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{
"cells": [
{
"cell_type": "code",
"execution_count": 22,
"id": "ae19bd2a",
"metadata": {
"ExecuteTime": {
"end_time": "2021-07-15T21:45:27.414651Z",
"start_time": "2021-07-15T21:45:27.085334Z"
},
"cell_id": "00003-828c4b78-05f5-4027-9462-5b818fce4314",
"deepnote_cell_type": "code",
"deepnote_to_be_reexecuted": false,
"execution_millis": 0,
"execution_start": 1626433780536,
"id": "807e599b",
"source_hash": "9b82ee11"
},
"outputs": [],
"source": [
"import pandas as pd"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "cffabe72",
"metadata": {
"ExecuteTime": {
"end_time": "2021-07-15T21:54:26.578100Z",
"start_time": "2021-07-15T21:54:26.271607Z"
},
"cell_id": "00004-59128a2a-a828-4283-91c6-351941202607",
"deepnote_cell_type": "code",
"deepnote_to_be_reexecuted": false,
"execution_millis": 209,
"execution_start": 1626433783555,
"id": "79620324",
"source_hash": "119fba82"
},
"outputs": [],
"source": [
"df = pd.read_csv(\"https://raw.githubusercontent.com/chriswmann/datasets/master/500_Person_Gender_Height_Weight_Index.csv\")"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "87dad8db",
"metadata": {
"ExecuteTime": {
"end_time": "2021-07-15T21:54:30.633394Z",
"start_time": "2021-07-15T21:54:30.614727Z"
},
"cell_id": "00005-f574d110-c1ca-4fa7-a410-0aa0bcd5bad1",
"deepnote_cell_type": "code",
"deepnote_to_be_reexecuted": false,
"execution_millis": 64,
"execution_start": 1626433787577,
"id": "b750cc1a",
"outputId": "d74535b3-914c-4fb1-c7e5-9c8c9c50ccc7",
"source_hash": "f804c160"
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Gender</th>\n",
" <th>Height</th>\n",
" <th>Weight</th>\n",
" <th>Index</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Male</td>\n",
" <td>174</td>\n",
" <td>96</td>\n",
" <td>4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Male</td>\n",
" <td>189</td>\n",
" <td>87</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Female</td>\n",
" <td>185</td>\n",
" <td>110</td>\n",
" <td>4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Female</td>\n",
" <td>195</td>\n",
" <td>104</td>\n",
" <td>3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>Male</td>\n",
" <td>149</td>\n",
" <td>61</td>\n",
" <td>3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>495</th>\n",
" <td>Female</td>\n",
" <td>150</td>\n",
" <td>153</td>\n",
" <td>5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>496</th>\n",
" <td>Female</td>\n",
" <td>184</td>\n",
" <td>121</td>\n",
" <td>4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>497</th>\n",
" <td>Female</td>\n",
" <td>141</td>\n",
" <td>136</td>\n",
" <td>5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>498</th>\n",
" <td>Male</td>\n",
" <td>150</td>\n",
" <td>95</td>\n",
" <td>5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>499</th>\n",
" <td>Male</td>\n",
" <td>173</td>\n",
" <td>131</td>\n",
" <td>5</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>500 rows × 4 columns</p>\n",
"</div>"
],
"text/plain": [
" Gender Height Weight Index\n",
"0 Male 174 96 4\n",
"1 Male 189 87 2\n",
"2 Female 185 110 4\n",
"3 Female 195 104 3\n",
"4 Male 149 61 3\n",
".. ... ... ... ...\n",
"495 Female 150 153 5\n",
"496 Female 184 121 4\n",
"497 Female 141 136 5\n",
"498 Male 150 95 5\n",
"499 Male 173 131 5\n",
"\n",
"[500 rows x 4 columns]"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df"
]
},
{
"cell_type": "markdown",
"id": "bc3e6adb",
"metadata": {
"ExecuteTime": {
"end_time": "2021-07-15T21:46:10.901196Z",
"start_time": "2021-07-15T21:46:10.895599Z"
},
"cell_id": "00006-83b2fc9c-a26f-47a4-9cb6-f9068cb3c304",
"deepnote_cell_type": "markdown",
"id": "77828a9b"
},
"source": [
"You have collected some data about 500 samples of people.\n",
"\n",
"You have information about the weight, the height, the gender and the BMI of the person.\n",
"\n",
"For the BMI:\n",
"\n",
"- 0 means 'Extremely Weak'\n",
"- 1 means 'Weak'\n",
"- 2 means 'Normal'\n",
"- 3 means 'Overweight'\n",
"- 4 means 'Obesity'\n",
"- 5 means 'Extreme Obesity'"
]
},
{
"cell_type": "markdown",
"id": "e958f9cc",
"metadata": {
"cell_id": "00007-3bb59693-9780-4d88-88ea-c8fe26127315",
"deepnote_cell_type": "markdown",
"id": "a45802d6"
},
"source": [
"Before starting: *what does each row represent?*\n",
" \n"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "f78580ff",
"metadata": {
"cell_id": "00008-30ac8fe8-a578-4a66-8902-a476dfb8c9c0",
"deepnote_cell_type": "code",
"deepnote_to_be_reexecuted": false,
"execution_millis": 16,
"execution_start": 1626448733360,
"id": "81f56fe5",
"source_hash": "25b4f27c"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Gender Height Weight Index\n",
"0 Male 174 96 4\n",
"1 Male 189 87 2\n",
"2 Female 185 110 4\n",
"3 Female 195 104 3\n",
"4 Male 149 61 3\n"
]
},
{
"data": {
"text/plain": [
"Gender\n",
"Female 255\n",
"Male 245\n",
"dtype: int64"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Each row represents a Person´s data, like mine or yours.\n",
"print(df.head())\n",
"df.groupby([\"Gender\"]).size()"
]
},
{
"cell_type": "markdown",
"id": "502ce327",
"metadata": {
"cell_id": "00009-2a703509-7afb-409e-b1ad-491f8c2ec7eb",
"deepnote_cell_type": "markdown",
"id": "ea77dac4"
},
"source": [
"- Can you make an overview about them? For example: how many women are overweight? How many men? Etc etc. \n",
"\n",
"- Can you plot the data such that on the x axis you have the weight, on the y axis you have the height, and the individuals of the same BMI (column index) get colored with the same color?"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "5fbfd81c",
"metadata": {
"ExecuteTime": {
"end_time": "2021-07-15T21:54:12.952748Z",
"start_time": "2021-07-15T21:54:12.682168Z"
},
"cell_id": "00010-d8f45f30-a1f5-4eab-8b17-7d525b48f450",
"deepnote_cell_type": "code",
"deepnote_to_be_reexecuted": false,
"execution_millis": 681,
"execution_start": 1626434981728,
"id": "2ff133d3",
"source_hash": "eae0cce3"
},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:xlabel='Index', ylabel='Height'>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"\n",
"sns.boxplot(x=\"Index\", y=\"Height\",\n",
" hue=\"Gender\", palette=[\"r\", \"b\"],\n",
" data=df)\n",
"\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "23355041",
"metadata": {
"ExecuteTime": {
"end_time": "2021-07-15T21:54:51.976257Z",
"start_time": "2021-07-15T21:54:51.820249Z"
},
"cell_id": "00011-2803bfac-63d3-4840-ac8f-6e6dd5638604",
"deepnote_cell_type": "code",
"deepnote_to_be_reexecuted": false,
"execution_millis": 2336,
"execution_start": 1626449175703,
"id": "f717b2c7",
"outputId": "402e4e79-c3a8-4faf-d1d9-7cacff5eacd1",
"source_hash": "d88a5732"
},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'Weigth per height ')"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x360 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"\n",
"fig, axes = plt.subplots(1, 2, figsize=(15, 5), sharey=True)\n",
"fig.suptitle('BMI Data')\n",
"\n",
"sns.boxplot(ax=axes[0],x=\"Index\", y=\"Height\",\n",
" hue=\"Gender\", palette=[\"r\", \"b\"],\n",
" data=df)\n",
"axes[0].set_title(\"BMI vs Height\")\n",
"\n",
"sns.scatterplot(ax=axes[1],x=\"Weight\", y=\"Height\",hue=\"Index\", palette=[\"r\", \"b\", \"g\",\"c\", \"y\", 'black' ], data=df)\n",
"\n",
"axes[1].set_title(\"Weigth per height \")"
]
},
{
"cell_type": "markdown",
"id": "57e3224e",
"metadata": {
"cell_id": "00012-84105625-3dec-47a1-80e4-95fc50f3b0af",
"deepnote_cell_type": "markdown",
"id": "ce09b6d5"
},
"source": [
"Do the same but only for males:\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "b1afc048",
"metadata": {
"ExecuteTime": {
"end_time": "2021-07-15T21:56:14.854572Z",
"start_time": "2021-07-15T21:56:14.841012Z"
},
"cell_id": "00013-ac42b5d0-479e-4e44-aa45-e53ae4483b63",
"deepnote_cell_type": "code",
"deepnote_to_be_reexecuted": false,
"execution_millis": 1335,
"execution_start": 1626437765304,
"id": "7d354d62",
"source_hash": "30b98ff6"
},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'Weigth per height')"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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SSj0HdAV6Ast8lZ8QQgghhPCPfaX7uP7r6/l669cAmAJNzLtkHuOSx/k5MyGaxuGwsnfvi+zYcZ87lp7+JvHxV9EW9pr0WbEHjAEuBdYppVbXxO7FVeR9qpS6GsgBzgfQNG2DUupTYCOunTxv0jTN4cP8hGD27NlkZ2c36Tm5ubkAxMfHN/o5qampXHvttU0aR/iW/N0LIYT/rNi3wl3oAVjtVm6fdzs/XfoT4UHh/ktMiCaqqNjIjh3314tt3/43wsPHYTb38lNWh/ms2NM0bRENr8MDOPEoz5kFzPJVTkJ4Q2Vlpb9TEH4if/dCCOEdBysOesQ2HNxASVWJFHuiXamuzuPIbUacThvV1fn+SegIvryzJ0Sb15w7LjNnzgTg8ccf93Y6ohXJ370Qx2C1wtatUFkJaWkQHe3vjEQHkx6Z7hE7t8+5xFniWi2HfTYbO61WIgIDSTebCVBHu0chGquycidVVfvQ62MICuqB6gR/piZTCgEBFhyOcnfMYOiCyZTsx6wOa5XWC0IIIYRoJw4dgvvug8xMGDkSTjoJNsrmGcK7BscP5s3T3yTEEALAid1P5IHxD2AMNLbK+MtKShi+ciVjVq0ic/lyXt+7lwq7vVXG7qgKC39i5cqhrFo1hhUrBnHw4Cc4nR3/z9RsTicjYy5GYyIAQUE9ycj4HKOxbXSQkzt7QgghhDhs6VJ4rs6+aqtXwzPPwBtvgF7vt7REx2IxWLh2yLVMTp1MRXUF3cK6EWIMaZWx86uquGrzZvbabABUaRo3b9/OkNBQRoaGtkoOHY3VmsPGjRe5py46HOVs3nwpFks/goP7+Tk734uMPJHBg5dSXZ2PwRCHwRB7/Ce1Ein2ajR1swbZqEF0BK3xcw/ysy9Eu7J+vWfsu++goADiWm+Knegcukd0b/UxD1ZXs6GiwiO+q7JSir1mstlyqa6u39tT0+zYbLs7RbEHYDR2xWjs6u80PMg0zmaqrKyUzRpEpyM/90J0Ar0a2D1u3DgID2/1VIRvVFRVkF2YTV55nr9T8YsovZ5Uk8kjntBAzJdstr1UVu6ipZvPa5qG1ZqD1brbS5k1ncEQS2Bg+BFRHQZD074cbg3V1YVUVu7Abi/1dyqtQu7s1WjqXQfZqEF0BPJzL4TwMHIkXHQRzJnjOk5KgnvvBWPrrKUSvrXx0EbumX8PX2/7mvSodF479TUmdZ/UKTbSqBVrMPB2r16cuX49JQ4HCnggOZkBFkurjG+3l3Lw4CdkZ9+Dw1FGQsItJCbegsmU1ORrVVUdJDf3LXJyHgN0JCc/QJcuV2AwtO6mSkFB3end+102bpyG02lFqQB69HgZs7lPq+ZxPMXFv7Nt282Ula0iLGw8PXq8QEhIpr/T8ikp9oQQQghxWHw8/N//wS23QEUFpKdDYqK/sxJeUGwt5oavb+C3nN8A2Jq/lVM/OpWV160kIzbDz9m1rvEREawYOpQdlZVE6fX0MZsJCmidBtglJX+wdevhL1v37HkGgyGGbt3ubvK1Cgrm1WvmnZ39d0ymbsTGXuCVXJsiKuoMhgxZhc22G4MhDrO5Dzpd21nnW1GRzbp1p2G3FwFQXPwLGzacx6BBizEaO+4UdSn2hBBCCFFfWJjrDp/oUHaX7HYXerWqHFVszd/a6Yo9gB5BQfQICmr1cQsLf/aI5eb+i65dr2tgKuTRaZrG/v3veMQPHJjjl2JPKR0WS28slt6tPnZjWK3b3YXe4VgWNtvODl3syZo9IYQQQnR6lZVQVeXvLHwr2BBMmDHMIx5uCm/9ZDo4h6P8qG0HTKYUj5jZ3AulmlZ4KqWwWAZ4xC2WzrEhSlM1VEgrpScgoGNvyiPFnhBCCCE6raIi+OQTmDgRzjgDfvqp4xZ9KeEpvHjKi/ViF/S9gAFxngWDaB6rdTe7dz/HypWj2bLlGkpLV3qcExExEZMpzX2s0wXRrdtMAgKavi62S5fLCQyMcB/r9dHExp7fvOQ7OLO5LwkJt9SLde/+GEFBPf2UUeuQaZxCCCGE6LS+/961H02t+fPh11/hhBP8l5MvXZBxAb2ierG1YCuxllgGdxlMlDnK32l1CE5nNTk5T7Jv36sAlJevJT9/LoMHL8VsTnefZzanM3DgfMrKVuF02mp60fVv1pghIYMYNOgPysvXAIrg4EzM5o5dvDRXYGAwKSkPEh19JjbbHkymVIKDM9HpOnY51LFfnWgU6bUmhBCiM6qocPWLr0vT4NtvO26xF6QPYmTSSEYmyZpMb7Nad5Kb+0a9mN1eRHn5+nrFHrh2rwwK8k6PQYulFxZLAy1ThAe9PpKIiBP9nUarkmJPNJn0WRNCCNER6HQQEuIZDw5u/VxE+6dUIEoZ0DT7EfG2syOl6Hyk2BPSa00IIUSnZDLBjBnwyy+uO3oAZjOccop/8wLIq8hjcc5iftn1CxmxGUxMnkhqZKq/02qxVaWl/FBQQLnTyckREQwPDUWv6xhbSJhMKaSkPEh29j11Yj0IDh7YajmUla2hoGA+dnshkZEnExIyollrAYWLpmksX76cefPm4XA4OOWUUxg2bBi6dvQzK8WeEEIIITqtoCB46ilYv95V6KWmQqCfPx05nA5eWfYKD//ysDs2JH4IX130FfEhTVtC0ZasLC1l3OrVlDscAMzatYsfBg7kxIiI4zyzfVBKER9/DWZzbwoKvsds7ktk5BRMpm6tMn5Z2VpWrRqHw1ECQE7O4/Tv/y1RUW3g24t2atmyZYwfPx6bzQbAo48+ysKFCxkzZoyfM2s8KfaEEKITkrW6QoDNBo884tqBs1s3sFrh4EGw22GAHzeozCrM4vFF9WfPrMhdwbqD69p1sfddQYG70ANwAk/m5DA2NBRDKzU09zW9PpLo6DOJjj6z1ccuLPzZXei5aOza9Qjh4WMJCLC0ej4dwYcffugu9ADsdjuvv/66FHtCCCE6FlmrKzoihwMKC12/z8k5HC8u9k8+texOO1UOz/4PVrvVD9l4T7Hds+9cod2OHTC0fjodTv1Cz8VuL8LptNNBaulWl5+f32BM0zSUUn7IqOmk2BNCiE5I1uoK4Zq2efvtcOmlh2NKwdSp/ssJoHt4dy7oewGfbvzUHYsKiiIjJsOPWbXcaZGRPLN7N1qd2O2JiZi9XInss9lYXVZGsd1Ob7OZAcHBBChFqd3OmrIydlqtJJlMZFoshOlbvnmK3V5GefkaKit3YjIlYLFkoteHt/yFNFFExCR27nwI1z1Tl6Sku9Drw1o9l47isssu46OPPqoX++tf/9puCj2QYk8IIYQQndhpp8H777taMISHw733wkg/dyUI0gfxxOQn6BvTlznr5zA8YTh3jLyDtMi04z+5DRsVFsb3AwYwa9cuShwO7kpK4tTISK+OsddqZfqmTfxSc3s2UCm+7d+fCeHhvLFvH3+vM339vm7duLdbN8wtWKTpdFaTm/smWVl3umPdus2gW7d/EBhobv4LaYaQkOEMHDiPXbsep7r6EElJdxIVdXqr5tDRjB07lrlz5/L4449jt9uZMWMGEyZM8HdaTSLFnhBCCCE6rYgIuOQSOPts18YsJpO/M3LpHtGdByc8yG0jb8OsN6MPaP/b9xt0OqZERjIuLAy7phHsg51wVpaVuQs9ALumcev27fynb19m7thR79zHcnI4NyaGwQ3132ikysptZGfPqBfLyXmCmJjzCAkZ0uzrNodOpyciYjKhoSegaXYCA6WHSEuZzWbOPPNMJk+e7D5ub6TYE0IIIUSn11Z764WZOt4UPJMPF5DlVVd7xLIqKyl1OrFrWr24hmvNYEvY7UVomueY1dWFLbpuSwQEtJFvLDqQ9ljk1ZJiTwghhBAtl5MD2dkQGgq9e7sWxPmB1QpbtkB+PqSkuFopiM6jTwM/dxfHxpJkMJBgNLK3zs6KEYGBpLbwVq7JlILRmITNttsdCwwMJyio/fzgVVbuxGrdQWBgBGZz705bLO7atYvs7GzCw8Pp1atXuy7w6mo/HQGFEEII0Tb9+ScMGwYTJ8KQIfDww4e3uWxFpaXw3HMweDCceKIrld9+a/U0hB8NCg7mk759idXrUcAFMTHcm5xMgsnEFxkZDK25hdvPbObr/v3pHhTUovGMxq5kZHxOSMgwAMzmDPr3/7rdFHvFxX+wcuVQ1qyZxIoVg8nJeRy73c/b0frBsmXLGDZsGJMmTWLIkCH885//pKioyN9peYXc2RNCCCFE8xUXwy23uBrU1XrqKTj5ZJg0qVVTWbcO7rvv8HFREVxzDSxaBDExrZqK8BNjQAAXxMYyNiyMCoeDBKPRPW10aGgoPwwcSF51NZGBgUQZvNPwITR0KAMG/EB19SECAyMxGKK8cl1fq6rKZ8uW66murm0v4OrLFxExmfDwsX7NrTUVFxfzt7/9jUOHDgGgaRpPPPEEU6ZMYeLEiX7OruWk2BNCCCFE8xUUwJIlnvG6jetaSUNDbt0KeXlS7HU28UZjg/EIvZ4IL7RbOJJeH+6XdgstYbfnU1GxziNus7X+/7v+lJ+fz7JlyzziOX74N8wXZBqnEEIIIZovKgrGNnAXIDm51VNJSfGM9ekjhV57lFdVxcbycg5WeTaXF96h18cQHDzYI240tv7/u/4UHR3N6NGjPeLJfvg3zBek2BNCCCFE84WGwgsvQGKi61ingwcfdC2ca2X9+7vW7NXu6B8bC//6F0RHt3oqogX+KC5m7KpVZPz5J6NXruTXDrJ2qq3R6yNIT/8/DIYuACgVQGrqEwQHD/RzZq0rNDSUl156iYSEBAB0Oh0PP/wwgwYN8nNm3tEhp3HOnj2b7DpNM32h9vozZ8706Tipqalce+21Ph1DCCGEaJHBg2Hp0sO7cfbqBUeZRudLFgvcfDNMmeKaXZqSAklJrZ6GaIEcq5Wz16/nYE0LhSyrlbPWr2flkCEt3kxFeAoNHc7gwX9ite4kMDAMs7k3Ol377+nYVEOGDGHp0qXs2LGDsLAw0tPTMfrh3zBf6JDFXnZ2Nllr1pBgtfpsDH3Nol7r0qU+G2NvW+nsKoQQQhxP166uX36m10NGhr+zEM21y2p1F3q1iux2dlitUuz5iMmUiMmU6O80/C4hIcF9d68j6ZDFHkCC1cqtO3b4O40WebF7d3+nIIQQQrQpe/e6CrrYWH9n4j1Wu5UyWxlR5iiUUv5Ox2sKqqowBQRgbkIT9cjAQAKVqtcAXQdE+WBTFdHxFBe72kaEhYX5OZO2Q9bsCSGEEKLN27kTnn3W1crvlFPgk09cffXauz/3/skF/7mAIbOHMPOnmWQX+HYZSmvItdl4dvduhq5cySlr1/JzYSGOOsXbsaSbzTydWr9H3aPdu9NL7uqJYygtLeXTTz/lhBNOYMyYMcyZM4eSkhJ/p9UmdNg7e0IIIYToOL78Eu666/DxtGnw9ddw2mn+y6mltuZvZfL7kymxuT6UPrn4SXYW7eSds94hSN9+i5u39+/n/prZVTusVqasXcvvgwYxLDT0uM/V63RcGx/PiNBQdttsJBqNDLBY3L3yhGjIb7/9xoUXXug+vvjii5k7dy5nnnmmH7NqG6TY64B8vUGNbE4jhBCiNR08CG+95Rn/4Yf2XextPLjRXejV+nTDpzw4/kH6xPTxU1Ytk2uz8cKePfVidk1jVVlZo4o9AEtgIKPCwhjliwRFh/TOO+94xN58800p9vBhsaeUehs4HTioaVq/mthA4HUgGNgJTNc0raTmsZnA1YADuEXTtHm+yq2j8/UGNbI5jRBCiNZkMkFkpGe8oVh70tDdu1hLLMGGYD9k4x1GpYgIDCTviE1WLDpZOSR8Jz4+vlGxzsiXd/beBV4B/l0n9hZwl6ZpvyilrgL+DvxDKdUXmAZkAF2BH5VS6ZqmOXyYX4fW3jeokc1phBDCj1auhP/9z7UbyoUXwpgxEOy/AiQ0FO64A377DZxOVyw8HCZP9ltKXjEgbgDDE4azbO8yAP42/G8khSZx9/y7mZQ6iSmpU0gOr9/Y2Wa38fvu3/lkwyeEGEM4r895DE8Y7veNXQ5WVbGgqIh5+fnMSEri6q1b3Y8lGAyNvqsn2peKiiwKCr6jpOR3IiNPJiJiMkZj6+9oeemllzJ79mysNTc6jEYjV199davn0Rb5rNjTNO1XpVTKEeFewK81v58PzAP+AZwFfKxpmg3YoZTaDgwH/vBVfkIIIYRowNq1MH48lJW5jt95x7UbygUX+DWtk0+G775zFXzBwXDCCa4atD2LD4nnk/M+YVHOIuxOOx+t+4iXl70MwMcbPubM9DP59zn/Jsx0eGfBhTsXcsqHp7iPX1r6Er9d8RvDE4e3ev617E4nL+7Zw2M5OQCsLi/nhbQ0ihwOuhoMjAsLI91s9lt+wjdstgNs2nQxpaWuLysOHpxDly5X0bPnKwQEtO6a02HDhrF48WJ+/fVXnE4n48aNY8iQIa2aQ1vV2mv21gNnAnOB84HaVqcJwJI65+2piQkhhBCiNf3+++FCr9ZDD7k6lYeH+yMjwNWjfcoU16+OJCU8hZTwFJbsWcL87Pn1Hvty65dsyd/C8ARXIVflqOLp35+ud06Vo4qvtn3l12Jvh9XK07t3u49Xl5VxW1kZ8wYMYEp7n2srjqqiYpO70Ku1f/87JCbeSnDwgFbPZ/DgwQwePLjVx23rWnsC9VXATUqpFUAIUFUTb2juQYN79CqlrlNKLVdKLT906JCP0hRCCCHaH6+8Rx6x1gqAqqrD8yeFTzi1hv98Hc7DK1o0TaPKUeVxjs1u81lejeGs+XUkq/zMdGgNr7bS0I7ysyz8o1WLPU3TNmuaNkXTtCHAHCCr5qE9HL7LB5AI7DvKNd7UNG2opmlDY2JifJuwEEII0Y545T1y9Gio2YjL7d572/9uKG1cemQ6w7vWvzs3JmkM6VHp7mNjoJE7Rt1R7xyd0nFWr7OOee2CigLmZ83nXyv/xfys+RRUFHgvcaC7ycR1R2yGEWcw0M9i8eo4R1pXVsYH+/cz58ABtpSX+3Qs4cli6UNQUHq9WFTU2QQF9fBTRqIhrTqNUykVq2naQaWUDrgf186cAF8CHymlnsO1QUtPYNlRLiOEEEIIXxk8GBYuhJdfdm3QcuONcNJJ/s6qw4u2RPP+ue8zZ90cvt3+Laf3PJ1p/aYRZY6qd97k7pP5ctqXvLT0JUKMIdw64lb3NM+GVFZX8sTiJ+pN//z76L/z8ISHvdbLz6DTMbNbN/qazXxw8CAjQ0K4Kj6eVB82Qv+zpISJa9ZQ7nDdXYrS61kwcCAD/LiRUGdjNHalX78v2L//fYqKfiIm5jxiYs4jMFD+DtoSX7ZemANMAKKVUnuAB4FgpdRNNad8DrwDoGnaBqXUp8BGwA7c1JKdOHNzcyk3mdr9jo57TCYsubn+TkMIIURnohSMGgUjRrimbgZKS97Wkh6VzoMTHmTm2JkYAgwNnhNsDOaMXmcwtedUFIoA3bGbjW/O28wzvz9TL/bM789wcf+LyeyS6a3USTKZuDkxkeu6dkWvlE93B9U0jf/bt89d6AHkV1czNy9Pir1WZrH0IS3tMZzOKnS6hn9mhX/5cjfOi47y0ItHOX8WMMtX+QghhBCiCXQ61y/R6o5W6NUVqGvcR7hSWynaEdsgaGiUWEuO8oyWMbTCz4xd09hSUeER315Z6fOxRcOk0Gu7OuTXdfHx8Vhzctp1nzlw9ZozSUNIIYQQ7cG2bbB9u2vHzr59ISzM45SCAti4EcrLoVcvSEnxfhplZa4x8vIgLQ3S0103K9sbp+Zkc95mdhbuJDY4lj7RfbAYmr4GLi0yjcTQRPaU7HHHEkISSItM82a6zVJcXc2GigqK7XZSTSYqHA5yq6vpbjLRy2xGd5S/OL1Ox3Xx8fxeUr9gPa8V93JwOCopL99IdfUBTKYUzOZeKHXsu6wtVVGxhcrKbPT6SMzmjA43XdJuL6W8fAN2eyFBQWmYzenHf5I4rg5Z7InOa/bs2WRnZ/t0jNrrz5w506fjpKamcu211zb6/M782oUQfrZ4MZx6KtR++L7uOpg1C6Kj3afs3Qt/+5urVztATAx8/71riaC3FBfDY4/BU0+5joOC4Kuv4MQTvTdGa5m3fR7nfHIONodrp80Hxz/InaPuJMQY0qTrJIQm8OW0L7n7x7v5ddevjEsex1OTnyIh1L8drg5WVXF3VhbvHTgAQHhgIA+lpHBnVhaBSvHfjAxOi4o66vOnRkXxVGoqj+fkoFeKf3bvztgGvmDwBbu9nL17X2bHDtd7oVIGMjI+JTr62BvltERh4c+sX38GDodrI5rExNtJTv4Hen2Ez8ZsTdXVBezc+TB7974EQEBAMP37f0N4+Dg/Z9b+SbEnOpTs7Gyy1qwhwWr12Rj6ml3qrEuX+myMvSZTk5/TmV+7EMKPiopcVVzduyxvvgl/+Uu9pnhLlx4u9AAOHXK17/vkE1dR5g1r1x4u9AAqK+Hqq11jx8V5Z4zWsLdkL1fOvdJd6AE8/MvDnJx2MqOSRjX5eoPiB/G/C/9HQUUBkeZIgg3+vyO0orTUXegBFNntfHDgAKdFRvJlfj5Xbt7MyiFDSDzKe0KswcDfu3Xj4rg4dEC80dhKmUNFxUZ3oQegaVVs3nwVQ4euxGRK9vp4VVWH2LLlWnehB7Bnz/NER59JePgEr4/nD2Vlq92FHoDDUcaWLdczaNBvGAzRx3imOB4p9kSHk2C1dogpvM3RmV+7EMJPiopg1SrP+L76HZS2b/c8ZckS1904bxV7+xpo2rRrl2v6aHsq9vIr8zlQfsAjnlvW/E3bgg3BbaLIq7XP5tkbcG1ZGRMSEyE/n0PV1eTb7SQe5zoJrVjk1aqq8vx7sNsLqK7O90mxZ7cXYrVmecRttga7lLVLDb2WysrN2O1FUuy1kKy8FkIIIUTzxcQ03JohNbXeYf/+nqeceSYcY6aeh7Iy1927TZsa7v1+xJAADBoEXbo0fgx/21Oyh/Kqcu4fez+hxlB3XKFICU/xX2JNVFxdzZrSUrZWVODUNI/HG2rLMC48nD9LS12Pm0x00et9nmdzmEwpHuvzjMYkDIauXh/LZsvF4bASEuLZXsNkauAH3s9stv2Ulq7Cas2pF7fbSykrW0tFxRacTnuduJ0tW7bgcMR6XCs0dAx6vWdcNI0Ue0IIIYRoPosFnnnGtSkLgNEIzz/vqrLqGDEC/vGPw50cRo6EO++Exn6ez8qC6dNh4EAYMAAeeMA1FbSu/v3hrbfAbHYdp6a6ZpRGtJNlTT9m/8iw2cMY/fZo/rXqX8yaNIvIINe0y3+f82/6xfTzd4qNsrm8nDPWrSNzxQoGLl/Oc7t3U2y31ztncEgIT6amYqjZhGWAxcLUyEh+KSoiyWjkwz59iPPDXbvGMJv70Lv3hwQEuNZPGo0J9O37MUajd79VKCr6jZUrh7Ny5RDi4i5zNyvX6YJIT3+d4OCBXh2vpYqLf2flyhGsWDGYFSuGkJf3NZrmpKJiGxs2XMDy5QP588/+7No1i+rqfPLz85k1axb9+/fn4ov/QXj4Q+h0rmm7QUG96NnzZfT60OOMKo5HpnEKIYQQomUGDIBffoGdOyEkBHr0gID6dz4iI13F3rRprrV0qamNL8I0Dd59F7780nVst8MTT8Dw4XDOOYfPM5ngqqtg3DjX7NJu3drP9M2sgiz+8ulfKLG51j7mluXyj5//wXfTvyPaHE1aRJpPe9d5S5XTyWM5OfxWs4bT6nTy9+xsBoWEcGKdv/CwwEDuSEzkzKgoyhwOuptMFNntnBAWRpLR2Kpr8JpKp9MTF3choaHDqK7Ow2hMwmj07u7pVutuNmw4j+rqgwBkZ99JXNwVpKe/idGYQFBQD5RqO/dsbLa9bNhwPlVVrumY1dV5bNx4HkOGrGTfvrcoLPweAE2rZteuhwgNHcrSpYqHHnoIgF9/Xcb55+cze/ZbDB7cE5OpOwZD6+2u2pFJsdcBdYSm8tJQXjSV7EYqhJ9FR9fbfbMhev3hG4BNUVIC//mPZ/y33+oXe+Bqs9CzZ9PH8Lec4hx3oVeryFqEzW6jR2QPP2XVdIdqmpsfaVN5eb1iDyBQp6O35XA7iSiDAf83hGi8oKBUgoJ8M5XSZtvtLvQAnE4bublvEB19bptsSWC17nEXerWcThsVFdvJy/vM4/yysvX8+Wf9DeW2b8/i0ktnsHLlSkJDpdDzFin2hBAdguxGKkTHZTbD6NGwZUv9eEPrABvLqTnZX7ofs8FMuCm8Rfl5Q4wlhkBdIPY665kMAQZiLO3rQ29YQACDQ0JYWFRUL54k/7YBYLMdQCndce9a6fXR6HRmnM66zeOP/zx/0eujCAgIxuEoqxNVGI3xhIQMx2bbXe98k6kb6Q3UrMOHDyc0VKZuepMUex1QR2gqLw3lRXPIbqRCdEx6Pdx6K3z7LdTu1j9qFEyY0Lzr7SzayWt/vsZbK9+iW1g3njrpKSZ1n0Sgzn8fi3pF9eKlU17ipm9vQkNDoXh56sukR7W9uzjHEhwYyBOpqUxZs4YShwOAs6KiGBbStP6AHU11dT4HD37Krl2PolQAKSkPEx19Lnp9w70Bg4J6kJ7+f2zefCXgBCAt7SnM5j6tmHXjBQWlkZ7+Jps2XUJtvt27P47F0o/k5HspLl5IdXU+AOHhEwkLG8OYMTBp0iQWLFgAQFRUFPfeey/GNjyFtz2SYk8IIYQQbd7Aga5WDZs2ufaAycho3no8u9PO80ue56Wlrp5ehdZCTv3wVJZcs4ShXYd6OevG0wfouTLzSkYkjmBP8R4SwxLJiMnwawHaXCNCQ1k+ZAhbKioICQykn9lMVM3MiM6qoGA+27bd6D7esuUq9PoooqPPbPB8pXTExk7DYhmAzZaDwdAViyWDgIC2eYdUKUVMzF+wWPpite7CYIjHbM4gICCIkJDBDB68jIqKzeh0QVgs/TAYYujWDebMmcOGDRuorKykd+/epDa0pa5okfb3L4gQQgghOqWUFNevlsgtzeXNFW/Wizk0BxsObvBrsQdg0psYHD+YwfGD/ZqHN/Q0m+lZuy1qJ6dpTnJzZ3vEDxz46KjFHoBOZyAkJJOQkEwfZuc9Op2B4OCBDe4SerT1jbGxscTGSnsFX2o72/gIIYQQQviYKdBEnMXzlmBbajguOhaldA0WOm2xT57oeKTYE0IIIUSbkZMDr73mWo/34IOuaZveFGOJ4flTnkdxuI1B/9j+Xr+rV15VzrfbvuXMOWdy2f8uY1HOIhxOh1fHEO1HfPx16HSH73QGBIQSG3u+HzPyj6qqKhYsWMAFF1zA+eefz4IFC7DZbP5Oq0OTaZxCCCGEaBMqK13N0t97z3X8yy/w0UewcCEkJHhvnFN7nMpvV/7G2oNriQqKYljXYSSHJ3tvAOCnHT9x1sdnuY8/WvcRi65cxMikkV4dR7QPoaHDGDTod8rKVgABhIYOwWLp5++0Wt3ixYs58cQT3cefffYZCxYsYOLEiX7MqmOTYk8IIYQQbUJWFvz73/Vj27fDhg3eLfaMgUbGdBvDmG5jvHfROqzVVp75/Zl6MYfm4OttX0ux14mFhAwkJMRzPVtn8tZbb3nE3nzzTSn2fEimcQohhBCiTVCqafE2S1FvmmgtnZKPXaJz0+k8/x8ICAjwQyadh9zZE0IIIUSr2LoV/vgDCgth+HAYOhTq7siflgbXXAOz62xc2KePq81Ce2IKNHH3CXfz60e/umN6nZ7Tep7W4ms7NScrc1eyZM8STIEmRiWOIiO2nf0BiU7r6quv5sMPP0TTNMDVsuHaa6/1c1bHtnbtWv744w+cTicjR45k0KBBxzy/sLCQZcuWsXbtWlJTUxk5ciQJ3pya0ERS7AkhhBDC57ZuhRNPhD17XMdKuZqkn3LK4XNMJteavREj4H//gzFj4NxzoWtX/+TcEpNSJjHvknm8u/pdwkxhXDbgMoYlDGvxdX/f/TuT3ptEtbMagHBTOL9c8QsD4ga0+NpC+Nro0aP5+eefee+993A6nVx55ZWMGjXK32kd1YoVKxg/fjzl5eUABAUF8fPPPzNixIgGz7fb7bz66qv84x//cMdOO+003n33XaKjo1sl5yNJsSeEEEIIn/vjj8OFHoCmwb33wqhREBZ2OJ6YCFdf7frVngXpg5iSNoUpaVO8dk27w86zfzzrLvQAiqxFfLP1Gyn2RLtgMBgYP34848eP93cqjTJnzhx3oQdQWVnJ7Nmzj1rsbd++nUceeaRe7JtvvmHDhg1+e80yeVwIIYQQPldY6Bk7cABk1/XGszvt7Cne4xHfV7bPD9kI0fHt3r3bI7Zr1y73NNQjWa1WqqurPeIVFRVez62xOuydvb0mEy927+6z6x+qWWQQU1XlszH2mkyk+ezqQgghROsZMcI1dbPuZ6RbboHYWP/l1N6Y9CZuHn4zV8y9ol78rPSzGn5CJ7LPZmNdeTlVTicZZjOpZvPxnyQ8VFRso6JiEzpdEBbLAIzGOK9cd9u2bWzatImgoCD69+9Ply5dvHLdo9m/fz/r1q2joqKCvn370rNnz2Zd59JLL+XTTz+tF7v++utRR9k1qnv37owfP55ffvnFHYuMjKRXr17NGt8bOmSxl5qa6vMxqrOzATD5cKw0Wue1CCGEEL42ZAh88w3cd5/rjt4tt8All/g7q/bntPTTeO3U13hy8ZOY9WYemfgIo5La7pqn1pBVWcl569ezuma6XZRez48DBpAZEuLnzNqXkpI/Wbv2JOz2YgBCQ8fQp8+HBAW1rAfl8uXLOemkkygqKgJc6/Y+/PBDUlJSWphxw3bt2sUll1zCokWLAAgNDeXHH39k2LCmr5lNTU3lscce4+2338bhcHDFFVeQnp5+1PPDwsJ44403ePbZZ/niiy8YNmwYDz/8sF8/z3fIYq81dvWZOXMmAI8//rjPxxJCCCHaO4MBpk6F0aNdUzfljl7zRJuj+euwv3J+xvkEqAAigiL8nZLfLSgsdBd6APnV1by4dy+z09MJbGCrf+HJ4ahk165H3IUeQEnJYkpKfm9RsWez2Zg1a5a70AP4/fffWbx4sc+Kvd9//91d6AGUlJTwyCOP8OmnnxIUFNSka82dO5cnnniC008/nYCAAF544QWsVisDBhx9jWyvXr149dVXefjhhwkPD2/ymN7WIYs9IYQQQrRNdTdjEc0XbfbPzn5t0fo6hV6tZSUlVDgchEqx1ygORyllZas84pWV21t03dLSUlasWOER37ZtW4uueyzZNbPv6lq1ahWlpaVNLryWLl1KSUkJH330kTu2ePFiNE076lROAL1eT3x8fJPG8hX5P0AIIYQQ9VmtsG4dLFsG+fn+zqZVlVWVsXr/albsW0GJreSo52UXZPN7zu/sLNzZesl1ABV2O2vKyvizpISiBjayaIrq6mJKSlYwPtTk8djFcXGE6vUe8crKnRQX/05FRVaLxu5o9PpoYmIu9IiHhAxv0XUjIyOZNm2aR/xou1l6w9ChQz1iF1544XFbHxw4cIA//viDjRs3ujdZOeecczzOu+iii45Z6LU1UuwJIYQQ4rC8PLj/fsjMdO2qMmUKbNzo76xaxe7i3fz1678y6I1BDJ09lAv+cwFZBfWLAqfmZO7muQx6cxBj3hnDoDcH8d327/yUcfuyz2bj1u3byVy+nOErV3L2+vVsa+YuhZWVWWzceCErVw4l7tA/uC8xHINSKOCi2FgubmCecEHB96xYMZhVq8awYsVgDh36Ak1ztvBVdQxK6eja9a9ERbk2+9HpTKSmPkloaMuKMp1Ox/XXX+8umkwmE48//jgjR45scc5HM2LECJ566ilMJteXAGeeeSZ//etf0R3jLu/q1asZM2YMo0ePJjMzk+eff57S0lKmTJnC7bffTmBgIDqdjhtuuIHTTz/dZ7n7gkzjFEIIIcRhS5fCs88ePl650nX8+uvQwJ2SjuTH7B/5YN0H7uN5WfP4dMOnzBw70x3blr+Ni/57EZX2SsDV527aZ9NYed1K0iJlD+1j+aWoiLf27z98XFzMe/v388/u3Zt8p+Tgwf9QWDgPgOq89zjdvJzz+32E3pRGd5OJoICAeudXVmazceM095o0h6OETZsuYsiQVVgsvVv4yjoGs7kHfft+iNW6E6WMBAWlolTL7wulpaXxwQcfsGPHDgwGA2lpaccsvFoqPDycO++8k3POOQebzUZKSgoWi+Wo55eWlnLbbbeRleX6Yqe6upp77rmHkSNHMm7cOJ588kmuv/56nE4nqampGI1Gn+XuC3JnTwghhBCHrVvnGfv2WygoaP1cWtmP2T96xP63+X9UOQ63Wdpbutdd6NUqsZWwt3Svz/Nr7xYVF3vEvsjPp9zhaNJ1nM4q8vL+Vy9mrdiA/sAT9LVYPAo9AJttX73NR1zXsWKzefYt7MwCAixYLBmYzT28UujVMpvNZGRk0LNnT58WerV0Oh09evQgIyPjmIUeQF5eXr1WCbV27NgBuNbf9erViz59+rS7Qg+k2BNCCCFEXQ1tK37CCa51fFZr6+fTisZ0G+MROyn1JAwBBvdxnCUOva7+Hc6gwCDiLE3rR3ag7AA7i3ZS7WjZurX2ZGgDrRBODA/H3EBxdiw6nYGIiJM84qGho7Badzc4NdNgiEWnq997T6lADAbPfm+apmG17sZqlULQV1x/vp4Nyw8dOsTOnTux2WytlktERASDBw/2iCcmJjZ4/v79+9m1axd2u93XqXmFTOMUHUpubi7lJhMvdu/u71RaZI/JhCU3199pCCE6o5Ej4cIL4ZNPXMddu8LEiZCaCuedB488An5sEOxLp/Q4hbHdxvJbzm8A9Ivtx6UDL613Tq/oXrx5xptc+9W12J129Do9/zrrX/SMalzTZmu1la+2fsVt827jUPkhrhp0FfeMuYfuEe37fasxJoWHMyUigh8KCwFIDwriuvh4dM3Y7KJLl0vIz59Lefl6AEJDR1NVtZ9ly9JJTLydhISbMBoT3OcHBfWkV6+32bz5UjStGqUCSE9/A7O5/s9yVdUBcnPfIifncZQKJDn5Ybp0uRS9PrIFr1zUqqrKY//+d9i1658AJCf/gy5drkCni2D+/PncfPPN7Ny5kwsvvJCHHnromD3tvCU8PJxXXnmF0047jcKan81bb72VQYMG1TuvoqKCL774gjvuuIPCwkJuuOEG7rjjDpKTW9aH0Nek2BNCCCHEYV27utbn3XorHDwIv/wCd94JTid8+qnr7t6cOWA2H/9a7UxqRCqfX/A5m/I24dAc9I7qTZeQ+nd+AnWBTO8/naFdh7KvdB8JIQn0iu6FrpFT3lbkruCCzy5wH7+x4g3MejNPn/Q0Abqm3eFqb5KDgvioTx82V1ZS5XTSy2ymazOnxZnNvRkwYD6VlZupri4iL+8zcnIeAyAn53H0+jiSkm51n6+UIjb2PCyWfthsezEa4zGbe6M74i5tfv637Nhxv/s4K+s2TKYkYmLObVaeor7Cwh/Jzr7bfZydfTdGYwL79vXhjDPOwFEzpXfOnDlUVVXx/vvvt0qfulGjRrF8+XKysrIIDw+nT58+BAcH1ztn2bJlTJ8+3X380ksvERoayiOPPNKmd+eUYq/G7NmzG+zLcTS159Y2V2+M1NTUVmn43pnFx8djzcnh1pp51u3Vi927Y2oj/VmEEJ1QeDiMGuW6u/f88/Uf+/JL2LOn4emeHUC0JZqxlrHHPEcfoKdfbD/6xfZr8vXXHfRcE/nu6ne5a9RddA3t2uTrtTdRBgNjDIbjn9gIRmMXjMYubNt2BwcOfFjvsf373yI+/ioCAw9PHVUqgODgDIKDMxq8ntPpIDf3Xx7xgwc/k2LPSw4ceL/B2KFDt7sLvVqff/45Tz75JGlprbPxUWpqKqmpqUd9/M8///SIvf3229x8883ExTVtGndr8tmaPaXU20qpg0qp9XVimUqpJUqp1Uqp5Uqp4XUem6mU2q6U2qKUOtlXeXlLUFBQq3zTIIQQQvhNeLhnLDYWjrPhQWegaRrlVeVomubxWGV1JXZnw+t5ooKiPGIp4SmY9R3vTmlrCQrynAIbFNQLnc6z/96x6HQBWCyeBbzs1uk9FotnoW2x9MPQwBcAXbp0weyDGQSaplHRjJYfDTVJT0tLO+4GMP7myzt77wKvAP+uE3sKeFjTtO+UUqfWHE9QSvUFpgEZQFfgR6VUuqZpTdueqQXkjpsQQghxhMxMOOUU+P5717FS8PLLkJBwzKd1dJvzNvPO6nf4fvv3nJF+BpcNvIz0qHQOlB1g7pa5vLHiDdIj07l15K2MTKzfT2xYwjAyu2Syev9qwDUt9OmTniY8KLz1X0gHERFxEkZjMjbbLgB0OjNJSXd5TNFsjK5dr+XQoY/dO3fq9bFER3s21hbNExs7ndzcf2G3u3b3DQyMJDZ2OmZzHJMnT+bHH1074iqleOWVVxossFpi48aN/Otf/+Knn37i7LPP5pJLLqFHjx6Neu6oUaPo27cvG2v6jhoMBv75z396TPdsa3xW7Gma9qtSKuXIMBBa8/swYF/N788CPtY0zQbsUEptB4YDf/gqPyGEEEIcR1wcvP22q9defr5rY5YjNi3obA6UHWDaZ9NYc2ANAGsPrOWn7J/4+uKveWf1O8z8ybW8Y2XuSuZumcuSa5YwIG6A+/kp4SnMvXAuq/avorSqlL4xfcnskumPl9JhWCy9ycxcQFnZKpxOGxbLAIKDmz7FFiAkZAiDBv1BeflaQEdwcCZmc+M23xHHFxIykMGDf6esbA2gYbFkYrH0IiQE3nvvPVatWkV+fj69e/cmMzPTq2Pv27ePc845h61btwKwZs0aFi9ezH/+8x/CG5rFcIS0tDS+/fZbVq5cSXl5Of3792fAgAHHfZ6/tfaavduAeUqpZ3BNIR1dE08AltQ5b09NTAghhBD+FB8Pp53m7yzajK35W92FXq0le5ew7uA6nlz8ZL14pb2SNfvX1Cv2ALqFd6NbeDef59qZBAWlEhR09PVWTWGx9MFi6eOVawlPZnMvj11QAbp27UrXrr5bt7plyxZ3oVfrxx9/JCsriyFDhjTqGsnJyW1+980jtXafvb8Ct2ualgTcDtSugm1oCxvPSfCAUuq6mvV+yw8dOuSjNIUQQoj2R94jfS9Q1/D35PoAPUGBnmv59QFNn0oohPC+wMCG/989WryjaO1XdzlQuw/uf4C3an6/B0iqc14ih6d41qNp2pvAmwBDhw5tsCAUQgghOqO29h7pdLo6N/z4IzgccOKJrpZ97fmzVe/o3pzW8zS+2faNO3ZBxgUMiB3ArEmzuOrLq9zxWEssg7t4NmtuCbvTybLSUuYXFmLW6ZgcEcGgBpqV+8qOykoWFhWxsaKCsWFhjAkLI0rfvgtah6OSkpIlFBb+hF4fS2TkiQ1uJOJP1dVFlJT8TlHRQoKCehIePuG400srKrZSWLgAq3UHERGTCA0dRWBgaL1ziouL+eOPP1iwYAE9evRg4sSJ9OzZMaet9unTh4kTJ/Lzzz+7Y1dddZXH662qqmLZsmXMnz+fsLAwJk+e3C6max5Na/9zuw8YDywEJgHbauJfAh8ppZ7DtUFLT2BZK+cmhBBCCC9asADOOMPVmg/g2Wfhq69ce760VxFBEbx26mss2LmAxTmLGZcyjokpEwkxhvCXvn+hS3AXvtr6Fd3Du3Nqz1NJj/Zui4pFxcWcuGYNzppjS0AAv2ZmMrgVCr5cm41pGzeyrLQUgGd27+aRlBTuTU4moA33GTuegoLv2bDhcGuFnJwYMjN/aVNTOQ8c+Dfbtx/uG2g292HAgO8xmRqeDlxZuYO1a6ditbpahe3e/RTp6W/StWv9DQk/+OADbr75Zvdxr169+OGHH+jWreNNM46Ojubtt9/mp59+YsmSJUycOJHx48d77Pj5888/M3XqVPdOu2FhYfz666/ttuDzWbGnlJoDTACilVJ7gAeBa4EXlVKBgBW4DkDTtA1KqU+BjYAduKk1d+LsiPaaTLzY3XMrYm84VLM9bkxVlU+uD678W6erihBCCF/5z38OF3oAdju89Vb7LvbAtebuiswruCLzinrxUGMoU3tOZWrPqT4Zt9rp5Ondu92FHkC5w8HX+fmtUuytLy93F3q1ZuXkcGFsLOk+2CK/NVRXF7Jjx71HxA5RUrKkzRR7Vuuueo3eASoqNlFWtuaoxV5Z2Wp3oVcrO3sGUVGnYjS6tsXIycnh3nvrv/YtW7awevXqDlnsAaSkpHD11Vdz9dVXN/h4RUUFjzzySL2WKsXFxSxYsECKvSNpmnbRUR5qcAWkpmmzgFm+yqczOVZDSG+ormkob/LhOGn4/nUIIYTwrYICz1hRkavoa89TOf3FoWnkV1d7xAsbiPmC1en0iNmcTqob6DXYXmhaNXZ7iUfc6Sz3QzYN07RqnE7PvnBOp7WBs2sfq/SIORxlaNrh/o92u73BfnM2m62ZmbZ/1dXVFBYWesSLi4v9kI13yD+1HZCvewbOnOnaVvrxxx/36ThCCCHalqIiWLMG9u6FlBQYOPDY/dUvvBA++6x+7PLLpdBrLlNAALclJnLRpk314mfFxACwz2ZjdVkZJQ4Hfc1m+lssKC9Or+xrsRCl19crOM+PiSHV1LTm5W2JwRBLUtJdZGXd4Y4pFUhIyAivXL+sbB0VFRvR6SwEB2diMiU2+RpGYzLx8dexb9//uWMBASENNoCvZbH0R6cz1ysSExJuwWg8PH5SUhLXX389r776qjsWHBxMRob31ytu2LCBDRs2EBQURGZmJklJrq06du/ezerVq6msrCQjI8M9dlFREatXr2bfvn10796dgQMH+qTB+pHCwsK48847ueaaa9wxpRSTJ0/2+ljZ2dmsWbMGp9PJgAEDfLZWUv65FUIIIcRxVVTAk0/CE08cjr34Itx449GLt0mT4MMP4fnnXXfz/vY3mDKldfLtqNLNZh5JSeGzQ4cICgjg4pgY4vV6dlutXLRxI4tLXHepDErx/YABTIyI8NrYaUFBzB8wgGd372ZZaSkXxcZyeZcuBAUEeG0Mf4iLuxidLoi9e1/GaEwgOfk+QkJavrFOUdEi1q49yX0HLjh4MBkZ/yUoKKVJ19Hp9HTrNgOjMZH9+9/DYulPt253H3OaaXl5LEbjq8AclNqFw3EKVutpKHX470qv13P33XeTmJjIO++8Q0ZGBvfccw99+/Ztzss9qiVLlnDiiSe67yL279+fL774AoBzzjmHtWvXAmA2m/nxxx/p378/jz76KM8++6z7Gq+88go33HADAa3ws3b22Wej0+l47rnniIqK4v7772fYsGFeHWPjxo1MmTKFvXv3AhAVFcVPP/3EwIEDvToOSLEnRIeRm5tLuQ/XaraWPSYTltxcf6chhDjCxo31Cz2Av/8dTjoJ+hzlM2dkJFx8MUyd6tqNMzra93l2ZA5N46U9e/hvXh4nRkRgczq5KzsbDUgNCnIXegBVmsbfs7L4aeBAwry4W+agkBDe6d2bcoeD8Ha+C2ctgyGOhIQbiI29GJ3OQEBAy+9U2u1l7Nhxf72plmVlKyktXdLkYg/AZOpGcvK9JCTciE5nRqczHPP8FStWcNppVzJhwgmkpAzgu+8+xmz+kqVLlxJTcycYoFu3bsyYMYMbbriBoKAgjEZjk3M7lsrKSh555JF600XXrVvHb7/9RkBAgLvQg8Pr5R588MF6hR7AnXfeyeTJk+nVy7M/n7dFRUVx5ZVXct555xEYGEhQkGdLlZb6/PPP3YUeQH5+Pu+88w4vvPCC18eSYk8IIYQQx9XAMhaqqlxTO4/HizeXOjWb08nq8nLKHA7m5uW545sqKogzeH7431pZSZnD4dViD0Cv0xGua+1Wzb6n14ce/6RGcjjKqazc7BG3Wve06LqBgeGNOi8/Px+AhQsXuWNKKcrKyuoVe7XCwxt33aaqqKhgw4YNHvGdO3cSHBzsEd+4cSMN9Qi12Wytvm4uxIebHtUtcmstX74ch8Ph9buXUuwJ0UHEx8djzcnh1h07/J1Ki7zYvTum+Hh/pyGEOEJqKoSFQd3PW926udbu+dLu4t1kFWYRZgyjV3QvzPr2ueujN5gDArgyLo7bysrqxU+NiiKygbm002NjGywChe8ZDDHExV1DUFAKSgWg0xkpLl5KSEiD+xR6Xa9evVBK1dtV8txzzyW+ld9fIyMjufzyy/nnP/9ZLz569OgG15Nefvnl9O7dm+DgYMrq/JynpqaSnJzs83xby3nnncd//vOferErr7zSJ9NUO97XMkIIIYTwurQ0V4+83r1dx0OHwn//C7787Lh833KGvzWcie9NZMibQ3ho4UMUVDawxWcn8peYGG5PTESvFMEBATydmsoJYWEMCQnh/d69idLrUcC02FjuSkoisAPegWsPlNIRFXUyOTmz2LLlKjZtmo7dfgiDoXWKrczMTP7zn/8QFxcHwJlnnsmsWbMwtfJmOkoprrrqKq655hoCAgIICwvj//7v/xg5ciQjRozg9ddfJywsjICAAK655hp3k/NvvvnGPWVz+PDh9V5LRzBx4kQeffRR99TZmTNncuqpp/pkLLmzJ4QQQohGGTsWfvvN1VIhJsa30zNLbCXcMe8O9pftB0BD4+nfn+bktJM5MfVE3w3cxiWaTDyVmsrNCQkEAN1MJvcdkku6dGFiRASVDgeJRiOmdr5xSntWXV3K7t3PYbXudMcOHpxDZORpWCy9fT6+wWDgL3/5C6NGjaK8vJzExESfrD1rjJSUFF599VVmzJiBwWBw78QJcP3113PqqadSVVVFUlIShpo70ePGjWPRokUUFBQQGxvrs2mm/hITE8O9997L9OnT0TSNbt26+WzzGSn2hBBCCNFo0dGts9FKQWUBi3cv9ojnFOf4fvA2LlCnI/UoH9wTvLzBhmie6upcSko8f34rKjzX8flS165dW3W8ozEYDKSlpTX4WN3ir67o6GiiO/CuTkopUnw9Dx6ZximEEEKINigqKIpx3cZ5xJPD2ue6HafmJLsgm23526h2tE4T9LryqqrYVF5OXlVVq4/dVtntJZSXb8Zq3ef1axsMXQkLG+sRN5uP3i5BCF+QYk8IIYQQbU6IMYRnT36WhJAEAHRKx/1j72dw15b3P2tteeV5zPptFhn/l0Hf1/py5w93sqekZbsyNsXvxcWMXbWKvn/+ydhVq/i9lXc1bIvKyzewbt2Z/PlnH1auHExe3lycTrvXrh8YGExS0l0EBfVwx+LiriA01DvN2oVoLJnGKYQQQog2aXD8YJZes5TswmzCTGGkR6VjCmzdDSa84Zddv/DAzw+4j19e9jLpUencPPxmn4+9y2rlrPXryat23U3cXFnJmevXs2LIEJJbebOOtsJuL2Hr1hspLv4VgKqqA6xffy5DhiwnJGSQ18YJCxtF//7fUVGxmYAAC2bzQIzGSK9dX4jGkGJPCNEhSFN5ITqmhNAEEkIT/J1Gi3y97WuP2Htr3uPawddiDPTtGrudVqu70KuVX13NTqu10xZ7Nts+d6F3mJPKym1eLfYAzOYemM09jn+iED4i0ziFEEIIIXyof2x/j9iwrsMwBPi+B15EYCABR/QzC1CKiAb68nUWgYEhGAye2/jr9R13MxBfqqqqIj8/H4fD4e9URAM67//pQogORZrKCyHaqlN7nsqry14luygbcG0+c92Q6xpsKu1tvc1mHuvenXuys92xWd2709vceZvTG40J9Oz5Ohs2/AVwAhAbOx2LZYB/E2uH1qxZw9NPP82iRYs4++yzufHGG0lPT/d3WqIOKfaEEEIIIXyod3RvFly+gLUH1mJ32ukX24+eUT1bZWyDTseNXbtyQlgYu61WkkwmBlgsGDp5s/WoqNMYMmQ5FRVbMRhisFgGYDDInb2myMnJYerUqeTWLD148cUXWb16NXPnziUsLMzP2YlaUuwJIYQQQvhYcngyyeH+aRsRHBjI6LAwkA/gbjqdnpCQQV5fo9eZbN682V3o1frll1/Iyspi8OD2t2tuR9W5v9YRQgghhBBCNFlQUJBHLCAgAKPRt5sOiaaRO3tCCCGEaJHCQvj1V/jiC0hPhzPPhIwMf2clmqLcbufn4mI+P3QIs07HOdHRTAwPR9fI6Z5VVQcpKvqZ/PxvCA4eSHDwIA4cmIPJlER09NkEB/tnPVxFxXYKCr6ltHQ5kZGnEB4+CaOxi19y6Wj69u3L1KlT+e6779yxO+64g549609RrqioYPHixXz22WfExsZyzjnnyJ2/ViTFnhBCCCFa5MMP4W9/O3z84ovw22/Qs3WWpQkv+KGwkL9s2IBWczw7N5dv+vdncuTx+8I5nXb27HmJnJxZABw48D4mUypRUaexc+eD7NnzAoMGLcJi6evDV+DJZstlw4a/UF6+1p1XQsJtpKU9iU7n+51QO7qoqCjeeOMNFi1axIYNGxg+fDijRo3CYKj/Zztv3jzOPfdc9/Hzzz/PokWLyMzMbOWMOycp9oQQQgjRbHv3wj/+UT924ACsWiXFXntRabfz6t697kIPoErT+DI/v1HFntW6g927nz4ilo1e73qu3V5IScmfrV7slZevdxd6tfbte5muXa/DYunTqrl0VElJSVx00UVHfby0tJSHH364Xqy8vJxff/1Vir1WImv2hBBCCNFsTidUVXnGpeVW++EEbJrmEbc5nU24gudfuFbvmtUej/uaptkbiDnRNPnhbC0OhwOr1eoRr2roHw3hE1LsCSGEEKLZEhNhxoz6sZAQGDjQP/mIprMEBnL9Ef09FXBWdONaEZhM3enS5Zp6Mb0+FqfT9SFfpzMREjLUK7k2hcWSgdGYVC8WG3sxQUFpx3xeefkGDhz4iAMHPqa8fIsvU2xTnE4nq1at4t///jefffYZ2XV6MzZXeHg4M2fOdB+HhITw0EMPERUVxZw5c9i0aVOLxxDHJtM4hRBCCNFsSsG110J8PLz1lmtjlr/+Ffq27ow90UInR0TwQZ8+zN63D7NOxw0JCYxvZKsGnc5AcvJ9mM19OXjwA0JChhMVdRo5OU8SGzudhISbCQ7O9O0LaIDJ1I3+/b8lN/dflJQsIiZmGrGx5xEQ4LmLZK2SkuWsWTMJh6MUAL0+ioEDF/htg5nW9Ntvv3HSSSdRXe26C5uWlsZ3333nseFKU5111ll88sknvPLKK1x11VXcfvvtFBUVAa5icMGCBQwaJC0wfEWKPSGEEEK0SJcucM01cNllEBgInbxfd7sUYzQyPS6Oc6Oj0QHGgIAmPd9kSiIp6Ra6dr0enc6AUoqIiBNRKhCl/PcDERzcjx49nsPprCIg4PgtAXJz33QXegDV1fkcOvS/Dl/slZeX8+CDD7oLPYCsrCwWL17c4mIvPDycCy64gLPPPpt7773XXegBFBUV8eGHH0qx50NS7AkhhBDCKwyywWG7F9TEIu9IdQuqtrLjpVKqUYWe0+mgosJzWmFlZcefyllRUcGOHTs84kc2TW8Jg8HA5s2bPeIbN2702hjCU6O+alFK/dSYmBBCCCFEZ5ZdWcm8ggL+KC6muLr1NyXxherqYoqL/6CgYB6VlS1fx+ULVVWHKCr6lYKCH7Fa9zTrGjpdAF26XOsRj4m5oKXptXkxMTFcd911HvFRo0Z5dZxLL73UI3b55Zd7dQxR3zHv7CmlTIAZiFZKReBarwsQCnT1cW5CCCGEEO3G0pISpq5dS6HdtQvklV268ET37sQaj39Xqa2qqjpIVtbdHDjwHgCBgZEMGPAdoaHD/ZzZYZWVu9iy5SqKihYAYDSm0L//lwQH92/ytSIjTyE19Slych5DqUBSUh4hPHy8t1Nuky677DJKS0t5+eWXiYyM5JlnnmHEiBFeHaNfv37MnDmTN954A03TuOGGG+jXr59XxxD1HW8a5/XAbbgKuxUcLvZKgFd9l5YQQgghRPtRYrdz5/bt7kIP4J39+zk/Joap7bjYKy1d7i70AOz2ArKy7qZ//68IDAzxY2aHFRX97C70AGy2nezb93/07PkySjVtWqrRGEu3bn8nLu5iQIfRGH/c53QUSUlJPPbYY9x0000YDAbi4uK8PsaXX37Je++9x/Tp0wF47733CAkJISMjw+tjCZdjFnuapr0IvKiU+pumaS+3Uk5CCCGEEO1Kkd3O8rIyj/hem80P2XiPzbbXI1Zaugy7vajNFHtlZas8YkVFC7Hby9HrQ5t1TaMxoaVptUs6nY6kpKTjn9hMCxcuZN++fbz88uGyYsGCBfXaMwjvatSaPU3TXlZKjVZKXayUuqz2l6+TE0IIIYRoD2L0ek6OiPCIpwYdfZv/9iAoKNUjFhFxCnp943rwtYawsBM8YtHR57aZYlQcdtZZZ3nEzjnnHPfvs7KyWLNmDYWFhS0ap6qqij///JPffvuNgwcPtuha7V1jN2h5H3gGOAEYVvOr9btjCiGEEEK0QUEBAczq3p3+ZjMAeqV4PDWVISHtu+AIDh5K9+6zUEoPgMUygNTUR47Zq661hYWNpWvXm6ldbRQefiJdulyOUurYTxSt7vTTT2fatGnu4wsuuIDTTjuNyspK3nnnHTIzM8nMzGTy5MmsW7euWWPs2bOHhx56iBNOOIFx48Zx0UUXsWLFCm+9hHansa0XhgJ9NU3TfJmMEEIIIUR71S84mJ8zM8m2WgkOCKBnUBCB7bzpoF4fRlLS34mOPhuHoxyTKRWDIcrfadVjNHYhLe1puna9Dk2rxmRKQ69vXEN40bq6devGW2+9xYwZM9A0jZ49e2KxWFiyZAlXXXWV+7yVK1dy6623MnfuXEKa+IXJ4sWLefzxx93HCxYs4PXXX+fVV1/F0An7wzS22FsPdAG812xDCCGEV8yePZvsbN9uh157fV+vq0hNTeXaaz23PheivYgyGIjqYB8odTo9Fktff6dxTAEBpmbtvilan8ViYeDAgfVi27dv9zjv559/5sCBA00u9lavXu0R+/bbb9mzZw+pqZ7Tkju647Ve+ArQgBBgo1JqGeBeaaxp2pnHeO7bwOnAQU3T+tXEPgF61ZwSDhRpmpZZ89hM4GrAAdyiadq85r0kIYToXLKzs8las4YEq9VnY+hrPrxaly712Rh7TSafXVuI9qja6eRgdTWhAQGEBDb2+3n/cTqrqa4+SEBAGIGBwf5Op1U5HDbs9nwCA8MJCDD7O512p0uXLh6xtLQ0wsPDm3yt7t27e8T69+9PdHTbWWfamo73L8czLbj2u8ArwL9rA5qmXVj7e6XUs0Bxze/7AtOADFxtHn5USqVrmuZowfhCCNFpJFit3Lpjh7/TaJEXG3iDFqKz2lpRwdM5OXyWl8dAi4XHU1MZFdZ2pyZWVGxj9+5nOHToP5jNGaSlPUlY2Gh/p9UqysrWs2vXIxQWzic0dDTduz9KSMggf6fVrmRmZnLVVVfx9ttvA2A0GnnjjTeaVaCNGTOGMWPGsHjxYgAiIiKYMWMGoaHN25m1vTte64VfmnthTdN+VUqlNPSYcq2YvQCYVBM6C/hY0zQbsEMptR0YDvzR3PGFEEIIIdqjUrudv23bxg81OxL+UlzMlLVrWT5kCL3Mbe+ukcNRTlbWneTnfwVAScki1qw5iSFDlmOx9PFzdr5VVXWIjRunUVGxAYCCgm8pK1vF4MFLMZl818Kgo4mOjubZZ5/lyiuvpKCggB49etCnT/N+djIyMvj3v//N6tWrqaioICMjg0GDOm/x3ag5AUqpUlzTOesqBpYDd2qa1tTFImOBA5qmbas5TgCW1Hl8T01MCCGEEKJT2WW1ugu9WmUOB5srKtpksWe15rgLvVpOZwUVFZs6fLFXWZnlLvRqVVXlUlm5VYq9JgoPD+eEEzzbaDRHampqp1yf15DGTgB/DtgHfIRrX9tpuDZs2QK8DUxo4rgXAXPqHDe0N26DO38qpa4DrgPXjj5CCCGEcJH3yI4hSKfDrNNR4XTWiwcHBPgpo2PT6UwEBATjcNRvKh8Q0L7bTjSGa32eDnAeEe/4r120D43dD/gUTdPe0DStVNO0Ek3T3gRO1TTtE8Czg+gxKKUCgXOBT+qE9wB1v/5IxFVcetA07U1N04ZqmjY0JiamKUMLIYQQHZq8R3YMqUFBPHbEGtYpERH0t1j8lNGxmUwppKY+VS8WHj4Ji6V97I5ZXV3EoUOfs3btaWzdehMlJX82+rlBQekkJf29XqxLlysxm3t7O802b9euXbzyyiuceOKJzJo1iy1btjTp+WvXruWee+5hypQpvP/++xw4cMBHmXYujb2z51RKXQB8VnN8Xp3Hmtp7bzKwWdO0PXViXwIfKaWew7VBS09gWROvK4QQQgjR7imluDI+nn7BwWwsLyfRaGRYSAixbbSlg1KKuLhLMJt7UV6+AaOxKyEhwzEaPXdYbIvy8v7Hli2He7zt3/8ugwf/TnDwwGM8yyUgwES3bn8nPHwilZVbMJm6Exo6nMDAzrUZSHl5OXfffTeffvop4Opt9+mnnzJv3rwGd9o80rZt2zjxxBPJy8sDYP78+Tz88MPcf//96Np5r0p/a2yxNx14EXgNV3G3BLhEKRUE3NzQE5RSc3BN74xWSu0BHtQ07V+4poDWncKJpmkblFKfAhsBO3CT7MQphBBCiM4qNDCQEyMiODGiSROo/CYwMISIiElEREw6/sltSFVVPrt2PVIv5nRWUFKypFHFHoBeH0VU1MnAyT7IsH3Ytm2bu9CrtXbtWjZt2tSoYm/t2rXuQq/WE088wWWXXUZKSoo3U+10GlXs1WzAcsZRHl50lOdcdJT4FUeJzwJmNSYfIYQQQgghvKOhrSPkblJTuDbabz/X7UyO11T9bk3TnlJKvUwD0zU1TbvFZ5kJIYQQwi+2boUlS6C4GIYOdf3S6/2dlRDeZzBEkZz8AFu2XOmOBQRYCAkZ7sesPJWXl7Ns2TJWr15NQkICI0aMIDk52d9pufXo0YNp06bx8ccfu2OZmZmNbp8wYMAAYmNjOXjwoDs2c+ZMr2w0tXPnTpYsWcL+/fvJzMxk2LBhWFpp/WtlZSV//vknK1euJDY2llGjRrmbvq9bt46lS5ficDgYPny4z9pDHO/O3qaa/y73yehCCCGEaFO2bIETT4S9e13HOh189x1MmeLfvITwlejocwgMDGf//vcwmVKIi5tOSEjjpnC2lk8++YSrr77afTx8+HA+//xzEhLaRqcyi8XCk08+yfjx45k7dy4TJkzgnHPOadQUToCePXvy448/8sknn7B69WouvvhiJk+e3OI7e3v27OH8889n+fLDpczbb7/NlVdeeYxnec+XX37JtGnT3Mf9+vXj66+/pqCggPHjx1NaWgqAyWRi4cKFjBgxwus5HK+p+lc1/30PQCll0TSt3OtZCL+aPXs22dmNb5VYe+7MmTObNE5qairXXnttk54jhBCidf3+++FCD8DphH/8A0aOhNDOteeE6CT0+jBiYs4mJuZsf6fSoN27d3PnnXfWiy1btow1a9a0mWIPXO1ebrjhBm644YZmPb9///707+/dHVzXrFlTr9ADuOuuuzjppJNITEz06lhH2r9/P7fffnu92Pr161m1ahVLly51F3oAVquVN954wyfFXqMmJCulRimlNlJzp08pNVAp9ZrXsxHtQlBQEEFBQf5OQwghhA8UFHjGcnPBZmv9XIQQYLPZKCkp8YiXlZU1cLaoq6E/o6KiIqxWq8/Httls5OfnN5hTTk6OR3zXrl04j+it6Q2N3Y3zBVxbDH0JoGnaGqXUOK9nI/xC7rYJIYSoNWoUKAVanZX6f/sbtOW2fQfLD7LuwDrKq8vpHdWb9Oh0f6ckhNckJSVx8cUX88EHH7hjJpOJvn37+jGr9qFv374YjUZsdb6tuvTSS0lKSqp3nqZpbNq0ia1btxIREUH//v2JjIxs0dgJCQlcf/31vPzyy+6YXq8nIyODiIgIPvroo3rnX3/99T5pM9HoK2qatvuIkLRGEEIIITqYoUPhq6+gf3+Ij4fHHoPp0/2d1dHtKdnD9P9OZ/L7kznr47MYOnsoS/cs9XdaQniN0Wjk4Ycf5vbbbycmJoaxY8fyww8/0K9fP3+n1ub169eP+fPnc8IJJxATE8Ptt9/OAw88gNForHfewoULGTJkCOeccw4TJkzgpptuqrdZTHMEBgZy5513MmPGDGJjYxkxYgTz5s1j4MCBjB07lg8++IC0tDSSk5N58803Oemkk1o03lHzaOR5u5VSowFNKWUAbuHw5i1CCCGE6CAMBjjtNBgzxjV1My7O3xkd29K9S/lxx4/u49KqUu5bcB9zp83FYmidHfeE8LXU1FSefvpp/v73vxMcHExISIi/U2oXlFKMHTuW7777jtLSUuLi4jzunuXn53PjjTfWm9r58ccfc/nll3PKKae0aPzk5GQee+wxbr31VsxmM6E1C59DQ0OZPn06p5xyCpqmER0d3aJxjqWxxd4NuJqqJwB7gB+Am3yVlBBCCCH8Kzzc3xk0Tk6R59qXNQfWUGIrkWJPdCgBAQHEx8f7O412KTg4mODg4AYfKykpYfPmzR7xAwcOeGVspdRRdyWNioryyhjH0tim6nlAG57EIYQQQoiO6GDZQXYU7SDEGELPyJ7oA+o3/Osf57l733l9ziPG0rxFhuUOB9sqKnACPYKCCA1s7Pfioi3SNI3Kyu1UV+djMiVhNLad3StF2xAXF8epp57Kt99+Wy/es2dPn45bVlbG9u3bcTqd9OjRw33Xz9uO11S9wWbqtaSpuhBCCCF8Zc3+NVz42YVsyd+CXqfnnxP/yV+H/ZVQ4+EPRcO6DuPZKc9y/4L7qbRXcnLaydw+6nYCdU0v0vZYrdy7Ywfv13yjPzUykld69iRVdqBul5zOKg4e/JStW6/H6azAYOhC376fER4+xt+piTbEbDbz1FNPUVBQwJIlSwgJCeGFF17wWZNzcLXTmDFjhnuTltNPP52XXnrJ3XDdm473L2HdxhQPAw96PQMhhBBCiCOUV5Vz9493syV/CwDVzmpm/DSDkYkjGZ8y3n1emCmM20bexpnpZ2J1WEkOSybE2Lz1TD8WFroLPYDvCgr49OBBZiQnt+zFCL8oL9/I5s2XA67t7Kuq9rNp08UMHrwUo7Fxzb5F55CRkcF3333H7t27sVgspKam+nS8H374od5unF9//TUTJkzw6KfoDcdrqv5e7e+VUrfVPRZCCCGE8JVDFYf4MftHj3h2YXa9Yg9Ap3T0iOrR4jHnFxZ6xD7Py+OOpCQMPtgSXfiW1bqL2kKvls2WQ1VVrhR7wkN4eDjhrbRY+bvvvvOI/fe//+W2224jICDAq2M1ZY7DUadzCtGW7DWZeNEHt8FrHTIYAIipqvLZGHtNJtJ8dnUhhGj7IkwRDO06lGV7l7ljPSN70jOqJ7mlucSHtGyjimpHNftK92HWm93r+0aHhfHREdutT46IaNVCr8Rup6C6mii9nhBZL3hMmqZhs+1BKR1GYwI2Wy6aZsdoTKiJdfV4jl4fg17vu50PhW+Ul5dz6NChVi3IGiM/P5/S0lLi4+M92jkcy9ixY/nvf/9bLzZlyhSvF3rQtGJPiDbP17fdAaqzswEw+XCsNFrntQghRFsVZgrjxVNe5NQPT6XQWsiVmVcSYgjh5A9OxqK38MTkJzi/7/nNmrKZVZDFE4uf4L3V79E1pCsvTX2JU3qcwtTISE4IDWVRSQkAfc1mLm3F3hPLS0q4fft2FpeUMDYsjOd79GCwbLHfoKqqA+TmvkVOzhOEhY0nImIyOTmzcDgqSEq6g65db8BsziA19Smys+8BNHQ6E717v4vJlHTc64u2Y+3atdxzzz3MmzePwYMH89JLLzF69Gi/5uRwOFiwYAF/+9vf2L59O+effz4PPfQQvXr1atTzTz/9dD7++GOWLFkCQP/+/bnooot8kuvxNmgp5fAdPbNSqqT2IUDTNM0328YI0UzXXnutz8eYOXMmAI8//rjPxxJCiM5sZOJIll+3nJziHJbtXcY9P94DQEV1BVd/eTWJoYlMSZvSpGtWO6p5cvGTvLXyLQB2Fe/i7I/P5o+r/2BE4gg+79ePTRUVODSN3mYz8U34tr4ldlutnLF+PftrZo38WlzMmevXs3TwYBJaKYf2JD//G3bsuB9QhIWNISvrdvdju3Y9il4fQ2LiLSQk3ExExIlUVR3EZErBbE73X9KiyfLy8pg+fTrr168HYMWKFUydOpUVK1bQo0fLp24317p16zj11FOx2+2Aqy9fRUUFc+bMwWw2H/f5aWlpzJ07l02bNuF0OunTp89R2zO01PHW7MnXSUIIIYTwm9SIVKLN0dz4zY0ej83Pmt/kYi+3LJf31tTfgkBDY+OhjYxIHEGMwUBMzXT91pRttboLvVp7bTayKyul2DuC01lNbu5sAIzGJCoqNnmck5s7my5driQwMISQkMGtnaLwkp07d7oLvVolJSVs27bNr8Xeli1b3IVerS+//JI9e/aQnt64LxRiY2OJjY31RXr1yDROIToQWa8ohOiIjAFGekX1YlNe/Q/13SOa/u+dRW+hW2g3thdurxePCIpoUY51WR0OApUisAlr/UIDAlzTpurEdCB9/hqgVCBmcwYlJUuw24swGDw/MAcF9UKnM/khO+FNISEhGI1GbDZbvbi/1+01NH5MTAwWi6X1kzkO+RdEiA5C1isKIToqY6CRu8fczbyseVTaKwFIDktmUvdJTb5WlDmKF6e+yBlzzsCpuXZqHJEwgiHxQ1qc54GqKr7Ky+ON3FzSg4K4JTGREY1slNzbbOaepCSe2L3bHbs3OZle0uPPg1KKhIQbOHToUxyOEnQ6C0ZjIjbbHgB0OjNJSXeh0+n9nKloqR49evD4449zxx13uGPXXHMNffv29WNWMHDgQE4++WTmzZvnjr300kskJCT4MauGSbEnRAch6xWFEB3ZqKRRLLlmCesOrMMYaGRQl0GkRTZvHsCUtCksvXopG/M2Em4KZ1CXQSSFtXzTjnf372dGzZdiy0tL+SIvjz8GD2ZAcPBxnxsUEMDd3bpxUmQkOVYr3UwmBgcHY/LB7nwdQUjIUAYPXkJZ2RqU0tOv31wqK7PRNBsWywCCg/v7O0XhBQEBAVxzzTUMHTqUrKwsunbtyuDBgwkLC/NrXl26dOGdd95h5cqV5OXl0atXL582YW8JKfaEEEII0S4MiBvAgLgBLb5OoC6QoQlDGZow1AtZuey12XgyJ6derMLpZE1ZWaOKPYAIvZ5JEd6bTtrRWSx9sVgO3+GRtXkdU0hICGPHjmXs2LH+TqWe+Ph4TjvtNH+ncVxS7AkhhBCdRHV1NXv27MFqtfo7laMymUwkJiai17evKXgBSmFsYI1eoFJ+yEYIIVyk2BNCCCE6iT179hASEkJKSgqqDRYhmqaRn5/Pnj176O7DzaZ8oYvBwKzu3bl6yxZ3LEavlz557UBlZSVLly7l559/JiYmhkmTJvl9TdiRiouL+eOPP/jll1/o0aMH48eP9/pulDabjWXLlvHTTz8RGRnJpEmT6NevX7OuVVJS4s63e/fuTJgwgZ49e3o1X9E4UuwJIYQQnYTVam2zhR64Nt6Iiori0KFD/k6lWc6LiaGLwcDcvDy6m0ycHhVFr0b03BL+NW/ePM455xz3cWxsLAsXLqRPnz5+zKq+999/n7/97W/u4759+/Ldd9/RrVs3r43x008/1ZuWGBkZya+//kpGRkaTrzVnzhxuuOEG93F6ejo//PADycnJXslVNF7j9wQWQgghRLvXVgu9Wm09v2MJDQzk1Kgo3ujVixnJyfRr5Fo94T+FhYXce++99WIHDx5k6dKlfsrI065duzxy3LhxI2vWrPHaGCUlJTzwwAP1YgUFBSxatKjJ19q9ezczZsyoF9u6dSurV69uSYqimaTYE0IIIQQAwU0sThYuXMjpp5/uo2yE8L3q6mqKi4s94mVlZX7IpmHV1dVUVFR4xL259tZut1NYWOgRLy0tbda1ysvLPeKVlZXNyk20jBR7QgghhGh11Y5qSqwl5FfmU15V7u55JzqeioqtHDz4X/Ly5lJZudPf6dQTGxtbr4cbQGBgICNGjPBTRp6Sk5O55ppr6sWCg4ObvZ6uLrvdzqpVq/jhhx946KGHmDZtmvsxnU7HCSec0ORrJiYm8te//rVezGw2079/52iHUbsGdM6cOfz8888UFBT4NR8p9oQQQghRz8KFC5kwYQLnnXcevXv3Zvr06WiaBsD3339P7969OeGEE/j888/dzykvL+eqq65i2LBhDBo0iLlz5wJwyy238MgjjwCutVHjxo3DVm0jpziHrQVb2VG4g015myi2et5dEe1faekqVq4cxcaN57F+/dmsXj2R8vJN/k6rnksuuYRXX32V3r17c+KJJzJ//nwGD247bRz0ej0zZ87kn//8Jz169OCcc87hp59+8sqawu+//56hQ4dy0UUXcdlll1FaWsqtt97KhAkT+OGHHxg6tOntSfR6PXfeeSePPfYYPXr04KyzzuKnn35q1tq/9kbTNObMmcPIkSO5+OKLmTRpEg8++CAlJSV+y0k2aBFCCCGEh1WrVrFhwwa6du3KmDFjWLx4MUOHDuXaa69lwYIF9OjRgwsvvNB9/qxZs5g0aRJvv/02RUVFDB8+nMmTJ/PEE08wbNgwxo4dyy233MK3336LzWmj0Fp/ylhOcQ4WgwVDgKG1X6rwEU3T2LfvDez2w3c2bLad5Od/i8XSdjY/iYuL48Ybb2T69OkYDAaCgoL8nZKH5ORk7r//fm666SbMZjNGo7HF19y/fz833HADTufhu+rffPMN3377LY8//niL/hy6devGzJkzueGGG7yWb3uQlZXFLbfcUi/2yiuvcPHFFzNq1Ci/5CR39oQQQgjhYfjw4SQmJqLT6cjMzGTnzp1s3ryZ7t2707NnT5RSXHLJJe7zf/jhB5544gkyMzOZMGECVquVnJwczGYzs2fP5qSTTuLmm28mLS0Nu9PuMV61s7reh07R/jmd1ZSVrfCIl5ev80M2xxcWFtYmC726IiIivFY4lZaWsnfvXo94UVGR1/4cvJlve1BSUtLgesX8/Hw/ZOMid/aEEEII4aHuB7SAgADsdleBdrTdMjVN47///S+9evXyeGzdunVERUWxb98+AEwBJo9zQgwh6APabiP1KqeTLRUV5NvtpBiNpLTxoqCxbLa9VFZmERAQTFBQbwIDvdcqIiDAQFzcFZSWLq8Xj44+o9nXtNn21eRrrsnX0tI0W0zTNLZv387evXvp0qULPXv2JCAgwOO8/Px8tmzZgk6no1evXkRERPgh28O6du3KqaeeyrfffuuOKaWkH14j2Ww2tmzZQmFhISkpKSQnJ5OUlESfPn3YtOnwVGWTyURaWprf8pQ7e0IIIYRolN69e7Njxw6ysrIAVy+tWieffDIvv/yye23fqlWrANe28c8++yyrVq3iu+++Y+nSpQTpg+gR2QO9zlXchRpD6RbWjQCd5wfktqDcbuflvXsZtGIFE1evZsiKFSwqKvJ3Wi1WVraalStHs3r1eFasGMKOHfdSVZXn1TFiYs4mMfEOlNKj05np3v0xwsLGNzPftaxaNYbVq8exYsVQsrPvoarK/z0Zv/rqKzIzM5k4cSKZmZl8/PHH7i9Ham3fvp2zzjqLMWPGMGrUKKZNm8aOHTv8lLGLxWLhmWee4ZRTTgGgS5cu/Pe//2XgwIF+zas9KC0t5dlnn2XQoEFMmDCBoUOH8scffxATE8NHH33k3uCne/fufP311/Tu3dtvucqdPSFEh7HXZOLF7t19dv1DBtdaopiqKp+Nsddkwn/f/wlxbCaTiTfffJPTTjuN6OhoTjjhBNavXw/AP/7xD2677TYGDBiApmmkpKTw1VdfcfXVV/PMM8/QtWtX/vWvf3HFFVfw559/Em4Kxxxjxul0og/Qt9lCD2BdeTl31RS4AAV2O1du2cLiQYOINbTPNYYORwXZ2fdhs+W4Y3v3vkhk5FSiok722jhGYwKpqU+SkHAjEIDJlNysXooOh5UdOx7Cat3pju3b9ypRUacSFXWq1/JtqqysLC699FJ3awSbzcaVV15JZmZmvQ1JPvvsMxYvXuw+/uGHH/j+++89dq1sbX369OGzzz5j7969BAcH07VrV7/m016sWbOG++67z32cl5fHddddx8KFC8nMzGTevHns37+f8PBw4uLi/JipFHtCiA4iNTXV52NUZ2cDYPLhWGm0zmsRoiG1vcUmTJjAhAkT3PFXXnnF/ftTTjmFzZs3ezw3KCiIN954wyP+448/un8/ZMgQ1q07vF7LEGCAtlvjueXYbB6x7ZWV5FVXt9tir7o6n+LiXzziVmu218fS6QIJCmrZ11h2ez7FxT97xCsqtvq12Nu/f7/HTovV1dXs27fPXew5HA6++uorj+f+8MMPfi/2wHWHLz093d9ptCu7d+/2iK1fv568vDyioqIICwsjLCzMD5l58lmxp5R6GzgdOKhpWr868b8BNwN24BtN0+6uic8ErgYcwC2aps3zVW5CiI7n2muv9fkYM2fOBODxxx/3+VhCiLajWwMbTPQICiJa33bXGB6PXh9FePgE8vO/qRcPCmqbXzYFBkYRHj6JvLzP68XNZs81oq2pS5cuhIaG1iv49Ho9CQkJ7uOAgADOOOMMfv/993rPnTJlSqvl2ZY4HA527doFuHYZbWh9Y1vXrVu3esdBQUHccsst2Gw2CgsL/b4esy5frtl7FzilbkApNRE4CxigaVoG8ExNvC8wDcioec5rSqn29zcvhBBCiA6nv8XCs2lpBNRMP4zS63mnV692e1cPICDATPfuj2I0JtdEFAkJtxEcPMSveR1NQICJlJQHMZkOT9VPSLiZkJCm94HzprS0ND744AMsFtdGMUajkXfffdfjTtl5551Xr0H5ySef7F4r15ns37+fBx54gL59+9KnTx8eeOAB9u/f7++0mmzAgAE89thj6HQ6oqKiePrpp93rHSdNmsSff/7p7xTdfHZnT9O0X5VSKUeE/wo8oWmareacgzXxs4CPa+I7lFLbgeHAH77KTwghhBCiMSyBgfwtIYGTIiIoqNmNM7kD7MYZHJzJ4MG/19mNs5dXd+P0tuDgAQwatJjKyu0EBFi8vntoc51++umsWrWKffv2ERcX1+BunD169OCLL75g69at6HQ60tPT29Tdn9byww8/8Nhjj7mPH3vsMdLT07n88sv9mFXThYSEcMcdd3DaaadRUlLi/i/A6tWrOffcc1m6dGmbWAPZ2mv20oGxSqlZgBW4S9O0P4EEYEmd8/bUxIQQQggh/E6v09E/ONjfaXid0dgVo9H/H0gby2iMx2iM93ca9dS2Kzhey4KoqCi/NdZuK+ru4Fvrww8/bHfFHrju4g4YMID58+d7rNvcs2cPu3btahPFXmu3XggEIoCRwN+BT5VrS6aGtmXSGrqAUuo6pdRypdTyQ4f8v92uEEII0VbIe6TobEpLS90bCzVHQUEBtgY24GltVquVwsLCJj2nqKjIvQtoezFkSP1pwoGBgVxwwQUUFxc3+5rFxcWt+udQUVFBUZ3WK5GRkR7nGAwGwsPDWy2nY2ntYm8P8LnmsgxwAtE18aQ65yUC+xq6gKZpb2qaNlTTtKExMTE+T1gIIYRoL+Q9UnQWxcXFfPjhh4wZM4aJEycyd+7cJn3g37lzJw899BDDhg3joosu8usaq8WLF3PuuecybNgwnnzyyQZ3eqzr4MGDvPbaa4wYMYKpU6fy008/efT1a6umTZtGfLzrzmzPnj157rnneO+99xgxYgRvvPEGTfmS6tChQ8yePZuRI0cyZcoU5s+fT5UPWyPZ7XYWLFjAqaeeyogRI3jttdc4cOAAffr04f7776937jPPPNNmmtO39jTOL4BJwEKlVDpgAPKAL4GPlFLPAV2BnsCyVs5NCCGEED72/fffc+utt+JwOLjmmmuYMWOGv1MS7dD8+fO55JJL3Mdnn3028+fPZ/Lkycd9rs1m46GHHuK9994DIDs7mx9//JFly5a1evPrtWvXMnnyZKxWKwAzZswgPz+fxx9//Ki7VH788cfceuutAGzdupWTTz6ZRYsWMXLkyFbLu7n69evHokWLWLduHUopzjnnHJxOJwA33HADTqez0e0o/ve//3H99de7j2v/HEaPHu2T3JcvX86UKVNwOBwA3HTTTVRXV3Prrbdy1113MWXKFPbu3UtKSgr9+/cnMLBtdLjzZeuFOcAEIFoptQd4EHgbeFsptR6oAi7XNE0DNiilPgU24mrJcJOmaQ5f5SaEEB1Jbm4u5T5uKN8a9phMWHJz/Z2G8CGHw8FNN93E/PnzSUxMZNiwYZx55pn07dvX36mJdsRut/Pqq696xD/55JNGFXu7du3i/fffrxcrLS1lw4YNrV7srVu3zl3o1XrppZe4+eabPbb3B1fz7ueee65ezOFw8Mcff7SLYg9cvWRTU1N58skn3YVerWeffZYLL7ywwamRdRUVFXn8OWiaxsKFC31W7C1ZssRd6NV67rnnmD59OtHR0YwdO9Yn47aUz6Zxapp2kaZp8Zqm6TVNS9Q07V+aplVpmnaJpmn9NE0brGnagjrnz9I0LU3TtF6apn3nq7yEEEII0UgffggpKaDTuf774YctutyyZcvo0aMHqampGAwGpk2bxty5c72Squg8dDodDU1TbuzUZYPBQFADu6k2FPO1hsYMDQ1Ff5QejgaDocFdPENCQryem6811HQ8KioKQyNamuj1+gYLwtDQUK/k1pCG/owjIiKO+nfVVrSN+4tCCCGaLT4+HmtODrfu2OHvVFrkxe7dMcW3rV32OrUPP4TrroPadVC7drmOAaZPb9Yl9+7dS1LS4SX6iYmJLF26tKWZijagquoQRUULKSj4FotlAMHBmRw8+CkmUyJRUWcQHDzAa2PpdDpuueUW/ve//7nXqpnNZs4999xGPT85OZlHH32U22+/3R0bMGAAAwZ4L8fGGjRoEGlpaWRlZbljTz31lHtd25FCQ0P55z//yRlnnOGORUdHN3g3a+PGjXzzzTds3ryZs846i7Fjx7apdg9jx44lMjKSgoICwLWr6UMPPURwI3a9tVgsPPjgg0ydOhXXJEFX4TVhwgSf5Ttq1Ciio6PJy8tzxx599NEGi9a2RIo9IYQQQni6777DhV6tigpXvJnFXu2HsrqUamhDbtGeaJqDvXtfYteuR92xoKA0IiNPZceO+9m9+1kGDVqExeK96bqjR49m0aJFLFiwAL1ez6RJkxg8eHCjnquU4oorrqBXr14sWrSInj17Mm7cOBITE72WX2N1796db7/9loULF7J7927Gjx9/3OmYJ510Er/88gs///wzUVFRTJw40WMqdFZWFieddBL79rn2O3z77bd58cUXueWWW3z2WpoqIyPD/ToKCgqYNGkSI0aMaPTzJ06cyG+//caCBQsIDw9n4sSJ9OvXz2f59u3bl4ULF7Jw4ULy8vKYOHFik/L1Fyn2hBBCCOEpJ6dp8UZITEyst9Pgnj172kQfKtEylZU7yMl56ohYFnq9a5qd3V5IaelyrxZ7Op2OESNGNPvDdnh4OFOnTmXq1Kley6m50tPTSU9Pb/T5RqORcePGMW7cuKOeU9vkva4HHniAc8891y9F7dH069ev2QWawWBgzJgxjBkzxstZHV1GRgYZGRmtNp43tHbrBSGEEEK0Bw1sDnHMeCMMGzaMbdu2sWPHDqqqqvj4448588wzm3090VY40DTPrf/r3sl1On23Jb7w1FArhqqqKo8NRkTHJ3f2hBBCCOFp1qz6a/YAzGZXvAms1VYq7BVoaJgDzbzyyiucfPLJOBwOrrrqqnb3LfmR7PZyyspWUVm5DYMhjpCQIRgMcf5Oq1UZjSnEx19Nbu5sd0yvj0HTXM3KdToTISFD/ZXecTmdTlavXs2GDRuwWCwMHjyYlJQUf6fVIgMHDiQkJITS0lJ37K677qq3ZlZ0DlLsCSGEEMJT7bq8++5zTd3s1s1V6DVhvV5FdQVb87did7ruMgSoAMZPHs/WrVt9kXGr0zSNgwc/YOvWG9yxmJgLSE9/Db0+yo+Zta6AACPJyf/AbO7LwYMfEBIynKioM9i16wliYy8iIeEWQkIy/Z3mUS1cuJCTTz7ZfTesb9++fPXVV6Smpvo5s+br06cPCxYs4LXXXmPdunVcc801nHnmmeh0Mqmvs5FiTwghhBANmz692ZuxABRWFroLPQCH5iCvIg+LweKN7PyusjKbrKw768UOHfqUhIQbCQ8f76es/MNkSiIp6Ta6dr0Bnc6AUjrCwyeh0wWiVMPNwduCkpISZsyYUW/a48aNG1myZEm7LvYAhg4dyltvvUVVVRUmk8nf6Qg/kWJPCCGEED5htVsbjGma1iF24XQ6y3E4yj3idntR6yfTRgQEmOr83ujHTBqnoqKCXbt2ecQPHTrkh2y8T6fTSaHXyUmxJ4QQQgifiAyKpNBaWC8WZY7qEIUegNGYTGTk6TVTFDWUMpKf/z1BQY3fWVH4V1xcHFdffTWPP/54vXhj2ziIo9u+fTtZWVlERETQt2/fRvXPE94nxZ4QQgghfCLEEEK3sG7sLdkLQHxIPGHGtt2AuCn0+jDi469m06aLcDqtgCI5+QGMxubvWCpal1KK66+/noqKCl5//XViYmJ4/vnnGTq07W4o0x4sWrSI0047jZKSEgBuv/127r//fiIjI/2cWecjqzSFEEII4ROBAYHEWmLJiM0gIzaDLsFd0Afo/Z2W11ite9i27YaaQg9AY9euhykvX+/XvETTJCcn88wzz7B161aWL1/OeeedR1BQkL/Tarfy8/O54YYb3IUewPPPP8/q1av9l1QnJnf2hBBCCOFThgCDv1PwCbs9n6qqAx7xqqpcP2QjWiIwMJBuLeghKQ4rLCxkw4YNHvG9e/f6IRshd/aEEEIIcUw2u42K6op6O2s2h6ZpXH7F5cTExtCvXz8vZec/en0XTKbuR0QVJlOyX/IRoi2IjY1l9OjRHvH2vrtpeyXFnhBCCCEa5NSc5Ffks/HQRjYe2sjW/K1UVFcc/4kNsDvtHCg/wAlnncDz7z9PlaOqwd062xOjMY4+fT7AYOgKgE5npnfvd7FY2nejeCFaIjQ0lFdeeYW0tDQAjEYjL7zwApmZmf5NrJOSaZxCCCGEaNC7/67ivvuCObAvk7iuVdw4Yy/nT8uhZ2RPAnRN651WXlXOnpI9DBoxiH279+HQHBwoO0C3sG7tenfOsLDRDBmyDJttN4GBUQQF9WjXr0cIbxg0aBCLFy9m586dhIWF0bNnTwIC2m6/xY5Mij0hhBBCePjwQ7j5r0YqK12Fy/69Rh67OxnYxd+vr25ysVdpr/SIFVoL6RrStd1v2mI0JmA0Jvg7DSHalLi4OOLi4vydRqcn0ziFEEII4eG++3AXerWslQH835OJDRZ6mqZR5ajC4XQ0eL2GNmkx683olHwUORqnsxqbbV+Djds7ovLycvbt20d1dXWznl9QUMDBgwe9ksvBgwfJz893X/fAAc+NeETbcODAAQoLC49/Yicl/8IKIYQQwkNOTsPx/Xv1HnfibHYbe0v3utf1ldhK0DSt3jnB+mBCDaHuY4UiISShyXcIO4uKiq1s23Yzf/7Zn3XrzqC4eIm/U/KppUuXctZZZ9G/f39uuukmtmzZ0ujnVlRU8NlnnzFq1CgGDRrECy+80Oyir6CggDfffJOhQ4dyxRVX8O677zJ69GgGDx7M888/L0VfG7J//36efvppBg0axJgxY5g7dy5Wa/teB+wLMo1TCCGEEB66dYNduzzjSUn1j52akwPlBzhY7vpwbXfa2Za/jT7RfTAbzO7zDIEGukd0p9JeiaHUgDHQiMVg8eVLaLfs9jK2bbuVwsLvASgq+pm1a6cwZMhyzOZ0P2fnfVu3bmXKlCnuvmyzZ89mx44dfP7554SEhBz3+UuWLOH88893H99+++0EBwdzzTXXNDmXH374geuvvx6Am266iSuvvNL92B133IHZbHY/Lvzr008/5e677wYgNzeXs88+m19++YVx48b5ObO2RYo90anNnj2b7OzsJj2n9vyZM2c2+jmpqalce+21TRpHCCH8adYsuO46qKiz+abZDI89Vn9qZ7WjmkPlh+rFNDQq7ZX1ij0AfYCeyy65jIULF5KXl0diYiIPP/wwV199tc9eR3tkte5yF3q1HI5SKio2dchib8uWLfUacAP8+OOP7Ny5k/79+x/3+d9//71H7OWXX2batGkEBwc3Og+Hw8Hrr78OQEJCAlu3bm3wuv/f3p2HR1leDx//nsmeEAghrAlJ2CRsIUBC2AQEFVQWQXEBKS4Va7EV1NZa1NJauuCKSm1BEH+WymvdcUMFcaEoa4CwIyQQ9jUEspBk7vePmYwJk0BCZjKTmfO5Li4y97Odm4Q8z3nubfz48dVKQpX7nDp1ipdfftmpfMWKFZrsXUCTPaVqKCwszNMhKKWU202YYPt7+nRbl874eFsCWFZexiIWAi2BFFuLncor8+abb7ojXJ9isYRisYRhtVac1CYgoPqJS30SEeHcwhsaGlrt+21laza2bt2aoKCaTfxjsVhISLCtkXj27FkaNWrktE9cXBzBwc7jT1XdCgkJoVWrVuzatatCebNmzTwUkffSZE/5NW1tU0qpqk2Y4JzcXSgoIIjWjVqz59RPvSTCAsMIDwq/yFHeqcRqZdWZM8w/dIgCq5V7W7akf6NGhNXxlPFhYW1p0+Yv/PjjNEdZ48ZXExFx6Vau+qhbt24MGzaMpUuXOsqeeuqpiy7CXVBQwMqVK5k3b55jHbcXX3yRPXv2EBQUxKOPPkpISEiN4hARfvnLX/LWW2+Rm5tLo0aNiImJ4fjx4wAEBgby2GOP1fi8NbFjxw7efvttvv76a2666Sauv/56Wl/Yd1oRHh7Ok08+ybXXXktpqW1SqObNmzNo0CAPR+Z9NNlTSimlVK1EhUTRsUlH8ovzCQwIpEFQA0IC3fdA7C4/5OUxOCMDq/3zW8eO8VlyMsOio+s0DhGhZcu7iYjoyrlzmYSGtiYyMp3gYN9stWjatCnz58/nhx9+IDs7m27dupGWlobFUvU8gt9++y3Dhg1zfF60aBHvvPMOhw8fJjU1lZ49e15WLOnp6axatYrVq1cTEhLCkiVL2L59O/n5+fTu3fuyz1sdBw8eZOzYsWzduhWAL774gjvvvJN//OMf2quoEoMGDWLVqlWsWbOGBg0akJ6eTseOHT0dltfRZE8ppZRStWKxWIgMiSQypH6PY/p/R486Er0ys3NyGBoVReBFEg93CAxsSHT01URHX12n1/WU2NhYxo4dW619S0pKeOGFFyqUWa1Wli9fzosvvljrWFJSUkhJSXF87tOnT63PWR1bt251JHplXn/9dR5++OFKu6r6u4CAANLS0khLS/N0KF5Nl15QSimllKqCufQuSrnEhcuVXKpcqerQlj2llFJKKeCWZs2Yc+BAhda9B2Nj67xVz5dt3bqV1atXU1hYSFpaGj179kRELn0gcP78edatW8f69euZNGkSn376qWObxWLh1ltvdVfYdaJLly506tSJbdu2OcomTpxI+/btPRLPxo0bWbNmDQC9e/cmOTnZrdfLyspi9erVHD58mO7du5OWlkZ4ePXH/m7atIk1a9ZgjCEtLY3u3bu7Mdr6Q5M9pZRSSimgT2QkK1JSmH/oEPlWK5PtE7Qo19i8eTNXXXUVJ06cACA4OJhly5YxYMCAah2/bNkybrjhBowxdO/endmzZ/Ptt98SHh7Oz3/+c9LT090Zvtu1atWKd999l3feeYcVK1Y4JmjxxHi9tWvXMnjwYM6dOwdAgwYNWLFiBb169XLL9XJycrj55ptZt26do+z//u//mDhxYrWOX7duHYMHD+bs2bOAbQKXr7/+mtTUVLfEW59osqeUUkqpOrN//35+9rOfcfjwYSwWC5MnT+bBBx/0dFgABFosXBkVxZVRUZ4OxSctXbrUkeiBraXu6aefJj09/ZLLJJw+fZpHH33U0aVx48aNTJ06lY8//pjrrrvOrXHXpaSkJKZPn8706dM9Gsdrr73mSPTAthTFokWL3JbsZWRkVEj0wLaI/ZAhQ4iNjb3k8f/5z38ciR5Afn4+CxYs0GQPTfaUUkopVYcCAwN59tln6dmzJ3l5efTq1YtrrrmGzp07ezo05WYHDhxwKtu3bx/FxcWXTPYKCgo4cuRIhTJjDHv37nVpjMomKyvLqcyd/9blE7Uyp06doqioqFrHVxbbnj17KtnT/2gndKWUUkpVatHmRSS+kIjljxYSX0hk0eZFtT5ny5YtHdPXR0ZG0qlTp0qTgMrsKSjgo+PH+eLkSQ5V8yHQV5w7t53jxz/k1KkVnD9/3NPhXJYbbrjBqeyBBx6o1risFi1a8Mtf/rJCmcVicetSCBeTl5fHqlWreP/999m4cSPFxcUeicNd7r77bqeyO++8023X69y5s9Ni9RMnTiQuLq5ax0+aNMmpzB1rKR89epTly5ezZMkSpwXdvZUme0oppZRysmjzIiYvmUx2bjYGQ3ZuNpOXTHZJwlcmKyuLDRs2VGusVUZeHn3Wr2dkZibXbtrEjZmZ7C0ocFks3iw393+sX59KZuZoNm68ih077qWo6JCnw6qxvn378tZbb9G+fXtatWrFCy+8wMiRI6t1rIhwzz33MGPGDJo1a0ZycjIfffSR27oVXszZs2eZNWsW/fr1Y8yYMfTs2ZP333+/zuNwpyFDhvDqq68SHx9PQkICCxYscOuC5d26dePzzz+nb9++NGnShGnTpvHEE084JYBVGTRoEK+99hqJiYnEx8czb948hgwZ4tIY9+/fz/jx4xk6dCijRo0iLS3NMYGNN9NunEoppZRyMn3ZdPKL8yuU5RfnM33ZdCZ0m1Dr8589e5abbrqJF154gYYNG15032KrlRdycjhWrvVkdV4eK06fpo2PLzZdXHyG3bsfprT0p/FTJ068T17e3YSEVC9R8hYRERGMGzeOoUOHUlJSQrNmNVskPi4ujieffJL77ruP0NBQojw0tnLLli38+c9/dny2Wq1MnjyZtLQ0EhMTPRKTqzVu3Jh77rmHUaNGISLExMS49XoiwqBBg/jss884d+4czZo1IyAgoNrHR0VFceeddzJixAiMMTRt2tTlMa5atYply5Y5Pufm5jJjxgzefvttr170XpM9pZRSSjnZl7uvRuU1UVxczE033cSECROqtZB2fmkp3+flOZVvrmScj68pLc3l3LmNTuXnz9e/lr0y0dHRl32siNCiRQsXRlNzF44dBNsEMidPnvSZZK+MO5Kmi2nYsOElX/5cjDuT0srGAK5bt44zZ854dbLntm6cIrJARI6KSGa5shkickBEMux/ri+37TER2S0iO0RkmLviUkoppdSlxTeKr1F5dRljuOeee+jUqRMPPfRQtY5pFBTEbZU8dA5q3LhWsbhKUdFBzpz5gfz8XS5fADsoqBkxMTc6lYeFXeHS67jCoUOH+OGHH9i5cydWq/XSB9RTbdq0ITCwYntJu3btqj2+TNVPPXr0cCobN26c21s9a8udY/YWAsMrKX/eGJNi//MJgIh0Bm4DutiP+YeIVL/tVimllFIuNXPoTMKDKk6cER4UzsyhM2t13pUrV/LGG2+wfPlyUlJSSElJ4ZNPPrnkcT9r0YKb7A9VQSI8npBA/1q0ALhKbu4q1q/vzfr1fVi3rgdHjryB1XreZecPCAghIeFJGjUaCIDFEk779i8SGVn3Y9UuZvXq1aSnp9OnTx9SUlJYuHAhhYWFng7LLTp37szbb7/teMi/4oor+M9//lPjbqmqfklPT+dvf/sbISEhAAwfPpxf//rXNepu6glu68ZpjPlGRBKruftoYLExpgjYKyK7gd7AKnfFp5RSSqmqlY3Lm75sOvty9xHfKJ6ZQ2fWerzegAEDLqv1q21YGK936sSMggKCLBbahYYSaPHsPHNFRUfYtu0Oiopss4mWlp5j+/Y7iYjoRmSkcyvA5YqISKJr1w8pKsrGYgknLKwdIuKy89fWiRMnmDRpEvv37wdsyyTcc889JCcn++Q6ZwEBAYwePZoePXpw8uRJYmNj67y7o6p7UVFRPPLII4wdO5bCwkISExOJjIz0dFiX5Ikxew+IyM+AtcDDxphTQCzwfbl9cuxlSimllPKQCd0muGQyFleJCAiga4MGng7Dobj4MIWFF47jMRQWZrs02QMICmpEUFCyS8/pKocOHWL79u1O5VlZWT6Z7JWJj48nPr523ZpV/RIQEECHDh08HUaN1PUrsVeAdkAKcAh41l5e2eupSl/7ichkEVkrImuPHTvmliCVUkqp+sgX75HFViv7Cgo4fv7yukaeKSkhq7CQsyUlLo4MAgObEBzc3Kk8OLily6/lzZo0aVLpeLWWLWv273Dq1Cmys7Mp8JMlNZSqC3Wa7BljjhhjSo0xVmAetq6aYGvJa11u1zjgYBXnmGuMSTXGpGqTuVJKKfUTX7tH/pifz5SdO+mwejXp69fz0YkTFNdg4o81Z85ww6ZNtPv+e27MzCSjkhk9ayM0NI6OHV/DYgm1lwht2swkIqKrS6/j7Vq2bMlrr71WYXH0J598kuTk6rdEfvPNNwwdOpR27doxYcIEtm7d6o5QlfI7ddqNU0RaGmPK5goeA5TN1Pkh8B8ReQ5oBXQAVtdlbEoppZTyHsVWK3/bt49XDx8GYE9hIaM3b+b7nj1Jq8bELPsKCxmxeTNH7WvzLTt9mjFbtvC/Hj1oaZ9gwRWio4fTq9cGCgv3EhzcjPDwzgQEeO807O4ydOhQ1q9fz549e2jatCmdOnUiIiKiWsdu27aN4cOHO1r03nvvPQ4fPsynn35Ko0aN3Bm2Uj7PbcmeiLwJDAZiRCQH+AMwWERSsHXRzALuAzDGbBGRt4CtQAkwxRhT6q7YlFJKKeXdDp4/z+sXrGdmBbaeO1etZG93QYEj0SuTVVjInsJClyZ7IkJERBIREUkuO2d9JCJ07NiRjh071vjYnTt3OnXdXLVqFdnZ2TVqHVRKOXPnbJy3V1I8/yL7zwRqN5+zUkoppXxCqAgDGjbkq9zcCuWNg4KqdXyjQOdHnAARGnr5NOn+KCoqyqksIiKi2i2DyndYrVaKi4sdyxt4u/oQr2fnLFZKKaWUXyksLKR37950796dLl268Ic//KHC9iKrldySEm7IzKRzRAR/adOGYPsyA+mRkfSo5mycSWFhTI2tOLH34/HxXBHmf10svV3Xrl0ZN25chbJnn32Wtm3beigi5Qnr16/nvvvu48orr+SVV17h4MFKp+/wGhkZGdx///0MGDCAOXPmcODAAU+HVClPLL2glFJKKT8VEhLC8uXLadCgAcXFxQwYMIDrrruOPn36UGoMOUVFnC4pYV1eHuvy8mgdEsIHXbtSZLXSMzKS1qGhl74IEBEYyOOJidzQpAn7i4pICA2lZ4MGhGjLntdp0qQJL730EnfddReHDx+mQ4cO9OjRw6vWElTutX37doYMGUKuvSV/zZo1ZGdnM3PmTK9ctHznzp0MGTKEU6dOAbB27Vp+/PFHZs2aRWAlvQo8ybuiUUoppZTXWHTkCNP37GFfURHxISHMbNuWCc2dlxqoCRGhgb11rri4mOLiYsdDfZHVyqkLlkjYX1QEwOjLmF20SVAQV0dH1ypeVTeaN2/Odddd5+kwlIds3rzZkeiVeeGFF7jvvvto06aNh6KqWmZmpiPRK/Pyyy8zZcoU2rVr56GoKqfdOJVSSinlZNGRI0zesYPsoiIMkF1UxOQdO1h0waQpl6O0tJSUlBSaNWvGNddcQ3p6OlD5orsAgRZ9XFHKl1XWGhYeHk5QNcfo1rXKWhuDgoKweOHvKm3ZU0oppZST6Xv2kH/Bmnb5VivT9+ypdeteQEAAGRkZnD59mjFjxpCZmUnXrl0JsVhoFhTE8XL7pkRE0KXc+m2qory8DE6f/gqrtZDGja8iMjINEdd2e9uxYwdfffUVhw4dYtCgQfTp06fCmnpK1Vb37t2Ji4sjJycHgMmTJ5OcnMwrr7xCWloa/fr1o1mzZh6O8ifdu3cnMTGRrKwsR9njjz9OYmKix2KqiiZ7SimllHKyz959srrllyMqKorBgwfz2Wef0bVrVywitAgO5mhQED9r3pzekZEMi4526VIJviQvbz0ZGQMpLT0HQFZWAN27LyMqapDLrrF7926uvvpqx0M4wOLFi7n11ltddg2l2rZty+eff87HH39MQEAAS5cuZe7cuY7tU6dO5a9//Suh1Ryz626JiYl8+umnfPLJJ2RmZjJixAgGDhzoleNMNdlTSikfcCA0lNluHNdwLDgYgKbnz7vtGgdCQ/GukQ7+LT4khOxKErv4WiZex44dIygoiKioKAoKCvjyyy959NFHHduDLRYiAgJ4vVOnWl3HHxw/vsSR6AEYU8r+/c/RsGF/LBbXPOKtW7euQqIH8OijjzJkyBCaXsY4SqWq0qlTJzp16sR3333HQw89VGHbiy++yD333EPXrl09FJ2zpKQkkpK8f31NTfaUUqqeq4vpyYv37AEg1I3Xakfd1EVVz8y2bZm8Y0eFrpzhFgsza/k9OnToEJMmTaK0tBSr1cott9zCiBEjahuuXyouPl5J2TGMKcVVj3gXLnYOkJuby3k3vvhR/q2ynzmr1UqRC3sV+BNN9pRSqp6799573X6Nxx57DIC//vWvbr+W8g5l4/JcPRtncnIyGzZscEWIblFQkMW5c5swppSIiG6Eh7f3dEhViom5kYMHX3Z8btHiLqKirubEiQ8ID+9ERETXWncrS05OJigoiOLiYkfZtGnTaNWqVa3Oq/zLtm3b2LJlC2FhYY7xeVVJSkqqMH4PoH///voy8DJpsqeUUkqpSk1o3rzWyV19cu7cNjZtup6ioiwAgoKa0L37lzRokOLRuKrSqFE/unZdQnb2UzRufA2nT3/N4cOvAWCxhNCt21IaN67d+L2UlBS+/PJL/vznP7N3717uv/9+br31Vq8cm6S80/fff8/VV1/NuXO2LscpKSm8++67VS6p0Lp1az7++GOee+45vv76a2688Ubuv/9+GjduXJdh+wxN9pRSSimlgBMnljgSPYDi4hMcPDiPDh1e9srkJiAgjJiYEURFDebkyc/Yt2+mY5vVWsSePb8hOfkLgoIaXfY1LBYLAwcO5IMPPqCwsFAfuFWNFBQU8NRTTzkSPYCMjAy+/fbbi66fl5yczLx58zhz5gxRUVFeubB6feFzyV5xcTE5OTkUFhZ6OhS3Cw0NJS4uzmvXIFFKKaXqk7NnNzuV5eWtxZhiRII9EFH1BAY2qHT8Xn7+NkpLz9Yq2SsTFhZGWFhYrc+j/Et+fj6ZmZlO5Xv37r3ksUFBQTRp0sQdYfkVn0v2cnJyiIyMJDEx0SvfwrmKMYYTJ06Qk5Nz0TcjSimllKqemJiRHD367wplLVrcicXi2kSvpCSfgoIdlJaeJSysPSEhLWt9zoiIzk5lTZveTnCw96xNdqGCggJ27NhBXl4e7dq1c/s4QGMMu3fv5uDBg7Ro0YIOHTq4fRHsw4cPs3v3bsLDw+nYsSMRERFuvd7l2L9/P3v37qVx48ZcccUVhLhwqZPo6GgmTpzIzJkzK5T37dv3oseVlpayc+dOjh49SlxcHO3a+d5czadPn2bHjh1YrVY6duxIdHS0W67jfcu811JhYSFNmjTx6UQPQERo0qSJX7RgKqWUUnUhKuoqEhOfwmIJRSSIuLhpxMSMcuk1zp8/zt69v2fdup5kZAxkw4b+nD27sdbnbdAglaSkhQQGNgaEmJibiI//LRaLd/b+OXnyJDNmzKBnz54MHDiQPn36uH3iniVLltCjRw8GDx5MSkoKb731FqWlpW67XmZmJgMHDuTKK6+kV69ePPLIIxw9etRt17scP/zwA6mpqQwaNIiUlBSeeeYZ8vLyXHZ+EeGee+5h0qRJWCwWIiMjeemll0hPT6/ymOLiYhYtWuT4XvXo0YNPP/3UZTF5g6ysLMaPH0+fPn3o168fo0ePZvfu3W65ls8le4DPJ3pl/KWeSimlVF0IDm5KQsLvSUvbQu/eW2nbdhYhIbEuvUZe3loOHJjt+FxYuJe9e/9AaanzdPM1ERgYTosWk0hN3Ujv3tvp1OkNr55JdN26dcyaNQtjDGBrXfrtb39bYWyXK/3444/ccccdjvMXFhYyadIkduzY4ZbrFRUV8Ze//IVdu3Y5yv75z3+yevVqt1zvcpw8eZJf/OIXjgTUarXy+OOPk5GR4dLrtGnThn/9619s376dzZs388ADD9CoUdVdi7dv387dd9/tWGohLy+PO+64g6ysLJfG5UmfffZZhQT2u+++47///a9bruWTyV5NHTlyhPHjx9O2bVt69epF3759ee+992p93hUrVujaQUoppdQFSktL6dGjh1feI0UshIW1JSysvcsWJi+voMD57f3p019RUnLSJecPDW1NePgVBAR49/i67Oxsp7JvvvmGEydOuOV6Bw8edGqxOn/+PAcPHnTL9U6ePMmXX37pVL5161a3XO9yHD9+vNLEbt++fS6/VkhICB06dCAhIeGS++bk5Di1uJ48eZIjR464PC5P+fzzz53KlixZ4paWZr9P9owx3HjjjQwcOJA9e/awbt06Fi9eXGFtj7pSUlJS59dUSiml6trs2bPp1KmTp8PwiLAw57FHUVGDCAy0jdc5f/4E+fk7KC52TfJXmby8PHbu3OnRh+f4+HinsiuvvNJt45ZatmxJgwYNKpQFBwe7bZxgdHQ0Q4YMcSr3pp/7mJgYunfv7lRe2femLsXGxjrNvtm4cWOaV7IMzPnz59m9e7dbElR3uuaaa5zKRowY4ZZZR/0+2Vu+fDnBwcH84he/cJQlJCTwq1/9itLSUn7zm9+QlpZGcnIy//rXvwBbi93gwYO5+eabSUpKYsKECY5uCJ999hlJSUkMGDCAd99913HOc+fOcffdd5OWlkaPHj344IMPAFi4cCHjxo1j5MiRXHvttXVYc6WUUurijhxZxKpViaxYYWHVqkSOHFlU63Pm5OTw8ccf8/Of/9wFEdY/kZFpxMb+yvE5JCSBNm2eIiAgjNzc/5GRMYjVq5PYsGEwubnfu/z6mzdvZuTIkXTs2JHU1FQ+/fRTrFary69zKb169eLhhx92DEmJjY3l6aefdkrIXKV9+/bMmzeP8PBwwNbS9Morr9CxY0e3XC8kJITp06dXWAj83nvvpXfv3m653uWIjo7mn//8J02bNgVsy2z88Y9/rDQBrEtJSUnMmzeP4GDbxEgRERH8+9//JjExscJ+WVlZPPDAAyQlJdGtWzfmzJlDbm6uByKuueHDh1d47u/Xrx+33HKLW67lc7Nx1tSWLVvo2bNnpdvmz59Po0aNWLNmDUVFRfTv39/xjdmwYQNbtmyhVatW9O/fn5UrV5Kamsq9997L8uXLad++PbfeeqvjXDNnzmTIkCEsWLCA06dP07t3b66++moAVq1axaZNm9z2NksppZSqqSNHFrFjx2Ss1nwAioqy2bFjMgDNm0+47PNOnTqVWbNmuXQSiPokODiGNm3+SosWd1JaepbQ0PaEhraioCCbzMzRjiUU8vM3k5k5ml691hIa2tol1z59+jT33nsvP/zwA2BLvEeNGsX69evp1q2bS65RXU2aNOFPf/oTEyZM4MyZM7Rv357YWNeOjyzvwIEDzJo1iwcffNAxA+fs2bO56qqr3Darebdu3fjuu+8qzMbprmT2cvXp04c1a9aQlZVFVFQUHTt2JDQ01KMxBQcHM3HiRNLT0y86G+frr7/OvHnzADhz5gwPPPAAHTp0qBeNJ23atGHx4sUVZuN01zITfp/sXWjKlCl89913BAcHk5CQwKZNm3j77bcByM3NZdeuXQQHB9O7d2/i4uIASElJISsriwYNGtCmTRs6dOgAwB133MHcuXMBW9/cDz/8kGeeeQawDQwua3K+5pprNNFTSinlVfbsme5I9MpYrfns2TP9spO9jz76iGbNmtGrVy9WrFjhgijrp8DACCIjK75oLizc67RWXnHxUQoL97os2cvJyXEkemVKSkrYtWtXnSd7AOHh4fTo0aNOrpWVlcWGDRucZvzcs2ePW5ewatmyJS1b1n5pDXdKSEio1li6uhQYGEjnzp3p3Nl5SRGAEydO8PrrrzuVf/fdd/Ui2QNb19Q+ffq4/Tp+n+x16dKFd955x/F5zpw5HD9+nNTUVOLj43nppZcYNmxYhWNWrFhRYQ2SgIAAx3i7qmbINMbwzjvvOHUX+OGHH7xyzRWllFL+raio8jEwVZVXx8qVK/nwww/55JNPKCws5MyZM9xxxx38+9//vvTBPi4oqDG20TU/dakUCbAvpeAakZGRNG7cmFOnTlUo94eFq6OioggMDKwwP4KI0Lix6/59Vd2JiIigS5cuTouzl+82W5Xi4mLOnj1Lo0aN3L7Oojfw/RpewpAhQygsLOSVV15xlOXn295kDhs2jFdeeYXi4mIAdu7cedEpgZOSkti7dy8//vgjAG+++aZj27Bhw3jppZccY/vcvZaMUkopVRshIZVP0lBVeXX89a9/JScnh6ysLBYvXsyQIUM00bMLC+tIYuIfK5S1aTOT8HDXjSlLSEhg9uzZFV5M33HHHR5p1atrV1xxBX//+98rlD3xxBNeNWGKqr7Q0FAef/zxCg0mXbt25corr7zocZs3b+YXv/gFaWlpPPLII25besOb+H3Lnojw/vvvM23aNGbNmkXTpk2JiIjg73//O+PGjSMrK4uePXtijKFp06a8//77VZ4rNDSUuXPncsMNNxATE8OAAQPIzMwEbL9Qpk6dSnJyMsYYEhMT+eijj+qolkoppVTNtG07s8KYPQCLJZy2bWd6MCrfFRAQSlzcg0RFDaaoaB+hoQlERCRjsQS77BoFBQVs2LCBP/3pTxQWFhISEsKOHTs4efKkzw8nCQoKYvLkyaSnp5OdnU3r1q1JTk4mLMy7l6hQVUtPT2f16tVs2bKFsLAwunfvTuvWVXd5PnDgACNHjnQs+/H888+zevVqlixZ4tMtvFLW0lQfpaammrVr11Yo27Ztm1+9pfG3+irPeuyxxwDb23l/5M/194a6i8g6Y0yqxwKoZ1xxjzxyZBF79kynqGgfISHxtG07s1aTs1SX3tvcY9u2bXTp0oULn/0++OADRo0a5aGolKoby5Ytc0yOWN6aNWtITa3ft5aL3R/9vmVPKaWUUpVr3nxCnSR3qm4EBQUREhJCYWFhhXJPz76oVF2o7OdcRBxLPPgqTfaUUkop5bdKS4vIy/ueY8feIzCwETExI4mMtL0gP3t2EydOfERRUQ4xMaNp2LA/gYHeNXV+TbRt25bHH3+cxx9/3FGWmprqNGbPGMPatWv58MMPOXv2LDfeeCN9+/b1+Ydif5efn8///vc/3n//fZo1a8bIkSMvOVvq3r17+fzzz1m9ejVDhw5l8ODBbluovrY6derEiBEjKgyjmjJlCldccYUHo3I/TfaUUkop5bdOn17B5s3DHZ/373+alJRvCQgIIyNjMCUltpkrDx58hU6d/kPz5rd7KtRas1gs3H///XTv3p1vv/2WpKQkBg0a5LQ0wLp16xg4cKCjBXD27NksXbqUa665xhNhqzqydOlSxo4d6/j8zDPPsHLlyion8Dl69CgTJ05k5cqVACxYsID77ruPF154wStbi6Ojo/nHP/7B7bffTkZGBunp6QwYMMArY3UlTfaUUn5p3rx57Nmzp0bHlO1fNn6tOtq2bcu9995bo+sopepGaWkh+/ZVHIdqtRZw6tRSgoNjHYlemb17H6dx42sJDq6/SxVER0czYsQIRowYUeU+S5YsqdDV0xjDM888w6BBg7R1z0fl5uYyY8aMCmV5eXl8++23VSZ7W7dudSR6ZebOncuUKVO8dobX1q1bM378eMaPH+/pUOqMJntKKVVNOmubUr7G6rRwPNi6dhpT5Ly3tRBjSusiMI8qW4KqvHPnzmG1WivZW/kCq9VKQUGBU3lRkfP/gzLl1ywsY4yptFx5jiZ7Sim/pK1tSqmAgHBat36YrVtvK1dqITr6WgICwrFYQrBaf3rYjY//HSEhzdwWz/79+1m7di379+8nPj6etLQ0YmNja3T8+vXrOXPmDJ07d+bo0aMcOXKEK664gh49elT7hdWoUaN49tlnK8za+dBDDzl1dzt9+jQbNmwgKyuLhIQEevTo4dNT2Puyxo0b8+ijj/Lzn//cURYYGMiAAQOqPKZTp060bdu2Qi+Z66+/nvbt27s1VlUzmuy5gYhwxx138MYbbwC2Nx8tW7YkPT39omvrrVixgmeeeUbX31NKKeXTEhMTiYyMJCAggMDAQC5cIqIuRUcPp3Pn/5KT8zyBgY1p3fphGjbsjUgg3bsvJyfnBQoLs2nV6pc0aXK92+I4ffo0s2bN4uWXX3aUTZs2jRkzZtCwYcNLHp+dnc3YsWNZv349N998M2+88QZffPGFY/uCBQu46667qhVLeno6X3zxBc8++yx5eXlMmzbNacr6wsJCnnvuOZ566ilH2e9+9zuefPJJ7QVRT40ZM4awsDBefPFFWrVqxbRp0+jVq1eV+8fGxvLhhx8yf/58vvrqK2666SbGjx9PZGRkHUatLsXnk72nHnmEM0eOuOx8DZs354lnnrnoPhEREWRmZlJQUEBYWBhffPFFjd7MKaWUUr7uq6++IiYmxtNhEBjYiGbNbqZJk5GIWLBYghzbGjXqR2Rkb4wpISDAvZM4ZGRkMGfOnApls2fP5sYbb2TgwIGXPH7NmjWsX78egG7duvGHP/yhwvapU6dy1VVXkZiYeMlzBQcHM3ToUAYOHIjVaiUkJMRpn507dzJz5swKZX//+9+55ZZbLjmDo/JO0dHRjB8/nrFjxxIYGEhg4KXThC5duvDss89SUFBAeHh4HUSpasrnk70zR44w5bvvXHa+ORdpzi7vuuuu4+OPP+bmm2/mzTff5Pbbb+fbb78FYPXq1UydOtWRDL722mt07NixwvHnzp3jV7/6FZs3b6akpIQZM2YwevRol9VDKaWUupRFixYxffp09u3bR3x8PDNnzmTCBN9cdy8gwDmhAbBYAqmLx6XTp087LXZutVo5ffp0tY4/efKk4+vi4mKn7WfOnOHcuXM1iikoKKjKbbm5uU5j+Iwx5Obm1ugayvvUdHZKEdFEz4tZ3HViEVkgIkdFJLOSbY+IiBGRmHJlj4nIbhHZISLD3BVXXbnttttYvHgxhYWFbNq0ifT0dMe2pKQkvvnmGzZs2MCf/vQnfv/73zsdP3PmTIYMGcKaNWv46quv+M1vflPjX9JKKaXU5Vq0aBGTJ08mOzsbYwzZ2dlMnjyZ1954g9ySEgpKS52Sk+oSEa699lp69erF3LlzXRx5/VJQUMC6deto1KgRLVq0qLAtNjaWDh06VOs8Xbt2dXwdEBDg1Bo3cOBAWrduXfuA7dq2bevUa6lFixa0a9fOZddQ7lFaWsrWrVtZunQpGzdu5Pz5854O6aKsVivbtm1zxFvVpDFHjx7l66+/5uuvv+ZILXv15eTksGzZMlauXFnhRUp95LZkD1gIDL+wUERaA9cA+8qVdQZuA7rYj/mHiAS4MTa3S05OJisrizfffJPrr6/Yxz83N5dx48bRtWtXpk2bxpYtW5yO//zzz/nb3/5GSkoKgwcPprCwkH379jntp5RSSrnD9OnTnWZlzM/P5/fTp7OroICt+fmcKim5rIRv5cqVrF+/nk8//ZQ5c+bwzTffuCrseiUvL4+nn36a1NRURo4cyWOPPUbfvn0REfr27cuiRYvo1KlTtc7Vq1cv3nnnHeLi4pg/fz6vvvoqXbp0wWKxMGbMGP75z39Wa+xfdcXGxvLBBx8wcOBARIT+/fuzZMkSlyaUyj3ef/99evTowfDhw+nZsyfz58/36oRvyZIlFeKdO3duhaVBAHbt2sWIESMYPHgwgwcPZvjw4ezcufOyrrd582YGDBjA1VdfzYABA7jzzjvZv3+/K6riEW7rl2CM+UZEEivZ9DzwW+CDcmWjgcXGNs/xXhHZDfQGVrkrvrowatQoHnnkEVasWMGJEycc5U888QRXXXUV7733HllZWQwePNjpWGMM77zzjlP3TqVcqaZrzV3OOnOga815I/3eq0up6gXjkZwcAAyQVVhIeHg4oQE1ez/bqlUrAJo1a8aYMWNYvXp1tcal+ZrNmzc7xtadO3eOhx56iIkTJzJnzhxatWpF8+bNq32ukJAQxo4dS//+/SksLKRVq1Zcd9115OXl0bx5c7dMmtKrVy+WLFnCyZMniY6Odmkyqdzjxx9/5K677nIkd1arlQceeIB+/frRvXt3D0fnbO/evdx5552O1jyr1cqDDz7IgAEDKowN/fDDD1mzZo3jc0ZGBm+//Xalvecupri4mOeff57s7GxH2ZIlS7jtttvq7dp87mzZcyIio4ADxpiNF2yKBcqnzDn2ssrOMVlE1orI2mPHjrkpUte4++67efLJJ50WlszNzXV0fVi4cGGlxw4bNoyXXnrJ8cZ0w4YNbo1VqeoICwvTWdb8lH7v6wdX3iPj4+MrLW8eF+f42gqU1LBl79y5c+Tl5Tm+/vzzzyt0QfQnBw4cqPC5tLSUhQsXEhQUVKNEr7zmzZuTkJBAUFAQTZo0ITEx0a3/dxs2bEhiYqImevXEsWPHHP//ylitVg4dOuShiC7u2LFjTuNWjTEcPHiwQtlXX33ldGz52Wir6+zZs3z99ddO5Zs2barxubxFnU3QIiLhwHTg2so2V1JW6d3DGDMXmAuQmpp6eYMF6khcXBwPPvigU/lvf/tbJk2axHPPPceQIUMqPfaJJ55g6tSpJCcnY4whMTFRl2RQLqctLv5Lv/e+yZX3yJkzZzJ58uQKXTlDw8L4ZblZHgOBIEvN3hsfOXKEMWPGALalicaPH8/w4U6jPvxCmzZtnMqSkpIuO9FT6lJatmxJTEwMx48fd5QFBQVV+XLH01q2bEnz5s0rjMELDAwkISGhwn433HADH3/8cYWyst8zNdGoUSNGjhzJ7NmzK5T37t27xufyFnU5G2c7oA2wUUQA4oD1ItIbW0te+U7eccBBpzNchobNm1d7Bs3qnu9Szp4961RW1ocYoG/fvhX6EZetUVN+n7CwMP71r3/VPmCllFLqMpTNulk2G2fr1q2Z/tRTpI4ZgxUIFKFtaCghNUz22rZty8aNF3bw8U9du3Zl7ty5/PrXv6awsJDY2FgWLlxI06ZNPR2a8lEJCQksXryY2267jePHjxMZGcmCBQu8dthQ69atWbx4MbfccgvHjh2jQYMGvPrqqyQlJVXY7/rrr2fcuHH897//BeDGG29k1KhRNb6exWLh/vvvZ82aNfzvf/9DRJgyZQr9+/d3SX08QS53Jq1qndw2Zu8jY4xT/wwRyQJSjTHHRaQL8B9s4/RaAcuADsaY0oudPzU11Vy4EOu2bduqPZjZF/hbfZVS/ktE1hljUj0dR33hrntkYWkpJcYQZLHUONGrLn+6t1mtVnbt2sXJkydJSEhwjGdUyp2ys7M5ePAgzZo1qxczqO7bt48DBw7QtGlT2rVrh73hqIKzZ8+ya9cujDF06NChVou7nzp1ih9//JGQkBA6dOhQ4+Uo6trF7o9ua9kTkTeBwUCMiOQAfzDGzK9sX2PMFhF5C9gKlABTLpXoKaWUUqru1XQyFnVxFovFa1tVlO9KSEhw6grpzeLj4y/Z1bRBgwYVJm2pjcaNG5Oa6hvvFt05G+ftl9ieeMHnmcBMd8WjlFJKKaWUUv6kTmfjrCvu7JrqTfylnkoppVzH2+8d3h6fUkrVJz6X7IWGhnLixAmfv1kYYzhx4oTX9yFWSinlPbz9Hqn3NqWUcq26nI2zTsTFxZGTk4O3r8HnCqGhocSVW+9IKaWUupj6cI/Ue5tSSrmOzyV7QUFBla5bo5RSSvk7vUcqpZR/8blunEoppZRSSimlNNlTSimllFJKKZ+kyZ5SSimllFJK+SDx1hm5qkNEjgHZHgwhBjjuwet7kj/XHfy7/v5cd/Dv+nu67gnGmKYevH694gX3SFfw9M+cp/hrvUHrrnX3P66oe5X3x3qd7HmaiKw1xqR6Og5P8Oe6g3/X35/rDv5df3+uu/IMf/2Z89d6g9Zd6+5/3F137caplFJKKaWUUj5Ikz2llFJKKaWU8kGa7NXOXE8H4EH+XHfw7/r7c93Bv+vvz3VXnuGvP3P+Wm/Quvsrrbub6Jg9pZRSSimllPJB2rKnlFJKKaWUUj5Ik73LICLDRWSHiOwWkd95Op66JCILROSoiGR6Opa6JiKtReQrEdkmIltE5EFPx1SXRCRURFaLyEZ7/f/o6ZjqmogEiMgGEfnI07HUNRHJEpHNIpIhIms9HY/yPSISJSJvi8h2++/ZviISLSJfiMgu+9+NPR2nO4jINPvv1UwRedP++9Yn617Zc8TF6ioij9mft3aIyDDPRO0aVdT9afvP/CYReU9Eospt8+m6l9v2iIgYEYkpV+bzdReRX9nrt0VEZpUrd2ndNdmrIREJAOYA1wGdgdtFpLNno6pTC4Hhng7CQ0qAh40xnYA+wBQ/+94XAUOMMd2BFGC4iPTxbEh17kFgm6eD8KCrjDEp/jo9tnK72cBnxpgkoDu2/2u/A5YZYzoAy+yffYqIxAK/BlKNMV2BAOA2fLfuC3F+jqi0rvZ77G1AF/sx/7A/h9VXC3Gu+xdAV2NMMrATeAz8pu6ISGvgGmBfuTKfr7uIXAWMBpKNMV2AZ+zlLq+7Jns11xvYbYzZY4w5DyzG9s3yC8aYb4CTno7DE4wxh4wx6+1f52F7EIn1bFR1x9ictX8Msv/xm0G/IhIH3AC86ulYlPI1ItIQGAjMBzDGnDfGnMZ2f33dvtvrwI2eiK8OBAJhIhIIhAMH8dG6V/EcUVVdRwOLjTFFxpi9wG5sz2H1UmV1N8Z8bowpsX/8Hoizf+3zdbd7HvgtFZ8n/KHu9wN/M8YU2fc5ai93ed012au5WGB/uc85+NEDv7IRkUSgB/CDh0OpU/ZujBnAUeALY4w/1f8FbDckq4fj8BQDfC4i60RksqeDUT6nLXAMeM3eVfpVEYkAmhtjDoHthRvQzJNBuoMx5gC2t/r7gENArjHmc/yg7uVUVVd/e+a6G/jU/rXP111ERgEHjDEbL9jk83UHrgCuFJEfRORrEUmzl7u87prs1ZxUUuY3rRsKRKQB8A4w1RhzxtPx1CVjTKkxJgXbm8feItLVwyHVCREZARw1xqzzdCwe1N8Y0xNbF/YpIjLQ0wEpnxII9AReMcb0AM7hO90WL8o+Pm000AZoBUSIyB2ejcpr+M0zl4hMxzZcZFFZUSW7+UzdRSQcmA48WdnmSsp8pu52gUBjbMOCfgO8JSKCG+quyV7N5QCty32Ow9bdQvkBEQnClugtMsa86+l4PMXevWoF/jN+sz8wSkSysHXdHiIi//ZsSHXLGHPQ/vdR4D3qcZca5ZVygJxyvQXexpb8HRGRlgD2v49WcXx9djWw1xhzzBhTDLwL9MM/6l6mqrr6xTOXiEwCRgATzE9rovl63dthe8Gx0X5vjQPWi0gLfL/uYKvju/YhMqux9RqKwQ1112Sv5tYAHUSkjYgEYxtE+aGHY1J1wP7GZT6wzRjznKfjqWsi0rRsljARCcP2gLLdo0HVEWPMY8aYOGNMIrb/88uNMX7z5l1EIkQksuxr4FrA72bkVe5jjDkM7BeRjvaiocBWbPfXSfayScAHHgjP3fYBfUQk3H6fGYptTLg/1L1MVXX9ELhNREJEpA3QAVjtgfjcRkSGA48Co4wx+eU2+XTdjTGbjTHNjDGJ9ntrDtDT/rvAp+tu9z4wBEBErgCCgeO4oe6BtYvT/xhjSkTkAWApthmzFhhjtng4rDojIm8Cg4EYEckB/mCMme/ZqOpMf2AisNk+bg3g98aYTzwXUp1qCbxunxXKArxljPG7JQj8VHPgPdtzKIHAf4wxn3k2JOWDfgUssr9I3QPchf13jYjcgy0pGufB+NzCGPODiLwNrMfWjW8DMBdogA/WvbLnCOBvVFJXY8wWEXkLW+JfAkwxxpR6JHAXqKLujwEhwBf237HfG2N+4Q91r+r50R/qDiwAFtiXYzgPTLK36rq87vJTa7FSSimllFJKKV+h3TiVUkoppZRSygdpsqeUUkoppZRSPkiTPaWUUkoppZTyQZrsKaWUUkoppZQP0mRPKaWUUkoppXyQJntKeZiInK3h/oNFRJc8UEop5VNE5HkRmVru81IRebXc52dF5KEqjv2TiFx9ifPPEJFHKimPEpFf1iJ0pbyWJntKKaWUUsob/A/oByAiFiAG6FJuez9gZWUHGmOeNMZ8eZnXjQI02VM+SZM9pbyEvcVuhYi8LSLbRWSR2FdYFZHh9rLvgLHljokQkQUiskZENojIaHv5iyLypP3rYSLyjf3GqZRSSnmrldiTPWxJXiaQJyKNRSQE6AQgIl+LyDp7y19Le9lCEbnZ/vX1ZfdM+/2wfG+YzvZ77R4R+bW97G9AOxHJEJGn66KiStWVQE8HoJSqoAe2G9xBbDe9/iKyFpgHDAF2A/+v3P7TgeXGmLtFJApYLSJfAr8D1ojIt8CLwPXGGGvdVUMppZSqGWPMQREpEZF4bEnfKiAW6AvkAtuA54HRxphjInIrMBO4u+wcIhIK/AsYaIzZKyJvXnCZJOAqIBLYISKvYLtndjXGpLi1gkp5gCZ7SnmX1caYHAARyQASgbPAXmPMLnv5v4HJ9v2vBUaVG4MQCsQbY7aJyL3AN8A0Y8yPdVcFpZRS6rKVte71A57Dluz1w5bsHcB23/vC3vElADh0wfFJwB5jzF775zf56Z4J8LExpggoEpGjQHM31UMpr6DJnlLepajc16X89H/UVLG/ADcZY3ZUsq0bcAJo5brwlFJKKbcqG7fXDVs3zv3Aw8AZYDkQa4zpe5Hj5RLnr+o+q5RP0jE8Snm/7UAbEWln/3x7uW1LgV+VG9vXw/53ArabYw/gOhFJr8N4lVJKqcu1EhgBnDTGlBpjTmKbQKUvtmEMTUWkL4CIBIlIlwuO3w60FZFE++dbq3HNPGzdOpXyOZrsKeXljDGF2LqgfGyfoCW73OangCBgk4hkAk/ZE7/5wCPGmIPAPcCr9nEMSimllDfbjG0Wzu8vKMs1xhwFbgb+LiIbgQx+mtAFAGNMAbaZNT+z3zOPYOsCWiVjzAlgpYhk6gQtyteIMVX1DlNKKaWUUqp+EZEGxpiz9pefc4BdxpjnPR2XUp6gLXtKKaWUUsqX3Guf5GwL0Ajb7JxK+SVt2VNKKaWUUkopH6Qte0oppZRSSinlgzTZU0oppZRSSikfpMmeUkoppZRSSvkgTfaUUkoppZRSygdpsqeUUkoppZRSPkiTPaWUUkoppZTyQf8fFV431c8M+14AAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 1080x360 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#this is the filter for men\n",
"df_m = df[df['Gender'] == 'Male']\n",
"#df_m.head(10)\n",
"\n",
"fig, axes = plt.subplots(1, 2, figsize=(15, 5), sharey=True)\n",
"fig.suptitle('BMI Data')\n",
"\n",
"sns.boxplot(ax=axes[0],x=\"Index\", y=\"Height\",\n",
" hue=\"Gender\", palette=[\"r\", \"b\"],\n",
" data=df_m)\n",
"axes[0].set_title(\"BMI Vs Height\")\n",
"\n",
"sns.scatterplot(ax=axes[1],x=\"Weight\", y=\"Height\",hue=\"Index\", palette=[\"r\", \"b\", \"g\",\"c\", \"y\", 'black' ], data=df_m)\n",
"\n",
"axes[1].set_title(\"Weigth per height\")\n",
"\n"
]
},
{
"cell_type": "markdown",
"id": "1dfa4888",
"metadata": {
"cell_id": "00015-93f25113-6a50-4789-8102-de93fa51cd60",
"deepnote_cell_type": "markdown",
"id": "7258cdfe"
},
"source": [
"Repeat for females:"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "a71706d4",
"metadata": {
"ExecuteTime": {
"end_time": "2021-07-15T21:57:32.415055Z",
"start_time": "2021-07-15T21:57:32.304144Z"
},
"cell_id": "00016-89eafecb-b403-4491-bb91-78374a976f00",
"deepnote_cell_type": "code",
"deepnote_to_be_reexecuted": false,
"execution_millis": 1101,
"execution_start": 1626449288563,
"id": "b0348fda",
"outputId": "b369dcc7-8f7c-4dc0-da4d-1f4bb94f1826",
"source_hash": "55780ba9"
},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'Weight per height ')"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x360 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#and here for woman\n",
"df_w = df[df['Gender'] == 'Female']\n",
"#df_w.head()\n",
"\n",
"fig, axes = plt.subplots(1, 2, figsize=(15, 5), sharey=True)\n",
"fig.suptitle('BMI Data')\n",
"\n",
"sns.boxplot(ax=axes[0],x=\"Index\", y=\"Height\",\n",
" hue=\"Gender\", palette=[\"b\", \"r\"],\n",
" data=df_w)\n",
"axes[0].set_title(\"BMI vs Height\")\n",
"\n",
"sns.scatterplot(ax=axes[1],x=\"Weight\", y=\"Height\",hue=\"Index\", palette=[\"r\", \"b\", \"g\",\"c\", \"y\", 'black' ], data=df_w)\n",
"\n",
"axes[1].set_title(\"Weight per height \")"
]
},
{
"cell_type": "markdown",
"id": "09f4b20b",
"metadata": {
"cell_id": "00017-f5db3037-830d-477b-9cc4-d7f594e53e7f",
"deepnote_cell_type": "markdown",
"id": "bd370775"
},
"source": [
"Can you plot the histograms of the height of males, females and the total dataset? \n",
"\n",
"Do the same for the weight."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "e0950a60",
"metadata": {
"ExecuteTime": {
"end_time": "2021-07-15T21:59:05.687922Z",
"start_time": "2021-07-15T21:59:05.515017Z"
},
"cell_id": "00018-2db17c98-8a67-4336-b2b2-a93a3b65637a",
"deepnote_cell_type": "code",
"deepnote_to_be_reexecuted": false,
"execution_millis": 0,
"execution_start": 1626437981048,
"id": "7b3c595d",
"outputId": "f4fbe1df-2d94-44be-b51d-f35909d99781",
"source_hash": "cd43d14a"
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 10,
"id": "60a3697c",
"metadata": {
"ExecuteTime": {
"end_time": "2021-07-16T05:37:51.737432Z",
"start_time": "2021-07-16T05:37:51.621539Z"
},
"cell_id": "00019-77e4ada8-098e-4aaf-b831-9b43d18bbf38",
"deepnote_cell_type": "code",
"deepnote_to_be_reexecuted": false,
"execution_millis": 1744,
"execution_start": 1626438651786,
"id": "ba930d15",
"outputId": "57d537ab-96e1-4bad-ed7b-ff18358a895f",
"source_hash": "38a8ffc"
},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.FacetGrid at 0x1eb4bdecaf0>"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x216 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x216 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Males and Females weight and height\n",
"\n",
"#title('Distribution of weight and height among men and women')\n",
"\n",
"sns.displot(\n",
" df, x=\"Height\", col=\"Gender\", #row=\"Height\",\n",
" binwidth=5, height=3, facet_kws=dict(margin_titles=True))\n",
"\n",
"\n",
"sns.displot(\n",
" df, x=\"Weight\", col=\"Gender\", #row=\"Height\",\n",
" binwidth=10, height=3, facet_kws=dict(margin_titles=True))"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "1ddc3a9a",
"metadata": {
"ExecuteTime": {
"end_time": "2021-07-16T05:37:47.682699Z",
"start_time": "2021-07-16T05:37:47.566988Z"
},
"cell_id": "00020-0e50b9ef-a78b-4615-bd8a-5eb238cbfbec",
"deepnote_cell_type": "code",
"id": "c541007a",
"outputId": "0c7e4355-8c6d-4e9f-d92e-cd9093452f61"
},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:>"
]
},
"execution_count": 22,
"metadata": {
"tags": []
},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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A1zPz8a62qrU8Abyxmb4EOH5JqGQ9EbG1eXwZ8EfAXzeLWl1P8470ZuDhzPxE16I76PySpXm8vat9uHo2+i+1XX+xvZXOpYX/pRPW165YfoDmLpRm/iN0fhM/QvMX97Z89aoF+DSwDDzYHKhtFWpZo55TgL+j84voPuCSCvWs9n0GfAr4vR7rt7aWNY7NrwD76NzRcC9wUfF6rqdzB8c3gD00I8jbXk9zHLL5mb+/+boM+Cngbjq/WO8Gzhq1HofSS1JRrb2EIklamwEuSUUZ4JJUlAEuSUUZ4JJUlAEuSUUZ4JJU1P8BY3MasGopqtQAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 248,
"width": 368
},
"needs_background": "light",
"tags": []
},
"output_type": "display_data"
}
],
"source": [
"# Females height"
]
},
{
"cell_type": "markdown",
"id": "4a52ae9e",
"metadata": {
"cell_id": "00021-6c6c74fd-df55-4ffe-a439-77410bcf2d77",
"deepnote_cell_type": "markdown",
"id": "0d98aaa5"
},
"source": [
"## Euclidean Distance"
]
},
{
"cell_type": "markdown",
"id": "a87dcc22",
"metadata": {
"cell_id": "00022-57bbc296-57bf-4315-9124-aab1246685ed",
"deepnote_cell_type": "markdown",
"id": "320da7a1"
},
"source": [
"In the above data, the mean of all the points is given by the sum of all the points divided by the number of them. Pandas, does it for us by doing:"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "d24a3285",
"metadata": {
"ExecuteTime": {
"end_time": "2021-07-16T05:46:59.105929Z",
"start_time": "2021-07-16T05:46:59.096164Z"
},
"cell_id": "00023-f355491d-ce7d-4aab-8ba1-4ae1059ed944",
"deepnote_cell_type": "code",
"id": "ecc119f2",
"outputId": "a25d8cf3-153c-4512-9efb-1f92b14c75a9"
},
"outputs": [
{
"data": {
"text/plain": [
"[106.0, 169.944]"
]
},
"execution_count": 29,
"metadata": {
"tags": []
},
"output_type": "execute_result"
}
],
"source": [
"mean_vector = [df.Weight.mean(), df.Height.mean()]\n",
"mean_vector\n"
]
},
{
"cell_type": "markdown",
"id": "a8d36ab2",
"metadata": {
"cell_id": "00024-9ab27583-50fe-48ee-a357-d55594a15c06",
"deepnote_cell_type": "markdown",
"id": "44e191d9"
},
"source": [
"- I know that is less efficient, but I want to see if you understand the concept of the mean of vectors: can you redo the process with a for loop?"
]
},
{
"cell_type": "markdown",
"id": "25b40b8b",
"metadata": {
"cell_id": "00025-10246c37-6685-489a-b351-a82b6d7428f6",
"deepnote_cell_type": "markdown",
"id": "3187834e"
},
"source": [
"- Plot the data again together with the mean value that must be visible in the middle, maybe with another size or marker and color"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "2b134670",
"metadata": {
"cell_id": "00026-b888b7c1-0143-4880-90ab-5fa4a0e4faa8",
"deepnote_cell_type": "code",
"deepnote_to_be_reexecuted": false,
"execution_millis": 91,
"execution_start": 1626449600403,
"source_hash": "fc10079e",
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[106.0, 169.944]\n"
]
}
],
"source": [
"#Calculation of the Euclidic distance refering to the BMI-Index\n",
"# vector ([hight,weight]) 6 times \n",
"\n",
"\n",
"\n",
"df1 = df\n",
"x_mean = 0\n",
"y_mean = 0\n",
"for i in range(len(df1)):\n",
" x_mean = x_mean + df1.iloc[i,1] # 0 is the index column, my bad\n",
" y_mean = y_mean + df1.iloc[i,2]\n",
"mean_h = x_mean / len(df)\n",
"mean_w = y_mean / len(df)\n",
"\n",
"mean_vector = [mean_w, mean_h]\n",
"print(mean_vector)\n",
"\n",
"#df1 = df1.loc[len(index_groups.index)] = [mean_h, mean_w]"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "08533d0a",
"metadata": {
"ExecuteTime": {
"end_time": "2021-07-16T05:47:11.294128Z",
"start_time": "2021-07-16T05:47:11.170598Z"
},
"cell_id": "00026-9e8fd3b0-9d27-4321-946c-c6c7a9e55b43",
"deepnote_cell_type": "code",
"deepnote_to_be_reexecuted": false,
"execution_millis": 807,
"execution_start": 1626445834324,
"id": "640d99f0",
"outputId": "9a9f924c-5201-427a-ef7b-10a3d6b8a896",
"source_hash": "7995ba48"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Height Weight\n",
"Index \n",
"0 187.538462 51.692308\n",
"1 184.772727 59.409091\n",
"2 174.260870 69.086957\n",
"3 175.985294 86.882353\n",
"4 173.876923 107.953846\n",
"5 160.979798 132.888889\n",
"6 169.944000 106.000000\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# what do you think of cleaning up the thing until now, and then\n",
"# lets carefully remove the exercise and write explanations...?\n",
"# We must then do the euclid thing\n",
"# let me see \n",
"legend_map = {0: 'BMI: Index groups of population data provided',\n",
" 1: 'Mean',\n",
" 2: 'Extremly Weak Mean',\n",
" 3: 'Weak',\n",
" 4: 'Normal',\n",
" 5: 'Overweight', \n",
" 6: 'Obesity',\n",
" 7: 'Extreme Obesity'}\n",
"\n",
"index_groups = df.groupby('Index').mean()\n",
"index_groups.loc[len(index_groups.index)] = [mean_h, mean_w]\n",
"\n",
"print(index_groups)\n",
"#sns.scatterplot(x=\"Weight\", y=\"Height\",hue=\"Index\", palette=[\"r\", \"b\", \"g\",\"c\", \"y\", 'black', \"pink\" ], data=index_groups)\n",
"\n",
"plt.figure(figsize=(8,8))\n",
"ax = sns.scatterplot(x=\"Weight\", y=\"Height\",hue=\"Index\", palette=[\"pink\", \"b\", \"g\", 'c', \"y\", \"black\", \"r\" ], data=index_groups, legend='full',s = 150)\n",
"l = ax.legend()\n",
"\n",
"l.get_texts()[0].set_text(legend_map[2])\n",
"l.get_texts()[1].set_text(legend_map[3])\n",
"l.get_texts()[2].set_text(legend_map[4])\n",
"l.get_texts()[3].set_text(legend_map[5])\n",
"l.get_texts()[4].set_text(legend_map[6])\n",
"l.get_texts()[5].set_text(legend_map[7])\n",
"l.get_texts()[6].set_text(legend_map[1])\n",
"plt.show()\n",
"\n",
"\n"
]
},
{
"cell_type": "markdown",
"id": "8eb50e67",
"metadata": {
"cell_id": "00027-b1a246c5-0881-441f-962a-1d5e2fec330f",
"deepnote_cell_type": "markdown",
"id": "78ba8193"
},
"source": [
"It's not surprising that is perfectly in the middle, is it?\n",
"\n",
"Now, compute the mean of the elements that have a specific BMI: for example, the mean of all the elements with index 1, then the mean of the elements of index 2... \n",
"\n",
"Plot the mean of the all points as above together with the means of the different groups, all with different colors. Don't plot the rest of the points, they would lead to confusion.\n",
"\n",
"Don't forget to add the legend!"
]
},
{
"cell_type": "markdown",
"id": "f602893a",
"metadata": {
"cell_id": "00031-e340c425-f3fd-4a1c-9e97-c935d8ac404e",
"deepnote_cell_type": "markdown",
"id": "fab9787c"
},
"source": [
"The differences look more evident now, right?\n",
"\n",
"For each of the points on the plot, except for the \"Mean\" point, can you compute the euclidean distance from the mean vector? (Hey, I'm using point, vector, samples to refer to the same thing! This is because data points have multiple names, like Spanish people https://www.youtube.com/watch?v=z7qYTNp17ao ).\n",
"\n",
"Remember, if you have two points $v = (v1, v2)$ and $w = (w1, w2)$, the euclidean distance is given by the formula:\n",
"\n",
"$$||v-w|| = \\sqrt{(v1-w1)^{2} + (v2-w2)^{2})}$$\n",
"\n",
"or it looks like the norm of a difference in numpy... or the `euclidean` method of scipy... Up to you, as long as you get the result to your awesome boss."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "9b4a6040",
"metadata": {
"cell_id": "00033-de1f6ac5-ece3-4376-8a2b-60cf944326bc",
"deepnote_cell_type": "code",
"deepnote_to_be_reexecuted": false,
"execution_millis": 642,
"execution_start": 1626447167873,
"source_hash": "65c472f0",
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" Distance Type\n",
"Index \n",
"0 3258.890521 Extremly Weak Mean\n",
"1 2390.603962 Weak\n",
"2 1381.208142 Normal\n",
"3 401.981664 Overweight\n",
"4 19.285399 Obesity\n",
"5 803.369264 Extreme Obesity\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 262,
"width": 408
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"\n",