head()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "**Use info and describe() on ad_data**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "RangeIndex: 1000 entries, 0 to 999\n",
+ "Data columns (total 10 columns):\n",
+ " # Column Non-Null Count Dtype \n",
+ "--- ------ -------------- ----- \n",
+ " 0 Daily Time Spent on Site 1000 non-null float64\n",
+ " 1 Age 1000 non-null int64 \n",
+ " 2 Area Income 1000 non-null float64\n",
+ " 3 Daily Internet Usage 1000 non-null float64\n",
+ " 4 Ad Topic Line 1000 non-null object \n",
+ " 5 City 1000 non-null object \n",
+ " 6 Male 1000 non-null int64 \n",
+ " 7 Country 1000 non-null object \n",
+ " 8 Timestamp 1000 non-null object \n",
+ " 9 Clicked on Ad 1000 non-null int64 \n",
+ "dtypes: float64(3), int64(3), object(4)\n",
+ "memory usage: 78.2+ KB\n"
+ ]
+ }
+ ],
+ "source": [
+ "ad_data.info()\n",
+ "#ad_data.describe()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Exploratory Data Analysis\n",
+ "\n",
+ "Let's use seaborn to explore the data!\n",
+ "\n",
+ "Try recreating the plots shown below!\n",
+ "\n",
+ "**Create a histogram of the Age**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " Daily Time Spent on Site \n",
+ " Age \n",
+ " Area Income \n",
+ " Daily Internet Usage \n",
+ " Male \n",
+ " Clicked on Ad \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " count \n",
+ " 1000.000000 \n",
+ " 1000.000000 \n",
+ " 1000.000000 \n",
+ " 1000.000000 \n",
+ " 1000.000000 \n",
+ " 1000.00000 \n",
+ " \n",
+ " \n",
+ " mean \n",
+ " 65.000200 \n",
+ " 36.009000 \n",
+ " 55000.000080 \n",
+ " 180.000100 \n",
+ " 0.481000 \n",
+ " 0.50000 \n",
+ " \n",
+ " \n",
+ " std \n",
+ " 15.853615 \n",
+ " 8.785562 \n",
+ " 13414.634022 \n",
+ " 43.902339 \n",
+ " 0.499889 \n",
+ " 0.50025 \n",
+ " \n",
+ " \n",
+ " min \n",
+ " 32.600000 \n",
+ " 19.000000 \n",
+ " 13996.500000 \n",
+ " 104.780000 \n",
+ " 0.000000 \n",
+ " 0.00000 \n",
+ " \n",
+ " \n",
+ " 25% \n",
+ " 51.360000 \n",
+ " 29.000000 \n",
+ " 47031.802500 \n",
+ " 138.830000 \n",
+ " 0.000000 \n",
+ " 0.00000 \n",
+ " \n",
+ " \n",
+ " 50% \n",
+ " 68.215000 \n",
+ " 35.000000 \n",
+ " 57012.300000 \n",
+ " 183.130000 \n",
+ " 0.000000 \n",
+ " 0.50000 \n",
+ " \n",
+ " \n",
+ " 75% \n",
+ " 78.547500 \n",
+ " 42.000000 \n",
+ " 65470.635000 \n",
+ " 218.792500 \n",
+ " 1.000000 \n",
+ " 1.00000 \n",
+ " \n",
+ " \n",
+ " max \n",
+ " 91.430000 \n",
+ " 61.000000 \n",
+ " 79484.800000 \n",
+ " 269.960000 \n",
+ " 1.000000 \n",
+ " 1.00000 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
"
+ ],
+ "text/plain": [
+ " Daily Time Spent on Site Age Area Income \\\n",
+ "count 1000.000000 1000.000000 1000.000000 \n",
+ "mean 65.000200 36.009000 55000.000080 \n",
+ "std 15.853615 8.785562 13414.634022 \n",
+ "min 32.600000 19.000000 13996.500000 \n",
+ "25% 51.360000 29.000000 47031.802500 \n",
+ "50% 68.215000 35.000000 57012.300000 \n",
+ "75% 78.547500 42.000000 65470.635000 \n",
+ "max 91.430000 61.000000 79484.800000 \n",
+ "\n",
+ " Daily Internet Usage Male Clicked on Ad \n",
+ "count 1000.000000 1000.000000 1000.00000 \n",
+ "mean 180.000100 0.481000 0.50000 \n",
+ "std 43.902339 0.499889 0.50025 \n",
+ "min 104.780000 0.000000 0.00000 \n",
+ "25% 138.830000 0.000000 0.00000 \n",
+ "50% 183.130000 0.000000 0.50000 \n",
+ "75% 218.792500 1.000000 1.00000 \n",
+ "max 269.960000 1.000000 1.00000 "
+ ]
+ },
+ "execution_count": 10,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "ad_data.describe()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 11,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.histplot(ad_data.Age ,bins = 30, color = 'blue' , edgecolors = 'black')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "**Create a jointplot showing Area Income versus Age.**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 12,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.set_palette('PuBu_r')\n",
+ "sns.jointplot(x = 'Age' , y = 'Area Income' , data = ad_data )"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "**Create a jointplot showing the kde distributions of Daily Time spent on site vs. Age.**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\PC\\anaconda3\\lib\\site-packages\\seaborn\\axisgrid.py:1826: FutureWarning: \n",
+ "\n",
+ "`shade` is now deprecated in favor of `fill`; setting `fill=True`.\n",
+ "This will become an error in seaborn v0.14.0; please update your code.\n",
+ "\n",
+ " func(x=self.x, y=self.y, **kwargs)\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 13,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.jointplot(x = 'Age' , y = 'Daily Time Spent on Site' , data = ad_data , kind = 'kde' , color = 'red' , shade = True)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "**Create a jointplot of 'Daily Time Spent on Site' vs. 'Daily Internet Usage'**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 14,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.set_palette('Greens_r')\n",
+ "sns.jointplot(x = 'Daily Time Spent on Site' , y = 'Daily Internet Usage' , data = ad_data)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "**Finally, create a pairplot with the hue defined by the 'Clicked on Ad' column feature.**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 15,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sns.pairplot(data = ad_data, hue = 'Clicked on Ad', palette = 'bwr')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Logistic Regression\n",
+ "\n",
+ "Now it's time to do a train test split, and train our model!\n",
+ "\n",
+ "You'll have the freedom here to choose columns that you want to train on!"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "**Split the data into training set and testing set using train_test_split**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from sklearn.model_selection import train_test_split"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "X = ad_data[['Age' , 'Area Income']]\n",
+ "y = ad_data[['Clicked on Ad']]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "X_train,X_test , y_train , y_test = train_test_split(X , y , test_size = 0.4 , random_state = 50 )"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "**Train and fit a logistic regression model on the training set.**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from sklearn.linear_model import LogisticRegression\n",
+ "model = LogisticRegression()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 23,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ "C:\\Users\\PC\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:1143: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
+ " y = column_or_1d(y, warn=True)\n"
+ ]
+ },
+ {
+ "data": {
+ "text/html": [
+ "LogisticRegression() In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org. "
+ ],
+ "text/plain": [
+ "LogisticRegression()"
+ ]
+ },
+ "execution_count": 23,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "model.fit(X_train , y_train)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Predictions and Evaluations\n",
+ "**Now predict values for the testing data.**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "y_test_predict = model.predict(X_test)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "**Create a classification report for the model.**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 32,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "[[170 32]\n",
+ " [ 42 156]]\n"
+ ]
+ }
+ ],
+ "source": [
+ "from sklearn.metrics import confusion_matrix , classification_report\n",
+ "print(confusion_matrix(y_test , y_test_predict))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 31,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ " precision recall f1-score support\n",
+ "\n",
+ " 0 0.80 0.84 0.82 202\n",
+ " 1 0.83 0.79 0.81 198\n",
+ "\n",
+ " accuracy 0.81 400\n",
+ " macro avg 0.82 0.81 0.81 400\n",
+ "weighted avg 0.82 0.81 0.81 400\n",
+ "\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(classification_report(y_test , y_test_predict))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Great Job!"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3 (ipykernel)",
+ "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": "3.10.9"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}