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drc-ners-nlp/notebooks/eda.ipynb
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2025-09-21 16:23:44 +02:00

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{
"cells": [
{
"cell_type": "code",
"id": "c93a55c8",
"metadata": {
"ExecuteTime": {
"end_time": "2025-09-21T12:36:58.113064Z",
"start_time": "2025-09-21T12:36:58.109448Z"
}
},
"source": [
"import pandas as pd\n",
"import geopandas as gpd\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"import sys\n",
"import os\n",
"\n",
"sys.path.append(os.path.abspath(\"..\"))\n",
"from core.utils.data_loader import DataLoader\n",
"from core.config.pipeline_config import PipelineConfig"
],
"outputs": [],
"execution_count": 21
},
{
"cell_type": "code",
"id": "c0b00261",
"metadata": {
"ExecuteTime": {
"end_time": "2025-09-21T12:37:00.293137Z",
"start_time": "2025-09-21T12:37:00.288721Z"
}
},
"source": [
"config = PipelineConfig(\n",
" paths={\n",
" \"root_dir\": \"../data\",\n",
" \"data_dir\": \"../data/dataset\",\n",
" \"models_dir\": \"../models\",\n",
" \"outputs_dir\": \"../data/processed\",\n",
" \"logs_dir\": \"../logs\",\n",
" \"configs_dir\": \"../configs\",\n",
" \"checkpoints_dir\": \"../checkpoints\"\n",
" }\n",
")\n",
"\n",
"loader = DataLoader(config)"
],
"outputs": [],
"execution_count": 22
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2025-09-21T13:08:32.554903Z",
"start_time": "2025-09-21T13:07:48.219021Z"
}
},
"cell_type": "code",
"source": [
"gdf = gpd.read_file(\"../osm/provinces.shp\")\n",
"gdf_proj = gdf.to_crs(epsg=32732)\n",
"gdf['centroid'] = gdf_proj.geometry.centroid.to_crs(gdf.crs)\n",
"\n",
"df = loader.load_csv_complete(config.paths.data_dir / \"names_featured.csv\")"
],
"id": "b38394ce38864379",
"outputs": [],
"execution_count": 36
},
{
"cell_type": "markdown",
"id": "c5aee565",
"metadata": {},
"source": "## Breakdown by Province"
},
{
"cell_type": "code",
"id": "dac785a7-1a32-4a1b-b35d-d8b85df60589",
"metadata": {
"ExecuteTime": {
"end_time": "2025-09-21T13:09:18.404103Z",
"start_time": "2025-09-21T13:09:11.722493Z"
}
},
"source": [
"import unicodedata\n",
"\n",
"# Helper function for cleaning province names\n",
"def clean_province(s):\n",
" return (\n",
" s.str.upper()\n",
" .str.strip()\n",
" .apply(lambda x: unicodedata.normalize(\"NFKD\", x)\n",
" .encode(\"ascii\", errors=\"ignore\")\n",
" .decode(\"utf-8\") if isinstance(x, str) else x)\n",
" )\n",
"\n",
"# Apply to both DataFrames\n",
"df['province'] = clean_province(df['province'])\n",
"gdf['province'] = clean_province(gdf['name'])\n",
"\n",
"# Group and merge\n",
"counts = df['province'].value_counts().reset_index()\n",
"counts.columns = ['province', 'count']\n",
"\n",
"gdf = gdf.merge(counts, left_on='province', right_on='province', how='left')\n"
],
"outputs": [],
"execution_count": 37
},
{
"cell_type": "code",
"id": "c3f83d00-0606-44ea-a704-fc54d69263b4",
"metadata": {
"ExecuteTime": {
"end_time": "2025-09-21T13:09:31.958721Z",
"start_time": "2025-09-21T13:09:31.853694Z"
}
},
"source": "gdf.head(12)",
"outputs": [
{
"data": {
"text/plain": [
" full_id name \\\n",
"0 r5646651 Kinshasa \n",
"1 r193090 Bas-Congo \n",
"2 r5642699 Sud-Kivu \n",
"3 r5642698 Nord-Kivu \n",
"4 r5642697 Maniema \n",
"5 r193087 Kasaï-Occidental \n",
"6 r193088 Kasaï-Oriental \n",
"7 r3652052 Équateur \n",
"8 r3652285 Orientale \n",
"9 r3652335 Bandundu \n",
"10 r3652419 Katanga \n",
"\n",
" geometry \\\n",
"0 POLYGON ((16.03321 -4.98926, 16.02639 -4.98868... \n",
"1 POLYGON ((15.64766 -4.91155, 15.6477 -4.91174,... \n",
"2 POLYGON ((29.24225 -1.69991, 29.24228 -1.69991... \n",
"3 POLYGON ((29.39797 0.81304, 29.39806 0.81285, ... \n",
"4 POLYGON ((28.19331 -4.15135, 28.19369 -4.15152... \n",
"5 POLYGON ((23.28516 -6.91736, 23.286 -6.91859, ... \n",
"6 POLYGON ((23.28042 -7.98622, 23.28018 -7.98616... \n",
"7 POLYGON ((23.31621 -0.24045, 23.31099 -0.24055... \n",
"8 POLYGON ((23.08876 -0.40575, 23.08401 -0.40572... \n",
"9 POLYGON ((20.35736 -2.19989, 20.36211 -2.20019... \n",
"10 POLYGON ((23.1898 -7.76858, 23.18972 -7.77019,... \n",
"\n",
" centroid province count \n",
"0 POINT (15.89714 -4.45276) KINSHASA 1122773 \n",
"1 POINT (14.28812 -5.2961) BAS-CONGO 268119 \n",
"2 POINT (28.26546 -3.22633) SUD-KIVU 346152 \n",
"3 POINT (28.70741 -0.60502) NORD-KIVU 394999 \n",
"4 POINT (26.39038 -3.06735) MANIEMA 127813 \n",
"5 POINT (21.62853 -5.4419) KASAI-OCCIDENTAL 362896 \n",
"6 POINT (23.94445 -4.54154) KASAI-ORIENTAL 358138 \n",
"7 POINT (20.63056 1.02935) EQUATEUR 356404 \n",
"8 POINT (26.42917 2.12421) ORIENTALE 317201 \n",
"9 POINT (18.35771 -4.37828) BANDUNDU 809949 \n",
"10 POINT (26.4593 -8.73955) KATANGA 836220 "
],
"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>full_id</th>\n",
" <th>name</th>\n",
" <th>geometry</th>\n",
" <th>centroid</th>\n",
" <th>province</th>\n",
" <th>count</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>r5646651</td>\n",
" <td>Kinshasa</td>\n",
" <td>POLYGON ((16.03321 -4.98926, 16.02639 -4.98868...</td>\n",
" <td>POINT (15.89714 -4.45276)</td>\n",
" <td>KINSHASA</td>\n",
" <td>1122773</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>r193090</td>\n",
" <td>Bas-Congo</td>\n",
" <td>POLYGON ((15.64766 -4.91155, 15.6477 -4.91174,...</td>\n",
" <td>POINT (14.28812 -5.2961)</td>\n",
" <td>BAS-CONGO</td>\n",
" <td>268119</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>r5642699</td>\n",
" <td>Sud-Kivu</td>\n",
" <td>POLYGON ((29.24225 -1.69991, 29.24228 -1.69991...</td>\n",
" <td>POINT (28.26546 -3.22633)</td>\n",
" <td>SUD-KIVU</td>\n",
" <td>346152</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>r5642698</td>\n",
" <td>Nord-Kivu</td>\n",
" <td>POLYGON ((29.39797 0.81304, 29.39806 0.81285, ...</td>\n",
" <td>POINT (28.70741 -0.60502)</td>\n",
" <td>NORD-KIVU</td>\n",
" <td>394999</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>r5642697</td>\n",
" <td>Maniema</td>\n",
" <td>POLYGON ((28.19331 -4.15135, 28.19369 -4.15152...</td>\n",
" <td>POINT (26.39038 -3.06735)</td>\n",
" <td>MANIEMA</td>\n",
" <td>127813</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>r193087</td>\n",
" <td>Kasaï-Occidental</td>\n",
" <td>POLYGON ((23.28516 -6.91736, 23.286 -6.91859, ...</td>\n",
" <td>POINT (21.62853 -5.4419)</td>\n",
" <td>KASAI-OCCIDENTAL</td>\n",
" <td>362896</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>r193088</td>\n",
" <td>Kasaï-Oriental</td>\n",
" <td>POLYGON ((23.28042 -7.98622, 23.28018 -7.98616...</td>\n",
" <td>POINT (23.94445 -4.54154)</td>\n",
" <td>KASAI-ORIENTAL</td>\n",
" <td>358138</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>r3652052</td>\n",
" <td>Équateur</td>\n",
" <td>POLYGON ((23.31621 -0.24045, 23.31099 -0.24055...</td>\n",
" <td>POINT (20.63056 1.02935)</td>\n",
" <td>EQUATEUR</td>\n",
" <td>356404</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>r3652285</td>\n",
" <td>Orientale</td>\n",
" <td>POLYGON ((23.08876 -0.40575, 23.08401 -0.40572...</td>\n",
" <td>POINT (26.42917 2.12421)</td>\n",
" <td>ORIENTALE</td>\n",
" <td>317201</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>r3652335</td>\n",
" <td>Bandundu</td>\n",
" <td>POLYGON ((20.35736 -2.19989, 20.36211 -2.20019...</td>\n",
" <td>POINT (18.35771 -4.37828)</td>\n",
" <td>BANDUNDU</td>\n",
" <td>809949</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>r3652419</td>\n",
" <td>Katanga</td>\n",
" <td>POLYGON ((23.1898 -7.76858, 23.18972 -7.77019,...</td>\n",
" <td>POINT (26.4593 -8.73955)</td>\n",
" <td>KATANGA</td>\n",
" <td>836220</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
]
},
"execution_count": 39,
"metadata": {},
"output_type": "execute_result"
}
],
"execution_count": 39
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2025-09-21T13:10:55.378635Z",
"start_time": "2025-09-21T13:10:54.568311Z"
}
},
"cell_type": "code",
"source": [
"fig, ax = plt.subplots(figsize=(10, 10))\n",
"\n",
"gdf.plot(column='count', cmap='Blues', edgecolor='black', legend=True, ax=ax)\n",
"labels = gdf.loc[gdf['count'].notna(), ['province', 'centroid']]\n",
"\n",
"for _, row in labels.iterrows():\n",
" ax.annotate(\n",
" text=row['province'],\n",
" xy=(row['centroid'].x, row['centroid'].y),\n",
" ha='center', va='center',\n",
" fontsize=8, color='black'\n",
" )\n",
"\n",
"ax.axis('off')\n",
"plt.show()"
],
"id": "2f9768a43d053cc7",
"outputs": [
{
"data": {
"text/plain": [
"<Figure size 1000x1000 with 2 Axes>"
],
"image/png": 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"
},
"metadata": {},
"output_type": "display_data",
"jetTransient": {
"display_id": null
}
}
],
"execution_count": 43
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## Distribution",
"id": "86895c8c07426e87"
},
{
"cell_type": "code",
"id": "27f6bcd2-f1de-419a-8d56-e29064934e2f",
"metadata": {
"ExecuteTime": {
"end_time": "2025-09-21T13:20:10.306851Z",
"start_time": "2025-09-21T13:20:09.539341Z"
}
},
"source": [
"provinces = df['province'].value_counts()\n",
"plt.figure(figsize=(7, 7))\n",
"plt.pie(provinces, labels=provinces.index, autopct='%1.1f%%', startangle=140)\n",
"plt.axis('equal')\n",
"plt.show()"
],
"outputs": [
{
"data": {
"text/plain": [
"<Figure size 700x700 with 1 Axes>"
],
"image/png": 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"
},
"metadata": {},
"output_type": "display_data",
"jetTransient": {
"display_id": null
}
}
],
"execution_count": 58
},
{
"cell_type": "code",
"id": "d51f3bee-d2a1-46a0-9e0b-af10c1ca7cb4",
"metadata": {
"ExecuteTime": {
"end_time": "2025-09-21T13:20:13.171827Z",
"start_time": "2025-09-21T13:20:13.004122Z"
}
},
"source": [
"plt.figure(figsize=(10, 5))\n",
"provinces.plot(kind='bar', color='skyblue')\n",
"plt.xlabel(\"Province\")\n",
"plt.ylabel(\"Count\")\n",
"plt.xticks(rotation=45)\n",
"plt.tight_layout()\n",
"plt.show()"
],
"outputs": [
{
"data": {
"text/plain": [
"<Figure size 1000x500 with 1 Axes>"
],
"image/png": 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RgTB0ExERERERERkIQzcRERERERGRgTB0ExERERERERkIQzcRERERERGRgTB0ExERERERERkIQzcRERERERGRgTB0ExERERERERkIQzcRERERERGRgTB0ExERERERERkIQzcRERERERGRgTB0ExERERERERkIQzcRERERERGRgTB0ExERERERERkIQzcRERERERGRgTB0ExERERERERkIQzcRERERERGRgTB0ExERERERERkIQzcRERERERGRgTB0ExERERERERkIQzcRERERERGRgTB0ExERERERERkIQzcRERERERGRgTB0ExERERERERkIQzcRERERERGRgTB0ExERERERERkIQzcRERERERGRgTB0ExERERERERkIQzcRERERERGRgTB0ExERERERERkIQzcRERERERGRgTB0ExERERERERkIQzcRERERERGRgTB0ExERERERERkIQzcRERERERGRgTB0ExERERERERkIQzcRERERERGRgTB0ExERERERERkIQzcRERERERGRgTB0ExERERERERkIQzcRERERERGRgTB0ExERERERERkIQzcRERERERGRgeSK0J2WlobGjRvj0KFDr9ymT58+UKlUOv/t3bs3B6skIiIiIiIi0k8+YxeQmpqKwYMH4+LFi/+63aVLlxASEgJXV1flsXfffdfQ5RERERERERG9MaOG7ri4OAwePBgi8q/bpaWl4caNG7Czs0OJEiVyqDoiIiIiIiKit2PU4eWHDx9GlSpVsG7dun/d7vLly7CwsMAXX3yRQ5URERERERERvb1sv9L98OFDfPDBB6+1bbt27V5ru8uXL6No0aIYNmwYDh8+jE8++QR+fn6oUaOG3vWp1Wq9v+dlrKyssuXnGEJ2vcbcSvv6TP11Zif2TD/sl/7YM/2xZ/pjz/TDfumPPdMfe6Y/9kx/ubVnr1vPG4XucuXKYf/+/VnC9c2bN9G4cWOcOHHiTX7sK12+fBkpKSlwd3dHz549sXPnTvTp0wfr1q2DnZ2dXj/r9OnTb11PoUKFUL58+bf+OYZy4cIFJCcnG7sMg8uOf0tzw57ph/3SH3umP/ZMf+yZftgv/bFn+mPP9Mee6S+v9uy1Q/fmzZuxadMmAICI4Pvvv8c777yjs829e/cMcs9137590aFDB2XiNGtra/z111+IjIzUO3Tb2dnl6qvU2UGlUhm7BINSq9U4ffq0WfxbZhf2TD/sl/7YM/2xZ/pjz/TDfumPPdMfe6Y/9kx/ubVn2rr+y2uH7rp16+LGjRsAnt+L7eDggCJFiuhsU7hwYdStW1fPUv+bpaVllpnKS5cujbi4OL1/lpWVVa76hzIEU399Wubwb5nd2DP9sF/6Y8/0x57pjz3TD/ulP/ZMf+yZ/tgz/eXVnr126C5SpAj69esHAPj888/RsGFDFChQwGCFZRYQEAALCwtMmjRJeez8+fP47rvvcuT3ExEREREREb2JN7qn28vLC9euXcOZM2eQnp6e5fnmzZu/bV1ISEhAsWLFULBgQdSqVQv+/v6oUqUKHB0dsXXrVhw7dgzjxo17699DREREREREZChvFLojIiIwdepUvPvuu1mGmFtYWGRL6HZ3d8ekSZPQokULeHp6YsyYMZg3bx5u3bqFsmXLIiIiAqVKlXrr30NERERERERkKG8UuhcvXoyhQ4eiW7du2VbIhQsX/vVrb29veHt7Z9vvIyIiIiIiIjI0yzf5ptTUVHh6emZ3LUREREREREQm5Y1Cd5MmTbB69WqISHbXQ0RERERERGQy3mh4eWJiIjZs2ICff/4ZpUqVyrJe9/Lly7OlOCIiIiIiIqK87I1C99dff43evXtndy1EREREREREJuWNQrd2vW4iIiIiIiIierU3Ct0jRoz41+cnTZr0RsUQERERERERmZI3mkjtRRkZGbhy5Qq2b9+ODz74IDt+JBEREREREVGe90ZXul91JTsiIgJ///33WxVEREREREREZCqy5Uq3Vv369bFz587s/JFEREREREREeVa2he6kpCRERkbi/fffz64fSURERERERJSnvdHwcmtra1hYWGR5vECBApgwYcJbF0VERERERERkCt4odC9fvlznawsLC7zzzjsoU6YMihYtmi2FEREREREREeV1bxS6nZ2dAQBXr17FpUuXoNFo8M033zBwExEREREREWXyRqH7yZMnGDFiBHbv3o13330XarUaz549Q+XKlTFnzhwUK1Ysu+skIiIiIiIiynPeaCK1CRMm4M6dO9i+fTsOHTqEo0ePYuvWrUhKSnrlcmJERERERERE5uaNQveePXswduxYlC5dWnmsTJkyGD16NHbv3p1txRERERERERHlZW8UugsUKABLy6zfamFhAbVa/dZFEREREREREZmCNwrdtWrVwo8//oj4+HjlsatXr2LChAmoUaNGthVHRERERERElJe90URqQ4cOxffff4969eqhePHiAIDHjx+jevXqCAwMzNYCiYiIiIiIiPIqvUP3tWvX8Nlnn2HFihW4cOECLl26hAIFCuDrr7/Gt99+a4gaiYiIiIiIiPKk1x5eLiKYMGECGjRogBMnTgAAVCoVGjZsiI0bN6Jx48YIDg6GiBisWCIiIiIiIqK85LVD9/Lly7F9+3bMmTMHzs7OOs/NnTsXc+bMQVRUFNasWZPtRRIRERERERHlRa8duiMjIxEYGAgPD4+XPl+rVi0MGTKEoZuIiIiIiIjo/7126L558yYqVKjwr9u4uLjg+vXrb10UERERERERkSl47dD94Ycf4ubNm/+6zZ07d/Dee++9bU1EREREREREJuG1Q3fdunUxa9YspKenv/T5jIwMzJ49G+7u7tlWHBEREREREVFe9tpLhvXt2xetWrVCixYt0KFDB9ja2qJYsWJ4/Pgx/vrrL6xcuRLPnj3DlClTDFkvERERERERUZ7x2qG7ePHiiIyMxNSpUxEcHIzk5GQAz5cSK1asGBo2bAg/Pz989NFHBiuWiIiIiIiIKC957dANAO+99x4mTJiA0aNH4/r163jy5Anee+89fPnll7CysjJUjURERERERER5kl6hWyt//vz49ttvs7sWIiIiIiIiIpPy2hOpEREREREREZF+GLqJiIiIiIiIDIShm4iIiIiIiMhAGLqJiIiIiIiIDIShm4iIiIiIiMhAGLqJiIiIiIiIDIShm/KkQoUKGbsEIiIiIiKi//RG63QTvQmNCCwtLN7651hZWaF8+fLZUNFz2VUXERERERHRixi6KcdYWljgp6tP8SAlw9ilKD4smA9Nvy5m7DKIiIiIiMhEMXRTjnqQkoG7yWpjl0FERERERJQjeE83ERERERERkYEwdBMREREREREZCEM3ERERERERkYEwdBMREREREREZCEM3ERERERERkYEwdBMREREREREZCEM3ERERERERkYHkitCdlpaGxo0b49ChQ6/c5uzZs/D29oa9vT1atmyJM2fO5GCFRERERERERPozeuhOTU2Fv78/Ll68+MptkpKS0LNnTzg5OWHTpk1wdHREr169kJSUlIOVEhEREREREenHqKE7Li4OrVu3Rnx8/L9ut337dhQoUADDhg3Dt99+i1GjRqFIkSL49ddfc6hSIiIiIiIiIv0ZNXQfPnwYVapUwbp16/51u9jYWFSqVAkWFhYAAAsLC1SsWBEnT57MgSqJiIiIiIiI3kw+Y/7ydu3avdZ2CQkJKFOmjM5jH3744b8OSX8VtVqt9/e8jJWVVbb8HEPIrteY3dgz49G+PlN/ndmF/dIfe6Y/9kx/7Jl+2C/9sWf6Y8/0x57pL7f27HXrMWrofl3JycnInz+/zmP58+dHWlqa3j/r9OnTb11PoUKFUL58+bf+OYZy4cIFJCcnG7sMHexZ7pAd739zwn7pjz3TH3umP/ZMP+yX/tgz/bFn+mPP9JdXe5YnQneBAgWyBOy0tDQULFhQ759lZ2eXq6+4ZgeVSmXsEvIcU++ZWq3G6dOnzeL9nx3YL/2xZ/pjz/THnumH/dIfe6Y/9kx/7Jn+cmvPtHX9lzwRukuWLIn79+/rPHb//n18/PHHev8sKyurXPUPZQim/voMwVx6Zg7v/+zEfumPPdMfe6Y/9kw/7Jf+2DP9sWf6Y8/0l1d7ZvQlw16Hvb09Tpw4AREBAIgIjh8/Dnt7eyNXRkRERERERPRquTZ0JyQkICUlBQBQv359PHnyBBMnTkRcXBwmTpyI5ORkNGjQwMhVEhEREREREb1arg3d7u7u2L59OwCgaNGiCA8Px7Fjx9CiRQvExsZiwYIFKFy4sJGrJCIiIiIiInq1XHNP94ULF/716woVKiAqKionSyIiIiIiIiJ6K7n2SjcRERERERFRXsfQTURERERERGQgDN1EREREREREBsLQTURERERERGQgDN1EREREREREBsLQTURERERERGQgDN1EREREREREBsLQTURERERERGQgDN1EREREREREBsLQTURERERERGQgDN1EREREREREBsLQTWQmChUqZOwSiIiIiIjMTj5jF0BEL6cRgaWFRbb8LCsrK5QvXz5bfhaQvbUREREREZkyhm6iXMrSwgI/XX2KBykZxi5Fx4cF86Hp18WMXQYRERERUZ7A0E2Uiz1IycDdZLWxyzBLHI5PRERERNmBoZuITEZ2DXvP7uH4AIfkExEREZkrhm4iMhkckk9EREREuQ1DNxGZFA7JJyIiIqLchEuGERERERERERkIQzcRERERERGRgTB0ExERERERERkIQzcRERERERGRgTB0ExERERERERkIQzcRERERERGRgTB0ExERERERERkIQzcRERERERGRgTB0ExERERERERkIQzcRERERERGRgTB0ExERERERERkIQzcRERERERGRgTB0ExERERERERkIQzcRERERERGRgTB0ExERERERERkIQzcRERERERGRgTB0ExERERERERkIQzcRERERERGRgTB0ExERERERERkIQzcRERERERGRgTB0ExERERERERkIQzcRERERERGRgTB0ExERERERERkIQzcRERERERGRgTB0ExERERERERkIQzcRERERERGRgTB0ExERERERERkIQzcRERERERGRgTB0ExERERERERmIUUN3amoqRo4cCScnJ7i7u2Px4sWv3LZPnz5QqVQ6/+3duzcHqyUiIiIiIiLSTz5j/vIpU6bgzJkzWLZsGW7duoXhw4fjs88+Q/369bNse+nSJYSEhMDV1VV57N13383JcomIiIiIiIj0YrTQnZSUhPXr12PhwoWwsbGBjY0NLl68iFWrVmUJ3Wlpabhx4wbs7OxQokQJI1VMREREREREpB+jhe7z588jIyMDjo6OymOVKlXC/PnzodFoYGn5v5Hvly9fhoWFBb744ou3/r1qtfqtfwYAWFlZZcvPMYTseo3ZjT3TT27uF8CevYnc2LPson1tpvwasxt7pj/2TD/sl/7YM/2xZ/pjz/SXW3v2uvUYLXQnJCTg/fffR/78+ZXHPvroI6SmpuLRo0f44IMPlMcvX76MokWLYtiwYTh8+DA++eQT+Pn5oUaNGnr/3tOnT7917YUKFUL58uXf+ucYyoULF5CcnGzsMnSwZ/rJ7f0C2LM3kdt6ZgjZsY81N+yZ/tgz/bBf+mPP9Mee6Y89019e7ZnRQndycrJO4AagfJ2Wlqbz+OXLl5GSkgJ3d3f07NkTO3fuRJ8+fbBu3TrY2dnp9Xvt7Oxy/dWwt6VSqYxdQp7DnumPPdOfKfdMrVbj9OnTZrGPzS7smf7YM/2wX/pjz/THnumPPdNfbu2Ztq7/YrTQXaBAgSzhWvt1wYIFdR7v27cvOnTooEycZm1tjb/++guRkZF6h24rK6tc9Q9lCKb++gyBPdMfe6Y/c+iZOexjsxt7pj/2TD/sl/7YM/2xZ/pjz/SXV3tmtCXDSpYsiX/++QcZGRnKYwkJCShYsCCKFy+us62lpWWWmcpLly6Nu3fv5kitRERERERERG/CaKG7XLlyyJcvH06ePKk8duzYMdjZ2elMogYAAQEBGDFihM5j58+fR+nSpXOiVCIiIiIiIqI3YrTQXahQITRv3hxjx47FqVOnsGvXLixevBgdO3YE8Pyqd0pKCgCgVq1a2Lp1KzZv3oxr165h9uzZOHbsGHx9fY1VPhEREREREdF/MlroBoARI0bAxsYGnTp1wo8//gg/Pz94enoCANzd3bF9+3YAgKenJ8aMGYN58+ahcePG2LNnDyIiIlCqVCljlk9ERERERET0r4w2kRrw/Gr35MmTMXny5CzPXbhwQedrb29veHt751RpRERERERERG/NqFe6iYiIiIiIiEwZQzcRERERERGRgTB0ExERERERERkIQzcRERERERGRgTB0ExFRtihUqJCxSyAiIiLKdYw6ezkRERmXRgSWFhZv/XOsrKxQvnz5bKjoueyqi4iIiMjYGLqJiMyYpYUFfrr6FA9SMoxdiuLDgvnQ9Otixi6DiIiIKFswdBMRmbkHKRm4m6w2dhlEREREJon3dBMRERkJ74PXH3umH/aLiMj4eKWbiIhID7wPXn/smX5ya7+A3NszIqLcjKGbiIhID7wPXn/smX5yY7+A3N2z7MTRAUSU3Ri6iYiI9MT74PXHnumH/dJPbh0dwJEBRAQwdBMRERFRHpcbRweYy8gAIvpvDN1ERERElOdxdIDxcEg+0b9j6CYiIiIiMjMckk+Ucxi6iYiIiIjMDIfkE+Uchm4iIiIiIjPEIflEOcPS2AUQERERERERmSqGbiIiIiIiIiIDYegmIiIiIiLKQZzx3bzwnm4iIiIiIqL/wBnf6U0xdBMREREREf0HzvhOb4qhm4iIiIiI6DVwxnd6E7ynm4iIiIiIiMhAGLqJiIiIiIiIDIShm4iIiIiIiMhAGLqJiIiIiIiIDIShm4iIiIiIiMhAGLqJiIiIiIiIDIShm4iIiIiIiMhAGLqJiIiIiIiIDIShm4iIiIiIiMhAGLqJiIiIiIiIDIShm4iIiIiIiMhAGLqJiIiIiIiIDIShm4iIiIiIiHK1QoUKGbuEN5bP2AUQERERERGRadGIwNLCIlt+lpWVFcqXL58tPwvI3tpeB0M3ERERERERZStLCwv8dPUpHqRkGLsUHR8WzIemXxfL0d/J0E1ERERERETZ7kFKBu4mq41dhtHxnm4iIiIiIiIiA2HoJiIiIiIiIjIQhm4iIiIiIiIiA2HoJiIiIiIiIjIQhm4iIiIiIiIiA2HoJiIiIiIiIjIQhm4iIiIiIiIiA2HoJiIiIiIiIjIQo4bu1NRUjBw5Ek5OTnB3d8fixYtfue3Zs2fh7e0Ne3t7tGzZEmfOnMnBSomIiIiIiIj0Z9TQPWXKFJw5cwbLli3DmDFjMHv2bPz6669ZtktKSkLPnj3h5OSETZs2wdHREb169UJSUpIRqiYiIiIiIiJ6PUYL3UlJSVi/fj1GjRoFGxsb1K1bF927d8eqVauybLt9+3YUKFAAw4YNw7fffotRo0ahSJEiLw3oRERERERERLlFPmP94vPnzyMjIwOOjo7KY5UqVcL8+fOh0Whgafm/8wGxsbGoVKkSLCwsAAAWFhaoWLEiTp48iRYtWrzW7xMRAEBaWhqsrKzeun4rKyt8lN8ClmLx1j8ru3yQ3wJqtRpqtdrYpbwUe6af3NgvgD17E+yZfnJzvwD27E2wZ/rJjf0C2DN95eZ+AezZm2DP9JMb+wVkb8+0P0ObNV/FaKE7ISEB77//PvLnz6889tFHHyE1NRWPHj3CBx98oLNtmTJldL7/ww8/xMWLF1/792k0GgDP7w3PLp/9/3+5RhJw8h9jF/Hv2DP95Lp+AezZm2DP9JPL+wWwZ2+CPdNPrusXwJ7pK5f3C2DP3gR7pp9c1y/AID3TZs1XMVroTk5O1gncAJSv09LSXmvbF7f7N/ny5YOdnR0sLS2VK+ZEREREREREb0JEoNFokC/fv8dqo4XuAgUKZAnN2q8LFiz4Wtu+uN2/sbS0zBLciYiIiIiIiAzJaBOplSxZEv/88w8yMjKUxxISElCwYEEUL148y7b379/Xeez+/fv4+OOPc6RWIiIiIiIiojdhtNBdrlw55MuXDydPnlQeO3bsmDIEPDN7e3ucOHFCuUFdRHD8+HHY29vnZMlEREREREREejFa6C5UqBCaN2+OsWPH4tSpU9i1axcWL16Mjh07Anh+1TslJQUAUL9+fTx58gQTJ05EXFwcJk6ciOTkZDRo0MBY5RMRERERERH9Jwv5r/nNDSg5ORljx47Fjh07ULRoUXTr1g2dO3cGAKhUKkyaNElZEuzUqVMYM2YMLl26BJVKhR9//BHly5c3VulERERERERE/8mooZuIiIiIiIjIlBlteDkRERERERGRqWPoJiIiIiIiIjIQhm4iIiIiIiIiA2HoJiIiIiIiIjIQhm4iohyyY8cOHDhwwNhl5ClpaWnGLoGI6I2o1Wpjl5CnZWRkGLsEomzD0J0HnT9/HidPnkRsbKyxS8mzOGk/5bQbN25gxYoVWLFiBY4ePWrscvKEn376CZMnT0ZiYqKxSyGil2CofLmlS5fi2rVrsLKygkajMXY5edLChQuxdetWY5dhMnjc+z/G6gVDdx4TFhaGIUOGYOjQofDx8cHixYuNXVKe9Ndff+l8zQOHV7t+/TqePXum8xh33vorVaoUevfuDSsrKyxbtozB+z+ICC5fvozz589j4cKFDN5EucTt27cRHx8PALCysjJyNblPUlISoqOj4eXlhevXr8PS0pLBW08TJ07EjBkz4ODgYOxS8qSbN2/i/PnzOHjwIO7duwe1Wg0LCwuzfh/u2rULJ06cAABYWFgAyPljf67TnYfMmDEDa9aswcyZM/H555/jn3/+QfHixfHll18au7Q8ZcOGDfjhhx/g4+ODL774Ah07dkT+/PmNXVauFBkZidGjR6NJkyaoWbMmGjVqpDyn0Whgacnzdq8jc68OHDiAFStWwMrKCp06dYKTk5ORq8u91Go1Fi1ahD///BP29vbo1asXihYtauyyTN7Bgwfx+eef44svvjB2KbnK06dPUaxYMWOXYVSzZ8/GTz/9hEePHqF06dIYN24cvvvuO34evCAhIQHjx4/HoUOHsGHDBnzxxRfs0WsKCgrC5s2bsXz5clhbW7NvepozZw7279+P+Ph4pKSk4OOPP0bZsmUxceJEFC1aFCKihE5zERMTg65du8LS0hIdOnSAi4sLPDw8lOdzqid8F+cRV65cQUxMDGbPng1nZ2d8/vnnsLW1xZdffolLly4hLi4ODx48MHaZeYL2oP3mzZv4/fffUb9+fURGRuLSpUs625n7+SgRQXp6OgoUKIDChQtjxIgR6NatG1auXKnzIWjufXodlpaWSp9cXV3RoUMHqNVqLF++HMeOHTNydbmTRqOBlZUVunXrBjc3N8TGxiI8PJxXvA1IRHDp0iX07t0bq1evxq1bt4xdUq7x888/o2bNmrh+/bqxSzGaoKAgrFixAl26dMHQoUMhIhg8eDAyMjIYiv6f9kpiiRIlEBgYiMqVK6NVq1a84v2agoKCEBUVhWXLlsHa2lrnvcX7u//b9OnTsXLlSvTo0QNLlizBrl274O3tjcuXL6Np06aIj483yyvednZ2qFOnDurXr4+DBw8iJCQEnTp1wtGjR3H//v0cOwnBvWQekZ6ejrt37ypXZDUaDY4ePYoxY8agVatWaN68OYYNG4bNmzcbt9A8oH79+vDx8UGhQoUwePBgODs7IzQ0FJ06dUJ4eDjOnDkDAGZ3JvBFFhYW8Pb2xieffIJ8+fIp91bNnTsXTZs2xbp163Djxg2dPjGA/8/SpUvRu3dvpScWFhZZgndGRgbWrl2LixcvGrPUXOPKlSvK/9ceoFpZWaF79+5K8I6IiMhyuwNlDwsLC3z77bcICgrCjh07sGrVKty8edPYZeUKtWvXho2NDbp162aWwTsoKAibNm3CsmXL0LZtW3h7e2PSpEm4ceMGoqOjjV2e0d27dw8AdIJ1iRIlMGbMGAbv1zRv3jwsX74cmzZtQrly5ZCWloZ8+fIBAGbOnIng4GAeY/yL2NhY7Nq1C7NmzYKHhwfKli2L9957Dx07dsS0adPw8ccfo1u3bkhOTta5EGAOChcujJIlS8LCwgJhYWHw8/PDw4cP0bt3b/Tq1Qu7d+/G3bt3DV4HQ3cul56eDuD5fVOffPIJTp8+jXPnzmHSpEnw9/fHTz/9hLp162Lw4MEoVKgQdu/ejadPnxq56txLu5MpV66ccuAUHByM0NBQtGjRAtOnT8fgwYMxYsQIxMfH48mTJ8Ys16gyMjKQP39+9O/fH3/88QeSk5MRGhqKmTNn4quvvsKYMWPQtm1bLFmyBOfPnwfAExWZOTg44MiRIxg+fPgrg7ePjw+uXbuG33//HQDM+mDsxIkTaNCgAXbu3Kk89mLwdnV1RWxsLLZs2cJ5GAxA29OGDRti6NCh2LZtG1avXq0TvDO/R5OSkpCUlJTjdRpDoUKFsGDBApQqVQqdO3d+reBtKn/P06dPR2RkJDZu3Ahra2tlRYH33nsPX3/9NT788EOd7U3ldb+uqKgojBs3Tpnc9mXB29nZGR06dMDt27fNLvC8jvv37+Pw4cOoVKkS7ty5AwDKRaaFCxdixYoVcHd35zHGv3j48CGsrKxQtmxZ5f0nIrCyssJ3332HoUOH4p133sG0adPMYoh55lFxVlZW6NevH/78809s2bIFDRo0wNatWzFq1Cj89ddf+P777zFgwAAsWLAADx8+NNjxBUN3LvbDDz9g8uTJAIBvv/0Wjo6OiIiIgJeXFyIjI/HFF19g9erVGDduHLp06YJhw4bhwIEDSgCirLQ7mdatWwN4fjABAFWrVkV8fDw+/vhj2Nra4vfff0ejRo0QFBRktkOatGeYy5cvj3feeQcbNmzAu+++CycnJxQvXhyfffYZKlSogGnTpqFt27YIDg42csXGl/lAysHBAcuWLUN0dLQyFBPQDd41atRAw4YNsWLFCuXsszk6cOAAypQpg+7du2Po0KHYtWuX8lzm4N2tWzd88803+Omnnxi6s1FiYiLUajWsrKyUE73169dHQEBAluCtfY/evXsXY8aMQWRkpFmELLVajYIFC2LOnDn46quvdIJ35r/7u3fvIjQ0FImJiSbx93z27FmsWrUKjRo1wvvvvw/gf2Fox44duHLlCjQaDa5fv668D8zp1qO7d+/C2toad+7cQWRkJE6dOgUga/AePnw4ypUrhylTpiAtLc3kA4++PvroIwwcOBCffPIJIiIisG/fPgDPA3dERATCwsJQs2ZNne/hcpK6bt26heTkZLz77rvK32Dm95mdnR2qVq2K48ePG6vEHDN37lwEBATgxo0bAJ7vi95//3307NkTv/zyC86ePQsAOHz4MEqXLo2RI0eiUKFCCA0NRe/evZGSkmKYwoRypUmTJknFihXlzJkzOo8fOXJEfv31Vzlz5ow8ffpUREQyMjJErVZLfHy8dOnSRa5du2aMknOlHTt2yLJly2TatGly4MABSU9PF7VaLSIi+/btk6pVq0p0dLQEBASIm5ubXL58WdLT0+Wff/6RGTNmyOXLl438CnLOqVOnZOfOnbJnzx45cuSIznMrVqwQe3t7uXnzpowePVrc3Nzk3LlzIiISGxsrM2fOlLi4OGOUnas8fPhQ7ty5IykpKZKWliYiz/tTuXJlGTx4sGg0GmXb9PR0ERHZuXOn+Pj4SGpqqlFqNiaNRiPHjx8XR0dHuXDhgoiITJkyRWxsbGTnzp0622ZkZIiISGpqqjg6OsqePXtyvF5TtHDhQmnQoIGEhYXJ9evXszy/fft2qVGjhkyePFlu3bolIiL37t2TIUOGiEqlkrNnz+Z0yTli3rx5snTpUuV9KSLK3++zZ8+kS5cuUqtWLZ3P27t378rQoUNFpVLJpUuXcrxmQ1m4cKH4+PhIaGio3L59W0REwsPDpVy5cuLs7CwNGzYUlUoljRs3Fn9/f1myZIlcvXrVyFUbXnR0tNSoUUOePn0qhw4dEh8fHwkICJCTJ08q22iPN0REfvrpJ/Hy8pKHDx8ao9w84eTJkzJgwADx8/OToUOHSpUqVWT//v1Ztps7d64EBgbq9NdcafdLe/bsEQ8PD2Wflbk32v9/7tw5qVy5ssTHx5ts7+7fvy+enp6iUqkkMDBQbt68qTx36tQpcXNzkxUrVsiQIUPEzc1NTp8+LSIiT58+lUuXLkl8fLzBastnmChPb0M7kcTq1auhUqmUiSQsLS1fOtOxdsmONWvW4P79+5zd9/9NmTIF27dvh62tLY4cOYKEhARUqFABhQsXBgCULVsWn3zyCfr164dSpUph3rx5+OabbyAieO+999C/f38jv4KcM336dOzevRsWFhZITEyEq6srKlasCI1Gg3z58qFOnTrYtm0b6tWrhw8//BDh4eGwtraGiKBChQqwtbU1ias6byM8PBy7d+/GjRs3kD9/fnh4eKBJkyaoWLEiIiIi0L17dwwZMgRBQUEoUKCAMpLg4MGDKFasmFleubWwsICjoyPs7OwQEhKChQsXYujQobCyssLAgQMRFhaGOnXqKEPk0tPTcfv2bZQpUwafffaZscvP00QEKSkpuHHjBm7fvo2///4bDRo0QNeuXeHq6goXFxcAQIMGDaDRaBASEgILCwvUq1cPK1euxM6dOxEVFYVy5coZ+ZVkLxFBfHw8wsLCULhwYRw7dgz58+fH0KFDUaxYMRQuXBiFCxfG3Llz0bt3b3Tp0gVLly5F8eLFMXnyZOzZswdRUVEoXbq0sV/KW1m6dCliYmKwYMECdO/eHRYWFvjll19QrFgxPHr0CBs3bsT06dNha2uLf/75B/fu3UN0dDSOHj2KgwcP6swMbKoKFiyIggUL4uTJk3B3d8f333+PuXPnYu3atQAAe3t7WFpaIiMjA/ny5UOJEiWQnp5utqPnMpNXDG+2t7dHly5dsGjRIuzZswddunRB1apVdb5nxowZWLhwIdavX2/Wxx1paWlQq9WwtLREgQIF4OrqCktLS8yYMQNz5sxRbmOwsLBQ+nT58mV89tlnKFmypMn27sMPP8T333+P8ePHIzIyEo8ePcKIESPw6aefws7ODq1atcKECRNQokQJLF++XNlXFy1a1PD5yWBxnt5IcHCwODk5KVcRtVfDRETOnz+v/P+jR4/K0KFDJTo6WiIjI2XcuHFSqVIlk73qoK9FixaJq6urzkiB+/fvZ9lu27ZtolKpZN26dTlZXq4SFhYmrq6ucuDAAXn69KncunVLHj16JCK677mwsDBRqVTKFUZTPUv6JoKCgsTFxUXWr18vMTExMmfOHOnQoYO4ubkpV2zPnDkjzs7O0rNnT4mJiZGTJ0/KtGnTpFKlSjp9Nifa91B0dLT4+PjI4cOHledCQ0PFxsZGtm3bpvM906dPl8aNG8u9e/dytFZTox1Zcfr0abGzs5PNmzfLpk2bxNPTU5ydnWXkyJGyf/9+5SrKr7/+Kh4eHuLu7i4ODg7y119/GbN8gwsJCRF3d3eJiIgQLy8vcXZ2lsGDB8vx48eVnqSlpUnHjh3Fw8NDevToIY6OjibzGRwdHS2Ojo4yePBg5bEFCxZIo0aNpEKFChIVFZXle7R9MacruQEBAeLp6an8Pe3fv1/atGkjAQEBWUaMTZw4UTp06CCJiYnGKDVXuXPnjoi8+jjizJkz0r9/f+ndu7fs3btXeXz69OliZ2enXJ00V8uXL5fBgwdL7dq1pXXr1vLnn3+KyPP3n4ODg4wYMUJne+1IseDgYBk4cKAkJyfrjLwzBRqNRmc00qxZs2TWrFni6uoq3bp1U0ZqnTt3Tho3biw//PCDzvfkBIbuXGTGjBmiUqmUnUnmwB0eHi7NmjVTdlRPnjyRXr16SfXq1cXT01P69OmjMwzOnKWnp8uQIUNeelCwc+dOWblypURFRSnD8319faVXr15m+UF46tQpad68uRw8eFBERGfnExERISqVSkJDQ0Xk+U67Tp064u/vb5Rac6uJEyeKk5NTloOAU6dOybBhw6R8+fKya9cuERG5deuWtG3bVho0aCD169eXNm3aKCfYzJH2/fb06VNp1aqVBAYG6jw/Z84csbGxkcmTJ8u0adNk/PjxUrlyZZMJNsYya9YsmTdvnnIgNmnSJGnRooUkJSXJuXPnZNWqVeLu7i4VKlSQTp06KfuHgwcPSp06dUz2Pbtt2zblc/TcuXPSpUsXWblypaSlpUlwcLC0bt1abGxsJCAgQPl8SU5Olr59+5rcUHuNRiMxMTHi7OwsgwYNUh5fuXKlNG3aVGbNmqUcxGoPXLUBytQO5l9G+1rj4+OlTZs2EhkZqbzuAwcOSNeuXaVXr16yatUqOXToUJYLKuYsOjpanJyc5OjRoyLy6uCtHWreq1cvOXjwoISHhzNwi8jkyZPFzc1Nli5dKhEREbJ06VLlQklycrJERkZKxYoVpVOnTrJr1y559OiRnDhxQkJDQ8XJyclsskJ4eLgEBgbKvXv3xMPDQ7p27SoJCQkiIjJq1Cjx8PCQZ8+e5WhNDN25yKpVq0SlUsmGDRt03gjh4eHi5OSknMnK7NatW/Lw4UOzDIyvkpSUJHXr1pU5c+Yoj/3666/Sp08fUalUYm1tLTVq1JBOnTpJcnKyrFq1SmxtbeXKlSvGK9pIfvvtN6lVq5ZyMkdr1qxZ4u7uLsHBweLg4CAhISEiIrJ06VKpXr26SR1cvo3FixeLSqWSBw8eiMjzEz6ZDzivXbsmQ4YMkbp16yoHCqmpqXLt2jWJj4+Xx48fG6VuY9L2Skt7cvHQoUNSrVq1LPu5rVu3yqBBg6R9+/YyatQo+fvvv3OsVlM0YcIEsbe3l4sXLyqPRUdHi4eHh2zatEl5rE+fPuLh4SGenp5iY2MjdevWlSNHjpjs3APjxo0TR0dH5Z7ltLQ08fPzk9atWyvbPHz4UDw8PMTJyUnKlSsnnTt3liVLlsitW7deOpIqL8q8/3pV8I6IiJCWLVvK9OnTleBtDp48eZLlsdTUVBkyZIj069dP5/HY2FiZMmWKuLm5SfPmzaVDhw4M3P/vwoULygiBY8eOici/B29/f3+pVq2a2NjYmH3gXrdundSsWVNnpJH25OmKFStk2bJlolar5dSpU9KqVSvx8PAQe3t78fLyMtn3YHh4uMyaNUuePn2qc7FSRKRZs2aycuVKefTokbi5uUnXrl3lyZMnkpCQIJUqVZKZM2fmaK0M3bnMkiVLRKVSycqVK0Xk+XAuZ2dn+eOPP7Jse/PmTWWyJtI1Y8YM6dChg8ydO1f69OkjDg4O4uLiIuHh4XLkyBHZt2+fdOnSRXbt2iWpqanSrl07g06ekJtoNBplxzR//nxp2LChznPnzp0TZ2dn+f3330Xkf0Pwo6Ki5MqVK1K7du0sId1cLV26VDlRpvXiwcPhw4elWbNmsmjRopwuL9fZsmWLqFQqmTlzphw/flznufv374u/v7/yIZh535aSkpLlMdJfWFiYVKxYUTnw0h6siYj069dPGjduLCIiI0eOVCaYSUtLk5UrV4qfn59OUDclwcHB4urqKqdOnRKR//Xl2rVrYmdnJ4sXLxYRkeHDh4uHh4fs3r1bNm/eLE2aNBFPT08lqOdlJ0+eVIaFvxi89+/fL87OzjqjnBYtWiQ+Pj4yadIks/g8WLBggfTp00d+/fXXLM9du3ZNnJycZOPGjVmee/z4sfzzzz+8MCK676u4uDgZOXKk1K5d+z+D94ULF2TIkCFmfcJVO5Jk2LBhMmvWLBHRHQ2rHZmoUql0nr9+/bocPnxY7t27Z5In+Q8ePKi87oCAAJk9e7bOif2YmBhlOP2dO3fExcVFevXqJX///bdMmTIlxyd8ZOg2sj///FN++eUX+f3335Ud0uLFi6VcuXLSvXt3cXV1VWZuzLzDCgkJkW7duilDpEl3h33ixAkJCAgQJycn8fDwkGHDhunMYKjRaKRNmzYSFhYmImKyV29eJvNrPXDggLi6ukpMTIzymEaj0TmIevr0qbi5ucmECRNERHJ8OE5udPLkSeUDbNmyZaJSqWTFihXK8y8OrwwMDJSWLVvmaI25zb179+TOnTsSFhYm3t7e4u7uLtOnT9eZ9X79+vXi5OSkzKJtTsNVDW3y5MmiUqmkb9++OmFbe+B2+vRp8fDwkGrVqombm1uWlTNMdR85c+ZMUalUsnv3bhH53+vUaDSSlpYmgYGB0qFDB+nUqZNUrVpV50qbRqMxiSvcBw8elHr16smCBQuUYaovBu8///xT3NzcZPz48crj8+bNk06dOmUZvWJq1Gq1REVFSY8ePaRChQoyZMgQ5ZYhrenTp0tAQIA8e/ZM+fvifiurzMdpLwvemfdN2s+Lq1ev6jxurpKTk6V27dqyevVqEfnf+2v27NliZ2cnR48eld27d4uNjY1ybGvKMjIyJDk5WaZPny4qlUo6duwoY8eOlapVq8quXbvk9u3bykoT2guZt2/fFmtraxk1apQkJyfneM0M3UYUEhIi1apVk4oVK4qHh4f4+fkpO6Q1a9aISqWS0aNHZ/m+mTNnio2NjcTGxuZ0ybnSpUuXdA6UtFJSUuTOnTuSlJSkPK9WqyUjI0NSU1PF39//pfd9m7LNmzdLpUqVlJM1ly5dksaNG8vYsWN1zoJmnlwiNjZWmjRpogRzc59ATXuAunDhQmW4ofaKd+bgrVarlV5pR16Yq82bN4uzs7NyhfXKlSuyfv16qV69uvj6+kpgYKByNXvUqFEyevRoo3wgmqpx48ZJ1apVJSoqShwcHOSHH37IctXj6dOn0rt3b7GxsVGWPMrpSWZy2sSJE6VixYrSsWNHcXFxUZb5ynwF6c8//5Ty5cuLm5ubzlBqUwsBISEh0qZNG4mIiJB//vlHRHQ/T1NTU+Wnn34Sb29vnRMy2pBuqjZv3ixDhw5VXuf+/fvFx8dHGa4bFxcnqampcvr0aalatapyXGbKfzf6Wrx4sUydOlWePHmi7Oe1Ll68qARv7T3e2hP//v7+4uDgYFZLt/6blJQU8fT0zDIkesuWLRIdHa18vXr1alGpVCY9MiAkJESCg4NF5Pkta1OmTJFy5crJnj17ZPXq1dKsWTPp1auXREdHy4EDB8TDw0OZsPbOnTtGe08xdBvJxIkTxdnZWWJiYuTChQuyYsUKadiwoXIGS+T5Pd7W1tayfPlyJTTOmDFD7OzsslyFMFcrVqyQ8uXLS/fu3eXEiROvnDX11q1bStBMTU2V0NBQcXNzM5sh5VrXrl0THx8fqVu3rhIYo6KiRKVSyZw5c17aP+0kS6ZwRSe7hISEiI+Pj0RERCh91F7xXr58ubKdNnSPHDlSxo8fL2q12uwOxrQ9aNOmjdSpU0fnXrQ7d+7IunXrxMvLSzw9PSU8PFxCQkIkMDCQ77dssnPnTp17IY8dOya2trYSGBiYJXifPXtWbG1tlasCpmzu3LliY2Mj586dk+TkZPHz8xMnJydlbo/MtzJMnDhRqlatanLDqAMDA5WJMkVEpk2bJq1bt35l8L5165bOigzmYO3atdK+fXsZO3asMgLnn3/+kUOHDknXrl2lYcOGMmzYMLl48aLMmjVLunTpwhGI/0+j0ci9e/eU4b9t27aVMWPGZLmv+MKFCzpXvNVqtRK4TX2VhP+ydu1anZN906ZNk3bt2v3rrT5Tp06Vhg0bmuyxhvZkaeZVXx49eiQ//vij2NraSlxcnNy5c0fCw8OlQoUKMnz4cGnevLksW7bM6LeoMXQbQVBQkFSqVElnx/P06VNp2rSpTJkyRWfb5cuXi0qlkvXr18v06dPF1tbW7CeSyGzr1q3i6ekprVq1kkqVKkmvXr1k06ZNOldj4+PjpXfv3jJo0CDx8/MTPz8/cXNzM6udeead7/Xr16V9+/bi4eGhBMaFCxeKSqWSkSNHyi+//CIajUYOHjwoU6ZM4YyrmWTeYYeGhoq3t/dLg/eyZct0tst8Fc2chIaGKmejRZ6vFFC7dm05c+ZMliuF4eHh8sMPP4ibm5ty3ze9nRs3bsidO3eUExjak7cnTpx4afBOSkqSUaNGiY+Pj8kvybZx40ZlFl/tMPFXBW/tRHM//fSTscrNdpMmTXppqAkNDc0SvDMyMkSj0ciDBw+kffv2cujQISNUnLMWLFigzGuybt066dy5swQGBmY5Ub9t2zYZP3682NjYSO/evaVatWrK3AD03JIlS8Tf318CAwOlU6dOYmdnJ+PGjdM5eXP9+nUJCAiQOnXqiI+Pj0ktv/emUlNTpWHDhuLp6amc8Pv999+lRo0aMnXqVLl7967O9tpbYgYNGiTjx4/PMrGrKZg4caJUrlz5pcsqP336VAIDA8XW1lZOnDghIs9Hc44cOVKcnZ2lSZMmRr9NiqE7h02dOlVsbGyUD/XMfxTDhg2T+fPnZ/ke7eRqKpWKV7hfcPnyZWncuLFs3rxZ/vzzT+nXr5+oVCrx9fWV8PBw5Q9s9+7dMnLkSOnatavMmDHDbIcrad9r8fHx0q5dO/Hw8FDOym/dulV8fX3F2dlZ3NzcpEmTJtKzZ0+zXUP6dYSEhLwyeEdGRsqyZcvMcmSKWq2WpKQkadSokSxZskTnOV9fX6lTp85Le/L06VPZs2ePdOvWzWQn7copO3fuFJVKpTNfg8j/hkVnDt6ZhwivXbtW3N3dlcBlahYuXCg//PCD8nXmg7CXBW8tLy8v6dixo0kcxGqXOdTu29PT03VOVGtH8sybN09n9NO0adOkTp06JnfF/0V3794VGxsbnfu2MwfvGzduZPmew4cPy4gRI6ROnTpmN4LuZTIvy7p3715p1aqV/Pbbb/L06VOZN2+e1K1bVxwcHGTw4MHy22+/SWpqqty/f1+GDRsmlSpVMquLIv/myZMn0r59e6lfv77yd7dkyRIpX768BAcH6/QpKSlJwsLCpEqVKiZ5kn/ChAni5OSkvObMgVvbm6dPn8qYMWPExsZGDhw4oDx28eJFZaSKMTF056DExEQZM2aM2NraZgl92uXCxo8fL9u3b5fo6Gidg56dO3eazdp6ryPzH9vSpUvF3t5e4uPjJSMjQ44fPy6dO3cWlUolDRs2lIULF5r8QcKrrF+/XqKiorIEZ41GI7dv3xYfHx+pWbOmcrXrzp07Eh8fLzExMXL37l0Ok5PnM7wPGzZMFi9eLH/99VeWYc+zZs0SLy8vWbhwoRJeVqxYoZwoM8eRKdpg0rp1a5k9e7aI6I4SeFXw1n6fsc9Gm4oBAwZI1apVXyt4Z/68MeWh/b/++qvY2trK2LFjlccyf568KnifO3fOJJaVfHG96MyvPfOkhnPnzpWOHTtKhw4dJDg4WIYPHy5VqlQxi6uP9+7dk4oVK+rcJyuiG7y1E7Nmnrvj2bNnnKVcnp/UUalUOicnhg4dKrVr11b6c/fuXalZs6ZYW1uLk5OT+Pj4yJYtW+SPP/4w6f3Pf8l88kv7/588eSJt2rQRT09P5er2smXLxNPTUxo0aCCBgYEyaNAg8ff3l9q1a5vkCYtFixaJSqVSXn/mY4TZs2dL//79lePVJ0+eyNixY8Xe3l6ZiDq3YOjOIXPmzJFVq1ZJWlqaDB48WJydnZUDzvDwcHF0dJTGjRsry1tp15L29PSUdevWGbn63GPhwoXKDkV7EH/nzh1p3769/PDDD8rBpJ+fnzRo0EC5cqtSqSQ8PNxodec07dJf2uDn5uYmDRs2lOHDh0tkZKQy/O3y5cvSt29fqVWrFgP2Szx79kz8/PyUPnp5eUnlypXFz89PwsLCJDY2VjIyMmTy5MnSpUsXiYiIUPoYFRVlkmebX4f2QN7Hx0dntuPMQ8pfFry1odsUriYaU+YTHP7+/sr8IZllDt4ODg7i7+//0vt4TY1arZa9e/eKg4ODzkSlLwveLi4uOkE0r5s2bZqoVKqXXikKDw8Xb29vnSGr0dHREhwcLJ07d5agoCCT6sW/SU1NFQ8PD/ntt99ERLdPrwre9FxISIi4uLhkWZbwwoULUqdOHVm4cKGIPJ8ws3bt2nL8+HFZsmSJ+Pj4iJubW5Yh0+bmVa//6dOn4u3trRO8jx8/riznOGTIEImMjDTJURZJSUnKbXqbN2/WeW7BggVSqVKlLCfIHj9+LEOGDBFXV1dJTk7ONZ9pDN05YOLEiWJjY6N8YGkniahatar8+OOPyrJg2lkdr127JidOnJCwsDDp1asXh1n+v+TkZOnTp4/Y2toqV261f0ihoaFSrVo1SUxMlICAAHF1dVVGBhw4cEBmzpxpln3cvHmzODk5SadOnWTo0KEyaNAgqVSpkjg5OUn9+vWld+/eEhYWJiqVSnx8fHiWPpNz585Jenq63Lp1S4KDg8XNzU3mzJkj27Ztk8GDB4ubm5u4uLhIjRo1pGfPnmJjYyONGzeWuXPnmm0fN27cKAkJCcrXfn5+yj3d2gPXzLPX+vr6Sr169bgSgwFkvhIwaNCgfw3eR44ckapVq5r0fdyZg1FGRobs2bPnP4N3165dxcPDQ9LS0nLNQdubysjIkMWLF4tKpZKdO3fq/B2Gh4eLk5OT/Pnnn8q2mWXui6k6f/688jrVarV4eHjorG6S+USWNniPHTvWJEPOm9IeS2hvKcq8+kFKSor4+flJ+/btpUePHuLu7q6skqBl6kvP/ZeVK1dK+fLllc/NgwcPSnx8vPK+fPbsmXTu3Flq165tNqM3ta8zISFB5s6dK9WrV5e1a9eKyPP9lrOzs7Lfykzbs9x2Eoeh28DCwsKkcuXKSkjMvO7sqFGjdJYZetlVnrz+QZ/dHjx4IMOHDxcHBwedIdPp6elSt25dsbe3l2rVqpn9xF8vnpmvU6eOLF26VP755x958OCBnD9/XkJDQ2XAgAFSrVo1ZTSAj4+PyS8T9Dqio6OlcePGsm7dOklPT5cbN27I2LFjpVatWsp7659//pG4uDhZvHixBAcHS61ataR8+fLi4eFhsvfD/ps7d+5I69atxcvLSwlvAQEB0rdvX7l8+fIrlwBr3ry5NG3alEPK31JERITMnDlTtm3bJv/88488e/ZM53l/f39xcnKSmJgYnQD6spMhpmTPnj1y+fLlLAf06enpsmvXLnFwcJDAwECdx7UePHhgEge306ZNU05+hYaGio2NjWzdulVEnl8pcnZ2lj/++CPL92WeNdlUaTQaOXLkiKhUKtmwYYOkpKRIenq61KpV619HGWpXXQgKCjKLkxL/Zfz48WJvby/ff/+9tG/fXmeSNG1/4uLipGLFilK5cmW5evWq8jxHOD23Zs0aqVq1qjg6OoqdnZ14enqKjY2N+Pr6yo8//qjcZtqkSRPx8fFR9k2Zc4Up2bZtm9ja2srx48dF5PmJ0Dlz5kjNmjWlZ8+e4urq+tLAPXHiROVYNrexEBEBGcSUKVOwePFi1K5dG3PmzMnyfHp6OgIDAxEdHY2IiAjY2tpCRGBhYWGEanM3jUYDS0tLAMCDBw8wefJk7NixAxs2bECZMmWQlpaGJUuWYMmSJQgICEDz5s2NW7CRpKSkoGDBggCAtLQ05M+fHwCwYsUKREREwMfHB23atMEHH3ygfM/du3eRmJiI33//HTVq1EDp0qWNUntukpaWhrFjx+L69eto2rQpvLy8kJCQgFmzZuHQoUMYP348qlatqvM9SUlJSExMhFqtxqeffmqkyo3r2LFjCA8Px6NHj7BgwQKsXLkSs2fPhqWlJb744gt8/vnnsLOzg4uLC95//32ULVsWVlZWuH37ttn2LDvcuXMH3bp1w6VLlwAAX3/9Nd555x3UqFEDX375JRo3bozChQtj5MiR2L9/PyZPngwnJyfky5dP+Rmm+Nmze/dufP/99yhWrBg++eQT2NnZoXTp0qhVqxY++OADvPfee9i3bx8CAgJQv359jBkzBsDzz+Z33nnHyNVnj6CgIERGRmLNmjUoV64cAGD69OlYunQpatasicOHD2PatGmoWrWqzntg2rRpuHbtGiZPnoxChQoZ8yXkiFmzZmHhwoUYM2YMWrZsiaZNmyIuLg6VKlXC+++/j4oVK8LW1hbvvvsuypYtCwDYtWsXypUrh88//9zI1RvX9OnTsWrVKmzYsAGWlpaIiIjAhQsX0KNHD9SpUwcAkJGRAbVajYkTJyI2NhazZs3Cl19+aeTKc58NGzZg9erVqFmzJipWrIi0tDQcOXIE+/btQ3JyMp49e4YPPvgAV69eRdmyZbFo0SJ8/PHHxi7bYLp27YorV65g+vTpcHBwwIMHDxAZGYnFixejSZMmGD16NID/ZYSZM2cqWcDBwcG4xb8EQ7eBjBs3Dtu3b8eQIUMwZcoU1KtXD+PHj8+ynYhgyJAh+PPPP7F48WLY2NgYodrc686dO/jkk08A6AZvAKhfvz4ePXqEZcuWQaVS4cqVK2jTpg1atGiB4cOHG6tkowkPD0d0dDRq164NHx8fFCtWTOf5VatWYeHChWjbti28vLyUHbVarYaVlZUxSs6VtP1IT0/HuHHjcOnSJbRo0QLNmzfH/fv3MWfOHMTExCAoKAhVqlSBRqOBiJh1DzMfrB8/fhyzZ89GUlISvvrqKzx69Ahdu3bF6dOnceDAAdy6dQtXrlwBANjZ2WHp0qUoUqSIMcvP0/7++2989913OHDgABYvXoynT5+ibNmy+OKLL/Drr7/i6tWrKFCgAD766CM0btwY06dPh62tLQYMGAA3NzedfaopGjFiBKKiouDs7IykpCSkpqbi+vXrKFasGFxdXVGqVCnkz58fYWFh6NevH/r162fskrPN7NmzsWjRIqxZswbW1tY6J2Lnzp2LmTNnolu3bhg6dKjO982aNQvz58/HmjVrUKFCBWOUnmMyH1fMnj0b8+bNw/Tp07Fx40akpKTAwcEB+/fvx4MHD3Dnzh0UL14cRYoUQfXq1TF27FjjFp9LREVFoVy5crC2tgYAnDt3DmvWrMGFCxfQs2dP1K5dW9l23759GDhwICZOnIiGDRsaq+Rc5dGjR8iXLx+KFi0K4Pmx2pYtW1C5cmV069YNH3zwAdRqNe7fv49Dhw4hISEBu3btwt27d7Fs2TJ88cUXRn4F2Wv79u0QETRq1AgA0KNHD5w/fx6zZs2Cg4MD7t+/j8jISERGRqJXr15o27YtACAsLEzZ39na2hrzJbyaka6wm7RffvlFZ8mDQ4cOiaOjo84Qtsw0Go0MHTpUVCqV2Q+Lzmzz5s3Sq1cvOXLkiPKYdrhIeHi4uLi4SLt27cTe3l7p9eLFi8XBwcHslmh6+vSp+Pv7i6Ojo3Tp0kWcnZ1l0aJFWWbOXrZsmdSoUUPmz5+vc+8tPae9l1E7XCs1NVV++OEHadu2raxfv14yMjLk1q1b8sMPP0itWrWU9Wpz4zAmYzp69Kj07dtXVCqV9OzZU+e5tLQ0OXPmjOzcudNsJ5rLLqNHj5Y2bdoocwjs3btX/Pz8ZPDgwXLt2jUREXn48KH89ttvEhQUJL169VLWQW/cuLEkJSUZs3yDGT16tMydO1f5etCgQdKxY0fZuXOnPHnyRA4dOiRr1qyRnj17Su3atcXFxUWZLDEsLMyIlWefSZMmiUqlkpYtW8rjx4+VfVTmodAzZ84UW1tb2bJli/L4jBkzxNbW1qw+QzPfbjFjxgzlvaC9d1Tk+WfswYMHZf369TJo0CAupSnPJwsdMmSIcmtQ5luEzp49K4GBgdK6dWudpddERHr16iUtW7ZU1n83VytXrlQm+/Ly8pJevXop97lHRUVJ8+bNZerUqTpD8bWSkpJMcvLbu3fvSvfu3aVbt246tyh0795d3N3dlfW3tUPNq1evLlFRUbJ48WKxs7PL9avFMHRns3v37smdO3fk9u3bIvK/nfmRI0f+NXir1Wr54YcfzHb96Jc5dOiQ+Pj4yLBhw5RwI/J8CSft5AmJiYkyZMgQcXBwkL///luuX78urVu3Non78F6X9kPrzz//FFtbW9m1a5eEh4eLh4eHVK1aVaZOnSrHjh1Ttl+9erV4eHhIaGioWS/NkVnmWfG1wVv7v9rg3b59e/n5559FROTq1asyduxYqVixos5JIXOX+QDqyJEj0r17d6lZs6ZyfzFn+c0+QUFBOmuWau3Zs0d69OghAwYMUA5QtNLT0+Xhw4cSExOTK9YsNYRJkyZJhQoVsvSlT58+0rx5c4mOjlYCpjYkHDt2TLZs2SLDhg2Tv//+O8drzm5jx46VqlWryoEDB8TDw0O6dOmic3925uCtvcd7586dEhYWJra2trn+wNUQMu+btEs+jhw5kvdrv4JarZaVK1dKmzZtZOTIkcqcHZknnHtV8N63b5/ZT0A3efJkqV69uixcuFAiIyNl48aN0qxZM6ldu7bMnz9fNBqNbNq0Sby8vGTatGk6+2tT/xyNjY0Vf39/6dmzp+zYsUN5/GXBe968eVKuXLk8szwrQ3c22r17t6hUKuUN8eIfhjZ4//DDD0aoLm86fPiwtG/fXgYPHiyXL1+WRYsWibOzs+zbt0/Z5uHDhzJ8+HBRqVRy+/Zts5o5eu7cubJ8+XLl64CAAOnYsaOo1Wo5duyYzJkzRypWrCjOzs7Sv39/ZSTFpk2bpEGDBvLw4UNjlZ5rpKSkZJkV/2XBe9iwYeLj46McvF64cEGCgoJeehba3LzYr4cPH8rp06fl6NGj0rVrV/H29lZGVrw4MzLpb+LEiVKpUiXl7znzga6IyM6dO6VXr14ycOBAnZnhX9zO1EycOFGcnJyUv+P09HSd91vfvn3Fy8tLdu/erTNxnPZkkSm8Nw8cOCDOzs7Kv3tCQoJUq1btX4O3dtZpGxsbs73Crf23f/TokWg0Glm2bJnY2NhIVFRUlr8bc746K/K/15+amiobN24UX19fCQgIUIJ35veWNni3bdtWtm3bZpR6c5tffvlFatas+dKQOGbMGPH09FRmgF+9erW0bNlSpk+fbvInKjLvf2NjY2XgwIHSq1evfw3e9+7dkyVLluSZUXMM3dls6NCh4uzsnOUKgxaD9787dOiQbNu2TTZs2KDMAH306FFp3769eHl5iYODg3LVO/Mf6IMHD+SHH37IM3942WHChAni4OCgs3bqtm3bxMPDQ2dYTteuXaVmzZri7u4ujo6O4uXlJZcuXTLJoUn60h483L9/P8us+C8GSY1GI/Xr15egoCDl+009xLzMwYMHZevWrbJp0yadq/zaPt24cUPs7e1lyZIlotFo5NixY9KzZ0+pV6+e2S8Jkx2Cg4OlcuXKyhXZzAe4mf/u9+7dqwTvU6dO5XidOW3SpEni5OSknIjI3JfMI8j69esnXl5esmfPHuVKtynN/qtdoULkf1fyHzx48J/Be+XKlSZ/e9ulS5fk9OnTWZYo1Pbpxo0bUr9+fWVm91mzZkmFChVkzZo1JnFCJjtlvgUrMjLyX4P3uXPnZPDgwdKlSxdJTEw0ib+zN6F93WFhYTJ06FDRaDRKHzMfS/j7+0vNmjWVkL1y5Urx9PSU2bNnm+TIi3v37r109Yzjx4/LwIEDpUePHlmCt4eHh3L8kZf+Nhm6DSAgIEAqVar0r8Hb2dlZBg0alLOF5XIhISHSoEEDadiwoVSpUkV69+6t7GBOnjwpbdu2lU6dOul8YGb+YzP1ITeZhYaG6lzRydyH9u3bS/v27UXk+XvRzc1NYmNj5cmTJzJr1izp0qWLTlA3Z5n7pr0v3sHBQTn41D6vfR+OGzdOAgICcr7QXGLq1KlSs2ZNadq0qVSpUkXc3d3l+++/V06QJSQkSJUqVWT06NE6BweHDh0SPz8/kx3SnFM2b94sKpVKIiMjszwXHh6eZV6QvXv3St++faVbt24mfQVz6tSpolKp5OzZsyKie8C/YMECadu2rc4cFv369RNvb2/59ddfTWapuhdPaL14D/frBG9TNmPGDGnevLlUqlRJ3NzcpFmzZrJ9+3Z59OiRiDy/ZcjNzU0CAwN1ehISEiIuLi7y5MkTY5Wea8TExEhsbGyW0JycnCwbNmyQtm3bvjJ4X7hwQVlK0tz5+fnJhAkTRET3GCTzCX4PDw+d21EjIyNN8kr3ihUrxM7OTry9vSU8PFw2btyoc3toXFyc9O/fX/r27Su//PKL8riPj480aNAgzy11ydCdTV4MfC8G7xefP3DggNSoUSPXLdxuLPPmzRMXFxc5fvy43L9/X+7cuZOlN0ePHpV27dqJv7+/zhU2cwrbIs8PAlQqlYwYMULnce2Z0kOHDom7u7vUqVNH3Nzcshxs57WdlCFERkbKyJEjpX379jJ+/Hg5cOCAiDw/az9o0CCd4J2Zn5+fhIaGiohpXBXTx8SJE6Vy5cpy5MgRSUpKkn/++UcZWeHl5SVxcXHyyy+/yJw5c1667uqr1umm13fq1Clp06aNBAQESExMjPL4/PnzpUqVKsqapZkP5KKjo6V///4mPc/F+PHjRaVSyf79+3VCdHh4uFSqVEnpS+YQ0LVrV2nfvr1J3I40d+5cad68uSxcuFCSkpKU16l9H2g/GzIHb+28M+Zg4sSJ4uzsLLt375aTJ0/KuXPnpFu3blKrVi2ZMmWKJCQkSEREhAwePFg5nsh8XMEROiJ//PGHMsFchw4dpHv37rJx40Y5fvy48j7btGmT9OnTR4YPH64cZ5jjaLD/Mnz4cPHx8VG+zvw5qd1/TZo0Sfz8/Ez++PaPP/6Qhg0bikqlkh49eoizs7O4ublJvXr1ZMKECfLnn3/Kxo0bxc/PT3r27CnR0dHK92Y+eZhXMHS/he3bt8vu3buVr18WvDMPA3xxCAQPQp/vbO7fvy++vr46w0e0YmNj5Y8//lDO8J06dUratWsnw4YNU4KSORk/frxUrVpVFi9eLDY2NhIaGqpMUqX14MED8fX1FQcHB517hswtJL5KcHCwuLu7y6hRoyQoKEjq1q0rTZo0kbFjx4pGo5H09HQZPHiwODg4yP79+yUpKUmSk5Nl+vTpUqVKFbOc7HDy5Mni7OysjKzI/F66cuWKNGzYUNq3b6/Mhs33muEcP35cfH19ZdCgQXLx4kVlnovff/89y7b79++XlJQUk/2s0V7ZFhH58ccfxd7eXhliv2DBAnF2dpY//vgjy/dp+2EKJyLUarWMHj1aXFxcpFKlSsqMxy++tsxDzT08PKRVq1Ym8fr/S1BQkFSpUkXnvaIVHBwsDRs2lBkzZihXvDMzpdsOskNoaKioVCrp1KmT+Pn5iaenp1hbW0v9+vXFz89P5s+fLyNHjlQCE0/w/0/m99CBAwekfv36OiOWXnyPjR07Vrp27Zpj9RlLRkaGHDp0SDw9PaVXr16SmJgof/75p4wePVo6deokdnZ20qBBA1GpVOLo6CiNGzfWOeGc1zB0v6E7d+5I165dpUePHjof6pmDt0ajEX9/f3Fzc+OZ0n9x//59adasmRw+fFh57I8//pDBgwcrZ1YdHR1lxYoVIvL8ineTJk0kMDDQZA8mX2br1q1ibW2tzMq7c+dOUalULw3eMTExYm1tzYlLXqCdgCrzLQoPHjyQ6dOnS7169WTAgAHKh19QUJDY2dlJkyZNpF27duLh4ZFlRmRzsHfvXlGpVBIVFfXKbeLi4sTNzc2sh94bys2bN+Wvv/6SGzduKPu72NhY8fX1lWbNmomDg4McPHhQRHRP7IaGhkq1atVMNlhFR0dLy5YtdZZ10q4oMHjwYHFxcVEOzjIf0E6bNk0GDRpkMsPKRZ5/Fnh7e8uRI0dk8uTJUr9+fXFwcJBp06Yp743MEhISpEGDBnLz5k0jVJtz1q9fLyqVSjkR8+LtQiLPT2TXqFFDGT1n6lcW9TV+/HgZP368iDzvTXBwsDg6OkpsbKwkJSXJiRMnZNWqVdKpUydp1aqVqFQqsbOzE5VKJZMnTzZy9cYXFRUlkydPlo4dO0pQUJDExcXJgwcPpGfPnuLr6yt79uzR2V67rxo6dKjMnz/fGCXniBcnMTx48KBUrlxZ5xgiIyNDbty4IUeOHJHg4GDp06ePVK9ePU/fpsbQ/RaOHj0qAwcOlN69e+tcZcj8Znr48KF07txZFi1aZIwSczXtclVPnjyR+vXri7+/v+zdu1eGDBkizs7O4ujoKJMnT5Z9+/bJ7NmzxdnZWVl7NjY2Vm7cuGHM8nPc9evXlSGB2oOGVwXvp0+fyoABA6RLly7K/bbmLjQ0VBwcHHSGJGn/VhMTE2XlypVSv359nQOFmJgY2bBhg2zfvj1PDmXKLt27d5fatWvrLD2XWXp6uixZskSaNGnCW2ay0axZs8TLy0vs7e2lVq1a0rhxYyUcnD9/Xnx9fcXX11eOHz+u830zZswQOzs7k55A7fLlyxIQECDdunWTdevWKY9r16eeMWNGlu+ZOXOmlCtXLstEWnlV5hMHvr6+ypWxa9euSWhoqNSsWVNsbW1l/PjxOit+iJhHuNTOrD127FhlhNLLZqpv2bKlWVxV1Jd2NYAXb7UKDAwUR0fHLFccU1NT5ciRI7Jlyxbx8/Mzq4ltX2bKlCni4eEhAQEBMnToUOnWrZty3BoXFydNmzaV1q1bK/lAo9HI48ePZebMmeLm5iZXrlwxYvWGERkZKbGxsVkumKnVajl48KBUqVJF/Pz8Xvn9ef12IIZuPb14dvzo0aPi5+f3r8G7a9euyqQJ9NyOHTvEy8tLOfg5c+aMuLm5iaOjo1SpUkX69OmTZbKvZs2ayerVq41RrlG9uJN58Z6zVwXv8PBwqVmzJieAEZHbt29Lq1atpHHjxlkOurRfP336VIKCgpTZ3Un3CmG3bt2kWrVqWQKedpu4uDixtrbO8jy9maCgIHF2dpZt27bJqVOnZOfOndK7d2+xsbFRlpM5d+6c+Pr6ysCBA5VVHWbNmiV2dnZ5Ys3SN6Xd9125ckVGjRolXbp00Qne2pUdduzYoWyrXYPaFCaUyzyCSTuE98iRI1K7dm2dz8g2bdpItWrVpFKlSuLq6iqNGjVS/j5Necj09u3blf8fFRUlXbp0kYCAACXEaF+79n7jX375RRo2bMgThpm8GLhfnHAvMDBQZzUZ0hUVFZVlWTDtBRBtLy9duiSDBw8WDw8PqV27tjRp0kS6du0qnp6eL70dIq87cOCAqFQqqVy5sowbN07WrFmj83x6eroSvAcOHKg8njl35fX9FkO3HsLDw2X8+PHKpCxahw8fFj8/P+nVq5fO2eT09HTRaDQyaNAgnTNZJLJv3z7p16+fdOnSRbkac//+fTl48KBcv35dCY/p6emiVqvl7t270rFjR7O7jzs8PFz8/f2znFHOyMjQWW4ic/DOvBSYqQ4t1Yf2Xr0jR45Ix44dpW3btsqJiBeDd0JCgjg5OSm3MpirtWvXir+/v4wZM0Y2b96sPN69e/cswVuj0YhGo5FTp05J06ZN8/TQr9xCuyzYyybzCw4OFpVKJStXrhQRkRMnTijL9QwaNMikA/fGjRslODhYxo4dq5yUfVXwHjt2rNjb28sff/whM2bMEFtbW5Poy507d8Te3l66dOmi8/ijR4+kU6dO0rt3bxERGTZsmLi6usqVK1fk9u3bsmTJEunYsaPJz0nx4MEDsbGxkR49eiiPvSp4a/f769atk8aNG3MZzf83YcIEqVSp0ktXA7h69ary/0ePHq0TvDMf35rrsa72dU+YMEGmTp0qIq9e0kp7bHLt2jVZtmyZREREyO+//27Sx239+vWTxo0by6hRo8TZ2VnatGkjq1ev1plT4eDBg+Ls7Cz+/v5GrNQwGLpf08OHD6VJkybi6uoqlStXlsGDB8uvv/6qPB8bGysDBgyQ7t27K2ehnz17JjNnzhQXFxeTHCbyJl6cTGLAgAHSoUOHLMP9XjzjHBoaKnXr1jWrGVeTkpLEx8dH7O3tpXz58uLv759lqaCMjAyd4G1jYyMTJkzgwcP/W7VqlfTt21c50Dx69Kj4+vpKu3btXhm827ZtK9OmTTNOwblAcHCwMtqkWbNmUrNmTZ2TED179lSCd+a/59DQUGnbtu1LJySi17do0SJRqVQ6c4VkDggiz69CVahQQZnY7uTJk9K0aVNxdnY22XkHgoODpWrVquLj4yN169aVChUqKCclrl69+tLgPW7cOFGpVCZzhVvrxIkT4uHhId27d9d5/MiRI1KuXDlp2LChVK9eXee9oJ0k0hxcuHBBqlevrpyAENEN3i8ONR8/frwMHDiQE3/J/5YefPjwoYjoXmWcN2+e9O3bV2eOotGjR0vlypVl//79OV5rbqVWq6Vt27YSHh6ufP2iEydOSL9+/UzmVpf/oh1VEhkZKf369ZN9+/bJqVOnxNvbW2rWrCkeHh6yYcMG5TPt0KFDYmNjI8OHDzdm2dmOoVsPYWFh0rJlS4mJiRFvb2+pVq2atGrVSqKjoyUxMVFu3rwpP/74o9SoUUMaNWokHTt2lJo1a5rsQdCbynzWLyYmRgne2j7FxcXJwIEDJSQkRObOnavMAm9ufdRoNLJkyRLp1auX7NixQ7p16yaurq7SvHlz2bRp00vvMd62bZs4Oztz4r7/d+zYMeWeKu2Jr5cFb+3B6NOnT6Vjx47/OmmYKdMOKdQeCNy6dUuGDRsm3bp105kbIHPwFnl+D/Grllkj/WzcuFFcXV0lPDw8y9+49uAtLS1NfH19pVevXsp798KFCyY7z4X2fXn69GlJTk6We/fuSefOncXX11cJSvHx8S8N3vPmzTPJ9+XJkyelRo0aOsH78ePH0r9/f3F1dc0yIs/c/P333+Lm5vbK4K39PAgLCxNnZ2dllRlzlpGRIXPmzBGVSqWzMo/I89UAKlas+NJVEgYPHizVqlUzq4lt/0vHjh1l0KBBytcvXvm/cOGCVKtWTbZs2ZLTpeWoFy+UXb9+XWrWrCnBwcHKYzExMVKuXDmpXLmyVKtWTcLDw+XIkSNy9OhRk7tgydD9GrR/LImJieLi4iILFiwQjUYjW7ZskQ4dOkiFChWkcePGsnv3bjl16pRcuHBB5s6dK1u2bDHJxezfxM8//yybN2+WBw8eZLlH+dChQ9KvXz+d4L106VKpVauW+Pj4yPDhw7Pc320unjx5Ii4uLjJv3jwReT6re+fOncXFxUXq1q0rGzdulAsXLuh8T16faCK7aE/uxMbGSt26dWXYsGEvDd6PHz9WvicsLEzq1Klj8rP6vsykSZPE2dk5y5DC5cuXS9OmTSUlJUVnzdUePXpInTp1ZOjQoWJvb28SQ3eNKfPB7Pr166V69eoyY8aMLEMNtZ9HCxcuFC8vL5M/0NUOtddeAdEKCwuTzp07i8j/eqIN3t27d5fly5fneK2Gor3d6sUD95MnT0r16tV1gveGDRvExsZGCd3mMGGa9m/gxdf6suC9ceNG6dq1q4wZM0YCAwNN+nYMfcTHx0t6erqkp6fL7NmzRaVSyc8//ywiIvPnzxdnZ+eXnsjR9v7evXs5Wm9upf0b3bRpk9SvX1+ZOT/zc1pNmzaV0NDQHK0vJ4WHh4uPj0+W+/7Xr18vdnZ2cvToURERGTJkiNStW1eWLl0qI0eOFJVKJS1btjTJSYAZul+T9gB+0aJF0rhxY52ddN26dcXBwUF5owQHB5v8gdDr0mg0EhcXpyz95enpKXXr1pWJEyfKypUr5datW8qMl4GBgdKhQwclYGuHNWU+0Dd1S5YsUYaVZh6OU7NmTZ37uuvVqyf29vZKT4cPH64ERXO9l+pFarVaOQj7r+CdkZEhCxculAoVKpjdiAqR51eAVCqVnDx5UkR0/+bmzZuXJdxode3aVVQqlVn2LDudPn1aGjVqJKNHj1Yei4yMfGnw1n4WrVmzRpo2baqsjW6KlixZIiqVSqKjo0Xkf3NZiDwfXdGnT58s33PlyhUZNGiQ9OnTR+eEWl61ceNGmTp16isn+Tp58qR4eHhI3759lce6desmLVu2NIvh0j/99JOMHDlSWQ3lVcG7f//+ymNRUVHStGlTqVixoknddvCmtm/fLnXq1JHo6GjJyMiQjIwMmTVrlqhUKunXr59UrVr1pVe4g4KCpGvXrq+8Z9mcXbp0Sdq0aSN9+vRRVpzQUqvV8vDhQ/Hx8ZGtW7caqULDevLkifTq1UtUKpUMHz5c5/1z5coV8fHxkZCQEOnXr5+4urrqTBwXHx9vshcsLUGvxcrKCgBQtWpV/PPPP9i/fz8AYMSIEXj27BmWLVuG8PBwlCxZEr/88gvu379vzHJzjZSUFHz77beYPXs2ihUrhvz586Nly5Y4e/YswsLC0KpVKzRs2FDp2d27dxEUFISzZ88if/78AIB8+fIZ+VXkjBs3biA4OFh5ve+88w4AwNHREYULF8ahQ4cAPH/PJSYmYtOmTVi4cCGqVKmCw4cPQ6PRAAAsLCyM8wJygS1btuDw4cO4fv06RASWls93cRUqVEBwcDBOnDiB2bNn48qVK6hUqRIGDBiAd955B46OjggLC8OqVatQvnx5I7+KnFexYkV8/vnnmDdvHp4+faq895YuXYqwsDDcunULfn5+GDBgADZv3oyjR48iIyMDixYtwh9//GGWPctOX3/9NVq3bo1Lly5h3LhxAABvb2/069cPGzduxLp163D37l0A//ssOn/+PL777juT3j9+/vnn+PDDD3Hq1CnEx8fDysoKFhYWWLZsGebOnYv4+HiMHj0aY8aMwbZt23Dv3j189dVXGDNmDMaOHYvixYsb+yW8tfj4eOzfvx8bN25EQkJCluft7e0RHByMK1euYPbs2QCAatWqwdLSEklJSTldbo7Rft7dvn0bly9fxsKFC/Hw4UNYWloqzwFA2bJlMX/+fBw8eBAzZ84EADRv3hx+fn7YvHkzbGxsjFJ/blK/fn18/fXXmDt3Lv78808AQN++feHv74+9e/eiWbNmqFatGjQaDUQEADBr1iysW7cOfn5+yj6J/qd06dLw8/NDXFwc5s2bh61btyrPZWRkYPny5Xjw4AEcHR2NWKXhFCtWDA0bNoSFhQWuXbuGX375RXlvff3113B1dUVERATOnj2LtWvXoly5cgAAtVqNL774Al988YUxyzcYC9H+BdFrW7BgARYsWIAKFSrg77//Rnh4uLLjfvbsGQCgSJEixiwxV9AGoEGDBuGjjz7Cr7/+Cn9/f4wcORK+vr5ITEzEyZMncfDgQVy7dk05kH/69Ck8PDwwY8YMJXibg1u3bqFRo0ZYsGABKleurPPcokWLMHv2bNjb2+Py5cuYM2cO7OzsAADp6elQq9UoWLCgMcrONc6cOQMfHx+o1Wrkz58fbm5u+OCDD+Du7g5ra2t88803uH79Orp3744qVaqgU6dO+Pbbb3Hw4EGsXr0affv2hbW1tbFfRo7RaDTKSQng+Umfjh074quvvsKSJUuwaNEiLFiwAD4+Pvj8889x7Ngx3Lx5E7GxscjIyIC9vT0WL17MfV02SUpKQlRUFH7++WeUK1cOo0ePBgCsX78es2fPRosWLdCmTRuULFkSM2fOxOrVq7Fy5UqUKVPGyJVnL3k+Ak95b/7yyy+YPHkyGjVqhAEDBmDFihVYsGAB6tati88//xyxsbGIi4vDo0ePkJiYCDc3N8yZMyfP7w/VarUSZhYsWICdO3eiZs2a8Pb2xscff5xl23nz5uHvv//GzJkzkZKSgsePH6NkyZLGKD1HJCYmonDhwrC0tMTGjRuxZcsWqFQq9OnTBx988IGyfxMRWFhYYPny5YiJiUFISAiKFStm7PJzHRFB7969cf/+ffTv3x/u7u7IyMjAkiVLEBYWhpCQEDRp0gQAEBYWhkWLFmHt2rU8afES6enpyonrq1evYtKkSbhw4QK+/PJL5T17+vRpLFiwQAmbpiTzsUVgYCCuXbsGAPjwww/RsmVLuLu7Izk5GT169ECBAgUQERFhNheLTPcUuQHVrFkTkZGRuHz5MubOnauz0+EB6P88ePAA165dQ0REBHr06IH69esjNTUVAQEBePjwobJjd3d3BwDcv38fN2/exP79+1G/fn2zCtwA8N5776F48eJITk4GAOWMsoWFBRo3boxt27YhLi4Os2fPVgI38PyKuHYHb86++eYbBAQEYNu2bbh16xa++eYbnDhxAn/++ScePHiA0qVLo1atWqhYsSK2b9+OfPnyoX379nBxcYGDg0OeP0jXV0ZGBtLS0vDOO+/A0tISpUqVwvLly+Hr66sccM2YMQMuLi4AAB8fHwDAlStXcOvWLXz++efc372FPXv24MqVK7h27RpUKhXatm2L5s2bAwB+/vlnjBs3DqNHj4a3tzcAYPbs2ShUqBDu3buHdevWYc2aNSYXuIHn+7ukpCQUKVIEIoIGDRpARDBlyhScOHECcXFxmDNnjs6JybS0NMTFxeHUqVOoXLmyyf0t9+zZExqNBrt27QIAJXhrT1BYWVnh3Xffxc2bN5GYmIiiRYuaXA8yW7JkCWJiYnDz5k0ULlwYCxYswLNnz7B7927MmzdPCd6ZT1wAz48xChQoYMTKc49NmzYhNjYW7733HpycnFCtWjWEh4ejd+/eyogAd3d39OzZE2q1GkOHDkWhQoVw69YtLF68GGvWrDHrwH3u3DkkJCTgww8/xAcffIBPP/0UwPMTYO+88w6uX78OLy8vbNq0CePGjcPVq1exdetWaDQalC1bFgEBAfjyyy+N/CoMw9LSEmlpacifPz/q1KmDI0eOoGLFili2bBkiIyNhZWUFV1dXuLi4ICoqCvHx8fjqq6+MXXaOYOh+A9999x1q1qyJrVu3olSpUgCyXjUyZ0uWLIGdnR26du0KKysr7NmzB/Pnz0fv3r3RrFkzWFpaYvjw4ciXLx/69u0L4PmO6qOPPsJHH30Ee3t7I7+CnHPlyhV89dVXsLS0hJWVFdRqtRK6LSwsoNFoYGFhgZIlS8LFxQWbNm1CiRIlAPA9l5larUaRIkXg5eUFjUaD33//HZaWllizZg0SExMRHR2NGzdu4LfffkOBAgWQmJiI1atXIyUlBT/++KNJH6C+zMqVK3H48GGcOXMGGo0Gzs7O8PDwQIMGDbBy5UoMHDgQycnJSrDRvg8tLCzwzTff4JtvvjHyK8jbQkJCsGPHDnz55ZdQq9U4deoU6tSpg5IlS74yeFtYWGDMmDHIly8f1q1bZ5JD+iMjI3HixAkcOnQIn332GT7++GMMGTIEDRs2RJEiRTBixAi4uLjoHKClp6cjf/78KF++vEn0ZPv27bhw4QIOHTqE7777Dl9//TW6du2K3r1745133sH27dshImjRogU+++wz5eTspUuX8M0335h8qJwyZQq2bNmC77//HlZWVjh9+jQ0Gg06duwIANi5cyfmzp2LHj16oGTJkkrwNqcD+/8yefJkbN68Gd9++y0ePHiArVu3YtiwYahfvz7mz5+PPn366ATvPn36wNLSEv369QMAbNiwAba2tsZ8CUY1ffp07Nq1C8nJyXj06BE6d+6Mvn37Il++fLCyssLNmzfRsWNHZTSOlZUVSpYsiSpVqhi7dIOZPXs2LC0tUb16ddja2ioXzezs7DBv3jx8+umnmDJlCoYNG4bVq1ejSJEi6NGjB+bPn4+NGzfC39/fyK8ghxjhPvI8TTuJy4MHD6RWrVoyYcIEI1eUu1y/fl1UKpXOmo1Lly6Vjh07yoQJE5TJTn766ScpV66czJkzx1ilGt21a9dEpVLJb7/9JqmpqZKSkiLu7u7KOu8vSk5OlurVq8vIkSNzuNLc62UTJT19+lSWLVsmrVq1kkmTJuk8l5ycLImJibJv3z5ZsWKFWc6KP3nyZHFzc5OlS5fKzp07ZcWKFeLn5yc2NjYya9YsEXn+d+zh4SGdOnUy6Ym6jGHVqlVSrVo1iY2NVSaLfPjwoWg0GmUSqMTERFm5cqX4+PjIjz/+qHzvjh075NKlS0ap29AmT54sNWrUkOnTp8v69eslNDRUWrRoIZUqVVKW8NuzZ4/UqFFDJk+ebJLLo02ZMkVq164tw4cPlwkTJkjfvn3F0dFR2rdvr8zevmTJEmnXrp0EBgbKmTNn5OrVqzJ9+nRxcnLKspKFqdmzZ4/UrVtXTp06leU57d/PypUrpU+fPvL999/LpUuX5O+//5awsDBxcnLKMgO+OZo4caJUrlxZmTTz77//lr59+8qgQYPk6dOnyna9e/eWFi1aKJOrpaWlyerVq83yMzOzmTNniouLi8TExMijR48kJiZGZ6LL1NRU6datm4wePVpn4tFX/X9TcOvWLWWy5K5du0pgYKCkpqYqK6CcOnVKmjRpInFxcXLx4kXp2LGj+Pn5SUxMjERGRprVe4qh+w2lpaXJgAEDpEuXLjwozeTmzZvi4OAghw8f1nn8VcHbzs5Opk2bZoxSc4Xo6GipWLGi/PrrryIi4unpKQ4ODtK1a1cZOXKkrF27Vs6dOydXr14VEZGxY8dKjx49dD4czdWsWbPE29tbfv311yz90AZvHx8fnRNj5j7L6i+//CIeHh5ZDlrv3r0rixcvFmtrawkPDxeR58G7Vq1a0rVrV2XJInpzarVaNBqN+Pv7S0RExL9u++zZM0lNTZWVK1eKr6+vDBs2LIeqNI6ffvpJatasqfO+1Gg0kpqaKiNGjBBbW1vlZOS2bdukRo0aMnXqVJOa4Xbt2rVSvXp1OX36tHKwmpycLBcvXhRPT09p0KCBXLx4UUSez2zv5+cn5cqVk1atWkmzZs10Zv81VatXr5Zu3bopq8NkZGTIjRs3ZP78+dK+fXvp0aOHREVFyYoVK8Tf31+sra3Fy8tLvLy8zKI//2XSpEni5OSkrFuvDX+hoaHSunVr0Wg0OitX9O7dW1q3bi07d+40+89OEZE7d+5ImzZtlNUUMjt79qxcvHhRHjx4IM+ePTO7fh08eFBUKpX4+/tLs2bNpEmTJrJkyRIlUE+dOlVZxvH06dPi5eUlgYGBZncsy+Hlb+idd97BoEGDAACFChUycjW5x4v3JWdkZCBfvnzo1KkTAOgMNW/SpAlSU1MxdepUdO7cGR988IExSzeKGjVqIDQ0FAMGDEDhwoXx6aefokSJEihdujT279+Pffv24eHDh3j33Xfx9ddfo2DBghg3bhyKFi1q7NKN7vz58zh9+jQGDx4MV1dX2NnZoXfv3rCyskLRokXRrFkzAM+HawYFBWHkyJHKEH5znW316tWrsLOzg7W1NdRqNSwtLWFhYYGPP/4Ybdq0wdOnTzF//nyUL18e7u7uWL58OZo3b44hQ4Zgzpw5ZjPZiSFo71WOjY1F/fr1AUCZ5CmzPXv24MiRIxg0aBCaNWuG5ORkHDx4EAkJCcqtJaZC+/r/+usvuLq6Zhmymj9/fgQFBSE5ORnjxo2Di4sLGjZsCCsrKwQEBOCdd95RhnXmVdrbhE6cOIF27drB1tZWmX07f/78KFOmDNavX4+WLVtiwoQJWLp0Kby9vdGoUSPExcWhePHiKF68uEl/fmrfJ6mpqRARJCUloUCBAli+fDl++uknnD9/HmXKlEFSUhLCw8PRrVs3TJs2De3atcPHH3+MIkWKmHR/XseaNWuwdOlSbN68GdbW1jqTfeXLlw8lSpSAhYWFzvww8+bNQ4cOHbBs2TJUrVoVhQsXNlb5uUJiYiKuX7+u3KYgIjh69Ci2bNmCzZs3w8LCAsWLF8cPP/yABg0aGLnanFWlShUsWrQIfn5+CA0NxalTp3Dq1CksW7YMAQEB+Oijj7B27VrUqVMHtra2mDBhAt59912zO5bl7OX01jLfl5yamoratWsjMDAQ9erVA6A7k+PSpUuxd+9elCtXDt26dUOJEiWUiV/M2b59+5T7piZNmqTMEvro0SOcOHEC165dQ0xMDIYPH45vv/3WyNXmDr/99ht27NgBNzc3xMbGYvfu3cifPz+8vLzQqFEjlC5dGsnJydi0aRO2bt2KMmXKYMKECcYu2yi0Jxq6d++O999/HyEhIS/d7urVqwgICECVKlWUk4q3bt1Ceno674fMJk2aNEHdunXRv3//lz5/8OBBdO3aFYsWLYKrqyuSkpKQnp6Od999N4crNTztXAEdOnSAi4sL+vXrp3MiQhtIExIS0KFDB3h6eir3/u3evRvffvstvv76ayO+grcnIkhPT0ezZs3Qr18/NGrUSKcH2hPXsbGx6NSpE0aPHo0WLVq89ISNqbty5QpatWqFTz/9FA8ePMCjR4/w+eefIzAwEOXKlcPHH3+MadOmISYmBhs3bjR2ubnKyZMn0bVrVzRu3BiBgYHKMdmyZcswadIklCtXDuXLl4eVlRXq1KmDTz/9FGXLlgUA3L1716Rnwn9d6enp6NChA1QqFbp06YKlS5di165dePbsGVq0aIHSpUvj7t272LJlCxYvXmyWx2rR0dEICAjApEmToFKpsGfPHixduhR169bF2rVr0aRJE4wcOdLs5tHRyrunhylXiI+PR4MGDTBz5kzUrFkTwPMrOmq1Wtkm85nTzp07w8LCAlFRUcifPz8GDBjAGZDx/Ir3kiVL0KlTJ5w5c0a5mvPee+/Bw8MDwPPe0f+4u7tj9uzZKFq0KH788Ud06tQJc+bMwebNm7Fy5Up06NAB1apVQ/v27ZGcnIyjR4/i/v37+Oijj4xdeo7TXtm3sbHBmTNnkJSUhIIFC2aZiO/rr7+Go6MjDh48COB56Pnss89yvF5TlZ6eDgcHB5w4cQLx8fEvnb3WxcUFn332GW7evAkAJn11Sfv+K1WqFE6ePInU1FSdicC0z5coUQJlypTB7du3ledq166ds8UawG+//QZHR0d8/PHHKFSoEC5evAgAOmFa24OvvvoKZcqUgUajwblz51CwYEHlZLe5+Oabb5SZ+9PT01G+fHl4enrigw8+QEZGBoDnEzedOXPGLE9K/BsHBwcsXboUvXr1QnJyMkJCQrBw4UJERESgTZs2KFWqFA4cOIB79+5hw4YN0Gg0qF69OmbNmsXADSjLGDZv3hxLlizBunXrUKhQIdja2mLUqFEoU6YM8uXLh3v37uH333/Hw4cPzTJ016xZE5MnT8bAgQMxZcoU+Pr6omLFijh8+DCKFCmCEydOKH+r5oihm97Kl19+ifDwcPj7+yMoKAj16tVD4cKFMWrUKGzcuBGffPIJKlSoAHt7exQqVAhfffUVOnXqpCxTYa7DfF9GOzynX79+qFy5Mjw8PHT6w4OI/0lPT0eRIkUwcuRIfP/993ByckKTJk0wbdo0tGjRAo8fP8bChQuxfPlyuLi4oHXr1mjVqhXee+89Y5eeozZt2oSoqCisWLECAFCmTBksXLgQx44dQ7Vq1XSG2md+f73//vsAYFYH9IZw7Ngx3Lt3D48fP0a5cuVgb28Pb29v+Pr6YunSpRgwYIByBVt7VffGjRsoUqQIPv/8cyNXb3ja95ydnR3WrFmDkydPZpnhV7vN+++/jydPnhip0uw3YcIErF27Fjt27ADwfP9/7tw5XL9+HV988YWynXZN3+PHjyM+Ph6TJ09GsWLF0K1bN3z22WcmP1v5i8qUKaPcWpCZ9haD/fv3491331VG2JnzZ+a+fftw6dIl/PXXXyhbtiwqVqyI5cuXo0uXLqhXrx6ePHmC6dOno2rVqgCAbt26wcLCArGxsYiPj0f58uXN7v2V2ZMnT1C8eHEAz0+EWVlZwcvLCx4eHjh16hS+++47fPTRRyhSpAjS0tIAPN9fFSxY0OyWvM2sRo0aCAsLg5+fH6ZOnQpPT0+UL18erVq1wqNHj8x6ZCtDN721170v+b333sN7772HWrVqYciQIcYuO1dyc3NDWFgYBg8ejHHjxqF+/fpK8DHng4fTp08rB1AqlQrvvPMORARlypRBhQoVEBMTowxbunfvHrZu3YqEhAQcPnwYUVFR+Oqrr8wucGs0GhQvXhyJiYno27cv5syZgyZNmiA6OhoDBw7EqlWrYG1trYQ9bbh5/PixsvQST/S8uWnTpmH37t2wsLBAcnIy3nvvPSxZsgQVKlTAlClT4O/vj7S0NPj6+sLa2lr5O4+MjERGRoZZXCXRvre8vb2xdu1aTJ06FcHBwfjmm2909nsigidPnijLSeb192VQUBC2bt2KDRs2KCNJGjRooNw/269fP2V/pVarce3aNZw9exYFChSAl5cXWrdujRIlSphtINIG7piYGKSnp8Pd3R1Xr17Fli1b8PPPP2PNmjVmHXoAYOrUqdi5cydKlSqF999/H5s2bcL69evh4uKCuXPnYtiwYfj666+VwK291QMA7O3tzWrp1peZPXs2fv/9d3Tr1g1ubm5KUMyfPz9KliyJunXrAnh+n7f2cQBYsWIFEhMTzeKk6b+pUaMGZs2aBX9/f6Snp6Nu3booWrSoWQduAFwyjLJPdHS0lCtXTmxsbOSnn35SHv/nn39kz549snTpUunVqxeX7XgNO3fuFHd3d0lMTDR2KUYXEhIinp6e4unpKR4eHllmft60aZPY2dlJixYtpGbNmhIbG6vzvHYmYHOUlpYm+/btk5YtW0qvXr1ERCQhIUE6deokDg4O8vPPPyvLnSQkJCjLoVy+fNmYZed5ERER4ubmJseOHZOHDx9Kenq63Lx5UzIyMpRlwXbv3i0uLi7SqlUrCQgIkODgYPH39xcXFxezmmlZO8vvzZs3pVatWtKgQQPZsWOHpKSkiMjzlQjCwsLEzc1Nrl27ZsxSs8XEiRN1ZpDOPFv07t27xdraWoYPH55lPzZt2jSpU6eOzvJE5iwjI0N+/vlnsbGxkerVq0vDhg2lcePGZvW38yqLFy+WqlWryokTJ5TVdW7duiVRUVHi7OwsvXr1krNnz4qbm5sMHjzYyNXmTt9//71YW1uLjY2NdO/eXWbMmCGpqanKjO8ajUZOnjwpwcHBEh4eLpGRkTJq1ChxcnLiezATHsvq4kRqlK0OHTqETp06oVOnThg2bBiHj7+FZ8+emf397kFBQdi0aRMiIiJgZWWF8+fPY+rUqZgyZQpq1KgB4PlQ8379+uHEiROYM2cOKleubOSqc5e0tDQcOHAAM2fOxKefforZs2fj8ePHmDZtGrZu3YqPP/4Y+fPnx7vvvouHDx9i6tSpypVu0o+I4NmzZxg4cCAaN26M5s2b/+v2ly9fxp49e/DHH38gX758+O6779C6dWt88803OVNwDtq3bx8+/fRTfPfddzqPa29xSEtLQ2pqKvr27Yv79+8jIyMDpUqVgqWlJa5du4aZM2f+X3t3HlVVuf9x/A0CAoJjOKWCiB5nxQm4pihOaFBmWVYXcUhNr+K0HDG9ajnngKiBoqLleDW1q6JSiSM4JGuRpis1HMMhHEJRpv37wx8nudW9leIR+LzWcgnn7HPOd+/FOet89n6e71Pg/y4//vhj1qxZw4YNG6hRo0aeJqMrVqygVq1aZGVlMXbsWMqXL0+1atVwdnYmPT2do0ePEhkZWeCPwdOWlJTE2bNnqVixIjVq1KB8+fKWLsliDMMgIyODIUOG4Ovry7vvvmu+3crKiqysLI4cOcLgwYPp1q0bb775JkFBQbRr145p06ZZuPrny39r1BoYGIibmxu3bt1i1qxZHD9+HFtbW2rUqMGQIUPMDejkEX2X/YVCtzx1Bw8eZPDgwcyePVvzkuUvmzVrFps2bWLVqlWYTCbg0VCuMWPG0KFDBwICAszz+NasWcOCBQtYuHAhLVq0KLLLgn311VeULFkSk8mEs7Oz+fYHDx5w5MgR5s6dS+XKlVm8eDHwqFP2rVu3uHDhAo0aNcLd3V1Nc57Qjz/+SPfu3VmyZAkNGjT4zW22bt1KRkYG3bt3f8bVPXuGYXDt2jUCAwNp3749/fr1w93dHfhlZYsrV67QvXt3Zs+ejZeXF/Hx8Zw8eZL79+9jMpnw9PSkUqVKFt6TJ3P9+nVat25N7969GTFiRJ45yZGRkURERBAeHo6Pjw/ff/89R44c4fDhwxQvXpy6devSoUOH32y8J/K469ev8+qrrzJv3jy8vb1/df+DBw9Yt24d69evZ/Hixdy9e5e33nqLt99+m0mTJlmg4ufTvXv36NGjB02aNGHy5MmcP3+eRYsWkZiYyL1793j33Xdp3749derUMS9lZ2VlVWSnfMgfZKlL7FK47d2712jatKmxfft283BKkT/qypUrhslkMqKiogzD+GUIqmEYRnBwsBEQEGB07NjRGDJkiHHkyBHDMAzj1VdfNfr372+Rep8Hly5dMkwmk2EymYzXXnvNCA4ONiIjI42EhATj1q1bhmE8el/27t27SB+n/PbTTz8ZLVu2NGJjY393m9WrVxuNGzc2rly5kuf23KGLhdHRo0eNjh07GuPHjzfOnj1rvv3ixYuGr6+vMXHixDxDrQujo0ePGh06dDBWrFhhfk9GREQYLVq0MA4cOGAYRt7POpE/Kz093fD39ze++OILwzB++zMlOTnZaNy4sbF9+3bDMAwjKSnJOHfu3DOt83mW+zl06NAhw9PTM890yddee81o2rSp0bBhQ6NFixZGnz59jBMnTlioUilo1JpW8oWvry8zZsxg+vTppKenW7ocKWAqV65MZGQkS5YsISYmxtxUKTIyksTERDp06ECvXr04c+YMM2bMMK+T+eOPP3L79m2MIjiAp0qVKkRHRwOPuo/b29sTExNDcHAwr776Kv369ePQoUPUrVuXb775hnHjxlm44sLBMAzz31vuUomVKlXi4MGD5o62j28L4OfnR4kSJfIsgQWFr1li7v7m5OTQrFkzpk2bRkJCAsuXL+fs2bMALFy4kJYtW/LPf/7TfPX38fdvYXov5x6DVatWsXfvXhYsWEBUVBQff/wxLVu2BH5Z3m/jxo18+eWXwKPjJ/K/GIZBTk4Ozs7O7N+/H/ilEeHjXF1dqVKlCjdv3gSgfv365tEnRVFSUhKnT5/mzJkzAL/ZqBXI06h19erV9O/fn+vXr5tX+xD5nyyV9qVoUPMEeRJxcXFGo0aNjKNHj5qvCO3bt898/8WLFw2TyWTs3bvXSElJUZMhwzAOHjxoNGvWzNi7d69x794949SpU8aOHTuMQYMGGT169DDq1atnNGzY0DCZTEZoaKilyy0Ucj/ncq8qbdiwwTCZTMbnn3+eZ7vcUT+JiYlGp06d8lzxLcyys7PNV3CPHTtmtGvXzhg/frxx/fr1Itno8MiRI4aXl5fRsGFDY+fOnYZh5L0iOW/ePMNkMqmhofwlcXFxhslkMj799NM8t+d+/ly7ds146623jPj4eEuU91xRo1Z5lrRkmOQrNU+QJ9G6dWsWLFjA3//+d4oXL054eDitWrXCMAyys7Oxs7Ojdu3a2Nraai7y//vb3/7GnDlzGDZsGDNmzKBTp07UqVOHzp07A4/O6v/000/s2bOH3r17W7jagm3Dhg2cOHGChIQEKleuTIUKFRg5ciTdu3fnwoULhIaGkpmZib+/P87OzuYRG7t27aJUqVKUK1fOwnuQPxYtWsShQ4fo1asXderUoUqVKuarbU2bNmXmzJmMGTOGuXPn8t5775mXRzOKSM+P5s2bExERwT/+8Q9SU1NJTU2lbNmyACxYsICVK1eycePGQtlQT/Jfy5YtGTBgAFOnTuX+/fsEBwdjZ2dn/vxZs2YNaWlpRf7v6/catXp4eJgbtQYEBBATE2Nu1NqwYcM8z5HbV0bkj9Bfi4g813x9fYmOjiY4OJjs7GyysrKwsbHBxsaGDRs2kJaWViTWNP4zfH19mT9/PiEhIVhbW9OmTRvz0N3c5l5t2rSxYIUF36xZs9ixYwddu3Zl0KBBXLp0if3799O1a1dCQ0Pp2bMntra2TJw4kQMHDtC0aVOKFSvGmTNn2LVrF9HR0YVy7fj09HT2799PYmIiL7zwAvPmzaNv3760aNGCqlWrAo+C94wZMxg7dizW1tb07dsXd3f3IhG4czVq1Ih58+YxZswYsrKy6NGjB0uXLmXZsmWsXbuW+vXrW7pEKaCKFStG//79sbOz4+OPPyY+Pp7atWvj6OjI5cuX+frrr1m+fHmR7vQ+a9Ystm7dymeffWZu1Fq9enX27t3LrVu3zN8zbG1t8fX1JTExMc80oqLYqFWenLqXi0iBEBcXx9ChQ5k9ezYdOnRg4cKFLF26lLVr11KvXj1Ll/dcevyYtWvXznylA4rOVcX88MUXXzB37lzCwsLMJzEMwyAzM5NJkyaxc+dOpk+fTufOnYmJiWHPnj0kJiZSpkwZqlevzoABA/Dw8LDwXuSfY8eOMW7cOF555RVycnKIiIgwXz3q2bMnTk5OODg4cOTIESZOnIjJZGL48OG4ublZuvRn7tixY4SGhuLi4kJSUhKfffaZArc8NYmJiaxdu5ZLly7h4OBA7dq1ef3114v0HO6rV6/i5+fH6NGj6dOnT54Q3atXL3766ScyMjIwmUwEBQXRvHlzunbtSoUKFYiIiLBw9VKQKXSLSIERFxfHqFGjaNKkCQkJCaxevVpfUP+HuLg4Ro4cyZQpU/D3988TvOXPyT1RMWPGDO7evctHH31kPnHx+EmM4cOHEx8fz/bt2ylbtixZWVlkZWVha2trnhZRWBmGwa1bt/joo48oUaIEU6ZM4fDhw+zZs4edO3dSrlw5GjduTL9+/XB1deXbb7/lgw8+ICIiosheeTty5AjDhw8nKiqK2rVrW7ocKWR0gvXX9u3bx8iRI5k6dSqdOnXCysqKyMhIFi9eTJ8+fXBxcWHlypU4OTmxatUqNm3axL/+9S9WrVpFqVKldDzlL1HoFpECJS4ujgEDBrB582bq1q1r6XIKhNjYWCZPnkxMTIz6LDyBnJwcrKysCAoKwtvbm8GDB+f5QpuTk4O1tTU3btwgKCiITp06MXz4cPNQRSjcX4Af37c1a9YwZ84coqKi8PT0BODdd9/l7NmzFCtWjPT0dHx8fBg2bBjVq1fPs251UfTw4UOt8Sv54vH3ZWH+/Pmz9u3bR0hICMuWLeObb74hKiqKOXPm0KpVKwAuXbpEhw4diIiIMJ8MU+8YeRKa0y0iBYqvry8nTpzAwcHB0qUUGO3bt8fHx0eB+wnljhKoUqUKiYmJvwpKufe7uLjg4eHB1atXgbzNdgrbF97k5GTu3r2Li4sLTk5OODs7A/DOO+8QExPD/PnziY6OZsKECVy5coWoqCjs7OzYsWMH+/bto3jx4kU+cAMK3JJvHv/MKWyfP09CjVrlWdM4QxEpcBS4/zwF7ieXOzCsQYMGpKSkkJiY+LvblClT5lfrdBc2YWFhhISEMHjwYDp27MgXX3yRZ03pgIAAUlJSCAwMZN++fSxYsID69etTq1Ythg0bxqeffoqrq6sF90BEirLcRq0PHz40N2q1srJSo1bJFwrdIiIif0DuVaLu3btjZWXFnDlzOHfuXJ6gaWVlhWEY3L17l0aNGgG/BPHCZN68eaxdu5aRI0eyceNGZs6ciZ+fX56eAYGBgZQoUYKzZ8+yZs0a8/HIPV46eSYilubl5UVERATDhg3j66+/BjA3al2wYIGucstTo9AtIiLyB+UOO4yIiCA1NZUhQ4bw5Zdf8vDhQwDS0tIICwvj+PHjtG/fHih8QzqTk5M5cOAA8+bNw9fXlwoVKtClSxcqVqzIuXPnuHbtGlevXsXBwYGBAwdib29PUlKS+fG5wbywHRcRKZh8fX1ZsGABoaGhvP/++yxfvpw1a9ZoZRR5qtRITURE5D/ExcVRqVIlatWqlef23OVlMjIyePjwIYMGDeLmzZtkZWVRpUoVrK2tuXDhAmFhYYW20V9iYiIhISFs2LCBihUrkpOTQ1JSEtu2bWPLli3Y2Njg5ubG0KFDady4MUFBQdSrV48pU6ZYunQRkd+lRq2SnxS6RURE/p9hGFy7do3AwEDat29Pv379zGvaZmZmYmtry5UrV+jevTuzZ8/Gy8uL+Ph4Tp48yf379zGZTHh6elKpUiUL70n+uX79OiEhIfj5+dGtWzeioqKIiYkhNTUVf39/KleuzLVr1zh//jzr1q0jMjKSFStWEBsbq94CIvJcS09P19QXyRcK3SIiIv/h2LFjhIaG0qxZM/r06WNupnPp0iWCgoLw9fVlwoQJRbLz9oMHDwgLC2P37t1cvnwZW1tb6taty4QJE6hZsyb29vacPHmSESNGEB4eTtWqVblz547mRoqISJGl0C0iIsIva9jmrrd9/PhxxowZg5eXF71798bDw4PRo0dja2vLhx9++Jtr3xbGdXDv37+Po6Mj8Mv+paWlcfHiRb777jtMJhNubm44OTmRkZGBnZ0dly5dYuTIkcycOZPq1atbeA9EREQsS6FbRETkMTk5ORiGQbFixfIE72HDhlGmTJk8624XdpGRkZw5c4Y33ngDHx+f390ud657rlmzZhEfH8/y5cspXbr0M6hURETk+aXQLSIiRdqiRYs4dOgQvXr1ok6dOlSpUiXPFevc4N28eXPee+8981DzwnhV+3Hp6en07t2b06dPk5mZib+/P97e3nTv3j3PdocPHyYhIYGaNWtiY2NDQkIC27ZtY/Xq1dSpU8dC1YuIiDw/FLpFRKTIyg2WiYmJdOrUie+//56+ffvSokULqlatat7u2LFjjB07Fi8vL/r27WturlaYGYZBdHQ08fHxvP7666xfv55Tp05RoUIFevbsibe3N5UqVSIlJYVRo0aRnJyMo6Mj1apVY9SoUb/q/C4iIlJUKXSLiEiRduzYMcaNG8crr7xCTk4OEREReHh44OvrS8+ePXFycsLBwYEjR44wceJETCYTw4cPx83NzdKl57uff/6Zjh07EhwczPvvv8+BAweIiori9OnTODs7069fP9q2bcsLL7xAamoqOTk5ODo6mueAi4iIiEK3iIgUYYZhcOvWLT766CNKlCjBlClTOHz4MHv27GHnzp2UK1eOxo0b069fP1xdXfn222/54IMPiIiIoHz58pYu/6lbuXIlHh4evPTSS+Yl0jZu3MjixYuZNm2aeV63v78/KSkpPHjwgKpVq9KsWTOGDRumDuUiIiK/wdrSBYiIiFhC7pzssmXL0rRpU/79739z4sQJfHx8mDhxIu7u7ty4cYOvvvqKrl27MmjQIOzs7NiwYUOhDNyXL19mxowZ5kZxucuheXp64ujoSEJCAgDjxo0jLS2NzZs3s3TpUnx8fEhISCAzM9NitYuIiDzPik4LVhERKfKSk5O5e/cuLi4uODk54ezsDMA777xDTEwM8+fPJzo6mgkTJnDlyhWioqKws7Njx44d7Nu3j+LFixfatbmtra1xcHDI04UcwMPDg27duhEeHk5iYiLnz59nyZIluLu74+7ujre3N9nZ2djb21uochERkeebQreIiBQJYWFhxMbGcvv2bW7dusW4cePo0aMH1taPBn0FBAQQFRVFYGAgd+7cYeHChdSvXx+AWrVq0b9//0I9V7l06dKULFmS9PR04NFIAAArKysCAgLYvn07Z8+eJTw8nAYNGpgfZ2trW2hPRIiIiDwNGl4uIiKF3rx581i7di0jR45k48aNzJw5Ez8/P3PgBggMDKREiRKcPXuWNWvW0KhRI+DRut0ADg4OFqk9P/3www/m/StWrBjZ2dnm0G1lZWUO3hUqVMDb25usrCxcXFyAX46LiIiI/HcK3SIiUqglJydz4MAB5s2bh6+vLxUqVKBLly5UrFiRc+fOce3aNa5evYqDgwMDBw7E3t6epKQk8+Nzg3lhW5P74sWLdO7cmdjYWDIyMoBH+5idnW3e5vGTEiEhIRQvXpzFixf/6j4RERH5fRpeLiIihdrt27e5ceOGeYmvnJwckpKS2LZtG1u2bMHGxgY3NzeGDh1Ky5YtcXd35/Dhw3Tu3NmyheezatWqERERwYgRI5g2bRqdOnXC0dGR0NBQNm3aRMWKFWnYsCGNGjXCwcEBV1dX/Pz8uHLlCmlpaTg5OVl6F0RERAoELRkmIiKF2vXr1wkJCcHPz49u3boRFRVFTEwMqamp+Pv7U7lyZa5du8b58+dZt24dkZGRrFixgtjYWEqUKGHp8vNdXFwcQ4cOZeHChURFRZGVlUWdOnU4ePAgd+/eJTU1lVKlSuHm5oa9vT1TpkyhatWqli5bRESkwFDoFhGRQu3BgweEhYWxe/duLl++jK2tLXXr1mXChAnUrFkTe3t7Tp48yYgRIwgPD6dq1arcuXOnSK05HRcXx8CBA7G2tmb69OkEBgYCj0YJnDhxggsXLnDo0CHGjBlDjRo1LFytiIhIwaLQLSIihcr9+/fNXcZz1+JOS0vj4sWLfPfdd5hMJtzc3HByciIjIwM7OzsuXbrEyJEjmTlzJtWrV7fwHlhGQkICwcHBBAcHM3r06F8tHSYiIiJ/jeZ0i4hIoREZGcmZM2d444038PHxMTc/c3Jyom7dutStWxfA3CzMzs4OgLVr15KVlUWZMmUsU/hzwMvLi6ioKAYPHkzz5s1p27ZtnuCdewJDRERE/hxd6RYRkUIhPT2d3r17c/r0aTIzM/H398fb25vu3bvn2e7w4cMkJCRQs2ZNbGxsSEhIYNu2baxevZo6depYqPrnR1xcHCNHjmTKlCn4+/urS7mIiMgTUugWEZFCwTAMoqOjiY+P5/XXX2f9+vWcOnWKChUq0LNnT7y9valUqRIpKSmMGjWK5ORkHB0dqVatGqNGjaJWrVqW3oXnRmxsLJMnTyYmJqZINJMTERHJTwrdIiJSaPz888907NiR4OBg3n//fQ4cOEBUVBSnT5/G2dmZfv360bZtW1544QVSU1PJycnB0dHRPAdcfnHv3j0FbhERkadAoVtERAqslStX4uHhwUsvvURmZia2trZs3LiRxYsXM23aNHx8fADw9/cnJSWFBw8eULVqVZo1a8awYcOKVIdyERERsQxN1BIRkQLp8uXLzJgxAxubRz1BbW1tAfD09MTR0ZGEhAQAxo0bR1paGps3b2bp0qX4+PiQkJBAZmamxWoXERGRokPdy0VEpECytrbGwcHhV0tbeXh40K1bN8LDw0lMTOT8+fMsWbIEd3d33N3d8fb2Jjs7G3t7ewtVLiIiIkWJrnSLiEiBVLp0aUqWLEl6ejrwqJFa7oypgIAAqlevztmzZwkLC6NBgwbmx9na2ipwi4iIyDOj0C0iIgXGDz/8QE5ODgDFihUjOzvbHLqtrKzMobtChQp4e3uTlZWFi4sLgPlxIiIiIs+SQreIiBQIFy9epHPnzsTGxpKRkQE8CtrZ2dnmbR5fUzokJITixYuzePHiX90nIiIi8qxoTreIiBQI1apVIyIighEjRjBt2jQ6deqEo6MjoaGhbNq0iYoVK9KwYUMaNWqEg4MDrq6u+Pn5ceXKFdLS0nBycrL0LoiIiEgRpNAtIiIFhq+vL3PnzmXo0KE4OjpSqVIlXFxccHd35+DBg8TFxZGamkqpUqVwc3PD3t6eKVOmKHCLiIiIxWidbhERKXDi4uIYOHAg1tbWTJ8+ncDAQABu377NiRMnuHDhAocOHWLMmDHUqFHDwtWKiIhIUabQLSIiBVJCQgLBwcEEBwczevToXy0dJiIiIvI8UFcZEREpkLy8vIiKimLDhg18/fXXeRqqAeicsoiIiDwPFLpFRKTAatmyJfPnz2fs2LHs2rUrz7JgVlZWFqxMRERE5BENLxcRkQIvNjaWyZMnExMTQ4kSJSxdjoiIiIiZQreIiBQK9+7dU+AWERGR545Ct4iIiIiIiEg+0ZxuERERERERkXyi0C0iIiIiIiKSTxS6RURERERERPKJQreIiIiIiIhIPlHoFhEREREREcknCt0iIiIiIiIi+UShW0REpIDw8/PDZDKZ/9WrVw9/f39Wrlz51F9r8+bN+Pn5PfXnFRERKWpsLF2AiIiI/HHjx4+nS5cuAGRlZREfH09oaCilS5ema9euT+11unTpQps2bZ7a84mIiBRVutItIiJSgDg7O+Pi4oKLiwuVKlXitddew8fHh927dz/V17G3t6ds2bJP9TlFRESKIoVuERGRAs7GxgZbW1uCgoKYOnUq7dq1o02bNqSlpZGSksLQoUNp0aIFXl5efPjhh2RkZJCTk0OrVq3YtGmT+XkMw6B169Zs3bo1z/DyhIQE/Pz8WLNmDa1ataJx48aMGjWKjIwM82O3bt2Kv78/jRo1okePHpw6dcp837p16/Dz88PT05OgoCDOnDnz7A6OiIiIhSl0i4iIFFCZmZns3r2bgwcP0q5dO+DRXOzZs2cTHh6OnZ0dwcHBpKens3r1aubPn8/evXuZNWsW1tbW+Pv7s2fPHvPzJSYmcvv2bfNzPe769evs2rWLZcuWsXDhQnbv3s2WLVsA2L9/P6GhoQQHB7Nt2zbq16/PgAEDyMjI4KuvviI8PJwPPviAzz//nKZNm9KzZ0/u3LnzTI6RiIiIpSl0i4iIFCCTJk3C09MTT09PGjZsyJgxYwgODuaVV14BoE2bNjRp0oT69euzf/9+rl27xuzZszGZTPj4+DBx4kTWrl3LvXv3ePnllzl48CBpaWkA7Nq1C19fX5ycnH71upmZmUyYMAGTyUSrVq1o1aoVSUlJAKxfv56AgADefvttXF1dGT16NAEBAdy5c4dly5YxYMAA2rZti5ubG8OGDePFF19k27Ztz+6giYiIWJAaqYmIiBQgISEhdOzYEYDixYvj4uJCsWLFzPe/+OKL5p/PnTuHm5sbpUqVMt/WpEkTsrKyuHjxIo0bN8bFxYW4uDhefvlldu/ezahRo373tV1dXc0/Ozk5kZWVBcAPP/xAjx49zPfZ2dkxZswYcw2zZ89m7ty55vsfPnxIcnLyXzwCIiIiBYtCt4iISAFSrly5POH3PxUvXvw3f86VnZ2d5/8uXbqwa9cuXF1duXXr1n/tWG5nZ5fnd8MwgEdzyn9PdnY248ePx8fHJ8/tv3U1XUREpDDS8HIREZFCqnr16iQnJ3P79m3zbYmJidjY2FCtWjUA8xDzXbt24efnh4ODw59+HVdXV06fPm3+PTs7Gz8/P44fP0716tVJSUnB1dXV/O+TTz4hMTHxSXdPRESkQFDoFhERKaRatmxJ1apVGT16NGfOnCE+Pp6pU6cSEBBAyZIlAahTpw7ly5fn008/pXPnzn/pdYKCgti2bRuff/45Fy5cYPr06RiGQb169ejduzfR0dFs2bKFixcvMnv2bHbu3EmNGjWe5q6KiIg8tzS8XEREpJAqVqwYixcvZurUqbz55puUKFGCwMBARowYkWe7Ll26EB0dTevWrf/S6zRv3pxJkyaxaNEibty4Qf369fnkk0+wt7enS5cu3Lx5k7CwMG7evImHhwdLlizBzc3tKeyhiIjI88/KyJ2QJSIiIiIiIiJPlYaXi4iIiIiIiOQThW4RERERERGRfKLQLSIiIiIiIpJPFLpFRERERERE8olCt4iIiIiIiEg+UegWERERERERyScK3SIiIiIiIiL5RKFbREREREREJJ8odIuIiIiIiIjkE4VuERERERERkXyi0C0iIiIiIiKST/4PjiEITOQx5n0AAAAASUVORK5CYII="
},
"metadata": {},
"output_type": "display_data",
"jetTransient": {
"display_id": null
}
}
],
"execution_count": 59
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2025-09-21T13:20:33.105874Z",
"start_time": "2025-09-21T13:20:32.069129Z"
}
},
"cell_type": "code",
"source": [
"plt.show()\n",
"data = df.groupby(['province', 'sex'], observed=False).size().reset_index(name='count')\n",
"data = data.sort_values('count', ascending=False).drop_duplicates(['province', 'sex'])\n",
"\n",
"plt.figure(figsize=(12, 6))\n",
"sns.barplot(data=data, x='province', y='count', hue='sex')\n",
"\n",
"plt.xlabel(\"Region\")\n",
"plt.ylabel(\"Count\")\n",
"plt.xticks(rotation=45)\n",
"plt.legend(title=\"Sex\")\n",
"plt.tight_layout()\n",
"plt.show()"
],
"id": "9fb8c5ef88904668",
"outputs": [
{
"data": {
"text/plain": [
"<Figure size 1200x600 with 1 Axes>"
],
"image/png": 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"
},
"metadata": {},
"output_type": "display_data",
"jetTransient": {
"display_id": null
}
}
],
"execution_count": 60
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2025-09-21T13:16:56.211880Z",
"start_time": "2025-09-21T13:16:56.095400Z"
}
},
"cell_type": "code",
"source": [
"sex = df['sex'].value_counts()\n",
"plt.figure(figsize=(7, 7))\n",
"plt.pie(sex, labels=sex.index, autopct='%1.1f%%', startangle=140)\n",
"plt.axis('equal')\n",
"plt.show()"
],
"id": "8accaa686b4dad31",
"outputs": [
{
"data": {
"text/plain": [
"<Figure size 700x700 with 1 Axes>"
],
"image/png": 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"
},
"metadata": {},
"output_type": "display_data",
"jetTransient": {
"display_id": null
}
}
],
"execution_count": 53
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2025-09-21T13:19:06.022380Z",
"start_time": "2025-09-21T13:19:04.316464Z"
}
},
"cell_type": "code",
"source": [
"df_provinces_sex_counts = df.groupby(['province', 'sex'], observed=False).size().reset_index(name='count')\n",
"provinces = df_provinces_sex_counts['province'].unique()\n",
"cols = 3\n",
"rows = (len(provinces) + cols - 1) // cols\n",
"\n",
"plt.figure(figsize=(cols * 5, rows * 5))\n",
"for i, province in enumerate(provinces, 1):\n",
" data = df_provinces_sex_counts[df_provinces_sex_counts['province'] == province]\n",
" plt.subplot(rows, cols, i)\n",
" plt.pie(data['count'], labels=data['sex'], autopct='%1.1f%%')\n",
" plt.title(province)\n",
" plt.axis('equal')\n",
"\n",
"plt.tight_layout()\n",
"plt.show()"
],
"id": "23b3a22f99657c57",
"outputs": [
{
"data": {
"text/plain": [
"<Figure size 1500x2000 with 12 Axes>"
],
"image/png": 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"
},
"metadata": {},
"output_type": "display_data",
"jetTransient": {
"display_id": null
}
}
],
"execution_count": 56
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## Names",
"id": "6afaf1acb51932c1"
},
{
"cell_type": "code",
"execution_count": 8,
"id": "0374f8ee",
"metadata": {
"ExecuteTime": {
"end_time": "2025-09-01T05:52:21.285504Z",
"start_time": "2025-07-03T10:13:30.265456Z"
}
},
"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>name</th>\n",
" <th>surname</th>\n",
" <th>middle_name</th>\n",
" <th>first_name</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>epenge djongesongo jonas</td>\n",
" <td>epenge</td>\n",
" <td>djongesongo</td>\n",
" <td>jonas</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>eyongoyongo shako michel</td>\n",
" <td>eyongoyongo</td>\n",
" <td>shako</td>\n",
" <td>michel</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>okawonga ongondjo alphonse</td>\n",
" <td>okawonga</td>\n",
" <td>ongondjo</td>\n",
" <td>alphonse</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>ombala lokolo nathals</td>\n",
" <td>ombala</td>\n",
" <td>lokolo</td>\n",
" <td>nathals</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>shongo matete albert</td>\n",
" <td>shongo</td>\n",
" <td>matete</td>\n",
" <td>albert</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" name surname middle_name first_name\n",
"0 epenge djongesongo jonas epenge djongesongo jonas\n",
"1 eyongoyongo shako michel eyongoyongo shako michel\n",
"2 okawonga ongondjo alphonse okawonga ongondjo alphonse\n",
"3 ombala lokolo nathals ombala lokolo nathals\n",
"4 shongo matete albert shongo matete albert"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#breakdown of names into surname, middle name and first name\n",
"#retrieve all rows whose name is identified as simple, and delete rows whose identified_name is null or empty\n",
"\n",
"df_simple = df[df['identified_category'] == 'simple'].copy()\n",
"df_simple['surname'] = df_simple['identified_name'].str.split().str[0]\n",
"df_simple['middle_name'] = df_simple['identified_name'].str.split().str[1]\n",
"df_simple['first_name'] = df_simple['identified_surname']\n",
"df_simple = df_simple[df_simple['first_name'].notna() & (df_simple['first_name'].str.strip() != '')]\n",
"\n",
"df_simple[['name', 'surname', 'middle_name', 'first_name']].head()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "f2924f79",
"metadata": {
"ExecuteTime": {
"end_time": "2025-09-01T05:52:21.291922Z",
"start_time": "2025-07-03T10:13:57.540461Z"
}
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Simple distribution of first names (display of the 10 most popular first names)\n",
"sns.countplot(y=df_simple['first_name'], order=df_simple['first_name'].value_counts().iloc[:10].index)\n",
"plt.title(\"Top 10 first names (simple names only)\")\n",
"plt.xlabel(\"Count\")\n",
"plt.ylabel(\"First name\")\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "76979895",
"metadata": {
"ExecuteTime": {
"end_time": "2025-09-01T05:52:21.295116Z",
"start_time": "2025-07-03T10:14:12.462839Z"
}
},
"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>First name</th>\n",
" <th>quantity</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>jean</td>\n",
" <td>62143</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>joseph</td>\n",
" <td>26678</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>esther</td>\n",
" <td>24639</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>marie</td>\n",
" <td>23330</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>grace</td>\n",
" <td>20964</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>david</td>\n",
" <td>20909</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>dorcas</td>\n",
" <td>20840</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>ruth</td>\n",
" <td>20633</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>patrick</td>\n",
" <td>20209</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>sarah</td>\n",
" <td>20190</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" First name quantity\n",
"0 jean 62143\n",
"1 joseph 26678\n",
"2 esther 24639\n",
"3 marie 23330\n",
"4 grace 20964\n",
"5 david 20909\n",
"6 dorcas 20840\n",
"7 ruth 20633\n",
"8 patrick 20209\n",
"9 sarah 20190"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"firstnames = df_simple['first_name'].value_counts()\n",
"df_firstnames = firstnames.reset_index()\n",
"df_firstnames.columns = ['First name', 'quantity']\n",
"df_firstnames.head(10)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "61e35f38-96da-4d04-9779-9b3409adeae6",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x1200 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#Most common first name by province\n",
"top_names = df_simple.groupby(['province_clean', 'first_name']).size().reset_index(name='count')\n",
"top_names = top_names.sort_values(['province_clean', 'count'], ascending=[True, False])\n",
"top_names = top_names.drop_duplicates(subset='province_clean', keep='first')\n",
"gdf_named = gdf_merged.merge(top_names[['province_clean', 'first_name']], \n",
" left_on='province_upper', right_on='province_clean', \n",
" how='left')\n",
"\n",
"fig, ax = plt.subplots(figsize=(12, 12))\n",
"gdf_named.plot(column='count', cmap='Blues', edgecolor='black', legend=True, ax=ax)\n",
"\n",
"for idx, row in gdf_named.iterrows():\n",
" if pd.notna(row['first_name']):\n",
" centroid = row['geometry'].centroid\n",
" label = f\"{row['first_name']}\"\n",
" plt.text(centroid.x, centroid.y, label, \n",
" horizontalalignment='center', fontsize=8, color='black')\n",
"\n",
"plt.title(\"Most common first name by province\")\n",
"plt.axis('off')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "5022f136-3174-406d-acf0-dee379969213",
"metadata": {
"ExecuteTime": {
"end_time": "2025-09-01T05:52:21.307190Z",
"start_time": "2025-07-03T10:14:18.776729Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
">> Total number of first names registered : 3392438\n",
">> Number of all-male first names : 110947\n",
">> Number of all-female first names : 61318\n",
">> Number of all-neutral first names : 26593\n"
]
}
],
"source": [
"# Total number of distinct first names\n",
"total_firstnames = df_simple['first_name'].notna().sum()\n",
"print(f\">> Total number of first names registered : {total_firstnames}\")\n",
"\n",
"# categorization of first names\n",
"firstnames_by_sex = df_simple.groupby(['first_name', 'sex']).size().unstack(fill_value=0)\n",
"male_firstnames = firstnames_by_sex[(firstnames_by_sex['m'] > 0) & (firstnames_by_sex['f'] == 0)]\n",
"print(f\">> Number of all-male first names : {len(male_firstnames)}\")\n",
"female_firstnames = firstnames_by_sex[(firstnames_by_sex['f'] > 0) & (firstnames_by_sex['m'] == 0)]\n",
"print(f\">> Number of all-female first names : {len(female_firstnames)}\")\n",
"neutral_firstnames = firstnames_by_sex[(firstnames_by_sex['m'] > 0) & (firstnames_by_sex['f'] > 0)]\n",
"print(f\">> Number of all-neutral first names : {len(neutral_firstnames)}\")\n"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "cfeec858-ad7e-4173-9262-a7d6e08a31d9",
"metadata": {
"ExecuteTime": {
"end_time": "2025-09-01T05:52:21.310439Z",
"start_time": "2025-07-03T10:14:25.149415Z"
}
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 600x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# data for graphic interpretation \n",
"labels = ['Male', 'Female', 'Neutral']\n",
"values = [len(male_firstnames), len(female_firstnames), len(neutral_firstnames)]\n",
"\n",
"# circular\n",
"plt.figure(figsize=(6,6))\n",
"plt.pie(values, labels=labels, autopct='%1.1f%%', startangle=140, colors=['skyblue', 'lightgreen', 'lightgray'])\n",
"plt.title(\"Distribution of first names by sex\")\n",
"plt.axis('equal')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "cc1489c8-904f-4116-9872-8ba79f72eb94",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Assign first name sex category\n",
"df_simple['first_name_sex_category'] = df_simple['first_name'].map(\n",
" lambda x: 'Male' if x in male_firstnames else (\n",
" 'Female' if x in female_firstnames else (\n",
" 'Neutral' if x in neutral_firstnames else None\n",
" )\n",
" )\n",
")\n",
"\n",
"df_cat = df_simple.dropna(subset=['first_name_sex_category'])\n",
"category_counts = df_cat.groupby(['province_clean', 'first_name_sex_category']).size().unstack(fill_value=0)\n",
"category_counts['dominant_category'] = category_counts.idxmax(axis=1)\n",
"map_df = gdf.set_index('province_upper').join(category_counts['dominant_category'])\n",
"\n",
"color_map = {'Male': 'skyblue', 'Female': 'lightgreen', 'Neutral': 'lightgray'}\n",
"map_df['color'] = map_df['dominant_category'].map(color_map)\n",
"\n",
"fig, ax = plt.subplots(1, 1, figsize=(10, 8))\n",
"map_df.plot(color=map_df['color'], edgecolor='black', ax=ax)\n",
"for idx, row in map_df.iterrows():\n",
" plt.annotate(text=row['dominant_category'], xy=(row.geometry.centroid.x, row.geometry.centroid.y),\n",
" horizontalalignment='center', fontsize=8, color='black')\n",
"\n",
"plt.title(\"Dominant first name category by province\")\n",
"plt.axis('off')\n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "f94818e6-7c91-4f33-8070-0ec2cb8c0063",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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btLm5ucZ+1iVKzn68eLZr6dKlGt0P8OzM0L///otvvvmmVN+TJ0+Ql5cHQLXP/qskJSUpzQ26desWduzYgQ4dOiid7alcuTI6deqEn3/+GRs2bEDHjh1LXU4ry4u3wVesWBF16tQRa6tSpQratWuHtWvX4u7du6XWL7kcBjz776Pk7qp58+bh22+/xfHjxzFv3rzX1kG6x0tR9J+zZ88eXLhwAUVFRUhPT0diYiLi4+NRs2ZN7Ny585UPcJs1axYOHjyILl26oGbNmsjIyMCqVatQvXp18dkntWvXhpWVFdasWQMLCwuYm5vD09Oz1BwOVdnY2KB169YIDAxEeno6li5dijp16ijdkj506FBs27YNHTt2RJ8+fXDlyhX8/PPPSpN51a2tW7du+PjjjzFlyhRcv34djRs3RlxcHHbs2IGxY8eW2nZ5DR8+HGvXrsXgwYORkpICJycnbNu2DYcOHcLSpUtfOedJmy5dugRvb2/06dMHrq6uMDIywvbt25Geno5+/fqJ45o2bYrVq1djzpw5qFOnDqpUqSJOvC0vS0tLcU5PYWEhqlWrhri4OFy7du1ND6uUzz//HFu2bMGIESOwb98+tGrVCsXFxbhw4QK2bNmCvXv3olmzZip99l+lYcOG8PX1VbrdGwBmzpxZauygQYPQq1cvAMDs2bNVOg5XV1e0a9cOTZs2hY2NDZKTk7Ft2zal76hauXIlWrduDTc3NwwbNgy1atVCeno6kpKScPv2bZw6dQoAMGbMGDx48AB//vknDA0N0bFjRwwdOhRz5syBn58fGjdurFJNpCO6uyGL6O0qud275GViYiLY29sLn3zyibBs2TKl24pLvHi7d0JCguDn5yc4ODgIJiYmgoODg9C/f3/h0qVLSuvt2LFDcHV1FYyMjJRur37ZLcglfWXd7v3LL78I4eHhQpUqVQQzMzOhS5cuwo0bN0qtv2jRIqFatWqCVCoVWrVqJSQnJ5fa5qtqe/F2b0EQhEePHgkhISGCg4ODYGxsLLi4uAhfffWVoFAolMYBEIKDg0vV9LLb0F+Unp4uBAYGCpUrVxZMTEwENze3Mm9J1+bt3i/exnz//n0hODhYqFevnmBubi7IZDLB09NT2LJli9I4uVwudOnSRbCwsBAAvPLW75Lbvcu6hfzFum7fvi10795dsLKyEmQymdC7d2/hzp07KtcfEBAgmJubq/S+FBQUCAsXLhQaNGggSKVSwdraWmjatKkwc+ZMITs7WxAE1T/7ZSn5fPz888+Ci4uLIJVKBQ8PD2Hfvn1ljs/Pzxesra0FmUwmPHny5LXbFwRBmDNnjvDhhx8KVlZWgpmZmVCvXj1h7ty5QkFBgdK4K1euCIMGDRLs7e0FY2NjoVq1akLXrl2Fbdu2CYLw/2+9X7RokdJ6OTk5Qs2aNYXGjRuX2ia9WySC8J7M7CMiov+EoqIiODg4oFu3bvjuu+90XQ69ZzjHhoiI3ikxMTG4d+8eBg0apOtS6D3EMzZERPROOHLkCE6fPo3Zs2ejcuXKZT6IkOh1eMaGiIjeCatXr8aXX36JKlWq4Mcff9R1OfSe4hkbIiIi0hs8Y0NERER6g8GGiIiI9AYf0PcWKRQK3LlzBxYWFlp5DDsREZG+EgQBjx49goODQ6kvzX0eg81bdOfOHfEL5YiIiEh9t27dQvXq1V/az2DzFpU8Gv7WrVuwtLTUcTVERETvj5ycHDg6Or72a1YYbN6ikstPlpaWDDZERETl8LqpHJw8TERERHqDwYaIiIj0BoMNERER6Q0GGyIiItIbDDZERESkNxhsiIiISG8w2BAREZHeYLAhIiIivcFgQ0RERHqDwYaIiIj0BoMNERER6Q0GGyIiItIb/BJMPbDgxH1dl0BaFuZRWdclEBG9F3jGhoiIiPQGgw0RERHpDQYbIiIi0hsMNkRERKQ3GGyIiIhIbzDYEBERkd5gsCEiIiK9wWBDREREeoPBhoiIiPQGgw0RERHpDQYbIiIi0hsMNkRERKQ3GGyIiIhIbzDYEBERkd5gsCEiIiK9wWBDREREeoPBhoiIiPQGgw0RERHpDQYbIiIi0hsMNkRERKQ3GGyIiIhIbzDYEBERkd5gsCEiIiK9odNgc/DgQXTr1g0ODg6QSCSIiYlR6hcEAREREahatSrMzMzg4+ODy5cvK43JzMzEwIEDYWlpCSsrKwQFBSE3N1dpzOnTp9GmTRuYmprC0dERkZGRpWrZunUr6tWrB1NTU7i5ueGPP/5QuxYiIiLSLZ0Gm7y8PDRu3BgrV64ssz8yMhJRUVFYs2YNjhw5AnNzc/j6+uLp06fimIEDByI1NRXx8fHYtWsXDh48iOHDh4v9OTk56NChA2rWrImUlBR89dVXmDFjBtatWyeOOXz4MPr374+goCCcOHEC/v7+8Pf3x9mzZ9WqhYiIiHRLIgiCoOsiAEAikWD79u3w9/cH8OwMiYODA8aNG4fx48cDALKzs2FnZ4fo6Gj069cP58+fh6urK44dO4ZmzZoBAGJjY9G5c2fcvn0bDg4OWL16NaZMmQK5XA4TExMAQFhYGGJiYnDhwgUAQN++fZGXl4ddu3aJ9bRo0QLu7u5Ys2aNSrWoIicnBzKZDNnZ2bC0tNTI+wYAC07c19i26N0U5lFZ1yUQEemUqn9D39k5NteuXYNcLoePj4/YJpPJ4OnpiaSkJABAUlISrKysxFADAD4+PjAwMMCRI0fEMW3bthVDDQD4+vri4sWLePjwoTjm+f2UjCnZjyq1EBERke4Z6bqAl5HL5QAAOzs7pXY7OzuxTy6Xo0qVKkr9RkZGsLGxURrj7OxcahslfdbW1pDL5a/dz+tqKUt+fj7y8/PF5ZycnFccMREREb2pd/aMjT6YP38+ZDKZ+HJ0dNR1SURERHrtnQ029vb2AID09HSl9vT0dLHP3t4eGRkZSv1FRUXIzMxUGlPWNp7fx8vGPN//ulrKEh4ejuzsbPF169at1xw1ERERvYl3Ntg4OzvD3t4eCQkJYltOTg6OHDkCLy8vAICXlxeysrKQkpIijklMTIRCoYCnp6c45uDBgygsLBTHxMfHo27durC2thbHPL+fkjEl+1GllrJIpVJYWloqvYiIiEh7dBpscnNzcfLkSZw8eRLAs0m6J0+exM2bNyGRSDB27FjMmTMHO3fuxJkzZzBo0CA4ODiId07Vr18fHTt2xLBhw3D06FEcOnQII0eORL9+/eDg4AAAGDBgAExMTBAUFITU1FRs3rwZy5YtQ2hoqFjHmDFjEBsbi0WLFuHChQuYMWMGkpOTMXLkSABQqRYiIiLSPZ1OHk5OTsbHH38sLpeEjYCAAERHR2PixInIy8vD8OHDkZWVhdatWyM2NhampqbiOhs2bMDIkSPh7e0NAwMD9OzZE1FRUWK/TCZDXFwcgoOD0bRpU1SuXBkRERFKz7pp2bIlNm7ciKlTp2Ly5MlwcXFBTEwMGjZsKI5RpRYiIiLSrXfmOTb/BXyODZUXn2NDRP917/1zbIiIiIjUxWBDREREeoPBhoiIiPQGgw0RERHpDQYbIiIi0hsMNkRERKQ3GGyIiIhIbzDYEBERkd5gsCEiIiK9wWBDREREeoPBhoiIiPQGgw0RERHpDQYbIiIi0hsMNkRERKQ3GGyIiIhIbzDYEBERkd5gsCEiIiK9wWBDREREeoPBhoiIiPQGgw0RERHpDQYbIiIi0hsMNkRERKQ3GGyIiIhIbzDYEBERkd5gsCEiIiK9wWBDREREeoPBhoiIiPSG2sHmyZMnePz4sbh848YNLF26FHFxcRotjIiIiEhdagcbPz8//PjjjwCArKwseHp6YtGiRfDz88Pq1as1XiARERGRqtQONsePH0ebNm0AANu2bYOdnR1u3LiBH3/8EVFRURovkIiIiEhVagebx48fw8LCAgAQFxeHHj16wMDAAC1atMCNGzc0XiARERGRqtQONnXq1EFMTAxu3bqFvXv3okOHDgCAjIwMWFpaarxAIiIiIlWpHWwiIiIwfvx4ODk54cMPP4SXlxeAZ2dvPDw8NF4gERERkaqM1F2hV69eaN26Ne7evYvGjRuL7d7e3ujevbtGiyMiIiJSR7meY2Nvbw8LCwvEx8fjyZMnAIDmzZujXr16Gi2OiIiISB1qB5sHDx7A29sbH3zwATp37oy7d+8CAIKCgjBu3DiNF0hERESkKrWDTUhICIyNjXHz5k1UqFBBbO/bty9iY2M1WhwRERGROtSeYxMXF4e9e/eievXqSu0uLi683ZuIiIh0Su0zNnl5eUpnakpkZmZCKpVqpCgiIiKi8lA72LRp00b8SgUAkEgkUCgUiIyMxMcff6zR4oiIiIjUofalqMjISHh7eyM5ORkFBQWYOHEiUlNTkZmZiUOHDmmjRiIiIiKVqH3GpmHDhrh06RJat24NPz8/5OXloUePHjhx4gRq166tjRqJiIiIVFKu59jIZDJMmTIFW7ZswR9//IE5c+agatWqmq4NxcXFmDZtGpydnWFmZobatWtj9uzZEARBHCMIAiIiIlC1alWYmZnBx8cHly9fVtpOZmYmBg4cCEtLS1hZWSEoKAi5ublKY06fPo02bdrA1NQUjo6OiIyMLFXP1q1bUa9ePZiamsLNzQ1//PGHxo+ZiIiIyk/tS1EA8PTpU5w+fRoZGRlQKBRKfZ9++qlGCgOAhQsXYvXq1Vi/fj0aNGiA5ORkBAYGQiaTYfTo0QCeXRqLiorC+vXr4ezsjGnTpsHX1xfnzp2DqakpAGDgwIG4e/cu4uPjUVhYiMDAQAwfPhwbN24EAOTk5KBDhw7w8fHBmjVrcObMGQwZMgRWVlYYPnw4AODw4cPo378/5s+fj65du2Ljxo3w9/fH8ePH0bBhQ40dMxEREZWfRHj+9IcKYmNjMWjQINy/f7/0xiQSFBcXa6y4rl27ws7ODt99953Y1rNnT5iZmeHnn3+GIAhwcHDAuHHjMH78eABAdnY27OzsEB0djX79+uH8+fNwdXXFsWPH0KxZM/EYOnfujNu3b8PBwQGrV6/GlClTIJfLYWJiAgAICwtDTEwMLly4AODZc3ry8vKwa9cusZYWLVrA3d0da9asUel4cnJyIJPJkJ2drdEvDF1wovTPgvRLmEdlXZdARKRTqv4NVftS1KhRo9C7d2/cvXsXCoVC6aXJUAMALVu2REJCAi5dugQAOHXqFP7++2906tQJAHDt2jXI5XL4+PiI68hkMnh6eiIpKQkAkJSUBCsrKzHUAICPjw8MDAxw5MgRcUzbtm3FUAMAvr6+uHjxIh4+fCiOeX4/JWNK9kNERES6p/alqPT0dISGhsLOzk4b9SgJCwtDTk4O6tWrB0NDQxQXF2Pu3LkYOHAgAEAulwNAqVrs7OzEPrlcjipVqij1GxkZwcbGRmmMs7NzqW2U9FlbW0Mul79yP2XJz89Hfn6+uJyTk6PysRMREZH61D5j06tXL+zfv18LpZS2ZcsWbNiwARs3bsTx48exfv16fP3111i/fv1b2f+bmj9/PmQymfhydHTUdUlERER6Te0zNitWrEDv3r3x119/wc3NDcbGxkr9JZN6NWHChAkICwtDv379AABubm64ceMG5s+fj4CAANjb2wN4dhbp+buy0tPT4e7uDuDZN5FnZGQobbeoqAiZmZni+vb29khPT1caU7L8ujEl/WUJDw9HaGiouJyTk8NwQ0REpEVqB5tffvkFcXFxMDU1xf79+yGRSMQ+iUSi0WDz+PFjGBgon1QyNDQU78RydnaGvb09EhISxCCTk5ODI0eO4MsvvwQAeHl5ISsrCykpKWjatCkAIDExEQqFAp6enuKYKVOmoLCwUAxq8fHxqFu3LqytrcUxCQkJGDt2rFhLfHw8vLy8Xlq/VCrl10wQERG9RWpfipoyZQpmzpyJ7OxsXL9+HdeuXRNfV69e1Whx3bp1w9y5c7F7925cv34d27dvx+LFi9G9e3cAz4LU2LFjMWfOHOzcuRNnzpzBoEGD4ODgAH9/fwBA/fr10bFjRwwbNgxHjx7FoUOHMHLkSPTr1w8ODg4AgAEDBsDExARBQUFITU3F5s2bsWzZMqWzLWPGjEFsbCwWLVqECxcuYMaMGUhOTsbIkSM1esxERERUfmqfsSkoKEDfvn1LnUnRhuXLl2PatGn43//+h4yMDDg4OOCLL75ARESEOGbixInIy8vD8OHDkZWVhdatWyM2NlZ8hg0AbNiwASNHjoS3tzcMDAzQs2dPREVFif0ymQxxcXEIDg5G06ZNUblyZURERIjPsAGe3aG1ceNGTJ06FZMnT4aLiwtiYmL4DBsiIqJ3iNrPsQkJCYGtrS0mT56srZr0Fp9jQ+XF59gQ0X+dqn9D1T5jU1xcjMjISOzduxeNGjUqNXl48eLF6ldLREREpAFqB5szZ87Aw8MDAHD27FmlvucnEhMRERG9bWoHm3379mmjDiIiIqI3pv0ZwERERERvSbm+3Ts5ORlbtmzBzZs3UVBQoNT322+/aaQwIiIiInWpfcZm06ZNaNmyJc6fP4/t27ejsLAQqampSExMhEwm00aNRERERCpRO9jMmzcPS5Yswe+//w4TExMsW7YMFy5cQJ8+fVCjRg1t1EhERESkErWDzZUrV9ClSxcAgImJCfLy8iCRSBASEoJ169ZpvEAiIiIiVakdbKytrfHo0SMAQLVq1cRbvrOysvD48WPNVkdERESkBrUnD7dt2xbx8fFwc3ND7969MWbMGCQmJiI+Ph7e3t7aqJGIiIhIJWoHmxUrVuDp06cAnn0hprGxMQ4fPoyePXti6tSpGi+QiIiISFVqBxsbGxvx3wYGBggLC9NoQURERETlVa7n2CgUCqSlpSEjIwMKhUKpr23bthopjIiIiEhdagebf/75BwMGDMCNGzfw4heDSyQSFBcXa6w4IiIiInWoHWxGjBiBZs2aYffu3ahatSq/+JKIiIjeGWoHm8uXL2Pbtm2oU6eONuohIiIiKje1n2Pj6emJtLQ0bdRCRERE9EbUPmMzatQojBs3DnK5HG5ubjA2Nlbqb9SokcaKIyIiIlKH2sGmZ8+eAIAhQ4aIbRKJBIIgcPIwERER6ZTawebatWvaqIOIiIjojakdbGrWrKmNOoiIiIjemNqTh4mIiIjeVQw2REREpDcYbIiIiEhvMNgQERGR3lA72NSqVQsPHjwo1Z6VlYVatWpppCgiIiKi8lA72Fy/fr3MZ9Xk5+fj33//1UhRREREROWh8u3eO3fuFP+9d+9eyGQycbm4uBgJCQlwcnLSaHFERERE6lA52Pj7+wN49pThgIAApT5jY2M4OTlh0aJFGi2OiIiISB0qBxuFQgEAcHZ2xrFjx1C5cmWtFUVERERUHhr5SoWsrCxYWVlpoh4iIiKiclN78vDChQuxefNmcbl3796wsbFBtWrVcOrUKY0WR0RERKQOtYPNmjVr4OjoCACIj4/Hn3/+idjYWHTq1AkTJkzQeIFEREREqlL7UpRcLheDza5du9CnTx906NABTk5O8PT01HiBRERERKpS+4yNtbU1bt26BQCIjY2Fj48PAEAQhDKfb0NERET0tqh9xqZHjx4YMGAAXFxc8ODBA3Tq1AkAcOLECdSpU0fjBRIRERGpSu1gs2TJEjg7O+PmzZuIjIxExYoVAQB3797F//73P40XSERERKQqtYJNYWEhvvjiC0ybNg3Ozs5KfSEhIRotjIiIiEhdas2xMTY2xq+//qqtWoiIiIjeiNqTh/39/RETE6OFUoiIiIjejNpzbFxcXDBr1iwcOnQITZs2hbm5uVL/6NGjNVYcERERkTokgiAI6qzw4twapY1JJLh69eobF6WvcnJyIJPJkJ2dDUtLS41td8GJ+xrbFr2bwjz43WxE9N+m6t9QtS9FXbt27aUvbYSaf//9F5999hkqVaoEMzMzuLm5ITk5WewXBAERERGoWrUqzMzM4OPjg8uXLyttIzMzEwMHDoSlpSWsrKwQFBSE3NxcpTGnT59GmzZtYGpqCkdHR0RGRpaqZevWrahXrx5MTU3h5uaGP/74Q+PHS0REROWn9qWot+nhw4do1aoVPv74Y+zZswe2tra4fPkyrK2txTGRkZGIiorC+vXr4ezsjGnTpsHX1xfnzp2DqakpAGDgwIG4e/cu4uPjUVhYiMDAQAwfPhwbN24E8CwFdujQAT4+PlizZg3OnDmDIUOGwMrKCsOHDwcAHD58GP3798f8+fPRtWtXbNy4Ef7+/jh+/DgaNmz49t8cordhz0FdV0Da1qmtrisg0iiVLkWFhoZi9uzZMDc3R2ho6CvHLl68WGPFhYWF4dChQ/jrr7/K7BcEAQ4ODhg3bhzGjx8PAMjOzoadnR2io6PRr18/nD9/Hq6urjh27BiaNWsG4NkTkzt37ozbt2/DwcEBq1evxpQpUyCXy2FiYiLuOyYmBhcuXAAA9O3bF3l5edi1a5e4/xYtWsDd3R1r1qxR6Xh4KYrKS2eXohhs9B+DDb0nNHop6sSJEygsLAQAHD9+HCdOnCjzdfLkSY0UX2Lnzp1o1qwZevfujSpVqsDDwwPffPON2H/t2jXI5XLxax0AQCaTwdPTE0lJSQCApKQkWFlZiaEGAHx8fGBgYIAjR46IY9q2bSuGGgDw9fXFxYsX8fDhQ3HM8/spGVOyHyIiItI9lS5FLVu2TExH+/fv12Y9Sq5evYrVq1cjNDQUkydPxrFjxzB69GiYmJggICAAcrkcAGBnZ6e0np2dndgnl8tRpUoVpX4jIyPY2NgojXlxUnTJNuVyOaytrSGXy1+5n7Lk5+cjPz9fXM7JyVHn8ImIiEhNKp2x8fDwwP37zy531KpVCw8ePNBqUSUUCgWaNGmCefPmwcPDA8OHD8ewYcNUvvSja/Pnz4dMJhNfJd+KTkRERNqhUrCxsrLCtWvXAADXr1+HQqHQalElqlatCldXV6W2+vXr4+bNmwAAe3t7AEB6errSmPT0dLHP3t4eGRkZSv1FRUXIzMxUGlPWNp7fx8vGlPSXJTw8HNnZ2eKr5FvRiYiISDtUCjY9e/bERx99BGdnZ0gkEjRr1gy1atUq86VJrVq1wsWLF5XaLl26hJo1awJ49kwde3t7JCQkiP05OTk4cuQIvLy8AABeXl7IyspCSkqKOCYxMREKhQKenp7imIMHD4rziAAgPj4edevWFe/A8vLyUtpPyZiS/ZRFKpXC0tJS6UVERETao9Icm3Xr1qFHjx5IS0vD6NGjMWzYMFhYWGi7NoSEhKBly5aYN28e+vTpg6NHj2LdunVYt24dgGcPBBw7dizmzJkDFxcX8XZvBwcH+Pv7A3h2hqdjx47iJazCwkKMHDkS/fr1g4ODAwBgwIABmDlzJoKCgjBp0iScPXsWy5Ytw5IlS8RaxowZg48++giLFi1Cly5dsGnTJiQnJ4u1EBERke6p/Bybjh07AgBSUlIwZsyYtxJsmjdvju3btyM8PByzZs2Cs7Mzli5dioEDB4pjJk6ciLy8PAwfPhxZWVlo3bo1YmNjxWfYAMCGDRswcuRIeHt7w8DAAD179kRUVJTYL5PJEBcXh+DgYDRt2hSVK1dGRESE+AwbAGjZsiU2btyIqVOnYvLkyXBxcUFMTAyfYUNERPQOUfsrFaj8+BwbKi8+x4a0hs+xofeE1r5SgYiIiOhdxWBDREREeoPBhoiIiPSGSsGmSZMm4lcLzJo1C48fP9ZqUURERETloVKwOX/+PPLy8gAAM2fORG5urlaLIiIiIioPlW73dnd3R2BgIFq3bg1BEPD111+jYsWKZY6NiIjQaIFEREREqlIp2ERHR2P69OnYtWsXJBIJ9uzZAyOj0qtKJBIGGyIiItIZlYJN3bp1sWnTJgCAgYEBEhISSn1jNhEREZGuqfzk4RJv6wswiYiIiNSldrABgCtXrmDp0qU4f/48AMDV1RVjxoxB7dq1NVocERERkTrUfo7N3r174erqiqNHj6JRo0Zo1KgRjhw5ggYNGiA+Pl4bNRIRERGpRO0zNmFhYQgJCcGCBQtKtU+aNAmffPKJxoojIiIiUofaZ2zOnz+PoKCgUu1DhgzBuXPnNFIUERERUXmoHWxsbW1x8uTJUu0nT57knVJERESkU2pfiho2bBiGDx+Oq1evomXLlgCAQ4cOYeHChQgNDdV4gURERESqUjvYTJs2DRYWFli0aBHCw8MBAA4ODpgxYwZGjx6t8QKJiIiIVKV2sJFIJAgJCUFISAgePXoEALCwsNB4YURERETqKtdzbEow0BAREdG7RO3Jw0RERETvKgYbIiIi0hsMNkRERKQ31Ao2hYWF8Pb2xuXLl7VVDxEREVG5qRVsjI2Ncfr0aW3VQkRERPRG1L4U9dlnn+G7777TRi1EREREb0Tt272Liorw/fff488//0TTpk1hbm6u1L948WKNFUdERESkDrWDzdmzZ9GkSRMAwKVLl5T6JBKJZqoiIiIiKge1g82+ffu0UQcRERHRGyv37d5paWnYu3cvnjx5AgAQBEFjRRERERGVh9rB5sGDB/D29sYHH3yAzp074+7duwCAoKAgjBs3TuMFEhEREalK7WATEhICY2Nj3Lx5ExUqVBDb+/bti9jYWI0WR0RERKQOtefYxMXFYe/evahevbpSu4uLC27cuKGxwoiIiIjUpfYZm7y8PKUzNSUyMzMhlUo1UhQRERFReagdbNq0aYMff/xRXJZIJFAoFIiMjMTHH3+s0eKIiIiI1KH2pajIyEh4e3sjOTkZBQUFmDhxIlJTU5GZmYlDhw5po0YiIiIilah9xqZhw4a4dOkSWrduDT8/P+Tl5aFHjx44ceIEateurY0aiYiIiFSi9hkbAJDJZJgyZYqmayEiIiJ6I+UKNg8fPsR3332H8+fPAwBcXV0RGBgIGxsbjRZHREREpA61L0UdPHgQTk5OiIqKwsOHD/Hw4UNERUXB2dkZBw8e1EaNRERERCpR+4xNcHAw+vbti9WrV8PQ0BAAUFxcjP/9738IDg7GmTNnNF4kERERkSrUPmOTlpaGcePGiaEGAAwNDREaGoq0tDSNFkdERESkDrWDTZMmTcS5Nc87f/48GjdurJGiiIiIiMpDpUtRp0+fFv89evRojBkzBmlpaWjRogUA4J9//sHKlSuxYMEC7VRJREREpAKVzti4u7vDw8MD7u7u6N+/P27duoWJEyeibdu2aNu2LSZOnIgbN25gwIABWi12wYIFkEgkGDt2rNj29OlTBAcHo1KlSqhYsSJ69uyJ9PR0pfVu3ryJLl26oEKFCqhSpQomTJiAoqIipTH79+9HkyZNIJVKUadOHURHR5fa/8qVK+Hk5ARTU1N4enri6NGj2jhMIiIiKieVzthcu3ZN23W81rFjx7B27Vo0atRIqT0kJAS7d+/G1q1bIZPJMHLkSPTo0UN8CnJxcTG6dOkCe3t7HD58GHfv3sWgQYNgbGyMefPmAXh2fF26dMGIESOwYcMGJCQkYOjQoahatSp8fX0BAJs3b0ZoaCjWrFkDT09PLF26FL6+vrh48SKqVKnydt8MIiIiKpNEEARB10W8Tm5uLpo0aYJVq1Zhzpw5cHd3x9KlS5GdnQ1bW1ts3LgRvXr1AgBcuHAB9evXR1JSElq0aIE9e/aga9euuHPnDuzs7AAAa9aswaRJk3Dv3j2YmJhg0qRJ2L17N86ePSvus1+/fsjKykJsbCwAwNPTE82bN8eKFSsAAAqFAo6Ojhg1ahTCwsJUOo6cnBzIZDJkZ2fD0tJSY+/PghP3NbYtejeFeVTWzY738BEOeq9TW11XQKQSVf+GlusBfXfu3MHff/+NjIwMKBQKpb7Ro0eXZ5OvFBwcjC5dusDHxwdz5swR21NSUlBYWAgfHx+xrV69eqhRo4YYbJKSkuDm5iaGGgDw9fXFl19+idTUVHh4eCApKUlpGyVjSi55FRQUICUlBeHh4WK/gYEBfHx8kJSUpPHjJSIiovJRO9hER0fjiy++gImJCSpVqgSJRCL2SSQSjQebTZs24fjx4zh27FipPrlcDhMTE1hZWSm129nZQS6Xi2OeDzUl/SV9rxqTk5ODJ0+e4OHDhyguLi5zzIULF15ae35+PvLz88XlnJyc1xwtERERvQm1g820adMQERGB8PBwGBiofbe4Wm7duoUxY8YgPj4epqamWt2XNsyfPx8zZ87UdRlERET/GWonk8ePH6Nfv35aDzXAs0tNGRkZaNKkCYyMjGBkZIQDBw4gKioKRkZGsLOzQ0FBAbKyspTWS09Ph729PQDA3t6+1F1SJcuvG2NpaQkzMzNUrlwZhoaGZY4p2UZZwsPDkZ2dLb5u3bpVrveBiIiIVKN2OgkKCsLWrVu1UUsp3t7eOHPmDE6ePCm+mjVrhoEDB4r/NjY2RkJCgrjOxYsXcfPmTXh5eQEAvLy8cObMGWRkZIhj4uPjYWlpCVdXV3HM89soGVOyDRMTEzRt2lRpjEKhQEJCgjimLFKpFJaWlkovIiIi0h61L0XNnz8fXbt2RWxsLNzc3GBsbKzUv3jxYo0VZ2FhgYYNGyq1mZubo1KlSmJ7UFAQQkNDYWNjA0tLS4waNQpeXl7iwwM7dOgAV1dXfP7554iMjIRcLsfUqVMRHBwMqVQKABgxYgRWrFiBiRMnYsiQIUhMTMSWLVuwe/ducb+hoaEICAhAs2bN8OGHH2Lp0qXIy8tDYGCgxo6XiIiI3ky5gs3evXtRt25dACg1efhtW7JkCQwMDNCzZ0/k5+fD19cXq1atEvsNDQ2xa9cufPnll/Dy8oK5uTkCAgIwa9YscYyzszN2796NkJAQLFu2DNWrV8e3334rPsMGAPr27Yt79+4hIiICcrkc7u7uiI2NLTWhmIiIiHRH7efYWFtbY8mSJRg8eLCWStJffI4NlRefY0Naw+fY0HtC1b+has+xkUqlaNWq1RsVR0RERKQNagebMWPGYPny5dqohYiIiOiNqD3H5ujRo0hMTMSuXbvQoEGDUpOHf/vtN40VR0RERKQOtYONlZUVevTooY1aiIiIiN6I2sHmhx9+0EYdRERERG9M+48PJiIiInpL1D5j4+zs/Mrn1Vy9evWNCiIiIiIqL7WDzdixY5WWCwsLceLECcTGxmLChAmaqouIiIhIbWoHmzFjxpTZvnLlSiQnJ79xQURERETlpbE5Np06dcKvv/6qqc0RERERqU1jwWbbtm2wsbHR1OaIiIiI1Kb2pSgPDw+lycOCIEAul+PevXtKXz5JRERE9LapHWz8/f2Vlg0MDGBra4t27dqhXr16mqqLiIiISG1qB5vp06drow4iIiKiN8YH9BEREZHeUPmMjYGBwSsfzAcAEokERUVFb1wUERERUXmoHGy2b9/+0r6kpCRERUVBoVBopCgiIiKi8lA52Pj5+ZVqu3jxIsLCwvD7779j4MCBmDVrlkaLIyIiIlJHuebY3LlzB8OGDYObmxuKiopw8uRJrF+/HjVr1tR0fUREREQqUyvYZGdnY9KkSahTpw5SU1ORkJCA33//HQ0bNtRWfUREREQqU/lSVGRkJBYuXAh7e3v88ssvZV6aIiIiItIllYNNWFgYzMzMUKdOHaxfvx7r168vc9xvv/2mseKIiIiI1KFysBk0aNBrb/cmIiIi0iWVg010dLQWyyAiIiJ6c3zyMBEREekNBhsiIiLSGww2REREpDcYbIiIiEhvMNgQERGR3lD5rigiIiJNOXv2rK5LIC3T1bcS8IwNERER6Q0GGyIiItIbDDZERESkNxhsiIiISG8w2BAREZHeYLAhIiIivcFgQ0RERHqDwYaIiIj0BoMNERER6Q0GGyIiItIbDDZERESkNxhsiIiISG+808Fm/vz5aN68OSwsLFClShX4+/vj4sWLSmOePn2K4OBgVKpUCRUrVkTPnj2Rnp6uNObmzZvo0qULKlSogCpVqmDChAkoKipSGrN//340adIEUqkUderUQXR0dKl6Vq5cCScnJ5iamsLT0xNHjx7V+DETERFR+b3TwebAgQMIDg7GP//8g/j4eBQWFqJDhw7Iy8sTx4SEhOD333/H1q1bceDAAdy5cwc9evQQ+4uLi9GlSxcUFBTg8OHDWL9+PaKjoxERESGOuXbtGrp06YKPP/4YJ0+exNixYzF06FDs3btXHLN582aEhoZi+vTpOH78OBo3bgxfX19kZGS8nTeDiIiIXksiCIKg6yJUde/ePVSpUgUHDhxA27ZtkZ2dDVtbW2zcuBG9evUCAFy4cAH169dHUlISWrRogT179qBr1664c+cO7OzsAABr1qzBpEmTcO/ePZiYmGDSpEnYvXs3zp49K+6rX79+yMrKQmxsLADA09MTzZs3x4oVKwAACoUCjo6OGDVqFMLCwlSqPycnBzKZDNnZ2bC0tNTY+7LgxH2NbYveTWEelXWz4z0HdbNfens6tdXJbp//fUv6qWHDhhrdnqp/Q9/pMzYvys7OBgDY2NgAAFJSUlBYWAgfHx9xTL169VCjRg0kJSUBAJKSkuDm5iaGGgDw9fVFTk4OUlNTxTHPb6NkTMk2CgoKkJKSojTGwMAAPj4+4piy5OfnIycnR+lFRERE2vPeBBuFQoGxY8eiVatWYgqUy+UwMTGBlZWV0lg7OzvI5XJxzPOhpqS/pO9VY3JycvDkyRPcv38fxcXFZY4p2UZZ5s+fD5lMJr4cHR3VP3AiIiJS2XsTbIKDg3H27Fls2rRJ16WoLDw8HNnZ2eLr1q1bui6JiIhIrxnpugBVjBw5Ert27cLBgwdRvXp1sd3e3h4FBQXIyspSOmuTnp4Oe3t7ccyLdy+V3DX1/JgX76RKT0+HpaUlzMzMYGhoCENDwzLHlGyjLFKpFFKpVP0DJiIionJ5p8/YCIKAkSNHYvv27UhMTISzs7NSf9OmTWFsbIyEhASx7eLFi7h58ya8vLwAAF5eXjhz5ozS3Uvx8fGwtLSEq6urOOb5bZSMKdmGiYkJmjZtqjRGoVAgISFBHENERES6906fsQkODsbGjRuxY8cOWFhYiPNZZDIZzMzMIJPJEBQUhNDQUNjY2MDS0hKjRo2Cl5cXWrRoAQDo0KEDXF1d8fnnnyMyMhJyuRxTp05FcHCweDZlxIgRWLFiBSZOnIghQ4YgMTERW7Zswe7du8VaQkNDERAQgGbNmuHDDz/E0qVLkZeXh8DAwLf/xhAREVGZ3ulgs3r1agBAu3btlNp/+OEHDB48GACwZMkSGBgYoGfPnsjPz4evry9WrVoljjU0NMSuXbvw5ZdfwsvLC+bm5ggICMCsWbPEMc7Ozti9ezdCQkKwbNkyVK9eHd9++y18fX3FMX379sW9e/cQEREBuVwOd3d3xMbGlppQTERERLrzXj3H5n3H59hQefE5NqQ1fI4NaQmfY0NERET0hhhsiIiISG8w2BAREZHeYLAhIiIivcFgQ0RERHqDwYaIiIj0BoMNERER6Q0GGyIiItIbDDZERESkNxhsiIiISG8w2BAREZHeYLAhIiIivcFgQ0RERHqDwYaIiIj0BoMNERER6Q0GGyIiItIbDDZERESkNxhsiIiISG8w2BAREZHeYLAhIiIivcFgQ0RERHqDwYaIiIj0BoMNERER6Q0GGyIiItIbDDZERESkNxhsiIiISG8w2BAREZHeYLAhIiIivcFgQ0RERHqDwYaIiIj0BoMNERER6Q0GGyIiItIbDDZERESkNxhsiIiISG8w2BAREZHeYLAhIiIivcFgQ0RERHqDwYaIiIj0BoMNERER6Q0GGyIiItIbDDZERESkNxhsiIiISG8w2Khp5cqVcHJygqmpKTw9PXH06FFdl0RERET/h8FGDZs3b0ZoaCimT5+O48ePo3HjxvD19UVGRoauSyMiIiIw2Khl8eLFGDZsGAIDA+Hq6oo1a9agQoUK+P7773VdGhEREQEw0nUB74uCggKkpKQgPDxcbDMwMICPjw+SkpLKXCc/Px/5+fnicnZ2NgAgJydHo7U9zX2k0e3Ruycnx0Q3O36cp5v90tuj4d9HqsrNzdXJfunt0fTfupLtCYLwynEMNiq6f/8+iouLYWdnp9RuZ2eHCxculLnO/PnzMXPmzFLtjo6OWqmR9FfpTxER0X/To0ePIJPJXtrPYKNF4eHhCA0NFZcVCgUyMzNRqVIlSCQSHVb2/srJyYGjoyNu3boFS0tLXZdDeoSfLdIWfrY0QxAEPHr0CA4ODq8cx2CjosqVK8PQ0BDp6elK7enp6bC3ty9zHalUCqlUqtRmZWWlrRL/UywtLfkLgrSCny3SFn623tyrztSU4ORhFZmYmKBp06ZISEgQ2xQKBRISEuDl5aXDyoiIiKgEz9ioITQ0FAEBAWjWrBk+/PBDLF26FHl5eQgMDNR1aURERAQGG7X07dsX9+7dQ0REBORyOdzd3REbG1tqQjFpj1QqxfTp00td4iN6U/xskbbws/V2SYTX3TdFRERE9J7gHBsiIiLSGww2REREpDcYbIiIiEhvMNjQe+/69euQSCQ4efKkrkuh/ygnJycsXbpU12XQf9D+/fshkUiQlZWl61LeGQw2pBODBw+GRCLBiBEjSvUFBwdDIpFg8ODBb78weueVfHZefKWlpem6NHqPlXyuFixYoNQeExOj0SfF83/EtI/BhnTG0dERmzZtwpMnT8S2p0+fYuPGjahRo4YOK6N3XceOHXH37l2ll7Ozs67LovecqakpFi5ciIcPH+q6FBQUFOi6hPcWgw3pTJMmTeDo6IjffvtNbPvtt99Qo0YNeHh4iG2xsbFo3bo1rKysUKlSJXTt2hVXrlx55bbPnj2LTp06oWLFirCzs8Pnn3+O+/fva+1Y6O2SSqWwt7dXehkaGmLHjh1o0qQJTE1NUatWLcycORNFRUXiehKJBGvXrkXXrl1RoUIF1K9fH0lJSUhLS0O7du1gbm6Oli1bKn2+rly5Aj8/P9jZ2aFixYpo3rw5/vzzz1fWl5WVhaFDh8LW1haWlpZo3749Tp06pbX3gzTDx8cH9vb2mD9//kvH/P3332jTpg3MzMzg6OiI0aNHIy8vT+yXSCSIiYlRWsfKygrR0dEAIAZwDw8PSCQStGvXDsCzM0b+/v6YO3cuHBwcULduXQDATz/9hGbNmsHCwgL29vYYMGAAMjIyNHfQeojBhnRqyJAh+OGHH8Tl77//vtSTnPPy8hAaGork5GQkJCTAwMAA3bt3h0KhKHObWVlZaN++PTw8PJCcnIzY2Fikp6ejT58+Wj0W0q2//voLgwYNwpgxY3Du3DmsXbsW0dHRmDt3rtK42bNnY9CgQTh58iTq1auHAQMG4IsvvkB4eDiSk5MhCAJGjhwpjs/NzUXnzp2RkJCAEydOoGPHjujWrRtu3rz50lp69+6NjIwM7NmzBykpKWjSpAm8vb2RmZmpteOnN2doaIh58+Zh+fLluH37dqn+K1euoGPHjujZsydOnz6NzZs34++//1b6vLzO0aNHAQB//vkn7t69q/Q/dgkJCbh48SLi4+Oxa9cuAEBhYSFmz56NU6dOISYmBtevX+dl+tcRiHQgICBA8PPzEzIyMgSpVCpcv35duH79umBqaircu3dP8PPzEwICAspc9969ewIA4cyZM4IgCMK1a9cEAMKJEycEQRCE2bNnCx06dFBa59atWwIA4eLFi9o8LHoLAgICBENDQ8Hc3Fx89erVS/D29hbmzZunNPann34SqlatKi4DEKZOnSouJyUlCQCE7777Tmz75ZdfBFNT01fW0KBBA2H58uXics2aNYUlS5YIgiAIf/31l2BpaSk8ffpUaZ3atWsLa9euVft46e0o+Z0kCILQokULYciQIYIgCML27duFkj+VQUFBwvDhw5XW++uvvwQDAwPhyZMngiA8+4xt375daYxMJhN++OEHQRBK/756fv92dnZCfn7+K+s8duyYAEB49OiRIAiCsG/fPgGA8PDhQzWPWH/xKxVIp2xtbdGlSxdER0dDEAR06dIFlStXVhpz+fJlRERE4MiRI7h//754pubmzZto2LBhqW2eOnUK+/btQ8WKFUv1XblyBR988IF2Dobemo8//hirV68Wl83NzdGoUSMcOnRI6QxNcXExnj59isePH6NChQoAgEaNGon9JV+H4ubmptT29OlT5OTkwNLSErm5uZgxYwZ2796Nu3fvoqioCE+ePHnpGZtTp04hNzcXlSpVUmp/8uTJay+h0rth4cKFaN++PcaPH6/UfurUKZw+fRobNmwQ2wRBgEKhwLVr11C/fv032q+bmxtMTEyU2lJSUjBjxgycOnUKDx8+VPr95+rq+kb701cMNqRzQ4YMEU/lrly5slR/t27dULNmTXzzzTdwcHCAQqFAw4YNXzq5Ljc3F926dcPChQtL9VWtWlWzxZNOmJubo06dOkptubm5mDlzJnr06FFqvKmpqfhvY2Nj8d8ld7uU1VbyB2T8+PGIj4/H119/jTp16sDMzAy9evV65eevatWq2L9/f6k+Kysr1Q6QdKpt27bw9fVFeHi40mWf3NxcfPHFFxg9enSpdUpueJBIJBBe+KaiwsJClfZrbm6utJyXlwdfX1/4+vpiw4YNsLW1xc2bN+Hr68vJxa/AYEM617FjRxQUFEAikcDX11ep78GDB7h48SK++eYbtGnTBsCzyXuv0qRJE/z6669wcnKCkRE/4v8VTZo0wcWLF0sFnjd16NAhDB48GN27dwfw7I/b9evXX1mHXC6HkZERnJycNFoLvT0LFiyAu7u7OIkXePazPXfu3Cs/Y7a2trh79664fPnyZTx+/FhcLjkjU1xc/NoaLly4gAcPHmDBggVwdHQEACQnJ6t9LP81nDxMOmdoaIjz58/j3LlzMDQ0VOqztrZGpUqVsG7dOqSlpSExMRGhoaGv3F5wcDAyMzPRv39/HDt2DFeuXMHevXsRGBio0i8Tej9FRETgxx9/xMyZM5Gamorz589j06ZNmDp16htt18XFBb/99htOnjyJU6dOYcCAAS+duA48u7PGy8sL/v7+iIuLw/Xr13H48GFMmTKFf5TeI25ubhg4cCCioqLEtkmTJuHw4cMYOXIkTp48icuXL2PHjh1Kk4fbt2+PFStW4MSJE0hOTsaIESOUzghWqVIFZmZm4k0N2dnZL62hRo0aMDExwfLly3H16lXs3LkTs2fP1s4B6xEGG3onWFpawtLSslS7gYEBNm3ahJSUFDRs2BAhISH46quvXrktBwcHHDp0CMXFxejQoQPc3NwwduxYWFlZwcCAH3l95evri127diEuLg7NmzdHixYtsGTJEtSsWfONtrt48WJYW1ujZcuW6NatG3x9fdGkSZOXjpdIJPjjjz/Qtm1bBAYG4oMPPkC/fv1w48YNcU4PvR9mzZqlFGIbNWqEAwcO4NKlS2jTpg08PDwQEREBBwcHccyiRYvg6OiINm3aYMCAARg/frw4vwsAjIyMEBUVhbVr18LBwQF+fn4v3b+trS2io6OxdetWuLq6YsGCBfj666+1c7B6RCK8eDGQiIiI6D3F/30lIiIivcFgQ0RERHqDwYaIiIj0BoMNERER6Q0GGyIiItIbDDZERESkNxhsiIiISG8w2BAREZHeYLAhIiIivcFgQ0RERHqDwYaIiIj0BoMNERER6Y3/B+nRTBkQnpRsAAAAAElFTkSuQmCC",
"text/plain": [
"<Figure size 600x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Histogram\n",
"plt.figure(figsize=(6,4))\n",
"plt.bar(labels, values, color=['skyblue', 'lightpink', 'lightgray'])\n",
"plt.title(\"Distribution of first names by sex\")\n",
"plt.ylabel(\"Number of first names\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "66e7aa9c-34ee-4a3b-aa6e-806eee980df4",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
">> Number of distinct regions: 12\n",
"Number of unique first names per region\n"
]
},
{
"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>Region</th>\n",
" <th>Unique first names</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>kinshasa</td>\n",
" <td>75509</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>bandundu</td>\n",
" <td>43309</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>katanga</td>\n",
" <td>37932</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>autres</td>\n",
" <td>31487</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>nord-kivu</td>\n",
" <td>27300</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>equateur</td>\n",
" <td>25389</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>bas-congo</td>\n",
" <td>24154</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>sud-kivu</td>\n",
" <td>23834</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>orientale</td>\n",
" <td>18356</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>kasaï-oriental</td>\n",
" <td>15906</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>kasaï-occidental</td>\n",
" <td>12365</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>maniema</td>\n",
" <td>11949</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Region Unique first names\n",
"0 kinshasa 75509\n",
"1 bandundu 43309\n",
"2 katanga 37932\n",
"3 autres 31487\n",
"4 nord-kivu 27300\n",
"5 equateur 25389\n",
"6 bas-congo 24154\n",
"7 sud-kivu 23834\n",
"8 orientale 18356\n",
"9 kasaï-oriental 15906\n",
"10 kasaï-occidental 12365\n",
"11 maniema 11949"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Count of unique first names per region (province)\n",
"distinct_regions = df_simple['province'].nunique()\n",
"print(f\">> Number of distinct regions: {distinct_regions}\")\n",
"firstnames_by_region = df_simple.groupby('province')['first_name'].nunique().sort_values(ascending=False)\n",
"\n",
"print(\"Number of unique first names per region\")\n",
"df_firstnames_region = firstnames_by_region.reset_index()\n",
"df_firstnames_region.columns = ['Region', 'Unique first names']\n",
"df_firstnames_region.head(12)\n"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "26d227c3-b32a-4cf9-843f-fb6959090a48",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x1000 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"unique_first_names = df_simple.groupby('province')['first_name'].nunique().reset_index(name='unique_count')\n",
"unique_first_names['province_clean'] = unique_first_names['province'].str.upper().str.strip() \\\n",
" .str.normalize('NFKD').str.encode('ascii', errors='ignore').str.decode('utf-8')\n",
"gdf_diversity = gdf_merged.merge(unique_first_names[['province_clean', 'unique_count']], on='province_clean', how='left')\n",
"\n",
"fig, ax = plt.subplots(figsize=(10, 10))\n",
"gdf_diversity.plot(column='unique_count', cmap='viridis', edgecolor='black', legend=True, ax=ax)\n",
"\n",
"for idx, row in gdf_diversity.iterrows():\n",
" centroid = row['geometry'].centroid\n",
" plt.text(centroid.x, centroid.y, row['province_upper'], \n",
" horizontalalignment='center', fontsize=8, color='black')\n",
"\n",
"plt.title(\"First name diversity by province\")\n",
"plt.axis('off')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "b4a18bad-bd59-4909-81ac-705767675dd8",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"AUTRES\n",
" jean 3626\n",
" patrick 2202\n",
" tresor 1965\n",
"\n",
"BANDUNDU\n",
" jean 4946\n",
" joel 1583\n",
" marie 1163\n",
"\n",
"BAS-CONGO\n",
" jean 3380\n",
" joseph 2090\n",
" marie 1803\n",
"\n",
"EQUATEUR\n",
" jean 8194\n",
" joseph 3095\n",
" marie 2318\n",
"\n",
"KASAÏ-OCCIDENTAL\n",
" jean 10390\n",
" andre 4787\n",
" marie 3589\n",
"\n",
"KASAÏ-ORIENTAL\n",
" jean 14205\n",
" joseph 5192\n",
" marie 4772\n",
"\n",
"KATANGA\n",
" jean 5300\n",
" ruth 3185\n",
" esther 3018\n",
"\n",
"KINSHASA\n",
" ruth 9823\n",
" dorcas 9801\n",
" sarah 9696\n",
"\n",
"MANIEMA\n",
" jean 1200\n",
" joseph 649\n",
" marie 528\n",
"\n",
"NORD-KIVU\n",
" justin 3301\n",
" grace 2991\n",
" moise 2790\n",
"\n",
"ORIENTALE\n",
" jean 4447\n",
" joseph 2755\n",
" moise 2566\n",
"\n",
"SUD-KIVU\n",
" justin 2244\n",
" christian 1835\n",
" jean 1762\n",
"\n"
]
}
],
"source": [
"# top 3 most popular first names by region\n",
"grouped = df_simple.groupby(['province', 'first_name']).size().reset_index(name='count')\n",
"grouped = grouped.sort_values(['province', 'count'], ascending=[True, False])\n",
"top3_by_region = grouped.groupby('province').head(3)\n",
"\n",
"for province, group in top3_by_region.groupby('province'):\n",
" print(f\"{province.upper()}\")\n",
" for _, row in group.iterrows():\n",
" print(f\" {row['first_name']:<15} {row['count']}\")\n",
" print()\n"
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "18744cca-72f1-4830-affc-e64af824225a",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"AUTRES - Neutral\n",
" m 26\n",
" f 4\n",
"\n",
"AUTRES - f\n",
" gracia 1257\n",
" marie 1031\n",
" sarah 892\n",
"\n",
"AUTRES - m\n",
" jean 3617\n",
" patrick 2189\n",
" tresor 1948\n",
"\n",
"BANDUNDU - Neutral\n",
" m 68\n",
" f 27\n",
"\n",
"BANDUNDU - f\n",
" marie 1126\n",
" ruth 1059\n",
" esther 1053\n",
"\n",
"BANDUNDU - m\n",
" jean 4917\n",
" joel 1539\n",
" dieu 1118\n",
"\n",
"BAS-CONGO - Neutral\n",
" f 3\n",
" m 2\n",
"\n",
"BAS-CONGO - f\n",
" marie 1790\n",
" dorcas 1377\n",
" esther 1166\n",
"\n",
"BAS-CONGO - m\n",
" jean 3369\n",
" joseph 2082\n",
" andre 1169\n",
"\n",
"EQUATEUR - Neutral\n",
" m 8\n",
" f 2\n",
"\n",
"EQUATEUR - f\n",
" marie 2277\n",
" esther 1807\n",
" ruth 1371\n",
"\n",
"EQUATEUR - m\n",
" jean 8161\n",
" joseph 3083\n",
" jeremie 2243\n",
"\n",
"KASAÏ-OCCIDENTAL - Neutral\n",
" m 17\n",
" f 9\n",
"\n",
"KASAÏ-OCCIDENTAL - f\n",
" marie 3517\n",
" therese 1594\n",
" esther 1456\n",
"\n",
"KASAÏ-OCCIDENTAL - m\n",
" jean 10374\n",
" andre 4782\n",
" francois 3332\n",
"\n",
"KASAÏ-ORIENTAL - Neutral\n",
" m 14\n",
" f 1\n",
"\n",
"KASAÏ-ORIENTAL - f\n",
" marie 4713\n",
" therese 2506\n",
" rachel 1599\n",
"\n",
"KASAÏ-ORIENTAL - m\n",
" jean 14179\n",
" joseph 5178\n",
" andre 4469\n",
"\n",
"KATANGA - Neutral\n",
" m 3\n",
"\n",
"KATANGA - f\n",
" ruth 3171\n",
" esther 3005\n",
" sarah 2889\n",
"\n",
"KATANGA - m\n",
" jean 5282\n",
" daniel 2679\n",
" gloire 2676\n",
"\n",
"KINSHASA - Neutral\n",
" m 26\n",
" f 5\n",
"\n",
"KINSHASA - f\n",
" ruth 9756\n",
" dorcas 9737\n",
" sarah 9626\n",
"\n",
"KINSHASA - m\n",
" jonathan 8574\n",
" christian 7770\n",
" exauce 5838\n",
"\n",
"MANIEMA - Neutral\n",
" f 3\n",
" m 2\n",
"\n",
"MANIEMA - f\n",
" marie 496\n",
" esther 217\n",
" jeanne 216\n",
"\n",
"MANIEMA - m\n",
" jean 1198\n",
" joseph 646\n",
" pierre 432\n",
"\n",
"NORD-KIVU - Neutral\n",
" m 15\n",
" f 4\n",
"\n",
"NORD-KIVU - f\n",
" esther 2681\n",
" rachel 2384\n",
" neema 1764\n",
"\n",
"NORD-KIVU - m\n",
" justin 3255\n",
" moise 2777\n",
" jean 2098\n",
"\n",
"ORIENTALE - Neutral\n",
" m 7\n",
" f 3\n",
"\n",
"ORIENTALE - f\n",
" esther 2383\n",
" marie 1963\n",
" sarah 1401\n",
"\n",
"ORIENTALE - m\n",
" jean 4430\n",
" joseph 2736\n",
" moise 2557\n",
"\n",
"SUD-KIVU - Neutral\n",
" m 25\n",
" f 9\n",
"\n",
"SUD-KIVU - f\n",
" esther 1174\n",
" francine 906\n",
" esperance 839\n",
"\n",
"SUD-KIVU - m\n",
" justin 2205\n",
" christian 1817\n",
" jean 1748\n",
"\n"
]
}
],
"source": [
"#Group by region, gender and first name, then count\n",
"def determine_sex_category(row):\n",
" if row['first_name'] in neutral_firstnames:\n",
" return 'Neutral'\n",
" return row['sex']\n",
"\n",
"df_simple['sex_category'] = df_simple.apply(determine_sex_category, axis=1)\n",
"\n",
"# Groupement\n",
"grouped = df_simple.groupby(['province', 'sex_category', 'first_name']).size().reset_index(name='count')\n",
"grouped = grouped.sort_values(['province', 'sex_category', 'count'], ascending=[True, True, False])\n",
"top3_by_region_sex = grouped.groupby(['province', 'sex_category']).head(3)\n",
"\n",
"for (province, sex), group in top3_by_region_sex.groupby(['province', 'sex_category']):\n",
" print(f\"{province.upper()} - {sex}\")\n",
" for _, row in group.iterrows():\n",
" print(f\" {row['first_name']:<15} {row['count']}\")\n",
" print()"
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "abbaa917-a6ba-45e7-b84d-d27bc104485b",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Top 10 surnames for sex: f\n",
" kavira 18323\n",
" kavugho 10909\n",
" kahindo 10821\n",
" ntumba 9216\n",
" ilunga 8672\n",
" ngalula 8446\n",
" mbuyi 8437\n",
" masika 8290\n",
" mujinga 8017\n",
" kapinga 7920\n",
"\n",
"Top 10 surnames for sex: m\n",
" ilunga 24581\n",
" kambale 18604\n",
" ngoy 16610\n",
" kasongo 16420\n",
" kasereka 12842\n",
" muhindo 11467\n",
" kazadi 9761\n",
" mutombo 9262\n",
" kakule 9179\n",
" mumbere 8871\n",
"\n"
]
}
],
"source": [
"# Grouping surnames by sex\n",
"surnames_by_sex = df_simple.groupby(['surname', 'sex']).size().reset_index(name='count')\n",
"surnames_by_sex = surnames_by_sex.sort_values(['sex', 'count'], ascending=[True, False])\n",
"top10_per_sex = surnames_by_sex.groupby('sex').head(10)\n",
"\n",
"for sex, group in top10_per_sex.groupby('sex'):\n",
" print(f\"Top 10 surnames for sex: {sex}\")\n",
" for _, row in group.iterrows():\n",
" print(f\" {row['surname']:<15} {row['count']}\")\n",
" print()"
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "5823f6ff-b4bb-44df-803c-724bf244e885",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"AUTRES\n",
" ilunga 7135\n",
" ngoy 5776\n",
" kasongo 4363\n",
"\n",
"BANDUNDU\n",
" mbo 3479\n",
" mpia 2408\n",
" mputu 1777\n",
"\n",
"BAS-CONGO\n",
" nzuzi 3836\n",
" nlandu 3292\n",
" matondo 2796\n",
"\n",
"EQUATEUR\n",
" mboyo 1676\n",
" lokuli 902\n",
" bolumbu 816\n",
"\n",
"KASAÏ-OCCIDENTAL\n",
" ntumba 4999\n",
" mbuyi 4114\n",
" kanku 2805\n",
"\n",
"KASAÏ-ORIENTAL\n",
" ngoyi 7899\n",
" ilunga 5223\n",
" mbuyi 4719\n",
"\n",
"KATANGA\n",
" ilunga 15911\n",
" ngoy 13243\n",
" kasongo 9776\n",
"\n",
"KINSHASA\n",
" ntumba 4741\n",
" nsimba 4470\n",
" matondo 4382\n",
"\n",
"MANIEMA\n",
" amisi 964\n",
" ramazani 843\n",
" assani 596\n",
"\n",
"NORD-KIVU\n",
" kambale 17178\n",
" kavira 17001\n",
" kasereka 11931\n",
"\n",
"ORIENTALE\n",
" bahati 1059\n",
" baraka 867\n",
" kambale 849\n",
"\n",
"SUD-KIVU\n",
" bahati 2353\n",
" furaha 1964\n",
" mugisho 1876\n",
"\n"
]
}
],
"source": [
"# Grouping surnames by region\n",
"surnames_by_region = df_simple.groupby(['province', 'surname']).size().reset_index(name='count')\n",
"surnames_by_region = surnames_by_region.sort_values(['province', 'count'], ascending=[True, False])\n",
"top3_surnames_per_region = surnames_by_region.groupby('province').head(3)\n",
"\n",
"for province, group in top3_surnames_per_region.groupby('province'):\n",
" print(f\"{province.upper()}\")\n",
" for _, row in group.iterrows():\n",
" print(f\" {row['surname']:<15} {row['count']}\")\n",
" print()"
]
},
{
"cell_type": "code",
"execution_count": 28,
"id": "a15ba0c5-9a4f-4876-93ac-5f4a5a5d50ba",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"AUTRES - f\n",
" ilunga 1753\n",
" ngoy 982\n",
" ngoie 960\n",
"\n",
"AUTRES - m\n",
" ilunga 5382\n",
" ngoy 4794\n",
" kasongo 3406\n",
"\n",
"BANDUNDU - f\n",
" mbo 1207\n",
" mpia 875\n",
" mputu 658\n",
"\n",
"BANDUNDU - m\n",
" mbo 2272\n",
" mpia 1533\n",
" mputu 1119\n",
"\n",
"BAS-CONGO - f\n",
" nzuzi 2054\n",
" nlandu 1529\n",
" tsimba 1463\n",
"\n",
"BAS-CONGO - m\n",
" nzuzi 1782\n",
" nlandu 1763\n",
" ngoma 1669\n",
"\n",
"EQUATEUR - f\n",
" mboyo 796\n",
" bolumbu 633\n",
" amba 466\n",
"\n",
"EQUATEUR - m\n",
" mboyo 880\n",
" lokuli 715\n",
" lokwa 456\n",
"\n",
"KASAÏ-OCCIDENTAL - f\n",
" ngalula 2629\n",
" kapinga 1597\n",
" ntumba 1536\n",
"\n",
"KASAÏ-OCCIDENTAL - m\n",
" ntumba 3463\n",
" ngalamulume 2735\n",
" mbuyi 2666\n",
"\n",
"KASAÏ-ORIENTAL - f\n",
" ntumba 2074\n",
" mbuyi 2023\n",
" ngoyi 1705\n",
"\n",
"KASAÏ-ORIENTAL - m\n",
" ngoyi 6194\n",
" ilunga 4742\n",
" kazadi 3876\n",
"\n",
"KATANGA - f\n",
" ilunga 5360\n",
" ngoy 3603\n",
" kasongo 2886\n",
"\n",
"KATANGA - m\n",
" ilunga 10551\n",
" ngoy 9640\n",
" kasongo 6890\n",
"\n",
"KINSHASA - f\n",
" ntumba 3245\n",
" ngalula 2831\n",
" kapinga 2663\n",
"\n",
"KINSHASA - m\n",
" ilunga 2030\n",
" nsimba 1848\n",
" matondo 1832\n",
"\n",
"MANIEMA - f\n",
" fatuma 206\n",
" feza 185\n",
" mangaza 140\n",
"\n",
"MANIEMA - m\n",
" amisi 829\n",
" ramazani 719\n",
" assani 511\n",
"\n",
"NORD-KIVU - f\n",
" kavira 16945\n",
" kavugho 10351\n",
" kahindo 10016\n",
"\n",
"NORD-KIVU - m\n",
" kambale 17137\n",
" kasereka 11889\n",
" muhindo 10482\n",
"\n",
"ORIENTALE - f\n",
" kavira 817\n",
" mave 669\n",
" sifa 568\n",
"\n",
"ORIENTALE - m\n",
" bahati 851\n",
" kambale 840\n",
" baraka 836\n",
"\n",
"SUD-KIVU - f\n",
" furaha 1920\n",
" neema 1827\n",
" nabintu 1557\n",
"\n",
"SUD-KIVU - m\n",
" mugisho 1851\n",
" bahati 1757\n",
" murhula 1678\n",
"\n"
]
}
],
"source": [
"# Grouping surnames by region and sex\n",
"grouped = df_simple.groupby(['province', 'sex', 'surname']).size().reset_index(name='count')\n",
"grouped = grouped.sort_values(['province', 'sex', 'count'], ascending=[True, True, False])\n",
"top3_surnames_by_region_sex = grouped.groupby(['province', 'sex']).head(3)\n",
"\n",
"for (province, sex), group in top3_surnames_by_region_sex.groupby(['province', 'sex']):\n",
" print(f\"{province.upper()} - {sex}\")\n",
" for _, row in group.iterrows():\n",
" print(f\" {row['surname']:<15} {row['count']}\")\n",
" print()"
]
},
{
"cell_type": "code",
"execution_count": 29,
"id": "0c216ab9-6db0-4b15-82c0-a5f3f0dc641f",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"AUTRES → ilunga (5382 M / 1753 F) - Total: 7135\n",
"BANDUNDU → mbo (2272 M / 1207 F) - Total: 3479\n",
"BAS-CONGO → nzuzi (1782 M / 2054 F) - Total: 3836\n",
"EQUATEUR → mboyo (880 M / 796 F) - Total: 1676\n",
"KASAÏ-OCCIDENTAL → ntumba (3463 M / 1536 F) - Total: 4999\n",
"KASAÏ-ORIENTAL → ngoyi (6194 M / 1705 F) - Total: 7899\n",
"KATANGA → ilunga (10551 M / 5360 F) - Total: 15911\n",
"KINSHASA → ntumba (1496 M / 3245 F) - Total: 4741\n",
"MANIEMA → amisi (829 M / 135 F) - Total: 964\n",
"NORD-KIVU → kambale (17137 M / 41 F) - Total: 17178\n",
"ORIENTALE → bahati (851 M / 208 F) - Total: 1059\n",
"SUD-KIVU → bahati (1757 M / 596 F) - Total: 2353\n"
]
}
],
"source": [
"# Find surnames common to both sexes per region - the most popular per region\n",
"\n",
"common_surnames = df_simple.groupby(['province', 'surname', 'sex']).size().unstack(fill_value=0)\n",
"common_surnames = common_surnames[(common_surnames.get('m', 0) > 0) & (common_surnames.get('f', 0) > 0)]\n",
"common_surnames['total'] = common_surnames['m'] + common_surnames['f']\n",
"common_surnames = common_surnames.reset_index()\n",
"top_common_surnames = common_surnames.sort_values(['province', 'total'], ascending=[True, False])\n",
"top_common_surnames = top_common_surnames.groupby('province').first().reset_index()\n",
"\n",
"for _, row in top_common_surnames.iterrows():\n",
" print(f\"{row['province'].upper()} → {row['surname']} ({row['m']} M / {row['f']} F) - Total: {row['total']}\")"
]
},
{
"cell_type": "code",
"execution_count": 30,
"id": "497dd072-b4ee-4b2a-8887-db7543969855",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Top 10 middle names for sex: f\n",
" ilunga 8881\n",
" kasongo 6670\n",
" kazadi 5320\n",
" ngoy 5118\n",
" ntumba 4987\n",
" mutombo 4785\n",
" kabeya 3752\n",
" mukendi 3704\n",
" matondo 3666\n",
" ngoyi 3588\n",
"\n",
"Top 10 middle names for sex: m\n",
" ilunga 15062\n",
" kasongo 11344\n",
" ngoy 10703\n",
" mutombo 8881\n",
" kazadi 8790\n",
" ntumba 7446\n",
" ngoyi 7445\n",
" kabeya 6425\n",
" mukendi 6333\n",
" kalala 6214\n",
"\n"
]
}
],
"source": [
"# Grouping middle names by sex\n",
"middlenames_by_sex = df_simple.groupby(['middle_name', 'sex']).size().reset_index(name='count')\n",
"middlenames_by_sex = middlenames_by_sex.sort_values(['sex', 'count'], ascending=[True, False])\n",
"top10_middlenames_per_sex = middlenames_by_sex.groupby('sex').head(10)\n",
"\n",
"for sex, group in top10_middlenames_per_sex.groupby('sex'):\n",
" print(f\"Top 10 middle names for sex: {sex}\")\n",
" for _, row in group.iterrows():\n",
" print(f\" {row['middle_name']:<15} {row['count']}\")\n",
" print()\n"
]
},
{
"cell_type": "code",
"execution_count": 31,
"id": "78253678-8bcd-4c29-9412-b0b4a5d5268c",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"AUTRES\n",
" ngoy 3646\n",
" ilunga 3591\n",
" kasongo 2761\n",
"\n",
"BANDUNDU\n",
" moke 3243\n",
" mbo 1634\n",
" mpia 1444\n",
"\n",
"BAS-CONGO\n",
" ngoma 3570\n",
" nlandu 2066\n",
" khonde 1787\n",
"\n",
"EQUATEUR\n",
" mboyo 1226\n",
" lokuli 1071\n",
" nkoy 724\n",
"\n",
"KASAÏ-OCCIDENTAL\n",
" ntumba 4552\n",
" muamba 2830\n",
" ngalamulume 2329\n",
"\n",
"KASAÏ-ORIENTAL\n",
" ngoyi 8302\n",
" ilunga 6402\n",
" kazadi 5260\n",
"\n",
"KATANGA\n",
" ilunga 8185\n",
" ngoy 8108\n",
" kasongo 6136\n",
"\n",
"KINSHASA\n",
" matondo 3989\n",
" ntumba 3289\n",
" ilunga 3232\n",
"\n",
"MANIEMA\n",
" ramazani 835\n",
" amisi 625\n",
" shabani 525\n",
"\n",
"NORD-KIVU\n",
" tsongo 1678\n",
" bahati 1212\n",
" mahamba 946\n",
"\n",
"ORIENTALE\n",
" ramazani 549\n",
" bahati 476\n",
" yenga 432\n",
"\n",
"SUD-KIVU\n",
" bisimwa 1658\n",
" bahati 1633\n",
" mirindi 1049\n",
"\n"
]
}
],
"source": [
"# Grouping middle names by region\n",
"middlenames_by_region = df_simple.groupby(['province', 'middle_name']).size().reset_index(name='count')\n",
"middlenames_by_region = middlenames_by_region.sort_values(['province', 'count'], ascending=[True, False])\n",
"top3_middlenames_per_region = middlenames_by_region.groupby('province').head(3)\n",
"\n",
"for province, group in top3_middlenames_per_region.groupby('province'):\n",
" print(f\"{province.upper()}\")\n",
" for _, row in group.iterrows():\n",
" print(f\" {row['middle_name']:<20} {row['count']}\")\n",
" print() "
]
},
{
"cell_type": "code",
"execution_count": 32,
"id": "1e8697a3-edcb-4d15-a33f-0f3b8a8adcd0",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"AUTRES - f\n",
" ilunga 1196\n",
" kasongo 917\n",
" ngoy 824\n",
"\n",
"AUTRES - m\n",
" ngoy 2822\n",
" ilunga 2395\n",
" kasongo 1844\n",
"\n",
"BANDUNDU - f\n",
" mbo 669\n",
" mpia 590\n",
" modiri 580\n",
"\n",
"BANDUNDU - m\n",
" moke 2829\n",
" mbo 965\n",
" n 894\n",
"\n",
"BAS-CONGO - f\n",
" ngoma 1574\n",
" nlandu 920\n",
" khonde 797\n",
"\n",
"BAS-CONGO - m\n",
" ngoma 1996\n",
" nlandu 1146\n",
" muanda 999\n",
"\n",
"EQUATEUR - f\n",
" mboyo 462\n",
" lokuli 362\n",
" lokwa 219\n",
"\n",
"EQUATEUR - m\n",
" mboyo 764\n",
" lokuli 709\n",
" nkoy 509\n",
"\n",
"KASAÏ-OCCIDENTAL - f\n",
" ntumba 1136\n",
" muamba 679\n",
" mulumba 597\n",
"\n",
"KASAÏ-OCCIDENTAL - m\n",
" ntumba 3416\n",
" muamba 2151\n",
" ngalamulume 1790\n",
"\n",
"KASAÏ-ORIENTAL - f\n",
" ngoyi 2488\n",
" ilunga 1817\n",
" kazadi 1522\n",
"\n",
"KASAÏ-ORIENTAL - m\n",
" ngoyi 5814\n",
" ilunga 4585\n",
" kazadi 3738\n",
"\n",
"KATANGA - f\n",
" ilunga 3504\n",
" ngoy 2664\n",
" kasongo 2578\n",
"\n",
"KATANGA - m\n",
" ngoy 5444\n",
" ilunga 4681\n",
" kasongo 3558\n",
"\n",
"KINSHASA - f\n",
" matondo 2325\n",
" ntumba 1947\n",
" ilunga 1606\n",
"\n",
"KINSHASA - m\n",
" matondo 1664\n",
" ilunga 1626\n",
" kasongo 1539\n",
"\n",
"MANIEMA - f\n",
" fatuma 162\n",
" feza 153\n",
" sifa 123\n",
"\n",
"MANIEMA - m\n",
" ramazani 713\n",
" amisi 523\n",
" shabani 421\n",
"\n",
"NORD-KIVU - f\n",
" tsongo 739\n",
" furaha 525\n",
" bahati 522\n",
"\n",
"NORD-KIVU - m\n",
" tsongo 939\n",
" bahati 690\n",
" muhindo 578\n",
"\n",
"ORIENTALE - f\n",
" mave 406\n",
" neema 320\n",
" furaha 265\n",
"\n",
"ORIENTALE - m\n",
" ramazani 409\n",
" baraka 300\n",
" kombozi 290\n",
"\n",
"SUD-KIVU - f\n",
" bisimwa 726\n",
" bahati 717\n",
" mirindi 456\n",
"\n",
"SUD-KIVU - m\n",
" bisimwa 932\n",
" bahati 916\n",
" mirindi 593\n",
"\n"
]
}
],
"source": [
"# Grouping middle names by province and sex\n",
"middlenames_by_province_sex = df_simple.groupby(['province', 'sex', 'middle_name']).size().reset_index(name='count')\n",
"middlenames_by_province_sex = middlenames_by_province_sex.sort_values(['province', 'sex', 'count'], ascending=[True, True, False])\n",
"top3_middlenames_by_province_sex = middlenames_by_province_sex.groupby(['province', 'sex']).head(3)\n",
"\n",
"for (province, sex), group in top3_middlenames_by_province_sex.groupby(['province', 'sex']):\n",
" print(f\"{province.upper()} - {sex}\")\n",
" for _, row in group.iterrows():\n",
" print(f\" {row['middle_name']:<20} {row['count']}\")\n",
" print()"
]
},
{
"cell_type": "code",
"execution_count": 33,
"id": "38a99578-e224-472b-95ac-e2f2510f8347",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"AUTRES\n",
" ngoy 3646\n",
" ilunga 3591\n",
" kasongo 2761\n",
"\n",
"BANDUNDU\n",
" moke 3243\n",
" mbo 1634\n",
" mpia 1444\n",
"\n",
"BAS-CONGO\n",
" ngoma 3570\n",
" nlandu 2066\n",
" khonde 1787\n",
"\n",
"EQUATEUR\n",
" mboyo 1226\n",
" lokuli 1071\n",
" nkoy 724\n",
"\n",
"KASAÏ-OCCIDENTAL\n",
" ntumba 4552\n",
" muamba 2830\n",
" ngalamulume 2329\n",
"\n",
"KASAÏ-ORIENTAL\n",
" ngoyi 8302\n",
" ilunga 6402\n",
" kazadi 5260\n",
"\n",
"KATANGA\n",
" ilunga 8185\n",
" ngoy 8108\n",
" kasongo 6136\n",
"\n",
"KINSHASA\n",
" matondo 3989\n",
" ntumba 3289\n",
" ilunga 3232\n",
"\n",
"MANIEMA\n",
" ramazani 835\n",
" amisi 625\n",
" shabani 525\n",
"\n",
"NORD-KIVU\n",
" tsongo 1678\n",
" bahati 1212\n",
" mahamba 946\n",
"\n",
"ORIENTALE\n",
" ramazani 549\n",
" bahati 476\n",
" yenga 432\n",
"\n",
"SUD-KIVU\n",
" bisimwa 1658\n",
" bahati 1633\n",
" mirindi 1049\n",
"\n"
]
}
],
"source": [
"# Find middle names common to both sexes per region\n",
"common_middlenames = df_simple.groupby(['province', 'middle_name', 'sex']).size().unstack(fill_value=0)\n",
"common_middlenames = common_middlenames[(common_middlenames.get('m', 0) > 0) & (common_middlenames.get('f', 0) > 0)]\n",
"common_middlenames['total'] = common_middlenames['m'] + common_middlenames['f']\n",
"common_middlenames = common_middlenames.reset_index()\n",
"common_middlenames = common_middlenames.sort_values(['province', 'total'], ascending=[True, False])\n",
"top3_common_middlenames = common_middlenames.groupby('province').head(3)\n",
"\n",
"for province, group in top3_common_middlenames.groupby('province'):\n",
" print(f\"{province.upper()}\")\n",
" for _, row in group.iterrows():\n",
" print(f\" {row['middle_name']:<20} {row['total']}\")\n",
" print()"
]
},
{
"cell_type": "code",
"id": "bdd0845d-c1e5-45db-97cb-6070190ba177",
"metadata": {
"ExecuteTime": {
"end_time": "2025-09-01T05:52:21.323756Z",
"start_time": "2025-08-31T19:32:48.031344Z"
}
},
"source": [
"# Pie chart of surnames by sex\n",
"sex = df['sex'].value_counts()\n",
"plt.figure(figsize=(7, 7))\n",
"plt.pie(sex, labels=sex.index, autopct='%1.1f%%', startangle=140)\n",
"plt.axis('equal')\n",
"plt.show()"
],
"outputs": [
{
"data": {
"text/plain": [
"<Figure size 700x700 with 1 Axes>"
],
"image/png": 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Yg2/gusc/490vV3PE3ePYUOtiLn0Bhn3XdjwREWlMb/8EFozW4t9moiLTDBzH4WcvzWL6ss0ArKtIMPyO0cxaXgan3IU5/S/gxu2GFBGRxuF78PyVsG6utmU3AxWZJmaM4aFxC3h52ortXp704awHPuaFz5bB0Kswl78C2UV2QoqISONKVASHnVZv0MhME3OM0RWeTSXp+0ycv4GrHv0Ufxcf5asP78avT+sLpctwnjwHNi5svpAiItJ0Oh8GV7+tUfcmpBGZJpL0fdaU1XLr09N2WWIAHp24mEv/9RnJgo6YG8ZB96OaJ6SIiDStZZ9qJ1MTU5FpKgZuenIqZTV7NqQ4ccEGRv1pAqVeZjDNNPSqps0nIiLNY9IDMOdNTTE1ERWZJnLH23OYtbx0r15nxeYaht0xhnlrquCMe+GkP4CjT5GISOS9ehOUrdLi3yagR8lGlvR8Rs9Zyz8/WrRPr1+b9Dnp3gm8MXMlZvjNwRbtrIJGTikiIs2qphSeuxQwoKWpjUpFphF5vmFjZYL/en7Gfr+tW5+Zzt3vzoUeozDXjYairvsfUERE7Fk1E97+KTi6x6Axqcg0Ige45elpbK6qa5S39/exC7jm8el4Rd0wN46DzsMa5e2KiIgln/0LZr0QnDUjjUJFppEYY/jT+/OYsnhTo77dMXPXcvxfP6bC5GCuehMGXdiob18kVS0pj3HtmGKGvNCGUa+V8MhXuVv+7LO1GZzzTisOer4NZ73diomrM3f6dqqSDr/8tJBhL7Xh0Bfb8KtPC6ms2/oT9VPzchn2UhtOeqM1M9ZnbHl5woMTX2/N2mp9m5VveOP7ULpM62Uaib7CGkHS8/lk4Qb+PnZ+k7z9xRuqGHbnGBZvrIVzHobjfq2hSZFd8A3cMK6Y4iyfV07ewO2HlvL3L/J5fXE2G2pcvju+mFO7VvP6qRs4pUsNN48vYnXVjr8d/mFaAZ9vyOCfx2zksWM3MmtDBndOD9atbaxxuGtGAfcesZlzuldz+2eFW17vhYU5HN2hljY5unNHviFRGZz8K41CRWY/eb6hvCbJ956ZsdvzYvZHVcLnmD+N48Ov1mCO+C/MBU9CRu7uX1EkDa2vcTmguI7fHFpGtwKPozskGNE2wdR1mUxbl0HMgesOqKJzvsd3B1SSFWO70ZRtZbiGXx1SxoEtkwxomeTcHtVMXReM4CyriFOY6TO8bYITOtewsCw49Czhwb/n5nF9/8pme58lYlbNgA9vt50iJajI7CfHgVufmca6itpm+feuffwz7h8zH/qegrn2fSjs0Cz/rkiUtMnx+evIUvIzDMbA1HUZTFmbyWFtExRl+WxOuLy3LAtj4IPlWVQmHfoU7XiY/7ZDyhlaEqx7W14R440l2RzWJgFAu1yP0lqXlZUuX2zMoH1usO7hpYU5HNleozGyG5Pug4XjNMW0n3RFwX7wjeHBMQu45725zf5vnzqwHfddOAi3djPOUxfAymnNnkEkCo55rYSVVTGO6VDDA0duxnXgt1MLePrrXFwHPONwx7BSzulRvcu387NJLXh1cQ4d85I8d8JGSupLyh9n5PPonDyyYoY/H17KEe1rOeOt1vz7uI0qMrJ7+W3hlsmQVQhuzHaaSFKR2UdJz2fW8lLOf2gSXlPOKe1Cv7YFvHzTMHLi4Lx8A3z5qpUcImE2e0Oc9TUxfvNZISd0quEHgyr44cdFDG6d4JgOtby3PJsn5ubywkkb6Fm4850k80tjVNS5/GlmAeUJh5dP3oBbv1StNOGQHTNkxeC5+Tl8XRrnpgGV/HhiC5ZUxLm4V5WmmWTn+pwElzxvO0VkaWppHxhjqPMM/++Z6dZKDMCcNeUMv3MsK8qTcMHjcNRPrGURCauBrZIc07GWnw8p49n5uTz0RR4GuPXASga0TPLDQRUMblXHv+fm7fLt9GrhcVDrOv5y+GbmlsaZsnbrTqcWmUGJqfPhsbl5XH9AJX+bnU+vFklePXk9T32dy+cbdWmg7MS8d2HyP7Qlex+pyOwDx3H4/VtfsWLzroeim0NZTZIj7hrLx/PXw7G/xJz7CMSzbMcSsWp9tcsHy7f/OujVIkmd7zBncwb9irY/6+mA4jpWVn57WD/hwbvLsqjYZrt16xyfokyfTbXf3jn46qIcRrarpW2uz7R1GRzRvpbCTMNBrRNbFgiL7ND7v4YN83Uf0z5QkdlLSc/ns8UbeWryEttRtnPpI5P554SFMOAczNXvQH4b25FErFleGePWCUWs2WZL9ecbM2iZ5dEmx2N+2fajIwvL43TK//YDiOvAf3/SgrErtpailZUum2pderbY/qfnpA+PzglGYxpe15ig7Hi+o1PpZdeStfDqd3W/3j7QR2wv+QZ+8uKsUH5T+u2bX/GjF2dj2g7E3Dge2h5oO5KIFQNb1jGgZZL/mdyC+aUxxq3M5I8zCvjugErO71nN+JVZPDYnl2UVMR6bk8tHq7K4pHcwwlqThHX1h9jFXbiwZzV/npXPZ+sy+HxjnB9+XMRxnWrp3WL74vPqohxGtA1GYwAGtqrj9SXZfLkxzqdrMzmodeOc+C0pbMU0+PRhTTHtJS323QvGGO58ew4PjV9oO8ouDezYghduOJQs18d58WqY+7btSCLNbk2Vy2+nFjJpTSY5ccNlvau4sX8ljgMfLs/ib7PzWVoRo3uBx48PKufwdsGW6pcX5vDzyS2Ye/FqIJhe+susAl5fnE1V0uHEzrX8cmgZ+Rlbv3UmfTjr7Vb865hNW4rM6iqXH3xcxILSOJf3reJ7Ayua/4Mg0ZNVAP9vKuS21i6mPaQis4eSns/cNeWcef/HVhf47qmWuZm8/f2RtCnMxnn/Npj4N9uRRERkT/Q7DS562naKyNDU0h5yHIcfvzAzEiUGYGNVghF3jWHqks1w4m8xZz0AsR2fXCoiIiEy583gSQfl7REVmT3g+4b7x8znq1XltqPsFd+H8/4xKViYPPhizJWvQ25L27FERGR33voxeLWEckFmyKjI7EbS81m8oZIHRjfNhZDN4RevfM4vX/sS0/EQzA3joHUf25FERGRXylbCB7/RBcF7QEVmN1zX4UfPzyThRfuo8acmL+XC/5tCXW47zPVjoOextiOJiMiuTHkEVk7XFNNuqMjsgucbHv14EdOXbbYdpVFMWbyJI+8Zz8ZEDHPpi3DY9bYjiYjIzhgfXrtVozK7oSKzE55vWF1awz3vzrMdpVGtKatl+J1j+GJVBZx6D+bUe7TFT0QkrNZ8DhPv09kyu6AisxMx1+EnL86kui71/vPUeYbT7/uIV6Yvh0OvxVz2MmS3sB1LRER2ZNydUL5KZWYnVGR2IOn5vPP5KiYu2GA7SpP64XMz+f1bc6DrEcG6mZY9bEcSEZFvqquG/3xPo+c7oSKzAwb4/Vtf2Y7RLB6ZsIgrHptKsrAz5oax0O0I25FEROSbFnwIs1/UpZI7oCLzDZ5v+OdHi1i20f7N1s1lwtfrGfXnCZR5WZgrXoMhl9uOJCIi3/TOfwejMzpbZjsqMtswxlBeUxfpM2P21YpNNQy7Ywxfr62Gs+6HE3+nW1hFRMKkch28+z/axfQNeqTahuM43P3OXMpr03Poribpc+Jfx/P27FWYEbdgLn4WMvNtxxIRkQbTn4DlUzTFtA0VmXqeb5i/toLnPltmO4p1Nz01jT+//zX0Og5z/YfQorPtSCIiAsG00nu/AjduO0loqMjUi7kOv/nPF5G5FLKp3Td6Ptc/MR2vuCfmxvHQ6VDbkUREBGDpJJj/gU78raciQ7DdevSctXw0f73tKKHywVdrOfHej6l08jBXvwUDz7cdSUREILiHKaZRGVCRAYK1Mb9740vbMUJp4bpKht0xliWbEnDuI3DML7TQTETEttWzYfZLGpVBRQbPNzw+cTEL11fajhJalYkko+4Zx9i5a+Hon2LOfxwycmzHEhFJb2N+px8sSfMiY4yhKpHk3g+/th0lEq56dAoPjpkP/U7HXPMuFLSzHUlEJH1tXAjTHk/7HUxpXWQA/vTePEqr62zHiIy7353L956biV/SH3PjBGg/2HYkEZH0Ne7utL+DKW2LjOcblm2q5slPltiOEjmvz1zFaQ9MojreAnPt+3DAmbYjiYikp/JVMPkfaV1m0rbIxFyHv7w/j6S2W++TOavKGX7nWFaVJ+HCJ+DIH9uOJCKSnj76S3B1QZpKyyLjG8PyTVX8Z+ZK21EirawmyeF3jeWThRvguF9hzn4Y4lm2Y4mIpJfqTUGZSdNRmbQsMq7jcO+HX+vwu0Zy0cOf8OjHi2DgeZir3oS81rYjiYikl8l/h5rStLxQMu2KjO8bVpVW88q0FbajpJTbX/+Sn778Oab9QcFJwG36244kIpI+EpUw9g+AikzKcxy478P5WhvTBF74bDnn/GMyiayS4I6m3ifajiQikj6mPgZlq8D3bSdpVmlVZIwxrCuv5cWpy21HSVkzlpUy8o/jWF/tYC55DobfbDuSiEh68Opg9P+Cm1YP7elVZADuHzOfhJdebbW5ra9IMPzO0cxcVgon34E5416IZdiOJSKS+mY9D+vmpdXC37QpMsYYNlYmeG7KMttR0oLnw3cenMhzU5bCwVdgLn8NcoptxxIRSW3Ghw9uAzdmO0mzSZ8iAzw4dgG1SY3GNKefvTSb2/7zJabzMMwN46BVL9uRRERS27y3YcOCoNSkgbQoMsYYSqvqeGqyTvG14d+TlnDRI59Sl9cec8NY6DHKdiQRkdRlDEx6AEiPCyXTpMjAP8YtoKYuPdppGH26aBNH3zOBzXUZmMtehkOusR1JRCR1zXwGEhW2UzSLtCgy5bVJntCdStatKqth2J1j+Gp1BZz+F8wpd6fVPK6ISLOpq4Ip/0yLm7FTvsh4vuHh8QupSqTPCu4wSyR9Tv3bR/xnxgo47HrMpS9CVqHtWCIiqWfK/5EO00tpUWR0w3X4fO/ZGdz5zlzodhTmhjFQ3M12JBGR1FK6HL56PThfJoWldJFJej6vTF9BaXVqfxKj6qFxC7nq8Wl4hV2CHU1dRtiOJCKSWj55IOXP8UrpIhOPufx70mLbMWQXxs1bx3F//Zhyk4258g046BLbkUREUseyT2HVzJQ+IC9li4znG2Yu28wXK8tsR5HdWLKhiuF3jmHhhmr4zt/h+NuDS7FERGT/TbwvpTdWpGyRibkOj3682HYM2UNVCZ/j/jye975YjRn5fcxFT0Nmnu1YIiLR9+WrULkuOIskBaVskdlcleCt2atsx5C9dMMTU7n3g6+h90mYaz+Awo62I4mIRJtXB5/8I2VP+k3JIuP5Pk9NXqrLISPqrx9+zXefnI7fqjfmxvHQ8WDbkUREom3qo2BSc51MShYZB4enJy+1HUP2w7tfruGkez+myi3AXP0OHHiu7UgiItFVtQFmPpuSW7FTrsgkPZ/Rc9eyYnO17Siyn+avq2T4XWNZXpaE8/4Fo/7bdiQRkej65O8puRU75YpMPOby+MTFtmNIIymvSXLk3WMZP28djPo55rxHIZ5tO5aISPSs/RIWTUi5awtSqsj4xrB0YxUfzV9vO4o0siv+9SkPjVsA/c/CXPMu5Le1HUlEJHom3Q9u3HaKRpVSRQYDj328KFV3mKW9O96eww+em4VpMyBYBNxukO1IIiLR8vW7sHlpSm3FTqkik/B8Xpy63HYMaUKvzVzJGQ9+Qk1mMeba96HfabYjiYhEhzEw46mU2sGUMkUm6fm8On0FZTWpNfcn3/bFyjJG3DWWNZU+5sInYeQPbEcSEYmO2S+m1PRSyhSZeMzl5ekrbMeQZrK5Ksnhd49hyuLNcMLtmO/8HWKZtmOJiITfhvmwenbKHJCXMkVmbXkNUxZvtB1DmpHvwwUPTeKJSYth0EWYq96A3Fa2Y4mIhN/MZ1NmnUxKFJlgWmllqnxOZC/96rUv+Pkrn2M6HBwsAi7pZzuSiEi4ffFyylzOmxJFJh5z+c9MTSuls2enLOO8h6aQyGmDuX409DrOdiQRkfAqWwlLJ4Mf/UW/kS8ypv7smM9XlNmOIpZNW7qJI+4ex4ZaF3PpizDsRtuRRETCa9ZzKTEqE/ki4xnDK9O05VoC6yoSDL9jNLOWl8Epd2NO+3NKrc4XEWk0X76aEgt+I19k4q7Lf2autB1DQiTpw1kPfMwLny2DQ67GXP4KZBfZjiUiEi7Vm2D+6MhfWRDpIuP7hrmry1iwrtJ2FAmhn7w4i9++8RV0ORxzw1ho2cN2JBGRcJn9fORHrSNdZAzw8jQt8pWd+9fHi7n0X5+RLOiIuWEcdD/KdiQRkfCY+xYka22n2C+RLjIx1+F1TSvJbkxcsIFRf5pAqZcZTDMNvcp2JBGRcEhUwpw3wauznWSfRbbIeL5h2pJNrCytsR1FImDF5hqG3TGGeWuq4Ix74aQ/gBPZ//4iIo1n9vMQy7CdYp9F9ju548ArupJA9kJt0uekeyfwxsyVmOE3YS55HrIKbMcSEbFr/odQW247xT6LbJExBt6avcp2DImgW5+Zzh/fnQc9j8Fc9yEUdbEdSUTEHi8Bn78c2emlSBYZz/eZuGA9GyoTtqNIRD04dgHXPj4dr6g75obx0HmY7UgiIvZ8/mJkp5ciWWQcx+GDr9bajiERN3ruWk7468dUkIO56k0YdKHtSCIidiz+CCrX2U6xTyJZZFzHYexcFRnZf4s2VDHszjEs3lgL5zwMx/06JY7sFhHZK8aHr16P5PRSJIvM8k1VLNlQZTuGpIiqhM8xfxrHh1+twRzxX5gLnoCMXNuxRESa14IxkZxeilyRqfN8PtS0kjSBax//jPvHzIe+p2KufQ8K2tuOJCLSfBZPiOTdS5ErMhkxl3HzojmPJ+H3p/fmccszM/Bb98PcOAE6DLEdSUSkeVRvglWzg23BERK5IlPn+XyycIPtGJLC3pq9mtPum0R1vBBzzbvQ/zu2I4mINI8FH0TuEslIFRnPN3y2eCNVCc92FElxc9aUM/zOsawoS8IFj8NRP7EdSUSk6UVwnUykigzA6DmaVpLmUVaT5Ii7x/Lx/PVw7C8x5zwC8SzbsUREms6yyZG7RDJSRSbmOoybp4W+0rwufWQy/5ywEA48B3P1O5DfxnYkEZGm4SVgycfgR2fmI1JFZl15LfPWVNiOIWnot29+xY9enI1pOxBz43hoO8B2JBGRprFgtO0EeyUyRabO8/lwzhrbMSSNvTxtBWf9fTK1mS2DO5r6nGw7kohI41swBtyY7RR7LDJFJiPmMnau1seIXbNXlHL4XeNZW2UwFz8Dh/8/25FERBrX2i+CrdgREZki4/mGifPX244hwsaqBCPuGsO0pZvhxN9hzro/cqv8RUR2yhiY/wF40diGHYki4xvDjGWbKauJxgdVUp/vw7l/n8TTk5fA4EswV/wHcoptxxIRaRwLx0ZmeikaRcY3fKTRGAmh/3nlc3712peYTocGi4Bb97YdSURk/y0cG5kLdCNRZOIxl6mLN9qOIbJDT05eyoX/N4W63HaY68dCz2NtRxIR2T+ly2HjItsp9kgkioxvDNOXbrYdQ2SnpizexJH3jGdTIoa59EU47HrbkURE9s/898Grs51ityJRZBauq6C8VutjJNzWlNUy7M4xfLGqAk69B3PqPZGZYxYR+ZaFYyOxkSH0RabO85m8UNNKEg11nuH0+z7ilenL4dBrMZe9DNktbMcSEdl7iyZE4oTf0BeZjJjL1KXR2c8uAvDD52by+7fmQNcjMNePgZY9bEcSEdk7tWWwYb7tFLsV+iID8NliFRmJnkcmLOKKx6aSLOyMuWEsdB1pO5KIyN5ZOS3058mEvshsrkqwdGOV7Rgi+2TC1+sZ9ecJlHlZwVkzQy6zHUlEZM+tnh36bdihLjK+HxyEJxJlKzbVMOyOMcxfXw1nPQAn/BacUH/piYgEVs8O/aaFUH839Y1hpoqMpICapM8JfxnPO5+vwhx+a3BPU2a+7VgiIru2erbtBLsV6iITj7nMXF5qO4ZIo/nuk9P48/tfQ6/jMdd9AC06244kIrJz1ZugfJXtFLsU6iIDMGv5ZtsRRBrVfaPnc/0T0/Fb9gyuNeh0iO1IIiI7t3JGqLdhh7rIrC2rYX1FwnYMkUb3wVdrOeHeiVQ6eZir34aB59mOJCKyY6tmgvFtp9ip0BYZz/eZpvNjJIUtXFfJsDvGsnRzAs79JxzzP6HfHSAiaWj17FCf8BvaImOAWVofIymuMpHk6D+OY+zctXD0zzDnPw4ZObZjiYhstXqW7QS7FNoiE3dd5q0ptx1DpFlc9egUHhwzH/qdjrnmXShoZzuSiEhg81KorbCdYqdCW2QgGHoXSRd3vzuX7z03E7+kP+bGCdB+sO1IIiKB1bPAGNspdii0RSbp+zrRV9LO6zNXcdoDk6iJt8Bc+z4ccIbtSCIisGoG+HW2U+xQaIvMik3VJP1wtj+RpjRnVTnD7hzLqvIkXPgkHPkj25FEJN2tmgWxTNspdiiURcb3DfPWhHc+TqSpldUkOfyusXyycAMc92vM2Q+F9puIiKSBEJ/wG8oi4xnDgrUqMiIXPfwJj368CAaej7n6LchrbTuSiKSj9XPB09TSHou7DgvWq8iIANz++pf89OXPMe0PwtwwHtocYDuSiKQbrw7Wf207xQ6Fssg4jsOCtdqxJNLghc+Wc+4/JpPILsFc9yH0PsF2JBFJNyunhnJUJpRFBmChRmREtjN9WSkj/ziO9TUu5pLnYfjNtiOJSDpZPz+Up4+HssiUVtexuSp8rU/EtvUVCUbcOTq4Ff7kOzBn3Bvqo8NFJIWULQc3bjvFt4SyyCxYp9EYkZ1J+vCdByby3JSlMOQKzOWvQU6x7VgikurKVtpOsEOhKzJ1nq+rCUT2wM9ems1tr3+J6TwMc8M4aNXLdiQRSWWlK2wn2KHQFRnXcXQ1gcge+vekJVz8zynU5bXH3DAWeoyyHUlEUlX5KtsJdih0RSbmOppaEtkLkxdu5Oh7JrC5Lo657GU45BrbkUQkFXkJqNpoO8W3hK7IACxerzuWRPbGqrIaht05lq9WV8Dpf4GT7wQ3ZjuWiKSasvBNL4WyyKwrr7EdQSRyEkmfU//2Ef+ZsQIz7EbMJS9AVqHtWCKSSjYtAePbTrGd0BWZRNKnrCZpO4ZIZH3v2Rnc9c5c6H405vrRUNzNdiQRSRVlK8AP12N06IrMpqqE7QgikfePcQu5+t/T8Fp0DRYBdxlhO5KIpIKyFeCEqzqEKw2wtkzTSiKNYezcdRz3148pNzmYK9+AwRfbjiQiUVe2InSH4oWqyPjGsFpFRqTRLNlQxfA7x7BwQzWc/Q84/jehPGJcRCIihGfJhKrIeL5hXXmt7RgiKaUq4XPcn8fz3herMSN/gLnwKcjMsx1LRKJIu5Z2T0VGpGnc8MRU/vbh19DnJMy170NhR9uRRCRqyldp19KuxFyHdRVa7CvSVP7ywdfc9NRM/FZ9MDeOh44H244kIlHi1UH1JtspthOqIuM6jkZkRJrYO1+s5uS/TaTKzcdc/Q4ceK7tSCISJSFbJxOqIgOaWhJpDl+vrWD4XeNYXpaE8/4Fo/7bdiQRiYrNS8APz/RS6IrM+goVGZHmUF6T5Mi7xzJ+3joY9XPMeY9CPNt2LBEJu7IVYMJzKJ6KjEiau+Jfn/LQuAXQ/yzMNe9AflvbkUQkzMpWhepQvPAkAaoTHlUJz3YMkbRzx9tz+MHzszBtDgwWAbcbaDuSiIRVbbmKzM5srNSOJRFbXpuxkjMf/ISazOJge3bfU21HEpEwSqjI7JTuWRKx6/OVZYy4ayxrKg3moqdg5PdtRxKRsElU2k6wnVAVmWpNK4lYt7kqyeF3j+GzJZvhhP/FnPUgxDJtxxKRsFCR2bnqOhUZkTDwfTj/H5N4YtISGHwx5srXIbel7VgiEga15bYTbCc0RcYYQ42KjEio/Oq1z/n5K59jOg4NFgGX9LUdSURs04jMjvkqMiKh9OyUZZz30BTqctpirh8DvY6zHUlEbFKR2TFjoDYZnpMCRWSraUs3MfLucWyodTGXvgjDbrQdSURsSVTYTrCduO0ADQwqMiJhtq4iwfA7RvPSTSMZfMrdmNZ9cd7+KfjhOeFTRAA3BvEcyMje9+cZOVt+bTLyICMXMnPrX5aDY/t93EZ4ioyB2qSmlkTCLOnDWQ98zB/PG8R5h1yNad0b57nLoWaz7Wgi4RXLrC8G2XvxfMclw2TkbC0VGXlb/zyeFbxePBPH3fOHdmMMGB+Mj+8bjDF4xuAZSHpQZyDhGeqSPgnPkEh41FT5HFRocJ1w1JnQFBmA2jqNyIhEwU9enMVXq8r41amHY24Yi/PkObBxoe1YIntmZwVir8tGDiaeA5l59a+fu/XP4lnBUywLx93zVRzG+OD7GONjjME34PlBsajzoc6DOt+QSPokPJ/aKo/apE9NnUd1XRnVdT7ViSRVCY/KhEdlbZKKmjrKa5OU1yQpr66jrCZJWXUdpdV1VO7jsSfzfncKmXEVme04DtRoREYkMv718WLmrC7n8asOJn7DOJxnL4HFE2zHkqhx3L0oDrm7mRbJxmTkbl8stoxuZEMsEyeetVfxjO+BMVuKhWcMng+eHxSLhA91nh8Ui6RPba1PTdKjpi5BTaKa6jqfqkSSykSSqlqPitokFbUeFbV1lNckKatOUladoLS6jtKaJImILLFIej6Z8XAssw1PkUEjMiJRM3HBBkb9eQJv3jqSFle8ivPGf8G0x23Hkv0Ry9iP9RXfLhvbr6/I3n7EIpaJE8vY42jbTYMYg/G3FovklhELE0yBJH0SCY/aKp+aOp/quipq6iqoSnhU1ZeKykSSytok5bVJKupHKcpqkpTV1FFanaCsJomvh6UdqvON7QhbhKfIOI4W+4pE0IpNNQy/Ywyv3TKSvmf+DUr6wHu/Ch5wZP/txfqJ3T3fur4ib5vCkb1NsdjfaRCDX18qkltGK8yWEYvaGp/aCq++WFRQnfDqLwtOUpmoH62oqaOi1qO8po6ymqBYlFfXsbkqGNWQcKjzwvP1HZoiE3MdLfYViaiapM9J907g/kuGcNrwm6FVH5yXrgndCaD7zXF2sLsjdydlYw/WV2Tk1C/YrF9b8Y1isffTIMFoxbemQUzD2gpIeD51nk9t0qe2wqc26VFTV0dNXc2WUhGsr0hunQapqZ8GqUlSWhW9aRBpfCoyO1GjqSWRSLv16el8NaonPz7xWMx1H+I8dR5sXtp0/6Ab37PisM1W0u2nQbb/uyYjr343yLaLNrcu3NybaRBoWF9RP1rhByMW3jdGK7ZMg9R51FYHBaO6roaaRGX9NIi3ZY1FZU392or6hZtl1XX1izaTlNUkUK+Q5lKX1NTSDmlERiT6Hhi7gK9Wl/PwpYOJ3TAO5z+3QvWmXRaIHS3mNBnZwWhFZu42RSSH7XeDxPY4l6lfW2H8YOGmb4ITxRsWbW5dX7HNNEiyYRqkkupEGdV19cWiNlhbUZEICkVFzTY7QWrqKKsOXi6SqjyjIrNDIfq4iMh+GD1nLSf89WP+c+sICi56eod/55vTIA2lIukHZ1fU+cFPfVuKxZZtpkmqE7XU1JeKytrkDqZBtq6xKK2uo7SqjhoNV4g0moxYOLZeQ8iKTFi2conI/lu0oYphd4zh2L5t60cpNA0ikioyYuF5vA5VkcmK7/kwsYiEX1XC543Zq2zHEJFGlhmiIhOaJL4xGpERERGJgHiIppZC0xyMMWSpyIiIiIRemKaWQpPEmHANVYmIiMiOaURmBwyQlRGaOCIiIrIDjgPxvTgBuqmFJolGZERERMIvbI/VoUqjxb4iIiLhpiKzE46jIiMiIhJ2GSF7rA5VGp0jIyIiEm4akdkJ13E0IiMiIhJyGfHw7FiCEBUZh/C1PBEREdleZixcsyehaQ6u65Ct7dciIiKhlqkRmZ3LyghXyxMREZHt5WaG6prGcBWZ4pwM2xFERERkF1rlZdqOsJ1QFZnWBVm2I4iIiMgutMrPxBhjO8YWoSoyxbnhankiIiKyvVb5WSR9FZkdyoy7FGSFa+5NREREtmqVl0mIBmTCVWRA00siIiJh1jo/i5gbnp1LoSsyYVtEJCIiIlu1KVSR2SWNyIiIiIRXm5A9ToeqyPjG0Do/XB8gERER2aplXrgep0NVZDzfUJKvqSUREZEwirkOBdnh2pQTqiIDaERGREQkpIpzM3Cd8KyPgZAVmZjraI2MiIhISLUK2bQShKzIuI5Du8Js2zFERERkB1qFcPlHqIoMaNeSiIhIWIVx+UfoikxLXVMgIiISSq3yM/FCdD0BhLDI5GTGyMmI2Y4hIiIi39ChKEdFZk90aZlrO4KIiIh8Q/fWecRj2rW0W91L8mxHEBERkW/o3SZf2693J+n59GitIiMiIhImMdehY3GO7RjfEroiA9BDIzIiIiKh0qk4h7gbvtoQukTxmEvvtgW2Y4iIiMg2urcK5yBD6IoMoKklERGRkOlekhe6HUsQ0iJTkJ1BcW6G7RgiIiJSr3vrPHyjIrPHurfOtx1BRERE6vUsySfuhmvHEoS4yPTUgl8REZHQ6FmSjxOyrdcQ0iJT5/l01zoZERGRUMiKu7QpDN89SxDSIuM6Dj1LNLUkIiISBl1b5YbuILwGoSwyMdehd1sVGRERkTAI87rVUBYZgE7FuYRwTZGIiEja6d46l6Tv246xQ6EtMplxlw5F4TsKWUREJN30KMknhDuvgRAXGYDebXTCr4iIiG2DOxWREQtnZQhnKoLLIwd1amE7hoiISFrLznDp1UZrZPaa6zgc3KXIdgwREZG0NqBDC2IhXrQa3iLjOgzpUmw7hoiISFob3KlFKO9YahDaIgNQmJNBl5a5tmOIiIikrcGdizBhXelLyIsMwEGdi2xHEBERSVuHdG1JPKQLfSHkRabO81VkRERELCnKzaBjcbiPQgl1kYm7DkO7ap2MiIiIDYM6hn/3cKiLjOM4HNC+kIxYeFdLi4iIpKrBnYtIeuE80bdBqIsMBCf89mtXaDuGiIhI2hnSpQgnpJdFNgh9kfGNYbDWyYiIiDS7IV2KQ32GDEShyPiGISoyIiIizapDi2yKczNtx9it0BeZeMzlkG5a8CsiItKcojIbEvoiA9C1VR6F2XHbMURERNLG4M5F1IV8oS9EpMgADOpUZDuCiIhI2jisW0viIV8fAxEpMknP59DuLW3HEBERSQv5WXEGdw7/jiWISJGJuQ5H92ltO4aIiEhaOLxnq9DvVmoQiSLjOA4DOxZRkKV1MiIiIk3tyN4lkVgfAxEpMhCMygzv2cp2DBERkZR3TL8SMkJ8UeS2opGS4ALJkb00vSQiItKUurTMpVNxru0YeywyRSYj5jKqT4ntGCIiIintyN6t8Y2xHWOPRabIAHRrnUe7wmzbMURERFLWUX1KVGSaijGGI7V7SUREpEnEXIcjerUm7kanHkQnKeD5hmP6trEdQ0REJCUN7lREXsR2CEeqyMRjLkf3KYnESYMiIiJRc1Sf1iQjsu26QaSKDEBeVpyhXXWJpIiISGM7pm8b3IgNFkSuyCQ9n1F9tXtJRESkMRXmxBnYsQVuBK4l2Fbkikw85nL8AW1txxAREUkph/dsHbnRGIhgkQHo3baA9i20DVtERKSxHN0nOtcSbCuSRcY3huP6afeSiIhIY4i5DqcObB+Zawm2Fb3EgDFw5kEdbMcQERFJCYf3bEWLnAzbMfZJJItMzHU4pFtL2hRk2Y4iIiISeacP6hDJaSWIaJFpcNqg9rYjiIiIRFpGzOG0iE4rQZSLjIHvHNTRdgoREZFIO6JXCfnZ0TrNd1uRLTKu6zC4cxGdinNsRxEREYmsMwa3j9xpvtuKbJGB4O6l0zW9JCIisk+y4i4nH9iOeESnlSDiRcZx4Owhml4SERHZF0f3KSE3M7rTShDxIuM6Dn3bFdKzJM92FBERkcg5Y3CHSE8rQcSLDDRML+lMGRERkb2RneFyQv+2kZ5WghQoMq4D5xys6SUREZG9cWy/NmRnxGzH2G+RLzKO49C1VR792xfajiIiIhIZZ6bAtBKkQJEBSHo+ZwzW7iUREZE9kZcZ49h+0Z9WghQpMvGYq91LIiIie+j4/m3JjKdEBUiNIgPQrkUOQ7sW244hIiISepcO64rnG9sxGkXKFJmk53PJsC62Y4iIiIRarzb5HNa9JTHXsR2lUaRMkYnHXM4c1IHi3GheQy4iItIcLh3WJSUW+TZImSIDwf1L5x/S2XYMERGRUMrJiHHBIZ1TYpFvg9R5TwjOlLlyRDec1BgtExERaVRnDO5Abmb0z47ZVkoVGcdx6Ficw1G9S2xHERERCZ2rDu9Kiqzx3SKligwEi36vGNHVdgwREZFQGdixBf07tEiZRb4NUq7IxGMux/RrQ6fiHNtRREREQuOy4V1TapFvg5QrMgDGGC4+TFuxRUREAApz4nxnSIeUWuTbIPXeIyDmulw6rAuZKfgJExER2VvnHtyJjBR9TEzN9wooys3k5APb2Y4hIiJi3RUjukGKLfJtkLJFxvN9rjy8m+0YIiIiVg3v0ZLurfNwU2yRb4OULTIx12Vo12L6tSuwHUVERMSay1N0kW+DlC0yEGzFvmy4tmKLiEh6KinI4uQD26XkIt8GqfueEWzFPm9oJ4p0/5KIiKSha4/objtCk0vpIgOQEXO5WmtlREQkzRTmxLlyRDdibmo/1Kf2ewfEXIfrjuxBQVbcdhQREZFmc9mwrmTGU/5hPvWLDEB2RozLdW2BiIikiay4yw1H9Ui56wh2JC2KTMx1uPHonil346eIiMiOnH9IZ1rkpMf60LQoMgAF2XEuGaZrC0REJLXFXIebR/VM1fPvviVtiowD3DyqF1lpMF8oIiLp64xBHehQlIPrpP60EqRTkXEcinMzuPDQzrajiIiINAnXgR+c0BvPT5fxmDQqMg1uPaYXGbH0aKkiIpJeTh/UgW6t8tJikW+DtCoyjuNQUpDFuQd3sh1FRESkUbkO/OD49BqNgTQrMgDGwPeO651WbVVERFLfqQPb06MkP+0e39KuyLiuQ4eiHM46qIPtKCIiIo3CceCHx/dJu9EYSMMiA+D5hu8d15s0K60iIpKiTh7Qjp5t0m80BtK0yMRch26t8jhtYHvbUURERPZL3HX42Sn90nI0BtK0yEAwKvPzUw8gM4WvNhcRkdR38WFd6NoyNy1HYyCNi0zMdWjXIpsrdTO2iIhEVEFWnB+f2Nd2DKvStsgAuI7DD47vTcu8TNtRRERE9totx/QiPzuOkyan+O5IWhcZgKwMl+8f19t2DBERkb3SqTiHa4/snrZTSg3SvsjEXZfLhnelZ0m+7SgiIiJ77Gcn9yO9K0wg7YsMgDGGX51+gO0YIiIie+SgzkWcMbgDcW1YUZEBiMdcRvVtw5G9W9uOIiIislu3ndGfpOfbjhEKKjL1PN9w2xn9dUieiIiE2qkD2zGkS7FGY+rpo1Av5jr0alPABYd0th1FRERkhzJjLr84rX/aHn63Iyoy2/CN4Wcn9yMvM2Y7ioiIyLdccXhX2rfITvudSttSkdmG6zgU5mRw06hetqOIiIhspyg3gx8c1wc3jc+M2REVmW+IuQ43HNWDjkU5tqOIiIhs8f3jepOjGYNvUZHZAdeBn5/az3YMERERAPq3L+SKEd00pbQDKjI7EI+5nD6oA6P6lNiOIiIiaS7mOvzx/EEYowW+O6IisxOeb7jrvEFa+CsiIlZdPbIb/dsXarv1TuijshMx16F1fhY/O0VTTCIiYkeXlrn85KS+aX0p5O6oyOxCzHW4bHhXhnYtth1FRETS0F3nDiSmErNLKjK74RvDPecPJiuuD5WIiDSf84Z2YkTP1ppS2g3HaPXQbvm+4f4x8/nz+/NsR5Eo8ZLEZ7+Gu3wauDG8rsPw+p8K2/x05axfSMbUp0mc9Msdv43KjWS997sd/lHiyFswrXsS++JNYos+xuS1JnnIZZiCNsFfqC0nc9zfSBz3E4hlNvZ7JyJNqHV+JmN+PIq8rLjOjdmNuO0AUeC6Drcc04u3Zq9izupy23EkIuKzXsFZN5+6w2+AZC0ZU57A5Bbjdz8cAKd0JRmfPg6xXXwZ5hZRe8pvtn+7s1/DqVyPadkNp3QFsYUfU3fkzcQWTyb2xZskh18NQOzrsXg9jlCJEYmg288cQE5GTCVmD2i8ag8ZY/jT+YO1h1/2TKISd8lkkgefj2nZFdOmD16vUbgblwLgLppIxvj7MFn5u347jgvZhVuenMoNuCtnkRx6CbgxnPK1mMJ2mKJOeO0H4FSsDV6vtgJ35Wy87iOa+B0VkcZ2/AFtOG1QB00p7SF9lPZQPObSv0MhV4/sZjuKRIC7YRFk5GBab73uwut7HMmhFwV/vmYOyYMvxut19F693fgXb+J3G44paAuAySnGqdwAddW4m5dDThEQjMb4PUZqNEYkYvKz4txxziBdCrkXVGT2guM4/OSkvnRpmWs7ioScU7kBk1uMu3QKGe/fSea7vyM25z0wPgDJ4dfgdxy0d29zwyKcjYtJ9jluy8tMq274rXuS+cYvic0fR7L/KVBbibtylkZjRCLoZyf3pWVepkb/94LWyOylmONw93mDuOjhT2xHkTBLJnAq1hNbNInkwRfh1JQRn/ECxDLxeo/apzcZWzQJv8OgLaMuW/6pw66A2grIyAE3RuyLN/F7jMSpLiX+2VM4iUqS/U7C73LI/r9fItJkDulazOUjutmOETkakdlL8ZjL8B6tuOCQzrajSJg5Lk6yhrpDLwtGTToOwut7PO6iSfv29nwPd/Xn+J2H7vjPs/LBjQVrc1YEozHxWa/gdxpC4shbiM96BapL9/39EZEmlZ3hcs8Fg0n6vu0okaMisw+MMdx2Rn86t9QN2bJjJrsQ48Yht+XWl+W3wanetE9vz9m4BHwfv02fXf692Pxx+N1HQCwTZ8Mi/Db9IKcIk1+Cu2nZPv3bItL0fn16fzoX5xJ39bC8t/QR2weO45AVd3nwkqFkxDSPKd9mWnbF8ZM45Wu3vMwpX4PZptjsDXfTEkxRJ4hl7PwvJapwl8/E63F4/T/oAPULBo2/9dciEiqnDmzHJcO6al3MPlKR2UfxmMuADoX86MS+tqNICJmCNnht+xOf9ixO6QqcNXOIzRuN31AydsVLQE3Zdi9yylZv2am0M9uOxgCYoi64Sz7FWb8Ap3wNflGnfX5/RKRpdCrO4Y/nDcbXLqV9piKzH1zX4btH9+ToPiW2o0gIJQ+9FJPXmozx95Mx9Wm8niPxehy529dzl88g6+3fbPcyp7Yck7mLqcxENe7yGXjdtxal5KCzcNfMIWPyYyQHngW5ujNMJEzirsP9lwwhK+7iajRmn+mKgv3k+YbymjpO+Mt41pXX2o4jIiIR8eMT+3LzMT11eu9+0ojMfoq5DvlZcf520RBUqEVEZE+M6NlKJaaRqMg0gmBLdktuGtVr939ZRETSWsu8TO67eAiaD2kcKjKNxHEc/uuEPhzSVesQRERkxxwH/nzBYIpyMrRLqZGoyDSyBy49mBY5u9giKyIiaeuakd0Z1beNLoRsRPpINqKY69AqP5N7zt+7O3RERCT1HdixkJ+f0s92jJSjItPI4q7LCf3bcfnwrrajiIhISORlxvj7pTu5YkT2i4pME/n1Gf3p377QdgwREQmBP5wzkA5FOZpSagL6iDYRB/i/Kw6hKFfrZURE0tmNR/XgrIM6anFvE1GRaSLxmEvbwiweulz3MYmIpKvjDmjDz7QupkmpyDSheMzl0K4tuf3MAbajiIhIM+vTNp/7Lz5Y97U2MRWZJua6DpcM68pVh3ezHUVERJpJy7xMHrv6MDJiju5RamIqMs3k16f31+WSIiJpICPm8NDlQ2lTkKXFvc1AH+FmYoAHLz2YniX5tqOIiEgT+t+zDmRol2KVmGaij3IzibkOWXGXx685VDuZRERS1JWHd+Piw7poOqkZqcg0o3jMpV1hNg9dPpS4/pOLiKSUI3u35rbT+9uOkXZUZJrZlp1MZ2knk4hIqujROo+/XzZUG5QsUJGxwHUdLh3WlSu1k0lEJPIKc+I8evWhZMddHXpngYqMRbed3p8je7e2HUNERPZRzHX4+6VD6Vis6wds0UfdIgP847Kh9G6jnUwiIlHjOHDXOQMZ0bMVcVcPp7boI29Rw06mZ64fTqfiHNtxRERkL/zqtP6cO7QTrqPpJJtUZCyLx1yKcjN4+vrhtMrLtB1HRET2wPeP6801R3THUYmxTkUmBOIxlw4tsnnyumHkZ8VtxxERkV24emQ3fnhCH9sxpJ6KTEjEYy692+bzr6sOJSuuT4uISBide3BHbjtDx2eEiR4xQyTuugztWswDlxysLXwiIiFz0oC2/PG8wRij02LCREUmZGKuw7EHtOGe8wejqVcRkXAY2asV919yMIDWxYSMikwIuY7Ddw7qwB/OHmg7iohI2hvSuYh/XnkoruPoDqUQUpEJKcdxuPiwLtx2hu7tEBGxpW/bAv597WFkxHRqb1ipyITc1SO789OT+tqOISKSdrq0zOXp64eRkxFTiQkxFZkIuPmYXtx6bC/bMURE0kbbwiyevWE4LXIydPVAyOmzExE/PrEv3z26h+0YIiIpr1NxDi/fNJI2BVkqMRHgGO0ji5T7R8/nnvfm2o4hIpKSepbk89wNwynK1UhMVKjIRNDjExfzm9e/QJ85EZHGM6BDIU/Vn7CuEhMdKjIRZIzh5ekr+OmLs/B8ffpERPbXwV2KeOLaYWTFXZWYiFGRiSjfGD74cg23Pj2dhOfbjiMiElmH92zFv646VFusI0pFJsI83/DJwg1c9/hnVNd5tuOIiETOcQe04R+XDsV1HZWYiFKRiTjPN8xavpkr//UpZTVJ23FERCLjjEHt+etFQ3Cc4ER1iSYVmRSQ9H3mr6ng0kcms6EyYTuOiEjoXXhoZ+44J7gGRiUm2lRkUkTS81m+uZqLH/6EVaU1tuOIiITWNSO78eszBmCM0QWQKUBFJoUkPZ/1FQkuengSizdU2Y4jIhI6/+/YXvzoRF37kkpUZFJM0vMpq0ly2SOT+XJVme04IiKhEHcdfnPmAC4b3tV2FGlkKjIpKOn5JH3D956ZzntfrrEdR0TEqsKcOA9dNpRhPVppPUwKUpFJUb4xuI7D3e/M4cGxC2zHERGxolurXB6/5jA6FucQd3XQXSpSkUkDr05fwc9emkVtUgfniUj6GNGzFQ9fPpScjJhO601hKjJpwPMNn68o5brHP2NdRa3tOCIiTe7iwzrzu+8E26t10F1qU5FJE0nPZ0NlgqsfnaJFwCKSslwHfnHaAVx7RA9tr04TKjJpJOn7JD3D95+dzrtfaBGwiKSW/Kw4918yhKP6lGhRbxpRkUkzWgQsIqmoU3EOj119GN1a52pRb5pRkUljWgQsIqlgaNdi/nnlIeRnxbWoNw2pyKQxzzd8vrKU6x7TImARiaZzD+7InecOwnV0e3W6UpFJc0nPZ1NVHbc8PY1PF220HUdEZI9kxV3+96wBXHhoFy3qTXMqMoLnGxzgrx/O4/7R8/H1P0JEQqx76zweunwoPUvyNQojKjKylTGGTxdv5P89PZ215ZpqEpHwOX1Qe/543mAyYo7WwwigIiPfkPR8Kms9vv/cdMbOXWc7jogIEEwl/fL0/lw+vCu+b3A1EiP1VGTkWzzfEHMdHh6/kD++O4c6T/9FRMSeHq3zeODSg+nbtkAFRr5FRUZ2yvcNX64q4+anprF0Y5XtOCKShs4f2onffudA4q6mkmTHVGRkl5KeT8Lz+emLs3hj1irbcUQkTRRkxfnDOQM5Y3AH7UqSXVKRkd1qmI9+9tOl/Ob1L6ip0wF6ItJ0Du5SxP2XHEzbwmztSpLdUpGRPeb5hiUbKrnpyWnMXVNuO46IpJi463DTqJ784Pg+gCGmqwZkD6jIyF5Jej4G+OsHX/PQuAUkdeiMiDSCAR0K+fMFB9G7bb4ufJS9oiIj+8Q3hvlrK/jR8zOZvaLUdhwRiaisuMsPju/NDUf1xBijBb2y11RkZJ8lPR/Xcfi/CQv5ywfztHZGRPbKIV2L+dMFg+lcnKtt1bLPVGRkv3m+YVVpNT95YRaTFm6wHUdEQi4vM8bPTunHFSO64fm+1sLIflGRkUbRcIjes58u5Q9vfUVZTdJ2JBEJoaN6t+bu8wZTUpClHUnSKFRkpFF5vmFTVYL/eXk27325xnYcEQmJFjkZ3HZGf845uNOWH3xEGoOKjDS6hm9Sb89exa9f+4J1FbqAUiSdnXJgO/5w9kAKcuLENY0kjUxFRppM0vOprvO4/fUveXHqcttxRKSZtSvM5vYzB3DSge3wjdG2amkSKjLSpBq+eU1dsonbX/+CWcu1VVsk1eVkxPju0T347qiexBzdkSRNS0VGmkXS84nHXF6ZvoK73p7D6rIa25FEpJE5Dpw9pCP/c8oBFOdlah2MNAsVGWlWSc/HM4Z/jFvIQ+MWUJXwbEcSkUZwSNdibj9zAAM6tthyP5tIc1CRESsadjfd9fYcXpq2HN10IBJNnYpz+MWpB3DKwPZbRl5FmpOKjFjT8FPbnNVl3P6fL3WYnkiE5GfFueWYnlx3ZA8cUIERa1RkxLqk7xN3XT74ag2/f/MrFq2vtB1JRHbCdeDCQzvz05P6UZiToXUwYp2KjIRG0vNxHIfHJy7m3g+/prS6znYkEdnG4T1bcfuZA+jdtkDbqSU0VGQkdDzfUJVI8vexC/j3pCVU1Oq6AxGbhvdoyQ+O78PwHq10N5KEjoqMhJbvGyoTSR6ZsIhHJy6irFqFRqQ5HdGrNT88oQ9DuxZrIa+EloqMhJ7nG2qTHo99vJhHPlrExsqE7UgiKW1U3xL+64Q+DOpUpAIjoaciI5Hh+YY6z+eJT5bw8PiFrCvXHU4ijemE/m354fG96d+hxZZF+CJhpyIjkZP0fYwPT3+6lIfGLWBlqU4JFtlXjhNc6viD4/vQp22BbqaWyFGRkchq2OX04tRlPDBmAUs3VtmOJBIZrgOnD+rAD47vTY+SfBUYiSwVGYm8hkLz2owVPDh2AfPXVtiOJBJa2RkuZw7uyC3H9KRrqzwVGIk8FRlJGQ2LEj9ZuIHHJy7m/S/XkNTdByIAdGuVy2XDu3LRoV3Iy4phDLoPSVKCioyknIZFiusrannykyU88+lS1pRpYbCkH9eBY/u14crDu3Fk7xLtQJKUpCIjKc2rH5F5/8vVPD5pCZMW6D4nSX0t8zK58JDOXHF4V9q3yFGBkZSmIiNpoeEb+eINlTw+cTEvTV1OWY0O2JPUMqRzEVcc3pXTB3XAdRxcBxxdIyApTkVG0orvG3AgkfR5dfoKnvhkCV+sLLMdS2SfNSzevXpkNw5oX6jRF0k7KjKSthq+4c9avpknPlnCO7NXU657nSQCHAcO6VrMmYM78p0hHcjPiuMbtPtI0pKKjKQ9zze4DiQ9w4dz1vDK9BWMmbOOhOfbjiaynQEdCjlzcAfOPrgjbQqyNfoigoqMyHYaHhgqapK8Pmslr81YweRFG9FXidjSo3UeZx7UgbOHdKRrqzyVF5FvUJER2YmGB4z1FbW8PnMlb85axdSlm1RqpMm1b5HNGYOD8nJA+8Ito4ZauCvybSoyInvgm6Xmrdmr+GyJSo00npZ5mZx6YDvOPrgTQ7sWb1mY7qq8iOySiozIXmooNRsqanlr9mrGzVvLpAUbqEx4tqNJxBzQvoCj+5RwbL82DO3aEscBo0W7IntFRUZkP9R5Phkxl6TnM23pZsbOXcu4eev4clWZRmvkW1rkZHBk79Yc3aeE4w5oQ8u8LDzf4KDrAkT2lYqMSCPxjdny0/SmqgTj5q5j3Lx1TPh6HesrErbjiQWuA4M6FW0ZdRnYsQWu62wpwCKy/1RkRJrItg9Wc1aVMXrOWsZ/vY6pSzZR5+nLLlWV5GdxVJ/WjOpbwtF921CYnUHS83FdR+tdRJqAioxIMzDG4PmGeMylOuExaeF6pizaxIzlm5m9vJQKHcQXSY4DvUryOahLEUM6F3NY92J6tSkA0DZpkWaiIiNigecHh+3FXBffGBavr+SzJZuYsXQzM5dvZs7q8i0XXkp4tMzL5KDORQzpUsQhXYsZ3KmI3Kw4xhiSvtF0kYgFKjIiIVHn+cTqpx9qkx5frCxj6jblZvmmatsR00pmzKV/h8ItxeXQbi3pUJQDbP+5EhG7VGREQuqbP+VvqkowfekmZi8vZcG6Shaur2DRukpt+24EbQqy6N02n95tCujdJp+BnVpwQPtCMmIuvm/wjdE0kUhIqciIRIhX/6C67RTGhopaFqyrYP7aChasq2TR+koWrqtg2aZqTU9tIzPm0rllLt1b59KtdR49S/I5oH0hvdvkk5cVB4Lb0T2jKSKRKFGREUkRdZ6P6zhbDlNL+j4rNlUzb00FC9dVsHB9JSs3V7O+opb1FQk2ViZSqugUZMUpKciipCCL1vlZtGuRTbdWeXQvyaNXSR5tCrK3nNWyo0IoItGkIiOS4hpGGeKus91dPb4xlNck2VBRy5qyGtaW1wYlpzzB+opa1lVs/f2Gytpm3zLuOpCTEaNV/tZy0lBUSvIzKSnIon2LHEoKsijOzSQzvn0paSgr33y/RSS1qMiICBA88DdcTrij9SBJz6fOMyQ8nzrPJ5H0qU36JJIeNXU+tfXPa+q8LX9Wm/Trz9NxyIrHyIq7ZGW4ZGfEyM2IkZ0RIytj68szYy6Z8eAp7n47g1+/jR3QYlsRAVRkRKSRGWPwTfB8228uDsHtzbrFWUQak4qMiIiIRJZWuomIiEhkqciIiIhIZKnIiIiISGSpyIiIiEhkqchISlq+fDl9+/Zl7NixHHvssQwZMoTf/e53zJs3j3POOYeDDjqIG2+8kYqKCttRRURkP8RtBxBpSg8//DAPPvgg8+fP50c/+hHjx4/ntttuIzs7m5tvvpkXX3yRq666ynZMERHZRxqRkZR28803069fP04//XRatWrFaaedxsiRIxk6dCgjRoxg4cKFtiOKiMh+UJGRlNa5c+ctv87OzqZjx47b/T6RSNiIJSIijURFRlJaLBbb7vfuDo69FxGR6NJ3dREREYksFRkRERGJLBUZERERiSxdGikiIiKRpREZERERiSwVGREREYksFRkRERGJLBUZERERiSwVGREREYksFRkRERGJLBUZERERiSwVGREREYksFRkRERGJLBUZERERiSwVGREREYksFRkRERGJLBUZERERiSwVGREREYksFRkRERGJLBUZERERiSwVGREREYksFRkRERGJrP8PtSSN9iux7SEAAAAASUVORK5CYII="
},
"metadata": {},
"output_type": "display_data"
}
],
"execution_count": 7
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2025-09-01T05:52:21.324445Z",
"start_time": "2025-08-31T19:51:35.709345Z"
}
},
"cell_type": "code",
"source": [
"table = df.groupby([\"year\", \"sex\"]).size().unstack(fill_value=0)\n",
"print(table)\n"
],
"id": "3fc8b2bc8909a9e5",
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"sex f m\n",
"year \n",
"2008 58638 105354\n",
"2009 80481 164149\n",
"2010 83388 181810\n",
"2011 102442 204793\n",
"2012 103701 209747\n",
"2013 89274 167704\n",
"2015 129413 218168\n",
"2016 142784 225395\n",
"2017 156652 244894\n",
"2018 192679 290022\n",
"2019 204459 313307\n",
"2020 961 3624\n",
"2021 190157 271851\n",
"2022 251812 352788\n",
"2023 322046 439867\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/var/folders/bw/q877f1m179b8c_66m6m6x7wr0000gn/T/ipykernel_90642/1279743048.py:1: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
" table = df.groupby([\"year\", \"sex\"]).size().unstack(fill_value=0)\n"
]
}
],
"execution_count": 11
},
{
"metadata": {
"ExecuteTime": {
"end_time": "2025-09-01T05:52:21.324970Z",
"start_time": "2025-09-01T05:47:10.457368Z"
}
},
"cell_type": "code",
"source": [
"plt.show()\n",
"#Bar chart middle name by region and sex\n",
"data = df.groupby(['province', 'sex']).size().reset_index(name='count')\n",
"dataa = data.sort_values('count', ascending=False).drop_duplicates(\n",
" ['province', 'sex'])\n",
"\n",
"# Bar chart\n",
"plt.figure(figsize=(12, 6))\n",
"sns.barplot(\n",
" data=dataa,\n",
" x='province',\n",
" y='count',\n",
" hue='sex'\n",
")\n",
"plt.xlabel(\"Region\")\n",
"plt.ylabel(\"Count\")\n",
"plt.xticks(rotation=45)\n",
"plt.legend(title=\"Sex\")\n",
"plt.tight_layout()\n",
"plt.show()"
],
"id": "86b4e3845a2d85c2",
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/var/folders/bw/q877f1m179b8c_66m6m6x7wr0000gn/T/ipykernel_90642/286407675.py:3: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
" data = df.groupby(['province', 'sex']).size().reset_index(name='count')\n"
]
},
{
"data": {
"text/plain": [
"<Figure size 1200x600 with 1 Axes>"
],
"image/png": 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"
},
"metadata": {},
"output_type": "display_data"
}
],
"execution_count": 12
},
{
"cell_type": "code",
"execution_count": 35,
"id": "154b6421-a719-4574-8fcd-50bd8acd0d5c",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1500x2000 with 12 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Pie chart of surnames by sex and region\n",
"prov_sex_counts = df_simple.groupby(['province', 'sex']).size().reset_index(name='count')\n",
"provinces = prov_sex_counts['province'].unique()\n",
"cols = 3\n",
"rows = (len(provinces) + cols - 1) // cols\n",
"\n",
"plt.figure(figsize=(cols * 5, rows * 5))\n",
"for i, prov in enumerate(provinces, 1):\n",
" data = prov_sex_counts[prov_sex_counts['province'] == prov]\n",
" plt.subplot(rows, cols, i)\n",
" plt.pie(data['count'], labels=data['sex'], autopct='%1.1f%%', colors=['lightpink', 'skyblue'])\n",
" plt.title(f\"Distribution of Surnames by Sex\\nin {prov}\")\n",
" plt.axis('equal')\n",
"\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 36,
"id": "b8ffcff1-7457-4a97-a1b0-629121a157f5",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# surnames per region (aggregated)\n",
"top_surnames_region = surnames_by_region.sort_values('count', ascending=False).drop_duplicates('province').head(12)\n",
"plt.figure(figsize=(10,6))\n",
"sns.barplot(y='province', x='count', data=top_surnames_region, hue='surname', dodge=False)\n",
"plt.title(\"Most Common Surname per Region\")\n",
"plt.xlabel(\"Count\")\n",
"plt.ylabel(\"Region\")\n",
"plt.legend(title=\"Surname\", bbox_to_anchor=(1.05, 1), loc='upper left')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 37,
"id": "13e9e7a6-40d4-4c72-b12c-e39a81b80617",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x1200 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Map of the most common surname by province in DRC\n",
"top_surnames = df_simple.groupby(['province', 'surname']).size().reset_index(name='count')\n",
"top_surnames = top_surnames.sort_values(['province', 'count'], ascending=[True, False])\n",
"top_surnames = top_surnames.drop_duplicates(subset='province', keep='first')\n",
"top_surnames['province_clean'] = top_surnames['province'].str.upper().str.strip() \\\n",
" .str.normalize('NFKD').str.encode('ascii', errors='ignore').str.decode('utf-8')\n",
"\n",
"gdf_named = gdf_merged.merge(top_surnames[['province_clean', 'surname']], \n",
" on='province_clean', how='left')\n",
"\n",
"fig, ax = plt.subplots(figsize=(12, 12))\n",
"gdf_named.plot(column='count', cmap='PuBu', edgecolor='black', legend=True, ax=ax)\n",
"\n",
"for idx, row in gdf_named.iterrows():\n",
" if pd.notna(row['surname']):\n",
" centroid = row['geometry'].centroid\n",
" plt.text(centroid.x, centroid.y, row['surname'], \n",
" horizontalalignment='center', fontsize=8, color='black')\n",
"\n",
"plt.title(\"Most common surname by province\")\n",
"plt.axis('off')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 38,
"id": "af71df02-7694-4da4-b60d-02bf73a20b71",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Bar chart surnames by region and sex\n",
"top10_regions = df_simple['province'].value_counts().head(12).index.tolist()\n",
"df_top10 = df_simple[df_simple['province'].isin(top10_regions)]\n",
"plt.figure(figsize=(12,6))\n",
"sns.countplot(data=df_top10, y='province', hue='sex', order=top10_regions)\n",
"plt.title(\"Surnames Distribution by Region and Sex\")\n",
"plt.xlabel(\"Number of entries\")\n",
"plt.ylabel(\"Region\")\n",
"plt.legend(title='Sex')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 39,
"id": "df7a7ce3-37c8-4ec5-9c03-6bd0f1c0a91b",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 600x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Pie chart of middle names by sex\n",
"middlenames_sex_count = middlenames_by_province_sex.groupby('sex')['count'].sum()\n",
"plt.figure(figsize=(6,6))\n",
"plt.pie(middlenames_sex_count, labels=middlenames_sex_count.index, autopct='%1.1f%%', colors=['lightpink', 'skyblue'])\n",
"plt.title(\"Distribution of Middle Names by Sex\")\n",
"plt.axis('equal')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 40,
"id": "7f713203-b498-4147-8a86-921f32dc5358",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# most popular middle name per region\n",
"top_middlename_region = middlenames_by_region.sort_values('count', ascending=False).drop_duplicates('province').head(12)\n",
"plt.figure(figsize=(10,6))\n",
"sns.barplot(y='province', x='count', data=top_middlename_region, hue='middle_name', dodge=False)\n",
"plt.title(\"Most Common Middle Name per Region\")\n",
"plt.xlabel(\"Count\")\n",
"plt.ylabel(\"Region\")\n",
"plt.legend(title=\"Middle Name\", bbox_to_anchor=(1.05, 1), loc='upper left')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 41,
"id": "141b6d40-7397-4ce0-a104-cc06404c17bf",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x1200 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Map of the most common middle by province in DRC\n",
"top_surnames = df_simple.groupby(['province', 'middle_name']).size().reset_index(name='count')\n",
"top_surnames = top_surnames.sort_values(['province', 'count'], ascending=[True, False])\n",
"top_surnames = top_surnames.drop_duplicates(subset='province', keep='first')\n",
"top_surnames['province_clean'] = top_surnames['province'].str.upper().str.strip() \\\n",
" .str.normalize('NFKD').str.encode('ascii', errors='ignore').str.decode('utf-8')\n",
"\n",
"gdf_named = gdf_merged.merge(top_surnames[['province_clean', 'middle_name']], \n",
" on='province_clean', how='left')\n",
"\n",
"fig, ax = plt.subplots(figsize=(12, 12))\n",
"gdf_named.plot(column='count', cmap='PuBu', edgecolor='black', legend=True, ax=ax)\n",
"\n",
"for idx, row in gdf_named.iterrows():\n",
" if pd.notna(row['middle_name']):\n",
" centroid = row['geometry'].centroid\n",
" plt.text(centroid.x, centroid.y, row['middle_name'], \n",
" horizontalalignment='center', fontsize=8, color='black')\n",
"\n",
"plt.title(\"Most common middle name by province\")\n",
"plt.axis('off')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 42,
"id": "a2124712-e13b-403c-96ec-e6d6f1fc15a7",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#Bar chart middle name by region and sex\n",
"middlenames_by_sex_region = df_simple.groupby(['province', 'sex', 'middle_name']).size().reset_index(name='count')\n",
"top_middlename_sex_region = middlenames_by_sex_region.sort_values('count', ascending=False).drop_duplicates(['province', 'sex'])\n",
"\n",
"# Bar chart\n",
"plt.figure(figsize=(12, 6))\n",
"sns.barplot(\n",
" data=top_middlename_sex_region,\n",
" x='province',\n",
" y='count',\n",
" hue='sex'\n",
")\n",
"plt.title(\"Most Common Middle Name Count by Region and Sex\")\n",
"plt.xlabel(\"Region\")\n",
"plt.ylabel(\"Count\")\n",
"plt.xticks(rotation=45)\n",
"plt.legend(title=\"Sex\")\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 43,
"id": "554a486f-6159-44af-a364-3dfb02dab33f",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"--- Top 10 Firstname vs Surname Crossovers ---\n",
"first_name surname\n",
"jean ilunga 708\n",
" ngoyi 521\n",
" kasongo 514\n",
"rachel kavira 430\n",
"jean mbuyi 424\n",
"justin kambale 396\n",
"jean ntumba 393\n",
" ngoy 391\n",
"neema kavira 382\n",
"esther kavira 382\n",
"dtype: int64\n",
"\n",
"\n"
]
}
],
"source": [
"# Crossover 1: Firstname vs Surname\n",
"crossover_firstname_surname = df_simple.groupby(['first_name', 'surname']).size().sort_values(ascending=False).head(10)\n",
"print(\"--- Top 10 Firstname vs Surname Crossovers ---\")\n",
"print(crossover_firstname_surname)\n",
"print(\"\\n\")"
]
},
{
"cell_type": "code",
"execution_count": 44,
"id": "b850b301-6073-45f2-a015-e76d915a138f",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"--- Top 10 Firstname vs Surname Crossovers by Sex ---\n",
"\n",
"SEX: f\n",
" rachel kavira — 428\n",
" neema kavira — 382\n",
" esther kavira — 381\n",
"\n",
"SEX: m\n",
" jean ilunga — 707\n",
" jean ngoyi — 521\n",
" jean kasongo — 513\n",
" jean mbuyi — 424\n",
" justin kambale — 396\n",
" jean ntumba — 393\n",
" jean ngoy — 388\n"
]
}
],
"source": [
"# Crossover: Firstname vs Surname vs Sex\n",
"crossover_fname_sname_sex = df_simple.groupby(['sex', 'first_name', 'surname']).size().reset_index(name='count')\n",
"crossover_fname_sname_sex = crossover_fname_sname_sex.sort_values('count', ascending=False).head(10)\n",
"\n",
"print(\"--- Top 10 Firstname vs Surname Crossovers by Sex ---\")\n",
"for sex, group in crossover_fname_sname_sex.groupby('sex'):\n",
" print(f\"\\nSEX: {sex}\")\n",
" for _, row in group.iterrows():\n",
" print(f\" {row['first_name']} {row['surname']} — {row['count']}\")"
]
},
{
"cell_type": "code",
"execution_count": 45,
"id": "ffb67b85-4877-450e-9585-dd0d5fe6a0f3",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x1000 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# frequency of joint appearance\n",
"top_firstnames = df_simple['first_name'].value_counts().head(10).index\n",
"top_surnames = df_simple['surname'].value_counts().head(10).index\n",
"\n",
"filtered_df = df_simple[\n",
" df_simple['first_name'].isin(top_firstnames) &\n",
" df_simple['surname'].isin(top_surnames)\n",
"]\n",
"\n",
"cooccurrence = filtered_df.groupby(['first_name', 'surname']).size().unstack(fill_value=0)\n",
"\n",
"#heatmap\n",
"plt.figure(figsize=(12, 10))\n",
"sns.heatmap(cooccurrence, annot=True, fmt='d', cmap='Blues')\n",
"plt.title('Heatmap of First Name vs Surname Cooccurrence')\n",
"plt.xlabel('Surname')\n",
"plt.ylabel('First Name')\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 46,
"id": "6b9549ca-4c4e-4e9a-b1fd-2c49d96bdd2a",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"--- Top 10 Firstname vs Middle Name Crossovers ---\n",
"first_name middle_name\n",
"jean ilunga 493\n",
" ngoyi 474\n",
"kasongo wa 459\n",
"ilunga wa 449\n",
"jean kasongo 397\n",
"ngoy ngoy 365\n",
"jean ntumba 361\n",
"pierre jean 341\n",
"paul jean 329\n",
"ngoy wa 322\n",
"dtype: int64\n",
"\n",
"\n"
]
}
],
"source": [
"# Crossover 2: Firstname vs Middle Name\n",
"crossover_firstname_middlename = df_simple.groupby(['first_name', 'middle_name']).size().sort_values(ascending=False).head(10)\n",
"print(\"--- Top 10 Firstname vs Middle Name Crossovers ---\")\n",
"print(crossover_firstname_middlename)\n",
"print(\"\\n\")"
]
},
{
"cell_type": "code",
"execution_count": 47,
"id": "f3bd5598-4f9e-4c95-a725-a1fd65f363b6",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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rX8cjj729Pbp06YKAgAC8fftWbr1P34+cVk5eXl548eIFPnz4IFO3VKlScHd3lz7Ped+9vb1RrFixXOUvXrwAAMTExODs2bNo27at9D2PiopCdHQ06tWrh+fPn+c5C1AOb29vmJqaYufOndKy2NhYnDp1Cu3atZOWGRoaIjQ0FP/8888X982XuLi4wM3NDdu3bwcAbNu2Dc2aNfvmwVOPHj2KIkWKoHXr1tIyHR0d9OnTR6bejRs3EBERgb59+8q0ounWrdsXWy8B/31/fm7y5MkIDw//Yje4T4+TlJQUREVFoWrVqgCAW7du5arfq1cv6f9VVVVRsWJFCIKAnj17SssNDQ3h5OQkPU6A7FZxJUuWhLOzs8z5zNvbGwBkzmefi4uLA4Bvam0CZL9XFhYW6NChg7RMXV0dgwYNQkJCAi5cuCCtp6qqikGDBsmsP3z4cAiCgGPHjgHIbgGVlZWFiRMn5hpfJKdFzqlTpxAfH4/Ro0fnGmz481Y738PHx0fuuEn9+vWTeb57924UKlQIderUkdnHFSpUgJ6eXq59XKpUKWmLNwAwMzPL9b7t3bsXZcqUybOlU852/Zf3loiIlBO76hDRT1e5cmVUrFgxV7mRkZFMV5Hnz59DEAQ4Ojrm+TqfNrkODg7GxIkTcejQoVx92T//kfwln/5IBiD9ofd594Kc8k//1sOHDzF+/HicPXtW+kNHXgyWlpa5BjIsUaIEgOzxVnJ+uH3u9evXUFFRQfHixWXKLSwsYGhoiNevX39x+75EVVUVv/3223etY2dnl6usXbt2WLt2LXr16oXRo0ejdu3aaNmyJVq3bp3noI7/xvjx47F582bMmjULixcvzrPOpUuXMGnSJFy5cgVJSUkyyz58+CDzI/7fvu+BgYEQBAETJkzAhAkT8owjIiICVlZWeS5TU1NDq1atsG3bNqSmpkJTUxP79u1Denq6TOJk1KhROH36NCpXrozixYujbt266NixIzw9PfN8XXk6duyI+fPnY+jQobh8+bJ03Jlv8fr1axQvXjzXj2AnJ6dc9QDk+tyqq6vD3t7+i3/jv+7Pz9WoUQO1atXCnDlz0Ldv3zzrxMTEYMqUKdixYwciIiJkluV17sjrWNHS0oKpqWmu8k/HSXn+/DkeP34MMzMzudslj4GBAYDshOy3eP36NRwdHXN93kqWLCldnvOvpaVlroTM5/WCgoKgoqKCUqVKyf2bQUFBAPDDpwXP6xwDZH92ihYtKlP2/PlzfPjwAebm5nmu8/k+/vy9BLK/hz49rwcFBaFVq1ZfjPG/vLdERKScmDghonwjKysLEokEx44dy3NGFz09PQBAZmYm6tSpg5iYGIwaNQrOzs7Q1dXFmzdv0K1bt+9q9SBv5hh55cL/B1B8//49vLy8YGBggKlTp8LBwQFaWlq4desWRo0a9cNbXvyXO7g/Ul53grW1tfHXX3/h3LlzOHLkCI4fP46dO3fC29sbJ0+e/OrsPN/C3t4enTt3RkBAAEaPHp1reVBQEGrXrg1nZ2csWLAA1tbW0NDQwNGjR7Fw4cJc78e/fd9zXsfPzy9Xy5scnye5Pte+fXusXr0ax44dQ/PmzbFr1y44OzvLzH5TsmRJPH36FH/++SeOHz+OvXv3YsWKFZg4cSKmTJnyxdf/VIcOHTBmzBj07t0bJiYm0rEp8osfsT8/N2nSJNSsWROrV6+Wtob6VNu2bXH58mWMGDECZcuWhZ6eHrKyslC/fv08P7d5HRNfO06A7G1zdXXFggUL8qz7pbFfnJ2dAQD379+XW0dZyDt3ZWZm5rkf5bU20dTUzJUYysrKgrm5ObZu3ZrnOp8nNr7lffsW/+W9JSIi5cTECRHlGw4ODhAEAXZ2dtLWGHm5f/8+nj17hk2bNqFr167S8lOnTuWq+7MSDufPn0d0dDT27dsnHQwSAF6+fJln/bCwsFzTZz579gxA9mwP8tjY2CArKwvPnz+X3hUGgHfv3uH9+/ewsbH5j1vyY6ioqKB27dqoXbs2FixYgJkzZ2LcuHE4d+4cfvvttx/yPowfPx5btmzB7Nmzcy07fPgwUlNTcejQIZm7yj+6yXxOCwp1dfXvbq2To0aNGihSpAh27tyJatWq4ezZsxg3blyuerq6umjXrh3atWuHtLQ0tGzZEjNmzMCYMWNydY2Qp1ixYvD09MT58+fRr18/me5nX2NjY4MHDx5AEASZ9+/p06e56gHZd+FzuioA2YM/v3z5UiYh9LkfsT8/5+XlhZo1a2L27NmYOHGizLLY2FicOXMGU6ZMkVn2/PnzH/K3P+Xg4IC7d++idu3a3338lyhRAk5OTjh48CAWL14sTRrLY2Njg3v37iErK0smuZDTZTDnPbKxscHp06cRHx8v0+rk83oODg7IysrCo0ePULZsWbnbBwAPHjz4YnLLyMgI79+/z1X++vXrr7ZI+hoHBwecPn0anp6eP2xadAcHBzx48OCrdf7te0tERMqJY5wQUb7RsmVLqKqqYsqUKbnuAAqCIG0Gn3PX8NM6giDk2YUjJ1GR14X7f5FXDGlpaVixYkWe9TMyMqRT9+bUXb16NczMzFChQgW5f6dhw4YAgEWLFsmU59zpbNSo0b+K/0f6fJpmANIfWzlTc/6I98HBwQGdO3fG6tWrER4eLrMsr/fjw4cP2LBhw7/+e3kxNzeXtmbIa7yVyMjIr76GiooKWrdujcOHD2Pz5s3IyMiQ6aYDINfUuBoaGihVqhQEQchzNqovmT59OiZNmoSBAwd+13oNGzZEWFgY9uzZIy1LSkpCQECATL2KFSvCzMwMq1atQlpamrR848aNX32/f8T+zEvOWCefx5rXcQLk/nz9CG3btsWbN2+wZs2aXMuSk5ORmJj4xfWnTJmC6Oho9OrVCxkZGbmWnzx5En/++SeA7PcqPDxcZuycjIwMLF26FHp6evDy8pLWy8zMxLJly2Rea+HChZBIJGjQoAEAoHnz5lBRUcHUqVNztcLJ2Xd169aFvr4+/P39kZKSkmcdIPtze/XqVZlj488//8w1xfy/0bZtW2RmZmLatGm5lmVkZPyr802rVq1w9+5d6Yxln8rZrv/63hIRkfJhixMiyjccHBwwffp0jBkzBq9evULz5s2hr6+Ply9fYv/+/ejTpw/8/Pzg7OwMBwcH+Pn54c2bNzAwMMDevXtzjXUCQJqUGDRoEOrVqwdVVVXplK//hYeHB4yMjODj44NBgwZBIpFg8+bNcpt8W1paYvbs2Xj16hVKlCiBnTt34s6dOwgICJAZu+VzZcqUgY+PDwICAqTdg65fv45NmzahefPmqFWr1n/elv9q6tSp+Ouvv9CoUSPY2NggIiICK1asQNGiRVGtWjUA2e+toaEhVq1aBX19fejq6qJKlSpyxzOQZ9y4cdi8eTOePn0qnT4UyP4Rp6GhgSZNmsDX1xcJCQlYs2YNzM3Nvzig7L+xfPlyVKtWDa6urujduzfs7e3x7t07XLlyBaGhobh79+5XX6Ndu3ZYunQpJk2aBFdXV5nWRDnbY2FhAU9PTxQuXBiPHz/GsmXL0KhRo28eMDSHl5eX9Ifz9+jduzeWLVuGrl274ubNmyhSpAg2b96ca3BZdXV1TJ8+Hb6+vvD29ka7du3w8uVLbNiw4ZtaFPyI/fm5nG3OGRQ1h4GBAWrUqIE5c+YgPT0dVlZWOHnypNyWYv9Fly5dsGvXLvTt2xfnzp2Dp6cnMjMz8eTJE+zatQsnTpzIc+ynHO3atcP9+/cxY8YM3L59Gx06dICNjQ2io6Nx/PhxnDlzBtu2bQMA9OnTB6tXr0a3bt1w8+ZN2NraYs+ePbh06RIWLVokPWaaNGmCWrVqYdy4cXj16hXKlCmDkydP4uDBgxgyZIi0FUnx4sUxbtw4TJs2DdWrV0fLli2hqamJf/75B5aWlvD394eBgQEWLlyIXr16oVKlSujYsSOMjIxw9+5dJCUlYdOmTQCyB9fds2cP6tevj7Zt2yIoKAhbtmyR/q3/wsvLC76+vvD398edO3dQt25dqKur4/nz59i9ezcWL14sM7jxtxgxYgT27NmDNm3aoEePHqhQoQJiYmJw6NAhrFq1CmXKlPnP7y0RESkhxU3gQ0QFTV5TgX4qryllBUEQ9u7dK1SrVk3Q1dUVdHV1BWdnZ2HAgAHC06dPpXUePXok/Pbbb4Kenp5gamoq9O7dW7h7926uqU4zMjKEgQMHCmZmZoJEIpFOTfzptK2fypkSc/fu3V/dlkuXLglVq1YVtLW1BUtLS2HkyJHS6WY/nb42Zztv3LghuLu7C1paWoKNjY2wbNmyb9qP6enpwpQpUwQ7OztBXV1dsLa2FsaMGSMzfasgfP90xF+qK2864kaNGuWqe+bMGaFZs2aCpaWloKGhIVhaWgodOnQQnj17JlPv4MGDQqlSpQQ1NbWvTk38pWMnZ2rSz4+dQ4cOCW5uboKWlpZga2srzJ49W1i/fv03bwc+mdY2h7zjJCgoSOjatatgYWEhqKurC1ZWVkLjxo2FPXv2yN2mT2VlZQnW1tZ5Tg0rCNnTINeoUUMwMTERNDU1BQcHB2HEiBHChw8fvvi68uL93LdMRywIgvD69WuhadOmgo6OjmBqaioMHjxYOtXrp8e4IAjCihUrBDs7O0FTU1OoWLGi8Ndff+V6zbymIxaE/7Y/83rfBOHjZ/nz4yg0NFRo0aKFYGhoKBQqVEho06aNEBYWJgAQJk2aJK2XMx3x59Nsy/vs5HU+S0tLE2bPni24uLgImpqagpGRkVChQgVhypQpX30vc+R8vszNzQU1NTXBzMxMaNKkiXDw4EGZeu/evRO6d+8umJqaChoaGoKrq2uen7H4+Hhh6NChgqWlpaCuri44OjoKc+fOlZlCOMf69euFcuXKSWP38vISTp06JVPn0KFDgoeHh6CtrS0YGBgIlStXFrZv3y5TZ/78+YKVlZWgqakpeHp6Cjdu3JA7HfHn515B+Pr5KiAgQKhQoYKgra0t6OvrC66ursLIkSOFsLAwaR15n/u8jvvo6Gjh999/F6ysrAQNDQ2haNGigo+PjxAVFSWt8yPeWyIiUh4SQfjOEbGIiOi71KxZE1FRUV/tN09ERERERPkPxzghIiIiIiIiIpKDiRMiIiIiIiIiIjmYOCEiIiIiIiIikoNjnBARERERERERycEWJ0REREREREREcjBxQkREREREREQkh5rYAfwMB17tFDuEAqGyeVWxQygwMrIyxA6hQIhL/yB2CAVClpAldggFgqGGkdghFAgpmclih1Ag6KsbiB1CgZCUmSR2CAWGwO9ChShuUErsEH4qSZ2iYofw3YRToWKH8K+wxQkRERERERERkRxMnBARERERERERycHECRERERERERGRHL/kGCdEREREREREvzSJROwICgy2OCEiIiIiIiIikoOJEyIiIiIiIiIiOdhVh4iIiIiIiEjZsBmEwnBXExERERERERHJwcQJEREREREREZEcTJwQEREREREREcnBMU6IiIiIiIiIlA2nI1YYtjghIiIiIiIiIpKDiRMiIiIiIiIiIjnYVYeIiIiIiIhI2bCnjsKwxQkRERERERERkRxMnBARERERERERycHECRERERERERGRHBzjhIiIiIiIiEjZcDpihWGLEyIiIiIiIiIiOZg4ISIiIiIiIiKSg4kTIiIiIiIiIiI5OMYJERERERERkbJhMwiF4a4mIiIiIiIiIpKDiRMiIiIiIiIiIjnYVYeIiIiIiIhI2XA6YoVhixMiIiIiIiIiIjmYOCEiIiIiIiIikoOJEyIiIiIiIiIiOTjGCREREREREZGy4RAnCiNK4uTevXvfXNfNze0nRkJEREREREREJJ8oiZOyZctCIpFAEARIvjIScGZmpoKiIiIiIiIiIiKSJUri5OXLl9L/3759G35+fhgxYgTc3d0BAFeuXMH8+fMxZ84cMcIjIiIiIiIiyt9U2FdHUURJnNjY2Ej/36ZNGyxZsgQNGzaUlrm5ucHa2hoTJkxA8+bNRYiQiIiIiIiIiCgfzKpz//592NnZ5Sq3s7PDo0ePRIiIiIiIiIiIiCib6ImTkiVLwt/fH2lpadKytLQ0+Pv7o2TJkiJGRkREREREREQFnejTEa9atQpNmjRB0aJFpTPo3Lt3DxKJBIcPHxY5OiIiIiIiIqJ8iEOcKIzoiZPKlSvjxYsX2Lp1K548eQIAaNeuHTp27AhdXV2RoyMiIiIiIiKigkz0xAkA6Orqok+fPmKHQUREREREREQkQ5TEyaFDh9CgQQOoq6vj0KFDX6zbtGlTBUVFREREREREpCQk7KujKKIkTpo3b47w8HCYm5t/cbphiUSCzMxMxQVGRERERERERPQJURInWVlZef7/V/Pi/iv8tftvhD5/i/iYeHSd1AEuHh9nChpVb2Ke6zXsVRdebaoBAN48D8PRdScR+iwMKioSlK5WCo1960NTW1Mh26CMMjMzsWnVZpw6egYx0bEwNTNBvSZ10KV3J0j+n5WdNXEuThw+JbNeJY+KmLN8phghK62kxCRsXLkZl85dxvvYDyju5ID+fr5wcikBALh49hL+3HMUz58EIv5DPFZuW4riTg4iR52/Pbz9GAe3/IkXT18gNuo9Rs4ehipelQAAGRkZ2L5qF25duYN3byKgo6cNt0qu6Ny/PYzNjKWvEf8hAevmb8SNv29BoiJB1VqV0WOoD7R1tMTarHzn0e3HOLT1CF48fYnYqPcYMWsoKntVBJC9n3es3o1bl+8gIiwSOnracK1YGp36t4exmREAIOJtJPas348HNx/hffR7GJsZoXo9T7Ts1hzq6vmiF2y+xfPGj/fg1kPs23IQQU9eICYqFmPnjIR7zSrS5YIgYGvADpw8cBqJCUko6eaE/qP6wLKYpbTOm9dh2LD0Dzy6+wQZGRmwLW6Dzr7t4VbRVYxNUgqZmZnYKL3eiIGpmQnqN6krc73x15mLOLTnTzx7/BxxH+KxZsdKODoVFzny/O/+rYfYu3k/Ah8HIiYqFuPnjYFHzarS5YIgYMvqbTi+/xQSExJRqowzBozuB6tPjun4D/FYOTcA1y7+AxWJCjy93eHr1wvaOtpibFK+9ODWQ+zdfACBT4Ky9/Pc0bnOHVtWb8eJA6eRmJCIkm7OGDDaV2Y/d2/aBxFvI2Ve12dAZ7Tt1kph20GkCKJPRxwSEiJ2CD9NWkoaithboPnvjfJcPn77CJlH62HNIZFkJ0cAIC46DmtGb4KppQl+X9wHPWZ0xbvXEdg1b78iN0PpbN+4Cwf3/IlBo3/Hpn1r0WdQT+zYtBv7th+QqVfZoyL2ntohfUzwHyNOwEpswbTFuHXtNkZN80PAzhWoULUcRvYbi6iIKABASnIKSpd1Qa+B3UWOVHmkJqfC1rEYevv1yL0sJQ0vnr5E6+4tMHfTTIycNQxhr8Mwa8Q8mXqLJy1DyMtQTFwyFmPnjcCj20+watYaRW2CUkhNSYWNYzH0HN4tj2VpePH0FVp3b4HZG6fDz38IwoLfYvbI+dI6b16FQRAE+I7qgYXb5sBncGec2n8G21fuVOBWKCeeN368lJRU2Dnaou+I3nku3/vHAfy58yj6j/bFvPX+0NLWwsRB05CWmiatM3XYTGRmZmLGislYtGkO7BxtMXWYP2KjYhW1GUpn+8adOLjnMAaP/h2b9q1Dn0G9sH3TLpnrjZTkFLiWLY0+g3qJF6gSSklOgZ2jLfqP8s1z+Z5N+3BoxxH8PqYfFm6cCy0tLUwYOFnmmJ4zYQGCX4RgxvIpmLxoPB7cfoglM1YoahOUQkpyCuxK2KLfyLzHmtzzx34c3nkEA8b4YsGG2dDS1sSEgVNl9jMAdPbtgM3H1ksfTdvl/duHSJmJflvM1tYW1apVQ+fOndG6dWsYGRmJHdIP41ypBJwrlZC7XN9YX+b5oytPYF/GFiZFsu8cP772DKpqKmj2eyOoqGTnuFoMaopFfZcj6k00TK1Mfl7wSuzh3Ufw9HKHe/XsjLmFpQXOHD+PJw+fytRT11CHsalxXi9B3yA1JRUXz17C1PkT4VY++45kV9/OuPrXdRzecwTd+/ugTqPaAIDwsHdihqpUynuURXmPsnku09XTwaSl42TKevl1x6ge4xEZHgUzC1OEvnyD21fvYvaG6SheMvsufa/hPpgxbA58BnaSaZlSkJVzL4ty7mXzXKarp4OJS2QTqT2H+2BMz4nS/VzOvQzKuZeRLi9sZY6w129xcv9pdB3U6WeGrtR43vg5KnqUR0WP8nkuEwQBh3b8ibY9WqOqV2UAwNDJA9Glfk9cvXAdNepWw4f3cQgLeYtB4/vDztEWQPYd46N7juP1i2AYmf4612Y/0oO7j1DNy0N6vVHE0gJnj5/D40+uN+o2rgMAeBsWLkqMyqqSZwVU8qyQ5zJBEHBg+2G079lG2jpi+NQh6FjXB1fOX4VXvRoIfhmCm5dvYdEf81CilCMAoO+IPpg0eCp6DekGEzNeQwNARc8KqPiF/Xxw+59o16MN3L3+v5+nDEanet1x5cI1eNWtLq2rraMNY54nxMEhThRG9BYnN27cQOXKlTF16lQUKVIEzZs3x549e5Camip2aAoVH5uAJ9efoVK9jyevjPQMqKqpSpMmAKCukZ3revUwWOExKguXMqVw6/odhLwOBQAEPg3CgzsPUNmzkky9OzfuoYV3G3Rt3gMLZyzBh/dxYoSrtDIzM5GVmQV1TQ2Zcg1NDTy480ikqAqexIQkSCQS6OrrAACePngGXX1dadIEANwquUKiIsHzh0Fihan0khKSZfZznnUSk6BnoKfAqJQPzxuK9y7sHWKj36NsZTdpma6eLkq4OOLJ/ewf+AaF9GFlY4mzRy8gJTkFmRmZOL7/JAyNC6G4M7tJyVO6TCncvH5b5nrj/p0HqPLZ9Qb9WOFv3iE2OhZlK39MXuvq6cKpdAk8/v8x/eTeU+jp60qTJgBQrnIZSFQkePrgmcJjVkZy97OLI57ck70ZuXvTPrT/rQsGdhqGvZv3IzODY1TSr0f0FiflypVDuXLlMGfOHJw/fx7btm1Dnz59kJWVhZYtW2L9+vVfXD81NTVXkiU9NR3qmuo/M+wf7uap29DU1kTpah/HQHEoY48/Vx/Hhd1/w7N5VaSlpOPY+uxxOeJj4sUKNd/r2L0dkhKS4NOiJ1RUVZCVmYWeA7qhTsPa0jqVPSqiunc1FLGyQFhoGNYu3YDRv4/Dsk2LoKqqKmL0ykNHVwel3Epi69rtKGZnDSNjQ5w7cQGP7z+BpXURscMrENJS07Bl+XZUq+MBHd3sH/Tvoz+gkJGBTD1VNVXoGeghNvq9CFEqv7TUNGxZsR2eddyl+/lzb0PCcWz3SXQd2FHB0SkXnjcUL+dzb2hsKFNuaFxIukwikWD6ssmYMWI22tbsDImKBIZGhTB58XgmA7+gY/f2SExIQtcWPaTXG70GdJe53qAfLzY6u/uYkYmhTLmhsaF0WWx0LAoZFZJZrqqmCn0DfX4XfqOc/WRkIrsfDU0MZfZh03aN4ODsAH0DPTy+9wQbl29BTFQseg/N3eWYSJmJnjjJIZFIUKtWLdSqVQv9+vVDz549sWnTpq8mTvz9/TFlyhSZsnaDW6H9kDY/M9wf7saJ2yjn7QZ1jY8JHwtbc7T1a4k/A47j+PrTkKhK4NmsKvSM9KSDjlFu509ewOljZzB+5mjYOtgi8GkQls9bCRMzE9RvWhcA4F2/lrS+vaMd7B3t0amJD+7cuIcKVcqJFbrSGTXVD/OmLkSH+l2goqoCR+fiqFXPC88eB4od2i8vIyMD88cthiAI6DOKFyc/S0ZGBhaMXwoIQO+ReY+5ER0RgxlD58Dduwp+a+at4AiVD88b+Y8gCFg1dw0KGRtgVsB0aGhq4OTB05g23B8LNs5hE3w5zp28gNPHzmL8zDGwc7BF4NNALPvseoPoV9eiUzPp/+0cbaGmroZlM1eh24AuMr9r6CdR4W9CRck3iZPQ0FBs27YN27Ztw4MHD+Du7o7ly5d/db0xY8Zg2LBhMmUn3h76WWH+FC/vv0JkaBQ6jm2ba1k5bzeU83ZDfGwCNLTUIZFIcHHfZRgX4UWMPKsWrUGH7u2lyRF7Rzu8e/sO2zbskHshY1m0CAoZFsKbkDdMnHwHS+siWLBmDpKTU5CUkAQTM2NMH+2PIlYWYof2S8tJmkSGR2HK8vEyrSAMTQrhQ6xst7PMjEwkxCXkujtHX5aRkYEF45YiKjwKk5aNzbO1SUxkLKb8PgNOro7wHd1ThCiVD88bipXzuX8f814mAfI+5gPsS9gCAO79cx///H0T209vgo5e9nFe3LkP7ly/izNHzqGNT0tFh60UVi1ag47d26H2J9cb4W8jsPUL1xv03xmZZB/HsdHvZcaqex/zHvYl7KR1PsR+kFkvMyMT8XHx/C78Rjn7KTb6g+x+jv64n/Pi5FICmZmZeBcWgaK2Vj87TCKFEX2Mk9WrV8PLywu2trb4448/0K5dOwQFBeHixYvo27fvV9fX1NSEgYGBzEPZuun8c+IWrBwtYekg/6JR30gPmtqauHvhAdTU1eBYnn2O5UlNSYXKZy1yVFRUIGQJcteJfBeJuA9xMDHlYGH/hra2FkzMjBEfF48bV27JTBlIP1ZO0uRtSDgmLR0H/UKyg0w7lS6BxPhEBD15IS27f/MhhCwBji48b3yrnKRJeGg4JiwZk2s/A9ktTSYPmA57Zzv0H+8rMx4VfR3PG4pR2LIwjEwMcfef+9KypIQkPHv4HM6uTgAg7fIs+ezOpYrky9+dBV1qSgpUJLKfe1UVFQhZWSJFVDBYWBWGkYkR7v5zT1qWlJCEpw+eoeT/j2lnNyckxCfi+Sct2e7euAchS4BTafkTN9BHcvfzw+dwdnOSu96LZy+hoqKCQsaF5NYhUkaitziZPn06OnTogCVLlqBMmTJfX0GJpCanIjosRvo8JjwWYUFvoa2vDSNzQwBASmIK7v31EI371M/zNS4fvAabUtbQ0NbA81tBOLr2JBr0qANtPc5BL497jarYsm47zIuYw87BBs+fBGL3ln1o0LweACA5KRmbVm9GjdrVYWxqhDchb7F68RpYWVuikkfeI4tT3v65fBOAgKI2RREWEoaAxethbVsU9ZpkzyIQ9yEeEeERiI7M/hyE/n8APWMTI85oJEdyUgrCQz/OvhARFomXz15Bz0APRqaGmDdmEV48fYmx80ciKytL2s9Yz0AP6upqKGpnhXJVy2DlzDXwHdUTmRmZWDtvAzzruHNGnU98bT/PH7sYL5++wuh5fnnu55ykiZmFKbr83hFxnwwuzbuZX8bzxo+XnJSMt58cz+/CIvDi2UvoGejB3MIMTds3xs71e2BpXQSFLc2xZdV2GJsaSWfZcXJ1gq6+LhZOWYoOPdtCQ1MDJw6ewruwCLkzm1D29cbmddtgXsQctg42CHwSiF1b9qLh/683ACDuQxzehUcgOiIaABDyKud4NoYJj2e5kpOSERbyVvr83Zt3CHr6AvqF9GFuYYbmHZpgx7pd2ce0VWFsXrkNJmbGcP9/AraYnTUqeJTHkunL8fuYfsjIyMSKOQGoUbc6Z9T5RPZ+/njuCA97h6CnL6FfKPvc0axDY+xYvxuW1kVgYVUYm1dtg7GpsXSWncf3nuDpg+dwq1ga2jraeHL/KdYsXI9aDWpAn+Mj0S9GIgiCqLcSBEH44eN1HHi184e+3r8VdPclAkZuyFVeoU5ZtPXLbvZ67egNHF51DOO2j4C2rlauujvn7MWT68+QmpIG86KmqNHaE+V/K/uzQ/8mlc3z593BpMQkrF+xCX+fvYTY2PcwNTOBd/2a6NqnM9TV1ZGakorxwyYj8EkgEuITYWJmgoru5dGjfzcYm+TPLlAZWRlih5CnCyf/wrplGxEVEQV9A31Uq+2JHv19oKuvCwA4cegU5k1ZmGu9Ln06oqtvZ0WH+1Vx6R++Xukne3DzESYNmJarvGbDGmjXqzX6tRyU53pTlk9A6QqlAADxHxKwdv4G3Pj7FlQkElStVRk9hnWDtk7uc4wYsgTx78Y+vPUIkwfMyFXu1bA62vZqhQEth+S53uTl4+BSvhTOHbmAFdMD8qyz+8rWHxnqv2aokT/PZ7/aeSMlM1nsEHD/5gOM7TcpV7l3o5oYOmkgBEHA1oAdOLH/NBITElGqjDP6jewDKxtLad3njwKxeeU2BD4OQkZmJorZWaN9rzZypzlWNH11g69XUrCkxCSsW7Hxs+uNWvD5//UGABw7dAKzJ83Lta6Pbxd079tV0SF/VVJmktghAADu3biP0X3H5yr/rbE3hk0eDEEQsGX1NhzffxIJ8YlwKVsS/Uf1RVGbj11D4j/EY8WcAFy/eB0SiQo8vd3Rd0RvaOvkj5uPQj74Lrx38wHG9J2Qq7x2o1oYNnnQ//fzdhzff+r/546SGDCqD6z+v58DnwRhxewAhL4KRXp6BgpbmsO7QU206NQ034xvUtyglNgh/FSSdsrXmljYqZyzPIqeOMmRlJSE4OBgpKWlyZS7ubnJWUO+/JI4+dXl18TJryi/Jk5+NfkhcVIQ5IfESUGQXxMnv5r8kDgpCPJj4uRXlF8SJwVBfkicFARMnOQ/ypo4Eb2rTmRkJLp164bjx4/nuTwzk/OAExEREREREZE4RB/JbsiQIfjw4QOuXbsGbW1tHD9+HJs2bYKjoyMOHVKu2XGIiIiIiIiIFEIiUb6HkhK9xcnZs2dx8OBBVKxYESoqKrCxsUGdOnVgYGAAf39/NGrUSOwQiYiIiIiIiKiAEr3FSWJiIszNzQEARkZGiIyMBAC4urri1q1bYoZGRERERERERAWc6IkTJycnPH36FABQpkwZrF69Gm/evMGqVatQpEgRkaMjIiIiIiIiooJM9K46gwcPxtu32fO0T5o0CfXr18eWLVugoaGBTZs2iRwdERERERERUT6korxjhigb0RMnnTt3lv6/QoUKeP36NZ48eYJixYrB1NRUxMiIiIiIiIiIqKATJXEybNiwb667YMGCnxgJEREREREREZF8oiRObt++LfP81q1byMjIgJOTEwDg2bNnUFVVRYUKFcQIj4iIiIiIiCh/Y08dhRElcXLu3Dnp/xcsWAB9fX1s2rQJRkZGAIDY2Fh0794d1atXFyM8IiIiIiIiIiIA+WBWnfnz58Pf31+aNAGypyWePn065s+fL2JkRERERERERFTQiZ44iYuLQ2RkZK7yyMhIxMfHixAREREREREREVE20WfVadGiBbp374758+ejcuXKAIBr165hxIgRaNmypcjREREREREREeVDEg5yoiiiJ05WrVoFPz8/dOzYEenp6QAANTU19OzZE3PnzhU5OiIiIiIiIiIqyERPnOjo6GDFihWYO3cugoKCAAAODg7Q1dUVOTIiIiIiIiIiKuhET5zk0NXVhZubm9hhEBEREREREeV/7KmjMKIPDktERERERERElF8xcUJEREREREREJAcTJ0REREREREREcuSbMU6IiIiIiIiI6BupcJATRWGLEyIiIiIiIiIiOZg4ISIiIiIiIiKSg4kTIiIiIiIiIiI5OMYJERERERERkbLhECcKwxYnRERERERERERyMHFCRERERERERCQHu+oQERERERERKRsJ++ooClucEBERERERERHJwcQJEREREREREZEcTJwQEREREREREcnBMU6IiIiIiIiIlA2bQSgMdzURERERERERkRxMnBARERERERERycGuOkRERERERETKhtMRKwxbnBARERERERERycHECRERERERERGRHEycEBERERERERHJwTFOiIiIiIiIiJQNhzhRGLY4ISIiIiIiIiKS45dscVJUz1rsEAoENRV1sUMoMHTV9MQOoUBQU/klT4lUQKlKeDwrgqqKqtghFAjqKhpih1AgmKsXEjuEAiMyJVzsEIjoO/CqioiIiIiIiEjZcDpihWFXHSIiIiIiIiIiOZg4ISIiIiIiIiKSg4kTIiIiIiIiIiI5OMYJERERERERkbJhMwiF4a4mIiIiIiIiIpKDiRMiIiIiIiIiIjnYVYeIiIiIiIhI2XA6YoVhixMiIiIiIiIiIjmYOCEiIiIiIiIikoOJEyIiIiIiIiIiOTjGCREREREREZGy4RAnCsMWJ0REREREREREcjBxQkREREREREQkB7vqEBERERERESkbFfbVURS2OCEiIiIiIiIikoOJEyIiIiIiIiIiOZg4ISIiIiIiIiKSg2OcEBERERERESkbCcc4URS2OCEiIiIiIiIikoOJEyIiIiIiIiIiOdhVh4iIiIiIiEjZsKeOwrDFCRERERERERGRHEycEBERERERERHJIXriJCQkBKGhodLn169fx5AhQxAQECBiVERERERERERE+SBx0rFjR5w7dw4AEB4ejjp16uD69esYN24cpk6dKnJ0RERERERERPmPRCJRuoeyEj1x8uDBA1SuXBkAsGvXLpQuXRqXL1/G1q1bsXHjRnGDIyIiIiIiIqICTfTESXp6OjQ1NQEAp0+fRtOmTQEAzs7OePv2rZihEREREREREVEBJ3rixMXFBatWrcLFixdx6tQp1K9fHwAQFhYGExMTkaMjIiIiIiIiyn/E7nbDrjoKNHv2bKxevRo1a9ZEhw4dUKZMGQDAoUOHpF14iIiIiIiIiIjEoCZ2ADVr1kRUVBTi4uJgZGQkLe/Tpw90dHREjIyIiIiIiIiICjrREycAoKqqKpM0AQBbW1txgiEiIiIiIiIi+r98kTjZs2cPdu3aheDgYKSlpcksu3XrlkhREREREREREeVPSjxkiNIRfYyTJUuWoHv37ihcuDBu376NypUrw8TEBC9evECDBg3EDo+IiIiIiIiICjDREycrVqxAQEAAli5dCg0NDYwcORKnTp3CoEGD8OHDB7HDIyIiIiIiIqICTPTESXBwMDw8PAAA2traiI+PBwB06dIF27dvFzM0IiIiIiIiIirgRE+cWFhYICYmBgBQrFgxXL16FQDw8uVLCIIgZmhERERERERE+ZKKRKJ0D2UleuLE29sbhw4dAgB0794dQ4cORZ06ddCuXTu0aNFC5OiIiIiIiIiIqCATfVadgIAAZGVlAQAGDBgAExMTXL58GU2bNoWvr6/I0RERERERERFRQSZ64kRFRQUqKh8bvrRv3x7t27cXMaIf5/Gdpziy7RhePnmN99HvMdR/ICrWKC9dvnfdAVw5fQ0xETFQVVeDnZMt2vZpieIuDtI680cuxuvAYMTFxkFXXxcuFUuhQ782MDIzEmOTlEbku0isXBSAa5euIyUlBUWtrTBm6ig4uzgBAGKiY7ByUQD+uXIDCfEJKFPeDUNGD4K1TVGRI1ceASvWYu3K9TJlNrbFsPvwDgBAamoqFs9dipPHTyM9LR1VPatg5Dg/mJgaixGu0srMzMSmVZtx6ugZxETHwtTMBPWa1EGX3p0gyaO544Lpi3F47xEM8OuL1p1aihCxcuJ+Voy2DTog/O27XOXN2zbDsLGDMXfaAty8dhNRkdHQ1tFG6TIu6Du4D2zsiokQrfLKPp634PT/j2cTMxPUb1IHnXt3lB7P3uXq5blunyG90N6njSLDVWqR7yKxYtFqXL10TXq9MXbqaJR0cc5Vd860+Ti45xAGjfgd7TpzH/9bG9duwrJFy9Ghc3sMHz0MALBv934cP3ICTx8/RWJiIs5dPgN9A32RI1VOSYlJ+GPVVlw5dxXvYz/AwckevsN7w8nFEQAQGx2L9Us34dbVO0iMT0Dp8i7oN8IXVsUsRY68YMrrGoV+DtETJxs2bICenh7atJH9Atm9ezeSkpLg4+MjUmT/XWpyKooVt4ZXo+pYNHZZruUW1oXRbVhnmFuaIS01Hcd2nsCsofOxYOcsGBgZAABKlXdG066NYWhaCLGRsdi2bCcWj1+OyavHK3pzlEZ8XDz6dxuIchXLYe7yWTA0MkRocCj0DfQAAIIgYOyQCVBTU4P/ounQ1dPBzj92Y6ivHzbv2wBtHW2Rt0B52Be3w7I1S6TP1VRVpf9fOGcJLv11Gf7zp0NPTw9zZ87HqKFjsHbzajFCVVrbN+7CwT1/YvTUEbBzsMHTh88we/J86OrpolVH2e6MF8/+jUf3H8PUzESkaJUX97NiBGxdicz/tzIFgJeBLzGs7wjUquMFAHAqWQJ1GtZGYYvCiIuLw4ZVmzC830jsPLIVqp+cX+jLdmzchUN7/sToqX6wdbDB04fPMef/x3PLjs0BAHtOyQ7Af+3SP5g3ZSFq1K4mQsTKKS4uHn27/Y7yFcti/vI5MDQyREhwaJ4/2C+c+QsP7z+CqZmpCJH+Oh7ef4R9u/fBsURxmfKUlBR4VHOHRzV3LFu0XKTofg2Lpy/Dq6DX8Js6FCZmxjh79DzG9p+A1buXw8TMGFP9ZkJNTRUT54+Drq429m09KF2upa0ldvhEP43oY5z4+/vD1DT3l4i5uTlmzpwpQkQ/Tll3N7Tt0wqVvCrkudyzrjtKV3KBuZU5itpbodOgDkhOTEZwUKi0ToP29eBY2gFmFqYo4eqIJp0bIfDhC2RkZChqM5TO1vXbYV7YHGOnjUIp15KwLFoElT0qwcraCgAQ8joUD+89wvBxQ1CytDOK2RbD8PFDkZqSitPHz4ocvXJRVVWDqamJ9GFoZAgASIhPwKF9hzFkxEBUqlIRJV2cMXHaONy7cx/37z4QN2gl8/DuI3h6ucO9ehVYWFrAq04NVKxaAU8ePpWpFxkRhSWzV2DczNFQVRM9J650uJ8Vw9DYECamxtLH5b+uwMraEmUrlgEANG3dGGUrlEERKws4lSyB3gN6ICI8AuFh4SJHrlxyjueq0uO5OipWLS9zPBubGss8Lp+/grKVysCyaBERI1cuW9dvg3lhM4ybNkZ6vVHFoxKK/v96I0fku0gsnLUEk2aOh5o6zxv/VlJSEiaMnoBxk8dB38BAZlnHLh3QrZcPSruVFim6X0NqSir+PnsZPQd1g2v50rC0tkRn346wtC6CI3uO4U1wGJ7cf4rfR/eHk4sjitoWxe9j+iE1NQ3nT/wldvhEP5XoiZPg4GDY2dnlKrexsUFwcLAIEYkjIz0D5w6eh46eNmyKW+dZJyEuAZdOXoGja3Go8YJdrr8vXIaTixMm+E1Gk5ot0KNtbxza+6d0eXp6OgBAQ1NDWqaiogINDXXcu31f4fEqs5DgEDT0borm9VtjwqjJCH+b/ePm8aMnyMjIQOWqlaR1be1tYVGkMBMn38mlTCncun4HIa+zE6qBT4Pw4M4DVPb8uG+zsrLgP3422vm0gZ2DrUiRKjfuZ8VLT0/HqaOn0bBZgzybGicnJ+PoweMoYlUE5hbmIkSovD4/noOeBuHBnYcyx/OnYqJjcfXv62jYPO/uO5S3vy9cgrOLM8b7TUSjms3QrW1PHNp7WKZOVlYWpo6bgY7d2sO+eO7rXfp2s6fPgWcNT1Rxryx2KL+szMxMZGVmQV1DQ6ZcQ1MDD+88kl5Dq2uqS5epqKhAXUMdD+88UmisRIom+q9vc3Nz3Lt3D7a2tjLld+/ehYnJ15tBp6amIjU1VaYsLTVN5kdxfnbr0h0sm7QKaSlpMDQphNGL/KBvKNvEc/uKXTi19wxSU9JQ3MUBfnOHiBOskngbGoaDuw6ibZc26NKzE548fILFs5dCXV0NDZrWh41tMRQuUhirl6zBiAnDoaWthV2b9yDiXSSiI6PFDl9plHZ1wcRp42FjWwxRUVFYu3I9+vj0w/b9WxAdFQN1dfVczZWNTYwRHcV9/D06dm+HpIQk+LToCRVVFWRlZqHngG6o07C2tM72DTuhqqqKVh2aixeokuN+VryLZy8hIT4BDZrK/ljfv/MgVi1ajeTkFBSztcaCVXOgrq4u51UoLx26t0NiQhK6teglczz/1tA7z/onD5+Cjo42qnuzm873CAt9iwO7DqJdlzbo2rMzHj98goWzl0BNXR0Nm9YHAGzZsA2qqqpo07GVyNEqtxNHT+LJ46f4Y8dGsUP5peno6qCkmzO2r92JYnZFYWhsiAsn/sKT+09RpGgRWNsWhbmFGTYu+wMDxw6AlrYm9m89hKh3UYiJihU7/AKJY5wojuiJkw4dOmDQoEHQ19dHjRo1AAAXLlzA4MGDv2mQWH9/f0yZMkWmrPeIHugzsudPifdHK1W+JGZunIL49wk4d/gClk5YiSlrJqCQ0ccmiI07NkDNxjUQFR6NfRsOYtW0NfCbO4QfFDmysgQ4uzjBd1BvAECJko54EfgSB3cfRoOm9aGmroYZC6Zg1uS5aFi9KVRVVVChSgVUrVYFgiCIHL3y8KjuLv2/o1NxlHZ1QdN6LXH6xFloamqKGNmv5fzJCzh97AzGzxwNWwdbBD4NwvJ5K7MHe2xaF08fPcPe7QcQsG0Fzwn/Afez4h05cBRVPCvD1Fy2u26dhrVRsWoFREdFY8cfuzBp5FQs37gUmkpyQyQ/OH/yL5w5dhbjZo6GrYMNAp8GYcW8VTAxM0G9pnVy1T928ARqN/BWmptO+UVWVhacXZzQd1AfAECJkiXwIvAlDuw+iIZN6+PJo6fYvXUv1u9Yw/PGfxD+9h3mz1qA5WuW8vpCAfymDsXCqUvQuUF3qKiqoLiTA7zqVUfg4yCoqalh/NwxWDRtKdp6d4SKqgrKVS6Dih4VAPAamn5toidOpk2bhlevXqF27drS7idZWVno2rXrN41xMmbMGAwbNkym7EH8rZ8S68+gpa0Ji6KFYVG0MBxLO2BYu1E4f/gvNOvaWFpH31Af+ob6KFLMApa2RTCoxXAEPgyCY+niX3jlgsvEzAQ29jYyZTb2Nrhw+qL0uVMpJ2zYtRYJ8QlIT8+AkbEh+nTqJ511h76fvoE+itlYIzQ4FJXdKyE9PR3xcfEyrU5iomNgYsoBNb/HqkVr0KF7e3jXrwUAsHe0w7u377Btww7Ub1oX928/wPuY92jXsJN0nazMLKxcEIA9W/djx9HNYoWuVLifFSs8LBw3r93CtPlTci3T09eDnr4erG2KwsWtFBpVb4aLZy/itwa183glysvqRWvQoXs7eNevCSDneI7Atg07ciVO7t26j5BXoZg4a6wIkSo3EzMT2NrbypTZ2tvg/OnssR7u3rqH2JhYtKrfVro8MzMTy+avwK6te7D32E5Fhqu0njx6jJiYGHRu21ValpmZids3b2PX9t24fOtvDh79A1kWLYK5Af5ISU5BUmISjE2N4T9mDiysLAAAjiWLY/m2xUhMSER6egYMjQphiI8fHEvxdwn92kRNnAiCgPDwcGzcuBHTp0/HnTt3oK2tDVdXV9jY2Hz9BQBoamrmyj5rpCnvHRMhS0BGuvyBX4Ws7GxuehoHh5XHtawLQl6FyJSFvA6FhWXhXHX19PWky58+eoZeA3ooJMZfUVJSEt6EvIFpk/ooWcoZampq+OfaDXjXyf4h+vrla4S/fQfXMhy47XukpqRC5bM7lSoqKtJzQZ1Gv6FClXIyy0f2H4s6jX5D/WZ1FRansuN+VqyjB4/D0NgQ7tWrfrGeIAgQICA9LV1Bkf0aUlNSc7VwUP3keP7UsQMnUKKkIxycHBQV3i/DrWxpBL+SHY8v+JPrjfqN66JSFdkJAob2G4H6jeuiYfMGCotT2VWqWgk79svOAjV1/FTY2NnCp2dXJk1+Ei1tLWhpayE+LgE3r9xGj0GyM53q6ukCAN4Eh+H540B06dcpr5ehn4yt2RRH9MRJ8eLF8fDhQzg6OsLR0VHMcH64lKQUhIdGSJ9HhkXi1bNg6BnoQq+QHg5uOozy1crB0LQQEt4n4NS+M4iNikWVWtmDtwU+DMKLxy9Rwq0EdA10EPEmArvX7EdhK3M4luYFjjxtO7dBP5/f8cfaLfCuWwuPHzzG4T1/YsTEjy2Tzp08D0MjQxQuYo6g5y+wZM4yVK/licoeeQ+cR7ktnrcU1b2qwcLSAlGRUQhYvhYqqqqo26AO9PT10LRlEyyauwQGhQygq6uLef4L4FqmNBMn38m9RlVsWbcd5kXMYedgg+dPArF7yz40+P8gjoUMDVDIUHZ2AVU1NRibGqGYbd4DTVNu3M+Kk5WVhWOHjqN+k7pQU/v4gycsNAxnT5xHJfeKMDQqhIh3kdi6YTs0NTVRtXoVESNWPu41qmLruh0oXMQctg42eP4k6P/Hs2ySLzEhERdO/YW+w/qIFKlya9e5DXx9BmDT2s2oXbcWHj14jEN7DmPkRD8AQCHDQihkWEhmHTV1NRibGsPGtpgYISslXV1dFHeUve7V0taGoWEhaXlUVBSio2IQGpx94yzweSB0dHVhUaQwChUqlOs1Sb6bV25BEAQUtbFCWMhbrFuyEUVtrVC36W8AgIun/0Yhw0IwszDDq8BXWDV/Ldy9qqBC1XJfeWUi5SZq4kRFRQWOjo6Ijo7+5ZImAPDiySvMGDhb+nzL0h0AgOoNPNFjhA/CXr/FxWOXEP8hAXoGerAvaYsJK8agqH32NHYaWhr458JN7F13AKkpqTA0MYRbFVc0n9YE6hocKE+ekqWdMWPBNAQsWYNNq/9AEasiGDhyAOo2+tg8OToyGsvmrUBMdGz2GAaN68LHt4uIUSufiHcRGD9qEj68/wAjI0OUKe+G9VsDYGRsBAAYOnIQVCQSjB46Fmnp6ajqUQUjx/uJHLXyGTRqANav2ITFM5ciNvY9TM1M0KR1Q3Tt01ns0H4p3M+Kc+PqTbx7G4FGn91x19DQwN1b97B7617Ex8XDyMQIZcq7YcWmJdLzCn2bgaP6Y/2KTVg0cxnex76HiZkJGrduiK59ZO8InztxAQIg7aJG36dk6ZLwXzAdq5YEYOPqP1DEygKDR/6Oeo1yjyNDP9fenfuwZuVa6fPePr4AgEnTJ6JJ88byVqM8JCYkYcOyPxAVEQV9A31U83aHz4Au0iEVYqJiEbBwPd5Hv4exqRFqN6qFDr3aiRw10c8nEUQeDfPw4cOYM2cOVq5cidKlf8yd6BtRl3/I69CXFdOzFTuEAkNThYOhKUJiRoLYIRD9MKoS0YcxKxAyBHYjUgRNFS2xQygQNFW1xQ6hwIhMCRc7hALBXv/XHr9Qe0SFr1fKZ5Ln3hQ7hH9F9Kuqrl27IikpCWXKlIGGhga0tWVP2DExMSJFRkRERERERJQ/cYgTxRE9cbJo0SKxQyAiIiIiIiIiypPoiRMfH5+vVyIiIiIiIiIiEoHoiRMgey72AwcO4PHjxwAAFxcXNG3alNOLEREREREREeWB0xErjuiJk8DAQDRs2BBv3ryBk1P24D3+/v6wtrbGkSNH4ODAaXeJiIiIiIiISBwqYgcwaNAgODg4ICQkBLdu3cKtW7cQHBwMOzs7DBo0SOzwiIiIiIiIiKgAE73FyYULF3D16lUYGxtLy0xMTDBr1ix4enqKGBkRERERERERFXSiJ040NTURHx+fqzwhIQEaGhoiRERERERERESUv3GME8URvatO48aN0adPH1y7dg2CIEAQBFy9ehV9+/ZF06ZNxQ6PiIiIiIiIiAow0RMnS5YsgYODA9zd3aGlpQUtLS14eHigePHiWLRokdjhEREREREREVEBJnpXHUNDQxw8eBCBgYHS6YhLliyJ4sWLixwZERERERERUf4kAbvqKIooiZNhw4Z9cfm5c+ek/1+wYMHPDoeIiIiIiIiIKE+iJE5u374t8/zWrVvIyMiAk5MTAODZs2dQVVVFhQoVxAiPiIiIiIiIiAiASImTz1uU6OvrY9OmTTAyMgIAxMbGonv37qhevboY4RERERERERERAcgHY5zMnz8fJ0+elCZNAMDIyAjTp09H3bp1MXz4cBGjIyIiIiIiIsp/OB2x4og+q05cXBwiIyNzlUdGRiI+Pl6EiIiIiIiIiIiIsomeOGnRogW6d++Offv2ITQ0FKGhodi7dy969uyJli1bih0eERERERERERVgonfVWbVqFfz8/NCxY0ekp6cDANTU1NCzZ0/MnTtX5OiIiIiIiIiI8h/21FEc0RMnOjo6WLFiBebOnYugoCAAgIODA3R1dUWOjIiIiIiIiIgKOtETJzl0dXXh5uYmdhhERERERERERFKij3FCRERERERERJRf5ZsWJ0RERERERET0bVQ4yInCsMUJEREREREREZEcTJwQEREREREREcnBrjpERERERERESkbCrjoKwxYnRERERERERERyMHFCRERERERERCQHEydERERERERERHJwjBMiIiIiIiIiJcMxThSHLU6IiIiIiIiIiORg4oSIiIiIiIiISA521SEiIiIiIiJSMuypozhscUJEREREREREJAcTJ0REREREREREcjBxQkREREREREQkBxMnREREREREREpGIpEo3eO/mDVrFiQSCYYMGSItS0lJwYABA2BiYgI9PT20atUK7969k1kvODgYjRo1go6ODszNzTFixAhkZGR8199m4oSIiIiIiIiI8q1//vkHq1evhpubm0z50KFDcfjwYezevRsXLlxAWFgYWrZsKV2emZmJRo0aIS0tDZcvX8amTZuwceNGTJw48bv+PhMnRERERERERPTTpaamIi4uTuaRmpr6xXUSEhLQqVMnrFmzBkZGRtLyDx8+YN26dViwYAG8vb1RoUIFbNiwAZcvX8bVq1cBACdPnsSjR4+wZcsWlC1bFg0aNMC0adOwfPlypKWlfXPcTJwQERERERER0U/n7++PQoUKyTz8/f2/uM6AAQPQqFEj/PbbbzLlN2/eRHp6uky5s7MzihUrhitXrgAArly5AldXVxQuXFhap169eoiLi8PDhw+/OW61b66pRD6kvhc7hAJB0BXEDqHAEMB9rQgxqdFih1AgaKlqix1CgWCoYfT1SvSfpWd9+90q+vcSMuLFDqFA+K/jD9C3S0jnMU3/nTJ+ZseMGYNhw4bJlGlqasqtv2PHDty6dQv//PNPrmXh4eHQ0NCAoaGhTHnhwoURHh4urfNp0iRnec6yb/VLJk6IiIiIiIiIKH/R1NT8YqLkUyEhIRg8eDBOnToFLS2tnxzZl7GrDhERERERERHlKzdv3kRERATKly8PNTU1qKmp4cKFC1iyZAnU1NRQuHBhpKWl4f379zLrvXv3DhYWFgAACwuLXLPs5DzPqfMtmDghIiIiIiIiUjJiTy38s6cjrl27Nu7fv487d+5IHxUrVkSnTp2k/1dXV8eZM2ek6zx9+hTBwcFwd3cHALi7u+P+/fuIiIiQ1jl16hQMDAxQqlSpb46FXXWIiIiIiIiIKF/R19dH6dKlZcp0dXVhYmIiLe/ZsyeGDRsGY2NjGBgYYODAgXB3d0fVqlUBAHXr1kWpUqXQpUsXzJkzB+Hh4Rg/fjwGDBjwzV2GACZOiIiIiIiIiEgJLVy4ECoqKmjVqhVSU1NRr149rFixQrpcVVUVf/75J/r16wd3d3fo6urCx8cHU6dO/a6/IxEE4ZebruPMm6Nih1AglDYuI3YIBYam6rdnQ+nfC00MFjuEAoGz6igGZ9VRjJTMZLFDKBAyhAyxQygQ9NUNxA6hwHiTGCJ2CAWCm3FFsUP4qQpPqS52CN/t3aSLYofwr7DFCREREREREZGSUcbpiJUVB4clIiIiIiIiIpKDiRMiIiIiIiIiIjnYVYeIiIiIiIhIybCnjuKwxQkRERERERERkRxMnBARERERERERycHECRERERERERGRHBzjhIiIiIiIiEjJcDpixWGLEyIiIiIiIiIiOZg4ISIiIiIiIiKSg111iIiIiIiIiJQMu+ooDlucEBERERERERHJwcQJEREREREREZEcTJwQEREREREREcnBMU6IiIiIiIiIlIwKxzhRGLY4ISIiIiIiIiKSg4kTIiIiIiIiIiI52FWHiIiIiIiISMmwp47iiNriRBAEBAcHIyUlRcwwiIiIiIiIiIjyJHripHjx4ggJCREzDCIiIiIiIiKiPImaOFFRUYGjoyOio6PFDIOIiIiIiIiIKE+iDw47a9YsjBgxAg8ePBA7FCIiIiIiIiKlIJFIlO6hrEQfHLZr165ISkpCmTJloKGhAW1tbZnlMTExIkVGRERERERERAWd6ImTRYsWiR0CEREREREREVGeRE+c+Pj4iB0CERERERERkVKRQHm7vigb0cc4AYCgoCCMHz8eHTp0QEREBADg2LFjePjwociREREREREREVFBJnri5MKFC3B1dcW1a9ewb98+JCQkAADu3r2LSZMmiRwdERERERERERVkoidORo8ejenTp+PUqVPQ0NCQlnt7e+Pq1asiRkZEREREREREBZ3oY5zcv38f27Zty1Vubm6OqKgoESIiIiIiIiIiyt+UeXpfZSN6ixNDQ0O8ffs2V/nt27dhZWUlQkRERERERERERNlET5y0b98eo0aNQnh4OCQSCbKysnDp0iX4+fmha9euYodHRERERERERAWY6F11Zs6ciQEDBsDa2hqZmZkoVaoUMjMz0bFjR4wfP17s8IiIiIiIiIjyHXbVURzREycaGhpYs2YNJkyYgAcPHiAhIQHlypWDo6Oj2KERERERERERUQEneuIkR7FixVCsWDGxw/ihnt8NwqmdZxHyPBQfouPQZ2oPlK3mKl3+x+xtuHriH5l1SlVyxu+zfaXPg5+F4MCaP/H6STBUVFVQtrobWvVvDi1tTYVth7Jp26ADwt++y1XevG0zDBs7WPpcEASM/H0Mrl26jhkLpqK6dzVFhqn01qxYh7Ur18uU2dgWw67D22XKBEHA0H5+uHLpKuYs8odX7RqKDFPpPLz9GAe3/IkXT18gNuo9Rs4ehipelaTLr567jpP7TyPoyUskxCVg3h/+sCthK/Ma4aHvsGnpFjy5+xTpaRko6+6GXsO6wdDEULEbk489uPUQezfvR+CTIMRExWL83NFwr1lVulwQBGxZvR0nDpxCYkIiSro5Y8DovrAqZgkAeBf2DtvX7cK9G/cRG/0exqZGqNWgJtr1aA11dXWxNkspRL6LxIpFq3H10jWkpKSgqLUVxk4djZIuztI6r168wopFq3Hn5l1kZmTC1sEGM+ZPg0WRwiJGrjwyMzPxx+otOH30LGKiY2FiZoJ6TX5D514dpXcnk5OSsWbJelw6fwVxH+JgYWmBlh2aoUnrRiJHr1ySEpOwaeUWXD53Be9jP8DByR79/PrAyaWEtE7wyxCsW7IB924+QGZmJmzsi2HCnDEwL2IuYuTKJ/JdJJYvWoWrf388d4ybNgYlXZyRkZ6B1cvW4MrFqwgLfQs9fV1UrFIR/Yb4wszcVOzQ861Htx/j0NYjePH0JWKj3mPErKGo7FURAJCRkYEdq3fj1uU7iAiLhI6eNlwrlkan/u1hbGYEAIh4G4k96/fjwc1HeB/9HsZmRqhezxMtuzWHunq++ZlJ9EOIfkRnZmZi48aNOHPmDCIiIpCVlSWz/OzZsyJF9t+lpaShqIMVPBpUQcCkDXnWKVXZGV1GdpA+//Qk8z7qA5aMWIUKNcui3cBWSE5KwZ7l+7F59jb0ntz9p8evrAK2rkTmJ8fRy8CXGNZ3BGrV8ZKpt3vLHkWH9suxL26HZWsWS5+rqqrmqrNj806ArQi/WWpyKmwdi6F2k5qYM3pBruUpKalwLuMEj9pVsdJ/Te7lySmYOngmbIvbYPKy7O6O2wN2w3/EPPivnQoVFdGHtsoXUpJTYFfCDnWa/oYZI2flWr7nj/04vPNPDJ08GBaWhbF51TZMGDgFq3YthYamBkJevYGQJeD3Mf1QpGgRvA4KxtKZy5GSnIJeQ3h+licuLh59u/2O8hXLYv7yOTA0MkRIcCj0DfSldUJD3qBft4Fo3KIhevXrDh09XbwMegVNDQ0RI1cuOzbuxqE9RzBqynDYOtjg6aPnmDt5AXT1dNGyQ3MAwMr5Abj9zx2MmT4CFpaFcePKLSyetQwmZsbw8HIXdwOUyMJpS/Eq6DVGThsOYzNjnD16DqP7jceaPStgam6KsJC3GNZzJOo3q4Muvp2go6uD1y+CoaHJ4/l7xMXFw9dnAMpXKocFK3KfO1JSUvDs8XN09/VB8RLFER8Xj0Wzl2DUoDFYvyP3dyVlS01JhY1jMdRq7IV5YxZ9tiwNL56+QuvuLWDjWAyJ8YnYsHAzZo+cj9kbpgMA3rwKgyAI8B3VAxZFLRD8IgSr/dciNTkVXQd1EmGLiH4e0RMngwcPxsaNG9GoUSOULl36l+qn5VKlJFyqlPxiHTV1NRQyNshz2YOrD6GqpoJ2g1tJf+x0GNoGM3rNRcSbSJhbmf3wmH8FhsaGMs+3rt8GK2tLlK1YRlr2/Ekgdm7ejYBtq9Dit9YKjvDXoaqqChNTE7nLnz15hq2bdmDTznVoWKupAiNTXuU9yqK8R1m5y2s2qA4AiAiLzHP5k3vPEPk2EvP+8IeOrg4AYODEfvCp0wv3bzxEmcquea5X0FT0rICKnhXyXCYIAg5uP4x2PdrC3asKAGD4lMHoVK8brly4Bq+61VHRozwqepSXrlOkqAXeBL/BkT3HmTj5gq3rt8G8sBnGTRsjLbMsWkSmTsDStXCvVgUDhvaTlhW15ix73+Ph3Ufw8KqKqtWzj18LSwucO34eTx48/Vjn3iPUbfKb9LuxcauG+HPvUTx58JSJk2+UmpKKv89ewuT5E+BavjQAoItvJ1z96zr+3HMM3fp3wcYVf6CyZ0X0GtxDup6ldRF5L0lybFm/FYULm2O8zLnDUvp/PX09LA6QvdkwbOwQ9Oroi/C379haTY5y7mVRzr1snst09XQwcckYmbKew30wpudERIZHwczCFOXcy6Cc+8fr68JW5gh7/RYn959m4kRBfqGfzvme6ImTHTt2YNeuXWjYsKHYoYji+Z1AjGw5ATp62nAq54gmPRpCr5AuACA9LQOqamoyd4jVNbObgAfdf8nEyTdIT0/HqaOn0bZzG2lSLiU5BVPHzsCQMYNhYmoscoTKLSQ4FI28m0JDQxOuZVzQf0hfWBSxAJC9nyeMmoIR44Z/MblCP1Z6Wjogkch0F9HQUIdERYInd58ycfINwt+8Q2x0LMpWdpOW6erpwsmlBJ7cewqvutXzXC8xIQn6hfQUFaZS+vvCJVT2qIzxfhNx+8ZdmJmbomW75mjaqgkAICsrC5cvXkGnbh0wtK8fnj15DkurIujSsxNqeOe93yk3lzKlcGTfUYS8DoW1TVEEPXuB+3ceot+wPh/ruJXClQtXUb9ZPZiameDOjXsIDX6D/sN9v/DK9KnMzExkZWZBQ1O2e56mpiYe3nmIrKwsXP/7Btp0bYmxAyYg8OkLWFgWRvvubeBRi8mp7/H3+Uuo4lEZ44ZPxO0bd2BW2Awt2zZHs9ZN5K6TmJAIiUQCfX2el3+UpIRkSCQS6OrryK+TmAQ9A+5z+vWI3mZbQ0MDxYsX/9frp6amIi4uTuaRlpr+AyP8eUpVcobP6E4YPK8fmvdpguf3grB8dACyMrO7mTiVc0RcTBxO7TiLjPQMJMUn4eCaPwEAH2LixAxdaVw8ewkJ8Qlo0LSetGzpvBUoXcYF1Wt5ihiZ8nNxLYWJ08Zh0coFGDXBD2Fv3sLXpz8SExMBAAvnLIFb2dLw4o8dhSpR2hFaWprYvHwbUlNSkZKcgk1LtiArMwux0e/FDk8p5Owno8/GhDE0KYTY6Ng81wkLeYvDO4+gQYt6eS6nbGGhb3Fg10EULVYUC1fORYu2zbBw9hIcPXQcABAbE4vkpGRsWb8NVTwrY+GqeajhXR1jh03A7Rt3xA1eiXTo3ha16tVE95a9UbdyI/h2GIBWHZvjt4be0jq/j+qHYvY2aF+/M+pVaYwxv4/HoNED4FaBydVvpaOrg5Juzti2dgeiI6ORmZmJM0fP4fH9J4iJisX7mA9ITkrGzo17UNGjAvyXT4NnLXdMHTET927eFzt8pRIW+hb7dx2EdbGiWLhq3v/PHYtx9OCxPOunpqZixcJVqNOgNnT1dBUc7a8pLTUNW1Zsh2cdd2mL1s+9DQnHsd0nUae5d57LiZSZ6C1Ohg8fjsWLF2PZsmX/qpuOv78/pkyZIlPWZWhH+AzP/83DKnp/bOZtZW+JovZFMLHzDDy7Gwjn8iVgaVcEPqM7Yu+Kgzi49ghUVCWo2aIGDIz0ocJ2Wd/kyIGjqOJZGab/Hxjs7/OXcOv6bazbGSByZMrPo/rHu2WOTsXh4loKzeq1wpkTZ2FoZIgb129i8+68x/ahn6eQkQGGzxyCgDnrcHTXCUhUJKhWxwP2Tna/VFfI/CQqIhoTB01Btd88UL9FXbHDydeysrLg7OKEvoOyWz6UKFkCLwJf4sDug2jYtD6ysgQAQPVanmjfpW12HWdH3L/7AAd2H0S5imXFCl2pnD/1F84cO4uxM0fB1t4GQU+DsHz+6v8PElsHAHBgxyE8vv8Y0xZORuEi5rh/6wGWzFoOEzNjVKhS/it/gXKMnDocC6YuRsf6PlBRVUFxZwfUrFcDzx8HQhCyb4S5e1VFy07NAQAOTvZ4dO8xjuw9xiTVd5CeOwZnnzuc/n/u2L/7EBo2ayBTNyM9AxP8JkEQBIwYP1yMcH85GRkZWDB+KSAAvUfm3R01OiIGM4bOgbt3FfzWjIkTReG1neKIkjhp2bKlzPOzZ8/i2LFjcHFxyTUbwb59+774WmPGjMGwYcNkyi5FnfsxgSqYqaUp9ArpIvJNFJzLZ4/GXql2BVSqXQFxMfHQ0NaABMCZPedhWoRdH74mPCwcN6/dwrT5HxNrt67fRlhoGBpVl23aOcFvMtzKuWLJuoWKDvOXoW+gj2I21ggJDkXg8yC8CXmD3zzqy9QZPWwcypYvg5UblokUZcFQtoobVuxdjLj3cVBVVYWuvi56NuyLwlZsGv4tclqaZM+W87E73/voD7AvYSdTNzoyBmP6TUBJN2cMHNtfkWEqJRMzE9ja28qU2drb4PzpvwAAhkaFoKqmmruOnQ3u3eEd+m8VsGgt2ndrC+96NQEA9o52eBcege0bdqJekzpITUnFumUbMWX+BOk4KA4l7BH4LAi7/9jLxMl3sLQugnlrZiElOQWJCUkwMTPGjNGzUcTKAgaGBlBVVYWNvbXMOtZ21nh455FIESsnEzMT2OVxXjh/+oJMWUZ6BsaPmITwt++wdO0itjb5ATIyMrBg3FJEhUdh0rKxebY2iYmMxZTfZ8DJ1RG+o3uKECXRzydK4qRQoUIyz1u0aPGvX0tTUxOamrJT82rEK+dUkLGR75EYl5TnYLEGxtmjhl8+dg3qGupwruik6PCUztGDx2FobAj36h+nGO3UoyMat5SdarFb65743a8/B8P7j5KSkvAm5A0aNKmP3+p5o1lL2cFgO7bsgiEjB6G6F7tIKYqBYfa55P6NB/gQG4dK1fMeDJVkWVgVhpGJEe7+cw8OTvYAgKSEJDx9+AwNW39MBkZFRGNMvwko7uyAIRMHcsaib+BWtjSCXwXLlAW/DoWFZfbAjerq6ijp4pyrTsjrEA7u+B1SUlJzHY8qKirSFj0ZGRnIyMiAJK86gqCwOH8lWtpa0NLWQnxcAm5euYVeg7tDXV0dJVwcEfr6jUzdN6/fwNyCUxF/D7eyrgh+FSJT9vl5ISdpEvI6FMvWLUYhw0Kfvwx9p5ykSXhoOCYtGwf9Qvq56kRHxGDK7zNg72yH/uN9+V1IvyxREicbNhSM5vspyamIfBMlfR79NhohgW+gq68DHQMdHN10AuVquMHA2ACRYVHYv/owzKxMUbKSs3Sd8/svwt7FFpramnhy8xn2rT6E5r0bQ0dPW4xNUhpZWVk4dug46jepCzW1j1Pkmpga5zkgbGELc1hacZT777F43jJU9/KEhaUFoiKjsGb5WqioqqJug99gZGyU54CwFhaFZUbBp9ySk1IQHhoufR4RFomXz15Bz0APZhamiP+QgKh3UYiJyh5rI+z1WwCAoYmhtKXE2T/Po6itFQwMDfD0/jOsX/gHGrdvACsb7vscyUnJCAt5K30eHhaBoKcvoF9IH+YWZmjWoQl2rN8NS2tLWFiZY/OqbTA2NZbOshMVEY0xfcfDzMIMPQd3w4fYj+NOGZsaKXx7lEW7zm3g6zMAm9ZuRu26tfDowWMc2nMYIyf6Set09GmPiSOnoGyFMihfqRyuXrqOS39dwdK1i8QLXMm416iCret2wNzCDLYONgh8EoQ9W/ajfrPsrmS6erooU8EVAYvWQlNTA4WLFMbdm/dw6sgZmQFk6etuXL4JAYC1jRXehLzF2sXrYW1bFHWb/AYAaNOlJWaOmYPS5VxQppIbbly+iasXr2Puan9xA1cy7bq0gW/X/ti0ZjNq16uFR/cf4+Cewxg1KfvckZGegbHDJ+DZ42eYu2w2srIyER0VDQAwKGSQq0U7ZfvSNYeRqSHmj12Ml09fYfQ8P2RlfRwrTc9AD+rqaoiOiMHkAdNhZmGKLr93RNz7j9+Fn48TRqTsJIIg7q0Fb29v7Nu3D4aGhjLlcXFxaN68Oc6ePfvdr3nmzdEfFN1/8+xOIBYNW56rvGq9Smg/pDVWT1iPkMA3SE5IRiETA5Ss6IQm3RtKW5cAwEb/rXh47RFSk1NR2LowfmtbE1XqVlLkZshV2rjM1yuJ5Prlf+DXfxS2HtwEaxvrL9atUdYbMxZMRXXvagqK7vtpqmp+vZKCjRsxEXdu3sGH93EwNDJEmfJu6DeoD4paF82zfhVXT8xZ5A+v2jUUHOm3C00M/nqln+zBzUeYNGBarvKaDWtg4MR+OPvnBSyfvirX8rY9W6Fd7+yptTcv347zRy4gIS4BZkXMULfFb2jSoWG+6QerpSp+4vfezfsY03dCrvLajWph2OTBEAQBW1Zvx/H9J5GYkIhSZUpiwChfWNlkT4t76vAZLJq6NM/XPvLPgZ8Z+jcz1MifCZxLFy5j1ZIAhAa/QRErC7Tv0lY6q06OP/cfweb1WxHxLhLFbIuhV7/uqF4rf56jUzKTxQ4hl6TEJGxY8Qf+PncZ72Pfw8TMBN71vNClTyfpD8iYqBisXboBN67eQnxcPAoXMUejlg3QulPLfHOu+FSGkCF2CHm6cPIiNizbhKiIKOgb6MOztge69+8KXf2PXUROHDyJHRt2IyoiGkVtrNDFtxM8alb9wquKR189d6vn/OLShctYuXj1J+eOdtJZdd6+eYtWDdrlud6ydYtRvlI5RYb6Td4khny90k/28NYjTB4wI1e5V8PqaNurFQa0HJLnepOXj4NL+VI4d+QCVkzPe9zA3Ve2/shQ/zU344pih/BTOc5XvkHpnw8/IXYI/4roiRMVFRWEh4fD3Fy2yWJERASsrKyQnv79M+Tkl8TJry4/J05+NfkxcfIryg+Jk4IgPyROCoL8mjj51eTHxMmvKL8mTn41+Tlx8qvJD4mTgoCJk/xHWRMnos2qc+/ePen/Hz16hPDwj83EMjMzcfz4cVhZWYkRGhERERERERERABETJ2XLloVEIoFEIoG3d+4pq7S1tbF0ad7NoImIiIiIiIgKsvzYtfJXJVri5OXLlxAEAfb29rh+/TrMzMykyzQ0NGBubg5VVdUvvAIRERERERER0c8lWuLExsYGQPbsJ0RERERERERE+ZHoE21v2rQJR44ckT4fOXIkDA0N4eHhgdevX4sYGREREREREREVdKInTmbOnAlt7ewZFq5cuYJly5Zhzpw5MDU1xdChQ0WOjoiIiIiIiCj/kUiU76GsROuqkyMkJATFixcHABw4cACtW7dGnz594OnpiZo1a4obHBEREREREREVaKK3ONHT00N0dDQA4OTJk6hTpw4AQEtLC8nJyWKGRkREREREREQFnOgtTurUqYNevXqhXLlyePbsGRo2bAgAePjwoXQAWSIiIiIiIiIiMYje4mT58uXw8PBAVFQU9u3bBxMTEwDAzZs30bFjR5GjIyIiIiIiIsp/JBKJ0j2UleiJE0NDQ7Rp0wa6urqYPHky3rx5AwBwcHCAl5eXyNERERERERERUUEmeuJk7969qF+/PnR0dHD79m2kpqYCAOLi4jBz5kyRoyMiIiIiIiKigkz0xMn06dOxatUqrFmzBurq6tJyT09P3Lp1S8TIiIiIiIiIiPInsbvdsKuOAj19+hQ1atTIVV6oUCG8f/9e8QEREREREREREf2f6IkTCwsLBAYG5ir/+++/YW9vL0JERERERERERETZRE+c9O7dG4MHD8a1a9cgkUgQFhaGrVu3ws/PD/369RM7PCIiIiIiIiIqwNTEDmD06NHIyspC7dq1kZSUhBo1akBTUxN+fn4YOHCg2OERERERERER5TvKPGaIshE9cSKRSDBu3DiMGDECgYGBSEhIQKlSpaCnpyd2aERERERERERUwImeOMmhoaGBUqVKiR0GEREREREREZFUvkmcEBEREREREdG3YU8dxRF9cFgiIiIiIiIiovyKiRMiIiIiIiIiIjmYOCEiIiIiIiIikoNjnBAREREREREpGU5HrDhscUJEREREREREJAcTJ0REREREREREcrCrDhEREREREZGSYVcdxWGLEyIiIiIiIiIiOZg4ISIiIiIiIiKSg4kTIiIiIiIiIiI5OMYJERERERERkZLhGCeKwxYnRERERERERERyMHFCRERERERERCQHu+oQERERERERKRn21FEctjghIiIiIiIiIpKDiRMiIiIiIiIiIjmYOCEiIiIiIiIikoNjnBAREREREREpGU5HrDhscUJEREREREREJAcTJ0REREREREREcvySXXWKFyohdggFgraajtghFBgSsBmeIhTRsRI7hAJBTfJLfvXkO6rczwqhpqIudggFAr8HFUNTVUvsEAoMK11rsUOgXwG76igMW5wQEREREREREcnBxAkRERERERERkRxMnBARERERERERycEO0ERERERERERKhtMRKw5bnBARERERERERycHECRERERERERGRHOyqQ0RERERERKRk2FNHcdjihIiIiIiIiIhIDiZOiIiIiIiIiIjkYOKEiIiIiIiIiEgOjnFCREREREREpGQ4HbHisMUJEREREREREZEcTJwQEREREREREcnBrjpERERERERESoZddRSHLU6IiIiIiIiIiORg4oSIiIiIiIiISA4mToiIiIiIiIiI5OAYJ0RERERERERKhmOcKA5bnBARERERERERycHECRERERERERGRHEycEBERERERERHJwTFOiIiIiIiIiJQMhzhRHLY4ISIiIiIiIiKSg4kTIiIiIiIiIiI52FWHiIiIiIiISMlwOmLFYYsTIiIiIiIiIiI5mDghIiIiIiIiIpKDiRMiIiIiIiIiIjnyReIkKCgI48ePR4cOHRAREQEAOHbsGB4+fChyZERERERERET5j0QiUbqHshI9cXLhwgW4urri2rVr2LdvHxISEgAAd+/exaRJk0SOjoiIiIiIiIgKMtETJ6NHj8b06dNx6tQpaGhoSMu9vb1x9epVESMjIiIiIiIiooJO9OmI79+/j23btuUqNzc3R1RUlAgREREREREREeVvytz1RdmI3uLE0NAQb9++zVV++/ZtWFlZiRAREREREREREVE20RMn7du3x6hRoxAeHg6JRIKsrCxcunQJfn5+6Nq1q9jhEREREREREVEBJnriZObMmXB2doa1tTUSEhJQqlQp1KhRAx4eHhg/frzY4RERERERERFRASb6GCcaGhpYs2YNJk6ciPv37yMhIQHlypWDo6Oj2KERERERERER5Usc40RxRE+c5LC2toa1tbXYYRARERERERERSYneVadVq1aYPXt2rvI5c+agTZs2IkRERERERERERJRN9MTJX3/9hYYNG+Yqb9CgAf766y8RIiIiIiIiIiLK3yQS5XsoK9G76iQkJEBDQyNXubq6OuLi4kSI6OdJSkzCppVbcOncZbyP/YDiTvbo5+cLJ5cSueounrkMR/YeQ9/hvdGyY3PFB/uL2Lj2DyxftALtO7fD8NFDAQC+3frh1o3bMvVatmmBMZNGiRHiL2Pj2k1YtmgFOnRuh+GjhwEAZkzxx/Ur/yAqMgraOtpwK+uKQUN/h629rbjBKpnId5FYvmgVrv59DSkpKShqbYVx08agpIszMtIzsHrZGly5eBVhoW+hp6+LilUqot8QX5iZm4odutIIWLEWa1eulymzsS2G3Yd3AABSU1OxeO5SnDx+Gulp6ajqWQUjx/nBxNRYjHCV1u4de7Bn5z68DXsLALAvbofefXvBs7oHACAkOBSL5i3Gndt3kZ6WDvdqVTFyjB9MTE3EDFvprJFzPO86vAMfPsRhzfK1uHblOt69DYehkRG8vKvD9/c+0NPXEyniX8OmtX9g+eKVaN+5LYaNGoqwN2/RvH7LPOvOnDcdv9WrreAIlde6gHU4c/osXr54BU0tTZQtWwZDhg+GrZ2tTL27d+5i6eLluH/vPlRVVOHkXAIr16yAlpaWOIEroS9dcwDA+dMXsH/3QTx99AxxH+Kwcdc6lHDm2JT06xM9ceLq6oqdO3di4sSJMuU7duxAqVKlRIrq51g4bQleBb3GyGl+MDEzxpmj5zCq3zis3bMSpp/8wPn77GU8vv8EJma8UPwvHt5/hP2798OxRPFcy5q3bgbf3/tIn/ML9b95eP8R9uWxr0uWckaDRvVhUaQw4j7EYfWKtRjQZxAOndgPVVVVkaJVLnFx8fD1GYDylcphwYo5MDQyREhwKPQN9AEAKSkpePb4Obr7+qB4ieKIj4vHotlLMGrQGKzfsUbk6JWLfXE7LFuzRPpc7ZNjdOGcJbj012X4z58OPT09zJ05H6OGjsHazavFCFVpFbYojIFDB6CYjTUEQcCfB49g2EA/bNuzGZaWlhjQZyBKODli1boVAICVy1Zh6O/DsXHbeqioiN5IVql8fjznnHOjIiIRGRmFQcN/h52DLcLDwjFr2lxERkZh1oKZYoWr9B49eIR9ew6g+Cffg4UtzHH03J8y9Q7sPoAtG7fBo7q7okNUajdu3EK7Du3gUtoFmZkZWLpoGfr26od9h/dBR0cbQHbSpH+f39Gjd3eMHjsKamqqePrkGc8d3+Fr1xwAkJycgjLl3FC7rjdmTZkjYrREiiV64mTChAlo2bIlgoKC4O3tDQA4c+YMtm/fjt27d4sc3Y+TmpKKi2cvYcr8CXArXxoA0NW3E67+dQ2H9xxF9/5dAQBREVFYMXcVZi6bhgmDJ4sYsXJLSkrCxNGTMHbyGKxfvSHXci0tLZjyDuYPkZSUhAmjJ2Lc5LFY99m+btmmhfT/llaW6D/QFx1adcbbN29RtFhRRYeqlLas34rChc0xftoYaZllUUvp//X09bA4YIHMOsPGDkGvjr4If/sOFkUKKyxWZaeqqpbneSEhPgGH9h3GtNmTUalKRQDAxGnj0LZZR9y/+wCuZUorOlSlVaNmdZnnAwb3x56d+3D/7gNEvIvE27C32LZnM/T0sls+TJkxGbU8auOfazdQxb2yGCErLVVVtTxb6jg4OmD2wo8JkqLWRdFvoC8mjZmCjIwMqKmJfmmodLK/Bydj3KTRWB+wUVquqqqa65xy/uwF1K7nDR0dHQVHqdxWBiyXeT515hTUqlYbjx89QoWKFQAAc2fNR4fO7dGzdw9pvc9bpNCXfe2aAwAaNKkHAHj75q1CYyMSm+gp2CZNmuDAgQMIDAxE//79MXz4cISGhuL06dNo3ry52OH9MJmZmcjKzIKGpmy3JE1NTTy88wgAkJWVhdkT5qNNl1awdbARI8xfxpzp8+BZw1PuhfbxIyfwW7V6aNe8I5YtXIGU5BQFR/jrmD197hf3dY7kpGQcOvAnrIpaojB/zH+zv89fgrOLE8YNn4iGXk3h07YnDu45/MV1EhMSIZFIoM9m998lJDgEDb2bonn91pgwajLC34YDAB4/eoKMjAxUrlpJWtfW3hYWRQrj/t0HYoWr9DIzM3Hi6EkkJyfDrawr0tPTIZFIZLrvampqQEVFBXdu3REvUCUVEhyCRt5N0aJ+a0z85HjOS0JCAnT1dJk0+ZfmzJgHz+oeqPyV78HHD5/g2ZPnaNayiYIi+3UlxCcAAAwKFQIAREfH4P69+zA2NkbXjj6oVb02enTtiVs3b3/pZegz/+aag8QlkUiU7qGs8sU3ZKNGjdCoUaN/tW5qaipSU1Nly9JToamp+SNC+2F0dHVQys0ZW9fuQDE7axgaG+LciQt4fP8JLK2LAAB2btwDVVVVNO/QVORoldvJo6fw5PFTbNqxPs/l9RrVQxFLC5iZmeL5s0AsW7gcr1+9xtzFuWd3oi87cfQknjx+ij925G7Vk2P3jj1YMn8ZkpOTYWNng+UBS6Gurq7AKJVbWOhb7N91EO27tEXXXp3x+OETLJy9GOrqamjYrEGu+qmpqVixcBXqNKgNXT1dESJWTqVdXTBx2njY2BZDVFQU1q5cjz4+/bB9/xZER8VAXV1dpqkyABibGCM6KlqkiJXX82eB6N6pJ9LS0qCto415i+fA3sEeRkZG0NLWwpIFyzBgcH9AELB00TJkZmYiivv5u7j8/3guZlsM0f8/nn19+mHb/i3Q1ZU9L7yPfY/1qzegeWtee/wbJ4+dwtNHT7FRzjXHpw7tPww7e1u4lXVTQGS/rqysLMyZNQ9ly5eFo2N216g3oaEAgFXLV2PYiKFwcnbCn4f+RJ8evth7cDdsbHlD8lt87zUHUUGSLxIn/4W/vz+mTJkiUzZ4zEAMHTtIpIjkGznVD/OnLkKH+l2hoqoCR+fiqFmvBp4/DsSzx89xYMdBrNi6RKkzcWILf/sO82ctwLI1S+Qmz1q2aS79f/ESxWFqZor+PX9HaHAou498h5x9vXzN0i8mKhs0qo8q7pURFRmNzRu3YrTfWKzbvCbfJTfzq6ysLDi7OKHv4OwxeZxKlsCLwJfYv/tQrouYjPQMTPCbBEEQMGL8cDHCVVqfjjfg6FQcpV1d0LReS5w+cZbH6g9ma2eD7Xu3ICE+AadPnsWkcVOwZuMq2DvYY/Z8f/hPm40dW3dCRUUF9RrUhXMpZ34vfqfPj2cXVxc0q9cSZ06cRdNPWjskJCRi2AA/2NnboXe/XmKEqtTehb/DglkLsTRA/jVHjpSUFJw4ehI9fbsrKLpf18xp/gh6HoiNWz7etMnKygIAtG7bCs1bNgOQPc7atavXcWDfQQwelv9+F+RH33PNQVTQiJ44yczMxMKFC7Fr1y4EBwcjLS1NZnlMTMwX1x8zZgyGDRsmUxaeHvLD4/wRLK2LYP6a2UhOTkFSQhJMzIwxY/QsFLGywIPbD/E+5gM6NeomrZ+VmYWAheuwf9tBbP5T/h19+ujJoyeIiYlFl7bdpGWZmZm4ffMOdm/fg0u3/so1KGlpVxcAQEgIEyffI2dfd27rIy3L3te3sWv7Hly+dRGqqqrQ09eDnr4eitkUg2uZ0qjl8RvOnTmP+g3riRi98jAxM4HdZ7MQ2drZ4PzpCzJlGekZGD9iEsLfvsPStYvY2uQ/0jfQRzEba4QGh6KyeyWkp6cjPi5eptVJTHQMZ3v5F9TV1WFdzBoAUNKlJB49fITtW3Zi3KQxcPesikPH9yM29j3UVFWhb6CPul71UbR+HZGjVm45x3NIcKi0LDExEUP6DoWOjg5mL/aHmrrol4RK5/HD7O/Bru26Scs+XnPsxd83L0ivOc6eOoeU5BQ0bMIfn//FzOmz8NeFi1j/xzoUtvjY7dfUzAwAYO9gL1Pfzt7ui93USNa3XnNQ/sEbC4oj+rfklClTsHbtWgwfPhzjx4/HuHHj8OrVKxw4cCDXTDt50dTUzJXlj03I33cHtbW1oK2thfi4eNy4cgu9BndHdW9PlKtcVqbe2N8n4reGtVC3KS8Yv1WlqhWxff9WmbKp46fD1s4GXXt2yXMml2dPngEAB4v9TpWqVsSO/dtkyqaOnwYbOxv49Oya574WBAGCICA9LV1RYSo9t7KuCH4lmwwOeR0iM+hrTtIk5HUolq1bjEKGhRQd5i8nKSkJb0LewLRJfZQs5Qw1NTX8c+0GvOvUAgC8fvka4W/fcWDYHyArKyvXTRMjI0MAwPVr/yAmJhY1atUQIbJfR87x3KBJfQDZLU0G+w6BhoYG5i2dw1ZV/1KlqhWxfd8WmbKpE2ZkX3P06CzzPXho32HUqFUdRsZGig7zlyAIAvxnzMbZ02exbuMaFC1qJbPcysoSZuZmePXqlUz561evUa26pwIjVW7fcs1BVFCJnjjZunUr1qxZg0aNGmHy5Mno0KEDHBwc4ObmhqtXr2LQoF+nad2NyzchQEBRm6IIC3mLNYvXwdq2KOo1qQM1dTUYGBrI1FdTU4WRqRGsbdkK4lvp6uqiuKODTJm2thYKGRZCcUcHhAaH4vjRk/Cs7oFChgZ4/iwQC2cvRrmK5eDoxDnov0de+1pLWxuGOfs65A1OHT+Fqh5VYGRshHfhEdi47g9oaWrCs7qHSFErn3Zd2sC3a39sWrMZtevVwqP7j3Fwz2GMmuQHIDtpMnb4BDx7/Axzl81GVlamdNwNg0IGHE/mGy2etxTVvarBwtICUZFRCFi+FiqqqqjboA709PXQtGUTLJq7BAaFDKCrq4t5/gvgWqY0EyffaenC5fCs7g6LIhZITEzC8SMncPOfW1i2Onva3JwxIAyNjHD/7n3MmzUfHbt2gK0dxyf4Hp8fz2s+OZ4TEhIxyHcIUpNTMGXWJCQmJiIxMREAYGhkyKniv4Ouri4c8rzmMJApDwkOwe2bd7BoxXxFh/jLmDnNH8eOHMOiZQuhq6uLqMgoANkzy2lpaUEikaBbDx+sXLYKTk4l4OTshEMHD+PVy1eYv2iuyNErj69dcwBA3Ic4hL99J30Pgl8FAwBMTI3ZCpN+aaInTsLDw+Hq6goA0NPTw4cPHwAAjRs3xoQJE8QM7YdLTEjC+mUbERURBX0DfVSr7Ynu/buyeawCqamr4/rVf7Bj8w4kJ6egsIU5vOvURA/fHl9fmb6LpqYGbt+6g+2bdyAuLh4mJsYoV7Ec1m1ZC2MTY7HDUxqlSpfE/9i767Co0jYM4PfQ3Q0KiIiK3dida3d3N2t3rLl2d3esHWu3roGJigEI0t018f3BOu4soLKfzpmR+7fXXBfzvu85PGc8ezjznDcWLp+H9Ss3YvvGnbB3tMPoCSPRpEVjAEBUZBRuXbsNAOjdUfE8XrN1JSpULq/0mNVRZEQkpk2ciYT4BJibm6FshTLYtneT/Onw2AmjoCESYdLYKcjMykK16lUxYdq4r+yV/i0uNhYzpsxGdFQ0jIyN4F6sKNZsXIVq1asCAAIDP2DNirVISEiEg6M9+g3qi+69ugkctfqJjIjE9L/PZ7O/z+etf5/Pjx74wPeZLwCgffNOCtsdO38UDo72QoT8Uzt17DRsbG1Q9e/znPLv0IHDAID+vQcqlM+ZNxut22ZPbNyjV3dkZGTg90VLkZCQAA+PYtiwZb18aCB93dfuOQDg5rXbmDd9gfz9jAnZc032G9IHA4bxfpp+XiKZTCYTMgAPDw/s2rULVatWRc2aNfHLL79g0qRJOHjwIEaOHInIyMh87/ND8rsfECn9m7kus8rKIgLHLypDpjTj643o/6YlYrJYGTT5OSuFWCYWOoQCgX8HlUNXU0/oEAqMFHGS0CEUCJa6P/cwo9r7uwsdQr7d6Lr3641UkIbQAbRt2xaXL18GAIwcORLTp0+Hu7s7evXqhX79mLUkIiIiIiIiIuEI/jhq4cKF8p87d+4MZ2dn3LlzB+7u7mjZsuUXtiQiIiIiIiIi+rEETZxkZWVh8ODBmD59OlxdXQEA1apVQ7Vq1YQMi4iIiIiIiEilcTVi5RF0qI62tjaOHj0qZAhERERERERERHkSfI6TNm3a4Pjx40KHQURERERERESUg+BznLi7u2POnDm4ffs2KlasCENDQ4X6UaNGCRQZERERERERERV0gi9H/Gluk9yIRCL4+/vne59cjlg5uByx8nAZRuXgcsTKweWIlYPLESsHlyNWDv4dVA4uR6w8XI5YOX725YjrHuwhdAj5dq3zHqFD+E8Ev6sKCAgQOgQiIiIiIiIiolwJnjjx9vbOtVwkEkFPTw9FixZF69atYWFhoeTIiIiIiIiIiKigEzxx8vjxY/j4+EAikcDDwwMA8ObNG2hqaqJ48eJYt24dfv31V9y6dQslS5YUOFoiIiIiIiIiFcD1iJVG8FV1WrdujYYNGyI0NBSPHj3Co0eP8PHjRzRq1Ahdu3ZFSEgIateujbFjxwodKhEREREREREVMIJPDuvo6IiLFy/m6E3i6+uLxo0bIyQkBD4+PmjcuDGio6O/aZ+cHFY5ODms8nBSPOXg5LDKwclhlYOTwyoHJ4dVDv4dVA5ODqs8nBxWOX76yWEP9RQ6hHy71mm30CH8J4L3OElISEBkZGSO8qioKCQmJgIAzMzMkJmZqezQiIiIiIiIiKiAE/xxVOvWrdGvXz8sXboUlStXBgA8ePAA48aNQ5s2bQAA9+/fR7FixQSMkoiIiIiIiEh1iDjHidIInjjZuHEjxo4diy5dukAszu7uqqWlhd69e2P58uUAgOLFi2PLli1ChklEREREREREBZDgc5x8kpycDH9/fwBAkSJFYGRk9J/3xTlOlINznCgPx3YrB+c4UQ7OcaIcnONEOTjHiXLw76BycI4T5eEcJ8rxs89xUu9wL6FDyLerHXcJHcJ/ojJ3VUZGRihTpozQYRARERERERGpPA3mlJVG8MlhiYiIiIiIiIhUFRMnRERERERERER5YOKEiIiIiIiIiCgPKjPHCRERERERERF9Gy5HrDzscUJERERERERElAcmToiIiIiIiIiI8sDECRERERERERFRHjjHCREREREREZGa0eAcJ0rDHidERERERERERHlg4oSIiIiIiIiIKA8cqkNERERERESkZrgcsfKwxwkRERERERERUR6YOCEiIiIiIiIiygMTJ0REREREREREeeAcJ0RERERERERqhr0glIefNRERERERERFRHpg4ISIiIiIiIiLKA4fqEBEREREREakZDS5HrDTscUJERERERERElAcmToiIiIiIiIiI8sDECRERERERERFRHjjHCREREREREZGaEXGOE6X5KRMnLm3rCh1CgTB7/iChQygwTHWNhA6hQJh/7JjQIRQI5coUFTqEAqGImZnQIRQIr6KihQ6hQKjk6CB0CAXC0qWHhA6hwPCs7yl0CAXCixGnhQ6BfhIcqkNERERERERElIefsscJERERERER0c+MyxErD3ucEBERERERERHlgYkTIiIiIiIiIqI8MHFCRERERERERJQHznFCREREREREpGa4HLHysMcJEREREREREVEemDghIiIiIiIiIpWyfv16lClTBiYmJjAxMYGXlxfOnTsnr09PT8fw4cNhaWkJIyMjtG/fHhEREQr7CAoKQosWLWBgYAAbGxuMHz8eYrE437EwcUJERERERESkZjTU8JUfTk5OWLhwIR49eoSHDx+ifv36aN26NXx9fQEAY8eOxalTp3D48GFcv34doaGhaNeunXx7iUSCFi1aIDMzE3fu3MHOnTuxY8cOzJgxI5+RcI4TIiIiIiIiIlKCjIwMZGRkKJTp6upCV1c3R9uWLVsqvJ83bx7Wr1+Pe/fuwcnJCVu3bsW+fftQv359AMD27dtRokQJ3Lt3D9WqVcOFCxfw8uVLXLp0Cba2tihXrhzmzp2LiRMnYtasWdDR0fnmuNnjhIiIiIiIiIh+uAULFsDU1FThtWDBgq9uJ5FIcODAAaSkpMDLywuPHj1CVlYWGjZsKG9TvHhxFC5cGHfv3gUA3L17F6VLl4atra28TZMmTZCYmCjvtfKt2OOEiIiIiIiIiH64yZMnw9vbW6Est94mnzx//hxeXl5IT0+HkZERjh07hpIlS+LJkyfQ0dGBmZmZQntbW1uEh4cDAMLDwxWSJp/qP9XlBxMnRERERERERGpGQw2XI85rWE5ePDw88OTJEyQkJODIkSPo3bs3rl+//gMjzB0TJ0RERERERESkcnR0dFC0aFEAQMWKFfHgwQOsXLkSnTt3RmZmJuLj4xV6nURERMDOzg4AYGdnh/v37yvs79OqO5/afCvOcUJEREREREREKk8qlSIjIwMVK1aEtrY2Ll++LK/z8/NDUFAQvLy8AABeXl54/vw5IiMj5W0uXrwIExMTlCxZMl+/lz1OiIiIiIiIiNSMSA2H6uTH5MmT0axZMxQuXBhJSUnYt28frl27hj///BOmpqbo378/vL29YWFhARMTE4wcORJeXl6oVq0aAKBx48YoWbIkevbsicWLFyM8PBzTpk3D8OHD8zVcCGDihIiIiIiIiIhUTGRkJHr16oWwsDCYmpqiTJky+PPPP9GoUSMAwPLly6GhoYH27dsjIyMDTZo0wbp16+Tba2pq4vTp0xg6dCi8vLxgaGiI3r17Y86cOfmOhYkTIiIiIiIiIlIpW7du/WK9np4e1q5di7Vr1+bZxtnZGWfPnv2/Y+EcJ0REREREREREeWCPEyIiIiIiIiI1o47LEasr9jghIiIiIiIiIsoDEydERERERERERHngUB0iIiIiIiIiNcOBOsrDHidERERERERERHlg4oSIiIiIiIiIKA9MnBARERERERER5YFznBARERERERGpGS5HrDzscUJERERERERElAcmToiIiIiIiIiI8sChOkRERERERERqhkN1lIc9ToiIiIiIiIiI8sDECRERERERERFRHgQdqiORSLBjxw5cvnwZkZGRkEqlCvVXrlwRKDIiIiIiIiIiIoETJ6NHj8aOHTvQokULlCpVCiKO0SIiIiIiIiL6Kn5/Vh5BEycHDhzAoUOH0Lx5cyHDICIiIiIiIiLKlaBznOjo6KBo0aJChkBERERERERElCdBEye//vorVq5cCZlMJmQYRERERERERES5EnSozq1bt3D16lWcO3cOnp6e0NbWVqj/448/BIqMiIiIiIiISHVpcI4TpRE0cWJmZoa2bdsKGQIRERERERERUZ4ETZxs375dyF+vVBM7D8fCAZOx4o8tGLt+FgCgiL0zlgyajpqlKkNXWwfnH17DyDXTERkfLd/uxJxtKOfmCRszS8QlJeDS41uYuGU+wmIiBDoS1fLi5AsEPwhGYlgiNHU0Ye1ujfKdy8PEwSRHW5lMhqu/X0XYszDUHlMbhSoVAgDEfYiD7ylfRL2JQkZSBgytDeFe3x3FmxZX9uGorEfHHsP/rwDEh8RDS0cTdh52qNa9KswdzQAA6UnpeHDoIYKffkRSdDL0TfThWsUFVTpXgq6hrrzNxZWXERMUi/SkdOib6sO1kguqdasCHQMdAY9OtfSu1AZ9KrVBITM7AIBfZACW3tiBK+/+AgA4mztgVqPhqFK4DHS1tHHl3V+Yem4FolLiAADVncvhWJ/Vue67yeaBeBL6WjkHouJ+ca2HFq71YGtgBQD4kBSCva9P4mHEcwBAM5c6qOdUDUXNnGGorY92p4chJStNvr2tgSW6ebRCOesSMNczRUxaPK4E38V+v1MQyySCHJMqCjz/DlGPI5AangwNHU2YFjGHW1sPGNoZAQDSolNxd9q1XLctNbA8bCraIys5E77bniA5JAlZKVnQMdaBVRlbuLUpBi197Vy3LWhauTVAa7f6sDO0BgAEJnzEzpfHcT/8GYx1DNHXsx0q2ZaGrYEl4jMScSvUB9teHFE4p0eW74lSlu5wNXVCUGIoBlycJtThqKy3Z94g7FEoksOSoamjAfOiFijZwRNG9sbyNncW3USMX4zCds51XVCmVzn5+6iXUfA79gqJHxOhpasJpxqFUbxdCWhoCjqCXmVNbDsEC3tOxIrT2zB221w4WzsicOOtXNt2/H04jtw9q1BmYWSGp8vPwsnSHmY9yiAhNUkZYau8zqWaoXOp5nAwsQUAvIsNwob7+3Er6JG8TVm74hhVrSdK23pAKpPidZQ/Bp+cgQxJJgBgUMVOqO1SGR5WrsiSilF9cxdBjoVIGQRNnBQUlYqVxeAW3fH0/Ut5mYGePi4s3Iun/q9Qf3xnAMDcPuNwau4OVBvVUj7vy9UndzB//xqExUTA0coOSwZNx5HpG1FjTBshDkXlRL6KRLFGxWBZxBIyiQxPDj3B5UWX0XJRS2jpKZ7er8+/znXJrtjAWOiZ6KH60OowsDRA9Jto/LXtL4g0RPBo7KGsQ1Fpob6hKN3EEzZFrSGVyHBv332c+u0Mui7vBG09baTEpSIlLhXVe1WDuZM5kqKScX3zTaTEpqDpuMbZOxGJ4FrZBVW7VoG+iR4SwhNwY8ttXN90E43GNBD2AFVIWGIkfru0Af6xHyGCCJ3LNcXOLgvQcGM/BMeH41CPZfCNeIcOu0YDACbWG4DdXRei2ZYhkEGGB8EvUGpJa4V9Tqo/ALVcKzJp8g9RabHY5nsEIckREImARoVrYFa1URh+ZSY+JIVCT1MHDyOf42Hkc/T37Jhj+0JG9tAQibDyyU6EJkfCxcQRY8r3gZ6WLja/OCjAEamm+DexcKrjDGMXU8ikMvgf98OTVfdRbWZtaOpqQc9CHzUWKf7/H3orCEEX/GHhmZ0EgEgEq7K2KNK6GLSNdJEWlYI3+33hty8Tnv3LC3BUqicqNRabnh3Cx+RwiCBCE5eamFdjLAZenAYRRLDUN8f6p/vxITEEtoZW8K7YB1Z6Zph5VzHJei7wBkpYuMHNtJBAR6LaYvyi4VrfFWau5pBKZHj9x0vcW3YHdX9rAC3dz/cchWs7w6NtCfl7TR1N+c8JQQm4v+Iu3H8phvIDKiAtPh3Pdz2BTCqDZ+dSSj0edVCpaBkMbtwNTwNfycuCY8Jg16+yQrtBjbpifJtBOPf4Wo59bB2+CM8CX8PJ0v5Hh6tWwpNjsPzuTnyID4VIBLQu3gCrW0xDh4Oj8T42CGXtimNDy9nY8ugw5t/YCIlUAg8rV0hlUvk+tDW18Oe7W3gS/hrtSjYS8GgKLg7UUR7BEydHjhzBoUOHEBQUhMzMTIU6Hx8fgaL6fgz1DLB38moMXD4B07qPlpfX8KwMF9tCKD+0KZJSkwEAvRePRdwxX9QvVwOXH2dn0lf8sUW+TVBkCBYeXIvjs7ZCS1MLYolYuQejgupPrK/w3muwF44OO4qYwBjYFreVl8d+iMWrs6/QbG4z/DFCce4ctzpuCu+NbYwR9S4KwQ+DmTj5W8tpLRTeNxheF9sH7EKUfxQcSjrAsrDF5wQJAFM7U1TtWhmXVl2BVCKFhqYG9Ix0UaqJp7yNsbUxSjUpiccnnyrtONTBhTd3FN4vuLIZvSu1QUUnT9gZW6OQmR0abOyH5MxUAMDI4/PwZuJZ1HKtgBsBj5AlFSMqJVa+vZaGJpp61MSW+0eVehyq7q9wxfNux8s/8ItrPRS3cMOHpFAce38RAFDGKvdrwMPIF3gY+UL+Pjw1CkfenccvrvWYOPmHcqOqKLwv0bsMbo2/jMSgRJi7W0CkIYKuqa5Cm6gnEbCpaC9PfmsbasOpjrO8Xt9SH451nBF00f/HH4CauBv2WOH91hdH0NqtAUpaFsXZgOuYeWeVvC40JRJbnh/B1KpDoCnSgOTvL0GrH+8GAJh5GjNxkodq3tUV3pfrVwEXxpxDQmA8LD2s5OWaOprQM9XLdR+hD0Jg7GSCYq2ye7Ua2hqhREdPPFr/AB6tPNiL6h8M9Qywd8wKDFw/GdM6jJCXS6VSRPyjdzYAtK3aBIdun0FKeqpC+ZAm3WFmaII5h1ahecV6SolbXVwPvK/wftW93ehcqjnK2nrgfWwQJtQcgL3PTmGrzxF5m8D4EIVt1t7fByA76UL0sxO0T+CqVavQt29f2Nra4vHjx6hSpQosLS3h7++PZs2aCRnad7N25Dyc+euyPBHyia62DmSQISPrc7IoPSsDUpkUNUtV+fduAADmxmboXr8t7rx8yKRJHrJSswBAPjwEAMQZYtxeexuV+1SGvpn+N+9Hx5DDR/KSmZp93uoa5X5j+KmNjr5Onl2PU2JT4P9XABxK8glQXjREGmjj2QAG2np4GOwLXS1tyCBDpiRL3iZDnAmpTIoqhcvkuo8mHjVhrm+CA4/P5lpPgAZEqONYBbqaungV+/4/78dQywBJmSnfMbKfjzgt+2+XtkHuXw4TPyQgOTgRDjXy/uKeEZ+OqMfhMHO3+CExqjsNkQj1C1WDnpYufGPe5trGSFsfqVlp8qQJ/TfitOxrsfa/7hdC7n3E+VFncW36Zbw64gtxxud7NmmWBJramgrtNbU1Ic2SIv5D/A+PWZ2sHTgHZx5dweVnt7/YrkKRUihfxBNbLx9SKC/hVBQzOo1Cr1W/KvSSoJw0RBpo5l4b+tp6eBL+Ghb6pihrVxyxafHY0/53XO+3G9vbLkB5+5JCh0okGEF7nKxbtw6bNm1C165dsWPHDkyYMAFFihTBjBkzEBsb+/UdAMjIyEBGRoZioVQGaAjfcalz3Vao4F4alYe3yFF375UPUtJTsWjAFEzZthAikQgL+0+BlqYW7C1sFNouHDAFI1r1gaG+Ae6+fIRfpvVW1iGoFZlUhod7HsK6mDXMCpnJyx/teQRrd2sUqvhtT9Ci3kThw18fUG8cn0zkRiaV4daOO7DzsINl4dy/uKQlpuHhER+UbFgiR92FFZcQ+OADxJliuFR0Rr0hdX50yGqnhE0RnOm/HrpaOkjJTEPfg1PxJjoQManxSM1Mx/SGQzD/8iaIRCJMazgEWhpasDW2zHVf3cq3wNX39xGWFKXko1B9LiZOWFFnKnQ0tJEmzsCcv9YgKCn0P+3LwdAGrd0asLfJF8ikMrw9/BKmbuYwcjTOtU3Y7WAY2BnB1M08R92LLY8R/TQC0iwprMrYoHjP0j86ZLXiauqEdfVnQkdTG2nidEy/vRIfEnOez6Y6RuhZsg1O+V8VIMqfh0wqw4v9z2Fe1AImTp/nVXOsWgj6VvrQM9NDYnAiXh3xRXJ4MiqPqAoAsC5lC/+L7xFy7yMcqjgiPSEdb075AQAy4jNy/V0FUecav6BCEU9UntD6q237N+yEl8Fvcdfvc091HS0d7PdehfE7FyA4OhRFbNmLKjfuls7Y234JdLR0kJqVhtFn58E/LhhlbLN7Ww6r0g1Lbm/D6yh/tCpeH1vbzEObfcMRlPDf/lYSqTNBe5wEBQWhevXsbo/6+vpISsqerKlnz57Yv3//N+1jwYIFMDU1VXghQPhJn5ys7bFy2Gx0XzASGVk5/xBGJ8Si49whaFmtIZJPvkHC8VcwMzLBozfPcmTFfz+0HuWHNkGjiV0hkUqwa+JKZR2GWnmw8wESPiag5vCa8rKPjz4i4mUEKvas+E37iA+Ox/Xl11G6bWnYl2ZPiNzc2HILscGxaDw2926ZmamZOLPgPCyczFG5U87PvWbv6ui4uB2aTWiChIhE3N5590eHrHbeRQeh/oZ+aLZlMHY+PIFVbaaimJULYlLjMeDwDDQuVgP+Uy7g7aRzMNE1wtNQP0j/nhfpn+yNrVHPrQr2PT4jwFGovo9JYRh2ZSZGXZ+L0wFXMa7iABQ2dsj3fiz1zDCvujduhDzEucAbPyDSn8ObA75ICUmG54ByudZLMiWIeBAKhxpOuda7dyyJylNrovTQikiLSsW7w69ybVdQBSeFYcDFqRh6eRZOvL+CyVUGwdlE8Xw20NLDglrj8CExBDt8jwkU6c/h+Z6nSApJRMUhinNtONd1gU0pW5g4mcLJqxDKD6iIcJ8wpERm90azKWWDkp1K4dnuJzgz6CSuTr4Em9J/Dy3m3LAAACdLe6zsPxPdV4xV6JmdGz0dXXSr1TpHb5MFPcbj1cd32Hvj+A+MVP0FxIWg/cFR6HbYG4denMO8hmNRxLyQfInbwy/O4/irS3gd7Y/Ft7YgMO4j5zJRMRoikdq91JWgPU7s7OwQGxsLZ2dnFC5cGPfu3UPZsmUREBAgnxz1ayZPngxvb2+FMtO2OZ9yK1tF9zKwNbeGz/pz8jItTS3ULl0VI1r3gW7zIrj46AaK9q4JSxNziCUSJKQkIuygD/yvBSnsKyYxDjGJcXgbEoBXQe/wcf8DVCtRAfdeqf8cMN/Lg50PEPI4BI2mNYKBpYG8PPxlOJIik3B40GGF9jdX3oS1hzUaTft88U8IScDlBZdRtF5RlG7DJ5m5ubHlFgJ9PqDt7FYwsjTKUZ+ZlolT885CR18bTcc3hqaWZo42BuYGMDA3gLmjOfSMdHFsxklU6lABhuaGyjgEtZAlFSMwLnsc8bOwNyjnUBwDq3XA+NNLcN3/Aaqu7gILfVOIpRIkZiTj+a/Hcdw359OfLuWbIy4tEX/65b76QEEnlkkQmhIJAHgX/wEe5i5o49YIq57s/OZ9WOiZYXGtiXgZ+w4rH+/4QZGqP7/9voh+HokKv1aDnnnuQyYjfcIhyZTArppjrvW6prrQNdWFoZ0RtA214bPkHlxaFIVuHnNJFDRiqQQhydnn85u4QBS3cEV79yZY9ih7BUN9LT0srj0BaeI0TL+9EhKu/vSfPd/zFBFPI1BjUk3oW3x5CLBZkezeUymRyTC0yf4759akKIo0dkNGfDq0DXWQGp2K10dfwtCafwcBoKJbKdiaWcFnySl5mZamFmqXrIIRzXpBt7MHpNLsh4wdvJrDQEcPu64pzl9Xv3R1lC7sgQ6Hs4f+i/6eQjN6pw/mHVmLWQdXKOdgVJxYKkZwQhgA4GXUe3jauKNH2VbY+ih7XpP3sYrfSfzjgmFnZK30OIlUgaCJk/r16+PkyZMoX748+vbti7Fjx+LIkSN4+PAh2rVr90370NXVha6u4sRyqjBM5/LjWyg1UPGJ/PZxS/E6+D0WHVwnv+AD2YkRAKhXrjpszKxw8u6FPPf7KUunq62bZ5uCRCaT4eGuhwh+GIyGUxvCyEbxy7xnS08UrVtUoezM5DOo0KMCnMp/fqoZ/zEel+dfhmstV5TrVE4ZoasVmUyGm1tvI+B+AFrPbgUT25zLPWemZuLUb2egqa2JZhObQEvn65eXTwlSSRbHHn+JhkgEHU3FMfSxaQkAgJouFWBlaJ5rcqRrueY49PQ8xFJ+QfoWIpEGtDW+/c+i5d9Jk7dxgVj6aCtk+LaEf0Eik8nw5sBLRD0JRwXvatC3MsizbdjtYFiVsYWO8df/vn16tiLltSNPImhARyN7LhkDLT38XnsCsqRiTLm1HJnSrK9sTbmRyWR4sfcZwn3C4DWxJgy+IdGRGJR9rf73ZLEikUieRAz56yP0LPRh6mz23WNWR5ef3UGpMU0UyraPWIzXH/2x6PgGhXvo/g064eTDy4hOVBzi337xUOjrfv7MKxctg+0jfketqZ3wPkIxGUCfZd9vaCMkKQIRyTFwMVfsAehs5ohbHx7lsTXRz03QxMmmTZvkF7/hw4fD0tISd+7cQatWrTB48GAhQ/u/JaelwDfQT6EsJT0NMYlx8vI+TTrhVdA7RMXHwKtkRawcNhvL/9iMNx+zVwqoUrw8KnuUxa0X9xGXlAA3B2fM7TMe70ICcfcVL1oA8GDHAwTeDUSdsXWgraeNtPg0ANkTD2rpaEHfTD/XCWENLQ3lSZb44HhcWnAJ9qXtUaJZCfk+RBoi6JnwSSaQ3dPk7a13aDahCXT0tJEalz1rvY6BDrR0teRJk6wMMRqOqo+s1Cz5RL16JnrQ0NTAB58gpCakwsbNBtp62ogNjsXd3fdg52EHE5vc5zsoiKY2GIzLb+8hJCECRroGaFe6Eaq7lEfnPb8CALqUa463UYGITo1HJadS+K3pKGy8dwjvY4IV9lPLtSKczR2w1+e0EIeh8vqW7IAHEc8QlRYDfS191HOqhjJWHph6eykAwFzXBOZ6pnAwzO5C72rihFRxOqJSY5GUlQJLPTP8XmsSIlOjsfnFQZjqfj6H4zISBTkmVfRmvy8iHoSi9NCK0NTTQkZC9tBVLX0thSVaUyNTEP8uFmVHVM6xj+jnkchMyoCJsxk0dTWREpaMd0dfw9TN/IuJmIJkYOlO+CvsKSJTY6CvrYeGhaujnE1xjL/xOwy09LCkzkToaupg3u0NMNTWh6F29t/F+IxE+TA/RyMb6GvpwULPFDqaOihqVhgAEJgYwuTr357veYaQe8GoPKoatPS0kJ6QDgDQ1teGpo4mUiJTEHIvGDZl7KBjpI3E4ET4HngOi2KWMClkKt/Pu3NvYVPaBiKRCGGPQvHu7BtUHFoZIhV48KcKktNT4Bv0RqEsJT0NMclxCuVuds6oXbIKms/rm2Mf/v9KjlgZZ/f8efXxHRJShR/SrwrGePXGzQ8PEZYUBUMdfbQoVheVHUtj8MkZAIDtj49ieJXu8IsOwOtof7Qu3gCu5k7wPrdAvg87I2uY6hnB3tgamiINeFi5AgCCEsKQlpUuyHEVNOo89EXdCJo40dDQgIbG5wGdXbp0QZcuXQSMSLk8nNywoN8kWBibITDiI+btW4XlRzfL61PT09CuRjPM7vUrDPX0ERYTifMPr+G3vUOR+ZUxnwXF28vZKwZcmndJobzaoGpwq+2W2yY5BN0PQkZiBgJvByLwdqC83NDKEG1WtPleoao13wsvAQAnZp1SKK8/rC6K1/NAVEA0It5mdxHfO/KAQpsea7vBxMYYWjqaeHnpNW7vuAtJlgRGVkYoUsUVFdqWU8oxqAsrQzOsbjsVtkaWSMpIwcuI9+i851fc8H8IAChqWQhTGwyCmb4JguPDseLmbmy8l3NC0m7lW+B+0HO8i+GTtdyY6RpjfMWBsNAzRao4DQEJwZh6eyl8orLP9Rau9dCzRBt5+6W1pwAAljzagotBt1HBxhOORrZwNLLFvmbLFfbd5FjOm/iCKuRG9vn3eNlfCuUlepWBffXPTzLD7nyErpkeLEpY4d80dTQReisY7w6/glQsha65HqzL28G5ybdd4wsCM10TTKk6GBZ6ZkjJSoN/QhDG3/gdjyJeoJx1cZS0zO55ua/FUoXtupwei/DU7GVdx1cagHI2n4c6b2k8L0ebgu7D1QAAwN1Fij38yvUrj0I1naGhJULUyyj4X3wPSYYE+hb6sK/oAPeWisuaRz6PwNvTfpCKpTApZIrKI6vBtoyt0o7jZ9GvQUd8jAnDhSc3hQ5FLVnom2J+Q29YG1ogKSMFb2ICMfjkDNwNfgIA2PP0JHQ1dTCx5gCY6BnjTXQABp6YjuDEcPk+RlTtjjYlGsrfH+2yGgDQ99hkPAh5rtTjIfrRRLJvnUzkB7l58yY2btyI9+/f48iRI3B0dMTu3bvh6uqKmjVrfn0HuRA1yn1iOfq+Zs8fJHQIBYapbs75ROj7m3+MkyUqQ7kyRb/eiP5vRczMhA6hQHgVxaSCMlRyzP/EzZR/S5ce+noj+i4863sKHUKB8GLEz93ztv+lUUKHkG9bG64SOoT/RND5u48ePYomTZpAX18fjx8/li8rnJCQgPnz5wsZGhERERERERGRsImT3377DRs2bMDmzZuhra0tL69RowZ8fLhiDBEREREREVFuRCKR2r3UlaCJEz8/P9SuXTtHuampKeLj45UfEBERERERERHRPwiaOLGzs8O7d+9ylN+6dQtFihQRICIiIiIiIiIios8EXVVn4MCBGD16NLZt2waRSITQ0FDcvXsX48aNw/Tp04UMjYiIiIiIiEhlcTli5flPiZPdu3djw4YNCAgIwN27d+Hs7IwVK1bA1dUVrVu3/ub9TJo0CVKpFA0aNEBqaipq164NXV1djBs3DiNHjvwvoRERERERERERfTf5Hqqzfv16eHt7o3nz5oiPj4dEIgEAmJmZYcWKFfnal0gkwtSpUxEbG4sXL17g3r17iIqKwty5c/MbFhERERERERHRd5fvHierV6/G5s2b0aZNGyxcuFBeXqlSJYwbN+6r27dr1w47duyAiYkJ2rVr98W2RkZG8PT0xJAhQ2BqaprfUImIiIiIiIiI/i/5TpwEBASgfPnyOcp1dXWRkpLy1e1NTU3lyxB9LRmSkZGBDRs24Pbt2zh58mR+QyUiIiIiIiL6KXGGE+XJd+LE1dUVT548gbOzs0L5+fPnUaJEia9uv3379lx/zsvLly9RuXLl/IZJRERERERERPR/y3fixNvbG8OHD0d6ejpkMhnu37+P/fv3Y8GCBdiyZct3D9DDwwN37tz57vslIiIiIiIiIvqafCdOBgwYAH19fUybNg2pqano1q0bHBwcsHLlSnTp0uW7B6ipqYmyZct+9/0SERERERERqSsuR6w8/2k54u7du6N79+5ITU1FcnIybGxsvndcRERERERERESC+0+Jk08MDAxgYGDwvWIhIiIiIiIiIlIp+U6cxMTEYMaMGbh69SoiIyMhlUoV6mNjY79bcEREREREREREQsp34qRnz5549+4d+vfvD1tbW/nSwkRERERERESkHJzjRHnynTi5efMmbt26xQlbiYiIiIiIiOinp5HfDYoXL460tLQfEQsRERERERERkUrJd+Jk3bp1mDp1Kq5fv46YmBgkJiYqvIiIiIiIiIjoxxKJRGr3Ulf5HqpjZmaGxMRE1K9fX6FcJpNBJBJBIpF8t+CIiIiIiIiIiISU78RJ9+7doa2tjX379nFyWCIiIiIiIiL6qeU7cfLixQs8fvwYHh4ePyIeIiIiIiIiIiKVke85TipVqoTg4OAfEQsRERERERERfQMNNXypq3z3OBk5ciRGjx6N8ePHo3Tp0tDW1laoL1OmzHcLjoiIiIiIiIhISPlOnHTu3BkA0K9fP3mZSCTi5LBERERERERE9NPJd+IkICDgR8RBRERERERERN+IC7UoT74TJ87Ozj8iDiIiIiIiIiIilZPvxMknL1++RFBQEDIzMxXKW7Vq9X8HRURERERERESkCvKdOPH390fbtm3x/Plz+dwmwOduQpzjhIiIiIiIiIh+FvleEWj06NFwdXVFZGQkDAwM4Ovrixs3bqBSpUq4du3aDwiRiIiIiIiIiP5JQyRSu5e6ynePk7t37+LKlSuwsrKChoYGNDQ0ULNmTSxYsACjRo3C48ePf0ScRERERERERERKl+8eJxKJBMbGxgAAKysrhIaGAsieNNbPz+/7RkdEREREREREJKB89zgpVaoUnj59CldXV1StWhWLFy+Gjo4ONm3ahCJFivyIGImIiIiIiIjoH9R56Iu6yXfiZNq0aUhJSQEAzJkzB7/88gtq1aoFS0tLHDx48LsHSEREREREREQklHwnTpo0aSL/uWjRonj9+jViY2Nhbm4uX1mHiIiIiIiIiOhnkO/ESW4sLCy+x26IiIiIiIiIiFTKNydO+vXr99U2IpEIW7du/b8CIiIiIiIiIqIv44gP5fnmxElcXFyedRKJBJcuXUJGRgYTJ0RERERERET00/jmxMmxY8dyLT9x4gSmTJkCXV1dzJgx47sFRkREREREREQkNI3/uuHt27dRq1YtdOvWDb/88gv8/f0xadKk7xkbEREREREREZGg8j057MuXLzFx4kScP38evXr1wv79++Hk5PQjYvvPru3aJnQIBUIJ81JCh1BgiKVZQodQIJQZ6Cl0CAVCIaPCQodQIOhr6QsdQoEQkx4tdAgFQrokTegQCoQ+WzsLHUKBkSZOFToE+glogHOcKMs39zgJDg5G3759UbZsWWhpaeHZs2fYunWryiVNiIiIiIiIiIi+l2/uceLh4QGRSARvb2/UqFEDb9++xdu3b3O0a9Wq1XcNkIiIiIiIiIhIKN+cOElPTwcA/P777/j9999zbSMSiSCRSL5PZERERERERESUKy5HrDzfnDiRSqU/Mg4iIiIiIiIiIpXzn1fVISIiIiIiIiL62TFxQkRERERERESUh3wvR0xEREREREREwtLgHCdKwx4nRERERERERER5YOKEiIiIiIiIiCgP+U6cFClSBDExMTnK4+PjUaRIke8SFBERERERERHlTaSG/6mrfCdOAgMDIZFIcpRnZGQgJCTkuwRFRERERERERKQKvnly2JMnT8p//vPPP2Fqaip/L5FIcPnyZbi4uHzX4IiIiIiIiIiIhPTNiZM2bdoAAEQiEXr37q1Qp62tDRcXFyxduvS7BkdEREREREREJKRvTpxIpVIAgKurKx48eAArK6sfFhQRERERERER5U3E5YiV5psTJ58EBATkKIuPj4eZmdn3iIeIiIiIiIiISGXke3LYRYsW4eDBg/L3HTt2hIWFBRwdHfH06dPvGhwRERERERERkZDynTjZsGEDChUqBAC4ePEiLl26hPPnz6NZs2YYP378dw+QiIiIiIiIiBRpiERq91JX+R6qEx4eLk+cnD59Gp06dULjxo3h4uKCqlWrfvcAiYiIiIiIiIiEku8eJ+bm5ggODgYAnD9/Hg0bNgQAyGQySCSS7xsdEREREREREZGA8t3jpF27dujWrRvc3d0RExODZs2aAQAeP36MokWLfvcAiYiIiIiIiIiEku/EyfLly+Hq6oqgoCAsXrwYRkZGAICwsDAMGzbsuwdIRERERERERIpE+R9AQv9RvhInWVlZGDx4MKZPnw5XV1eFurFjx37XwIiIiIiIiIiIhJavFJW2tjaOHj36o2IhIiIiIiIiIlIp+e7b06ZNGxw/fvwHhEJERERERERE30LopYW5HPEXuLu7Y86cObh9+zYqVqwIQ0NDhfpRo0bla3+XL1/G5cuXERkZCalUqlC3bdu2/IZHRERERERERPTd5DtxsnXrVpiZmeHRo0d49OiRQp1IJMpX4mT27NmYM2cOKlWqBHt7e4jUOANFRERERERERD+ffCdOAgICvtsv37BhA3bs2IGePXt+t30SEREREREREX0v+U6cfE+ZmZmoXr26kCEQERERERERqR2O2FCeb0qceHt7Y+7cuTA0NIS3t/cX2y5btuybf/mAAQOwb98+TJ8+/Zu3ISIiIiIiIiJSlm9KnDx+/BhZWVnyn/PyLRmvfyZepFIpNm3ahEuXLqFMmTLQ1tZWaJufJAwRERERERER0ff2TYmTq1evwt/fH6amprh69er/9Qv/nXgpV64cAODFixcK5ex2RERERERERJQ7EfidWVm+eY4Td3d3hIWFwcbGBgDQuXNnrFq1Cra2tvn6hf9v4oWIiIiIiIiISFk0vrWhTCZTeH/27FmkpKR8t0CCg4MRHBz83fZHRERERERERPT/+ubEyY8gFosxffp0mJqawsXFBS4uLjA1NcW0adPkc6oQEREREREREQnlm4fqiESiHPOO/L/zkIwcORJ//PEHFi9eDC8vLwDA3bt3MWvWLMTExGD9+vX/1/6JiIiIiIiIfkYanBdUab45cSKTydCnTx/o6uoCANLT0zFkyBAYGhoqtPvjjz+++Zfv27cPBw4cQLNmzeRlZcqUQaFChdC1a1cmToiIiIiIiIhIUN+cOOndu7fC+x49evzfv1xXVxcuLi45yl1dXaGjo/N/75+IiIiIiIiI6P/xzYmT7du3f/dfPmLECMydOxfbt2+X92TJyMjAvHnzMGLEiO/++4iIiIiIiIh+Bv/v1Bn07b45cfIjPH78GJcvX4aTkxPKli0LAHj69CkyMzPRoEEDtGvXTt42P0OAiIiIiIiIiIi+B0ETJ2ZmZmjfvr1CWaFChQSK5vt78/QdLhy4jA9vgpAQk4ihcwegfK2y8vrtC3bj7p/3FbbxrFwCo38fJn+/ZspGBL8LQVJcEgyMDVCiogfaD24NMytTpR2HOoqKiML6FZvw1+37SE9Ph1MhR0yeMxHFPT0AALExsVi/YhMe3H2I5KRklK1QBmMmjUIhZyeBI1cfEokEOzfsxsWzlxEbEwcra0s0adkIPQd2zzX7vey3lTh19AyGjxuCDt3b5bJHAoC3T9/hwsHLCHoTjISYRAyZOwDlapaR1+9YuAf3/nXdKFm5OEYt/nzdmNJlFmIjYhXatBnYEk27NfqxwauRFz6+OLr7GN69fo/Y6DhM+30SvOpWk9fLZDLs2bgffx6/iJTkFJQoUxzDJw2BY2EHAEBEaAT2bz2EZw+fIy4mHhZW5qjXrC469+sAbW1toQ5L5WVfN/bg0t/XDUtrSzRt2Qg9BnZTuG588A/CppVb8cznGSRiCZyLOGPWkumwtbcRMHrV9vLxK5zcewb+fgGIi47H+IVjUaVOJQDZqxge2HgYPneeIDI0CgZG+ihdqRS6D+sCC2tz+T4Wjl+KwLcfkBiXCENjQ5Su7Ikew7oqtCnoXj95gzP7ziPQ7wPiYxIwev5wVKpdPte223/fjSsnrqP7qM5o2unz9Tc5MRm7lu/H49tPoaEhQqU6FdFzdBfoGegp6zBUnu/jVzix5zT8/fwRFx2PCYu8UbVOZQDZ5/P+DYfgc/cJIkIiYWCkjzKVS6PHsC6wsLaQ7yMpIRlbl+7Aw1s+EGmIUK1eFfQb2xv6/JzlXj/xw5l9fyLALxDxMQkYM384KtWuIK8/uvUE7l2+j9jIWGhqacHVwxkdB7VDUc8iAICXPq8xf9Tvue579uZpcCvhqpTjIFIGQRMnP2L4jyrJSM+Ak5sjajSvhvXTt+TaxrNKCfSZ+Hm+GC0dxX8Sj/LuaN69MUwtTREfHY/D649jw8ytmLTW+4fGrs6SEpMwrM9IlK9UHr+vXQgzczN8DPoIYxMjANlfiKaMmQ4tLS0sWPEbDI0McHDXYYwdPA67/9gOfQN9gY9APezfcQgnjpzGpDnj4ermDD/fN1g0aykMjQzRvltbhbY3r9zCy+evYGVtKVC06iMjPRNObo6o3qwaNs7Ymmsbzyol0Gtid/l7Le2cl/KWfZuj5i/V5e/19HW/f7BqLD0tHa7FXNGoVUPMm7AwR/2RXcdw6uBpjJ01GnYOtti9YR+mj5yNDYdWQ0dXB8GBIZBJZRgxeSjsnezx4X0QVs9fi/S0dAwY01eAI1IPB3YcwskjpzFpzji4uDnDz/ctFv993WjXrQ0AICQ4FKP7eaNZm6boM7QnDAwNEPj+A3R0OffZl2SkZ8DZvTDq/VIHSyav+FddJvz9AtGhb1s4uxdGSlIKti/fjUUTlmLR9t/k7UpVKIl2vVvB3NIMsVFx2LV6H5ZOWYl5m2cp92BUWEZaBgoXLYQ6LWpi5dR1ebZ7eN0H73z9YW5llqNu/ewtiI9JwMTl3pCIJdi8YDu2Ld6FYbMG/cDI1UtGWgZc3AujQcu6WDxpmWJdeib8/QLQoW9buLg7IyUpBduW7cTC8UuweMd8ebuVM9cgLiYeM1ZNgUQsxprfNmLDws0YO2eksg9HZWWkZaJwUSfUblETK6euzVFvX8gWvcd2h42DNTIzMnHu0EUs8l6GpQcWwMTcGMVKF8WaE4r/Pke2HIPvw1coUtxFSUdBpByCJk6A7KzxtWvX8P79e3Tr1g3GxsYIDQ2FiYkJjIyMhA7v/1K6qidKV/X8YhstbS2YWprkWd+oY335z5Z2FmjarRHWT9sMsVgCLS3N7xbrz2Tvtv2wsbXBlLkT5WUOTvbyn4M/fITvs5fYdXQbXItmZ8J/nTYWreu3x6XzV9CyXQulx6yOfJ++RI06XvCqVRUAYOdgh8vnr+G1r59Cu6jIaKxatA6L183H5JHThQhVrZSqWhKlqpb8YhstbS2YWuR93QAAPQPdr7YpyCrVqIhKNSrmWieTyXBi/yl07tcJXnWyz+9fZ49G9yZ9cPf6X6jTuBYqVa+AStU/P5Wzd7JDSFAIzhw5z8TJF3y6blT7x3XjyvmrCteNbWt2oErNKhg8ZoC8zLGQg9JjVTflvcqhvFe5XOsMjQwwY9VkhbL+v/bG5P4zEBUeDWs7KwDAL10/r3JobW+NNr1a4veJyyEWi6GlJfgto0oo61UaZb1Kf7FNbFQcdq3YjwlLx2DphFUKdSGBoXj21wvM3jJN/sWy15huWDJ+JbqO6JRroqUgqlC9HCpUL5drnaGRAWaunqpQNmBcX0zsN01+Pn8MCMHje0+xaPtvKFrCLbvNr70xz3sxeo/srtAzpSD72vlcvXE1hffdR3bG9dM3EfQ+GKUqlYSWthbMLD/3gheLxfC5+QSNOjTg3BtKogENoUMoMAT9pD98+IDSpUujdevWGD58OKKiogAAixYtwrhx44QMTWnePHmHX9tMxvSec7F32UEkJ6Tk2TYlMQX3Lz1AEU9XJk2+4Nb1O/Dw9MD0cbPQsm5b9Os0ECePnpbXZ2VlAYDC00sNDQ3o6Gjj2ePnSo9XXXmWLQmf+08Q/OEjAOCd33u8ePICVWpUlreRSqVYMG0ROvfuCFc3F4Ei/fm8efIO49tOwcxev2Hf8tyvG3/uu4RfW0/CvIGLcOHAZUgkEgEiVU/hIRGIi4lDuSqfh0gZGhnCw7MYXj/zy3O7lORUGJuqd8L/R/v3deO933u8eOIrv25IpVLcu3UfhQo7YsKwKWhXvxOG9RyFW1fvCBn2Tyk1OQ0ikQiGxga51iclJOPmn7dRrLQ7kyb5IJVKsWHuVrTo2gRORRxz1L974Q8DIwOFp/GelUpApCHCe19/JUb6c0lJTlU4n/1evIGhsaE8aQIAZSqXhkhDhLe+74UKU62Js8S4euI6DIz04Vw096kVfG49QVJiMmo3r6Hk6Ih+PEH/Eo4ePRqVKlXC06dPYWn5uQt/27ZtMXDgwG/aR0ZGBjIyMhTKMjMy1aJLr2eVkihfuxys7C0RFRKF41tOY9XEdZi09ldoaH7OaR3deAJXj91AZnomipR0wYgFQwSMWvWFfQzFiUMn0KlnR/Ts3x2vfV9j5aLV0NbWQrNWTeHsUhi29rbYuGozxk//FXr6eji0+wgiI6IQExUjdPhqo1vfzkhNTkXvtv2hoakBqUSK/sP7oFHzBvI2+7cfhKamJtp3bSNcoD8ZzyolUL5W2ezrRmg0jm85hdWT1mPiGm/5daN+u9ooVKwQDI0N4O8bgOObTyEhJgEdh3NumW8RFxMPADC3NFMoN7M0RVxMXK7bhAaH4dTBM+g/us+PDU7Nde3bGSnJqejTdoDCdaNh8+zelfGx8UhLTcP+7QfRd3gfDBrdH/dvP8TMX+dg2abFKFupzFd+A32LzIxM7Fm3HzUaecHAUDFxsmftfpw/chEZ6RlwL1UUk5cUjAdZ38vpveehqamBxh0b5FqfEJsAE3NjhTJNLU0YGhsiPjZBGSH+dDIzMrFn7X7UbFRdfj7HxyTA1Fyx16WmliaMTIzk13j6No9vP8WaWRuRmZ4JM0tTTFz+K4zNjHNte/30LZSpUgqWNuzRQz8fQRMnN2/exJ07d6Cjo5jkcHFxQUhIyDftY8GCBZg9e7ZCWW/vHug7rud3i/NHqdLgczdxpyIOcHJzxNRus+H35C1KVPSQ1zXu3AA1m3shJiIWp3acw7YFuzBywRB2gcuDVCpDcU8PDB6VnXwrVsId/u8CcOLwKTRr1RRa2lqYt2w2Fs76Hc1rtYKmpgYqVq2IajWrQiaTCRy9+rh24TounbuMafMnwcXNBe/83mPtkvXZkz22agy/l29wdP9xbNq3jufqd1S5/ufrhmMRBzgWccD07nPw5slbFP/7utGw0+chfk5ujtDU0sTeZQfRZmBLaOtw4tLvLToyBjNGzUbNhtXRtG1jocNRadcu3MDlc1cwdf4kuLg5453fe6xbsgGW1pZo0qoRpNLsa3D1ul7o2CM70VfUww2+T1/i5JEzTJx8B2KxGMumrQZkwMAJOYeVter+C+q3rIuo8Ggc3voHVs/ZgMlLxvE6/g0CXgfiwuFLmLttBj8vJRGLxVg6dSVkMhkGTewndDg/pRIVimPe9plIjk/G1VM3sGbGBszaNDVHYiomMhbP7r/AyDl8wKtMvNYoj6CJE6lUmmv38Y8fP8LYOPdM5r9NnjwZ3t6KE6X+FXvju8SnbNYOVjAyNUJkSJRC4sTYzAjGZkawLWQD+8K2mNhpBvxfBsLNkzNV58bS2hLORZwVypyLOOP6pZvy9x4lPbD90BYkJyUjK0sMcwszDOo+VL7qDn3dhhWb0bVvF9RvWg8AUMTdFRFhEdi3/QCatmqM549fID42Hp2bf57EVCqRYv2yTTiy9xgOnN0tVOg/lezrhiEiQ6LliZN/cy3hAqlEipjwWNgVtlVyhOrnU0+T7NVyPj81i49JQJFiitfdmKhYTB46HSXKFMfIKcNAX7ZxxWZ07dsZ9ZvWBfDpuhGJfdsPoEmrRjA1N4GmlmYu1/BCeP7YV4CIfy5isRjLpq5GdHg0Zq6ZkqO3CQCYmBnDxMwYDoXt4eTigCGtR+HNi3fwKO0uQMTqxe/ZWyTGJWFM+wnyMqlEin1rDuHPQ5ew/MgimFqYIjEuSWE7iViClKQUmFlwxcT8+JQ0iQqPxuy10xTOZzNLUyTEJSq0l4glSE5MztGbkL5MT18Xdk62gJMtipZyw69dJuP66Zto1VNxTsAbZ2/D2MQIFWqWEyZQoh9M0MRJ48aNsWLFCmzatAlAdsYsOTkZM2fORPPmzb9pH7q6utDVVVwtQidF9Yfp5CYuMg4piSkwtcz7D6f07x4R4kyxssJSO6XLeSI4MFihLPjDR9g55PzCaGRsJK/3e/kGA4bzacW3ykjPgMa/stwaGhqQ/f3EuFGLhqhYVXGJxgnDpqBRi4Zo2ppP5b+XuKg4pCSmfnGS6eB3HyHSEMHY/NsS0gWdnaMtzC3N8fTBM7h5ZC+5mJqcCj/fN2jeoam8XXRkDCYPnY6ixd0wZsZIaGhwgravyUjPyPF0TPMf1w1tbW14lCwmnwPlk+APIVyK+P/0KWkS/jEcM9dMhbHp168Hn3oAif+eG4y+rEYTL3hWUpzc+3fv5ajRpBpqt6gJAChaqghSk1MR8DoQrn/Pc/LS5zVkUhnc/l7ilb7uU9IkLDgcs9dOz3E+e5QqhpSkFLx/7Q+34tmf6/NHvpBJZXD3dMttl/SNZFIZsv71PUQmk+HGmVuo2dSLcyLRT0vQM3vp0qVo0qQJSpYsifT0dHTr1g1v376FlZUV9u/fL2Ro30V6agaiQqLk76PDYxD89iMMTAxgaGyI0zvPoULtsjCxMEFUaDSObjwBa0creFYuDgDwfxmIwNcf4F7aDQbGBogKjcKJbWdg7WCFIp4uAh2V6uvUoyOG9h6BXVv2oH7jenj14hVOHTmN8TM+90y6euEazMzNYGtvg/dv/bFq8RrUqlcDVapX/sKe6Z+8alfDnq37YWNvA1c3Z7x9/Q6H9/yBZm2aAABMzUxgavbv8cVasLAyR2GX3CcVIyA97V/XjbAYBL/7CENjAxiYGOLMznMo//d1IzokGn/8fd0o+em64RuAgFeB8ChXDLoGuvD3DcCRdcdQtWHlPCeBLIjSUtMQGhwmfx8eGon3fv4wNjWGjZ01WndtiQPbDsOhkAPsHG2we8M+WFhZyFfZiY6MweQh02BtZ43+o/soPNm0sDJX+vGoC6/a1bB36wHY2tvAxc0Zb1+///u68TmZ2rl3R8ydOB9lKpRC+Uplcf/OQ9y9cQ/LN/8uYOSqLy01HeEfw+XvI0OjEPAmEEYmRjC3MsPSKSsR4BeISUvGQSqVyud5MDIxgra2Ft76vsO7l/4oXrYYjIwNER4SiYObDsPW0RbFSrG3ySfpqemICImUv48Ki8KHt0EwNDaElZ1ljgmiNbU0YWppCvvCdgAARxcHlKlaClsX70LfcT0gEUuwa9k+VGtQmSvq/MPXzuclk1fA3y8AU5ZOyPV8dnJ1RPlqZbF+/mYMntgfErEEW5ZsR41GXlxR5x9yns/R8vPZyNQIJ3adRsUa5WBmZYqk+GRc/OMK4qLjULVeJYX9+D56haiwaNRtWVvZh0CkNCKZwJM6iMViHDx4EE+fPkVycjIqVKiA7t27Q19f/z/v83rYhe8Y4X/n9/gtlo5dlaPcq0kVdPfujHXTNiP47UekJqfBzNIUJSsXR+t+LWDy9xKiH/1DcXD1EXx8H4KMtEyYWpqgVJWSaN6zCcytzZR8NDmVMC8ldAh5un39Ljat2oyPQR9h72iPTj07olX7X+T1R/Yexf6dBxEbE5c9J8cvjdF7cE9oa6vm/A9iqeo97UtNScW2dTtx68ptxMXFw8raEvWb1kWvQT3y/By7NO+JDt3bokN31Zyk1C/+tdAhwO/JWywfuzpHebUmVdBtbCdsmLYFwe+yrxumlqYoWak4WvVrLr9uBL0Jxv4VhxAeFAlxlhiW9hao1qgyGnSspzLzmxQyKix0CHj26DkmD8m5PHaDFvXgPWs0ZDIZ9mzcj/PHLiAlOQUly5bA8ImD4eicvUrGxVOXsWJOzn8nADjz4PiPDP2b6Wv997+jP8rn68YdxMfFw1J+3eiucN04d/xP7Nt2AFGR0Sjk7IQ+Q3qiRr3qAkaet5j0aKFDAAD4+rzErOHzcpTXaV4LnQa0x/B2Y3LdbtbaqfCsUBIf3gVh+4rd+PA2CBnpGTCzNEO5amXQvk8blZjoMV2SJnQIAIBXPq8xf9SSHOU1m1XH4Kk5e62O7TARTTo1RNNOjeRlyYnJ2LVsHx7ffgqRhgYq16mAnmO6Qs9A74fG/i0MtAyFDgEA8OLRS8wcPjdHed3mtdF5QAcMbTcq1+1mr52OUhWze/0kJSRjy9LteHjLBxoiEarVq4J+3n2grwKfMwCkiVOFDgEvfV5j/qicSelazaqj77heWDd7E96/9EdSQjKMTAxRpIQrWvf+BW4lFIetrp21CdERMZi5fnKOfQmtsnVNoUP4oRY9Xih0CPk2sfwkoUP4TwRPnPwIqpI4+dmpcuLkZ6OKiZOfkSokTgoCVUicFASqmDj5GalK4uRnpyqJk5+dqiROCgJVSJwUBEycqB51TZwIOiB7586dOHPmjPz9hAkTYGZmhurVq+PDhw8CRkZEREREREREJHDiZP78+fIhOXfv3sWaNWuwePFiWFlZYezYsUKGRkREREREREQk7OSwwcHBKFq0KADg+PHj6NChAwYNGoQaNWqgbt26QoZGREREREREpLI0IPp6I/ouBO1xYmRkhJiYGADAhQsX0KhR9sRZenp6SEvjWFYiIiIiIiIiEpagPU4aNWqEAQMGoHz58njz5g2aN28OAPD19YWLi4uQoRERERERERERCdvjZO3atfDy8kJUVBSOHj0KS0tLAMCjR4/QtWtXIUMjIiIiIiIiUlkikUjtXupK0B4nZmZmWLNmTY7y2bNnCxANEREREREREZEiQRMnABAfH4+tW7fi1atXAABPT0/069cPpqamAkdGRERERERERAWdoEN1Hj58CDc3NyxfvhyxsbGIjY3FsmXL4ObmBh8fHyFDIyIiIiIiIiIStsfJ2LFj0apVK2zevBlaWtmhiMViDBgwAGPGjMGNGzeEDI+IiIiIiIhIJWmo8Zwh6kbQxMnDhw8VkiYAoKWlhQkTJqBSpUoCRkZEREREREREJPBQHRMTEwQFBeUoDw4OhrGxsQARERERERERERF9JmiPk86dO6N///5YsmQJqlevDgC4ffs2xo8fz+WIiYiIiIiIiPIgAofqKIugiZMlS5ZAJBKhV69eEIvFkMlk0NHRwdChQ7Fw4UIhQyMiIiIiIiIiEjZxoqOjg5UrV2LBggV4//49AMDNzQ0GBgZChkVEREREREREBECAxEm7du2wY8cOmJiYoF27dl9sa2RkBE9PTwwZMgSmpqZKipCIiIiIiIiIKJvSEyempqYQ/b1s0teSIRkZGdiwYQNu376NkydPKiM8IiIiIiIiIpWnIRJ0rZcCRemJk+3bt+f6c15evnyJypUr/8iQiIiIiIiIiIhypfIpKg8PD9y5c0foMIiIiIiIiIioABJ0cthvoampibJlywodBhEREREREZHK+DQFBv14Kt/jhIiIiIiIiIhIKEycEBERERERERHlgYkTIiIiIiIiIqI8qPwcJ0RERERERESkSATOcaIs7HFCRERERERERJQHJk6IiIiIiIiIiPLAoTpEREREREREakaDyxErDXucEBERERERERHlgYkTIiIiIiIiIqI8MHFCRERERERERJQHznFCREREREREpGa4HLHysMcJEREREREREVEemDghIiIiIiIiIsoDh+oQERERERERqRkuR6w87HFCRERERERERJQHJk6IiIiIiIiIiPLAxAkRERERERERUR44xwkRERERERGRmhGJ2A9CWfhJExERERERERHl4afscRKfkSB0CAWCTCYTOoQCQ09TX+gQCgQdTW2hQygQtDR+yj89KkdTpCl0CAWCobaR0CEUCCY6pkKHUCBIZVKhQygwJDKJ0CEQUT7w7pWIiIiIiIhIzYjA5YiVhUN1iIiIiIiIiIjywMQJEREREREREVEemDghIiIiIiIiIsoD5zghIiIiIiIiUjMaIs5xoizscUJERERERERElAcmToiIiIiIiIiI8sChOkRERERERERqRsShOkrDHidERERERERERHlg4oSIiIiIiIiIKA9MnBARERERERER5YFznBARERERERGpGQ1wjhNlYY8TIiIiIiIiIqI8MHFCRERERERERJQHJk6IiIiIiIiIiPLAOU6IiIiIiIiI1IxIxDlOlIU9ToiIiIiIiIiI8sDECRERERERERFRHjhUh4iIiIiIiEjNiETsB6Es/KSJiIiIiIiISKUsWLAAlStXhrGxMWxsbNCmTRv4+fkptElPT8fw4cNhaWkJIyMjtG/fHhEREQptgoKC0KJFCxgYGMDGxgbjx4+HWCzOVyxMnBARERERERGRSrl+/TqGDx+Oe/fu4eLFi8jKykLjxo2RkpIibzN27FicOnUKhw8fxvXr1xEaGop27drJ6yUSCVq0aIHMzEzcuXMHO3fuxI4dOzBjxox8xSKSyWSy73ZkKuJE4GGhQygQqtlWFzqEAkNbQ1voEAqEV/EvhA6hQHA0LCR0CAWCnqae0CEUCCnilK83ov+bpkhT6BAKBKlMKnQIBUZSVqLQIRQIZS0qCx3CD7XzzRahQ8i33sUG/Odto6KiYGNjg+vXr6N27dpISEiAtbU19u3bhw4dOgAAXr9+jRIlSuDu3buoVq0azp07h19++QWhoaGwtbUFAGzYsAETJ05EVFQUdHR0vul3s8cJERERERERkZrRgEjtXhkZGUhMTFR4ZWRkfNPxJiQkAAAsLCwAAI8ePUJWVhYaNmwob1O8eHEULlwYd+/eBQDcvXsXpUuXlidNAKBJkyZITEyEr69vPj5rIiIiIiIiIqIfbMGCBTA1NVV4LViw4KvbSaVSjBkzBjVq1ECpUqUAAOHh4dDR0YGZmZlCW1tbW4SHh8vb/DNp8qn+U9234qo6RERERERERPTDTZ48Gd7e3gplurq6X91u+PDhePHiBW7duvWjQvsiJk6IiIiIiIiI1IxIJBI6hHzT1dX9pkTJP40YMQKnT5/GjRs34OTkJC+3s7NDZmYm4uPjFXqdREREwM7OTt7m/v37Cvv7tOrOpzbfgkN1iIiIiIiIiEilyGQyjBgxAseOHcOVK1fg6uqqUF+xYkVoa2vj8uXL8jI/Pz8EBQXBy8sLAODl5YXnz58jMjJS3ubixYswMTFByZIlvzkW9jghIiIiIiIiIpUyfPhw7Nu3DydOnICxsbF8ThJTU1Po6+vD1NQU/fv3h7e3NywsLGBiYoKRI0fCy8sL1apVAwA0btwYJUuWRM+ePbF48WKEh4dj2rRpGD58eL56vqhMj5P4+Hhs2bIFkydPRmxsLADAx8cHISEhAkdGRERERERERMq0fv16JCQkoG7durC3t5e/Dh48KG+zfPly/PLLL2jfvj1q164NOzs7/PHHH/J6TU1NnD59GpqamvDy8kKPHj3Qq1cvzJkzJ1+xqESPk2fPnqFhw4YwNTVFYGAgBg4cCAsLC/zxxx8ICgrCrl27hA6RiIiIiIiISGWIoH5znOSHTCb7ahs9PT2sXbsWa9euzbONs7Mzzp49+3/FohI9Try9vdGnTx+8ffsWenp68vLmzZvjxo0bAkZGRERERERERAWZSiROHjx4gMGDB+cod3R0zNfaykRERERERERE35NKDNXR1dVFYmJijvI3b97A2tpagIiIiIiIiIiIVJc6LkesrlSix0mrVq0wZ84cZGVlAcg+AYKCgjBx4kS0b99e4OiIiIiIiIiIqKBSicTJ0qVLkZycDBsbG6SlpaFOnTooWrQojI2NMW/ePKHDIyIiIiIiIqICSiWG6piamuLixYu4desWnj17huTkZFSoUAENGzYUOjQiIiIiIiIiKsBUInHySc2aNVGzZk2hwyAiIiIiIiJSaRo/+XLEqkSwxMmqVaswaNAg6OnpYdWqVV9sO2rUKCVFRURERERERET0mWCJk+XLl6N79+7Q09PD8uXL82wnEomYOCEiIiIiIiIiQQiWOAkICMj155+J//MAXD98Cx/fhiIpNgm9ZnZDqeol5fUTmkzLdbvmA5qgbsdaAICoj9E4s/k8Al8GQSKWwN7VFo17NUTRckWUcgzqqFOzrggPi8hR3qZTa3hPGS1/L5PJMGHEZPx1+z7mLZuDWvU5TCw/tqzbhq0btiuUFXYpjIMn9wIAPgaHYPXStXj2+BkyM7NQrUZV/Dp5DCwsLYQIV234PXmL8wcuItAvCAkxCRgxbzAq1CqXa9tdS/bh2smb6DKiAxp3aqBQ9/Tuc5zccRYf34dAW0cLHuWKYeT8IUo4AvWVmpKKnev34M7Vu4iPS4CbRxEMHTcIHp7FAABLZi7HxdOXFbap6FUB89fMESJctdS5Wfc8rs+tMHbKKIQEh2Ldso14/uQFsjKzUKV6JYyeNBIWluYCRKs+nvv44ujuY3j36h1io+MwbclkVK9bTV4vk8mwZ+M+nD92ESnJKShZtjiGTxoKx8IO8jYHth7Cg9sP4e8XAC1tbRy+tk+IQ1E7vG4oR2pKKnZt2Iu7V+/JP+fBvw6Eh6c7ACAuJg7bVu+Ez70nSElKRqkKnhg6frDCOU45vXz8Gif3nkGAXwDiouMxbuEYVKlTCQAgFotxYOMRPL7zBJGhUTAw0kfpSqXQbVhnWFjnvCZnZWZhyoCZ+PA2CIt3zoNLMWdlH06BJBKpxFovBYLgc5xkZWWhePHiOH36NEqUKCF0ON9VZnoW7IvYoXKTitg1J+cNyPT9ExXev37wBkeWH0fpmp7ysu0zdsPK0RKDF/WDlq4Wbh27i+0zdmPSDm8YWxj/8GNQR5v2rodEKpW/D3gXAO8h41GvUR2Fdof3HFF2aD+dIm6uWLX5c48xTU1NAEBaahrGDPZGUY+iWL15JQBg89otGDdyErbs2QANDV7k85KRnoFCbo6o2bw61k7bmGe7Rzee4P3LAJhZmeaoe3jNBzt/34t2g1qjRAUPSCRShPiH/siwfwrL565G4PsPmDD3V1hYW+DK2auYNHQaNh9ZBysbKwBApeoV8evMMfJttHW0BYpWPW3cuzbH9fnXIRNRt1FtpKWlYdzQiXAr5oblm34HAGxbuwOTR03D+t2red34gvS0dLi6u6Bxqwb4bfzCHPVHdv6BkwfOwHvWaNg52mL3+r2YPnIWNhxaAx1dHQDZX5JqNqiB4qWL48KJS8o+BLXF64ZyrPxtDQLff8C4OWNhaW2BK2evYcqw6dh4eC0srS0wZ9x8aGlpYsbSqTA01Mcfe0/I6/X09YQOX2VlpGfAxb0w6v9SG0smr1Soy0zPRIBfINr3bQMX98JITkrFjuW7sXjCMizcPjfHvvas3Q8LK3N8eBukrPCJlErwuxBtbW2kp6cLHcYPUbxyMTTt0wilapTMtd7Ywljh9fLua7iVdYWlffYT+ZSEFESHxKBep9qwL2IHa0crNOvXGFkZWQgPzPnEjrKZWZjB0spC/rpz4y4cCzmgXKWy8jZvX7/Dwd2HMWn2BAEjVX+aWpqwtLKUv8zMzQAAz548R1hoOKbPnYKixdxQtJgbpv82Fa99X+PhfR9hg1ZxZaqVQruBrVGxdrk828RFxWPfyoMYNL0vNLU0FeokYgn2rz6MjkPboV7r2rArZAtHF3tUqV/xB0eu3jLSM3Drym0MGNUXpSuUgmMhB/Qc3B0Ohexx+sg5eTttbW1YWJnLX8YmRgJGrX7+fX2+e+Mv+fX5xWNfhIdGYPKc8XBzLwI39yKYPHcC/F6+gc/9x0KHrtIq16iI3sN6oHo9rxx1MpkMx/efQpf+HeFVtypc3V3w65wxiImKxd1r9+TtegzuhrbdW8OlKJ8SfyteN5Qj+3O+g/6j+qB0hVJwKOSAHoO7waGQPc4cOYeQoFC8fu6HEZOGwcPTHU4uThgxeSgyMjJx7c8bQoev0sp7lUWXwR1RpW7lHHUGRgaYvmoSqjesBgdnBxQrVRT9fu0F/9cBiA6PVmj7+O5TPPvrBXqO7Kas0ImUTvDECQAMHz4cixYtglgsFjoUwSTFJePVfT9UbvL5y42BiQGsnazw6NJjZKZnQiKR4K8zD2BkZghHd0cBo1UfWVlZuHj2Epq3bgaRKHvW6fS0dMyZMg9jJo+GpRWHjfw/gj98RMsGbdC+WSfMnDRH3gU/MzMLIpFI4amajq4ONDQ08MznmVDh/hSkUik2/7YdTbs0gqNrzi7IH94EIy4qHiINEWb1n4exbSZi2fjV+OgfIkC06kMikUAqkUJHV/FJsK6uLnyf+MrfP3v0HJ0adkf/doOxav5aJMYnKjvUn8an63Oz1k0hEomQmZUFkQi5XDdEeP74hYCRqrfwkAjExcShXJXPDw8MjQzhUaoYXj33EzAy9cfrhnJ8+py1dXQUynV0deD75CWysrIAANr/+HfQ0NCAto42fJ+8VGqsP7vU5DSIRCIYGBvIy+JjE7BxwRaMmDkEOno6X9iaSL0JPlQHAB48eIDLly/jwoULKF26NAwNDRXq//jjjzy3zcjIQEZGhkJZVkaWwsVTHTy6+Bi6+rooVfNz7xSRSISBC/ti5+y9mN5mLkQiEQzNDNF/Xm8YGOsLGK36uHnlNpKTktGsVRN52eol61CqrCdq1ashYGTqz7N0SUz7bQqcXQohOioGWzfswNA+w7Hnj10oVaYk9PT1sHb5BgwdNQgymQzrVm6ARCJBdHSM0KGrtXP7LkBTUxMNO9TLtT4qLAoAcHL7GXQe3h5W9pb48+AlLB69HPP3zoaRiWGu2xV0BoYGKFGmOPZtOYDCroVgZmGGa3/ewKvnr+FQyB4AUKl6BdSoXx12DrYI+xiG7Wt3YeqomVixfYl8mBp9u8/X58YAAM/SJaCnr4eNK7Zg4Mh+kEGGjSu3QCKRIiY6VuBo1VdcTBwAwNzSTKHczMJMXkf/Da8byvHpc96/5SAKuzrBzMIM1/+8gdfP/WDvZI9CLk6wsbPGjjW7MHLKcOjp6+LY3pOIjohGbDTP8e8lMyMTe9cdQI1GXjAwzE6cyGQyrJu7EY3aNoBbiSKI/PsehJRHxOWIlUYlepyYmZmhffv2aNKkCRwcHGBqaqrw+pIFCxbkaH9k/TElRf79PPjzEcrXL6vwpE0mk+H4mlMwMjPC0KUDMGLVEJSqXgI7Zu5BYkySgNGqjzPHz6JqjSrycca3rt2Gz/3HGDl+uMCRqT+vWtXQoHE9FC1WFNVqVMWytYuRlJSMy39egbmFOeYtmYPb12+jfrXGaFSjGZKTkuFRohg0RLzA/1eBfh9w8chV9JvSS96D6t9kUhkAoEXPpqhUtwJcPJzRb1IvACI8vMphUl8yYc6vkMmAbk174xevtjh+4CTqNqkt/6zrNqkDrzrZQx2q1/PCnBUz8cb3LZ49ei5w5Orp7PFzqPKP67OZhRlmL56BOzfuomn1lmhRszWSk1JQrIQ7RBq8bpBq4nVDOcbNGQsZZOjRrC9aVW+PEwdOo06TWtDQEEFLSwvTfp+MkKBQdKrfDW1qdsSzR89QqXpFaPDa8V2IxWIsn7YakMkwYEIfefm5wxeQlpqOtr1aCRcckZKoRI+T7du3f71RHiZPngxvb2+Fsgthp//fkJQq4Hkgoj5Go/uUzgrl757449V9P8w+MhV6htkTWzm5t8Ibn/d4dMkH9TrXyW139Lfw0HA8+ssHc5fOlpf53H+M0I+haFGrpULb6eNmoUz50li1Ne+lsenLjE2MUdi5ED4GfwQAVK1eBUfOHkR8XDw0NTVhbGKMFvVaw8GJM9z/V2+evkNSXBLGd5wqL5NKpDi47iguHrmC3w/Ng6lldrLZwcVe3kZbRxvWDlaIieRT+y9xKGSPJZsXIj0tHSnJqbC0tsC8SYtg72iXa3t7JzuYmpkgNDgM5auUU26wai48NAKP/nqMuUtnKpRXrl4J+0/vRnxcwt/XDSO0bdARDo51hQn0J2D+94pEcTHxsPjH8NT42HgUKeYqVFg/DV43lMPByR6/b1qA9LR0pKakwsLKAgsmL4bd35+ze4miWLtvJVKSU5CVJYaZuSnG9B4H95JFBY5c/YnFYiyfuhrR4TGYsWayvLcJALx49BJvXrxFtzp9FLaZ1G86ajaujhEzuJof/TxUInHy/9DV1YWurq5CmXaseg3Tuf/nIzi6O8DBzV6hPCsje8zmv5+0iTRE8qfKlLezJ87DzMIMXrU+L8nYvV83/NKuhUK7Ph36Y8S4YaheJ+ekevTtUlNT8TE4BE1/aaJQ/mnC2Id/PUJcbBxq1eWyz/9V9SZVUbJScYWyZeNWw6txVdRsnn3+ungUhpaOFsKDIlCsTPYNo1gsQUx4DCxtOafPt9DT14Oevh6SEpPx6K4PBozum2u7qIhoJCYkKXwZpW9z7u/rc7V/XJ//ycw8OwHoc/8x4mLjUaNudWWG91Oxc7SFuaU5nj54BjePIgCA1ORU+L14gxbtmwoc3c+D1w3lUPycH6PfqN4K9YZG2cNRQ4JC8fbVO/Qc2l2IMH8an5Im4R8jMHPNFBibKq7o2W9sT3QZ1EH+Pi46HvPGLMKYuSPg7umm7HALpLx6INP3pzKJkyNHjuDQoUMICgpCZmamQp2Pj3p2L89Iy0BM6OcnvLHhcQh9HwZ9Y32Y25gBANJT0vHsxgv8MqhZju2dSxSCvpE+Dv5+FA2714O2rjb+OvcQceFxKF7FQ1mHoZakUinOnTyPpi0bQ+sfq458Wsnh32ztbODgaJ+jnPK2asla1KxbHfb2doiKisaWddugqamBRs0aAABOHz8DF1cXmFmY4cXTF1i+aBW69OwEZ9fCAkeu2tJT0xEZ8nmMcHRYDILeBsPQxBCWthYwMlVcjUFTSxOmFiawL5z91E3fUB91W9XCie2nYWFjDks7C5zffxEAULleBeUdiBp6eOcRZAAKOTsiJDgMW1ZuQyEXJzRu2RBpqWnYs2k/ajaoDnNLc4R9DMOWldvhUMgeFb34ueZH9vX5TzRt2Ujh+gwAZ4+fh3ORwjAzN4Pvs5dYvXgtOvZoj8IuhQSKVj2kpaYhNDhM/j4iJALv/fxhbGoMGztrtOnaEge2HoJDIXvYOtpi9/p9sLS2gFfdz4mryPAoJCUkISo8ClKpBO/9/AFk96jQN+C8annhdUM5Ht31gUwmg5OzI0KDw7B11Q44uTiicauGAICbl27B1MwU1nbWCHwXiA1Lt8CrTlVUrFZe4MhVW3pqOsI/fl6pMzI0CoFvPsDIxBBmVmZYNmUVAvwCMXHJr5BKpYiPiQcAGJkYQUtbC1Z2Vgr70zPI7iFv52gLSxtLpR0HkTKoROJk1apVmDp1Kvr06YMTJ06gb9++eP/+PR48eIDhw9V3LoqPb0KwccI2+fvTG7OXpqvYqDw6j2sPAHhyPXuMa7l6ZXJsb2iaPRHsnzsuYtPEbZBIpLB1tkHvWd1z9E4hRQ/vPUJEWCRatMmZkKLvIyoyEjMnzkZCfCLMzM1QtkJpbN6zEeYW2d3CgwKDsX7lJiQmJMLe0Q59BvZEl56dv7JXCvQLwuLRn4eMHVhzBABQo2k19J/SO6/NFHQa1h6amprYMm8HMjOyUKSkC8avGANDY04M+yUpyanYvmYnoiOjYWxijBoNqqPvsF7Q0taCRCJBwNsAXDx9GSlJKbC0tkCFauXRe2gP6OioVy9HoT2654OIsEg0z+X6HPwhGJtXb0ViQhLsHGzRY0B3dOrRXoAo1cvbl+8wacg0+fvNy7PvPRr+Uh/es0ajQ+92SE9Px+r565CclALPciUwZ9VM6Oh+XgFjz4Z9uHT6ivz9yO5jAQALN/yGMpVKK+lI1A+vG8qR/Tnvkn/ONet7offwntDSyv4qExsdh03LtyE+Jh4WVuZo0KIeug7gPcfXvH/tj9nD58vf71q1FwBQp3ktdBzQDg9vZj+8ntBrqsJ2M9dOgWeFkiAqSEQymUzwMR/FixfHzJkz0bVrVxgbG+Pp06coUqQIZsyYgdjYWKxZsyZf+zsRePgHRUr/VM2WXaeVRVuDN1jK8CqeS54qg6Mhew8og56mntAhFAgp4hShQygQNEVcgUYZpDKp0CEUGElZXJZaGcpaVBY6hB/qsP9eoUPIt45F1HMInUqsqhMUFITq1bO/hOvr6yMpKXvFmJ49e2L//v1ChkZERERERESkckRq+J+6UonEiZ2dHWJjs+cCKVy4MO7duwcACAgIgAp0iCEiIiIiIiKiAkolEif169fHyZMnAQB9+/bF2LFj0ahRI3Tu3Blt27YVODoiIiIiIiIiKqhUYnLYTZs2QSrNHlM5fPhwWFlZ4fbt22jVqhWGDOH630RERERERET/xOWIlUclEicaGhrIzMyEj48PIiMjoa+vj4YNs5cXO3/+PFq2bClwhERERERERERUEKlE4uT8+fPo2bMnYmJictSJRCJIJBIBoiIiIiIiIiKigk4l5jgZOXIkOnXqhLCwMEilUoUXkyZEREREREREJBSV6HESEREBb29v2NraCh0KERERERERkcrTUOPlfdWNSvQ46dChA65duyZ0GEREREREREREClSix8maNWvQsWNH3Lx5E6VLl4a2trZC/ahRowSKjIiIiIiIiIgKMpVInOzfvx8XLlyAnp4erl27prCskkgkYuKEiIiIiIiI6B+4HLHyqETiZOrUqZg9ezYmTZoEDQ2VGD1ERERERERERKQac5xkZmaic+fOTJoQERERERERkUpRiUxF7969cfDgQaHDICIiIiIiIiJSoBJDdSQSCRYvXow///wTZcqUyTE57LJlywSKjIiIiIiIiEj1iFSjH0SBoBKJk+fPn6N8+fIAgBcvXijUccIbIiIiIiIiIhKKSiROrl69KnQIREREREREREQ5sG8PEREREREREVEeVKLHCRERERERERF9O05roTzscUJERERERERElAcmToiIiIiIiIiI8sChOkRERERERERqRgQO1VEW9jghIiIiIiIiIsoDEydERERERERERHlg4oSIiIiIiIiIKA+c44SIiIiIiIhIzWhwOWKlYY8TIiIiIiIiIqI8MHFCRERERERERJQHDtUhIiIiIiIiUjNcjlh52OOEiIiIiIiIiCgPTJwQEREREREREeWBiRMiIiIiIiIiojxwjhMiIiIiIiIiNSPicsRKwx4nRERERERERER5YOKEiIiIiIiIiCgPHKpDREREREREpGZE7AehNPykiYiIiIiIiIjywMQJEREREREREVEemDghIiIiIiIiIsrDTznHSWBisNAhFAglzOOEDqHA0NbQETqEAsFUx0zoEAqEdwlvhA6hQLAzsBc6hAIhTZwqdAgFgp6mvtAhFAh6mnpCh1BgWOvZCh0C/QS4HLHysMcJEREREREREVEemDghIiIiIiIiIsrDTzlUh4iIiIiIiOhnpgEO1VEW9jghIiIiIiIiIsoDEydERERERERERHlg4oSIiIiIiIiIKA+c44SIiIiIiIhIzXA5YuVhjxMiIiIiIiIiojwwcUJERERERERElAcO1SEiIiIiIiJSMyIuR6w07HFCRERERERERJQHJk6IiIiIiIiIiPLAxAkRERERERERUR44xwkRERERERGRmuFyxMrDHidERERERERERHlg4oSIiIiIiIiIKA8cqkNERERERESkZkTsB6E0/KSJiIiIiIiIiPLAxAkRERERERERUR6YOCEiIiIiIiIiygPnOCEiIiIiIiJSMxpcjlhp2OOEiIiIiIiIiCgPTJwQEREREREREeWBQ3WIiIiIiIiI1IwIHKqjLCrf4yQtLU3oEIiIiIiIiIiogFKJxMmoUaNyLU9JSUHz5s2VHA0RERERERERUTaVSJycOXMGM2fOVChLSUlB06ZNIRaLBYqKiIiIiIiIiAo6lZjj5MKFC6hVqxbMzc0xZswYJCUloUmTJtDS0sK5c+eEDo+IiIiIiIhIpYi4HLHSqETixM3NDefPn0e9evWgoaGB/fv3Q1dXF2fOnIGhoaHQ4RERERERERFRAaUSiRMAKFOmDE6fPo1GjRqhatWqOH36NPT19YUOi4iIiIiIiIgKMMESJ+XLl8+1a5Guri5CQ0NRo0YNeZmPj48yQyMiIiIiIiJSaVyOWHkES5y0adNGqF9NRERERERERPRNBEuc/HsVHSIiIiIiIiIiVaMSyxE/ePAAf/31V47yv/76Cw8fPhQgIiIiIiIiIiIiFUmcDB8+HMHBwTnKQ0JCMHz4cAEiIiIiIiIiIlJdIpFI7V7qSiUSJy9fvkSFChVylJcvXx4vX74UICIiIiIiIiIiIhVJnOjq6iIiIiJHeVhYGLS0VGbFZCIiIiIiIiIqYFQicdK4cWNMnjwZCQkJ8rL4+HhMmTIFjRo1EjAyIiIiIiIiIirIVKI7x5IlS1C7dm04OzujfPnyAIAnT57A1tYWu3fvFjg6IiIiIiIiItWioRr9IAoElUicODo64tmzZ9i7dy+ePn0KfX199O3bF127doW2trbQ4RERERERERFRAaUSiRMAMDQ0xKBBg4QO47t5dOwx/P8KQHxIPLR0NGHnYYdq3avC3NEMAJCelI4Hhx4i+OlHJEUnQ99EH65VXFClcyXoGurm2F96UjoOjjuClNgU9N/RJ9c2BdULH1/8secE3r/2R2x0HKYsngCvulXl9TKZDHs3HcCF45eQkpyKEmU8MGziIDgUdpC3CfkQiu2rd+Hl09cQi8VwKeqMHoO7oEyl0kIcktpITUnFrg17cefqXcTHJcDNowiG/DoQHp7FAABNK7XMdbv+o/qiY692ygxVbfg+foUTe07D388fcdHxmLDIG1XrVJbX37t6HxeOXcL71wFITkzGkl0L4FrMRWEf4R8jsHP1Hrx+6oesTDHKeZXBAO8+MLM0U+7BqLC3T9/j0sGrCH77EQkxiRg0py/K1lT8/z38QwSObzqNt8/eQyqRws7ZFgNn9YGFrTlSElNwZsefePXQD3GRcTAyM0KZGqXQsm8z6BvpC3RUqudL57NYLMb+DYfgc/cJIkIiYWCkjzKVS6PHsC6wsLaQ7yMpIRlbl+7Aw1s+EGmIUK1eFfQb2xv6BnpCHZZKev3ED2f2/YkAv0DExyRgzPzhqFT788T7R7eewL3L9xEbGQtNLS24ejij46B2KOpZBADw0uc15o/6Pdd9z948DW4lXJVyHKru5eNXOLH3NPz9ArLP6YVjUeWf5/TGw3h85wkiQrPP6dKVSqHHsK6wsDaX7+PojuN4dPsxAt9+gJa2FnZd3CLU4aisFz6+OLrnBN6/fo/Y6DhMXTwx13u7P49f/PverjiGTRwEx3/c2wHAg1sPsX/rYQS++wBtHW2ULu+JaUsmKftw1IZEIsHODbtx8exlxMbEwsraEk1aNkbPgd0hEokgzhJj67rt+OvWfYR9DIehkQEqVK2AQaP6w8rGSujwiX4owRInJ0+eRLNmzaCtrY2TJ09+sW2rVq2UFNX3E+obitJNPGFT1BpSiQz39t3Hqd/OoOvyTtDW00ZKXCpS4lJRvVc1mDuZIykqGdc330RKbAqajmucY39X11+HpbMFUmJTBDga1ZaengFXdxc0atkA8ycuzlF/dNdxnD54FmNmjoStgw32bjyAGaPmYt3BldDR1QEAzPGeD4fC9pi3bhZ0dXVw4sAZzPFegM1/rIW5lXmOfVK2Fb+tRuD7Dxg/xxuW1ha4fPYaJg+bjk2H18HKxhL7zu9SaP/wziMsn7sKNetXFyhi1ZeRlgEX98Jo0LIuFk9alqM+PT0Dxct6oHqDali/YHPO+rR0zBk9Hy5FnTFrzTQAwP5Nh7Fg/BIs2DIHGhrs0gkAmemZcHJzgFezKtg8c0eO+qiQaCwbvRpezaqiRZ8m0DPQQ1hgOLR1sv9sJsQkIiEmAe2GtIKdsy1iI+JwYMURJMQkYuCsPso9GBX2pfM5Iz0T/n4B6NC3LVzcnZGSlIJty3Zi4fglWLxjvrzdyplrEBcTjxmrpkAiFmPNbxuxYeFmjJ0zUtmHo9Iy0jJRuKgTareoiZVT1+aoty9ki95ju8PGwRqZGZk4d+giFnkvw9IDC2BiboxipYtizQnFf6MjW47B9+ErFCnuoqSjUH3p6RlwcXdG/V/q4vfJyxXqMtIzEfD3Oe3sXjj7nF6+CwsnLMHi7fPk7cRZYnjVrwqP0u64fOqacg9ATaSnZ6CIuwsatayfx73dMZw6eAZjZ46CrYMN9mzcjxmj5mL9P+7tbl+5i9Xz16PX0O4oW6k0JBIJPrwPUvahqJX9Ow7ixJFTmDRnAlzdnOHn+waLZi2BoZEh2ndri/T0DLx99Q49B/aAW7EiSE5Mwurf12PqmBnYuG+d0OEXSOq8vK+6ESxx0qZNG4SHh8PGxgZt2rTJs51IJIJEIlFeYN9Jy2ktFN43GF4X2wfsQpR/FBxKOsCysIVCgsTUzhRVu1bGpVVXIJVIoaH5+cvNiz99kZGSgUodKiLocbDSjkFdVKpeAZWq51zOGsh+InHywGl06tcB1epUAQCMnTUSPZv2x73r91G7cU0kxCciNDgMo6YNg6u7CwCg9/AeOHvkPD74BzFxkoeM9AzcunIHM5dOQ+kKpQAAPQd3w1837+P0kbPoM6wnLP712d29fg9lK5WGvZOdECGrhQrVy6FC9XJ51tdtVgsAEBkalWv962dvEBUWhSW7FsDA0AAAMHLGUPRuNADPH/qibBX2ogIAz6ol4Fm1RJ71p7adRckqJdB28OdeU9aOn5+mObjaY+Dsvgp1Lfs1w84FeyGRSKCpqfljAlczXzqfDY0MMHP1VIWyAeP6YmK/aYgKj4a1nRU+BoTg8b2nWLT9NxQt4Zbd5tfemOe9GL1HdlfomVLQlfUqjbJeef//Xb1xNYX33Ud2xvXTNxH0PhilKpWElrYWzCxN5fVisRg+N5+gUYcGvDH/hwpe5VDBq1yudYZGBpixaopC2YBf+2BS/+nycxoAOg/sAAC4eub6D41VnX3t3u7EgdPo/I97O+9Zo9CjaT/cvX4fdRrXhEQswaZlW9FvZC80bt1Qvm3hIoWUEr+68n36EjXqVIdXrezePXYOdrh8/ipe+/oBAIyMDbFkwyKFbUZPGoGhPUYgIiwStvY2So+ZSFkEe/QolUphY2Mj/zmvlzomTXKTmZoJANA1yrtrcWZqJnT0dRSSJrHBcXh4xAcNRtSDSIM3LvkVERqBuJh4lKtSRl5maGSIYp7ueP08+4+AiakxHJ0dcOXsdaSnpUMiluD8sQswszBF0eJuQoWu8iQSCaQSKXR0dBTKdXR14PvkZY72cTFxuH/rIZq05kpZP1JWZhYgEinMD6Wjow2Rhgivn/oJGJn6kEqleHHvFWwLWWPNhI2Y2G4GFg9bgae3nn9xu7SUdOgZ6DFp8n9ISU6FSCSCoXF20s/vxRsYGhvKkyYAUKZyaYg0RHjr+16oMNWeOEuMqyeuw8BIH85Fc/8i6XPrCZISk1G7eQ0lR/dzSf3XOU3/v8/3dmXlZYZGhvD4x73dOz9/xETGQqQhwqgev6Jns36YOXouAt9/ECpsteBZtiR87j9G8IePAIB3fu/x4skLVKlROc9tUpJSIBKJYGRsqKwwiQQheJ/trKwsNGjQAG/fvv1P22dkZCAxMVHhJc4Uf+co/z8yqQy3dtyBnYcdLAvn/nQsLTEND4/4oGTDz09AJVkSXFx5CV49q8LY2lhZ4f5U4mLiAQBmFmYK5WYWpvI6kUiE39bMgr9fADrV7YF2tbrgxL5TmLVyGoxMjJQbsBoxMDRAiTLFsW/LAcRExUAikeDy2at4/dwPsdFxOdpfOn0F+ob6qFGPw3R+pGKl3KGnp4vda/chIz0D6Wnp2LlqD6QSqfycpy9Lik9GRloGLuy/gpKVi2PE4sEoV7M0Ns/cgbdP3+W6TXJCMs7tvogav3gpOdqfR2ZGJvas3Y+ajarLe0vFxyTA1NxEoZ2mliaMTIx4Pv8Hj28/Rf9Gw9C3/hCcP3QRE5f/CmOz3O8vrp++hTJVSsHShr16/qvMjEzsWbcfNRp5yc9p+v99vrczVSg3szBDfEz2/Ud4SAQAYN/mg+jcrwNmLpsKI2MjTBkyA0kJSUqNV51069sF9ZvURe+2/dCwclMM6joU7bu1Q6PmDXJtn5mRiY2rtqB+03owNGLihH5ugidOtLW18ezZs/+8/YIFC2Bqaqrwurj18neM8P93Y8stxAbHovHYPC46qZk4s+A8LJzMUblTRXn5vb1/wdzRHB61iykr1AJJJpNhw++bYWphgoWbfsPS7YtQtU4VzP11Qa4JAPps/BxvADJ0b9YHLau3w4kDp1CnSW1o5NI76s+TF1G/aV352GP6MUzNTfDr/DF4eMsH3ev1Rc+G/ZGSnIoiHq7sbv+NZFIZAKBMdU/U71gHhYo6onG3BihVrSRunrybo31aSjrWTd4CexdbtOjdRNnh/hTEYjGWTl0JmUyGQRP7CR3OT6tEheKYt30mZq6fjDJVS2HNjA1IiEvM0S4mMhbP7r9AnV9qChDlz0EsFmPZtFWQyYBBE3hOK5tMKgUAdO7bATXqe6FoCTeMmTECEIlw6/IdgaNTXdcuXMelc1cwbf5kbNq3HpPmjMeh3Ydx/uSFHG3FWWLMnjAXkMkwdsooAaIlABCp4X/qSiVW1enRowe2bt2KhQsX5nvbyZMnw9vbW6Fs85sN3yu0/9uNLbcQ6PMBbWe3gpFlzt4LmWmZODXvLHT0tdF0fGNoan3u4v3xRShig2Kx/t6m7ILse3ls67cTFduVR5XOeXebo2zmf68iEh8brzDfRnxsAor8vRLJswfP8eDWI+y/tBMGRtlPhIoWH4Qn95/i8pmr6Nibq7/kxcHJHr9vWoj0tHSkpKTC0soC8ycvgp2j4hwmLx774uOHEExZMFGgSAuWclXLYN3RlUiMT4SmpiYMjQ3Rv/kQ2DqyN8S3MDI1hIamBuycFc9jO2cbvH8eoFCWnpqOtRM3Qc9AF4Pm9FW4htO3+ZQ0iQqPxuy10xSezJtZmub4Yi8RS5CcmCy/vtO309PXhZ2TLeBki6Kl3PBrl8m4fvomWvVUnJftxtnbMDYxQoWa5YQJVM2JxWIsm7oKUeHRmLVmKnubfGef7+0SYGH1uUdUfGw8XItlr/706Z6vkOvnoWjaOtqwc7RFVHi08oJVMxtWbEbXvp1Rv2k9AEARd1dEhEVi3/YDaNrq89yM4iwxZk/8DeFhkVi26Xf2NqECQSUSJ2KxGNu2bcOlS5dQsWJFGBoq/s+3bFnOlSU+0dXVha6u4tK8WjrCH5ZMJsPNrbcRcD8ArWe3gomtSY42mamZOPXbGWhqa6LZxCY54m46rhHEmZ/neIl8H4mr666j7ZxWMLEz/ffuKBe2DrYwtzTD0wfPUeTvP6apyal44/sWzdtnPxnOyMgAgBxzyGiINORPnunL9PT1oKevh6TEZDy6+xj9R/VRqD9/4gLcSxSV/xuQcpiYZV93nj98gYS4RFSuVfErWxAAaGlrwdmjMCKCIxXKI4OjYGH7OQGblpKOtRM3QktbC0N+6w9tHe1/74q+4lPSJCw4HLPXToexqeKwEY9SxZCSlIL3r/3hVjx72dznj3whk8rg7sk5qP5fMqkMWf8a3iyTyXDjzC3UbOoFLS3h76fUzaekSdjHcMxaMy3HOU3/v0/3dk8ePFO4t/PzfYtm7ZsCAIoWd4O2jjZCPoTAs1z2MHixWIzIsEjY2FsLFruqy0hPh4ZIcUCChoaGvAcP8Dlp8jEoBMs3/Q5Ts5zfcYh+RirxF/HFixeoUCF75uw3b94IHM33cWPLLby99Q7NJjSBjp42UuNSAQA6BjrQ0tWSJ02yMsRoOKo+slKzkJWaBQDQM9GDhqYGTP+VHElPSgcAmDuZQ9dQMVlUkKWlpiHsY7j8fURoJPzfBMDIxAg2dtZo1eUXHNx2BA6F7LOXrNuwHxZW5vKZ2D1Ke8DQ2BDLZ69G1/6doKOrgz9PXEREaCQq1+AXzS95eNcHkMng5OyI0OAwbFm1HYVcnNC41ecZ7FOSU3Hz0m0MGtNfwEjVR1pqOsL/cT5HhkYh4E0gjEyMYG1nhaSEZERHRMuHkYV+CAMAmFmayZ/CXTl9DU4ujjAxM4Hf8zfYtnwXfunSDI7ODko/HlWVnpaBqJDPTx1jwmIR/C4EhsYGsLA1R8POdbFt7m64lykC9/JF8fL+azy/+xKjlw8DkJ00WTNhAzIzstB7cnekpaYjLTX7Gm1saqQwyXdB9qXz2dzKDEsmr4C/XwCmLJ0AqfTzPDxGJkbQ1taCk6sjylcri/XzN2PwxP6QiCXYsmQ7ajTy4oo6/5Kemo6IkM/JvqiwaHx4GwRDY0MYmRrhxK7TqFijHMysTJEUn4yLf1xBXHQcqtarpLAf30evEBUWjbotayv7ENTCv8/piH+f01NWIsAvAJOXjM/1nAaAqPBoJCcmIzo8BlKpFAFvAgEAdk520DfIexGBguRr93at/763cyxkD1sH27/v7Szg9fe9nYGRAZq1a4y9mw/AytYKNvbW+GP3cQBAzQacay0vXrWrYc/WfbCxt4GrmzPevn6Hw3uOolmb7IeN4iwxZo6fg7ev32H+yrmQSqWIjY4FABibGitMTE/KwWHYyiOSyWQ/3SP1lc/y7qGiLOs6bsy1vP6wuihezwMhvqE4MetUrm16rO0GE5ucTyg+bdN/Rx+VSJw0c2789UZK8PzRC0wZOjNHef0WdTF25kjIZDLs3XQAfx67hJTkFJQsWxxDJwxS+BL59uU77F6/D+9evYdYIkFh10LoMqBjnkvhKZu2hmrOC3Lj4k1sX7ML0ZHRMDIxRs361dFneE+FLptn/ziPjUs3Y9+fu1S+K2eKOFnoEPDi0UvMHD43R3nd5rUxcsZQXDl9HWt/yzkcsVP/9vIlLnev3Y9rZ64jOTEZ1vbWaNy2IVp2ba4yf1zDU8OEDgFvnrzDSu91OcqrNqmMXhO7AgDunPsLF/ZdRnxUPGwK2aBFn6YoW6PUF7cHgDn7psHSTvgv9XYG9kKH8MXzufOADhjaLvdx8bPXTkepiiUBAEkJydiydDse3vKBhkiEavWqoJ93H5X5gpkmThU6BADAS5/XmD/q9xzltZpVR99xvbBu9ia8f+mPpIRkGJkYokgJV7Tu/QvcSij2BFw7axOiI2Iwc/1kZYX+TfQ09YUOAQDwwuclZg3/LUd53ea10WlAewxrNzrX7WatnYZSFbLP6TVzN+Da2RtfbCMUPU3V+P/q2aMXmDJ0Ro7yBi3qKdzbnT928e97uxIY9q97O7FYjJ1r9+DquevIyMiEh6c7Bo7tB2e3wso8lDwZaqteb6TUlFRsW7cDt67cRlxcPKysLVG/aT30GtQD2traCA8NR9cWPXPddvnmJShXqWyudUJyMFCNf+8f5X7UTaFDyLcq1rWEDuE/UYnESb9+/bBy5UoYGyteQFJSUjBy5Ehs27YtX/tThcRJQaAqiZOCQFUTJz8bVUicFASqkDgpCFQhcVIQqEri5GenKomTn52qJE4KAlVMnPyMmDhRPeqaOFGJvsQ7d+5EWlpajvK0tDTs2rVLgIiIiIiIiIiIiASe4yQxMREymQwymQxJSUnQ0/uc5ZZIJDh79ixsbGwEjJCIiIiIiIhI9ajz8r7qRtDEiZmZGUQiEUQiEYoVK5ajXiQSYfbs2QJERkREREREREQkcOLk6tWrkMlkqF+/Po4ePQoLi8+T6eno6MDZ2RkODlwFgoiIiIiIiIiEIWjipE6dOgCAgIAAFCpUCBoaKjHlChEREREREZFK41Ad5RE0cfKJs7MzACA1NRVBQUHIzMxUqC9TpowQYRERERERERFRAacSiZOoqCj07dsX586dy7VeIpEoOSIiIiIiIiIiIhVZjnjMmDGIj4/HX3/9BX19fZw/fx47d+6Eu7s7Tp48KXR4RERERERERFRAqUSPkytXruDEiROoVKkSNDQ04OzsjEaNGsHExAQLFixAixYthA6RiIiIiIiISHWIOMeJsqhEj5OUlBTY2NgAAMzNzREVFQUAKF26NHx8fIQMjYiIiIiIiIgKsP+1d9/xNZ7/H8ffJ4mRJZGEJEjEiFl7bzWKqtVq6dceNWqPH9UWtWlRtDWL2NpaHVat6pe2qL1XlSBB7CQSkpzfH/k6dcQhUXLOSV5PjzweznVf930+58qd+9znc65hE4mTggUL6uTJkyFE39EAAFG2SURBVJKkEiVKaNasWbp06ZJmzpwpf39/K0cHAAAAAADSK5sYqtOnTx+FhYVJkoYPH6769etr8eLFypgxoxYsWGDl6AAAAAAAsC0sR5x6bCJx0rp1a9P/S5curfPnz+vEiRMKDAyUj4+PFSMDAAAAAADpmU0M1ZGkuXPn6pVXXlHmzJmVNWtWtW3bVmvWrLF2WAAAAAAAIB2ziR4nw4YN0+TJk9WrVy9VqlRJkvT777+rX79+unDhgkaOHGnlCAEAAAAAQHpkE4mTGTNmaM6cOXr33XdNZY0bN1bx4sXVq1cvEicAAAAAADzCwHLEqcYmhuo8ePBAZcuWTVJepkwZxcXFWSEiAAAAAAAAG0mctGnTRjNmzEhSPnv2bLVq1coKEQEAAAAAANjIUB0pcXLYn3/+WRUrVpQk7dq1SxcuXFDbtm3Vv39/U73JkydbK0QAAAAAAGwCyxGnHptInBw5ckSlS5eWJJ09e1aS5OPjIx8fHx05csRUjzFcAAAAAAAgNdlE4mTbtm3WDgEAAAAAACAJm5jjBAAAAAAAwBbZRI8TAAAAAACQfMxxknrocQIAAAAAAGABiRMAAAAAAAALGKoDAAAAAICdYdXZ1EOPEwAAAAAAAAtInAAAAAAAAFhA4gQAAAAAAMAC5jgBAAAAAMDOsBxx6qHHCQAAAAAAgAUkTgAAAAAAACxgqA4AAAAAAHaGoTqphx4nAAAAAAAAFpA4AQAAAAAAsIDECQAAAAAAgAXMcQIAAAAAgJ0xGJjjJLXQ4wQAAAAAAMACEicAAAAAAAAWpMmhOkW9C1o7hHQhW2Zfa4eQbjgYHK0dQroQb4yzdgjpQpGsxawdQrrg5JAm3+JtTlzCA2uHkC44OWSwdgjpgnsGD2uHkG5cuxdu7RAApAB3VQAAAAAA2BmDmOMktTBUBwAAAAAAwAISJwAAAAAAABYwVAcAAAAAADvDcsSphx4nAAAAAAAAFpA4AQAAAAAAsIDECQAAAAAAgAXMcQIAAAAAgJ1hOeLUQ48TAAAAAAAAC0icAAAAAAAAWMBQHQAAAAAA7AxDdVIPPU4AAAAAAAAsIHECAAAAAABgAYkTAAAAAAAAC5jjBAAAAAAAO2MwMMdJaqHHCQAAAAAAgAUkTgAAAAAAACxgqA4AAAAAAHaG5YhTDz1OAAAAAAAALCBxAgAAAAAAYAGJEwAAAAAAAAuY4wQAAAAAADvDHCephx4nAAAAAAAAFpA4AQAAAAAAsIChOgAAAAAA2BmDgaE6qYUeJwAAAAAAABaQOAEAAAAAALCAxAkAAAAAAIAFzHECAAAAAIDdYY6T1EKPEwAAAAAAAAtInAAAAAAAAFhA4gQAAAAAADtjMBjs7iclfv31VzVq1Eg5cuSQwWDQmjVrzLYbjUYNGzZM/v7+cnZ2Vp06dXT69GmzOjdu3FCrVq2UJUsWeXp6qlOnToqMjExxW5M4AQAAAAAANiUqKkolSpTQV1999cTtn376qaZNm6aZM2dq165dcnV1Vb169RQTE2Oq06pVKx09elSbNm3STz/9pF9//VVdunRJcSwGo9FofO5XYqM2X1pr7RDShTI+5a0dQrrhYHC0dgjpwrWYcGuHkC64OLlZO4R0wcmB+d9TQ1zCA2uHkC44OWSwdgjpgnsGD2uHkG5cu8c9R2oIdMtn7RBeqrN3T1g7hBTL517oufYzGAxavXq1mjZtKimxt0mOHDk0YMAADRw4UJJ0+/Zt+fr6KiQkRC1bttTx48dVpEgR7dmzR2XLlpUkbdiwQa+//rouXryoHDlyJPv5beauasuWLdqyZYuuXr2qhIQEs23z5s2zUlQAAAAAAOBFiI2NVWxsrFlZpkyZlClTphQd59y5cwoPD1edOnVMZR4eHqpQoYJ+//13tWzZUr///rs8PT1NSRNJqlOnjhwcHLRr1y41a9Ys2c9nE0N1RowYoddee01btmxRRESEbt68afYDAAAAAAD+YbDDf+PGjZOHh4fZz7hx41L82sPDE3tt+fr6mpX7+vqatoWHhyt79uxm252cnOTl5WWqk1w20eNk5syZCgkJUZs2bawdCgAAAAAAeAmGDBmi/v37m5WltLeJNdhE4uT+/fuqXLmytcMAAAAAAAAvyfMMy3kSPz8/SdKVK1fk7+9vKr9y5YpKlixpqnP16lWz/eLi4nTjxg3T/sllE0N1OnfurKVLl1o7DAAAAAAA7IK1h908z78XJU+ePPLz89OWLVtMZXfu3NGuXbtUqVIlSVKlSpV069Yt7d2711Rn69atSkhIUIUKFVL0fFbrcfJo95yEhATNnj1bmzdvVvHixZUhg/nM6ZMnT07t8F6I0wfPavM32xR6+qJuX7+jLiM7qETVYmZ1ws9f0ZrZP+n0obNKiE+QX25fvfdJe3n5ZpUk7fjpd/25ZZ9CT19UTHSsPvthjFzcnK3xcuzGnOlzNXfmfLOy3EGB+uaHxORc9449tf/PA2bbm73dRIOH/l9qhZgmLfh6ob6aOkMtW7+j/oP76fKlMDWt/+YT646dOFp16tVO5Qjtw5F9R7Vy0RqdOXFWNyJu6uPPPlClmv9c2I1GoxbPWqaNazYrKjJKhYsXUo8Puipn4D+zgndo3EVXw66ZHbddj9Z6p/1bqfY67E18fLwWzFykTeu26Mb1G/LJ5q16jV5Tm/dayWAwKO5BnOZOn69dO3Yr7GK4XN1cVLpCaXXp3Uk+2X2sHb7deLtBS4VfvpKkvFmLJur/YV/9sOJHbVq/RaeOn1Z0VLTW/fdHuWdhFaaUMj+fb/7vfK5rOp8lafywz7Txx01m+5WrXFaffjXWGiHbraed0517dNTc6SHa8/ufuhJ+RZ5ZPVXt1Srq3KOj3Nw5r1Ni7ux52rJ5q/7+629lypxJJUqWUN8BvRWUJ8hUJ+JahD6fOEV//LZLUdFRCgoKUueunVTnNe43UiI6KlohMxZp57bfdOvmbeUvmE/vD+yqgkULKO5BnObPWKjdO/Yo/FK4XNxcVbpCSXXq1UE+2bytHTrSoMjISJ05c8b0+Ny5czpw4IC8vLwUGBiovn37avTo0QoODlaePHk0dOhQ5ciRw7TyTuHChVW/fn299957mjlzph48eKCePXuqZcuWKVpRR7Ji4mT//v1mjx92pzly5IgVonk57sfcV658OVSpQXnNGR6SZPu1SxGa3OcLVWpQQQ3b11Nml8wK+ztcGTI6mR2jSLlCKlKukL7/mmWWkytvvjz6Ys4U02NHR/PlfJu81UhdenQ2Pc6cOXNqhZYmHTtyTKtWrFH+AvlNZb5+2bVu209m9dZ8t0aLQ5aqcrVKqR2i3Yi5F6M8BYJUt3FtjRk0Icn2FQtX68dv1qrfJ73ll8NXi2Yu1dBeIzXz22nKmCmjqV7rru+qXtO6pscuriRcn2ZZyDf6fsWP+mDkIOXJl1snj57ShE8mytXNVW/9p5liYmJ1+vgZtXmvtfIVyKvIO3f1xWcz9FHfYZq1dLq1w7cbs5fMNFs579yZc+rXdaBerVtTkhQTE6sKlcurQuXymjVtjpWitH/LQr7V9yt+0gcj/++R83mS6Xx+qHzlsho8YqDpcYaMLPmbUk87pyOuXtf1axHq0b+bgvLlVvjlK5o4+nNFXLuu0ZNGWDFq+7P3z71q8e47KvpKUcXHx+uLKV+qe+f3terHlXJ2SXx/+3jIMN29e1dTvvpcWbN6av3aDRrUf7CWfrtYhYo83/Kn6dHkUVP199nzGjxqoLyzeWvLuq0a1P1DzV0xU87Ozjpz4oxad35XeQvk1d27kZrx2UwN6zdC0xdPs3boSIP+/PNPvfrqq6bHDztftGvXTiEhIRo0aJCioqLUpUsX3bp1S1WrVtWGDRvMPtstWbJEPXv2VO3ateXg4KC33npL06al/Hy1WuJk27Zt1nrqVFO0QmEVrVDY4vYf561TkfKF1axrI1NZtpzm31zWal5DknTqwBkh+RydHOXtYznznTlz5qduR/JFR0dr6Aef6KPhH2je7BBTuaOjo3wea+Nftm5X7Xq15OLikspR2o+yVcqobJUyT9xmNBr1/bKf1KLj26pUI7EXyoARfdSqXgf9vn2XarxWzVTX2cVZXj5ZUyXmtODowWOqUqOyKlVLbFe/HH7asmGbThw9KUlyc3fVxJnmiaw+H/RU99Y9dSXsqnz9syc5JpLK6uVp9njJvKXKGZBDJcuWkCS907q5JGn/ngOpHFnakng+V3rsfP7FdD4/lCFjBnn5eFkjxDTjaee0wWDQ6MkjTdtyBuRUl16dNOrDsYqLi5eTk6OQPNNnf2X2eOTYEapVtbaOHTumMmUT3zMP7j+oj4YPUbHir0iS3uvWWYsXLNGxY8dJnCRTbEys/rt1p0ZOGqbipRN7ybft2lp//LpbP65Yqw7vt9OE6ea90noOfl892/bV1bCrys57IV6wmjVrymg0WtxuMBg0cuRIjRw50mIdLy+vFzItiE3McdKxY0fdvXs3SXlUVJQ6duxohYhevoSEBB3547h8A7Lpy0GzNPjNYfr0/Sk6uOOwtUNLE0LPX9QbtZvozQZva9gHIxQeZr7c1MZ1m1SvekP9p1kbTZ86UzH3YqwUqf37dMxEValWWeUrlX9qveNHT+jUidNq8majp9aDZeGXrujm9ZsqWb6EqczVzVUFiwbrxCHzD0TfLVillnXaqFer/lq5aLXi4+JTO1y7UrREEe3bvV+h5y9Kks6cPKsjB46ofJVyFveJuhslg8EgN3fX1AozTXnw4IF+XrtJrzdtYBo+ghcj8Xw+8Mzz+cCfh9Ss1ttq27SjPh8zTbdv3bFGuGlGcs7pyMgoubi5kDT5lyL/97nBw8PDVFaiVAltXP+zbt+6rYSEBG1Yt1Gx92NVttyTv4xAUvHx8UqIT1CGR3qwSlLGTBl15MCxJ+4TFZn4XujK8DOrMBgMdvdjr2xiVZ0FCxZo/Pjxcnd3Nyu/d++eFi5cqHnz5lncNzY2VrGxsWZl92MfKGMm2+5uevdWpGLvxernZVvVqEMDNenyho7vPqE5w0PUZ3J3BZfI/+yD4ImKFiuioaM/VGBQoK5fu665M+erW/seWrJqkVxdXVTv9bry8/eTTzYfnTl9Vl99PkPn/76gCZ8zrjulfl6/SSePnVTIcst/ow/9sPpH5ckbpOIli6dCZGnTzeu3JElZvT3Myj29PU3bJKlxi4bKVyif3LO46fihEwr5arFuRNzUe/3SZiL6RfhPh5aKjoxWu2Yd5eDooIT4BHXq0UF1X3/y2Pj7sfc1a9rXqlX/Vbm6kTh5Hv/dukORdyP1euP61g4lzflPhxb/O587PXI+tzc7n8tXLqtqtarKP6efLl+8rK+/mK8Pen6kLxdMSTK8FcnzrHP61s3bWjB7kRq/9UYqR5a2JCQk6LPxE1WydEnlD/7nfvnTyRM0eMBg1aj8qpycnJQ5c2ZNnjZJgbkDrRitfXFxdVGR4oW15OtlCswToKxentq2cbuOHz6hHAH+Serfj72vr6fN16v1asjVjd7ESNusmji5c+eOjEajjEaj7t69azYWKT4+XuvWrVP27E/v8jVu3DiNGGE+TrRNv3fVdkCrlxLzi2JMSOxyVLxyUdV6O3E4TkD+nPrr6N/67w+/kzj5Fx6dPyO4QH4VLVZETes315aNW9X4zTfUtHkT0/b8BfLJx8dbPd/ro4uhl5QrIKc1QrZLV8KvaPL4z/XF7GnPXFIsJiZGG9f9rE5dO6RSdOlbs1b/nON5goPklMFJX46dqfY92jCHgQW//Lxdm9dv1cdjhygoX5DOnDyjrybOkHc2b9Vv/JpZ3bgHcRoxaJRkNKrfh72tFLH9+2n1OlWoUoHJdV+CxPN5iz4e+8H/zuezSc7nWvX/GTOeNziP8gbnVatG7XTgz0MqU6GUtUK3a087p6MiozSo5wcKyptbHbu1T/3g0pBxo8brzOmzClls/qXN9GnTdfdOpGbNnSHPrFm1bcs2Deo/WPMXzVVwgWArRWt/Bo8cqIkjP9e79dvIwdFBwYXy69V6NXTquPm0AXEP4jTqg3EyGo3qPaSnlaIFUo9VEyeenp6mLjsFChRIst1gMCRJijxuyJAhZiv0SNKOiK0vNM6Xwc3DVQ6ODvLLbb5+tF/u7Dp7+JyVokqb3LO4KzB3gC6GXnzi9qLFikiSLl64SOIkBY4fPaEbN26qbYv2prL4+Hjt33tA3y1bqR17t5u+tdy6aZti7sXo9UYNrBRt2pDV21OSdPP6bbN5CW5dv6W8BfJY3K9g0QKKj4/XlctXlSuIc/xJZk6Zo3c7tDB9mMwbnEdXwq5q6fzlZomTuAdxGjF4tMLDrmry7M/obfKcwi+Ha++ufRo9mQkyX4bE87nlY+fzlSTn86Ny5PKXh6eHLoVeInHyHJ52TkdHRWvg+4Pl4uqiMZ+PklMGm+jwbZfGjR6vX7f/V/MWfi1fP19TeeiFUC1f+o1WfP+d8gfnkyQVLFRA+/fu1zdLv9XHn3xkrZDtTo4Af02e86nu3YtRdGS0vLN5afQH4+Sf85/PLHEP4jT6g3G6GnZVn80cR28TK3qRy/vi6ax65d62bZuMRqNq1aqllStXysvrnw8CGTNmVO7cuZ+5TFCmTJmSfNud8a7tf6PqlMFJuQsG6kroVbPyq6HXTEsR48WIjo7WpdBLqv9GvSduP3XytCTJm2XUUqRcxbJatmqxWdnIoWMUlCe32nZsbdbV+4dVP6r6q9WU1Ytz+9/wy+mrrN5ZdXDPIeUrmJgoiY6M1smjp/V6c8vDHf46dU4ODg7y8PKwWCe9i42JkYPBfNovBwcHGR9ZLeNh0uTihUv6fPZn8vDMktphphnrvt8gTy9PVWKFrZciNiZWDo+NI088ny1PsHftyjXduX2HidOfk6VzOioySgO6D1KGjBk0fuoYZXps7ggkj9Fo1PgxE7R18zZ9HTJHOXOZfwkQE5M4V52Dw2PnvaODEowJQso5O2eWs3Nm3b1zV3/+vk/v9Ukc7vswaXIp9LI+mzVeWXgvRDph1cRJjRqJQ1TOnTunwMBAu54s5kli7sXq2qUI0+PrYTcUeuaSXN1d5OWbVXVa1NS8UYsUXDyvgkvl17HdJ3T492Pq8/n7pn1u37ijOzfumo5z+a8wZXLJJK/snnLNwjedTzJt4peqWrOK/Pz9FHEtQnOmz5WDo6Nea1BHF0Mv6ed1m1S5WkVl8fDQmVNnNfWzaSpVpqSCCzA8KiVcXV2V73/f6jzk7JxZHp5ZzMpDL4Rq/94DmjJ9UmqHaJfuRd/T5dB/JjMOv3xFZ0+ek7uHm7L7ZVOTd9/Q8nnfKUeAv/xyJi5H7OXjZVpl5/ihEzp55LSKl31Fzi7OOnH4pOZ8Pk+vNqgu9yxM3GZJpeoVtXjuUmX3z648+XLr9Ikz+m7xSjVomphwjXsQp+H/N1K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"text/plain": [
"<Figure size 1200x1000 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# frequency of joint appearance\n",
"top_middlenames = df_simple['middle_name'].value_counts().head(10).index\n",
"\n",
"filtered_df = df_simple[\n",
" df_simple['first_name'].isin(top_firstnames) &\n",
" df_simple['middle_name'].isin(top_middlenames)\n",
"]\n",
"\n",
"cooccurrence = filtered_df.groupby(['first_name', 'middle_name']).size().unstack(fill_value=0)\n",
"\n",
"plt.figure(figsize=(12, 10))\n",
"sns.heatmap(cooccurrence, annot=True, fmt='d', cmap='Greens')\n",
"plt.title('Heatmap of First Name vs Middle Name Cooccurrence')\n",
"plt.xlabel('Middle Name')\n",
"plt.ylabel('First Name')\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 48,
"id": "392da663-488c-4844-99ae-0f995d323824",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"--- Top 10 Firstname vs Middle Name Crossovers by Sex ---\n",
"\n",
"SEX: m\n",
" jean ilunga — 491\n",
" jean ngoyi — 474\n",
" jean kasongo — 396\n",
" jean ntumba — 357\n",
" pierre jean — 337\n",
" kasongo wa — 337\n",
" paul jean — 328\n",
" jean mutombo — 321\n",
" jean kazadi — 312\n",
" ilunga wa — 295\n"
]
}
],
"source": [
"# Crossover: Firstname vs Middle Name vs Sex\n",
"crossover_fname_middlename_sex = df_simple.groupby(['sex', 'first_name', 'middle_name']).size().reset_index(name='count')\n",
"crossover_fname_middlename_sex = crossover_fname_middlename_sex.sort_values('count', ascending=False).head(10)\n",
"\n",
"print(\"--- Top 10 Firstname vs Middle Name Crossovers by Sex ---\")\n",
"for sex, group in crossover_fname_middlename_sex.groupby('sex'):\n",
" print(f\"\\nSEX: {sex}\")\n",
" for _, row in group.iterrows():\n",
" print(f\" {row['first_name']} {row['middle_name']} — {row['count']}\")"
]
},
{
"cell_type": "code",
"execution_count": 49,
"id": "a94a4b97-e62e-443c-8557-9136f4efc991",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"--- Top 10 Surname vs Middle Name Crossovers ---\n",
"surname middle_name\n",
"ilunga ilunga 1173\n",
" ngoy 964\n",
"ngoyi ngoyi 885\n",
"kabange numbi 830\n",
"ngoy mwilambwe 707\n",
"kazadi kazadi 663\n",
"ilunga kasongo 633\n",
"kasongo ilunga 597\n",
"ntumba ntumba 585\n",
"kasongo ngoy 575\n",
"dtype: int64\n",
"\n",
"\n"
]
}
],
"source": [
"# Crossover 3: Surname vs Middle Name\n",
"print(\"--- Top 10 Surname vs Middle Name Crossovers ---\")\n",
"crossover_surname_middlename = df_simple.groupby(['surname', 'middle_name']).size().sort_values(ascending=False).head(10)\n",
"print(crossover_surname_middlename)\n",
"print(\"\\n\")"
]
},
{
"cell_type": "code",
"execution_count": 50,
"id": "a9f9cec3-8285-48c4-b493-44c30f9200ad",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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1ayo8PFzz589Xnjx5JElbt25Vx44dHRwdAAAAAADmYrFYst0tJ2MrZgCwyXmXQ3PK2f+wAgAAk8jhWzEfbe3i6BDuWvFfEh0dwn1jimlB18XExCgsLEwJCQl25RUrVnRQRAAAAAAAALdmiuRKeHi4unbtqmXLlqVbn5ycnMURAQAAAAAA3BlTrLnSu3dvXblyRRs3bpSHh4eWLVumWbNmqVSpUvrll18cHR4AAAAAAKbi6PVTWHPFnilGrqxatUo///yzqlWrJqvVqqJFi6pJkyby8fFRaGioWrZs6egQAQAAAAAA0mWKkSvR0dEKDAyUJPn7+ys8PFySVKFCBW3bts2RoQEAAAAAANySKZIrpUuX1oEDByRJlSpV0pQpU3T69GlNnjxZQUFBDo4OAAAAAACTsWbDWw5mimlBvXr10tmzZyVJgwYNUvPmzTVnzhy5uLho1qxZDo4OAAAAAAAgY6bIHTk5Oalr166SpKpVq+rEiRPavHmzTp06pS1btjg2OAAAAAAAgFswRXKlZ8+eWrp0qe2+p6enqlSpopEjR2r27NkOjAwAAAAAAODWTJFcmTNnjjp27Ki//vrLVvbGG29o7ty5Wr16tQMjAwAAAADAfBy9rTJbMdszRXKlZcuWmjRpklq3bq2tW7fqtdde04IFC7RmzRqFhIQ4OjwAAAAAAIAMmWJBW0nq1KmTIiMjVbt2bQUEBOiPP/5QyZIlHR0WAAAAAADALTksudK3b990ywMCAlSlShVNmjTJVjZu3LisCgsAAAAAANPL4bNssh2HJVe2b9+ebnnJkiUVFRVlq8/p87IAAAAAAED25rDkCgvVAgAAAACAnMAUC9oCAAAAAABkV6ZZ0BYAAAAAANwZltAwF0auAAAAAAAAZALJFQAAAAAAgExgWhAAAAAAANkNs4JMhZErAAAAAAAAmUByBQAAAAAAIBNIrgAAAAAAAGQCa64AAAAAAJDNsBWzuTByBQAAAAAAIBNIrgAAAAAAAGRCjpwWlDyxtaNDeCA4vfydo0N4gBiODuCBkPL1i44O4cHQvJ+jI3ggWPM/7OgQHgjGhX8cHcIDwVgc6ugQHgwNezg6ggeGNbiBo0NADsCsIHNh5AoAAAAAAEAmkFwBAAAAAADIBJIrAAAAAAAAmZAj11wBAAAAACAnYytmc2HkCgAAAAAAQCaQXAEAAAAAAMgEpgUBAAAAAJDdMC3IVBi5AgAAAAAAkAkkVwAAAAAAADKB5AoAAAAAAEAmsOYKAAAAAADZDEuumAsjVwAAAAAAgKkkJyfrww8/VHBwsDw8PFSiRAkNGzZMhmHY2hiGoYEDByp//vzy8PBQ48aNdejQIbvjREREqHPnzvLx8ZGfn5+6d++ua9eu3fN4Sa4AAAAAAABTGT16tL744gtNmDBB+/bt0+jRozVmzBiNHz/e1mbMmDH6/PPPNXnyZG3cuFFeXl5q1qyZ4uLibG06d+6sPXv2aMWKFVq8eLHWrl2rHj163PN4mRYEAAAAAEA2Y8nh84LWr1+vJ598Ui1btpQkFStWTN999502bdokKXXUyqeffqoBAwboySeflCR9/fXXypcvnxYuXKgOHTpo3759WrZsmTZv3qxq1apJksaPH68WLVro448/VoECBe5ZvIxcAQAAAAAA9118fLyioqLsbvHx8em2rVWrllauXKmDBw9Kknbu3Km//vpLjz/+uCTp2LFjOnfunBo3bmx7jK+vr6pXr64NGzZIkjZs2CA/Pz9bYkWSGjduLKvVqo0bN97TcyO5AgAAAAAA7rvQ0FD5+vra3UJDQ9Nt+95776lDhw4KCQmRi4uLKleurN69e6tz586SpHPnzkmS8uXLZ/e4fPny2erOnTunwMBAu3pnZ2flzp3b1uZeYVoQAAAAAAC47/r376++ffvalbm5uaXbdt68eZozZ46+/fZblStXTjt27FDv3r1VoEABdenSJSvCvSskVwAAAAAAyGay45Irbm5uGSZT/u3tt9+2jV6RpAoVKujEiRMKDQ1Vly5dFBQUJEk6f/688ufPb3vc+fPn9fDDD0uSgoKCdOHCBbvjJiUlKSIiwvb4e4VpQQAAAAAAwFRiYmJktdqnLJycnJSSkiJJCg4OVlBQkFauXGmrj4qK0saNG1WzZk1JUs2aNRUZGamtW7fa2qxatUopKSmqXr36PY3XVCNXtm7dqn379kmSypYtqypVqjg4IgAAAAAAkNWeeOIJjRgxQkWKFFG5cuW0fft2jRs3Ti+++KKk1N2SevfureHDh6tUqVIKDg7Whx9+qAIFCqhNmzaSpDJlyqh58+Z6+eWXNXnyZCUmJup///ufOnTocE93CpJMkly5cOGCOnTooDVr1sjPz0+SFBkZqccee0xz585VQECAYwMEAAAAAABZZvz48frwww/12muv6cKFCypQoIBeeeUVDRw40NbmnXfeUXR0tHr06KHIyEjVqVNHy5Ytk7u7u63NnDlz9L///U+NGjWS1WpVu3bt9Pnnn9/zeC2GYRj3/Kh36dlnn9XRo0f19ddfq0yZMpKkvXv3qkuXLipZsqS+++67uzpe8ke17keY+Benl+/udUFmOPzP9IGQ8vWLjg7hwdC8n6MjeCBY8z/s6BAeCMaFfxwdwgPBWJz+ThK4xxr2cHQEDwxrcANHh/Bg8M5/+zbZ2Lnnczk6hLsW9M1VR4dw35hi5MqyZcv0+++/2xIrUuq0oIkTJ6pp06YOjAwAAAAAAODWTLGgbUpKilxcXNKUu7i42BarAQAAAAAAMCNTJFcaNmyoXr166cyZM7ay06dPq0+fPmrUqJEDIwMAAAAAwHwslux3y8lMkVyZMGGCoqKiVKxYMZUoUUIlSpRQcHCwoqKiNH78eEeHBwAAAAAAkCFTrLlSuHBhbdu2Tb///rv2798vKXXLpMaNGzs4MgAAAAAAgFszRXJFSt2jukmTJmrSpImjQwEAAAAAALhjpkiuZLTHtMVikbu7u0qWLKl69erJyckpiyMDAAAAAMB8LDl9EZNsxhTJlU8++UTh4eGKiYmRv7+/JOny5cvy9PSUt7e3Lly4oOLFi2v16tUqXLiwg6MFAAAAAAC4wRQL2o4cOVKPPPKIDh06pEuXLunSpUs6ePCgqlevrs8++0xhYWEKCgpSnz59HB0qAAAAAACAHVOMXBkwYIDmz5+vEiVK2MpKliypjz/+WO3atdPRo0c1ZswYtWvXzoFRAgAAAABgDkwLMhdTjFw5e/askpKS0pQnJSXp3LlzkqQCBQro6tWrWR0aAAAAAADALZkiufLYY4/plVde0fbt221l27dvV8+ePdWwYUNJ0u7duxUcHOyoEAEAAAAAANJliuTK9OnTlTt3blWtWlVubm5yc3NTtWrVlDt3bk2fPl2S5O3trbFjxzo4UgAAAAAAAHumWHMlKChIK1as0P79+3Xw4EFJUunSpVW6dGlbm8cee8xR4QEAAAAAYCosuWIupkiuXBcSEqKQkBBHhwEAAAAAAHDHTJFcSU5O1syZM7Vy5UpduHBBKSkpdvWrVq1yUGQAAAAAAAC3ZorkSq9evTRz5ky1bNlS5cuXZ0spAAAAAABuhe/NpmKK5MrcuXM1b948tWjRwtGh3DOWWt1lrd3drsy4dEIpMzqm3vErKGuD/0kFK0pOrjKO/S1j5Tgp5nJqfeHKcuowMd1jJ3/TXTq3736Gn62Nn/a1Jnw5264suGghLZs3Q6fOnFOjti+k+7hPRw7Q443qZUWIOcb5Cxf10cTp+nP9ZsXGx6tooQIa+eFbqlDmISUmJenTyTO1dv1mnTx9Vt7eXqr1SGW99Xp35QvI4+jQTWvCpihN3Gy/7Xywn7N+7ZzPdn/7uXh99neUdp1PlNUiheR10Zet88rdOfUf2D3hCRq7Pkr/XEiQ1SI1LeGhd2v7ysvVFGuYm8LUH37XivW7dPT0Bbm7uqhySDG91fUJBRcKtLUZNGGeNuw8qAsRUfJ0d1XlMsF6q0srFS9847U4c+GyhnzxgzbtOixPDze1afiI+nRpKWcnJ0eclul9++PP+u7HX3T67DlJUqnixfTaSy+ofu3qkqSBI8Zq/aZtunDxojw9PFS5Yjn1e/MVlShWxJFhm96U75drxfqdOnrqfOr7uUyw3nrxSRUvdOO9+v3SdVq8Zov2Hj6l6Ng4bZo3Wj7enrb6jbsOqct7n6d7/B8+7acKDxW97+dhdhM2RWnilmt2ZcF+zvq1U6BORyWp8ewL6T7uk6b+al7SQ5JUZtKZNPUfN/FXy1Ie9z7gbGrqgj+1YuM+HT19Ue6uzqpcurDeeq6JggvmtbUJv3xVH32zQht2HVF0bIKKFcijV9vVU9MaZSVJpy9c1qQf12rjP8d0MfKaAv1z6Yl6FfXKU3Xl6mKKrz+mNGXGHC1fvVZHj4fJ3c3Ndg0u/v/X4FNnzqrREx3Tfeynowbr8SYNsjBawHxMcXVxdXVVyZIlHR3GPWeEH1XKD2/eKEhJTv2vi7usz3wqXTiklO/fkCRZ6/SQ5amPlDL7ZUmGdHq3kie1sjuepXYPWYpWJbFyB0oVL6qvJoy23Xf6/y86+fMF6K9f59q1/f6nXzV9zg+qV/ORLI0xu7sSdVUde/RV9SoVNe3T4fL399OJsNPyzeUtSYqLi9feA4fV88VOCilVXFFR1zTiky/Us98gLZg1wcHRm1vJ3M6a0frGh0jnm3Ii28/Fq8eiS+pRJZc+qOsnZ6u0/2JqkkWSLkQnq/vPF9W8pKc+rOerawmGQv+6ovdXXdZnzUlqXbf5nyPq1LKOypcqrOSUFH3y9RJ1HzhZiye9K093N0lSuZKF1KpBVRUI8Ffk1WhN/O43vTRwslZ8+aGcnKxKTk7Rq0OnKa9/Ln37US+FR0TpvU/myNnZSX1eaOngMzSnoMAA9fvfyypapJAMw9DCxb/p9bcG6Kc5U1WqRLDKlXlITzzeWPmD8ulKVJTGT5ml7q+/rZW/fGu7jiOtzf8cVqdWdVXhoaJKTk7WJ7MW6aUPJmrxlA9s7+e4+ATVrVpGdauW0biZi9Ico3KZYP05e4Rd2effLNaGnQdVvhTJretSr883rqX/n9NWkLeT1nbNZ9d23p4YzdhxTXWLutmVj2zopzpFbpT5kPi2s3nvcXVq/ojKlyyo5OQUffLtSnUf9o0Wf/q6PN1dJUnvjf9JV2PiNPHdjvL38dTiP3erz7gf9MOoHipbPL+Onr4owzA0pEcrFcmfW4fCLmjg5EWKjUvQO12aOfgMzWvTth3q/EwbVSgXouTkZI2b8KW6v/62lvw4U54eHsqfL1B//Tbf7jHfL1is6d/MVb3ajzooasA8TJFceeutt/TZZ59pwoQJOWtKkJEkRUekLS9YUfIJUsqsLlJCjCQp5ddhsr75m1S0qnRii5Tyr8danWQpWVfG9h+yKPjszcnJSQF5ct9R+e9/rNPjjerJy5Nfje7GtG/mKSgwr0IH9rOVFS4QZPv/XN5e+mr8KLvHfNjvdT3T7U2dOXdBBYIChfQ5WywK8Er/i+Sov67ouYreerlqLltZsL+L7f/XHI+Ts9WigfV9Zf3/6+ngBn56cu4FnYhMUlE/U1z2HW7akFfs7of27qTaz32oPYdP6ZHyJSRJ7ZvXstUXzJdbvZ5roTZvfqTTFyJUJH9erdt+QEdOntOMYT2V1z+XyhQvqDefe1xjZy7W6x2b8etoOhrWq2V3v8/rL+m7+b9ox+69KlUiWM8+9YStrlCBIPV+7UU92fElnT57TkUKFczqcLONL4e9Znc/tO9zqtXxfe05dFKPVEj98apLm9RdFzfuOpTuMVxdnBWQ28d2PzEpWSv/3q3nnqifsz6bZZKzRQrwTHt9drJa0pSvPBar5iU85OVinzzJ5Zq2LW6YNuB5u/uhr7dR7e4fac/RM3qkbDFJ0o6DJzXw5VaqWKqQJKnn0/U1a/Hf2nP0jMoWz6+6lUupbuVStmMUzpdbx85c0tzfNpNcuYXpEz6yuz9qyHuq2biN9uw7qEeqVEr9HJ3X/oea39f8qcebPCYvT08BDzpTfPL766+/tHr1ai1dulTlypWTi4uLXf2CBQscFFkm+RWWtefPUlKCjDP/yFg7Wbp6XnJykWRIyYk32iYnSEaKLAUryTixJe2xStaVPHxk7F6SZeFnZydOnladlh3k5uqqhyuU0VuvdU/3y/w/+w5q38EjGvj2/xwQZfa2au3fqlOjqt7sP1ybt+9SvoC86tSuldq3yXh637Vr0bJYLPLx9srCSLOfE1eSVO+rs3JztujhfK7qU9NHBXI561JMsnadT9QTD3mq4/xwnbySpGB/Z/Wu7qOqBVJ/BU1INuTiZLElViTJzSn1/7edjSe5koGr0bGSJN9c6X84jImL14LfN6pQvtwKyusnSdqx/7geKppfef1vJLrqVA7RkEk/6nDYOZUtUei+x52dJScna9nvfygmNk6VK5ZLUx8TG6sFvyxToYL5FZSPZOzduBodJynj9/OdWPX3bkVejdZTTavfq7ByhBNXklVv5rkb1+cauVQgV9rr6p4LCdp3MUkf1vVLUzfszyv6cM0VFfZx0rPlvPRUiAcJrFu4GvP/72fvGz+CPfxQYS1d94/qVyklHy93LV2/RwmJSXq0XLFbHufmY+D2rl5LnQbn65Mr3fp/9h3QvgOHNfDd3lkYFW7GpcNcTPEp28/PT23btv1Pj42Pj1d8fLxdmXNSitycHTvE0ji7R8bS4dLlMMkrr6y1XpSl4xdK+eo56cweKTFOlnqvyfhzsmSxyFKvpyxWZxne6Q/bt1ZoJR3fKF0Lz+IzyX4qlgtR6MC3FVykkMIvRWjil7PV+ZW+WvTtVHl72X/Q/HHRMpUoVkRV0vlgj1s7eeasvluwWN06PqVXu3bQ7r0HNXzcF3JxcVHblk3StI+PT9DHE6arZdMG8ia5kqGK+Vw1spG/gv2cFR6TrImbr+q5BRe1qGOgTkalTi2csClK79T2VUheF/18IEbdfr6oXzrmUzE/Z1Uv6KbR665o+rarer6St2ITDY37+4okKTwm5VZP/cBKSUlR6LSFqlImWA8VzW9X9+2SvzR25iLFxCUouGCgpg/raRuRcjEySnn87D9wXr9/8bL9ujm44cDho+rQ7XXFJyTI08NDEz8aqpLFi9nq5/ywUB9/PkUxsXEKLlpYX038SK7/+tEFGUtJSdHIKfNVpWxxPVSswH8+zvzlG1SnShkF5fW/h9FlbxXzuWpkQxf76/NPl7SoQ0CaNa1+3BejEv7Oqpzf1a78jUdzqUZBV7k7W7XuZJyGro1UTGKKnq/onZWnkm2kpKQo9KtlqhJSWA8VuTHt6pO3nlHfcT+qZrcxcnayyt3NRePfflZF86f/OfrE2Uuas3ST3n6+aVaFnu2lpKRo5McTVKVSeT1Usni6bX5c+KtKBBdVlUrlszg6wJxMkVz56quv/vNjQ0NDNWTIELuyDxsX0qCmhTMbVuYc+/vG/4cfUcrZPbK+skCWkIYydi9Wyi8DZG3ytixVn5GMFBn7fpdxbr9kpPPlxztAKlZdKYs+zLr4s7H6tW7M+QwpVVyVyoXosSef09KVf+iZ1o/b6uLi4rX4t9V67cXOjggz2zNSDJUvU0p9X3tRklS2dEkdOnpccxcsSZNcSUxKUq8PRsiQNOSdNxwQbfZRr6i77f9Ly0UV87mq0dfntPRwrEr4p16yny3npafKpCaoyga46u9T8VqwL1p9a/qqVB4XhTby1+i/ruiTv6NktUjPV/RWXg8rv25kYOjk+ToUdlZzRr+Zpu6JBlVVq3JphUdE6aufVqvP6Fn6dsybcnPly/5/FVy0sBZ++6WuXrum31au1buDR2n21E9tCZbWjzdW7erVFH7xkqZ/M0+93xui76ZPkJub660PDEnS0Ek/6NCJs/r2497/+RjnLl7WX9v26ZP3Xrx3geUA6V6fvzmvpYdj9XTZGz8axCUZWnIoVj2rpf21/7WbysoGuCg2ydCM7ddIrmRg6Je/6tDJC5oz3P69+Pnc1boaHacZA1+Qv4+nVm7arz7jftDsYS/qoaL2a9+cvxSlHiNmq1nNsmrfpGpWhp+tDRn1qQ4dOaZvp49Ptz4uLl6Ll/2u115Kf6MI4EFkiuTKdeHh4Tpw4IAkqXTp0goICLjtY/r376++ffvalTlPNGFWOv6aFHFS8vv/YeLHNyll2jOSh2/qQrfx12R5bZG0P+0q8pYKLaXYKOnwn1kcdM7gk8tbxYoUUthJ+75dtupPxcXFq02Lxg6KLHsLyJtbJYLtd48oXqywflv9l11ZYlKSer8/QmfOntesSWMYtXKXfNysKubnrLArSapRKHXqT4nc9l/si/u76OzVZNv9Vg95qtVDnroYkywPZ4ssFmnmzmsq7GOqS74pDJs8X39s3qtvQv9nm+5zs1xeHsrl5aFiBQJUqXRR1ej4gX7fsFst61dRXj8f7T4YZtf+UmTqiJWbpwrBnquLi4oWTl0/pXyZ0tq9d7++/m6+hn7wliQpl7e3cnmnXrcrVSirRx9rrRWr/1Sr5o0cGXa2MHTSPK3Z9I9mj+mVqREnC5ZvlF8uLzWsUeEeRpfz+LhZVczXWWFXku3KfzsSq7gkQ0+Wvv0UlIqBrvpiyzUlJBtydSIDfrNhXy7RH1sP6puh3RSUx9dWHnYuQnOWbtIvn7ymUoVTpwyGFAvSln0n9O2yTRr8yo21my5ERKnL4Jl6+KHCGnpTOW5t6OhPteavDZo97fMMp2UuW/lH6ufoVqxh40hMKTQXUyxPHh0drRdffFH58+dXvXr1VK9ePRUoUEDdu3dXTEzMLR/r5uYmHx8fu5ujpwSly8VD8isoRV+yL4+9kpp4KVJV8vSXcfivNA+1lG8pY+/SG7sN4a5Ex8Tq5OmzCshrv5Dt/EXL1LBuDeX293NMYNlclYpldezESbuy42GnVfCmtW2uJ1ZOnDytmRNGyd/X59+HwW1EJ6To5JUkBXg6qWAuJwV6WXUsMsmuzYnIJBXIlXZxxLyeTvJytWrpoVi5OVlUq7BbmjYPKsMwNGzyfP2+Ybe+GvGaCgXd2U5KhmEoITG1/x8OKaaDJ87aEiqStH7HAXl7uqtkkaCMDoF/SUkxlJCYmH6lYfx/n2dQD0mp78uhk+bp9w27NDP0DRUKynv7B93iWAt+/1tPNnpULs4sunor0YkpOhmVpAAv+8+d8/fF6LFi7srtcfv+238xUb5uFhIrNzEMQ8O+XKLfN+3XV4O7qFA++0RhXHzq9cD6ry+VTlarUgzDdv/8pSi9MGimyhUvoJGvt5HVasLvByZjGIaGjv5UK1b/pVmTP1HhgvkzbDv/5yVqWL8Wn6OBm5jiZ8y+ffvqjz/+0KJFi1S7dm1JqYvcvvnmm3rrrbf0xRdfODjCu2dp8L/UREnUOck7r6y1X5KMZBn7VqTWl28p49JxKTZSlgLlZWnYW8aW71PXaLlZkaqy+BVUyq602yYifaM/m6rH6tZQgaBAXbh4SeOnfS2r1apWTR+ztTlx8rQ2b9+tqZ8Md2Ck2VuXjk+p40t9NHnmd3q8UT3t2ntA8xb+qqH9e0tKTay8+d4w7T1wWFPGDlVySorCL6XugOXrk4s1FDIwZt0VNSjmroK5nHQhOlnjN12V1WJRy4dSFzx8sXIuTdgUpZA8LgrJ66KFB2J09HKiPm1+I3k4Z9c1PZzfVZ4uFq0/Ga+P10epbw0f+bjxwfK6oV/M15K1WzXhg+7y8nBT+OUoSVIuT3e5u7nq5LmLWvrnDtWuXFr+Pt46fylS035cKTc3F9WrVkaSVLtyaZUoHKR3x81Rv25P6OLlq/ps9lJ1almHnYIyMHbCNNWr9ajyB+VTdEyMFi9bqU1bd2j6+DE6eeqMfl2xWrVrVFNufz+dOx+uqTO/k7u7m+rXZlHVWxk6aZ4Wr9mqiQNflpeHu8Ij/v/97JX6fpak8IgoXbwcpbAzqWu3HTx+Rl4e7sof6C+/XDdGFP6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NigQDAAAAAABID5JUXDlz5ozDcycnJ/n6+ipr1qwpEgoAAAAAADwASzGbSqIGaW3dulXLly9XoUKF7I+NGzeqXr16KliwoHr06KHo6OjUygoAAAAAAGA6iSqujBgxQocOHbI/P3DggLp166ZGjRppwIAB+vnnnxUYGJjiIQEAAAAAAMwqUcOC9u3bp5EjR9qfz58/XzVq1NC0adMkSQUKFNCwYcP04YcfPvRY3t7eOn78uHx8fJQrVy5ZHtClKTQ0NDExAQAAAAAA0kyiiivXrl2Tv7+//fnGjRv19NNP259Xr15d586de6Rjff755/Lw8JAkjR8/PjExAAAAAADI3FiK2VQSVVzx9/fXmTNnVKBAAcXExGjPnj0aPny4ffuNGzfk4uLySMfq3LnzPf8NAAAAAACQniSquNK8eXMNGDBAn3zyiX788Udlz55ddevWtW/fv3+/ihUr9kjHCg8Pf+T/rqenZ2JiAgAAAAAApJlEFVdGjhypNm3aqH79+sqRI4dmzZolV1dX+/ZvvvlGTZo0eaRj5cyZ84HzrNwpPj4+MTEBAAAAAMjYWIrZVBJVXPHx8dGmTZt0/fp15ciRQ87Ozg7bFy5cqBw5cjzSsdavX2//919//aUBAwaoS5cuqlWrlqSEZZ9nzZrF6kMAAAAAAMDUElVc+YeXl9c92729vR/5GPXr17f/e8SIERo3bpzatWtnb2vVqpXKly+vqVOnMicLAAAAAAAwLVNML7x161ZVq1btrvZq1appx44dBiQCAAAAAAB4NKYorhQoUEDTpk27q3369OkqUKCAAYkAAAAAADAxiyX9PTKwJA0LSmmff/65nn/+ea1YsUI1atSQJO3YsUMnTpzQ4sWLDU4HAAAAAABwf6boudK8eXOdOHFCrVq1UmhoqEJDQ9WyZUsdP35czZs3NzoeAAAAAADAfZmi54ok5c+fXx9//LHRMQAAAAAAMD+LKfpK4DbTFFckKTIyUmfPnlVMTIxDe4UKFQxKBAAAAAAA8GCmKK6EhISoa9euWrFixT23x8fHp3GilDdt7QmN+/WoOtYtog9al1NYZIwmrDymP46H6OK1W/LO4aqG5fLo7Wal5JHNxf66C9ciNXzxAe04eUXZ3bKodbUC6tu8tLI4U6W8n5sRkfpy2lyt2bhVV69dV5mSRTWoz6sqX7akfZ9Tf53TZ5Nmaufeg4qPj1exwgX05aiByhvgZ2Dy9OWp57rowqXgu9rbt2mhoe/2tD+32Wzq0W+oNm/brQmjB6tR/dppGTPd2bn/mGYsXKlDx/9SSOh1TfjwLTWqU8W+PeJWlMZOX6S1W/YqLPym8gf4qGPrRnqp5ZP2fRb8skHL123X4ZN/KyIySjuWTpBnjuxGnI65efrJpWl/OZWsJ7lkle3qWcUu+UC28wftu1h8iypL0/5yKlJdcnKWLfiUYua9LV2/KEnK8uxwORWrJYunnxQTKevZvYpb+ZlsV84YdVamZ79Hb9rmeI8uU0KSVLpOq3u+7t03u6jby23SMmq6MXXhGq3eckCnzwcrq6uLKpcurHe6PKMi+f99Txs24Qdt/fOEgkOvK3tWN1UuU1jvdH5GRQv4S5KWrtmhD76Yf8/j/z5nuHLn9EiTczGzKQtWafWWfToddDnhOpcpqndeaa2i+f3t+yxY8buWb9ilwyfPKeJWlHb88Old99/J81dqw86DOno6SC5Zsmjnws/S+lRML+G9cJUOnbj9Xjis593vhTMW3/1e+EyDu45ls9nUY9B4bd518K7jwFF8fLwmTJ+rn1at15Wr1+Tn663nmjfSG13byWKxKDYuTl9Mma2NW3Yq6MIl5cjhrtrVKqnfm13l75vb6PiA4UxRXOnTp4/CwsK0fft2NWjQQEuXLtXly5f10UcfaezYsUbHS7YDZ8O0YNvfKpXH094WfD1KweFReq9lWRXz99CFa7f04aL9Cg6P0hedE5aljrfa9Pr0HfLxcNO8Xk8oJDxKA77fpyzOFvVtXsao0zG9IaO/0onTf+uTof3k5+utn1ZuUNfeQ/TLvEny982ts0EX1f719/VCy8bq1a29crhn18kzZ+Xm6mp09HRl0TdfKN76b+HzxKm/9UrvQWrasK7DfrPm/yhLBp8ZPCXdiopW6aIF9HzTJ9Rr+MS7to+ePF/b9x3VmAGvKp+/j/7YfVAjvvxOfrlz6qnalSVJUdExqlu9nOpWL6dxM5gU/J6yesqtx/eKP71dMbNelSJCZcldWLp13b6LxbuAXHvMU/yuRYpZ+5UUfVMWv+JSXLR9H9uFQ4r982cp7KKU3UtZnnpLrl1nKPqzRpLNasCJmd+Q0RNu36P7ys/HWz+tun2PnjtR/r65tfmnWQ77b9q2W4MDv1KTBhRm72fnwVNq36KOypUoqHhrvD6f/au6DZ2i5ZPeU/asbpKkx4oX0DMNqiqvby6F3YjUxO9XqfvQKVo9fbCcnZ30dN1KeqJqaYfjfjD+e0XHxFFYuW3nwRNq/0w9lS9ZSPHxVn0+6yd1H/SVlk8ZYr/OUdExqlu1rOpWLatxM5fd8zgxcXFq9kQVVSpdRIt/25qWp5Bu3IqKUemi+RPeC0fc671wgbb/eVRj3u9++73wkEZ8dfu9sFYlh31nLVnN55BHNG3OIn2/9FeNHtJPxYsW0sEjJ/TBx58rRw53dXrxWUVFRevwsZN6s2s7lSpRVOE3bmrU55P15nvDtfjbL42ODxjOFMWVdevWadmyZapWrZqcnJxUqFAhNW7cWJ6engoMDFSLFi2MjphkEdFxenfuHo1oW1GT15ywt5fM46kvu1S3Py/o464+zUvrvbl7FRdvVRZnJ/1xLFinLt/QN6/Xko+Hm8rk89LbzUpp7C9H1LNJKblmoffKf0VFR+u3DVs0cfRgVa9cTpLUq3t7rf9jh75f8qv6vNZR46fMUf1aVfVuz6721xXMn8eoyOmWdy4vh+fTZi9UwXx59Hjl8va2I8dP6dvvl2jRt1+o7jMd0jpiulTv8Qqq9/j9h0LuO3xKrRvXVo2KCX8E/a9FAy34ZaP2HztjL650btNEkrT9z6OpHzidylKvu2zXLypuyQf2Ntu18477NO4j67GNilv177fKttBzDvvE7/zh3ydh5xW3erzc3v5Jllz57toXt+/RG7do4uhBql7p9j26W3ut/2Onvl+6Qn16dJBv7lwOr1m3ebtqVCmvAvkCjIicLkwb/prD88A+7VSnw1AdOhmk6uWKSZJebFbLvj2fv7d6d3hard/+TOeDQ1Uwj4+yurkqq9u/XzKEXr+p7ftPamSv/6XNSaQD00e+5fA8sF9H1W43QIdOnFX18gk9rzq3fkqStH3/8fse5+0Oz0iSlqymsHI/9R4vr3qPl7/v9n2HT6p1ozvfC+snvBcePe1QXDly6qy+XfybFk0Yorov9Uvt2One3gOH1bBuTTWo87gkKX8ef/2yeoMOHE74ffbI4a5vvhzl8Joh77yptt366MKlYHqAG4HCoamY4q/ziIgI+fkl/J8xV65cCgkJkSSVL19ee/bsMTJaso1cckD1y/qpdknfh+5741ascmTNYh/ys+/vayqZx1M+Hm72fZ4o5aebUXE6eelGqmVOz+Li4hUfb5Wbm2MvlKxurtq9/7CsVqs2bN2lwgXzqVufoardvINe7P6O1mzkA05yxMTG6qdV69XmmSb2b4duRUWp/7AxGtr/Tfnm9jY4YcZRqWwxrdu6T5evXJPNZtO2fUf0V9Al1an6mNHR0hWnMk/Jev6gXF4aL7eBf8i15xI5V2v77w4Wi5xKNZD16l9y6TI9YZ/XF8ipTMP7H9Qlm5yrtpE19Jxs1y+l/kmkQ/Z7tOu979H/dSX0mjZu2aXnn2mcVhEzhBsRtyRJXh73Hg4YGRWtJWt2KL+/twJ8ct5zn2Xrdimrm4ua1mHeu/v59zq7G5wk86lUtrjWbbvzvfCo/jrv+F54Kypa/QOnauhbL8vX2+sBR8M/Kpcvq6279unM2SBJ0tETp7Xnz8OqV6vafV9z42aELBaLPD1ypFVMwLRM0XOlVKlSOnbsmAoXLqyKFStqypQpKly4sCZPnqw8eR7coyA6OlrR0dEObS6xcXJzMf7Uftl7XoeDrmthn7oP3ffazWh9veaEXqxZ0N525Ua0cudwc9gvt4fr7W1Rknij+K8c7tlVqVxpTfp2vooWyi8f75z6ZfUm7Tt4TAXz59HVa9cVGXlL0+YsUu8eHdT/zS7avG23en0QqFkTPnbodYFHt3bjVt24eVPPtWhkbwscP02Vy5dRw3q1HvBKJNaQni9ryPhZqt/uHWVxdpbFyaKRfTureoVSRkdLVyy5Csj58XaK/2OmYjZOkVP+8sryzCDZ4mNl3fuj5J5bFjd3Zan3quJWf6G4VZ/JqURdubT/SjEzOsv21077sZxrtFOWpv1lcXOXNeS0Yr99RYqPNe7kTMx+j5654N979Jrb9+h8d7/f/7hindyzZ1OT+txHHpXValXgtGWqUqaIShZyvKbzfvlDY2f+rMioGBXJ56cZI1+X630+Ly1evV0t6lVx6M2Cf1mtVo2aslhVyhZVycJ5jY6T6Qzp2V5Dxs9W/fb9/30v7OP4Xhg4eYEqly2uhrd7deLhenRqq4jISDV/6TU5Ozkp3mpVn9c6qWXTJ++5f3R0jD6b9K1aNK6vHO7M7QYYX4GQ1Lt3b128mDA54LBhw9SsWTPNnTtXrq6umjlz5gNfGxgYqOHDhzu0DW1XS8PaGzs2++K1Wwr88aBmvFZLbi7OD9z3ZlSsXp+xQ8X9c6hnU/5ASq4xQ/vpg1FfqP6zXeTs7KSyJYupRaN6OnTspKzWhDkQnqpbQ11eai1JKlOyqPYePKr5S1dSXEmiRct/U92a1eyTma3bvE3bd/+pJbO+MjhZxjNn2Vr9eeSUJo14W/n8c2vn/uP2cea1q9B75ZFZLLKdP6S41Z9LkuIvHpHFr4SyPP6SYvb+aF/a0HpkneK3zLq9z1E5FaysLI+/pNg7iivx+36W9eQWycNXWZ54RS4vjVfM1HZSXMxd/1lIY4b01QeBX6p+66533KPr6tCxU3ftu3j5Gj3TpP5dvRFxfyMmL9GJsxc195Ned21r2aCKalcuqZDQcH27dIP6fjJb88b0kpuri8N+e4/+pVPnLuuTfu3TKna6M2LSAp34+4LmfcZQEyPMWbZWfx49pUnDeyW8Fx44rhET/nkvLKt1W/dp+74jWvL1MKOjpisr1m7Wz6vW67Ph76l4kYI6euK0Ro2fKj+f3A5foElSbFyc+gwOlGw2ffjeW/c5IlIdSzGbiimKKx06/DsXQ9WqVfX333/r6NGjKliwoHx8fB742oEDB6pfP8c3Npe1Q1MlZ2IcCgrT1Zsxev7zTfa2eKtNu05f1bw//tKfn7SQs5NFEVFxenXqdmV3y6KvulSXyx2rAPl4uOnA2TCH4169EXN7W9Y0OY/0qGD+PPpu0mhF3orSzYhI+fl4q++QT1Qgb4By5fRUFmdnFS9c0OE1xQoVuGeXdDzc+YuXtXXnPn0VOMjetm3Xnzp7/qIeb9LWYd+3PxilqhUf05xJn6R1zAwhKjpG479ZrK8+fEsNalSUJJUqWkBHT53VNwtXUVxJjBshsoacdGiyhZySpVzCfDWKvJbQiyX47n2cClV1PFb0Tdmib0pX/1bsuT/lNni7nMo2lnX/L6l5BulWwfx59N3EwP/co8eoQF7HOVV27TukM2fP6/MR7xmUNP0ZOXmxNu48rDmBPe853MfDPZs83LOpcF5fVSxVSDXbDdaarQfUor7j6imLftumMkXz6bHiBdIoefoyYtICbdhxUN+N6asAn1wPfwFSVFR0jMZ/u0RfDev5n/fCc/pm0SrVrlJW2/Yd0dmLIXr8Occi49sjJ6lquZKa8xn3lXv5dMIMvdqxrVo0ri9JKlW8iC5cCtbU2T84FFdi4+LUd1CgLlwK1swJgfRaAW4zRXFl06ZNKl26tH3elezZs6tKlSqKjY3Vpk2bVK9evfu+1s3NTW5ujkNnrCYYElSrhK+W9a/v0DZowT4V8cuh7k8Wl7OTRTejYtV96na5ZnHSpFeq39XDpVKhXJqy5oSu3ohW7tvzrmw5HqIcWbOoeADjGh8me7asyp4tq66H39Tv2/eq/5td5OrionJlStjHkv7jr3PnlTfg4fPi4G5Lflmt3Lm8VL/24/a2Vzu11Qutmjrs16rDmxrQ+1U99USNtI6YYcTFxSs2Ll5O/5m8zMnZSVarzaBU6ZP17F45+RRxaLP4FJbt2oWEJ/GxsgUdlJNPEcX/d5+wCw85ukUWZ3paPIzDPXrHXvV/s7PD9kXLV+uxUsVVukSR+xwB/7DZbPpoyhKt2XpAswJ7Kn/Aoy2JarPZFBMb59AWcStaK3//U/06NU+NqOmazWbTyK9/0Jqtf2r26D7KH/DgLwCROv59L3T8xt7JycneQ/nV/zXXC80ch+W3em2YBrz2kp6qWTHNsqY3t6Ki5eR0j+t6x+p3/xRW/g66oFkTRiuXl+d/DwNkWsZXISQ1aNBA/v7+Wrp0qWrWrGlvDw0N1ZNPPqn4+PgHvNqc3LNmUck8jjebbK5ZlDO7q0rm8dTNqFh1m7JNUbHxGtO+um5GxelmVMIHHO8cbnJ2sqhOKT8V8/fQ+/P2qn/LMroSHq0vVh5V+zqF5ZrlwUONMrPN2/ZIsqlIwXz6O+iiPp34rYoWyq82zyRU3Lu93Eb9hoxRtUrlVKNqeW3etkfr/9ih2RNGPfjAuIvVatXSX1ardfNGynLH76Rvbu97TmKb199X+fOy4seDRNyK0tnzwfbnQZeu6MjJs/LydFdev9yqXqGUPp22UG5ursrnl1s79h/TstVbNOD1l+yvCQm9riuh1+3HOX4mSO7ZsiqPn7dyelKYlaS4P2bK9bXv5Vz/NVkPrJAlfwU5V39RsT/+2/Mx7vcZcvnfODn/tUvW09vlVLKunEo9qZgZnSRJllz55VS+uawn/5AtIlQWrwBlqfeqFBet+OMbjTo109u8fY9ku/MePVNFC+ZTmzu+Fb0ZEalV6//Q+2+9YmDS9GPE14v1y6Y9mjDoFblnc1PItXBJkkf2rMrq5qpzl65qxea9qlO5lHJ55tDlq2Gatmid3NxcVK9aGYdjrdi8V/Hx8WrZ4P4TWGZWIyYt0PINuzRx6GsJ1zk0Yel2D/ds9rlpQkKv68q1cJ29kLA4w/G/Lsg9m1vC/ff2xLcXgkN1/UaELoZcU7zVqiOnElYWK5jXV+7Z6Jks3X4vvPCf98JTZ+Xlced74Q9yc3NJeC88cEzL1mzRgNcSVrfy9fa65yS2ef28lT8PX6bdz5NP1NDkmfOVx99XxYsW0pFjpzRz/lI9/0xCr87YuDj1/mCUDh87qcmffah4a7xCroZKkrw8PeTq4vKgwwMZnsVmsxn+daeTk5N69+6tqVOnauLEierSpYsk6fLly8qTJ4+9Cv2orMv7p0LK5Os0aYtK5/XUB63LacfJK+r89b1XqFkzqKHyeSd0rzsfGqnhiw9o56kryuaaRa2r5Ve/FmXsKwoZyVKrh9ER7mnF2s0a9/VsXQq5opyeHmrcoLb6vtZRHjn+nc1/8fLVmjp7oS4FX1WRQvnUq1t7NaxX8wFHNZjFnMW037fvUfc+g7ViwVQVKZj/gfuWrtVcE0YPVqP6xs6H9EA3jV/hZfufR9W5/5i72ls3rqPR73VTSOh1jZuxSH/sPqTrNyKU1z+3XmxeX12e/3elpq9m/6iJc3666xij+r+iNk2fSPVzeJjoKd2MjiBJcirVQFma9JMldyHZrgUp/o+Zit+10GEf56pt5FyvhyxeAbJdOaO4tV/JemRdwkYPP7k8N1JO+R6TsnpKN6/K+tcuxa2fJNuVMwackSO3vsuMjnBPK9b+rnGT77hH16911z16wbKVCvxiujb/NMuh3YxsoScfvlMqK9Py3vN+jOr9kp5r9LiCr17X4K8W6PCpIIXfvKXcOT1U7bGievOlJiqS33Hp1Hbvfqn8/t76tH+Hex7TKBZnt4fvlMpKN+95z/ZRfTuoTeOESZe/+u4XTZz36wP3GTButn5cs/2ufWaN7q0aFUqmYOIkyGKO4s72P4+q87uf3tXeunFtjX739nvhN4v/fS/0y60Xm9dzeC/8r9JNumnCsJ5qVKfKPbenOY8HL9phhJsRkfpy6hyt2bRFV0Ovy8/XWy0a19ebr7SXq4uLgi5eVqM2Xe/52lkTR6tGFfOtLmbxLmZ0hFRlndHG6AiJ5tRtidERUo0piivOzs66ePGifv/9d3Xq1Ek9evTQ2LFjFRwcrLx58ya654pZiysZjVmLKxmSSYsrGY4JiiuZgVmKKxmdWYsrGY0ZiiuZgRmKK5mCSYormYIJiysZEcUV88nIxRXjuz8oYQyrJLVp00abN2/WokWL9PTTTyssLMzYYAAAAAAAAA9hiuLKnSpXrqwdO3YoLCxMDRs2NDoOAAAAAADAA5miuNK5c2dly5bN/jwgIEAbN25Uw4YNVbBgwQe8EgAAAACATMjilP4eGZgpVgv69ttv72pzc3PTrFmzDEgDAAAAAADw6ExRXPlHZGSkzp49q5iYGIf2ChXMN/M0AAAAAACAZJLiSkhIiLp27aoVK1bcc3tiVwsCAAAAACBDu8/S4zCGKQY99enTR2FhYdq+fbuyZcumlStXatasWSpRooR++ukno+MBAAAAAADclyl6rqxbt07Lli1TtWrV5OTkpEKFCqlx48by9PRUYGCgWrRoYXREAAAAAACAezJFz5WIiAj5+flJknLlyqWQkBBJUvny5bVnzx4jowEAAAAAADyQKXqulCpVSseOHVPhwoVVsWJFTZkyRYULF9bkyZMVEBBgdDwAAAAAAMwlgy9tnN6YorjSu3dvXbx4UZI0bNgwNWvWTHPnzpWLiwvLMQMAAAAAAFMzRanL2dlZXbp0kSRVrVpVf//9t3bu3KmgoCDt2rXL2HAAAAAAAAAPYIriyhtvvOGwDHP27NlVpUoVjRo1St99952ByQAAAAAAMCGLJf09MjBTFFfmzp2rdu3a6ffff7e39erVS/Pnz9f69esNTAYAAAAAAPBgpiiutGjRQpMmTVKrVq20e/duvfnmm1qyZIk2bNig0qVLGx0PAAAAAADgvkwxoa0ktW/fXmFhYapTp458fX21ceNGFS9e3OhYAAAAAAAAD2RYcaVfv373bPf19VWVKlU0adIke9u4cePSKhYAAAAAAObHUsymYlhxZe/evfdsL168uMLDw+3bLRl80hsAAAAAAJC+GVZcYaJaAAAAAACQEZhmzhUAAAAAAPCIGOVhKgzSAgAAAAAASAaKKwAAAAAAAMlAcQUAAAAAACAZmHMFAAAAAID0hqWYTYWfBgAAAAAAQDJQXAEAAAAAAEgGhgUBAAAAAJDesBSzqdBzBQAAAAAAIBkorgAAAAAAACQDxRUAAAAAAIBkYM4VAAAAAADSG5ZiNhV+GgAAAAAAAMlAcQUAAAAAACAZGBYEAAAAAEB6w1LMpkLPFQAAAAAAgGSguAIAAAAAAJAMFFcAAAAAAACSgTlXAAAAAABIb1iK2VT4aQAAAAAAACRDxuy5ElDa6ASZgu3KMaMjZBoWl+xGR8gcPPIYnSBTcO30qdERMgXbhZ1GR8gcsmQ1OkGmYMlTxegImYItOtzoCJmG7eIeoyNkChbvYkZHQCaSMYsrAAAAAABkZCzFbCoMCwIAAAAAAEgGiisAAAAAAADJQHEFAAAAAAAgGZhzBQAAAACA9IalmE2FnwYAAAAAAEAyUFwBAAAAAABIBoYFAQAAAACQ3jixFLOZ0HMFAAAAAAAgGSiuAAAAAAAAJAPFFQAAAAAAgGRgzhUAAAAAANIbC3OumAk9VwAAAAAAAJKB4goAAAAAAEAyUFwBAAAAAABIBuZcAQAAAAAgvbHQV8JM+GkAAAAAAAAkA8UVAAAAAACAZGBYEAAAAAAA6Q1LMZsKPVcAAAAAAACSgeIKAAAAAABAMlBcAQAAAAAASAbmXAEAAAAAIL1hKWZT4acBAAAAAACQDBRXAAAAAAAAkoFhQQAAAAAApDcMCzIVfhoAAAAAAADJQHEFAAAAAAAgGQwbFuTt7a3jx4/Lx8dHuXLlksViue++oaGhaZgMAAAAAADg0RlWXPn888/l4eFh//eDiisAAAAAAOAOzLliKoYVVzp37mz/d5cuXYyKAQAAAAAAkCymKHXVr19fs2fP1q1bt4yOAgAAAAAAkCimKK5UrlxZ/fv3V0BAgF599VVt27bN6EgAAAAAAJiXxZL+HhmYKYor48eP14ULF/Ttt98qODhY9erVU9myZfXZZ5/p8uXLRscDAAAAAAC4L1MUVyQpS5YsatOmjZYtW6agoCC1b99eQ4YMUYECBdS6dWutW7fO6IgAAAAAAAB3MU1x5R87duzQsGHDNHbsWPn5+WngwIHy8fHRM888o/79+xsdDwAAAAAAwIFhqwXdKTg4WHPmzNG3336rEydOqGXLlvr+++/VtGlT+xLNXbp0UbNmzfTZZ58ZnBYAAAAAAIOxFLOpmKK4kj9/fhUrVkyvvPKKunTpIl9f37v2qVChgqpXr25AOgAAAAAAgPszRXFl7dq1qlu37gP38fT01Pr169MoEQAAAAAAwKMxRXHlYYWV9Oj7NXs1f80+nQ8JlyQVz59bbz5XW/UqFZUk/bDuTy3fckSHz1xWRFSMtk/tJU/3rPc8VkxsnP439DsdPRuiJR93UpnC/ml2HmY3deFard56QKfPhyiraxZVLl1Y73RuoSL5/e7a12az6bXh07V5zzF99UEXNapZzr7t46k/as+RMzrx9yUVK+CvpV/0S8vTML0pC1Zq9R/7dDrosrK6uqhy2aJ655XnVDT/v7+LC379Xcs37NThk+cUcStKOxZ+Js8c2R2OE3YjQh9N+kHrtx+Qk5NFTepU0gevt5V7tnv/7mdGO/cd0ox5P+rQsVMKuXpNE0YNUKN6Nezbf9u4VfN/XKVDx07pevhNLf12nMqUKGLfHhZ+Q1/NmK8/duzTxctX5J3TUw3r1VDv7u3kkcPdiFMypUe5dwybuEhb/zyh4NDryp7VLWGfLi1U9I59tv55Ql/OXanjf19SdjdXPftUVfXp+LSyODsbcVqmM3Xp71q9/ahOn7+acJ1L5dc7LzdUkXw+9n3OXgrVmNlrtOfoOcXExalupWIa9Eoz+eTMYd8n7MYtffzNSq3ffVxOFosa1yijD7o2lXs2VyNOy3SmLt6o1dsO6XRQSMI9unRBvdOpqYrkc+wJvPfoWX0xd7X2nzgnJycnlS6SR9OHdlFWNxdJUsMen+pCSJjDa/p1aKJXn6+fVqeS7sxbtEzfL1qm8xcvSZJKFC2sN7t3Vv06Cfft6OhojR7/tX79bZ1iYmL0RM3HNWxAH/nk9jYytunt3HdQM+Yt1aGjpxRyNVQTAj9Qo3o17dttNpu+mj5PC3/+TeE3IlSlQhkN6/+GChfIa98nLPyGPho3Vev/2CEnJyc1aVBLH/R+Ve7ZsxlxSqaTcN84fPt98PZ9o2OTu+8bx/65bwTdvm8EaPqQf+8bh05d0Ng5q3Tw5PmEz3a1HtP7XZ6WezY3I04r82FYkKmY4qdRpEgRFS1a9L6P9CjA20P9XqqvRR930sKPOqrmY4X01rilOhF0RZJ0KzpWdSsU0WvP1nzIkaTPvt8o31w5HrpfZrTz4Gm1b1FH8z/tpRkjXlNsfLy6DZuqyKjou/ad9dPmB66t3qbR43q6bqVUTJt+7TxwUu1b1teCz9/VN6PeVlxcvLoP+srhOkdFx6hutbJ67aWm9z3Ou2O+1cmzF/XNqF6a/OEb2nXwpIZ+OS8tTiHduHUrSqWLF9bQfj3usz1aVSuUUf83Ot1ze/CVUAVfCdV7Pbvo5znjFTiolzZv26NBoyemZux051HuHY8Vy6+P335Rv0x8T9OGvyqbbOo+dKri462SpKNnLui14dP1RJVSWvJ5X419r4PW7ziscbN+Neq0TGfnobNq37S65o/qqhlDXlZsnFXdPpqnyKgYSVJkVIy6fzRPFos0c1gHzRvZRbFx8Xpz9AJZrTb7cd77cqlOngvRjCEd9PWAl7TryFkNm7LcqNMynZ2Hzqj90zU1/5PXNePDrgm/z8Nn2q+zlFBY6TFypupUKq4FY97Qwk/f0MvNa8rJyfF9sVe7htr0zQD74+UWtdL6dNKVAD9f9X+rh5bMmarFs6eoZrUq6vnOIJ04dUaSNGrcRK3ftEXjR3+oOVO/UPCVK3rr3aEGpza/W7eiVbp4EQ1957V7bp8+d4nmLFquD999Qz9M+1TZsrqpe79hio7+93f+3eFjdfLMWX0zfoQmjxmiXfsOaegY3gv/sfPQX2r/dA3NH/2aZgxLuPfedd84dlY9Rs5KuG988roWjnldLz/9730jODRc3YZ/q4J5cmvBJ69p2pDOOnk2WB98tcSo0wIMZYqeK3369HF4Hhsbq71792rlypV69913jQmVTE9WKe7wvM+LdTV/zT79efKCSuT3Ueenq0mSdhw++8DjbNp3Wn8c+Etf9H5Wm/88k2p506tpw191eB7Y+yXV6fihDp0MUvVyxeztR06f18wfN2rhuN6q13nEXccZ1KO1JOna9Zs6/tfFVM2cHk3/6C2H54H9Oql2u/d16MRZVS9fQpLU+bmnJEnb9x+/5zFOnb2ozbsOa+EX76t8yUKSpMFvvKgeQyfpve5t5J87Z+qdQDpSr1ZV1atV9b7bn23WQJIUdDH4nttLFi2krz5+3/68YL486tvjZb07crzi4uKVJQs9KqRHu3e82Ozf4nc+f2/1frmZWvcep/PBoSqYx0crNu9TqcJ51POlJpKkQnl91L9LC/UdM0c9X2os9+z0yJo2uL3D88CerVSn+zgdOn1R1csW0t5j53Q+OExLxryqHNndbu/zrGp0/VTbDp5R7QpFdSooRJv3ndLC0d1UrljCt9KDX2mq1wK/13udGsvP2yPNz8tspg3t4vA8sNcLqtNllA6dOq/qjyX0bBv97a/q0KKWQy+U/35DLUnu2dzkm4tr+qieqlfb4Xnfnt31/eJl2nfgsAL8fbV42a/67KPBqlW9iiRp1LD31fyFztp34JAqlX/MiMjpwoPeC202m2b/8JNe7/yiGtZNuE9/MqSv6rTspDWbt6lFo3o69dc5bd62Rwunj1X5MgmfUwb37aEe/UfovZ5d5e+bO83OxaymDe3s8Dyw1/Oq0zXQ8b7xza/q0LyWXm1z7/vGhl3HlMXZSUNffUZOTgnf2X/4eis923eC/r54VYXycJ2RuZiiuNK7d+97tk+cOFG7du1K4zQpL95q1crtxxQZHatKxfM+/AW3XbkeoaHTV2lCv+eU7XbXOzzYjYgoSZKXx7/DUW5Fx+jdsXM15LXn5JvL06hoGcqNyFuSJC+PRx9msu/IGXnmyGYvrEhSrcql5WSxaP/Rv9S4TqWUjonbbkREKod7dgorD3Cve8edIqOitWTtTuX391aAT05JCUM23Vwd781uri6KjonToVNBerx88XscKXO7EZnQM8grR0K3/JjYeFkskqvLv7+bbq5Z5GSxaM/Rc6pdoaj2HT8vT/es9sKKJNWqUFROFov+PHFejWuUTtuTSAduRN7+fb49NPNq2E3tP35OLetVVLsBU3Tu0lUVyeerPi83VtWyhR1eO33JJn39w3rl9c2pFnUrqnOr2gxze0Tx8fFauWaDIm9FqXKFx3TwyHHFxsWpdo1/iwTFChdS3gB/7dt/mOJKEgVduKyQq9dUu1pFe5tHDndVKFtS+w4eU4tG9bTv4FF5erjbCyuSVKtaJTk5WbT/8HE1rk+PrP+6533jRFDCfWPgFJ27FHr7vtFIVcsUlpTwPuiSxdleWJFkf1/cc+RviivIdEwxLOh+nn76aS1evPiB+0RHRys8PNzhER0Tm0YJH+z42RBVfWW8KnYep+HfrNZXfVureH6fh79QCVX5Dyav0P8aVlK5ogGpnDRjsFqtCpy+TFXKFFbJQnns7aOn/6RKpQur4R1zrCDprFarRk1ZpCpli6lk4UcvFoZcC5e3l+O3oVmcneXlkV1XroWndEzcdi0sXF/PXKgXWzY2Oopp3e/eIUnzfv1DVV/8QFVfHKTNu49qxogecnVJ+F7iiSqltPfoX/pl417Fx1t1+ep1TZq/WpIUEnojzc/D7KxWmwJn/qYqpQqoZMGEeWsqlsinbG6u+uy7tboVHavIqBiNmb1G8VabQq7dlCRdCbspb0/HolcWZyd55cimK2E30/w8zM5qtSpwxi+qUrqQShZKmBfr3OVQSdKE+WvVtnE1TR3aRWWL5VXXYd/orwtX7K/t2KKWxr7zP80a2V0vNqmuqYs36LNZqww5j/Tk2MnTqly3mcrXbqxhgeM08dORKl60sK5cDZWLi4s8PRzf+3J751LI1VCD0qZ/IaHXJEm5vXM6tPt459SVqwnbQq5ek3dOx+1ZsjjLy8NDV26/Hv+yWq0K/OZXVSld8I77RsJ1mrBgndo2qqapQzqrbNG86jrsW/t9o0b5oroSdlMzftysmNg4Xb95S+Pm/CZJCrnG+2CasFjS3yMDM3VxZdGiRfL2fvCEX4GBgfLy8nJ4jJ65Io0SPljhvN5aMqqzFozooJcaVtLAyb/qZNCVh79Q0ner9igiKkY9nq3x8J0hSRoxealOnL2kse92sLet235I2/af1MDuzxqYLGMZMXGBTvx1QeMGvGJ0FDzEzYhIvfbuRypWOL/e6vaS0XFM6173jn+0rF9Fi8f31exRb6hwPl/1HTPHXsCvU7mU3u3yjD78erEqPj9AT78+WvWrlZEkWZwy9oeHpBgxfYVOnAvW2L5t7G3eXu4a/87z2rD7hKp2HK3HO49ReESUyhYJkCWDfwBLLSOm/qwTZy9r7Dv/s7fZbAnz1/yv6eNq07CqyhbNq4GvtFCRfD5asna3fb8uzz6hx8sVVanCAXqpWQ291+Vpzf11q2Ji49L8PNKTIoUK6Md50/XDzK/V7oVn9f6HgTp5+i+jYwGPbMS05Qn3jX73uG80qX7HfaN5wn1j3R5JUomC/grs9bxm/vSHqrQbobqvjFZ+/1zyyZmDezgyJVMMC6pcubLD/wFtNpsuXbqkkJAQTZo06YGvHThwoPr1c1zZxeXg3FTJmViuWZxVKCCXJOmxIgE6cPqi5qzareHd7j/h5z+2Hz6rfScuqGLncQ7tbYfM0TN1ymr0681TJXN6NXLyEm3cdVhzRr1p77IvSdv2n9S5S1dVo90Qh/17j56lqmWLaPaoN9M4afo2YtICbdhxQN992k8BvrkS9VrfXJ4Kve74LUZcfLyu34iUD8O1UtzNyFvq/s4IuWfPpgmjBsgliylu96Zzv3vHPzzcs8nDPZsK5/VVxVKFVLP9EK3ZelAt6leWJHVpXV+dn62nkNBweebIrvPBoRo3+1cVCGAlkDuNnL5CG/ec0JzhnRSQ2/H/73UqFtNvE97StfBIOTs7ydM9q+p2H6cC/jklST45cyg0PNLhNXHxVl2/ecthRSFII6f+pI27jmnOx90V4ONlb/9nDpVi/1lJr2h+P128cv2+x6tQsoDi4q06H3ztnvOzIIGri4sKFcgvSSpXppQOHD6q2d8v1tNNnlRsbKzCb9xw6L1yNfSafFktKMl8vRM+f1wNDZOfz7/X8UpomMqUSFgIwzd3LoWGhTm8Li4uXtdv3JCPd+I+v2R0I6f9rI27jmrOR/+9byTcX4sV+M99I5+vLt6xqtgz9SrqmXoVdSXsprK5uchisWjmz3/wPohMyRSftlu3bu3w3MnJSb6+vmrQoIFKl37wWGo3Nze5uTku9WV1Nef8JDZbwvjyR/FBp4Z6u+0T9uch126q+yeLNK5XS1Uo9uhDMTI6m82mj6Ys1ZptBzVr1BvKH+A4tvPVF57UC00ed2h7ttdYDejWSk9WL5uWUdM1m82mkV//oDVb9mn2J32VP+DRhrfdqVKZIgq/eUsHT5xVuRIFJUnb9h2T1WZThdKFUzhx5nYzIlLd+g2Xq4uLJn3ygdzcWK72vx5277j/66SYOMdv8S0Wi/xyJ3wg/WXTXuXxyamyRfOneOb0yGaz6aMZK7VmxzHNGt5R+f3v/0dNrttDf7YdOKOr4RF6qlpJSVKlkvkUHhGlQ6cu6rFiCcO2th88I6vNpool8qX+SaQDNptNH037WWu2H9askd2V39/xj5p8frnk5+2hMxdCHNr/vnBFdauUvO9xj565KCcni7y9KGIlhtVqU0xsjMqVKSmXLFm0dcceNW2YMCHo6b/O6sKly6pUgc8gSZU/r798c+fS1t1/qkzJhGLKzYhI7T98XO2ee1qSVKlcaYXfiNDBoydVrnTC/Ffbdu+X1WpThbL3/53PTGw2mz6avjzhvjGi2/3vG+cde93/ffGq6lYuof/6p9i9eO1uublkUe2Kxe7aB6mApZhNxRTFlWHDhhkdIcWNm79JdSsWUV4fT0XcitHyLUe048hZTXu/rSQpJOymroRF6O/LYZKk4+euyD2ri/L4eCpnjmzK6+P4zZ571oQ/jgr45VRAbmbx/8eIyUv0y6a9mjCoq9yzuSnk9twdHtmzKaubi3xzed5zEts8vrkc/pj6+8IVRUZF60rYDUXFxOrI6fOSpGIF/O3zK2RmIybO1/INuzRx6GsJ1zk04ZtOD/dsynr7D/eQ0Ou6ci1cZ29/eD/+1wW5Z3NTHj9v5fRwV7GCeVS3WlkN/WKuPuzVTnFx8Rr59Q9qXr8qKwXdISLyls6ev2R/HnTxso6cOCMvjxzKG+CrsPAbunj5ioKvJIzXP3M24XfVxzunfHPnSiis9B2uW9HR+nRoH92MiNTNiIRv/b1zesqZiSklPfzece7SVa3YvE91KpdSLi93Xb5yXdMWr5Obm4vqVf236D9jyXrVrVJaFieLVm85oOmL12vcex3l7MyHHSlhKNAvvx/UhPf+J/esbvZ5VDyyuynr7Ynal6zfp6L5fOTtmV37jgdp1Le/qXOLmiqSL6GIWyy/r+pWKqYhU5brw1ebKy7eqpEzVqp57cdYKei2EVN/0i+b9mvCwA63f58Tegl6ZM+qrLe/SX6ldV1NmL9WpQvnUekiefTj+j06fT5E499tJylhqeb9J86pRrmics/mpn3Hzmr0N7+qZb1K9gmIcbexE6aqXu0ayhPgp4jIW1q+co127N6nGV99Ko8cOfT8s801+vNJ8vLyVA737Pro0y9VucJjTGb7EBGRt3Q26N/VG4MuXNaR46fl5emhvAG+6vRiK02e9YMK58+rfHn99eW0ufLz8Vaj26sHFStcQHVrVtHQTybow3ffVFxcnEZ+PkXNG9VlpaDbRkz9Wb9s3q8JA1++/33j2bqasGCtShcOuH3f2Hv7vvHvUOO5v25TpVIFlT2bq7b8eVKfzVqlfh2byNOd+wYyH4vtnwF1BouPj9fSpUt15MgRSVLZsmX17LPPKksSurJbd01P6XiJNmjqSm079LdCwiLkkd1NJQv4qHvLGqpTvrAkacLiPzRxyZa7Xjeqx9N6rv7dE6+eD7muRn2masnHnVSmsH9qx380HsbnKNOq/z3bR/X+n55rWP2+r/nqgy5qdMcEt50+mKSdB0/fte+aaR8on7/x3RotLvdewSStlH763sOnRvXrqDaNE2bc/+q75Zo499cH7hN2I0IjJy3Q+u0H5GSxqEmdyhr0Rlu5ZzPJkrUeeR6+TyrbvuegOr895K721k8/qdGD3taSX9fpg1Ff3bW9Z9f/qVe3l+77eklas3CK8ufxu+e2tGQLPWV0hIfeO4KvXtfgCQt1+GSQwiNuKXfOHKr2WFG9+b/GKnLH0Ioug77W4dPnFRMbp1KF86pnu8aqV7VMWp3Gg0Xff7hHWinTduQ920e92UrPPZmw0sfY79bqxw1/6vrNW8rrl1MvNa6qzs/UcBguHHbjlj6asULrd59IuHfULK0PujaTezYT9MrKYvz9q8xzg+7ZPqrX83ruqSr259MWb9S8Fdt1/WakShXOo/6dmtpXCzp06rxGTP1ZZ4JCFBMXp/x+udSqQWV1aVXHFF8yOBWoY3SEe/pgxBht27lbwVdC5ZHDXaVKFNWrndqrTs1qkhIWXhg9/mv9smqtYmJi9USt6hr2fh/5+pjzD3xbtDkmmN++54A697r797r1009p9OA+stls+mr6PP3w0yqF34xQ1QplNfSd11Wk4L+92cLCb2jkuCla//tOOTlZ1KRBLQ3q00Pu2c3xR7/t8n5D//tl2gy+Z/uot9o43jeW/HPfuKVShQMS7hu3VwuSpPe/WKSNu48pMipGRfP5quuzdfRsg8qpHf+ROT3W1ugIqcq6YqDRERLN6elAoyOkGlMUVw4dOqSWLVvq8uXLKlWqlCTp+PHj8vX11c8//6xy5RK3yosZiiuZggmKK5mF0cWVTMMExZXMwAzFlUzBBMWVTMEExZXMwKzFlYzGLMWVzMDo4kpmQXHFfJJTXBk9erQGDhyo3r17a/z48ZKkqKgovfPOO5o/f76io6PVtGlTTZo0Sf7+//6tevbsWb3xxhtav369cuTIoc6dOyswMDBJHTkexBT9lrt3765y5copKChIe/bs0Z49e3Tu3DlVqFBBPXr0MDoeAAAAAADmYnFKf48k2rlzp6ZMmaIKFSo4tPft21c///yzFi5cqI0bN+rChQtq0+bflQnj4+PVokULxcTEaMuWLZo1a5ZmzpypoUOHJjnL/ZiiuLJv3z4FBgYqV65/J7rLlSuXPv74Y+3du9fAZAAAAAAAICVER0crPDzc4REdHf3A19y8eVMvv/yypk2b5lAzuH79umbMmKFx48bpqaeeUtWqVfXtt99qy5Yt2rZtmyTpt99+0+HDh/Xdd9+pUqVKevrppzVy5EhNnDhRMTExKXpupiiulCxZUpcvX76rPTg4WMWLFzcgEQAAAAAASEmBgYHy8vJyeAQGPnioUM+ePdWiRQs1atTIoX337t2KjY11aC9durQKFiyorVu3SpK2bt2q8uXLOwwTatq0qcLDw3Xo0KEUPDMDVwsKD/93TGdgYKDefvttffjhh6pZM2GW723btmnEiBH65JNPjIoIAAAAAIA5pcOlmAcOHKh+/fo5tLm5ud13//nz52vPnj3auXPnXdsuXbokV1dX5cyZ06Hd399fly5dsu9zZ2Hln+3/bEtJhhVXcubM6bASgM1m04svvmhv+2ee3ZYtWyo+Pt6QjAAAAAAAIGW4ubk9sJhyp3Pnzql3795avXq1smY1/wTyhhVX1q9fb9R/GgAAAAAAmNju3bsVHBysKlX+XR48Pj5emzZt0oQJE7Rq1SrFxMQoLCzMoffK5cuXFRAQIEkKCAjQjh07HI77z5Qk/+yTUgwrrtSvX9/heVRUlPbv36/g4GBZrVaDUgEAAAAAAKM1bNhQBw4ccGjr2rWrSpcurffff18FChSQi4uL1q5dq+eff16SdOzYMZ09e1a1atWSJNWqVUsff/yxgoOD5efnJ0lavXq1PD09VbZs2RTNa1hx5U4rV65Up06ddOXKlbu2WSwWhgUBAAAAAHCnO6bZyIg8PDxUrlw5hzZ3d3flzp3b3t6tWzf169dP3t7e8vT0VK9evVSrVi37XK5NmjRR2bJl1bFjR40ZM0aXLl3S4MGD1bNnz0cenvSoTDEDTq9evdS2bVtdvHhRVqvV4UFhBQAAAAAA/Nfnn3+uZ555Rs8//7zq1aungIAALVmyxL7d2dlZy5cvl7Ozs2rVqqUOHTqoU6dOGjFiRIpnsdj+mTnWQJ6entq7d6+KFSuWIsez7pqeIsfBQ3j4P3wfpAiLS3ajI2QOHnmMTpAp2EJPGR0hc4i+bnSCzCGL+SfYywicCtQxOkKmYIsOf/hOSBG2y/uNjpApOD3W1ugIqcr621CjIySaU5OUL2qYhSmGBb3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",
"text/plain": [
"<Figure size 1200x1000 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# frequency of joint appearance\n",
"top_surnames = df_simple['surname'].value_counts().head(10).index \n",
"top_middlenames = df_simple['middle_name'].value_counts().head(10).index\n",
"filtered_df = df_simple[\n",
" df_simple['surname'].isin(top_surnames) &\n",
" df_simple['middle_name'].isin(top_middlenames)\n",
"]\n",
"\n",
"cooccurrence = filtered_df.groupby(['surname', 'middle_name']).size().unstack(fill_value=0)\n",
"\n",
"plt.figure(figsize=(12, 10))\n",
"sns.heatmap(cooccurrence, annot=True, fmt='d', cmap='Oranges')\n",
"plt.title('Heatmap of Surname vs Middle Name Cooccurrence')\n",
"plt.xlabel('Middle Name')\n",
"plt.ylabel('Surname')\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 51,
"id": "131a63b8-7ed7-462a-976c-9f19c8e6c03a",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"--- Top 10 Surname vs Middle Name Crossovers by Sex ---\n",
"\n",
"SEX: m\n",
" ilunga ilunga — 1095\n",
" ngoyi ngoyi — 752\n",
" kazadi kazadi — 626\n",
" kabange numbi — 587\n",
" ilunga ngoy — 583\n",
" mutombo mutombo — 538\n",
" ngoy mwilambwe — 528\n",
" mukendi mukendi — 512\n",
" kasongo kasongo — 492\n",
" kabeya kabeya — 489\n"
]
}
],
"source": [
"# Crossover: Surname vs Middle Name vs Sex\n",
"crossover_surname_middlename_sex = df_simple.groupby(['sex', 'surname', 'middle_name']).size().reset_index(name='count')\n",
"crossover_surname_middlename_sex = crossover_surname_middlename_sex.sort_values('count', ascending=False).head(10)\n",
"\n",
"print(\"--- Top 10 Surname vs Middle Name Crossovers by Sex ---\")\n",
"for sex, group in crossover_surname_middlename_sex.groupby('sex'):\n",
" print(f\"\\nSEX: {sex}\")\n",
" for _, row in group.iterrows():\n",
" print(f\" {row['surname']} {row['middle_name']} — {row['count']}\")"
]
},
{
"cell_type": "code",
"execution_count": 52,
"id": "7f2d51ad-5a73-409f-8c74-8b47c5adbdd0",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 1800x600 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Calculate the length of first names, surnames, and middle names\n",
"df['firstname_length'] = df_simple['first_name'].str.len()\n",
"df['surname_length'] = df_simple['surname'].str.len()\n",
"df['middlename_length'] = df_simple['middle_name'].str.len()\n",
"\n",
"fig, axes = plt.subplots(1, 3, figsize=(18, 6))\n",
"\n",
"# Histogram for firstname length\n",
"sns.histplot(df['firstname_length'], kde=True, ax=axes[0], color='skyblue')\n",
"axes[0].set_title('Distribution of First Name Length')\n",
"axes[0].set_xlabel('Number of Letters')\n",
"axes[0].set_ylabel('Frequency')\n",
"\n",
"# Histogram for surname length\n",
"sns.histplot(df['surname_length'], kde=True, ax=axes[1], color='lightgreen')\n",
"axes[1].set_title('Distribution of Surname Length')\n",
"axes[1].set_xlabel('Number of Letters')\n",
"axes[1].set_ylabel('Frequency')\n",
"\n",
"# Histogram for middle name length\n",
"sns.histplot(df['middlename_length'], kde=True, ax=axes[2], color='salmon')\n",
"axes[2].set_title('Distribution of Middle Name Length')\n",
"axes[2].set_xlabel('Number of Letters')\n",
"axes[2].set_ylabel('Frequency')\n",
"\n",
"plt.tight_layout()\n",
"plt.show()"
]
}
],
"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": "3.11.11"
}
},
"nbformat": 4,
"nbformat_minor": 5
}