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drc-ners-nlp/notebooks/eda.ipynb
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "c93a55c8",
"metadata": {
"ExecuteTime": {
"end_time": "2025-07-03T10:13:26.569404Z",
"start_time": "2025-07-03T10:13:04.404599Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
">> Loading CSV dataset from names_featured.csv\n",
">> Detected fieldnames: ['name', 'sex', 'region', 'year', 'words', 'length', 'probable_native', 'probable_surname', 'llm_annotated']\n",
">> Successfully loaded with UTF-8 encoding\n"
]
}
],
"source": [
"#dependencies for visualization\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"import sys\n",
"import os\n",
"import importlib\n",
"\n",
"sys.path.append(os.path.abspath(\"..\"))\n",
"import misc\n",
"importlib.reload(misc)\n",
"from misc import load_csv_dataset\n",
"\n",
"data = load_csv_dataset(\"names_featured.csv\")\n",
"df = pd.DataFrame(data)"
]
},
{
"cell_type": "code",
"execution_count": 41,
"id": "0cb0fe61-154b-4bc0-9a70-93248f273740",
"metadata": {},
"outputs": [],
"source": [
"# mapping for region\n",
"os.getcwd()\n",
"sys.path.append(os.path.abspath(\"..\"))\n",
"from mapping import REGION_MAPPING\n",
"\n",
"df['region_clean'] = df['region'].str.strip().str.lower()\n",
"df['legacy_province'] = df['region_clean'].map(lambda r: REGION_MAPPING.get(r, ('AUTRES', 'AUTRES'))[1])"
]
},
{
"cell_type": "code",
"execution_count": 45,
"id": "27f6bcd2-f1de-419a-8d56-e29064934e2f",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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bHZqalaO6xx07diwmT56M4OBgtGrVCocOHUKfPn1gY2NT7r419TehUChgZ2eHvXv3lnj/f7/sEEJKRskwIZVQfAo7Pz+/zHYNGzYEAOjp6ZWbkB05cgS9evWCv7+/yvbs7OwSP1iHDRuG/v37Y9KkSTA1NVXO3gC8/fAzNDRUli68KzQ0VOVnNzc3KBQKhIeHK0e+gLdXy2dnZ8PNzU25rTjJvXz5Mh48eICFCxcCeDuP6ubNm+Hk5ARjY2O0bdu2zMdaFeHh4SqjeBEREVAoFHB3d1du4/P5+OijjxAYGIiffvoJJ06cwPTp00tNOspTmedGUxo1agSWZeHh4QFvb2+N91cZlX3NFit+3v77WgTezrxiY2NT7anTwsPD0atXL+XP+fn5SEpKwqBBg8rd183NrdTYiu8vNmzYMMycOVNZKhEWFob//e9/1Yr9XY0aNcI///wDqVRa6jzNjRo1wpUrV9C1a1fOp/IjRJdRmQQhFSSVSnHp0iXo6+urJEglsbOzw3vvvYetW7ciKSlJ7f60tDTl//l8vtqI0OHDh5U1xSWZMGECfv/9d2zZsgULFixQOZafnx9OnDiB2NhY5faQkBBcvHhR5RjFycH69etVtv/2228AgMGDByu3eXh4wNnZGevWrYNUKkXXrl0BvE2S37x5gyNHjqBTp05lntKtquLpvor98ccfAN7OA/2uTz75BFlZWZg5cyby8/NVajIrqzLPjaaMGDECfD4fy5YtU3t9sCyLjIwMjcdQmqq8ZgHA0dERrVq1wq5du5Cdna3c/uLFC1y6dKlCCWt5tm3bBqlUqvx58+bNkMlkaq+XkgwaNAj379/H3bt3ldsKCgqwbds2uLu7w8fHR7ndwsICfn5+OHToEA4cOAB9fX0MGzas2vEXGzlyJNLT05XTtL2r+LkfPXo05HI5fvzxR7U2MplM5TkmhJSORoYJKcX58+eVI0KpqanYt28fwsPDsXDhQpiZmZW7/6ZNm9CtWze0aNEC06dPR8OGDZGSkoK7d+8iPj5eOSfr+++/j+XLl2Py5Mno0qULnj9/jr179ypHl0vz+eefIzc3F4sXL4a5ublyXtlly5bhwoUL6N69Oz777DPIZDL88ccfaNasGZ49e6bcv2XLlpg4cSK2bduG7Oxs9OzZE/fv38euXbswbNgwldE14G3ie+DAAbRo0UJZ99umTRsYGxsjLCwMH330UcWf3EqIiorCkCFDMGDAANy9exd79uzBRx99pDa3cOvWrdG8eXMcPnwYTZs2RZs2barcZ2WfG01o1KgRVqxYgf/973+Ijo7GsGHDYGpqiqioKBw/fhwzZszAN998o/E4SlLV1ywA/PLLLxg4cCA6d+6MqVOnoqioCH/88QfMzc2xdOnSascmkUjQp08fjB49GqGhofjzzz/RrVs3DBkypNx9Fy5ciP3792PgwIH44osvYGVlhV27diEqKgpHjx5VK0kaM2YMxo8fjz///BN+fn6wsLCodvzFJkyYgN27d+Orr77C/fv30b17dxQUFODKlSv47LPPMHToUPTs2RMzZ87E6tWrERwcjP79+0NPTw/h4eE4fPgwNmzYgFGjRtVYTITUVZQME1KKH374Qfl/AwMDNGnSBJs3b8bMmTMrtL+Pjw8ePnyIZcuWITAwEBkZGbCzs0Pr1q1Vjr1o0SIUFBRg3759OHjwINq0aYOzZ88qSxHKsmjRIuTk5CgT4tmzZ8PX1xcXL17EV199hR9++AEuLi5YtmwZkpKSVJJhANixYwcaNmyIwMBAHD9+HA4ODvjf//6nvMjvXcXJ8LtX2gsEAnTu3BlXrlwpsV64Jhw8eBA//PADFi5cCIFAgM8//xy//PJLiW0nTJiA+fPnV/nCuXdV5rnRlIULF8Lb2xvr1q1TLvLg6uqK/v37Vyi505TqvGb79u2LCxcuYMmSJfjhhx+gp6eHnj174qeffqr0xXIl2bhxI/bu3YsffvgBUqkU48aNw++//16h+m97e3vcuXMHCxYswB9//AGRSARfX1+cPn26xLMBQ4YMgaGhIfLy8io0i0Rl8Pl8nDt3DitXrsS+fftw9OhRWFtbK79gF9uyZQvatm2LrVu3YtGiRRAIBHB3d8f48eOVZ3AIIWVj2KpexUIIIVpmw4YNmDdvHqKjo9VmcSC1782bN/D09MRff/1VrbKViggMDMTkyZPx4MEDlWXUCSGkPFQzTAipE1iWhb+/P3r27EmJsJYorpevyAwLhBDCFUqGCSE6raCgAPv378fMmTPx/PlzzJs3j+uQtM6kSZPAMAwYhoG+vj48PT2xfPlyyGQy3LhxQ3kfwzCwtbXFoEGD8Pz5c7XjxMXFYcqUKXBycoK+vj7c3Nzw5ZdfKi/mS0lJgZ6eHg4cOICAgAAsXLgQRkZG6NSpEwBg6tSpylrupUuXqiwYs3TpUjAMo7bIRnBwMBiGUZsn+OjRo3jvvfdgbm4OExMTfP/99wCgnOc4MDBQ5XEV3wwMDMp9voqKirBkyRJ4e3sr51H+8MMP8fLlS5V2xTEzDAM+nw9XV1fMmDEDmZmZKu3c3d1VLsZ0d3cvMbY1a9YAAKKjo8EwDOzs7JCXl6dyrFatWmHp0qXKNmXdAgMDlY/HysoKNjY2EIvFao/3v/G9q6x+7t27V+5zSYguoGSYEKLT0tLS8NFHH+Hw4cNYtGgRp7W02mzAgAFISkpCeHg4vv76ayxdulSl9jo0NBRJSUm4ePEixGIxBg8erLK4TGRkJNq1a4fw8HDs378fERER2LJlC65evYrOnTsjMzMT9vb2GDx4MAICApRJ4eHDh2FhYYGCggIcOnQIU6dOLTVGAwMD+Pv7lzg14LsWL16MMWPGoH379jh//jxevHiBsWPHAoDKSnNmZmZISkpSuf13wZT/EovF6Nu3LwICArBixQqEhYXh3LlzkMlk6Nixo1oC2KxZMyQlJSE2NhY7d+7EhQsX8Omnn5bZBwAsX75cLbb/rjaXl5eHX3/9tcT9XV1dVfb9+uuvlbEU34rrmI8ePYpmzZqhSZMmOHHiRLmxleTKlStq8WpiKkVCuEAX0BFCdJq7u3uVF/CoT4RCIRwcHAC8XaL4+PHjOHXqFDp37gzg7XSAFhYWcHBwwNy5czFkyBC8fv0avr6+AN4ui62vr49Lly4p57Rt0KABWrdujUaNGmHx4sXYvHkzpk6dimHDhiEqKkqlXOXw4cOQyWT4+OOPS42xcePGsLOzw+LFi1VWd3vX/fv3sWrVKqxfvx5ffvmlcvsvv/yCX375RWU6MYZhlI+5otavX4+7d+/iyZMnyhlL3NzccPToUXTs2BFTp07FixcvlBfkCQQCZR/Ozs748MMPsXPnznL7MTU1LTe2OXPm4LfffsPs2bNhZ2ench+fz1fZ38TERCWWd/n7+2P8+PHKUqKqXOxnbW1d6eeSEF1BI8OEEFIPGRoaqi0rDrwtMzhw4AAAKJd3zszMxMWLF/HZZ5+pLe7g4OCAjz/+GAcPHgTLshg0aBDs7e2Vp+iL7dy5EyNGjCh3+rE1a9bg6NGjePjwYYn37927FyYmJvjss89KvL+605vt27cP/fr1U5u6j8fjYd68eXj16pVyWsT/io6OxsWLFyu1LHZZxo0bpyxpqao3b97g7t27GD16NEaPHo2goKByR8cJqW8oGSaEkHqEZVlcuXIFFy9eRO/evZXbXVxcYGJiAgsLC+zbtw9DhgxBkyZNALxd1Y1l2VIXm2natCmysrKQlpYGPp+PiRMnIjAwUDli/+bNGwQFBWHKlCnlxtemTRuMHj1aZTGZd4WHh6Nhw4alrsr2rpycHJiYmKjcylt8IywsrMzHWdym2PPnz2FiYgJDQ0N4eHjg5cuXpcb+rgULFqjFFhQUpNKmuI5427ZtePPmTbnHLElAQAAGDhwIS0tLWFlZwc/Pr0Ij1//VpUsXtXgJqSuoTIIQQuqBM2fOwMTEBFKpFAqFAh999BGWLl2KBw8eAACCgoJgZGSEe/fuYdWqVdiyZYvaMSpajjJlyhSsWbMG169fR+/evbFz5064u7urJN9lWbFiBZo2bYpLly6plQdUpiTG1NQUjx8/VtlWPLK9d+9elTnDz58/r5wruzJ9NG7cGKdOnYJIJMKePXsQHBysVvtbkm+//RaTJk1S2ebs7KzWzs/PD926dcP333+Pffv2VTguAJDL5di1axc2bNig3DZ+/Hh88803+OGHH9QWESnLwYMHy115kxBdRckwIYTUA7169cLmzZuhr68PJycntaWzPTw8YGFhgcaNGyM1NRVjxozBrVu3AACenp5gGAYhISEYPny42rFDQkJgaWkJW1tbAICXlxe6d++OnTt34r333sPu3bsxffr0Ci18AbxdfW/69OlYuHAh/P39Ve7z9vbG33//DalUWu7oMI/Hg6enZ4n3DRkyBB07dlT+XJyIent7IyQkpMR9ird7e3srtxXPzgG8LfEYPHgwli1bVuISye+ysbEpNbb/WrNmDTp37oxvv/22Qu2LXbx4EQkJCWo1wnK5HFevXkW/fv0qfCxXV9cKx0uIrqEyCUIIqQeMjY3h6emJBg0aqCXC/zV79my8ePECx48fB/D24ql+/frhzz//RFFRkUrb5ORk7N27F2PGjFFJdqdOnYqjR4/i6NGjSEhIUBsFLc8PP/yAsLAwZf1ysY8++gj5+fn4888/S9zv3QvoymJqagpPT0/lrXjEeOzYsbhy5YpaXbBCocC6devg4+OjVk/8ru+++w6//vorEhMTKxRHRXTo0AEjRoyo0Ap/7/L398fYsWMRHByschs7dqzalwxC6jMaGSaEEKLCyMgI06dPx5IlSzBs2DAwDIONGzeiS5cu8PPzw4oVK5T1sd9++y2cnZ2xcuVKlWN8+OGH+OKLLzBz5kz0798frq6ulYrB3t4eX331ldrS2x07dsT8+fPx9ddfIyEhAcOHD4eTk5Nyqrdu3bopZ5lgWRbJyclqx7azsyu1RGDevHk4efIkPvjgA6xduxYdO3ZESkoKVq1ahZCQEFy5cqXMEe7OnTvD19cXq1atwsaNG0ttl5eXpxabkZERzMzMSmy/cuVKNGvWrNwvMsXS0tJw+vRpnDp1Cs2bN1e5b8KECRg+fDgyMzNhZWUFAEhISEBwcLBKOzc3N+X/MzIy1OK1sLCo0LzNhGg7GhkmhBCi5vPPP0dISAgOHz4M4G3pw8OHD9GwYUOMHj0ajRo1wowZM9CrVy/cvXtXmVQVMzIywtixY5GVlVWhC+dK8s0335R4odZPP/2Effv24Z9//oGfnx+aNWuGr776Cr6+vpg4caKyXW5uLhwdHdVuqamppfZpYGCAa9euYcKECVi0aBE8PT0xYMAA8Pl83Lt3T7mASFnmzZuHHTt2IC4urtQ2P/zwg1pc8+fPL7W9t7c3pkyZApFIVG7/ALB7924YGxujT58+avf16dMHhoaG2LNnj3Lbr7/+itatW6vczp49q7y/b9++avFWdc5iQrQOS0g9NXHiRBaA8mZlZcX6+fmxT58+VWs7Y8YMlsfjsYcOHVK7r6CggF24cCHbsGFDVigUsjY2NmyPHj3YEydOlBvD48eP2VGjRrF2dnasUChkPT092WnTprGhoaEq7QIDA9l27dqxhoaGrImJCdujRw/29OnTKm2uX7/OAmB9fHxYmUymcp+5uTm7c+dOtb5Hjx7NOjg4sPr6+myDBg3YwYMHs6dOnWIVCkWl+yeEEEJ0EY0Mk3qteFWupKQkXL16FQKBAO+//75Km8LCQhw4cADz589HQECA2jFmzZqFY8eO4Y8//sDr169x4cIFjBo1SrlEbWnOnDmDTp06QSwWY+/evQgJCcGePXtgbm6uXFoWeDs6NnPmTIwZMwbPnj3D/fv30a1bNwwdOrTE07CRkZHYvXt3mX2fPHkSnTp1Qn5+Pnbt2oWQkBBcuHABw4cPx3fffadc0rYq/RNCCCE6hetsnBCuTJw4kR06dKjKtqCgIBYAm5qaqtwWGBjIdurUic3OzmaNjIzY2NhYlX3Mzc3ZwMDASvVdUFDA2tjYsMOGDSvx/qysLJZlWfbu3bssAPb3339Xa/PVV1+xenp6yniKR4a//fZb1tXVlRWJRCoxFo8M5+fns9bW1uzw4cNLja94ZLgy/RNCCCG6iEaGCfl/+fn52LNnDzw9PWFtba3cXryUqbm5OQYOHKi2spaDgwPOnTuHvLy8Cvd18eJFpKenl1ojWLyK1v79+2FiYqIyH2qxr7/+GlKpFEePHlXZPnfuXMhkMvzxxx8lHvvSpUvIyMgosz6x+AKhqvRPCCGE6BJKhkm9VrwQgYmJCUxNTXHq1CkcPHhQeaV5eHg47t27p5ync/z48di5c6fKpPzbtm3DnTt3YG1tjfbt22PevHm4fft2mf2Gh4cDgHKFr9KEhYWhUaNGJS7v6uTkBDMzM5XVsIC3Fy4tWbIEq1evVil3ePeYwNvFAoo9ePBAZWWpM2fOVLl/QgghRJdQMkzqtV69einn3rx//z78/PwwcOBAxMTEAHi7lKmfnx9sbGwAAIMGDUJOTg6uXbumPEaPHj0QGRmJq1evYtSoUXj58iW6d++unHR/1apVKolmbGxspVa4qkzbYlOnToW1tTV++umnCrX39fVVPg8FBQWQyWTV6p8QQgjRFZQMk3qteCECT09PtG/fHjt27EBBQQG2b9+uXMr07NmzEAgEEAgEMDIyQmZmptqFdHp6eujevTsWLFiAS5cuYfny5fjxxx8hkUgwa9YslQnvnZyclCtYvX79usz4vL29ERkZCYlEonZfYmIicnNzVVbDKiYQCLBy5Ups2LBBbfJ/Ly8vAEBoaKhym1AoVD4PNdE/IYQQoisoGSbkHQzDgMfjoaioSFkH/OTJE5Vkdv/+/Th27FiZK135+PhAJpNBJBLByspKZaUrgUCA/v37w8bGBj///HOJ+xcfe+zYscjPz8fWrVvV2vz666/Q09PDyJEjSzzGhx9+iGbNmmHZsmUq2/v37w8rK6sKjRpXp39CCCFEF9AKdKReE4vFylWVsrKysHHjRuTn5+ODDz7A+vXrMXjwYLWlV318fDBv3jzs3bsXs2fPxnvvvYdx48ahXbt2sLa2xqtXr7Bo0SL06tWr1NWkjI2NsWPHDnz44YcYMmQIvvjiC3h6eiI9PR2HDh1CbGwsDhw4gM6dO+PLL7/Et99+C4lEgmHDhkEqlWLPnj3YsGED1q9fX+bKXmvWrIGfn5/KNhMTE+zYsQNjxozB4MGD8cUXX8DLywv5+fm4cOECAIDP5wNAtfsnhBBCtB63k1kQwp3/LrphamrKtm/fnj1y5AibnJzMCgSCEhfZYFmW/fTTT9nWrVuzLMuyq1atYjt37sxaWVmxBgYGbMOGDdkvvviCTU9PLzeGBw8esCNGjGBtbW2Vi27MmDGDDQ8PV2nn7+/Ptm3bljUwMGCNjY3Z7t27s6dOnVJpUzy1WvG0bMX69+/PAlBbdOPBgwfKBT8EAgFrbW3N+vn5sQcOHFBbdKMi/RNCCCG6iGFZujqGEEIIIYTUT1QzTAghhBBC6i1KhgkhhBBCSL1FyTAhhBBCCKm3KBkmhBBCCCH1FiXDhBBCCCGk3qJkmBBCCCGE1FuUDBNCCCGEkHqLVqAjhBANYVkFWFaBd9Z2wdup3Yv/X3wfwLIseDwBeDxDMAzDWcyEEFLfUDJMCCGlkMkKIJGkQixOg0SaAbksDzJZPmTyfMhkeZC/83+ZLB9ylf8XoDjRrRwGPJ4B+HwjCPjG4PMNwecblXwTmEBfzwp6+tbQ17eBvp419PWtoadnXtNPBakHYmNj4ePjg/Pnz+P58+fYtGkTXr58yXVYhGgcrUBHCKmXMqUyxIskSBRJkSCWIFEsRaJIggnSn8EWhUIiSfv/hFb3MIw+hEJbCPXtIBQ6QCi0h1D49v+Ghq4wMvKAnp4l12ESLSOTyRAdHQ1nZ2dIJBJkZ2fDzc2N67AI0ThKhgkhdZZEoUBUkQRvCkV4UyhGRKFY+f8smbzEff4w+A1WRbdrOdLaJxBYwMjI/e3N0B1GRh4wMvKAoaE7BAJjrsMjhJBaQxfQEUJ0nlihQHBuIfYkZmBJeAI+fhqJTvdewePWM/S8/xpTXkRjZWQSDiZn4mFuYamJMADk8uvHSJhMlo3c3GAkJ59AZNR6vHj5Je4/GIKbt3wR9HdnPHo8DiEh/0Ns3E5kZz+EXF7Idch11qRJkzBs2DCVbUeOHIGBgQHWrl2r3LZ69Wrw+Xz88ssvaseQy+VYs2YNmjRpAkNDQ1hZWaFjx47YsWOHWtuioiJYWVnBxsYGYrFY7f733nsPc+fOLTfuoqIiLFmyBN7e3hAKhbCxscGHH35YYmlFbm4uFi9ejCZNmsDAwAAODg7o27cvjh07hnfH5CIiIjB58mS4uLhAKBTCw8MD48aNw8OHD5VtGIbBiRMnVH4uvhkbG8PLywuTJk3Co0ePVGK4ceOGStt3b8nJyQCApUuXgmEYzJo1S2Xf4OBgMAyD6OhoZZuybsX2798PPp+P2bNnqz0nxfFkZ2eX+1wTzaKaYUKIThHJFXhVUIRneUV4lleIZ3lFCC0QQVpDJ7ly+E41chxdJpGkQiJJRXb2/Xe28mBk1BBmps1gatr8/28+EAhMOIuzrtqxYwdmz56NLVu2YPLkycrtAQEBmD9/PgICAvDtt9+q7LNs2TJs3boVGzduRLt27ZCbm4uHDx8iKytL7fhHjx5Fs2bNwLIsTpw4gTFjxlQ6RrFYjL59+yI2NhZr165Fx44dkZKSgtWrV6Njx464cuUKOnXqBADIzs5Gt27dkJOTgxUrVqB9+/YQCAS4efMm5s+fj969e8PCwgIPHz5Enz590Lx5c2zduhVNmjRBXl4eTp48ia+//ho3b94sNZ6dO3diwIABEIlECAsLw7Zt29CxY0cEBARgwoQJKm1DQ0NhZmamss3Ozk75fwMDA/j7++Prr7+Gl5eXWl/ffPONSrLcvn17zJgxA9OnT1dr6+/vj/nz52Pr1q1Yu3YtDAwMKvYEk1pFyTAhRGvJFCye5xfhSW6BMvkNKxRBpsHirizGrvxG9ZIChYURKCyMQHLKyf/fxoORkTtMTZvDTJkgN6cyi2r4+eefsWTJEhw4cADDhw9Xbr958yaKioqwfPly7N69G3fu3EGXLl2U9586dQqfffYZPvzwQ+W2li1bltiHv78/xo8fD5Zl4e/vX6VkeP369bh79y6ePHmi7MfNzQ1Hjx5Fx44dMXXqVLx48QIMw2DRokWIjo5GWFgYnJz+/bLp7e2NcePGwcDAACzLYtKkSfDy8kJQUBB4vH9PXLdq1QpffvllmfFYWFjAwcEBAODu7o7+/ftj4sSJ+Pzzz/HBBx/A0vLfGnk7OztYWFiUeqzGjRvDzs4OixcvxqFDh9TuNzExgYnJv18C+Xw+TE1Nlf0Xi4qKwp07d3D06FFcv34dx44dw0cffVTm4yDcoGSYEKI1JP9f7nA3uwB3s/PxILcABXJFrcaQCbqwrOIUKCyMRGFhJFJSTgEAGEYAU9NmsLToBEvLjjA3b0fJcQUtWLAAf/75J86cOYM+ffqo3Ofv749x48ZBT08P48aNg7+/v0oy7ODggGvXruGzzz6Dra1tqX28efMGd+/eVZYnzJs3DzExMZW+UG7fvn3o16+fWsLN4/Ewb948fPzxx3j69Cl8fX1x4MABfPzxxyqJcLHipPLJkyd4+fIl9u3bp5IIFysreS3NvHnzsHv3bly+fBmjR4+u1L5r1qxB+/bt8fDhQ7Rr167SfQNvR6sHDx4Mc3NzjB8/Hv7+/pQMaymqGSaEcEYkV+BOVj7WRiVj1JMINA56jiFPIrA6Kgk3svJqPREGgAwFnfavDpaVITf3KWJityL46RTcCmqDBw9HIeLNL8jIuEW1x6U4f/48fv75Z5w8eVItEc7NzcWRI0cwfvx4AMD48eNx6NAh5OfnK9v89ttvSEtLg4ODA3x9fTFr1iycP39erZ+AgAAMHDgQlpaWsLKygp+fH3bu3FnpeMPCwtC0adMS7yveHhYWhvT0dGRlZaFJkyZlHi88PBwAym1XGcXHio6OVtnu4uKiHN01MTFBs2bN1PZt06YNRo8ejQULFlSpb4VCgcDAQOXvbOzYsfj7778RFRVVpeMRzaJkmBBSa1iWxZPcQqyNSsawx+Fo/PdzjAiOwC/Ryfg7Ox9FCu4nt0mT63MdQp3yNjl+gpiYLQh+Ohk3b7XBw4ejEPHmV2RkBEEuL+I6RK3g6+sLd3d3LFmyRCXJBd5ehNWoUSPlKGyrVq3g5uaGgwcPKtv4+PjgxYsXuHfvHqZMmYLU1FR88MEHmDZtmrKNXC7Hrl27lAka8DaxDgwMhEJR8hfPvXv3qiSOQUFByvsqMhlVRSes0sTEVsXH/O8iNkFBQQgODlbezp07V+L+K1asQFBQEC5dulTpvi9fvoyCggIMGjQIAGBjY4N+/fohICCg0scimkdlEoQQjcqSynA9Mw/XMnJxPTMPGVIZ1yGVKUVKYwSaxLJS5OQ+QU7uE8TEbAaPJ4SlZSfYWPeGjU1vGBjUzwsYnZ2dceTIEfTq1QsDBgzA+fPnYWpqCuBticTLly8hEPz7ka1QKBAQEICpU6cqt/F4PLRv3x7t27fH3LlzsWfPHnzyySdYvHgxPDw8cPHiRSQkJKjVCMvlcly9ehX9+vVTi2vIkCHo2LGjSpzA23rfkJCQEh9L8XZvb2/Y2trCwsICr1+/LvPxe3t7AwBev36N1q1bl9m2oorj8PDwUNnu4eFRobKLRo0aYfr06Vi4cCH8/f0r1be/vz8yMzNhaGio3KZQKPDs2TMsW7asxFIQwh1KhgkhNS68QISL6Tm4nJGLh7kFkHM/4FthGVIF5Iwh+CyNWNYGhUKMjIybyMi4idCwJTA29oaNTW8YG42Cg4N7vVqa2s3NDTdv3lQmxBcuXEB0dDQePnyIGzduwMrKStk2MzMT7733Hl6/fl1qaYGPjw8AoKDg7eIx/v7+GDt2LBYvXqzSbuXKlfD39y8xGTY1NVUm5e8qPs7Tp09V6oYVCgXWrVsHHx8ftGzZEgzDYOzYsfjrr7+wZMkStbrh/Px8GBgYoFWrVvDx8cHatWsxZswYtWQxOzu70nXD69evh5mZGfr27Vup/d71ww8/oFGjRjhw4ECF98nIyMDJkydx4MABlRIMuVyObt264dKlSxgwYECVYyI1j5JhQkiNeJhTgNNp2biUnoOoIgnX4VQZC6BAvxHMxC+4DqVeKigIg1iUjJs3C2BkZILGjRujadOm8PDwAJ/P5zo8jXN1dcWNGzfQq1cv+Pn5oUmTJujQoQN69Oih1rZ9+/bw9/fHL7/8glGjRqFr167o0qULHBwcEBUVhf/973/w9vZGkyZNkJaWhtOnT+PUqVNo3ry5ynEmTJiA4cOHIzMzUyXhLsu8efNw8uRJfPDBBypTq61atQohISG4cuWK8ovMypUrcePGDXTs2BErV65Eu3btoKenh6CgIKxevRoPHjyAhYUFdu7cib59+6J79+7KOYnz8/Nx+vRpXLp0qcyp1bKzs5GcnAyxWIywsDBs3boVJ06cwO7du9WS6NTUVIhEIpVt1tbW0NPTUzuuvb09vvrqqxLndi7NX3/9BWtra4wePVrty9ygQYPg7++vkgw/f/5c5QsHwzClzgRCNIOSYUJIlT3PK8SJ1GycSs1GnEh3E+D/yhd4UDLMIb6gFRSKt6OGjx49wqNHjyAUCuHl5YVmzZrBy8tLpWSgrnFxccGNGzfQvXt3hISElLoAxsiRI7F27VqsWrUKfn5+2L9/P1avXo2cnBw4ODigd+/eWLp0KQQCAXbv3g1jY2O1i/MAoE+fPjA0NMSePXvwxRdfVChGAwMDXLt2DatWrcKiRYsQExMDU1NT9OrVC/fu3VNJuK2srHDv3j2sWbMGK1asQExMDCwtLdGiRQv88ssvMDc3BwB06NABDx8+xMqVKzF9+nSkp6fD0dERXbp0wfr168uMp3g+ZgMDAzg7O6Nbt264f/8+2rRpo9a2cePGatvu3r2rnBf5v7755hts3rxZLYEuTUBAAIYPH17iWY2RI0fik08+QXp6unLbf7/o8Pl8yGTaXU5W19ByzISQSgkvEOF4ahZOpWYjolB99aq64Duzq2ia8yfXYdRb+Xnj8ORJ6cmuoaEhmjVrBl9fXzRo0KAWIyOE1EV196s1IaTGxBSJcTI1GydSsvCqoGKjI7osm3EovxHRCIbRw+tQPbwtWClZUVERHj58iIcPHypHGFu2bAlra+vaC5QQUmdQMkwIKVGhXIGTqVnYl5iJB7kFXIdTqzJBSRVXhMIWKCqs+AnLrKws3Lp1C7du3YKzszN8fX3RvHlzGBvTQh+EkIqhZJgQouJZXiH2JGbgeEoW8jhY9EIbZLLqV8+T2pGX27DK+yYkJCAhIQEXL16Ep6cnfH190aRJkzpdX0wIqT56hyCEIF8mx9GULOxNzMCzfJpSLE1uWH4johEREcYAqvclTKFQICwsDGFhYTA2NkabNm3Qrl075YVahBDyLrqAjpB67FFOAfYkZeBkajYK6+kocEkaCHlYLRrOdRj1jlDoiSuXO2vk2DweD40bN0aHDh3UFmEghNRvNDJMSD0jVihwNCUL2+PSEFIPLoarihQJjRFwQSJuqrFjKxQKhISEICQkBLa2tmjfvj1atmwJoVCosT4JIbqB1gMkSEtLw6effooGDRpAKBTCwcEBfn5+uH37NoC3E4CfOHFCbb9JkyZh2LBhyp/fe+89MAwDhmEgFArh7OyMDz74AMeOHSs3hujoaDAMg+DgYOW2vLw89OrVCz4+PoiPj1dp8+jRIzAMg3v37pV4vD59+mDEiBHKuEqapzMwMLDSKxrpskypDL9FJ6Pd3Vf46nUcJcJlELMsigQ0ZVdti421rJV+0tLScO7cOaxduxZnz55FWlparfRLCNFONDJMMHLkSEgkEuzatQsNGzZESkoKrl69ioyMjEofa/r06Vi+fDlkMhni4+Nx/PhxjB07FpMmTcK2bdsqfJy0tDQMHDgQPB4PQUFBsLa2RnR0tPL+tm3bomXLlggICFCbKD06OhrXr1/H6dOnKx1/XfSmUIStcWk4nJyJIgWNeFZUvl4jGMpiuQ6j3tDTs0N0dO2+PiUSCR48eIAHDx7Aw8MDnTp1gre3d71aApoQQslwvZednY2goCDcuHEDPXv2BAC4ubmhQ4cOVTqekZERHBzeztHq4uKCTp06oUmTJpgyZQpGjx5doTXi4+Li0K9fPzg7O+PkyZMwMTEpsd3UqVPx3XffYf369TAyMlJuDwwMhKOjY71f+/1OVj62xKXickZuGTO2ktLkChrAlusg6hVfTnuPiopCVFQU7O3t0b17d/j4+IDHo5OnhNQH9Jdez5mYmMDExAQnTpyAWKyZ1cQmTpwIS0vLCpVLhIaGomvXrvDx8cG5c+dKTYQB4OOPP4ZYLMaRI0eU21iWxa5duzBp0iTw+fwaiV+XyFkWx1Oy0P9hKEYER+ASJcJVls134jqEeiUlWTsWOklJScGRI0ewadMmPHnyBHK5nOuQCCEaRslwPScQCBAYGIhdu3bBwsICXbt2xaJFi/Ds2bMa64PH48Hb21ulzKE0EyZMgKenJw4fPlzuhS1WVlYYPnw4AgIClNuuX7+O6Oho5Tr19YVMweJAUga6//Man76KwbM8mh6turJpXLjW8PnGCA3VrtKEjIwMnDx5Er///jvu378PqVTKdUiEEA2hZJhg5MiRSExMxKlTpzBgwADcuHEDbdq0QWBgYI31wbKssg5v4MCByhHpZs2aqbQbMmQIgoKCKjSKDABTpkzBrVu38ObNGwBAQEAAevbsCU9PzxqLXZtJFSz2Jmag6z8hmPs6DpFFmhndr48yYcF1CPWGQNASMhnXUZQsJycH586dw4YNG3D79m2NnUEjhHCHaoYJAMDAwAD9+vVDv3798P3332PatGlYsmQJJk2aBFNTU+Tk5Kjtk52dXaFJ7OVyOcLDw9G+fXsAwI4dO1BU9HbkUk9PT6Xt4sWL4evri48++ggsy2L06NFlHrtPnz5o0KABAgMD8e233+LYsWPYunWrShszM7Nqxa+N5AoWRx/F42JmDs7qa2kWoePSFUblNyI1IitT+2fuyM/Px+XLl/H333+jY8eO6NixIwwNaXEWQuoCSoZJiXx8fJTTqTVu3BiPHj3CxIkTlffL5XI8ffoU06ZNK/dYu3btQlZWFkaOHAkAcHZ2LrP9999/Dx6Ph48//hgsy2LMmDGltuXxeJg8eTL8/f3h7OwMfX19jBo1SqVN48aNcenSJbV9Hz9+DG9v73Lj1yYsy+L0sySsvxyGyPQC2JgKYdDZBiLtOsNcJ6TJ9LkOoV5gwEdoqD6gI9XtRUVFuHHjBu7evYuuXbuiU6dO0Nen1wohuoyS4XouIyMDH374IaZMmQJfX1+Ympri4cOH+PnnnzF06FAAwFdffYWpU6eiSZMm6NevHwoKCvDHH38gKytLLRkuLCxEcnKyytRq69atw6effopevXpVOK7FixeDz+fj448/hkKhwLhx40ptO3nyZCxfvhyLFi3CuHHj1EZrPv30U2zcuBFffPEFpk2bBqFQiLNnz2L//v06Nf3a5VcpWHspFK+T85Tb0vPEaJfD4m8LyoZrWrKUntPaIDRohvx83UiE3yUWi3Ht2jXcv38fPXr0QNu2bevlRbuE1AWUDNdzJiYm6NixI9atW4c3b95AKpXC1dUV06dPx6JFiwAA48aNA8uy+O2337Bw4UIYGRmhbdu2uHXrFuzt7VWOt337dmzfvh36+vqwtrZG27ZtcfDgQQwfXvmlbRcuXAgej4dPPvkELMuiS5cuJbZr0KAB+vbti0uXLmHKlClq9zds2BC3bt3C4sWL0bdvX0gkEjRp0gSHDx/WienX/g5Px6+XQhEcl13i/VEv02HQxZZGh2tYjkwBGWMKAZtXfmNSZQUFul3fn5+fj3PnzuHu3bvo3bs3mjdvTvMUE6JjGJZlde8rOSH1wIuEHKw4+wr3IjPLbduuoxONDmvAJv1VsBA/4jqMOi08bCKSkxVch1FjHB0d4efnB3d3d65DIYRUECXDhGiZnEIpfrn0Gvv+iUVFF4yzMtFHJo0O17g1xvvhmn+k/IakSoRCd1y53J3rMDTC29sb/fr1g60tTdFHiLajMglCtATLsjj8MB4/XXiNjAJJpfbNzJegXTaLvy0pG65JOXxnuHIdRB0mlfpwHYLGhIWFISIiAm3atEGvXr1gbGzMdUiEkFJQMkyIFniZmIPvT7zA49jsKh8j8mU6DLrS6HBNymLsy29Eqiw+zprrEDRKoVDg4cOHePHiBfr06YO2bdvSEs+EaCFKhgnhUK5IirUXQ7Hnn1jIK1oTUYrMAhodrmlZsOI6hDpLILBCZCTXUdQOkUiEs2fP4smTJ3j//ffh5ERLfROiTegrKiEcYFkWRx7Fo/evN7Drbky1E+Fib16mw5CuAqgxGawp1yHUWTxeS9S3K1YSExOxfft2nD17FiKRiOtwCCH/j0aGCallIUm5+OHkCzyIzqrxY2cVSNA+m0UQjQ7XiHS5kOsQ6qzU1Po5OsqyLB48eIBXr17Bz88Pvr6+XIdESL1Hs0kQUkvyRFL8djkMu2twJLgkFkZ6yO1mh0LKh6vNUZ+HX8WVnyOblI3HM8C9u6MhFtPHj4eHBwYNGkSzThDCISqTIKQWHH8Sj95rb2Ln7WiNJsIAkF0oRdusujNvK5fSpAooQKuK1TR9PV9KhP9fVFQUtmzZgqtXr0IqlXIdDiH1Eo0ME6JBocl5+P7kC9yPKn/hjJpEo8M1Z5tgAYylEVyHUaeIRKPx4D6VoPyXhYUFhgwZgoYNG3IdCiH1Co0ME6IBUrkCv14MxeDfg2o9EQZodLgm5ek14jqEOoZBWKgB10FopezsbOzevRtnz56FRFK5ucYJIVVHyTAhNSw8JQ/D/7yNjdcjINNwSURZwl6kw5jO+1RbroCW3ahJBgZNkZNDL8yyPHjwAFu2bEFcXBzXoRBSL1AyTEgNYVkWO4Ii8f4ff+NFQi7X4SCnSIo2mTQ6XF3ZPEeuQ6hTigq9uQ5BJ2RmZiIgIACXL1+GTCbjOhxC6jRKhgmpAQnZRfho+z9YcTYEYpn2JKBhL9Nhoj3h6KRs2HAdQp0SFWXGdQg6g2VZ3L59G9u2bUNSUhLX4RBSZ1EyTEg1HXscjwHrb+FuZAbXoajJKZKiDdUOV0sGa851CHWGvr4LEhKoRKKyUlNTsX37dty8eRMKBf09E1LTKBkmpIpyCqX4bO8jfHXoKfJE2nsa8/XLNJhS/lFl6QojrkOoMxTy5lyHoLMUCgWuX78Of39/pKencx0OIXUKJcOEVMGD6EwM3HAL554ncx1KuXKLZGhFtcNVlibT4zqEOiMhgUpOqishIQFbtmzBgwcPuA6FkDqDkmFCKkGhYLHhSjjGbruHxBwR1+FU2OsXNDpcVclSeuJqgkBgjogImvi6JshkMpw9exZHjhyBWCzmOhxCdB4lw4RUUHKOCB/tuId1V8I0vopcTcsTydAqQ851GDqpQM5CzKMRzeri81qCyl1r1osXL7Bt2zakpKRwHQohOo2SYUIq4MqrFAzccAv3Imt/AY2a8vplOsxYGpmrinx9mg6sutLTXbgOoU7KyMjA9u3b8eTJE65DIURnUTJMSBnEMjmWnnqJabsfIqtQynU41ZInkqFlOo0OV0W+wI3rEHQaw+jh9Ws+12HUWTKZDCdPnsSJEycgler2+xQhXKBkmJBSpOSKMHrLXQTeieY6lBoT8jIN5jQ6XGnZfGeuQ9BpQqEvRLpTYq+zgoODsX37dpptgpBKomSYkBI8j8/BkI1/42l8Dteh1Kh8sQy+6do7DZy2ymbsuA5Bp+XlNuQ6hHojNTUV27Ztw4sXL7gOhRCdQckwIf9x5lkiPtx6Bym5dfMq7ZCX6TQ6XEmZsOQ6BJ0WHk5zNdcmiUSCI0eO4OzZs7SUMyEVQMkwIf+PZVmsuxyGOfufQCStu5e954tlaEmjw5WSrjDmOgSdJRR6ISOj7v49abMHDx5g165dyM/P5zoUQrQaJcOEABBJ5fh8/xNsuBoOVrdmTauSly/TYFkPHmdNSZcLuQ5BZ4nFTbgOoV6Li4vD9u3bkZys/QsEEcIVSoY1bNKkSWAYBrNmzVK7b/bs2WAYBpMmTVLZfvfuXfD5fAwePFhtn+joaDAMAzs7O+Tl5anc16pVKyxdulT583vvvYe5c+eq/MwwjNrt3diKt927d0/l2GKxGNbW1mAYBjdu3FCLa+bMmeDz+Th8+HAZz4Z2SskVYfTWuzj7LInrUGpNgViOFmk0s0RFpUjprbKqYmOoxIRrOTk58Pf3R0hICNehEKKV6B2+Fri6uuLAgQMoKipSbhOJRNi3bx8aNGig1t7f3x9z5szBrVu3kJiYWOIx8/Ly8Ouvv1Y6lunTpyMpKUnl9vPPP6vFu3PnTpVtx48fh4mJSYnHLCwsxIEDBzB//nwEBARUOiYuPYvPxpCNf+NZHbtQriJe0OhwhaVLFZAzBlyHoXP09RwQE0MvMm0glUpx8OBB/H0riOtQCNE6lAzXgjZt2sDV1RXHjh1Tbjt27BgaNGiA1q1bq7TNz8/HwYMH8emnn2Lw4MEIDAws8Zhz5szBb7/9htTU1ErFYmRkBAcHB5WbmZmZSpuJEyeqJe8BAQGYOHFiicc8fPgwfHx8sHDhQty6dQtxcXGViokrZ54lYvTWu3X2QrnyFEpodLiiWACFeo24DkPnsGjBdQjkP/ReFSHzYChYGdVxE1KMkuFaMmXKFJXR1oCAAEyePFmt3aFDh9CkSRM0btwY48ePR0BAANgSiljHjRsHT09PLF++vMZjbdu2Ldzd3XH06FEAQGxsLG7duoVPPvmkxPb+/v4YP348zM3NMXDgwFITeG1RXy6UqwgaHa64PD0PrkPQOclJ9lyHQN7RxbU1nKMNUfgkFWn+z6HQ8YWECKkplAzXkvHjx+Pvv/9GTEwMYmJicPv2bYwfP16tXXFiCQADBgxATk4Obt68qdaOYRisWbMG27Ztw5s3byocx59//gkTExOV2969e9XaTZkyRVnyEBgYiEGDBsHW1latXXh4OO7du4cxY8YoH+fOnTtLTOC1gUgqx+f76s+FcuUplMjRPJVGhysil+/KdQg6hc83QVgYTeGnLXxcvOETbqX8WRKVi9Q/n0KaXlTGXoTUD5QM1xJbW1tl2cPOnTsxePBg2NjYqLQJDQ3F/fv3MW7cOACAQCDAmDFj4O/vX+Ix/fz80K1bN3z//fcVjuPjjz9GcHCwym3IkCFq7caPH4+7d+8iMjISgYGBmDJlSonHCwgIgJ+fn/KxDBo0CDk5Obh27VqFY6otygvlntefC+Uq4sWrNFgpKGkpTxbPgesQdIpA0BI0xa12cLFzQsdoF7XtsvQipP0ZDHFU/btmgpB3CbgOoD6ZMmUKPv/8cwDApk2b1O739/eHTCaDk5OTchvLshAKhdi4cSPMzc3V9lmzZg06d+6Mb7/9tkIxmJubw9PTs9x21tbWeP/99zF16lSIRCIMHDhQbfYKuVyOXbt2ITk5GQKBQGV7QEAA+vTpU6GYasOz+GxM3/2w3tYHl6VIIkf7NBmC7Plch6LVsmDNdQg6JTOTRtK1gYWZOXqlNwFfVvIXXkWhDGn+z2E9tgkMm9uU2IaQuo6S4Vo0YMAASCQSMAwDPz8/lftkMhl2796NtWvXon///ir3DRs2DPv37y9xerYOHTpgxIgRWLhwYY3HO2XKFAwaNAgLFiwAn6+eKJ07dw55eXl48uSJyv0vXrzA5MmTkZ2dDQsLixqPq7Kuh6bi0z2P6n19cFlevEyDla0jMnlUO1KaDNas/EYEAMAwAoS+1sfbSw8JV4RCIforWkNYWM6ZHxmLjH0hsBzhDeN2VOdN6h9KhmsRn89XzvP43+TyzJkzyMrKwtSpU9VGgEeOHAl/f/8Sk2EAWLlyJZo1a6YyOluawsJCtcnXhUIhLC3V5wIdMGAA0tLS1GabKObv74/BgwejZcuWKtt9fHwwb9487N27F7Nnzy43Jk069zwJcw8EQyKnRLgsRVI52qdKEeRAbwmlSZcbch2CzhAKm6GggBJhLjEMg/7m7WAWW8EzPgog62gYFGIZTLs6azY4QrQM1QzXMjMzsxKTS39/f/Tt27fEUoiRI0fi4cOHePbsWYnH9Pb2xpQpUyASicrtf/v27XB0dFS5Fdco/xfDMLCxsYG+vr7afSkpKTh79ixGjhypdh+Px8Pw4cNLrXWuLYcfxmHO/ieUCFfQi1fpsGapdrg0aTL6olBRBfnll2IRzerh3Bb2sZWcG5sFck5HIvdKjGaCIkRLMay2XvZPSDXsuhONpadf0owRldS+pT2NDpfCgMfAXz6C6zB0QujriUhNpS+hXGnp6oP24Y7VOoZJN2dYvN+whiIiRLvRyDCpczZdj8CSU5QIV8XzV2mwoZklSiRSsBAJ1K/IJ6qEwoaUCHPI3cEVbd9Uf+aT/L8TkHkkDKyC3khJ3UfJMKlTfrrwGr9cDOU6DJ0lkirQNJUm4i9Nvj6tQlceqaQp1yHUW9YWVuiR7AVeDX2hLXyYgsz9r2m1OlLnUTJM6gaWxcnL17D5RsUXICEle/YyDbb02VeiXL4b1yFovbg4q/IbkRpnaGiIfmJf6Itq9sxO0fN0pO9+BYWEFuchdRclw0T3sSxwZi6G3P8YE50SuI5G54llCjRJodUSSpLNcyq/UT2mp2eNyEg6rV7b+Hw+/AzbwSRLM3OFi8OykB7wAgoRvS+QuomSYaLbWBY4/QXwKBCMtBBL85dirCOtMFddz16lwY5qh9VkMXZch6DVGLQEQK+b2tbLvh1sEtVn/alJkuhcpG1/TgkxqZMoGSa6S6EATn4OPN6t3MRICrC6cBlG2KdyGJjuE8sUaJxCtcP/lQn1qQ/Jv1JSqzeDAam8dq4t4B5pUit9SRPy344Qi6lkgtQtlAwT3aRQACc/A4L3qN3FiHPxq3gpBtmmcxBY3fH0VRrsaXRYRYbCmOsQtBaPZ4iwUPpIqU1eTh5oGWFbq31KYvOQseslWFrRk9Qh9M5FdA/LAqfnAE/3l9qEJ8rGRtky9LPJrMXA6haJTAHvZAnXYWiVNJlmT0XrMn19X0jo5VJr7K3t0DXeAwwHC+WII3OQsecVzTJB6gxKhonuufA/4In6iPB/8YoysIVdjh5W2ZqPqY56GpIOBxodVkqW0nNRmuwsd65DqDdMjE3QN88HAgl3r0dRaBYyD7ymeYhJnUDJMNEt11YA/2yucHN+QSp28n5EZ8scDQZVd0lkCnjS6LBStkwBGVM79Zm6hYewsEou/UuqRCAQwE/QBoa5mpk5ojKKXmQg67B2L8xx9+5d8Pl8DB48WGX7jRs3wDAMsrOz1fZxd3fH+vXrERgYCIZhyrxFR0dj6dKlyp/5fD5cXV0xY8YMZGZmqh23pGOsWbNG2eb48ePo1KkTzM3NYWpqimbNmmHu3LmaeGrIOygZJrrj9gbg1i+V3o2fn4S/BCvQxjxPA0HVfU9fpdHo8DsK9L24DkHrGBg0RU4OnTKvDX1tOsAyRY/rMJQKn6Qi+0QE12GUyt/fH3PmzMGtW7eQmJhYqX3HjBmDpKQk5a1z586YPn26yjZXV1cAQLNmzZCUlITY2Fjs3LkTFy5cwKeffqp2zOXLl6vsn5SUhDlz5gAArl69ijFjxmDkyJG4f/8+Hj16hJUrV0IqpYuZNU3AdQCEVMjDAODyD1XeXZCXgINmqzDC9Ds8z6OLoCpDKmfhmSRBsrP2fABzKU/PA+biJ1yHoVUKC725DqFe6OzaGi7hhlyHoabgfjIYPR4sPtCuFRrz8/Nx8OBBPHz4EMnJyQgMDMSiRYsqvL+hoSEMDf99vvX19WFkZAQHB/XlrgUCgXK7s7MzPvzwQ+zcuVOtnampaYn7A8Dp06fRtWtXfPvtt8pt3t7eGDZsWIVjJlVDI8NE+708AZz9utqH0cuNwVHj1WhiUlj9mOqZpyFpcJDT6DAA5PBduA5B60RFmnIdQp3X1MULzcK1d3W//NuJyLkYzXUYKg4dOoQmTZqgcePGGD9+PAICAsCymi/piI6OxsWLF6GvX7kLbh0cHPDy5Uu8ePFCQ5GR0lAyTLRb5A3g2HSArZlTsPrZkThp+gsaGolq5Hj1hVTOUu3w/8ti7LkOQasI9V2RmKi9NaN1gbOtIzpFu3IdRrnyrsch93oc12Eo+fv7Y/z48QCAAQMGICcnBzdv3tRIX8+fP4eJiQkMDQ3h4eGBly9fYsGCBWrtFixYABMTE5VbUFAQAGDOnDlo3749WrRoAXd3d4wdOxYBAQEQi8UaiZn8i5Jhor0SnwAHxgPymk3ChFmhOGf5K1wM6A2mMp6GpMGRaoeRBe0dneOCXN6c6xDqNHNTM/TObAK+TDf+9nIvRqPgYQrXYSA0NBT379/HuHHjALwtYxgzZgz8/f010l/jxo0RHByMBw8eYMGCBfDz81PWAr/r22+/RXBwsMqtXbt2AABjY2OcPXsWERER+O6772BiYoKvv/4aHTp0QGEhndHUJEqGiXbKeAPsGQVINHPRm0HGK1yyWQdHAxrtrCipnEWjRHq+MlgqCXhXQoIN1yHUWfr6+vBDawgLdOujOut4OERvsjmNwd/fHzKZDE5OThAIBBAIBNi8eTOOHj2KnJwcmJmZAQByctRnGsrOzoa5eeVWm9TX14enpyeaN2+ONWvWgM/nY9myZWrtbGxs4OnpqXJ7ty4ZABo1aoRp06Zhx44dePz4MV69eoWDBw9WKh5SObr1F0bqh/w04K/hQKFmV5AzSn+Gy7a/w1afrtStqKev0+BUz0eH0+U0hVgxgcAC4eFUIqEJDMOgv0UHmKXp4HXuchYZe0IgTeNmNFMmk2H37t1Yu3atygjs06dP4eTkhP3798PLyws8Hg+PHj1S2TcyMhI5OTnw9q7eRaHfffcdfv3110rPYPFf7u7uMDIyQkFBQbWOQ8qmg39lpE6TioAD44DsmFrpziTtMa46bkLPxM+RJaU/h/JI5Sw8EsRIdK2/K7GlSLmf31Vb8HgtwXKwAlp90N25DRwihFyHUWVskQzpO1/C7rOW4JvU7vvFmTNnkJWVhalTp6qN8I4cORL+/v6YNWsWpk2bhq+//hoCgQAtWrRAXFwcFixYgE6dOqFLly7ViqFz587w9fXFqlWrsHHjRuX2vLw8JCcnq7Q1MjKCmZkZli5disLCQgwaNAhubm7Izs7G77//DqlUin79+lUrHlI2Ghkm2oNlgROzgPgHtdqtWcp9XHfeAlOBrFb71VVPX6fDuR7PLJEqVUABSogBID3NiesQ6iRf16bwjrDgOoxqk2eKkPFXCFhp7c5B7e/vj759+5ZY6jBy5Eg8fPgQz549w4YNGzBx4kQsWLAAzZo1w6RJk+Dr64vTp0+DYar/Hjdv3jzs2LEDcXH/XlT4ww8/wNHRUeU2f/58AEDPnj0RGRmJCRMmoEmTJhg4cCCSk5Nx6dIlNG7cuNrxkNIxbG3MM0JIRVxdDgSt5az7DMee6BE7HQVy+o5YnrY+trhdj0eHtwnmw1j6huswOMUw+rj/z1iIRPQRUpPcHFzRJ9YLvDpUjmToawOrcU1qJMEkRBPoU59oh+B9nCbCAGCddBPX3XbCkC/nNA5d8PR1Olzq0Id1ZeXrNeQ6BM4Jhb6UCNcwKwtL9EyuW4kwABQ9S0fupdopfSOkKigZJpx7EJ2JNXfyoDCw4DoU2CVexTX3PdDj0Yd8WWQKFm7x9XdqulyBG9chcC4314PrEOoUQwND9Je0hL6obiXCxfKux6HgYXL5DQnhACXDhFPxWYWY9dcjbIl1wSTeKkjMuf+AdUy4iGsN94PP1G6dm64JDk2HSz2tHc7mOXIdAufCw7RvWWBdxePx4GfcDiaZdbsWPet4BEQR2VyHQYgaSoYJZwolMkzb9RAZBW/nrr2VaYHeOT8g26Ezx5EBrvFncMXzCBiGRohLI1ewcEuon6PDWajfc+saGDRGZib9bdSUXo7tYZNQD2rwi6dcS6UFJIh2oWSYcIJlWcw9EIzXyaqLasSLhOgYOxvhrqM4iuxfHnEncNHzBNdhaLXg0HQ0qIcXHGayZlyHwCmRiK5sryltXZvD440J12HUGlYkQ8aul1CIaPYeoj3q36cY0QrrLofh0quSl+wUK3joFz4CF1y+BMtwe9rQO+4wznqd4TQGbSZXsHBJKOI6jFqXrjDmOgROxURbcB1CneDp5IFWEXZch1HrZBkiZB4MBU1mRbQFJcOk1l1/nYo/rkeU225WREest10GVsjt8rfN4vbhuPdFTmPQZk9DM9CgntUOp8nq7wIt+vqOiI2lJKa67Kxs0S3eA0w9XbREFJKJvOtx5TckpBZQMkxqVUJ2EeYdCkZFBwQ2xDbEDL3VkJm5ajawcrSO3YWDXtc5jUFbyRUsXOJFXIdRq5KruYJ3epoMq1elYviwaAwaGIVp0+IQGlqx+usXL0To3y8SM2fEq2y/eiUP48bGYNjQaGz+M0M13mQpJk6IQ0FB9S8KZRUtqn2M+s7YyBh9C5pDIKmfiXCx3MsxEIVncR0GIZQMk9ojlSvw+b7HyC6sXCZxOd0KfvlLkWfXTkORVUzHuO3Y7RXEaQza6mlYBtzq0ehwvpyFhFe1i+jy8uT48stECATA6jUO8A9wwaxZ1jA1Lf/tOD9fjp/WpKJ1G9WZHHJy5Fi7Nh0zZlpjzU8OuHo1D/fuFijv/31DOqZNt4KxcfXf8pOS6t9p/ZokEAgwQL8tjHLo4xcskLn/NWRZ9evLNNE+9NdIas2qcyF4EptdpX3fFBqiU+KXiHEZUrNBVVKPuM3Y4XWX0xi0kVzBwrmejQ7n63tWab8DB7JhayvAt/Pt0KSJARwd9dCunRGcnPTK3Xf9unT07mMCHx+hyvakJCmMjXno1csETZoYoGUrQ8TEvv3See1aPvgCBt27V7/Omc83QVhY/fnSowl9bNvDMrn833V9oSiUIWNvCFgZTWVJuEPJMKkV558nYeft6Godo0DGR8+Isbjh+hlYcPeB3DfuD2zyfMBZ/9oqODQd7rL6kyjlCdyrtN/dO4XwbqyP5ctSMGpkNGbOjMfZs7nl7nfhQh6SkmSYMMFS7T5nZz2IxQqEh4uRmytHaKgYDRvqIy9PjsCdmZgzp2amghMIWkFOCzRWWSfXVnCNMuI6DK0jjc9H9tlIrsMg9Rglw0TjYjIKMP/Isxo73qTwbthivxSsHndX9A+KX4/fGj3hrH9tpGABx3o0OpzNd67SfklJMpw+lQdnZz2sXuOIDz4ww6aNGbh0Ma/UfeLjpdixPRP/+58t+Hz1LxympnzMX2CHn35KxeezE9CvnwnatzfC1i2ZGDrMHMnJUsycGY9pU+Nw62Z+leIGgIwMlyrvW981cfFE83BrrsPQWgV3k1D4LI3rMEg9VX8viSa1QiSV49M9j5Enrtk5JX+K8cIru1VYL/wJ/PzEGj12RTBgMTzhV4gaLsSiSLqgqNjTsHR4uLgiSlD1U575gVtQsHuryja+qztsdh0vsX3mvGmQPn2ktl2/YzdYrv4DAFBwcDcKDgYCAIzHToLx6AnKdtKQ58hdvxpWf+4Gw6/4W2I2U7XaWZZl4e0txNRpVgAALy8hoqMlOH06F/391GdOkctZrFqViomTLOHiWvrCDN26GaNbt3+/ID59WoTIKAk+n2ONiRPisGixHays+Jg9OwEtfA1haVm5aQsZRoCwUH0ANJNEZTnZOqBTdAOuw9B6WUfDoe9kAoENrW5Iahclw0Sjlp1+iVdJ5Z8CrorTqbaIMFmOozZ/wCj9qUb6KAsDFuOSfobYYxGWRTWt9f61kYIFHOIKEeVhUK3j8N0bwfLXLcqfGX7piZvFsrVgZf9elMnm5CBj+hgY9OwHAJC+CUN+4GZYrtwAFiyyF30J/XadodfQC6xchtx1K2H21feVSoQBIAvq5QoVYWUlgJubalLboIE+gm4VlNi+qEiBsFAxIsLF+OP3dAAAy7699e8XiZ9+dkTr1qrJg0TC4vcN6Vi40A6JCVLI5SxatnzbxsVFH69DROjcpXJnVoTC5igooES4ssxMzdA7sykE9aiEqKpYsRwZ+0Jg91krMAI6cU1qDyXDRGOOP4nH/vuanUcyJN8IncVf43yDfXBKuKDRvkrCsHJMSlkNsdt3WBPjXev9a6On4RnwaOCKKH7VR4cZPh98q4rVufLMzFV+Lrh2EYyBgTIZlsdFQ6+hF/TbdAAACBp6QR77dlvhwV3Q820DvSbNKh1juqJqq4Y1ay5EXJzqjCrx8RLY25f8dmxkxMP2HarlCadO5SL4SRF+WGIPBwf1/fbuzUL79kbw8hYiPFysUucrl7FQVOFXk5/fqPI71XP6+voYgNYwKKDErqKkiQXIPhMJy2FVu0CVkKqgv1CiETEZBVh8/EWt9JUjFaBr5Cf4x3V6rfT3X4xChplpKzGvAV0AArwdHbaPLazWMWQJsUj7sB/SP34fOSsXQZ6SVOF9RedPwKCXHxjDtyOhAg9PyOJjIE9Jgjw5EfL4GAg8GkGWEIeiC6dgMmV2lWJMkwvLb1SCkSPNERIiwr69WUhIkOLq1XycO5uHoUP/XeJ5x45MrFmTCgDg8Rh4eOir3CwseNDXf7vd0FD1bTwmWoIb1wswcdLbkesGDfTAMMD5c7m4d68QsbFSNG5c+dgjwuv3qnuVxTAM+lm2h1kajTlVVsG9JBSFZnIdBqlHKBkmNU6hYPH1oacolNTeZecsy2BMeC8EOn4PVlC9U/RVwSik+CLjR3zqGl3rfWujp+EZaFjF08J6TZvDfP5yWKzZBNO5iyBPSkDml1OgKCy5jOBd0pAXkEVFwHDQcOU2gVtDmEz9HFnffoqs+Z/BZNocCNwaIm/dCpjMmAvJgztInzIKGTPGQlJC7XFpUqRVe/ts0sQAy5bZ49r1fEybGo+9e7Lw6WfW6NP333rhzAwZUlMrX2fPsix+W5eGTz+1UibJQiEP8+fb4q+/srH21zTMmWMNG9vKJWhCYUOkpVGJRGV0c2kDx5jafy+qK7KOhENRyTnpCakqhqXFwUkN23zjDX668Jqz/sc4JmO1eDV4hbV/ZTIrMMQK86XwT+B2xTxt0MrLGvcaVj8ZUOTnIX3cIJh++pVKkluS3N9WQPrqGax3HCqzXdHFUxD/fQOm8xYjY+IwWG3eA0VaKnJWLYLN3rNg9Eu/UK0YD8AujAOPlVTm4egkHvM+bt6sWo10feTr2gQdwqs22wj5l6GvDaw/ousxiObRyDCpUa+Tc7HuchinMRxMcsAo+UqIrGr/TZSRFeG73OX42LH2Z7jQNk8jMtCoBi4a4pmYgu/SALKEsuvP2aIiiK5fhOHAYWW2U+RkoWD3Nph+sQDSkOfgu7hB4OIG/dbtwcpkkMXHVCguBYACvfpRRxsbS4lwRTWwd0G7SCeuw6gTip6lo/ApTbdGNI+SYVJjJDIF5h18Comc+5WEHueYoHv6QqQ59a71vhlpAVYULsMoh5Ra71ubsCxgG1tU7eMoigohT4wH37rsC+pENy+DlUhg0HdQme3yNq2F0ciPwbe1BxQKQP5OOYJcjspcXZZXD5JhPT1bREXRCcSKsDK3xHupXuDVo6XJNS37ZATkuXX/7AvhFiXDpMZsuBqGEA1No1YVaRI9dIqagmDXCeU3rmGMOA+/FC3FUPvUWu9bmzyNyIBnJUeH8zb/BsnTh5AnJ0LyIhg5P3wF8Hgw6D0AAJCz+jvkbf9dbb+i8ycg7PYeeOYWpR5b/PAeZPExMBw2BgCg16QZZLHREP/zNwrPHAV4fAhc3Socay6/PixC4QtwuOKjrjAwMEB/aUvoF9HHak1SFMqQdZTbs42k7qO/WlIjHsdmYctN7ZtNQc7yMCx8AA46LQTLL78OtCYx4hyskyzHANuMWu1Xm7AsYB1TuZkl5OkpyFnxP6RPHIac5QvAmJnDauNu8CzeLlIhT02GIjNdZR9ZbDSkz5/AcGDpNcWsWIS839fA7KvvwPDevvXxbe1hOmc+cn9eioI9O2C+cDkYYcXrnLN5DpV6bLooNaXuP8bq4vF46G/SHiaZlVvIhFSMKDQL+f9UfEYZQiqLLqAj1VYkkWPQ70GISi//an8uTXRKwJKi1eAV1e6UPQojG0xjluFaRv2su2QYwKW3K8KrsSqdthpvnoSB2Z9zHYbG8HhGuHN7JKR0UX+Zert0QMMI9dUDSc1h9Pmw/7I1BNa0Oh2peTQyTKpt9fkQrU+EAWBXojPGsasgsfSq1X55henYjuXoaplTq/1qC5YFrKK1//VRFRmsWfmNdJi+ni8lwuVo49qcEuFawErkyDwcBlZB43ek5tHIMKmWv8PT8UnAP9ClV5GjgQRnHf1hlRRUq/3KTJ0xTvI9HuTU7QSqNK596t7ocHtjBebmf8h1GBpTVDQGDx9UvrwoNzcXV65cQUREBKRSKaysrDB06FA4OZU/y0JsbCwCAwNhZ2eHWbNmKbc/e/YMV69ehUQiQatWreDn56e8Lzs7G3/99RdmzJgBobBqi6FURSMnd7wX1RAMSzXVtcV8kAdMe9SHWn1Sm2hkmFSZSCrHwmPPdCoRBoAkkT46xsxCiOvYWu1XkJeA/cKVaGWWX6v9aou6ODqcKqvLq4vxEBZa+cSyqKgIAQEB4PP5+Pjjj/HZZ5+hf//+MDAovxZbJBLhxIkTaNiwocr2wsJCnD59Gv369cP48ePx7NkzhIX9e1HV2bNn0bdv31pNhO2sbNAtgRLh2pZzKRrSlLr3XkK4RckwqbINV8MRn1X9qbO4IFUwGBg+BKddvgbLq72ERpAbh8OGq9HUpHrLFeuip28y4V0D8w5rkxSpjn0TrAQDAx/k5lb+8d2+fRvm5uYYOnQonJ2dYWlpiUaNGsHKyqrcfc+cOYPmzZvDxUV15C8rKwtCoRDNmzeHs7MzPDw8kJb2dv7Z58+fg8/no2nT2ptX3NjICH0LWkBPXLdezzpBxiLrRATXUZA6hpJhUiXhKXnYEaR9s0dU1pyItvjZ+kewQvNa61MvJwonTX+Cl7FufpGoDououjWiI1KwEPHr5kpjhQVVq60PDQ2Fo6MjDh8+jF9++QVbt27Fo0flL3P95MkTZGVl4b333lO7z8rKClKpFElJSSgqKkJCQgLs7e1RVFSE69evY+DAgVWKtSr4fD78hO1glEMfn1yRROWi4FH9nsed1Cz6ayaVxrIsFh9/Aam8boyKbY5zw2T+KkjNPWqtT/2scJw2/wXuhqJa61MbPIvMQmNp3XrbydevmwtvREZW7aKwrKwsPHz4EFZWVhg/fjzatWuHCxcuIDg4uNR9MjIycPXqVYwYMQI8nvrrw9DQEMOGDcOJEyewfft2tGzZEp6enrh06RI6dOiA7OxsbN26FX/++SdevXpVpbgrqo9de1gl6Wm0D1K+nPNRUBTJym9ISAXU5YI3oiGHH8XjfnTtTk+maTcyLdHH8Hucsd8Ks5R/aqVPg8zXOG/9G/pmfI0EUe3VOnLNLCof8DbiOowakydwQ9lr4+keoX4DJCVV7csuy7JwcnJCnz59AACOjo5ITU3Fo0eP0KpVK7X2CoUCx44dw3vvvQdra+tSj9u0aVOVUojo6GikpqZi0KBB+P333zFy5EiYmJhgx44dcHNzg7GxcZXiL0tH11ZoEF7zxyWVp8iXIudiNCyHeXIdCqkD6tYQDdG4rAIJVp8L4ToMjYgtMkDH+M8R6Tqi1vo0zHiBS7YbYCesP/NXPY/KQpM6NDqczat7ZRIyebMq72tqagpbW1uVbTY2NsjJKXlqQYlEgsTERJw7dw7Lly/H8uXLcfPmTaSkpGD58uWIiopSj08mw7lz5/D+++8jMzMTCoUC7u7usLGxgbW1NeLj46scf2kaO3uieUT5dc+k9hT8kwRJfB7XYZA6gEaGSaWsOheCrMK6m7gVyfnoHT4KO7yc0Sd+ExhW81OBGacF46r9H3gveQ4yJPXj9KtpHRodzmJsy2+kYxLiqz7W7erqiowM1VUXMzIyYG5ecl2+UCjEp59+qrLtwYMHiIqKwujRo2FhYaG2z61bt9CoUSM4OjoiKSkJCsW/f6dyuRw1PWOoo40DusQ2oJkjtA0LZJ2IgN1nrcDw6HdDqq7uDM8QjbsflYkjj2t+xEUbTQvvjN9tl4PVN6mV/kxTH+Ka42aY69WPGrjnUVloKq0bH16ZsOA6hBolEFgiIqLqyWSnTp0QHx+PoKAgZGZm4vnz53j8+DHat2+vbHPlyhUcP34cAMAwDOzs7FRuxsbGEAgEsLOzg76+6jzHaWlpePnyJXr16gXg7agzwzB4/PgxwsLCkJ6eXqH5jCvK1MQUfbKbgl9HXq91jTQ+HwX3aalmUj00MkwqRCpX4LsTz3VuTuHqWBfbECG2q7FR+BMEeZr/EmCecg/XnQXoHj8TBTK+RvrIuXcY2Td3wbTtEFj1nVFqu9wHJ5EXfA7y3DTwDM1g1LgrLHtOBCN4m5jkv7yO7Ju7wEqKYNyiL6z6TFfuK8tJQcrB7+E4cT14wtJHf40jC4DGuj86nK6oWzWkPF5LsNUYAXV2dsaYMWNw9epV3Lx5E5aWlvDz84Ovr6+yTX5+fqllE2VhWRanT5+Gn5+fMknW09PDsGHDcO7cOchkMgwaNAhmZjWzsI2enh4GMG1gkE/jRtos50IMDJvbgG9S+QViCAFoBTpSQZtvvMFPF15zHQYnvIyLcNxqE0zSHtdKf2lOvdAjZgqK5DWbEIuTwpB28ifw9A1h0MC31GS44NUNpJ/bAJtBX0Lo3BTSzARknFsPoybdYdVnOuSFOUjYPBnWg+ZCYOGA1CPLYD3wSxh5dgAApBxeAlNfPxg17lJuTA17u+CVnm6/BTUxZPB9Ye3VmWtaTs5HePZUM1/GdAnDMBho1wVOMeUvFkK4Z9TGDlajG3MdBtFR9HWXlCs1T4Q/roVzHQZnwgsM0TFpHuJc3q+V/mwTr+O6+24IeTVXr6yQFCH99K+wHjAHPIOySz/ECSEwcGkKY5/3IDC3h6FHGxg17QFJ0tvXgCw7GYzQCMZNe0Do6A2DBr6QZsQBAApe3QTDE1QoEQYAo0jdX40vpQ6dPmcYfYS+pkQYALq6tKFEWIcUPk6FOLLyZxsIASgZJhXw26UwFErkXIfBqQIZH90jPkKQ6yyw0Hzy45BwGVcb7oMer2ZGTTMvb4Zho/YwdG9Vbluhc1OIk99AnBgKAJBmJ6PozUMYNmoHABBYOYOViiFJeQN5UR4kSWHQt3WHXJSP7KA9sOo3q8JxvYjOho9Et9+GsmQKyJjaqS3XNKGwJcRirqPgXguXJmgSbsF1GKSSsk5GgJVr/qJnUvdQzTApU1hKHg4/qh8XzVXEJ+E9sNjdHtMyfgEj1eySyi7x53CloQC934yGnK16wljw6iYkyW/gOHFdhdob+7wHeWEukvcuAMACCjlMWg2EeefRAAC+gQlsBs9D+pnfwMokMG7eG4YN2yL93AaYtnkfspwUpB79EVDIYN71Ixg36VZmf4aReUAT3a67LdD3grn4CddhVFtujjvXIXCugb0z2kfV3AV4pPbIUgpRcD8ZJp3p90cqh5JhUqZV50IgV+h2TWdNWxndGC/tV2GtbA34Bcka7cst/hQueuqhX8SIKl3UJMtNQ+bV7bAf86Py4rfyiGKfIefeIVj1/xRCp8aQZSUi88p2ZN/eD4uu4wAARt5dYOTd5Z19nkOaFg2rfjORuG0GbD74FnxjSyTt/goGrs3BN7Yotb+XMdlo1tAUL/V1d0QnT+BeB5JhBmFhRgB09/dQXZbmFngv1Rs8ed0pfalvcq/GwqiNPXhCKvchFafb5yeJRv0dno4boWlch6GVTqTYYZjkRxTZNNd4X55xR3He81SV9pUkR0BRmI2kwC8R8/MQxPw8BOK4F8h7dBoxPw8Bq1Avf8kO2gOTZr1h2tIP+rbuMPLuAoueE5B77wjYEuZdZmVSZF7aDCu/2ZBlJYFVyGHQoAX0rF2gZ+UMcVJouXEaROr2xPk5fBeuQ6g2A4PGyMqqv4mwgdAA/aWtoF9EH4u6TJEvRX4Qnc0klUMjw6RECgWLVXV0pbma8jzPGF1E83G+wR44JFzSaF9N4g7itLcePggbVKn9DNxawnHKRpVtGec2QM/aBWYdR4LhqY+esFIxwKiOjDHM/ycILIv/lkzn3DkAg4ZtIHTwhCTlDfBOgs0qZICi/ATrZUw2mjc0wQt93TwLkc1z4DqEahOJ6u+V+DweD/1N28E0nkYT64K8oAQYd3KkqdZIhdFXYFKiY08S8Copl+swtF6WVIDOkRPx0HWyxvtqEbsHR7yvVGofntAI+rbuKjdGTwiegSn0bd0BAOln1iLrZqByH0PPDsh7cg4Fr26+vXgu6gmyg/bA0LODWvIsSY9FwesgWHQbDwAQWLkADA95Ty+h8M0DSDPioe/oVaFY9d/o7uhwJnR/md7oqJJXiKsPejq1g128kOswSA1hxXLkXYvjOgyiQ2hkmKgRSeVYe6n8U9vkLZZlMCq8H1Y0dMLHKb+CkWvucvx2sQHY5yXAR+Hv1dgxZblpAPPv92LzLmMBMMgO2gN5fgZ4huYw9OwAyx6fqOzHsiwyL2yEZe9p4Om/nYKKpyeE9aC5yLy8GaxcCqt+syAwrdjSvq9ic9C8kalOjg5nsqZch1At+vpOiIvTvee9JrR2bYZG4br9+yPq8v9Jgkk3ZwisaHo8Uj5adIOo2XQ9Ar9cpGS4Kj5yTMIK8WrwCtM12s8119mYEt5Vo31woamrOZ746N40Za2NWXyTP4rrMKpMIOiP69fsuQ6j1jV0dMN7MY3AU9AFc3WRUStbWI1twnUYRAdQmQRRkZ4vxuYbb7gOQ2ftS3LEKPlKiKw0+wbcO24Ttnr+o9E+uBASl4MWOjjvcIpUt2tNkxLtuA6h1tla2qB7IiXCdVnh0zRIEnV/YR+iebr3qUM0auO1COSLZVyHodMe55iiR8b/kObUS6P9+MVvwO+ejzTaBxf4EbpXq54mZWtlMRZN4PPNEBamm7FXlZGhEfoVNoeeuH497nqHBXIuRHMdBdEBlAwTpdQ8Efbfj+U6jDohVayHTlFT8bzBeI3280H8b/i50VON9lHbXsflwFfHkhQpy6JIz53rMKpEIGhZkQk/6gw+nw8/g3YwytHt0XxSMeKwLIjeZHMdBtFylAwTpa03IyGW1aNPRQ2Tszx8EDYIR53ng+XpaaQPBiw+TPwFP3q81MjxucKL0L2ZJfL1GnEdQpVkZOj+HMmV0ce+PayTNPP3SLQTjQ6T8lAyTAC8rRXe9w+NCmvC129a4UfLFVAYWGrk+AyrwPjkNfjOve5c9Pg6PgctdWx0OFfQgOsQKo1h9BD6uv4khh1cfdEgUreX/iaVJ43LQ+FzzV7UTHQbJcMEALD9ViSKpOqrkZGaEZDgik+YVZBYaGb0kGHlmJq6Et+4RWjk+JzQsdrhbJ4T1yFUmlDYHIWF9WNCocbOjdAiomLT/JG6J+8aDfaQ0lEyTJBZIMFf92K4DqPOu51ljl7Z3yHLQTNTojEKGWanr8CcBlEaOX5tC43PRSux7rxFZUH3Eq38vIZch1ArHGzs0SXWDQyrW2cbSM2RJhWgKCSD6zCIltKdTxqiMTuCIlEooVHh2pAgEqJT7KcIdR2tkeMzcgm+yvwRM13qxiiIIjyH6xAqLAO6t4JbeHjdLxkwNTFFnxwf8KWUCNd3eddpVTpSMkqG67mcQil236VR4dokVvDgFz4M51zmgWVq/op2RibCwpzlmOiUUOPHrm1hCbloJdKNJCZDbsR1CJUiFHoiPb1ul0jo6enBj98Ghnn0UUcASWweRBHZXIdBtBC9Q9Rz/n9H0rzCHPksoj3W2vwIVvh2KdhbMTJ8sL8QTmvzwCzLxYnX0nKPIZaxWHxVBLf1eRCuyIX7+jwEPJGAkRZiaf5SdMy9ioRtMxC77kOkn1kLVv7vMRXiAiRsmwFZTqrGHmNNUITrRu1wqly3LkSTSOr+ylx9rdrDIkXAdRhEi+RdrxtnzUjNomS4HssVSbHzTjTXYdRrG+PcMU2wGlIzNxRIWLS052HTIIMK7z/6SBGuRsnhP8QQoZ+bYP9IQzS2fvtnzYrzcW3XBnTp3h0O43+FOCkcecEXlPtm3QiEaauBEJhr9+pjYYm6MTqcItH+GN8VF2vFdQga1dW1DZxjDLkOg2gZcVQO8mPSuA6DaBlKhuuxwNvRyBPRqDDXrmZYwS9/Cbp27YIVvQ0wvGnFRhgvRMhwM1qGcx8boW9DAdwteOjsKkDXBm9HwtILWaQXKnC+3R0M8zGGkVdHSDPiAQCi+BBIksNh2m6Ixh5XTZLrQO1wnlwBKU83Ekw9PVtERdXdOcWbuTRG03DNTGVIdJSAgchJiqDC47h6eCvX0RAtQ8lwPSWWybGLRoW1RmShATonfIkol2EV3udUqBTtnPj4+bYYzr/lwfuPfHxzSYQi6ds6UFsjBo4mDK68SsfPhUtgkPwU+nbuYOUyZF7aBCu/z8HwdGMVrvDEPLTWgdHhfH0vrkOooJaAji4fXR5XO2d0iHLmOgyiJRghD3lOBbicvhsnb/+GxKQwvHl4H5mJun9NBak5lAzXUyeDE5FRIOE6DPKOAjkPvSJG45rr5xVqH5mlwN+xcrxIVeD4GCOsHyDEkVdSfHZOBABgGAaHPjTEj7fEaPFbLEY6pWLQe+2Qc+8wDBr4guHrIXnPt0jYPhO5j05r8qHVCGmY9o8O5wrcuA6hQlKS7bkOQSMszCzQK90bfHndTPRJxTHGAmQ6ZOB03Bacu70RmVmJyvtYVoFHZ45zGB3RNnRlQT2183Y01yGQUkwJ7wIAYPkGAEqf8k7BAgwD7B1hCHMDBgAfv/kBow4V4c9BBjDUY9CtgQAPppso9wnJWo4TIYWwnLARKfsWwrTtEBg2bIvEgNkwcG0OfTsPDT+6qotIykMbb3M8NtDeGRBy+Nq/tDGfZ4TQ0Lo3DiIUCuEnbwn9wrr32EjFMeYCJOnH4O6To5BIi0pt9+rWNXQZ/TGMLaichtDIcL10900GQpJ04wr9+myb/njITEs/3etoyoOzKfP/ifBbTW14YAHE55ZcD/rZoVjsHqKHlqa5kKS8gVGTruAbW8DAtTlEcS9q+iHUOImWjw5nM9o/4qqn1xKyOnapAMMw6G/WHqYZNL5TXzHWeoixCMehZ2tw8/6eMhNhAJBJJXhy4UwtRUe0HSXD9dDO23VjhbK67lGOGd4vWoYC21Yl3t/VlY/EPBb5kn9HSsMyFOAxgIuZ+p+2/2MJrAwZDG+QC3+9tW83Kt6OPLMKOaDQ/guqIpLy0LZIe0+BZ0L7R5myshpwHUKN6+ncDvZxQq7DIFywEyDU6AkOPFyBe0+OQaGo+AJSTy+dhVQk0mBwRFdQMlzPxGUW4kpICtdhkBIoJEWQpERCkhIJAJDlpODZm2S0ef0J4l0G4X9XRJhw/N/Rjo9a6MHaiMHkk0V4lSbHrRgZvr0sxpRWejDUU00YUwsUWBEkxh8D307bZieLRxN7IfSfHoE4IQSimKcQujStvQdbDaKwbK5DKFWGwqT8RhxiwEdoWN1KGlu5+sAzwozrMEhtYgC5I4Ongr9x8J+VCH55qUqHERXk41XQ9RoOjugiOqdUzwTeiYZCe0su6zVJcjhS9i9S/px1bQcAILd5H3Qznodm7HMU5LxW3m+iz+DyJ0aYc16EdtsKYG3EYLSPHlb0Vk92vrwgwtedhXAy/ff7764PBJhw6jTS752HWYcREDp6a/DR1Zw3yflo29gCj7SwdjhNrt2JptDAB3m52ve8VZWHoxvavHHgOgxSW3gMJA5yPI69iJg7z2rkkM+uXEDLfgNr5FhEdzEsy9add0ZSpgKxDJ1WX6W5hXXYDx4hmJz2KxhZ2fVwlSGy9kH/zG8QW1TxxT641tDeBK9amr29glCL2OnxsE4ynOswSiWXD8ed29o9el1RNpbWGJzlCz0RneCs8/R4KLQtwj/hJ5GaWvNlfh+v/A0OnroxGEA0g95F6pEjj+IpEdZxy6Oa4luTVZAb19yqcQYZr3DBej0cDXRnqr3IlHy008IkKF2qgILR5zqMUkW+MeU6hBphZGiEfkWaSYST8tLwxekf0WLD+/Bc2xd9/SfiadLrMvcJfHwMvbaPh+favui5/WMceXFB5f5bUQ/QY9tHaLpuAL48swKSd5ZFzxXno8e2jxCfk1zjj0XXMQZ85Drm4kJKAE7fXq+RRBgAnl45r5HjEt2hfZ8mRCNYlkUgLbJRJxxJtsdw6QoUWTersWMapT/DZdvfYasvLb+xligMzQajZSe2FAAK9RpyHUaJhEI3JCdr1/NVFXw+H36GbWGcXfMfX9miPIzYMxsCngC7P/wZ16buxve9Z8PcoPQvEbufnMBPN7dhXrfJuDp1N77qOgXfXV6HyxG3AQAKVoE5p5djfKuhODF+M54lvca+4FPK/Vff2IrxrYbCxZzKPYoxJgKk26fhVMxGnL+zGTk5mr3O5fWdWxAXFmi0D6LdqGa4nrgRmoaodPpjryue5Zqgm2g+zrrsgUPi5Ro5pknaY1x13ISeiZ8jS6r9bw1vR4ct8MBQuxK8PL2GMJGUPZLIBZm05r48cam3fTtYR2pm9H3zvb1wNLPDb4P/p9zWwMKpzH2OvbiIj1sNwZCmfQAAbhZOeJocgs339qGfZ1dkFuYgsygHE9oMg4FAiH5eXRGeEQMAeBj/HE+TX2NFv7kaeTy6hrHQQzz/De4FH4VMVntnqmRiMV4FXUdrv/drrU+iXWhkuJ448CCW6xBIDcuQ6KFz1CQ8bjCpxo5plnIf1523wFSgG+U0+a+1b3Q4l+/KdQglio+35jqEamvfwBdukZqreb4ccRu+Do0x68QPaPXHEAzYORX7gstenVEil0LIV03ODQRCBCeFQCqXwdrIAnYm1rgV9QBFUhHuxz1DU7tGkMplWHTpN6zx+wZ8HVkWXVMYGz1EmoXgYPAq/P1wf60mwsWeXblQfiNSZ1EyXA9k5Itx7XUq12EQDWBZBiPC+mO/0//A8mtmtMwi+Q5uuPrDmK/98w5HpWpf7XAWz5HrENQIBJZ484brKKrH26khfMNtNNpHbHYS9jw5CXdLF+wZ/Ss+aT0UP1zdgMPPS68p7eHRAQeencGz5FCwLIunSa9x4NlZSBUyZBZlg2EYbB66DBvu7EYf/wloZu+FMS0GY9O9vejSoDWEfH0M3/MZem7/GIGPjmr08Wkb1p6PVwYPcODBCjx4egosy917TnpsNBLDQjjrn3BL+8+Fkmo7EZwIqVy7Rs9IzfpfZAu8clqJZUVrwCvKqPbxrJNu4rqbAD1jJqFIrt2jVnmvs8C0MgerJTNLZEP7RmB5vFbQsgH0SnGwsUfXOHcwrGZ/xwpWAV+HxljYcwYAoLm9N0LTo7An+BQ+bFHy9FtfdpmItIJMDP1rFlgWsDG2xKjmftj8z37wmLdf1Dq4+OLsxG3KfSIz43D05QVcmOSPUfvmYErbUejVsBP6BkxER9dWaGrXSKOPk1MMIHMEniVdR/i9+1xHo+LZlQtw8taN+dZJzdKuIRWiEYcfxnEdAqkFfyU6Yyy7EmLLxjVyPLvEq7jmvgd6PO3OoqJTC9CuSHveyjJY7VsAIi217LpXbWZqbIK+OT7gSzX/ZcfOxBpeNu4q2zyt3ZCQW/oFXIZ6QqwdtBBhX13G3VkH8c+nh+Fi7ggTfSNYG1mUuM/Ci7/i+16zoWBZvEgJx/tNesHG2BKdXFvhXlxwzT0gbcJnIHaW4W/xKRy9/RPCI7UrEQaA0Lt/Q1SQz3UYhAPa8wlCNOJFQg5eJ+dxHQapJfezzdAz83/IcOxZI8dzTLiIaw33g89od8lE3ussrakdTlcYch2CCh5PiNBQ7R7dL42enh78BG1hkFc7H1XtnFvgTabq4EFkZhxczOzL3VePL4CjmR34PD5OhVxFn0ZdlCPD7zrw9AwsDEzR36sb5P9fFiBVyJT/yiuxnLAuYPR5KHAqwtXsfTjx91okJGhvKYJMIsarW9e4DoNwgJLhOo5GheufZLE+OsXMwEvXj2rkeK7xZ3DF8wgYRjuSzZJEpxWgvZaMDqdI9bgOQYW+ni/EYu393ZWlr3V7WKTUXjXftPYf4kniS/xx9y9EZcXj+KvL2Pf0NCa2+XchlTU3t2LumZXKnyMz43Ds5SVEZcbhSeIrfHZyKULTorCg53S146cXZOH3u7uxvO9cAICFgSm8rN3g/+AwHiW8wO2YR2jn0kLjj7M2MIZ8ZDtm42zidpy5/TvS03XjIm66kK5+oprhOkwsk+Pk00SuwyAckCoYDA5/H+s9nTA0cT0YRfVmh/CIO4GLnnroH669q6tlh2SB18YcCo5rh1Ok2pV45uR4cB1ClXRxbQ3n8NodZW/l2BTbh6/EmptbseH2LriaO2Bp7zkY3qy/sk1KfoZK2YRcIce2+wfxJjMWejwBOru1xonxf8LVXP1CyiVXf8eM9mPgYPrvhYBrB/0PX51dhYBHRzGrwzi0ctTtmlXGVIAUw3jceXoEYpHuTeeZER+L+Ncv4dKkbkxFSCqGlmOuw84+S8LsfY+5DoNwbIZLLBbmrwFPlF3tY710/QiDw7V3Ls6W3VzwjzH3b2n+vM9hIE/iOgwADJ4/m4DsbO0uc/kvHxdvdInQzinqSMkYKz3EIhT/BB+HXK4bUzOWpmW/geg7bTbXYZBapB3nFYlGHH5EJRIE2BbfAJN4qyA1r/7KaM3i9uG498UaiEozsl5ngqcF3+/z9T25DgEAYGDQROcSYRc7J3SMduE6DFJRtgJEmD7HgccrcefRYZ1PhAEg7J87UNSx2m1SNkqG66iUXBGCwtO5DoNoiVuZFuiV8z2yHTpX+1itY3fhoJd2XmQSm16I9oXcv63lCdy4DgEAICry5jqESrEwM0ev9Cbgy7RjmjxSOoUDD8/17+Lg/ZV49OwcdHruvv8oys1B7ItnXIdBahH3nxpEI44/SYBcUXfenEj1xYuE6Bg7G+Guo6p9rI5xO7DbK6gGoqp5mSHcjw5n85w57b9YVJQF1yFUmFAoRH9FawgLKRHWWjxA6sTiPnsJh++uxqvQW1xHpDGhd7Tz/Y1oBiXDddSZZ3ThHFEnVvDQL3wELrh8CZap3nRbPeI2Y4fX3RqKrObEZRSiA8ejw9mMLaf9A4C+vjPi43WjRIJhGPQzaw+zdN2cAq7OEzAQOUtwq+AYjt3+GVHRT7iOSOMi7t+BXKb7JR+kYigZroPiMgvxIiGX6zCIFpsV0RHrbZeBFZpW6zh94/7AJs8HNRRVzckIyQQf3I0OZ8KCs76LKeTNuQ6hwno4t4VDnJDrMMh/MEIe8pzycTl9N07+vQ5JyeFch1RrRAX5iHle95N+8hYlw3XQhRfJXIdAdMCG2IaYobcaMrPqXbU/KH49fmukXR8acRmFaF/A3dtbusKYs76LJSZyPzpdES1dfeAVYc51GOQdjLEAGQ4ZOB23Bedub0JmVv0800ilEvUHJcN10LkX2jClE9EFl9Ot4Je/FHl27ap8DAYshif8ilUNn9dgZNWX/oq70eE0GbejnAK+GcLDtb/21t3BFW3fOHAdBvl/jLkekm3jcSz0N1y5uwMFBVlch8SpiAf3IJNKuQ6D1AJKhuuY5BwRguOyuQ6D6JA3hYbolPglYlyGVPkYDFiMS/oZSzy0Z6nV+MxCtC/gJiFMkXKbiPIFraDQ8nJhawsr9Ej2Ak+h/Ul7XcdY6yHaIgyHnq3Gzft7IZEWcR2SVpAUFSI6+BHXYZBaQMlwHXPhRVJdmuGG1JICGR89I8bipuunYFG15IRh5ZiUshoL3cJqOLqqS3uVCT4HfxCZMgXkjFGt91ssI107ZrMojaGhIfqJfaEvokSYS6w9H6+NnuDAwxX458lxmlu3BKF3qVSiPqBkuI45T/XCpBomhnfHVvslYPWqlsgxChlmpq3EvAaRNRxZ1SRkFnE2Opyv78VJvwyjh9ehepz0XRF8Ph9+hu1gkkUzR3CCAeSODJ7wb+HQvVV4+vIS1xFptTeP7kMqEXMdBtEwSobrkPR8MR5EZ3IdBtFxa2K88YXhashNHKu0P6OQ4ouMHzHbNbpmA6ui1FeZEHAwOpwn8Kj1PgFAKGyBokLtPT3Uy74dbBL1uQ6j/uExkDjJcVdyFkfurEFYhPZNi6iNpKIiRD3WvhlzSM2iZLgOufgyGbTOBqkJp1Nt8b7oRxTa+FZpf0YuxjdZP2KqM/dLgidmFaF9fu2PDufwuVlSOC+3+stua0o71xZwjzThOoz6RY+HQmcRruUewPHbvyI2/gXXEemc0Lt/cx0C0TBKhusQmlKN1KSQfCN0TvkGic4DqrQ/IyvCd7nL8YlTQg1HVnkpIbU/OpzD42aWhIgI7qd1K4mXkwdaRujGdG91AWPAR45jLi4k++P03xuQlhbNdUg6K/rpYyjkVE9dl1EyXEdkF0pw900G12GQOiZHKkDXyE/wj+v0Ku3PSAuwPH8ZPnTg9osaF6PDmbCq1f4AwEDohfR07ZtGwt7aDl3jPcCwdMGcpjEmAqTbp+JE9EZcuLMZObmpXIek8yRFhUgM056ZckjNo2S4jrgVng4Z1UgQDWBZBmPCeyHQ8XuwAoNK789I8vFz0TIMtef2Qzn5VSb0avFPJIOt3up+VSEWN6n1PstjYmyCvnk+EEgoEdYkxlIPCdYxOBLyC67e2wlREa1CWpOin2rXwkKkZlEyXEcEhaVxHQKp45ZGNcVC01VQGFX+VDcjzsE6yXIMtE3XQGQVk5RdhPb5tddfutyw9jr7f7GxlrXeZ1kEAgH8BG1gmEszR2iMjQCRZq9w8Mkq/P3wAGQyCdcR1UnRTx9zHQLRIEqG64i/I7hLMkj9cTDJAaPkKyGyalrpfXlFmdgkX47e1tytapX4MqPWRodTpLWbAOrp2SE6WrvODvW16QDLFO2d5k2XsfZ8vDS4j4MPVuLB09NgWe0rj6lLUqIiUJibw3UYREMoGa4DwlPykJQj4joMUk88zjFB9/SFSHPqXel9eYXp2I7l6GbFzYdKco4IHWppdDhVylZ5AZOqaVmLfZWvs2truETX/uh4ncYAMifgEa7h0L1VeBFyneuI6g+WRcwzKpWoqygZrgNuhdOoMKldaRI9dIqagmDXCZXel1+Qgl28H9HBgpuaxvhaGh2WsiyKBG6a7+j/JSfZ1Vpf5Wnq4oVm4bV/AWGdxWcgcpLhb9FJHL39EyKiaN5bLlCpRN1FyXAdEBRO9cKk9slZHoaFD8Ah5wVgeZU7Fc7PT8Q+/ZVoZVaLRbz/LyVHhA55tdNXvl6jWumHzzdGWJh2vJ072zqiU7Qr12HUCYw+DwVOhbiSuQcnb69FQuJrrkOq12KePQHLwQI+RPO0492TVJlEpsA/kbTqHOHO/DctsdRiFRSGlRsJFOTG4bDhajQ1KdRQZKWLf5kB/Vr4TMsVNNB8JwAEgpaQyWqlqzKZm5qhd2YT8GU0c0R1MIZ8ZDtm4WzCNpy5/QcyMuO5DokAKMjOQlpMFNdhEA2gZFjHPYzORJGUJgMn3NqV6IyPsRISS69K7aeXE4WTpj/By7hIQ5GVLCVXhPa1MDqczXPSfCcAsjJrJ+kui76+PvzY1hAW0MdKVTFmAqTYJuF45AZcvLMNefk0d7y2qe1SiUmTJoFhGOXN2toaAwYMwLNnz9Tazpw5E3w+H4cPH1a7b+nSpWAYBrNmzVLZHhwcDIZhEB0dDQCIjo5W6c/U1BTNmjXD7NmzER4ernbMVq1aqfVVfIzg4GAAwI0bN8AwDJo1awb5fxYvsbCwQGBgoPJnd3d3Zd+GhoZwd3fH6NGjce3aNZX9io+ZnZ2t1r+7uzvWr1+vtr0s9K6l46hemGiLu1nm6Jm1GJkO3Sq1n35WOE6b/wJ3w9q9CDTuZbrGR4ezGBvNdgCAAR+hofoa76fMGBgG/S06wCxdwGkcuoqx0kOs5RscfvETbtzfDbGogOuQSCmigx/Vep8DBgxAUlISkpKScPXqVQgEArz//vsqbQoLC3HgwAHMnz8fAQEBJR7HwMAA/v7+akltSa5cuYKkpCQ8ffoUq1atQkhICFq2bImrV69W+XFERkZi9+7d5bZbvnw5kpKSEBoait27d8PCwgJ9+/bFypUrq9x3eSgZ1nFUL0y0SZJIHx1jP0WI69hK7WeQ+RrnrX6Ds4FYQ5GpS80Va3x0OJO10GwHAIQGzZCfz20dY3fnNnCIFXIag06yEyDM5BkOPF6Ju4+PQC7XgloXUqaE0BBIRLV7JksoFMLBwQEODg5o1aoVFi5ciLi4OKSl/fv5f/jwYfj4+GDhwoW4desW4uLi1I7TuHFj9OrVC4sXLy63T2trazg4OKBhw4YYOnQorly5go4dO2Lq1Klqo7sVNWfOHCxZsgRicdnv86ampnBwcECDBg3Qo0cPbNu2Dd9//z1++OEHhIaGVqnv8lAyrMMy8sV4lUSrDBHtIlUwGBg+BKddvgbLq/hIoWHGC1yy3QAHYe0tGhD7Mh1CDeaR6QojzR38/xUUVK40pab5ujaFd4QFpzHoGoUjD8/07uDgPyvx5Pl5gC7K0hkKuQxxL9VLFGpLfn4+9uzZA09PT1hbWyu3+/v7Y/z48TA3N8fAgQNVSg/etWbNGhw9ehQPHz6sVL88Hg9ffvklYmJi8OhR1UbH586dC5lMhj/++KPS+3755ZdgWRYnT56sUt/loWRYh92LzKT3UKK15kS0xc/WP4IVmld4H+O0YFy23whrfakGI/tXWq4Y7TT4fTJVpvkFJyLfmGi8j9K4Obii3RtHzvrXKTxA6qTAP/ILOHxnNULCgriOiFRR3MvntdrfmTNnYGJiAhMTE5iamuLUqVM4ePAgeLy3KVx4eDju3buHMWPGAADGjx+PnTt3ljjzRZs2bTB69GgsWLCg0nE0afJ2uffi+uLKMjIywpIlS7B69Wrk5FRurnkrKyvY2dlVue/yUDKswx7HcreSFyEVsTnODZP5qyA196jwPqapD3HNcTPM9WrnlHHsy3QYaOhLZapUs7MqCIXuSE7mZuUxKwtL9Ez2Ak9BM0eUScCgyEmCmwVHcez2L4iOfcp1RKSaEkNDarW/Xr16ITg4GMHBwbh//z78/PwwcOBAxMTEAAACAgLg5+cHG5u31ygMGjQIOTk5ahedFVuxYgWCgoJw6dKlSsVRnFwzTNX/5qdOnQpra2v89NNPld6XZdlq9V0WSoZ1GCXDRBfcyLREn9zvkWvfscL7mKfcw3XnbTAWaH6mlLQ8MdrmaCYbzpUrIOVZauTYACCV+mjs2GUxNDBEf0lL6IsoES4NI+QjzzEfF9N24dTtdUhOjuA6JFJDUqLeQCapvXIuY2NjeHp6wtPTE+3bt8eOHTtQUFCA7du3Qy6X4//au+/wpso2DOD3yU6b7pXu3UJLB3tvsIiCQFFB+ARBBVyAC1EEZU8RUVwUwcGSvQUUEBkyy6bsLrr3bpOc74/aQuhu05yc5PldVy7lzDuFJk/ePOc969atw969eyESiSASiWBmZobMzMwaL6Tz9fXFa6+9ho8++qhB8ybfuFH+IcDbu3xww9LSstoR3ooZHqysqn4rKBKJMG/ePKxYsQIPHz6s97kzMjKQlpamdW4ANZ6/unPXhophnipRqXEtkfqFCT/EFcnQMeEt3HMfVu99bJP/wTGPKMiFzV8Qx17PaLbR4XyJX/McGEBCvF3dG+mYQCBAhHk7KDKFej83HzDmImQo07Er7hvsO/kNsrOTuI5EdEyjViH57i3Ozs8wDAQCAYqKirBv3z7k5eXh4sWLlaPH0dHR2LBhA7Zt21bt1GMAMHPmTNy6dQsbN26s1zk1Gg2++uoreHt7o3Xr1gDKL8hLSEhASkqK1rYXLlyATCaDh0f1Uz4+//zzCA4Oxueff17v57xixQoIBAIMGTIEAODv7w+BQFClf/nevXvIyclBQEBAvY8NADQPDk9dTcxBqZqbr0cJaYwitRB9bg/Han9X9E34Bgxb979f+4dHccRTjJ4PxqBE03yf3dPzStAuh8U/1rof6cwTecEGur99rlhsh3v3dH7YOvVWtof9PW6ncjNEjJUYD8X3cCp6G8rK9DtNING/xJgbcGvZSi/nKikpQXJyMgAgKysLX3/9NfLz8zFo0CB8+eWXeOaZZxAWFqa1T1BQEKZOnYrffvsNb775ZpVjOjk54d1338WSJUuqPWdGRgaSk5NRWFiIq1ev4ssvv8SZM2ewd+9eCIXlH4QjIiIQGBiIkSNHYu7cuVAqlbhw4QJmzJiByZMnV25XnYULFyIiIqLadXl5eUhOTkZZWRnu37+PX3/9FatXr8aCBQvg51c+uGBhYYFXX30V7733HkQiEUJCQhAfH49p06ahU6dO6NKlS90/2MfQyDBPXYjN5joCIY3y6u3O+Nrxc7AS83ptr3x4CH95/waxoHmvFr3fTL3DOQI33R8UAMOE6v0C2rbuIfC+x90Fe4aIsRPjgVUMNl9egL/PrqdC2EQ8jLmut3MdOHAAzs7OcHZ2RseOHXH27Fn8/vvvaNmyJfbu3YvIyMgq+wgEAgwdOhRRUVE1Hvf999+HQlH973O/fv3g7OyMkJAQfPTRR2jZsiUuX76M3r17V24jEolw8OBBeHh4YOTIkWjVqhVmzZqFyZMnY86cObU+pz59+qBPnz5QVXPrzJkzZ8LZ2Rl+fn743//+h5ycHPz5559VLvpbsWIFxowZg2nTpiE4OBhjx45FaGgodu/e3eDeYoalG23z0qRfz2P/1WSuYxDSaE87pGMlFkGUl1iv7WPdBqPP3RegZpvvM3y7ji46Hx2eYHUbPbI/0ukxASA7exSuXNbfeIafizd63vcGw1KfMACwTkLE5J3FpWuHuI5COCBTWODNqA1cxyA6QiPDPEUXzxG+259mj4GFs5Hv0KZe23sm7MIfftvBMM33+f1eM4wOZ0H3F9AJBDLcitFfz66jnQO6JVAhDAZQOzO4KDyGzafnUyFsworz85CVXP8LwIhho2KYhxKzi5CSq787dRHSXG4VyNExaSri3Z6p1/Z+8Vux329Xs+XJzC9FOx3PLJHB6r6tQCIORUmJfr7UMzczR7/8VhCVmnAhLGRQ6qrGyZI92HJyIW7dOc11ImIAku9wdxEd0S0qhnnoQiyNChPjUaASovudUfjHfQJY1F1wtYjfhN0B+5otz72ruh0dTlPJdHew/2TneOn8mNURiUQYIGkLsxwTfasQC1DoUoy/cjZi+z9LEZ94jetExIBQMWw8TPQVjt+oRYIYo9G3e2K1ciZYcd23MA6J+xVb/ZvnK+rMglK0y9ZdNZyi0vXLLINbMbovsKvT16E9bJKb/y56hoaRC5HjnIMDyVHYfWIF0tIecB2JGKDku7e5jkB0hIphHroYl811BEKaxbwHgZhqNh9qc2Wd27aN/wnr/Y82S467OuwdTi/VgGV0N4ulTNYSOc10k5DHdXIPh/v9uj+YGBNGIUK6Uwp23P8aB05+h5zcVK4jEQOW+uAeNOrmnwedND8qhnlGo2ERk5zHdQxCms2OFEcMKZ2DIvu65/DsEv8DfvI/ofMMWQWlaK+j0WE1gAKxr06OBQBFhQ2bTL4xWrj5odVt/d/QgyuMjRgJdg+w5cYS/Hl6LYqL6IZGpG6q0hKkxT3gOgbRASqGeSYusxBFZfRJlBi3K3nm6JLyIZJdn6pz297x3+B7v391nuHOtXTIdTQAmy/20c2BANy/b6mzY1XHxUGJTg+qv3OU0XEQ4a7FNWy6OB8nzm2CSqW/W+wS45Byj26zbQyoGOaZmzQqTExEVpkIne+NwTn3V+rcNiJhBb7yO1/ndg06f0Ep2mXpphrOEeqmuJRI3JCY2HwtEpYWluiT2RIilXHPHKFRCnFNdgabzszDuct7wNbjboiEVCczMY7rCEQHqBjmmVspVAwT08GyDIbf7o9fXT4BK5TWuu2ghC+w2PeSTs9/+1oazHRQe2YL6u6Brg+1uvlu/yqRSDAArSErMNK3BQZQuQDn8Cd+PzUfV28c4ToRMQIZiQlcRyA6YKSvesYrhophYoJm3AvGJ5bzoTGzr3EbBiyef7gEc310N/1VdmEZ2mY1fdQwCzXnboiHibo5zpMYhkF/6/awTNPdhX4GQ8ig2LUM/xTvwNYTi3D3/jmuExEjkpFAI8PGgIphnqGL54ipWp/kjOHqeSixDaxxG4bVYFTSQszwitHZeW9fS4d5E0eHM9mm9/mKRFa4c6d52he6ubWBc5x+pmvTF0YiQL5LIQ5n/oqd/3yBxIe6+zdBSIW8jHSUFRdzHYM0ERXDPFKq0uBBegHXMQjhzIUcC3TP+BjpLr1q3IZh1RifOg/ve+rmwpbswjK0aWLvcLpG3uQcQkE4NM3Q2hrq3gKBt611f2COMGZCZCmzsDfxB+w9sRIZmfQ1NmlGLIvMh/RvjO+oGOaRu2n5UGn0cwtWQgxVaokYHe+/iivuo2rchtGo8Gb6XLztcV8n57x1NQ2KJhSiKaqm37giPd21ycd4koeTG9rdc9H5cbnAWIqQ4vAQ225/iYOnfkBefgbXkYiJoFYJ/qNimEeoRYKQcmpWgEG3n8E21w/ACqovNBl1Kd7NnIMJbk1/o8opKkPrJvQOp5Q27UMsw4hx86awScd4kq2VDXql+kOg5vfMEYytGHE2d/D71UU4euYXlJYWch2JmJiMxHiuI5AmomKYR+jiOUK0vXu3NebYzIVGZlPtekZVjI9yZmOMS2KTzxVzrfGjw0UaFiVCp0afWyoNhS7bEmUyGZ4qC4OkiMdvAY4i3DK/hI0X5uHUha1Qq1VcJyImKiOBimG+M8JLh43XLRoZJqSKNYnuiLGZj5+sl0KSfbfKeqasEJ/lf4YS59nYmOTc6PPkFqnQPkuD43aNKyDzJX6QFqU0at+8XN3dtEMgECBC0Q6KBN2ONOuLxlmAq+nHcePff7iO0iTz9vyFrMKiKsu7+HpiWNuqU+gl5+Thj6u3kJCVg6zCIgwOD0KPAG+tbS7EJmLv5ZsoVanQ3tsdg8ODKtdlFhTih2NnMKV/V8jETW/bIY9k0sgw71ExzCN30vK5jkCIQTqRZYXeshnYo1wNm+Sqt2dmSguwgPkcpU6zsS3FsdHnuXk1DRY9nJDXiM6CXJEX7NC4W0ffvm0GQDdXz/VybgeHu7XP2WxwBECZUoML8Qfx4KRu55LmyuR+XaFhH7XPJOfm44dj/yLUvfoPbKVqNWwVZgh1d8au6OtV1heUlGLzucsY0T4MtgozRB0/Cz9HOwS5lH8jse38VTwTGkiFcDPITkmCWlUGoYh+tnzF4+/ITItGw+JhdtVRBEJIucRiKTrFTUKM+wvVrmdKcrG05DMMdEhv9DnyilUIz2hcUZojaNwFcFKpPzIaec4ntXFvBZ+7Fjo5ll6IGBS5lOJY/hZsO7EED+KMoxAGAIVMCku5rPJx42EK7BRm8HWwrXZ7D1trDApridYeLhAJqr51Z+QXQi4WI9zDBR621vBztENKbvkAysW4RAgFAoS4Nf6bEVIzVqNB1sOmt2IR7lAxzBMpecUoU9NMEoTUpkQjQMTtIdjnNhUsU7UNQFCcja9Vn6O/fWajz3HzWhosGvGrmMU4NOp8pSUtG7Xfk3xdvND6TuNHxfWJkQqR55KPP9LWYteJ5UhOqdr+YkxUag3Oxyaig5c7GKZxFzTaW5ijVKVGYlYOCktKEZ+ZDRdrSxSWluHA1VsY2iZYx6nJ4+hOdPxGbRI8kZBFo8KE1Ncbd9rjLfc5eC93AZgS7V57QVEGvjf7HK/YfYZjGdVfeFebvGIV2mdocNy+YWMJmbBu8LkAIDbWGkDTPgg72tqjW6IPGNawZ45gFCKkmyfj5OUtKLyZw3Ucvbn6MBnFZSq083Zr9DHMJGKM6BCGDWcuoUytRltPNwQqHbD57CV09fNCRkEh1vxzDmqNBk8FByCshnYM0jjUN8xvVAzzREIWTRdESEN8He+FG3YL8J10CcS5sVrrBIVpWGM+B6NtZuFUllWDj33zWhoseyiRy9S/SM3QKBp8HolYidjYphXC5mZm6FcQAnGJ4RbCjLUYiaJ7OB29DWVlpnc3rzP34hGodICVvGl3AQxxUyLETVn557upGXiYnYchrVth4b4jGNWpNSxkUnz15wn4ONjCQsaz3nEDlpPauItjiWGgNgmeSMikkWFCGurPDFtE5M9CrmP7KuuEBcn4RTQXbawaPktLee+wukH7pKklDT4Pi5AG7/M4oVCICGk7mOUY6Eu9vRj3rWKw+dICHD+73iQL4cyCQtxOTUdHH3edHlelVmPbhasY3i4E6fkFULMsfB3t4GipgL3CHHGZ2To9n6nLz6KbvPCZgb5CkidRmwQhjXOvUIbOiZNx321IlXWivERsks5HiEXDb3N+/WoarBrQdpBS1vCX2+Skxs9NDAB9HdvDNsnwrnBnnYS4IT+PTWfn4kz0Dmg0DftgYUzO3k+AQipFS2fd9nMfvn4HgUoHuNlYgWVZrZkrNCwLlqVrUHQpP5OKYT6jYpgnErKpTYKQxipQC9D7zgv4y/1NsIz2y544NxZbzReghaJhv2P5JSqEpdf/Rg+ZZRqoGXm9txcKFbh1q/GtDR3dw+Fx37zR++scA6idgYuCY9h8ej4uXz/MdSLOaVgWZx8koJ2XG4RPzBCx4d9o7Lt8s/LPKrUGiVk5SMzKgVqjQU5RMRKzcpCeV/WDXHJOHqLjkxDRKgAA4GihAAPg33txuP4wBam5+XC3sW7Op2ZyqBjmN+oZ5olEGhkmpMnG3e6K9z2d8GbmIjBlj4oISfY97LRZjIGaabhbWP+C9dq1NFj3UCK7HsMKLIACiT8sSy7X69giURhUjbypWqCrH1rdqX6KLr0TMih1UuHcg/2IP3mN6zQG5XZKOrILi9ChmgvnsgqLtGaWyC0uxvJDj240cizmHo7F3IOPgy3e6N25cjnLsthy/goGh7eEVFT+Fi8WCTGiQxi2XbgGtUaDoW2CYWXWtP5koq2ksABlxcUQy+jnykcMS9+VGDyWZRE44wBK1bqZa5QQUzfQIR1fYRFEedpzgxbbBeGpzPcRV1T/N7QOrZX427F+d3NbbPYzXAt21mvbgoIRuHC+4S0OzvZKDEgJgrCM2wvmGLEA+Q6F+DdmJ9LSH3CahRB9eGX597B1adx84oRb1CbBAym5JVQIE6JD+9Ls8WzR5yhwCNdaLsu4jgN2y+EsK633sa5dT4NNPYcUcoT1mzqLYUSIudnwC+4sLSzRN7slp4UwIxcixzkHe5NXY8+JFVQIE5NBrRL8RcUwDyRSvzAhOncz3wydkt5FgttAreVm6VdwyGEFHCRl9TpOQYkardLqdwFYtqB+c7tKpcEoKGjYl3ZisRgRaA1ZPjcv64yFCGlOKdhx7yscOPkd8nLTOMlBCFdoRgn+omKYB1JyS7iOQIhRylOJ0O3OaJxyfx0sHo2mKtIu4k/l17AR169p99q1+o0OZ6F+fbwF+X712q4CwzDob9sBVmn6vwyEsREjwfYBfr+2BH+dXovi4ny9ZyDEENDIMH9RMcwDWYX1/8qWENJwI2/3wk/OM8CKHl08Z5l6Fkdcv4OFqO6CuLC0fqPDGaxFvfLcudOwG3R0dWsDl1g9X7jjIMJdi6vYeHEeTpzfBLWaXqeIaaNimL+oGOaBrAJ6kyGkuc2+3xIfKOZDbf5ovlfr5JM46h4Fc2HdPftXr6XBVlN7r266uu6ZKqRSH6Sm1v8agRC3Fmhx27re2zeVRinEVclpbDozD+cu7wXoGmxCAFAxzGdUDPNAVmH9ehcJIU2zJdkJQ8vmosguuHKZXdIxHPH8CXJh7SO/RaVqBKfV/ruaoqp71omy0pb1CwvAw8kV7e+71Hv7RmMAlQtwFofx+6n5uBZzrPnPSQjPUDHMX1QM8wC1SRCiP5dzFeiW9iFSXPpVLnN8+Cf+8voVYkHto6BXr6fXOjqcWspq9SZXJz6+fn3FNlbW6JUaAIG6GWeOEDEodi3D8aLt2HpiEe7dP9985yKE5/LoAjreomKYB6hNghD9yigVo9P9V3DBfWzlMufEP/CXz3oImZpbGMpHh2vuMS5lWRSL3GtcLxbb4969utsOZFIZnioLh6SoeV7CGYkA+S4FOJTxC3b+8wUeJt1qlvMQYkwKs7PoNtc8RcUwD1CbBCH6x7IMht1+ChtcpoMVls/5656wF4f9toBhan7Du3otDXZszaO1eeKaZ4pgEArUMXIsEAjwlEU7WGTW70YfDcGYiZDlnIk9id9h74mvkZmZWPdOhBAAgEathqqEZn/iIyqGeYDaJAjhzvR7IZhpNQ8auR0AwDt+B/7w21Hj9kVlagSl1PwBNlfkUeO6lNS65yHu6dwWjgnSOrdrCMZShGSHh9h2ezkOnvwR+flZOj0+IaaitLiI6wikEagY5gFqkyCEW788dMUIdh5KbAIBAAHxv2Ov/54at79yvebR4WxB9Re8CQRy3Iqp/SW5tXswfO9a1jN13RhbMWKtb+P3q4tw7MwvKC2lG/wQ0hRUDPMTFcMGTq1hkVdSv4n/CSHN50y2JXpmTkeGc08AQHD8emwP+KPabYvLNDWODmczDtUul0jCUFrL514fZ0+0vuvUsNA1cRQhxjwaG8/PxemL26BW02sMIbpQWkTFMB9RMWzgsgpLaRpPQgxEcokEnWJfxzX3lwAArePWYZP/X9Vue+V6GuyrmVkiE1bVbp+VVXP7hIONPbo/9IWgjnmMa8UAamcBLolOYNO/8xB9tfpCnhDSeGU0MsxLVAwbuGy6eI4Qg1KmYfDM7Wexw+19sAIROsavxi/+f1fZrrhMg5bVjA6nq82rOaoAt29Vf0MOM7kZ+he2grikkYWwgEGpiwanVQew5eQC3Lz9T+OOQwipE7VJ8BMVwwauqLTuW7wSQvRvyp02WGA7FxqZNbrHf4fV/qeqbHP5ehocnxjNTVWLq2wnk7VETk7VKduEQiEiZO1gltOImSPEAhS5luBo3u/YfmIJYuMuNfwYhJAGKSsu5joCaQQqhg1cqZqKYUIM1Q8JHhgrmI8yKx/0i1+Jb/zOaq0vUWkQ+MTocGpp1RHewsKAao/f16k97JKqFs+1YWRC5Drn4Y/Un7Drny+Rknq3QfsTQhqPeob5iYphA1eiqnmCf0II9/7OtEbf3BnIceqEgQlf4gvfi1rrnxwdzlFrUMZo9w3fv2dR5bgd3EPhca+6lorqMQoRMpzSsCv2a+w/uQrZ2ckNfCaEkKaiYpifRFwHILWjYpgQwxdXJEOnhDex28cVQ+OXosTnI0y/FwKg/Hc4NLkUqS6PRnjzJf6wKTkHAJBK3PHwofZVsoGuvgi5Y1+vczPWYiQK7+L0pe0oK6OvaAnhEl1Ax09UDBu4UiqGCeGFIrUQ/W5H4ns/N4x4uBQl3h/hs/stAQCXbqRDqXRBsqC86M0Te1UWw2p1K63jONs7oUucJ5ha7mIHALAX4X7ZVZyN3g2WpdcJQgwBXUDHT1QMGzgqhgnhlwl3OmKyhwMmZy1FsecULIwNQOl/o8PJ/40O5wjdKrdPTHw0AmyhsECfnCAIy2ouhFknIW7mnsHls4eb70kQQhqllC6g4yUqhg0cFcOE8M+KOB/csJ+Lr0u+QInHOCyP88Hlx0aHs5nym2eIRNa4fZsFwEAsFiNC0AbyvGou5WAAtRK4lHIUt0//q98nQwipt7IiuosjH1ExbOBK1VQME8JHB9Nt8bTZJ9jmuBql7oPwTbxX5ehwFmwAAAJBGNj/2iH62baHdewTL8lCBiXKMpy7vx8JJ6/r+ykQQhpIVdttJInBomLYwNHIMCH8dbdQji4Jb2Cn9y4Uuwrx83UGSidXpGvKZ49IT3MFAHR1bwPX249uusGIBch3KMDpmB1IvxPHSXZCSMOxoFvG8hEVwwaOimFC+K1AJUS/20PxfcA5FDuJEJPsgHQLGRhGgpgYEYLdAtDydvlIMSMXIss6AyevbEXerXSOkxNCGoxqYV6iYtjAUZsEIcZhwq12eNszHm6Zt3GtJBhSaSgcLF3Q4b4rGAsRUuQJOHlpC0qKC7iOSgghJoWKYQNHI8OEGI+Vse7o6VCAsIxslFgEoXdpSyRZ3cPp6B1Qq6nXkBC+Y1kaGuYjKoYNnFBQx1yjhBBeOZZmjtaabAhs/HA+/xLAaOAa1AsV36+yYAGWxaPvW9nKx6M32se3qVhesUz7GOxjx2JZzaNtKvfRPPozy1buW3mMx5c9fkyWrbrPY+vLz1VxXE15Ao3mv3WPbafRVGZjNY8v/+//NSzNo0x4hIphPqJi2MCJhFQME2JMLEQq/Gz+Fb5VKdH/mg1iW0QiMcnI30ArXsaEVRfX9xWOZVkw/+3AMBX/z5b/P5j//h9gmPIPA8zj24H9b7/y/69YxwJa+5evY8EwTPkx8Og8+G9bgC3PXHEssGAZBgzY8gwVxRBT8SHk8XWoPG7F/hXFU/kZK45d8e9B89+JKj4MPPkhCdWse/IDU8VFXY+ysyyrvf1jH7K0Pjzh0Yenig89TJUPWI998HryQ9gTyx//0FbxwU77A5rmsf0e+/Pjx2MrPmw98cHpvw9cFcdjn9z2vw9o5btpKvdjtZ5/09HAMD9RMWzgxIJq5hwlhPCSWMDiT491sHh4DntbhKKjixCBG96AZ5v+uB84FEnGXhQ3AcP8VzazAMtWlpyEANVPza3137pUfoACCwjKPxBVfGipWM4IAJZhwbAAI/hv3X97M4Ly/5rZOejgCRF9o2LYwNHIMCHG44DvNjjG/wkAULMafBJyA6svuUB24RBaXjgErw4D8cB3EJKSqC2AEH1iwJR/0AIDqBvf7KBRyXSai+gHDTsaOLGQ/ooIMQab/P+Cb/zWyj9rWA1ymGKsH2Jd8f095Gf2oeWGSehctB9OSmENRyKEGCoBvWfzEo0MGzgxjQw3Ws6pzSi8dQplmQlgRBJIXVvCpudYiO3cqmzLsixSf/8MxffPw2HoJzAL6Fyvc2T88TXyow/Aps9rsGz/XPmxVGXIOPAVCm+fhtDcBrZPvQG5V/ijXP9uhTo3Dbb9J+rkeRLD95XfeXSMX621TPPfRWHbLW6h34C2cNh/rnKd/N89CP53D7y7DME99wFITVHrNS8hpHEEdNE7L9FHGAMnop7hRiuOvwqLNs9AOXopnF6cA6hVSNn8KTSlxVW2zTu3s/7NZf8pvHUSJQ9jIFTYah/r0gGUJt+BcvRSKMIGIH33ksqLRcqyk5F/6Q9Y93i50c+L8MvHXrcwKHF5leWax76I/Tj0JhgXZZVtzE7uQKtNE9FR9RccnGikmBBDx9AAFi9RpWXgxCL6K2ospxdmQxHSDxIHT0gcfWD3zFSoc9NQmnJHa7vSlHvIPbMd9k9PqfexVXnpyDz0PeyffR8QaH/BUpYRD7lfR0gcPGHR5hloCnOgKcoFAGQeXAWbXmMhkJo1+fkRwzfONR6vpS0AU83UYJrHluUIirFxmF1lu8STzP/ZipBNE9FBcwz2jvSFHiGGikaG+YkqLQMnpl8sndGUlN/ZSyBTPFpWVoz03Utg+9QkCBU29ToOy2qQvucLWHYcBomDZ5X1EkdvlCRch6asBMX3L0CosIVAbon8a0fAiCQwC+iimydEDNrTDun4NH8eGHVJtes1TxTIWy1ikBHRttZjKv7ejNDNE9ABJ2DnQEUxIYaGimF+omLYwImoGV8nWFaDrD9/hNQ1CBIHr8rlWX+uhtS1Jcz8O9X7WLmnt4ARCGHRdnC16xUh/SF29MbDqDeQc2oz7J+bBk1xPnL++Q22/SYg6+9fkPj9a0jZ9ClUeelNfWrEALWzysPXmnlgSnJr3ObJYhgAPg6LAePsVOfxFUfXI3TLRLQXnIatPRXFhBgKoZjes/mI/tYMHE2tphuZB79FaVos7Ad/WLms8Pa/KI67BJu+r9X7OCXJd5B7fhfsBk55NO/pExihCHZPTYLbxCg4j1kOmVswsv6KgkXbQShNuYei26fg/MpKSF1aIOvwD01+bsSw+JgVY718EYQFKbVuV10xnCUowuZh9vU6D8OysPjrF4RtnYh2orOwsaOimBCuSc3o95CP6G/NwElpZLjJMg99i6K7Z+H00kKILB8VGsWxl6DKSkb8ly9qbZ+2YwGkbkFQvrSwyrFK4q9BU5CDxG9febSQ1SDrSBRyz+2E26Q1VfYpjr2MsoxY2D39NrKOrIHcpx0EEhnMWnRDyvo9unuihHN2kjLstvsKkrR7tW5XcV+u6vxuGYO+Ee1g+8e5atc/iWFZWB5ei3DBL8jrNxa3FR2Rk1nW0OiEEB2gYpif6G/NwClk9FfUWCzLIuvwdyi8dQpOIxdAbK19tb5Vp+ehCHtKa1nSmrdg0+dVyP06VHtM81a9IfMK01qWunkmzIP7QBHSr2oGVSkyD30L+0HvgxEIy28DWjEgqFGX3zqUGAW5UI2DrlEwT4quc1sNU/vMEJ+E38J3lxzBJqfW+/yMRg3Lg1FoI1iL3KfG47a8HXKzqCgmRJ+kcnrP5iMadjRwFjIx1xF4K/PQt8i/dhT2gz6AQGIGdX4W1PlZ0JSVX9AkVNhA4uCl9QAAkaWDVuGc+ONEFN46Wb6P3LLqPgIRhOY21c5fnH1yI+Q+7SBx8gUASF2DUHjrJEpT7yPvwh7IXFs27w+B6AXDsDjg/Tvskv6u1/YapvaX3gxBIbYOc2xcFo0aVgd+QNtdb6CN/CosrOk1hBB9kZrR7xsfNagYHjt2LIYMGaK1bMuWLZDJZFi2bFmV9WPHjgXDMFi4UPvr5h07dlTpt/zxxx8RFhYGhUIBa2trtG7dGgsWLKhc/9lnnyE8PLxKpgcPHoBhGERHR1dZFxERAaFQiLNnz1ZZl5aWhkmTJsHDwwNSqRRKpRIRERE4ceJElW1PnToFoVCIZ555ppqfSvOypJHhRsu/uA9sSQFSNkxHwjf/q3wU3jzeoOOoMhOgKSls8PlL0x6g8OZxWHUbVbnMrEVXyH3bI/m3aShNuw+bfq83+LjE8OzwPwDPhF313l4jqHvO4I1WN5HVv/bZJWrDqFWw3v8t2u55C63Nr0NhRW/ShDQ3CbVJ8FKT/tZWr16NN998E9999x1eeeUVjB07tso2MpkMixYtwoQJE2BjU/3UVWvWrMGUKVPw1VdfoWfPnigpKcHly5dx9erVRmeLi4vDyZMn8dZbb2HNmjVo37691vrIyEiUlpZi3bp18PHxQUpKCv78809kZGRUOVZUVBTefvttREVF4eHDh3BxcWl0roaylNMbWGN5Tmt4P251+9R1nOr6hAFA4uAF19d/1FrGMALYPfUG7J56o8HZiGH60e80wuJ+adA+6nreTOeTNnfw7WVHsCn1b5d4kkBVCpu936CdRIrsiIm4zQShIFfV6OMRQmpGPcP81Oi/tcWLF2PWrFnYuHEjhg4dWuN2/fr1w507d7BgwQIsXry42m127dqFF154AePHj69cFhwc3NhoAICffvoJzz77LCZNmoROnTrhiy++gFwuBwBkZ2fj+PHjOHr0KHr27AkA8PT0RIcOVftE8/PzsWnTJpw7dw7JyclYu3YtPv744yZlawixUACZWIDiMuotJcTQzPG+hn4JKxu8H1tHz3CFdEEBtkd6YMiqxhfDFQSlJbDdvQIdJDJkPT0Jt9kWVBQTomNSGsDipUb1DE+bNg1z5szBnj17ai2EAUAoFGL+/PlYuXIlEhISqt1GqVTi9OnTiI2NbUycKliWxU8//YTRo0ejRYsW8PPzw5YtWyrXKxQKKBQK7NixAyUl1U+IX2Hz5s1o0aIFAgMDMXr0aKxZs6by1rr6YkW/XIQYnEnuDzA6ZTGYGmaFqI26jp7hx623uoHsfo1vl3gSU1oM253L0eGPKQizug8zCxrJIkRXpOb0+8RHDS6G9+/fj8WLF2Pnzp3o27dvvfYZOnQowsPDMWvWrGrXz5o1C9bW1vDy8kJgYCDGjh2LzZs3Q6PRHg29cuVKZSFb8ahuBPnw4cMoLCxEREQEAGD06NGIioqqXC8SibB27VqsW7cO1tbW6Nq1Kz7++GNcvny5yrGioqIwevRoAMCAAQOQk5ODY8eO1et564q1XKLX8xFCajfMKRUf5swDo2ncbA1sPdskKsxoeweMY/3mH64vpqQIdjuXosPh9xBqEwu5gt7ECWkKgYiBWFK/b32IYWlwMRwaGgovLy/MmjUL+fn59d5v0aJFWLduHW7cuFFlnbOzM06dOoUrV65g8uTJUKlUGDNmDAYMGKBVEAcGBiI6OlrrsW/fvirHW7NmDV588UWIROUv7iNHjsSJEydw9+7dym0iIyPx8OFD7Nq1CwMGDMDRo0fRpk0brF27tnKbmJgYnDlzBiNHjgRQXkS/+OKLWoW1PtiY08gwIYaim20OlpbOBVNa0OhjNGRkGABSBQXYNcy50eerjaAoH/bbF6PjkQ8QYpsAGY1sEdIoNK0afzW4GHZ1dcXRo0eRmJiIAQMGIC8vr1779ejRAxEREZg+fXqN27Rq1QpvvPEGfv31Vxw6dAiHDh3SGoWVSCTw8/PTenh6emodIzMzE9u3b8eqVasgEokgEong6uoKlUqFNWu0L3SSyWTo378/Pv30U5w8eRJjx47VGr2OioqCSqWCi4tL5bG+/fZbbN26FTk5OfV63rpga04jw4QYghaKQqwVLYCgqGm30a5rnuHq/GJzAzl92jTpvLURFOTCYdsCdDo2Da3sHkJqRiNchDQETavGX43qGfb09MSxY8eQnJzcoIJ44cKF2L17N06dOlXntkFBQQCAgoKGjb789ttvcHNzw6VLl7RGkJctW4a1a9dCrVbXes6K86lUKvz8889YtmyZ1nEuXboEFxcXbNiwoUG5msLGjIphQrimlJZiu9VyiHLjmnwsTQPbJCp80v4uGAfdtks8SZCfDcet89D5+McItk+GVE5FMSH1QTNJ8Fej/+bc3d1x9OhR9O7dGxEREThw4ECd+4SEhGDUqFH46quvtJZPmjQJLi4u6NOnD9zc3JCUlIS5c+fCwcEBnTt3blCuqKgoDB8+HK1ataqSd/r06Thw4AA6deqE559/HuPGjUNoaCgsLCxw7tw5LF68GM899xwAYM+ePcjKysL48eNhZWWldazIyEhERUVh4sSJDcrWWDQyTAi3zEVq/KH8DvKUazo5Xn3mGa5OqqAAuyOD8ex3TRuZrg9BXiactsyBg5U9Up96C3fylCgtrnkwgRBTR20S/NWkO9C5ubnh6NGjSE9PR0REBHJzc+vcZ/bs2VUujOvXrx9Onz6N559/HgEBAYiMjIRMJsOff/4JOzu7euc5f/48Ll26hMjIyCrrrKys0LdvX0RFRUGhUKBjx45Yvnw5evTogVatWuHTTz/Fa6+9hq+//hpAeVHdr1+/KoUwUF4Mnzt3rtoL7pqDHRXDhHBGyGhwyPM3WKWc1tkx67oDXW1+trmG3N7N1y7xJEFOOpS/f4bOZ2ahpWM6xFK6cSkh1ZHS9T28xbD6nieMNNiBq8mY+Ot5rmMQYpL2++9Cy/iNOj1mgq0Hnq76ObvenNUWWLmGgSY9U3eh6klt54zUfm/iTrYdykpo/nNCKrSJ8EDnoX5cxyCNQB/xecDVWs51BEJM0i/+f+u8EAYa3yZRIUmYh72R7jpK0zDCjCQ4b5qBLhfmoYUyGyIJvY0QAgAWdvRezVf0KsYDLtYyriMQYnKW+lxC9/jvmuXYDZ1arTo/2V5Dfs/WOkjTOMK0BLhs/ARdLi1EoDIXIjG9nRDTZmFL79V8Ra9ePGCnkEIupiu6CdGX9zzvIjJpabMdn9VBMQwAn3aMBWNnq5NjNZYoJRauG6ej69XFCHDOh1DEcJqHEK5Y2FExzFdUDPOEM40OE6IXLzkn4a2M+WDY5ps5QRcjwwCQKMzFgeEeOjlWUwmT7sNtwzR0vfEF/J0LIBBSUUxMCxXD/EXFME9Q3zAhza+vXSbmFs0Boypq1vM0ZTaJJ0XZXkVBD+7aJZ4kSrwD9w0fotutFfBzLqKimJgEuYWYbsXMYzQpHk+4WFExTEhzCrXMxw/MfAiKs5v9XBpGtwXipx3jsPyKNdisbJ0etylE8THw2PA+XDyDkNh1PO4ny6HR0ORFFWb+9hIy81OqLO8eNBgvdp9c677n7vyFtX/OQ6hXF7weMady+eFLm3E4ehMAoH/4i+gb9kLlugcpN7DpnxV4f+g3EDbxAk5SFfUL8xsVwzzhQiPDhDQbN1kJfjdfCmHWQ72cT5cjwwCQIMrBoeGt0O/HaJ0eVxdEsdfhGfseXLxbIbHzeNxPloClGdnwwbBVYB/7QTzMvI+v936I1r49a90vIy8ZO05/D19liNbyxIy72HtuLSYOmAewLL478AlauLWDq50P1Bo1Nh7/EiN7TKVCuJlQiwS/UZsET9CMEoQ0DyuxCgccv4Y065bezqnrkWEA+MH+Kgq7hen8uLoivn8VXuunolvsj/B2KUMz/Ah4xUJuDUsz28rH1djTsLd0gb9zzX+HGo0a6/6cj4HtxsDe0llrXUp2PFxtfRDo2hqBbm3gYueDlOx4AMDhS5vg5xwCT8cWzfqcTBmNDPMbFcM84WpDI8OE6JpYwOKw+1ooUvV7UxuNoHleemd2SQRjY90sx9YV8d1oeK+fgq6JP8HTRWXyRTEAqNRlOHvnMDoHDgBTyw9k//lfoJBbo0uLgVXWudh6IzUnAZl5KcjMS0FqdgJcbL2QlvMQp2MO4Nn245rzKZg8mmOY36hNgifoAjpCdO8P361wiP9L7+fVNNM4RJwwG39FhqL36gvNcnxdktw6B99b5+Deoj3i2/wPsUlCwERbii8/OIGiknx0DIyocZu7SVdwKmY/Por8odr1ShtPDOowHl/v/RAAMLjjq1DaeGLlng8wpOPruJFwFvvO/QyhQIThXd6En0toszwXU0VtEvxGxTBPuFjLIRIwUNEFKIToxO/+h+ETv42Tc+u6Z/hx3zpcRqeuYZCfuNRs59Alyc2z8L15Fu5BnREb/hLikwQmVxSfvLkfQe4dYG1uX+364tJC/HxkIUb2eBcKec338e4eNAjdgwZV/vl0zB+QiuXwdgrCnE1j8cGwVcjOT8OaP+fi85d+hVgo0flzMVWWVAzzGhXDPCEWCuBpZ4a7aQVcRyGE977xO4v28Ws4O39z9Aw/blaXRCy5ZgU2O6dZz6NLkuun4H/9FNxDuyOu1Qgk6OdaRs5l5qUgJvECXnvqsxq3Sc99iIy8ZHx/YEblMpYt/8Twzg/98emL6+Bg5aK1T35RDvaf/wVTBi/Hg9SbcLRyq3xoNCqkZifA1c6nWZ6TKaKeYX6jYphHApwsqBgmpIlmeMVgYOIKTjNoBM1bDD8QZeNoZAh6Rl1s1vM0B9nl4wi4fBwe4b0R23I4EpO4TtS8TsUcgIXcGsEenWrcxsnaAx8/v1pr2Z6za1BcWoThXd+EjcKhyj5bT61C79BI2CgcEJcWA7Xm0U1k1Bq11kwWpGmkZiJI5FRO8RldQMcj/o4KriMQwmvjXOMxPm0hGI4LATWa/6qxbxyvoKgLf/tCZdFHELjhTXTJ3Q4XZ+O8yk7DanA65gA6BjxVZcqzn/9aiJ3/lhfAYpEELrbeWg+5RAGZRA4XW2+IhGKtfW8knENqTgJ6BD8HAPBwCERKdhyuxf2Lf67vgUAggKO1u36epAmwdTHnOgJpIiqGecTfyYLrCITw1rMO6fg0fy4YdQnXUcA2Y8/w4z7vmgTGylIv52ousguH0WLDG+hcsBvOzsb1lhWTcAFZ+anoFDigyrrM/FTkFmY0+JilqhL8/s9KjOw+FYL//p3ZKBzwfNe38OvRJfjj4m/4X69pkIikTc5Pytm70Xsz3zFsReMRMXgxyXmI+PJvrmMQwjsdrHOxQTgTwoJUrqMAAP727Yw3NYl6OdfbqWHoHqXfqeOaU1GHZ3DP51mkJNPX/MQw9BoViODurlzHIE1gXB+zjZy3vTlEzdxrSIix8TUrwm/SxQZTCAP6GxkGgJWOl1DSKaTuDXlCfmYvgjdOQqeSg3ByorupEe7RyDD/UTHMIxJR+YwShJD6sZOUYbftVxDn3OM6iha1nu808Vn3FDCW/G6XeJLZqZ0I3jQRncr+hAMVxYQjDAPYulLPMN9RMcwzAdQ3TEi9yIVqHHJdDbN0w5tvl9XDBXSPuyvKxIlIf72eU1/MTmxDyKaJ6KA+BntHuqKf6JeVoxnEEvowxndUDPMMXURHSN0YhsVB702wTTrOdZRq6XtkGAC+VF5CSUfjaZd4kuL4ZoRunoAO+Ad2DlQUE/2wc6VZnowBFcM8E+BEv3iE1GWn3wG4J+zhOkaNmvumGzWZ3T0VjIVxf6BWHN2AsN8noL3gFGztqSgmzcvejVokjAEVwzxDbRKE1G6130mExv/CdYxacVUM3xZn4NTwQE7OrW8Wf/2KsK0T0V50BjZ2VBST5mFHF88ZBSqGecbH3hwyMf21EVKduT7X0DfhG65j1EnD4UvvF8polLZvxdn59YlhWVgcXofwbRPRTnwe1nbiuncipAHs3ejbWmNAVRXPiIQChLhacR2DEIPzpvsDjEpeDAaGP3W6huMZEuf0TAejMJ2vdxmWheWhNWi9fRLaSi/BypaKYtJ0UjMRLGxlXMcgOkDFMA+19rDhOgIhBiXSKQXvZ88DoynjOkq9aPQ4z3B1YsTp+Hd4S04zcIHRqGH1xw9os/MNtJVfgaUNFcWk8ejiOeNBxTAPtXa35joCIQajh202lpTOA1NWwHWUetMYwOj1UudolLUL5joGJxi1Clb7v0Ob3W+htfl1WFhTUUwazo5aJIwGFcM8FO5hzXUEQgxCS0Uh1ogWQFCUznWUBuF6ZLjCnF4ZYMxNp13iSQJVKWz2foO2+95Ga0UMFFZ0oR2pP+oXNh6G8YpMGsTZSg6lJfUpEdOmlJZiu9UXEOXGcx2lwTRcB/jPTXE6zkaaXrvEkwSlJbDZ8xXa75+McMvbMLekopjUzcnbuO7qaMqoGOapcGqVICbMXKTGH8rvIMu4znWURuFqarXqLHaNhqpNENcxDAJTWgzbXV+iwx9TEGZ1D2YWVBST6knNRLB1Nt1vVYwNFcM81ZpaJYiJEjIaHPb8FVYpp7mO0mhc3IGuNvN6Z4MxM+M6hsFgSopgt3MZOhx6F6HWDyBXUFFMtCl9rcAY2O8xaTwqhnmKZpQgpmqf3244J/7BdYwmYWFYb6LXJKk4H2maF9PVRlBcAPsdS9DxyAcItY2HzJyKYlLO2ZemODUmVAzzVIirFUQCw3pDJaS5/ep/DIHxm7iO0WRqrgNUY5HrRahaU/9wdQQFubDfthCdjn2IELtEyMyEXEciHHP2teY6AtEhKoZ5Si4RIlBJt4EkpmOZbzS6xX/PdQydYA3w61WWARb0yQEjl3MdxWAJ8nPgsHU+Oh3/GK3skyGVU1FsigQiBo5e9P5rTKgY5rE21CpBTMT7nncw7OEyrmPojCGODAPAFUkqLkaaxq2am0KQlwnHLXPQ+cQnCHZIgYSKYpPi6GEBkZj+zo0JFcM81sXXjusIhDS7Uc4P8WbGAjCsoZaQDWeII8MVFrhdhDqsBdcxeEGQmwGn32ej8+mZCHJMg0RGBZIpcAnQz0DU2LFjwTBMlceAAQMqtzl58iQGDhwIGxsbyGQyhISE4IsvvoBa/ej18sGDB2AYBtHR0VXO0atXL0yZMqXK8gULFkAoFGLJkiWVy7y8vKrNU/EYO3YsANS4fuPGjQCAtWvXwtrautrnzDAMduzYoZW74mFra4uePXvi+PHjDftB1gMVwzzWxdce1DZMjFl/+0zMKZoLRlXEdRSdMuSynmWABf3ywMhpLvP6EmalQrn5M3Q58xlaOmVALKW3VmPmpqdiGAAGDBiApKQkrceGDRsAANu3b0fPnj3h5uaGI0eO4ObNm5g8eTLmzp2LESNGgGUbf6fLNWvW4MMPP8SaNWsql509e7Yyw9atWwEAMTExlctWrFhRue1PP/1UJfeQIUMaleXw4cNISkrC33//DRcXFzz77LNISUlp9HOrDv3G8piVmRghrnRFKzFO4Zb5+A7zISjO5jqKzhnSPMPVuSxJwaVhIVzH4B1BZjKcN81El/Nz0cIpCyIJvcUaG4GIgdJPf++7UqkUSqVS62FjY4OCggK89tprGDx4MH744QeEh4fDy8sLr776KtatW4ctW7Zg8+bNjTrnsWPHUFRUhNmzZyM3NxcnT54EADg4OFRmsLW1BQA4OjpWLrOyevRzsba2rpJbJmvcB2w7OzsolUq0atUKH3/8MXJzc/Hvv/826lg1od9Unuvmb891BEJ0zkNejM3mSyDMf8h1lGZhKHegq80894tQhwVyHYOXhOmJcNk0A12jFyBQmQuRmN5qjYWTlyXEEu7bYQ4ePIiMjAy8//77VdYNGjQIAQEBlSPIDRUVFYWRI0dCLBZj5MiRiIqKampcnSgqKsLPP/8MAJBIJDo9Nk2ayHNd/ezxzZG7XMcgRGesxCrss/8akrTbXEdpNnwohlkGWNyvEB/HyMAWF3Mdh5eEqXFw3TgdTs5eSO41EXfTraAu48PfPqmJqx5bJABgz549UCgUWss+/vhjCIXlBXnLltVPh9iiRQvcunWrwefLzc3Fli1bcOrUKQDA6NGj0b17d6xYsaJKjtqMHDmyMmOF69evw8PDo8GZunTpAoFAgMLCQrAsi7Zt26Jv374NPk5t6OMqz7XztIWcrmolRkIsYHHYfS0UaRe4jtKs+FIOXZQk4Qq1SzSZKOkB3DZ8hK7XlsDfuQBCkWG3yZCauQZY6/V8vXv3RnR0tNZj4sSJletr6wtuzOjphg0b4Ovri7CwMABAeHg4PD09sWlTw+Z3X758eZXcLi4uDc4DAJs2bcLFixexdetW+Pn5Ye3atRCLxY06Vk1oZJjnJCIB2nvb4u9baVxHIaTJ/vDZAoeEv7iO0ew0PKqF5nlG47eQAAiuNHyUiWgTPbwH9w0fwtk9EA+7v4p7KebQqBt/kRPRL6FYAKWPfq/TMTc3h5+fX5Xl/v7+AIAbN26gS5cuVdbfuHED4eHhAABLS0sAQE5OTpXtsrOztXp9o6KicO3aNYhEj8pDjUaDNWvWYPz48fXOrVQqq81dkaegoAAajQYCwaMx2ezsbADQygMA7u7u8Pf3h7+/P1QqFYYOHYqrV69CKpXWO09daGTYCHT3o75hwn9bAg7DJ2E71zH0gi8jwwCgBoul/YvBNPLiF1KVKD4GHus/QLfbX8HXuRgCmhaIF9xa2EBkAP3CABAREQFbW1ssW1Z1/vVdu3bh9u3blVOd2drawt7eHufPn9faLjc3F3fu3EFAQAAA4MqVKzh37hyOHj2qNaJ79OhRnDp1Cjdv3tRJ9sDAQKhUqipTvV24UP6NYEWe6gwfPhwikQirVq3SSZYKNDJsBLpSMUx47hu/s2gXt6buDY2EBvwqfs5JH+La0NYI2nCW6yhGRRR3E55x78HFuxUSO4/D/WQpWD59UjIx3qH6f68tKSlBcnKy1jKRSAR7e3t8//33GDFiBF5//XW89dZbsLS0xJ9//okPPvgAr732GgYOHFi5z7vvvov58+fDyckJnTp1QkZGBubMmQMHBwcMGzYMQPmocIcOHdCjR48qOdq3b4+oqCiteYdrk52dXSW3hYUFzM3NERwcjKeeegrjxo3DsmXL4OPjg5iYGEyZMgUvvvgiXF1dazwuwzB455138Nlnn2HChAkwMzOrV5660MiwEWjpbAF7hW6vrCREXz71vomBiSvq3tCIaMC/r8bneEVDE+zPdQyjJL5/FV7r30XX2O/h7VIKht6ZDQ8DeHFQDB84cADOzs5aj27dugEoHyU9cuQI4uLi0L17d3h7e+PVV1/FRx99hB9++EHrOB9++CFmzZqFRYsWITQ0FJGRkTA3N8eRI0cgl8tRWlqKX3/9FZGRkdXmiIyMxM8//4yysrJ65X7llVeq5F65cmXl+k2bNqFnz56YMGECgoOD8c477+C5557D6tWr6zz2mDFjUFZWhq+//rpeWeqDYZsyKzMxGJM3XsTOaOOchooYr1fd4vFJ1qdg1KVcR9GrBW2exfqsy1zHaLAOJa744JtksCUlXEcxaqX+bZDQfgxik0Sgd2jD4Ohpgeent+c6Rq2Ki4vx3HPPIT4+HseOHYODgwPXkXiDPn8aiT4tHLmOQEiDPOuQjk/y5ppcIQyU9+Hy0RlpIm4MDeM6htGT3L4An/WT0TVpLTxd1OBZV41R8g4z/HZEmUyGnTt34uWXX8bff//NdRxeoZFhI5FXXIa2cw6jVE0NZ8TwdbDOxQbhTAgLUrmOwok5bZ7B5qwrXMdoFBErwK+7PCC4fofrKCajNKgz4sJfQlySADz9HMV7L87oAHu3+s+zS/iFRoaNhIVMjM6+dlzHIKRO/uZF+E26yGQLYQBQcx2gCVSMBssHlIHR8R2gSM0k10/Bb/3b6Jq+Ee4uVA3rm4WdjAphI0fFsBEZ0ErJdQRCauUgKcNOmy8hzrnPdRRO8f37m3+libg5NJzrGCZHeuU4/Ne/ha5Zv8PVmes0poOLC+eIflExbESeCnICTVdJDJVcqMZBlx9gls7P9gBd4nsxDACfe0eDbenLdQyTJL10FIEb3kSXnG1wdaYX/ebmHULFsLGjYtiI2CmkaOdly3UMQqpgGBYHvTfCJvkE11EMAh+nVnuSitFgxQANoOPbopL6k138E4Eb3kCXvJ1wVlJR3BwkMiFcAq25jkGaGRXDRmZAMLVKEMOzy28f3BP2ch3DYBjDyDAAnJTF487Q1lzHMHmy8wfRcuMb6Fy4F0olva3rkkewHYRC+pkaO/obNjLUN0wMzRr/kwiJ/43rGAbFWIphAPjM5xLYQB+uYxAA8jP7ELRxEjoVH4CT0jBuG8x31C9sGqgYNjIu1nKEullxHYMQAMA8n6voHf8N1zEMjjG0SVQoZdRYOZCldgkDYnZ6N4I3TkTH0kNwdKKiuLEEAgaerWiWJlNAxbARiqBWCWIA3va4j5eSF4MxosJPV4ypGAaAf2TxuDuE2iUMjfnJHWi1aSI6qo/AwVHEdRzecW1hA5k5fcgzBVQMGyFqlSBcG65MwbtZ88FoVFxHMUjG1CZRYZbvJSDAm+sYpBrmx7cgZPMEdGD/hp0DFcX1FdiR3ktNBRXDRsjXQYGWzpZcxyAmqodtNhaXzAVTVsB1FIOlNsIbf5YyanwzUACIqNgyVIpjmxD2+wR0YE7CloriWollQvi0duA6BtETKoaNVGQbV64jEBPUUlGINaIFEBRlcB3FoBlfKVzumDwW959rw3UMUgfFkd8QtmUi2gv/hY09tQFUx7eNI8QS6rc2FVQMG6khrV0hojtwED1ylpViu+UyiHLjuY5i8NRGWw4DM/0vAf5eXMcgdWBYFhZ//ozwrRPQTnwO1nZUFD+uRSdqkTAlVAwbKXuFFL0C6Sseoh/mIjX+cPoWsswbXEfhBeMthYESRo1VzwipXYInGJaF5aGf0Hr7JLSTXISVLRXFFnYyuPhbcx2D6BEVw0Ysso0b1xGICRAyGvzp+QssU/7lOgpvqI3yErpHjspj8YDaJXiF0ahheXA12ux8A21kl2FpY7pFcWBHJRiGvlk1JVQMG7G+LZ1gY2a6L2hEP/b57YIy8SDXMXjFCK+fq+JT/0uAryfXMUgDMWoVrA98j7a73kAb+VVYWJvee0ggtUiYHCqGjZhEJMDgMBeuYxAjtt7/KALjN3Mdg3eMuWe4QgmjxveDxNQuwVOMWgXr/d+i7Z630FpxAwor0/h7VPpYwdrRjOsYRM+oGDZykW2pVYI0jy98L6JL/A9cx+AlY7vpRk3+lD9A3CBql+AzgaoUNnu+Rrv97yDc4jbMLY27KG7RmUaFTREVw0Yu1M0aAU4KrmMQI/O+5x0MffgF1zF4S2MKfRL/mRF4GfDx4DoGaSJBaQlsd3+JDn9MQbjVXZhZGF9RLBQL4NfWkesYhANUDJsAupCO6NL/XBLxZsZ8MKya6yi8ZdyXz2krZlT4YZAUENKcrcaAKSmC7c4v0OHQuwi1fgAzhfEUxd6h9pDSdTYmiYphEzC0jSuENOcw0YGn7DPxeeE8MKpirqPwmsakymHgsNl9JAxqy3UMokOC4gLY71iCDn++h1CbOMjN+V8U04VzpouKYRPgaCFDnxb01Q9pmjZW+fgW8yAozuY6Cu+ZUptEhRmBV8B4uXMdg+iYoCgf9tsXoePRDxBimwAZT4tiMysJPILtuI5BOELFsIkY09mL6wiExzzkxdgoXwxhfhLXUYyCqVxA97hCQRmiBptx3i6hZll8lZ6G/vfuovWtGETcu4tv09PB1vIB5VBeHsbHx6Hrndtof/sWRsY+wD8F+Vrb7M7NQZ+7d9Dp9i0sSk3RWpdYVoqn791Fvtp4W4sEBblw2LYAnY5NQyu7JEjN+NUW06qHKwT0DarJomLYRHTzt4e/I11IRxrORqzCPvuVkGTf4TqK0TDFkWEAOGB+F4nPcju7xOrMDGzMzsYMRyfs8fbGuw4OiMrMxK/ZWTXuc66oEF3MzPGdqxt+9/RCBzNzvJGQgOvF5e1CWSoVZiYn4wMHR/zo5o7dubk4mv+oWJ6dkoJ3HRyhMIG+aUF+Nhy3zkXnfz5BsH0KJHLDf85CkQCterhyHYNwiIphEzKmixfXEQjPSAUaHHJfA0XaRa6jGBVT6xl+3Kctr4Hx4u6i3uiiIvRRKNBToYCrWIIIC0t0NTfDlaKa++CnOzphvJ0dQuRyeEkkmOrgAE+JpLLgjS8rg0IgwNOWlgiRy9HBzAx3S0sAAHtzcyFiGPS3sNDL8zMUgtwMOG2ZjS4nZyDIIQ0SmeEWxf4dnCC3kHAdg3CIimETMqyNKyxl/OznItw44LMF9g+Pch3D6JhuKQzkM6VYM9gcEHDz9hMul+N0QQEelJYCAG4WF+NCURG6K8zrfQwNy6JAo4HVfyO9nhIJilkW14uLka1W42pxMQKlUuSo1fgqPQ0zHJ2a5bnwgSAnHcrfP0PnM7MQ5JgBsdTwyo6wPtTLbuqoMjIhZhIRXmjnjtX/3Oc6CuGBrf6H4B2/g+sYRknDmnI5DOw3v4sBz7aD864zej/3a7Z2KNBo8Mz9exACUAOYbO+AQZZW9T7GT5mZKNRoMOC/0V4roRALlM6YnpSEYlaDwZaW6GauwIzkJIyytkFiWRneTEyAimXxpr09Iiwsm+fJGTBhZgqUm2fCwc4ZKf3exJ0sO6hKuf89cA2whr0btRCaOiqGTcyYLl5Yc+I+NKbZskjq6Vu/M2gb/xPXMYyWqfYMP25Gy2tYE+0KNi5Rr+c9kJeHPbm5WOLsAj+pBDeLS7AgNQWOIhGGWNVdEO/JzcGqjHSsdHWD3WO3mu5nYYF+j7VCnC0sxK2SEnzi6IQB9+5hqYsL7EVCvBgbi3ZyM619TYkwIwkum2bAycENKX3fwJ1MG06L4lAaFSagNgmT425rRtOskVrN9L6BAQkruI5h1NQm3ShRLk9QgnXPWei9XWJpWipetbXDQEtLBEhlGGxlhTG2tvgxM6POfffl5mJmcjK+cHFFF/Oa2ypKNRrMTknGZ05KxJWWQg0W7c3M4C2RwksiweXiIl0+JV4SpiXAZePH6HJpIQKUuRCK9V+OWNrL4B1qr/fzEsNDxbAJGtvFm+sIxEC97haHV1IXgTHBqb/0qbZpvEzJHsUdJA/U7804ijSaKm98AjB1jtbvzc3FJ8lJWOLsgp6K2r9W/y4zA93MzREkk0ENQPXYsctYFmr6668kSomF28bp6HZ1MQKc8yEU6W96s9De7mBoOjUCKoZNEk2zRqozyDEN03PnglGXch3F6NHI8COfBF8H4+6it/P1VijwfWYGjuXnI7GsFIfz8rAuK1OrxeGLtFR8lPSw8s97cnMwPekhPnRwRKhcjjSVCmkqFfKqmTf4TkkJ9ufm4m17BwCAj0QCAcNga3Y2juXn435pKUJksuZ/ojwjTLoPtw3T0PXmcvg5F0IgbN4iVSwTomUX52Y9B+EPhqUhCpP0y+lYfLrjKtcxiIHoaJ2LDYJPIShM4zqKSejbsjVSi+v+Wt5UDM73x+hvYgBN839IKNCo8VV6Og7n5SFTrYajSISBFpaYZG8PCVNegH2c9BCJZWVY5+EJABgTF4uzRVVbG4ZYWmK+86NCnmVZ/C8+Dq/a2qHXY6PHR/PzMSclGaUsi8n2Dhhubd28T9IIlHkEIqnba7iXYgZNMwylh/ZxQ/cXAnR+XMJPVAybqKJSNbov/gvp+TQKaOr8zYuwTzEH4pwHXEcxGb1ahCGjpOabPJiiry+3huPes1zHIAZG5RmExK6v4n6yDBodXfnNMMCo2Z1g5WCmk+MR/qM2CRMllwgxvpsP1zEIxxwkZdhp8yUVwnrGUk92FZ+E3ADjpr92CcIPotjr8Fz/Lro++A7eLqVgdFC1eIbYUyFMtFAxbML+19kT1mZirmMQjpgLNTjo8gPM0q9wHcXkqE18nuHq5DDFWD/EunzYjpAniO9dhvf6qegWtxpeLmVN+mcS3pemUyPaqBg2YQqpCK/QzBImiWFY/OG9HjbJJ7iOYpJM/aYbNdlucQtpA/Q7uwThF/Gdi/BZPwVdH66Fp4uqwUWxs68VXANtmicc4S0qhk3c2K5esJCa5uTvpmy33z64JezjOobJomK4Zh+H3gTjouQ6BjFwkpiz8F0/GV2Tf4aHiwaoZ1Hc7hmvZs1F+ImKYRNnJRfj5S6eXMcgerTG/wRaxf/GdQyTpqGe4RrlCIqxcZgdtUuQepHc+Bd+699G19Tf4O5S+++Vk7clPILs9JSM8AkVwwTju/nATCLkOgbRgwU+V9A7fhXXMUwejQzXbqtFDDIiqF2C1J/02kn4r38LXTM3oabrMNs/S22BpHpUDBPYmkswqqMH1zFIM5vscQ8jkpfQ3eUMABXDdfs4LAaMsxPXMQjPSC//jYD1b6JL9la4PnZPDUcvS3gG06gwqR4VwwQA8FoPH0hF9M/BWD2vTMaUrPlgNCquoxBQMVwfWYIibB5mz3UMwlOy6L8QuOFNdMndARdnBu2pV5jUgqofAgBwtJBhRHuabsYY9bTLwqKSuWDKCrmOQv5DxXD9/G5J7RKkaWQXDiH82nfwCqEPVqRmVAyTShN7+UJCo8NGJdiiAFGCBRAUZXIdhfyHBd10oyFmhN8Go3TkOgbhMccpk7mOQAwcVT6kkrOVHC93opkljIWrrARbLZZBlJfAdRTyGA1DF6s2RIagEFuHUTFMGsesY0eYd+nCdQxi4KgYJlre7uMPKzndlY7vLEQq7Hf6FrLMm1xHIU/Q6OJ+siZmo9VNZPWndgnScA40KkzqgV6ViRYrMzHe6OXLdQzSBEJGg0Mev8Ay5QzXUUg1NAIaGW6MT9rcAeNEI8Sk/hQ9e8KsdWuuYxAeoGKYVDG2qxdcreVcxyCNdMBvJ5QPD3Edg9RALaCX3cZIFxRgeyRNtUbqiWHgMHUK1ykIT9CrMqlCKhLivacCuI5BGmGD/1H4x//OdQxSC5Z6hhttvdUNZPejdglSN4sBEZC1aMF1DMITVAyTag1t7YogZ0uuY5AG+NLvAjrH/8B1DFIHNfUMN8mMNnfBONI0WaRmjEQCx6lTuY5BeIRelUm1GIbBxwNbch2D1NM0z9t4LnE51zFIPbDUJtEkqcJ87Iys4X67hACwfeUVSDzorqqk/uhVmdSom789uvvTCIyhG+OSiIkZC8Cwaq6jkHpQU5tEk/1qfR05fdpwHYMYIJGzM+wnTuA6BuEZKoZJraY/3RIChusUpCYR9hn4rGAuGFUx11FIPWloZFgnPml/F4wDfVgn2pw+/AACOV0AThqGXpVJrYJcLDG0tRvXMUg12ljlYxXmgynJ4ToKaQCaWk03UgUF2B3pynUMYkDMOnaE5dNPcx2D8BAVw6RO0wYEwkIq4joGeYyXvBgb5YshzE/iOgppILrphu78bHMNub2pXYIAEImgnPEJ1ykIT9GrMqmTo6UMU/vTVGuGwkaswl77ryDJvsN1FNIIdDtm3ZrR/h4E9rZcxyAcs3lpJKT+/lzHIDxFxTCplzFdvGiqNQMgFWhw2C0K5mnRXEchjaSmHnydShbmY2+kO9cxCIeEdnZwePttrmMQHqNimNSLUMBg7tBWYOiNnFMHfLbALukY1zFIE7DUM6xzP9leQ35Puu2uqXJ8dyqEFhZcxyA8RsUwqbc2HjZ4sR2NwHBlm/8f8E7YwXUM0kR0043m8WnHWDB21C5hamRhobAaNozrGITn6FWZNMhHT7eArbmE6xgm5zu/f9Emfh3XMYgOsFQMN4tEYS4ODKcbLZgUhoFyxgww9JUlaSJ6VSYNYm0mwUcD6H7v+jTL+wYiEr7iOgbRERoZbj5RtldR0COc6xhET6wih0EeEsJ1DGIE6FWZNNjz7dzQztOG6xgmYYJbHMamLgIDlusoREdoarXm9WnHeDC29Ppk7ASWlnB8912uYxAjQa/KpMEYpvxiOhHdmq5ZPeeUio9y54JRl3IdheiQhr7SbVYJohwcivTkOgZpZg7vvAORLfWIE92gYpg0SgulJcZ28eI6htHqbJOD5WVzwZTmcx2lwf6OVWHQhkK4LMsD83kudtws01q/7UYZnvqlAHaLy9dHJ6vrPOba6FIwn+dqPWRzc7W2WXqyBI5L8uC4JA/LTpZorfs3QYW2P+RDpeF+hJ1GhpvfD/ZXUdgtjOsYpJnI27WFzUsjuY5BjAi9KpNGe/epAHjamXEdw+gEmBfhZ8kiCArTuY7SKAWlLMKcBPhmoKzG9d08RFjUT9qg41pKgaT3FJWP2CmKynWXU9SYeaQEG4fLsSFSjhlHSnAlpbzIVmlYTNxbjO+ekRvEtxk0MqwfM7skgrGx5joG0TGBmRlcFiwAI6DyhegO3WOXNJqZRIQlw8Mw4odTMIABN6PgKC3DTpvlEKc/4DpKoz3tL8bT/uL//lRUZf3/wspnI3mQrWnQcRkASkX1b4A30zUIdRKij3f5S1qokwA30zUIcRJiyYlS9PAQob2rYczvq6E3cb2IE2bjz8gQ9Fl9kesoRIccP/wAEnea4pPoFr0qkybp4G2LcV29uY5hFMyFGhx0/h7y9KtcRzFI+aWA55d5cF+eh+c2FuJa6qP2ihBHAW5lqBGXo0Fstga3MjRo5SjA3UwNfoouw9w+DRuFbk4aetnVm+8crlC7hBEx79YNNiNGcB2DGCEaGSZN9n5EII7EpOJuWgHXUXiLYVgc9PoN1oknuY5ikALtBFjznAyhTkLkFLNYeqoUXdYU4NobCrhZCtDSQYj5fWXo/0shAGBBXxlaOgjR7+cCLO4vxR93VfjsaAnEQmDFABl6eHL30qfvnmF1kRqp21KReyEXqlwVZJ4yOL/kDDOf6luc8m/k48GiB1WWB34ZCLF1+Yh/9slsJG9JhqZYA5vuNnAe6Vy5XWlaKR4sfQDfz3whlHM/Gj+rcyKWXrUCm53DdRTSBAJLSzjPm8t1DGKkqBgmTSYTC7HshXBEfnsSauqXaJQ9fnvhGr+f6xgGq7O7CJ0f+2a0i7sQLb/Jx/fnSjGnT3lv8sR2Ekxs9+iGMOuiS2EhZdDZTYjAr/Nx9jVzJOSyGLGlCPcnKyAVcdO7q++e4cSfElGSUAK3190gshYh+2Q2Hix5AP/5/hDbiGvcz3+hPwSyR4W7yLL87UKVp0LiT4lwe9UNYgcxYpfHwrylOSzDLQEAD395CKfnnQyiEAaAWFE2jkaGoGcUtUvwmfKTjyF2cuI6BjFS9H0d0Ylwd2tM7OnDdQxeWuv/D4Lj13Mdg1fEQgatnYW4k1V933F6oQafHyvByqdl+DdRjQA7AfzthOjtLUKZBriV0bB+ZV3S6PEiPk2pBrnncqF8QQnzQHNInaRwGuoEiaMEmX9l1rqvyEIEsbW48sH8l7s0rRRCuRBWHa1g5mMG85bmKHlYPntH9ulsMEIGVu2smv25NcQ3jldQ1CWU6xikkSz694PVc89xHYMYMSqGic5M7huAFkoLrmPwykKfK+gVv4rrGLyj1rC4kqKBcw0X1E39owRTO0nhZimAWgOUPVb7qjQs1Bx+gaGG/ophVs0CGoCRaJ9TIBGg4FbtbU13Zt7Bzck3cX/JfRTcfrSt1EkKTakGRbFFUOWrUHS/CDJ3GdQF5e0YzqOdazkqdz7vmgTGypLrGKSBhLa2UH7+OdcxiJGjNgmiMxKRAF+8EI7nvvkHZVxWGzwxxeMeXkxewnUMncsvZXEn81H1eT9Lg+hkNWzlDDysBMgsYhGXo8HDvPJtYtLL/6tUMJWzRby8vQiuFgwW9CtvgZh9rASd3ITwsxUgu5jFkpMliM3R4NU2Vb/mP3RXhVsZaqwbUr5ve1chbqZrsP92GeJzWQgZBoF23I0DsIwA+rqhoFAuhNxPjtSdqZA6SyGyEiHndA4K7xRC4iSpdh+xtRguY1wg95aDLWOR+Xcm7i+8D99PfSH3kkNoLoTba25I+DEBbCkL6y7WsAixQEJUAmz72qIsvQxxK+LAqlk4DnGEVXvDGCW+J8rC38ND0T3qAtdRSAMoP/+Mbq5Bmh0Vw0Snglws8U4ffyw7dIvrKAbtRedkTM6aD0aj4jqKzp17qEbvdYWVf373YAmAEowJE2PtEDl2xZThlZ3FletHbC2ffm1WTwk+61VewMblaCB47EKzrCIWr+0uQnI+CxsZg7YuQpwcZ44gB+2+1KIyFm/tL8am4XII/uvNdbMUYOXTMryysxhSEbBuiAxyMXdz/aoZRm/FMAC4ve6GxKhExEyNAQSA3FMOq05WKH5QXO32UmcppM6PZt8w8zdDaWop0v9Ih/uE8sZty7aWsGz7aJS14GYBShJK4DLaBbem3YL7RHeIrES4O/suzAPNK/uNubbS8TLadw6F7NRlrqOQerAcPAiW/ftzHYOYAIZlWRrCIzqlUmsQ+d0pXIrP5jqKQeplm4U17KcQFNXes0mM0zG/rnhLHa/382pKNFAXqSG2FiNuVRw0xRp4vetVr32TNyaj4HYBfD/1rXrcMg3uzroLt9fdwAgZ3F98Hy1XtgQA3P38LhwGO8CyteG0J/iqbLHw+2Kwubl1b0w4I3Jygs/uXRBaGs6/HWK8qGeY6JxIKMDKEa1hITOM0SBDEmJRgNXC+VQImzA1R3egE0gFEFuLoS5QI/9KPizb1L/IKIovqpxW7Ulpu9KgCFFA7iUHqynvUa7AqrT/bAjuijJxItKf6xikDs5z51IhTPSGimHSLDzszLA4kq7efpyrrARbLJZClJfIdRTCIVaPF9ABQN6VPORdzkNpWinyr+bj/sL7kDpLYdPNBgCQ/HsyEn5IqNw+/Y905F7IRUlKCYoTipH0WxIKrhfAtm/Vvs3ixGLknMmB07DyKa+kzlKAATKPZSIvOg8lSSWQ+8j180Qb4EvlJZR0DOE6BqmB9YsvQtG9G9cxiAmhoTvSbJ4OccaYzp5YdyqW6yicsxCpsN9xFaSpMVxHIRzT98iwpkiD5N+TocpSQWguhGU7SzhFOoH5b55lVbYKpRmllduzahbJG5NRllUGgUQAmbsMXh96QdFSoXVclmXxcO1DKEcqIZCWj6sIJAK4vuqKpF+SwJaxcP6fc61zGXNpdvdUzL9uATYvj+so5DHSFi3gNP0jrmMQE0M9w6RZlao0iPz2JK4kmu7dn8QCFv94/QSnh4e5jkIMwIHAnvig9D7XMQiAqUlh6Lz2PNcxyH8Elpbw3roFEnf3ujcmRIeoTYI0K4lIgG9eamPS/cP7fLdTIUwq6fsOdKRmy50vobR9K65jEABgGLgsXkSFMOEEFcOk2Zly//BG/yPwj9/CdQxiQDT0smtQ5vRMB6Mw5zqGybObOAEWvXpxHYOYKHpVJnpR0T9sSlb4XkCn+B+5jkEMjIYGhg1KjDgd/w5vyXUMk2berRsc3n6b6xjEhFExTPTmk2eCEOJqGHejam4fed7C4IdfcB2DGCANQy+7hmapczTK2gVzHcMkiV1d4bp0CRgB/V4Q7tC/PqI3ptI/PMYlERPSF4BhDWyCVWIQNPq8/Ryptzm9MqhdQs8YqRSuK1ZAaG3NdRRi4qgYJnrlYWeG5S+EQ2CkXxU/7ZCOzwrmgFGXcB2FGCgaGTZMN8XpODOM2iX0SfnpDMhb0Yg84R69KhO96xfkhPcjArmOoXNtrPLwtWYemBK6zSupGX1fYLiWuEajrG0Q1zFMgtXwSFgPH851DEIAUDFMOPJGLz8Mbe3KdQyd8TErxkb5YggLUriOQgwcTa1m2Ob3ygZjZsZ1DKMma9UKypkzuY5BSCUqhglnFkaGINzdmusYTWYjVmG33VeQZN/lOgrhAX3fgY40zDVJKs5H0lf3zUVobQ23FV9CIJFwHYWQSlQME85IRUL88HJbOFvJuI7SaFKBBofdomCeFs11FMITLKgYNnSLXC9C1Zr6h3VOIIDL0qUQuxrPt4LEOFAxTDjlaCHDjy+3g1ws5DpKgzEMi4M+m2GXdIzrKIRH1FwHIHViGWB+31xql9AxhylToOjWlesYhFRBxTDhXCtXKyx9Pgx8+/Z4m/9BeCbs4joG4RmWb//QTdRVcQouDKOL6XTF+vnnYf/6a1zHIKRaVAwTg/BMqDPe7uPPdYx6+97vX7SOW8d1DMJDNDLMHwvdoqEKp3aJpjLv3h3KWXTBHDFcVAwTgzG1nz8Ghii5jlGn2d7X8VTCV1zHIDxFI8P8wTLAwr65YOT8va6Ba9IWLeC6fDkYkXHfbInwGxXDxGAwDINlz4cb9AwTk9xj8b+URWDoLmKkkWhkmF8uS1JwaVgI1zF4SaRUwv377yCkO/sRA0fFMDEocokQP41tD18Hw3vxHOKUig9z5oLRlHEdhfAYzTPMP/PcL0IdZnw3CmpOAoUC7t9/B7GTE9dRCKkTFcPE4NiYS/DL+I4GNeVaV5scfFE2F0xpAddRCM/RHej4h2WAxf0KqV2ivsRiuK74ErJA+gBB+IGKYWKQXKzl+GV8B1ibibmOggDzIqwVL4SgMJ3rKMQIUDHMTxclSbgylNol6sQwcFmwAIquNIUa4Q8qhonB8nO0wJqx7Tmdg9hRWoad1sshzo3lLAMxLlQM89c8z2hoQgK4jmHQnKZPh9Wzz3Adg5AGoWKYGLQ2HjZYNboNRAL991maCzU46Pw95BlX9X5uYrw01DLMW2qwWNq/GIyM2iWqYzdhAmxf/h/XMQhpMCqGicHrHeiIJc+H6vWmHEJGg0Nev8I6+aT+TkpMAo0M89s56UNco3aJKqyfHw7HqVO4jkFIo1AxTHhhaGs3fDJQf5Pf7/bbC5fEA3o7HzEdGtDQMN/N8YqGJpg/Nwlqbop+faH87DOuYxDSaFQME954tbsPJvb0bfbzrPM/jqD4Dc1+HmKaqE2C/9RgsSyiBIxUynUUzpl17gTXZcvACLm7toOQpqJimPDKR0+3wNguXs12/EU+l9Ez/ttmOz4hapZu2GIMzkof4sbQMK5jcMq8a1e4f/cdBPShgPAcFcOEdz4bHNwsBfFUj3t4IXmpzo9LyONoZNh4zPaKhibIj+sYnDDv3h1uq76hQpgYBSqGCS99NjgYr3T10tnxRjgn4Z3MeWA0Kp0dk5Dq0AV0xkPFaLB8QBkYiYTrKHql6NkTbt98TYUwMRpUDBPemjUoGOO6ejf5OH3ssjC/aC4YVZEOUhFSOyqGjcu/0kTcHBrOdQy9UfTuDbeVX0FgYh8AiHGjYpjw2sxBQRjfrfEFcYhFAX4QzIegOEuHqQipGRXDxudz72iwLZv/4l6uKfr1hdtXKzgZCR87diwYhsHChQu1lu/YsQPMY/NuqtVqLF++HCEhIZDJZLCxscHTTz+NEydOaO23du1aMAwDhmEgEAjg7OyMF198EXFxcVrb9erVq3I7qVQKV1dXDBo0CNu2basz84MHD8AwDKKjoyuX5eXloXfv3ggKCkJCQoLWNufPnwfDMDh9+nS1x+vbty+GDRtWmWvKlClVtlm7di2sra3rzEa0UTFMeO/TZ4PwaiMKYjdZCbYolkKUl9gMqQipHhXDxkfFaLBigMao2yUs+veH2/LlYMRizjLIZDIsWrQIWVnVD16wLIsRI0Zg9uzZmDx5Mm7cuIGjR4/C3d0dvXr1wo4dO7S2t7S0RFJSEhITE7F161bExMTg+eefr3Lc1157DUlJSbh79y62bt2KoKAgjBgxAq+//nqD8qelpaF3794oKCjA8ePH4ebmprW+bdu2CAsLw5o1a6rs++DBAxw5cgTjx49v0DlJ/VAxTIzCjGeD8Fr3+hfEFiIV9jt+A2lWTDOmIqQqDWg2CWN0UhaPW0PCuY7RLCwGDIDr8i84LYQBoF+/flAqlViwYEG16zdv3owtW7bg559/xquvvgpvb2+EhYXhhx9+wODBg/Hqq6+ioKCgcnuGYaBUKuHs7IwuXbpg/PjxOHPmDHJzc7WOa2ZmBqVSCTc3N3Tq1AmLFi3C999/jx9//BGHDx+uV/b4+Hh0794dVlZW+Ouvv2BnZ1ftduPHj8emTZtQWFiotXzt2rVwdnbGgAED6nU+0jBUDBOj8ckzQXi9h0+d24kFLP70WAeL1HN6SEWINhoZNl6f+1wCG1j3axCfWA4cCNelS8CIRFxHgVAoxPz587Fy5UokJCRUWb9+/XoEBARg0KBBVda99957yMjIwKFDh6o9dmpqKrZv3w6hUAhhPeZMHjNmDGxsbOrVLhETE4OuXbsiKCgI+/btg0KhqHHbUaNGoaSkBFu2bKlcxrIs1q1bh7Fjx9YrG2k4KoaJUfl4YEtM6lV7795+321wfPinnhIRoo2KYeNVyqixciALcDyCqiuWgwbBZcligyiEKwwdOhTh4eGYNWtWlXW3bt1Cy5bV36m0YvmtW7cql+Xk5EChUMDc3BxOTk44cuQI3nzzTZibm9eZQyAQICAgAA8ePKhz25dffhl+fn74/fffIa1jBg5bW1sMHTpUq1XiyJEjePDgAV555ZU6z0Uah4phYnSmDWiBjwe2AFPNfK6b/P+CX/xW/Yci5D/UJmHc/pHF4+6Q1lzHaDKr5wbDZdFCg7yz3KJFi7Bu3TrcuHGjyjq2ATe1sbCwQHR0NM6dO4dly5ahTZs2mDdvXr33Z1m28uK9p59+GgqFAgqFAsHBwVrbDR48GMePH6/XKDIAjBs3Dn///Tfu3r0LAFizZg169uwJPz/TnNNaH6gYJkbp9R6+WBwZCpHgUUX8ld95dIxfzWEqQqgYNgWzfC8BAU2f9pEr1s8Ph/OCBWAEhlki9OjRAxEREZg+fbrW8oCAgGoLZACVywMCAiqXCQQC+Pn5oWXLlnj33XfRqVMnTJo0qV4Z1Go1bt++DW/v8r/n1atXIzo6GtHR0di3b5/Wtp988glmzpyJl156CZs3b67z2H379oWHhwfWrl2L3NxcbNu2rcqFc5aWlsjJyamyb3Z2NqysrOr1HMgjhvPdByE69nw7d9iYSfDm+gt4z+0mBiUu5zoSIdQmYQJKGTVWPsPg7XsiQMWjG/kwDBwmvwP7iRO5TlKnhQsXIjw8HIGBgZXLRowYgZdeegm7d++u0je8bNky2NnZoX///jUe86OPPoKvry+mTp2KNm3a1Hr+devWISsrC5GRkQAAV1fXWrf/9NNPIRAIMGrUKLAsixdffLHGbQUCAV555RVERUXB1dUVEokEw4cP19omMDAQBw8erLLvhQsXtAp+Uj+G+bGPEB3pF+SEra+2xmv534JhqQwh3FM34Gtcwl/HZXG4P6T2gsqQMGIxXBYv5kUhDAAhISEYNWoUvvrqq8plI0aMwNChQzFmzBhERUXhwYMHuHz5MiZMmIBdu3Zh9erVtfYDu7u7Y+jQoZg5c6bW8sLCQiQnJyMhIQGnT5/GtGnTMHHiREyaNAm9e/eud+ZPPvkEc+bMwahRo7Bhw4Zat33llVeQmJiIjz/+GCNHjoRcLtdaP2nSJNy6dQvvvPMOLl++jJiYGHzxxRfYsGED3nvvvXpnIuWoGCZGr5WXEszLOwFLt7o3JqSZUSlsOmb6XQL8vbiOUSehlRU81kTBatCzXEdpkNmzZ0OjeTTIwTAMNm/ejI8//hjLly9HYGAgunfvjtjYWBw9ehRDhgyp85hTp07F3r17cebMmcplP/74I5ydneHr64thw4bh+vXr2LRpE1atWtXgzB999BHmz5+P//3vf1i/fn2N23l4eKBfv37IysrCuHHjqqz38fHB33//jZs3b6Jfv37o2LEjNm/ejN9//52mX2sEhm1ItzkhfJb7EPh1OJB6jeskxIRNav0U/sm+yXUMoie9ijzxxtexBtsuIXZ3h/v330Pqw98eZ0KaikaGiemwdAHG7Qe8unOdhJgwGn0wLUflsXjwnGG2S8jCQuG1aSMVwsTkUTFMTIvMChi9DQh7ieskxESp6RI6k/Op/yXAz4vrGFos+veH57p1ENnach2FEM5RMUxMj0gCDP0WeGouwNCvANEvakwzPSWMGt89IwIM5OYVtmPGwHXFlxDIZFxHIcQgUCVATFeXt4GXNgNSmpOR6I+aGiVM0l9mDxA3iON2CaEQTjNmwGn6RwY7hzAhXKDfBmLa/PsDrx4GbH24TkJMBN10w3TNCLwM+Hhwcm7GzAxuK1fCdvQoTs5PiCGjYpgQhwDgtb8An15cJyEmQEN9EiarmFHhh0FSQM+3OBY62MPz559h0af+c+ISYkqoGCYEAOQ2wKitQIcJXCchRo4unzNth83uI2FQW72dz6xdO3hv3Qp5q2C9nZMQvqFimJAKQhEwcDEwaAUgEHOdhhgpDZXDJm9G4BUw3s3cLsEwsHvtNXisWwuxo2PznosQnqNimJAntR0LjNkNWDhznYQYIWqTIIWCMqweLGu2dgmhlRXcVn0Dx/feBaPnlgxC+IiKYUKq49kZmPgP4NuX6yTEyNAFdAQA/jC7h8RndT+7hCwkBN7btsKiN/UHE1JfVAwTUhNze2D0VqDPDICh0RWiGzQyTCp82vIaGC83nR3PZtQoeP32K8Surjo7JiGmgIphQmrDMECPD4AxuwCFkus0xAhQzzCpkM+UYs1gc6CJc/4KzM3huvwLKD+dAUYi0VE6QkwHFcOE1IdXt/K2CR/66pE0DZXC5HH7ze8i6ZnGzy4hDQyE15bfYfn00zpMRYhpoWKYkPpSOACjtwG9qW2CNJ6GpXKYaPsk+BoYz4a3S1gNGwavTRsh9fZuhlSEmA4qhglpCIEA6EltE6TxqGeYPCmfKcXawYp6t0swMhmc582Dy/x5EMhkzZyOEONHxTAhjeHVDZh0Emg5mOskhGfU1ChBqrFXcQfJA+tul5D6+8Fr0yZYRw7TQypCTAMVw4Q0lrkd8OIvwLAfAZk112kIT7A0Mkxq8EnwdTDuLtWvFAhg9+p4eG3dCllggH6DEWLkqBgmpKlCXwDeOA349eM6CeEBGhkmNckTlOCXIVZV2iUknp7w/PVXOL7/PgQ0WwQhOkfFMCG6YOlcPifxs18CEgXXaYgBo5FhUptdittIefq/dgmGgc2oUfDesR1mbVpzG4wQI8aw9MpMiG5l3gd2vAHEneQ6CTFAvVqEIaMki+sYxIBZsTKsOewH17cmw7xTJ67jEGL0aGSYEF2z9QbG7gWemgeI6Epvoo2l2zGTWjBg8HSLIXD9aTUVwoToCY0ME9Kc0mKA3VNolJhU6hbYCjmluVzHIAbI28obn3f5HK0dqSWCEH2iYpiQ5saywMVfgUMzgaJMrtMQjnUJCEJeWT7XMYgBEQlEeCX4FUwMmwiJkC6QI0TfqBgmRF8KM4GDnwLRvwH0VbnJ6uTfAgWqQq5jEAMRbBeMz7t8jkDbQK6jEGKyqBgmRN9iTwJ7pgJpN7lOQjjQwT8QRaoirmMQjsmEMrwZ/ib+F/Q/CAV0e3dCuETFMCFcUJcBJ1cCfy8BymiU0JS08/NHibqE6xiEIwwYDPQZiMmtJ8NZ4cx1HEIIqBgmhFtZscC+94HbB7lOQvSkja8vyjRlXMcgHGjj2AYftP8ArexbcR2FEPIYKoYJMQQ395VfYJdxm+skpJmF+3hDzaq5jkH0yN3CHVPbTkV/z/5cRyGEVIOKYUIMhVoFnFsDHFsIFGZwnYY0k1BvT5pr2ERYSCwwIXQCXmrxEsRCMddxCCE1oGKYEENTnAMcXwac/g6g3lKjwgII9fbgOgZpZiJGhBcCX8CksEmwlllzHYcQUgcqhgkxVNlxwOHPgatbQVOxGQc1I0S4lyvXMUgz6uXeC++2fRfeVt5cRyGE1BMVw4QYuoTzwMFPgLhTXCchTVQmlKCNh5LrGKQZtLRtiffbvY8Ozh24jkIIaSAqhgnhi+u7gL/mAukxXCchjVQslqG9myPXMYgOOcod8XabtzHYdzAEjIDrOISQRqBimBA+0WiAa9uAY4upKOahQok5OrracR2D6IBcJMfY4LF4pdUrkIvkXMchhDQBFcOE8BEVxbyUL7VAZxcbrmOQJrCSWmFE4AiMajkKNjL6uyTEGFAxTAifVRTFfy+h2zvzQK7cCl2VVlzHII3gZOaEl4NexvCA4TATm3EdhxCiQ1QME2IMqCjmhWwzG3R3suA6BmkAHysfvNLqFTzj8wzEApormBBjRMUwIcZEowGubwf+WQ4kX+E6DXlCprk9ejrSqCIfhDmEYVyrcejt3hsMw3AdhxDSjKgYJsRY3f8bOPUNcOsP0DzFhiHdwhG97WVcxyC16O7aHeNajUM7ZTuuoxBC9ISKYUKMXfod4PQq4NIGoKyQ6zQmLdXKGX1t6at2QyNkhIjwisC4VuMQaBvIdRxCiJ5RMUyIqSjMBM7/BJz5EchL4jqNSUq2dkV/GyHXMch/ZEIZhvoPxZjgMXBV0J0BCTFVVAwTYmrUZeW3eD71DZB8mes0JuWhjQcirLlOQexkdogMiMSolqNgK7PlOg4hhGNUDBNiymJPlY8WX98JqIq5TmP04m09MJBmVuOESCBCD9ceGOI3BN3dukMkEHEdiRBiIKgYJoSUt1Bc2ghcWEdTszWjOHtvPGOh5jqGSfG38ccQ3yF41vdZGgUmhFSLimFCiLa408DFX4BrO4DSfK7TGJX7Dr4YrCjjOobRs5RYYqD3QAzxH4Jgu2Cu4xBCDBwVw4SQ6pUWANe2Axd/A+JOcp3GKNxz9Mdz5iVcxzBKAkaAzs6dMcRvCPp49IFEKOE6EiGEJ6gYJoTULeMucHVb+V3uUq9znYa3bjsFYphZEdcxjIqnpSee830Og3wHQWmu5DoOIYSHqBgmhDRM6s3yovjadiD9FtdpeCVG2RLD5QVcx+A9M5EZIrwiMMRvCNo4teE6DiGE56gYJoQ0XvLV8sL46jYg6z7XaQzeDecgvCCjPuzGUIgV6ObaDX08+qCnW0+Yiem21oQQ3aBimBCiGw+jywvj6zuBrAdcpzFI11xaYYQ0l+sYvOFk5oRe7r3Qx70P2ivbQyyku/cRQnSPimFCiO6l3wZuHyx/xJ4E1KVcJzIIV1xD8JIkh+sYBs3fxh+93Xujj3sfBNkFgWEYriMRQowcFcOEkOZVkg/cP/ZfcXwIyE3kOhFnLrmHYbQoi+sYBkUhVqCjc0d0de2Kbi7d4Kxw5joSIcTEUDFMCNGv5KuPCuOEs4DGdObdvejeGi+LMriOwbkWti3Q1aUrurp2RbhjOMQCan8ghHCHimFCCHdKC4GEM+W3hY49ASScA1TGO/XYeY+2GCtM4zqGXgkYAXysfBDmEIbWjq3RxaULHMwcuI5FCCGV6ObshBDuSMwAn17lDwBQlwEPL5YXxrGngPjTQLHx9NhqTKD/1U5mh1CH0PKHfSiC7YNhLjbnOhYhhNSIRoYJIYZLowFSr5VfhJd4AUi6VD63MavmOlmj/OvdHq8ihesYOiMVStHCtkVl4RvqEAoXhQvXsQghpEFoZJgQYrgEAkAZUv6oUFYEpFwDkqKBpMvlBXLqDUBt+Lc5VoPfI8MeFh4IcQipLHwDbQOp35cQwntUDBNC+EUsB9zalT8qqMuAtJvlxXHy5fL/z7gH5CYArIa7rE9gGQFg4N/FiRgRlOZKeFh6wN3CHR4WHvC28kYr+1awkdlwHY8QQnSOimFCCP8JxY+NII96tLysGMi8B2TeBTLuABl3/3vcAQpS9R5TzTAGUQxLBBK4WrhWFrvuFu7wsPSAh4UHXBQuEAnorYEQYjroFY8QYrzEMsApqPzxpJK88sI4JwHISwLykoH85PL/5iWXLyvMhC6rV5YR6OxYtRELxLCQWMBObgd3hfujUd7/Cl6luRICPWUhhBBDR8UwIcQ0SS0Al/DyR03UZY+K4/xkoDCjvIiufOQ++v/iXO11ZYVVLvRTN2A2CXOxOSwkFrCUWMJSYln5/xYSC1hKLSuXP77OUlr+/3KRvHE/E0IIMUE0mwQhhDQXlgU0qvKiWqNCmUaNAgGjdYthhmHA/HdhHYPydTKhDEKBkKvUhBBiUuh7MmJyxo4diyFDhmgt27JlC2QyGZYtW1a5bMGCBRAKhViyZEnlMi8vr/LipYbH2LFjK7eNiIiAUCjE2bNnq83AMAwWLlyotXzHjh1ahRIAsCyLH3/8EZ07d4alpSUUCgWCg4MxefJk3Llzp8qxExISIJFI0KpVq4b8WEhzYJjyfmaJGSCzhNjMBtYya1hJrSofFSO7FhILKCQKmIvNqRAmhBA9omKYmLzVq1dj1KhR+Pbbb/Hee+9VLl+zZg0+/PBDrFmzpnLZ2bNnkZSUhKSkJGzduhUAEBMTU7lsxYoVAIC4uDicPHkSb731ltb+j5PJZFi0aBGysrJqzMayLF566SW88847GDhwIA4ePIjr168jKioKMpkMc+fOrbLP2rVr8cILLyA3Nxf//vtvo34mhBBCiKmgnmFi0hYvXoxZs2Zh48aNGDp0aOXyY8eOoaioCLNnz8bPP/+MkydPokuXLnBweHQbWVtbWwCAo6MjrK2ttY77008/4dlnn8WkSZPQqVMnfPHFF5DLtfs4+/Xrhzt37mDBggVYvHhxtfk2bdqEjRs3YufOnRg8eHDlcg8PD3Tq1AlPdjmxLIuffvoJq1atgpubG6KiotCxY8dG/WwIIYQQU0Ajw8RkTZs2DXPmzMGePXu0CmEAiIqKwsiRIyEWizFy5EhERUXV+7gVBeno0Uk30QoAAAo2SURBVKPRokUL+Pn5YcuWLVW2EwqFmD9/PlauXImEhIRqj7VhwwYEBgZqFcKPe7Kl4siRIygsLES/fv0wevRobNy4EQUFBfXOTgghhJgaKoaJSdq/fz8WL16MnTt3om/fvlrrcnNzsWXLFowePRoAMHr0aGzevBn5+fn1Ovbhw4dRWFiIiIiIyv1rKqaHDh2K8PBwzJo1q9r1t27dQmBgoNayKVOmQKFQQKFQwM3NTWtdVFQURowYAaFQiFatWsHHxwe///57vXITQhomLi4OCoUCx48fx6pVqxAcHMx1JEJII1AxTExSaGgovLy8MGvWrCpF7oYNG+Dr64uwsDAAQHh4ODw9PbFp06Z6HXvNmjV48cUXIRKVdyGNHDkSJ06cwN27d6vdftGiRVi3bh1u3LhRr+N/8skniI6OxsyZM7WyZ2dnY9u2bZVFPFB7IU4IaRoXFxdER0ejXbt2GDVqFPbt28d1JEJII1AxTEySq6srjh49isTERAwYMAB5eXmV66KionDt2jWIRKLKx/Xr12u8EO5xmZmZ2L59O1atWlW5r6urK1QqVY379+jRAxEREZg+fXqVdf7+/oiJidFa5uDgAD8/Pzg6OmotX79+PYqLi9GxY8fKc0+bNg3//PMPbt26VZ8fCyGkAUQiEfz8/CCXy2FlZQVPT0+uIxFCGoGKYWKyPD09cezYMSQnJ1cWxFeuXMG5c+dw9OhRREdHVz6OHj2KU6dO4ebNm7Ue87fffoObmxsuXbqktf+yZcuwdu1aqNXqavdbuHAhdu/ejVOnTmktHzlyJGJiYrBz5846n09UVBTee+89rfNeunQJ3bt3r1chTwhfNGV6xApqtRoLFy5EixYtIJfLYWtri44dO2L16tVVti0qKoKtrS3s7e1RUlJSZX2vXr0wZcqUOnMXFRVh1qxZCAgIgFQqhb29PZ5//nlcu3ZNa7vPPvuscrpGoVAId3d3vP7668jMzNTazsvLC19++aXWn6ub8rFiCscHDx6AYRg4OjpqDQAA5d+AffbZZ5Xb1PZYu3ZtvX4uT+YjxFDRbBLEpLm7u+Po0aPo3bs3IiIi0KJFC3To0AE9evSosm379u0RFRVV7RtrhaioKAwfPrzKHL/u7u6YPn06Dhw4gGeeeabKfiEhIRg1ahS++uorreUjRozAtm3bMGLECEyfPh0RERFwcnJCbGwsNm3aBKGwfD7a6OhoXLhwAb/99htatGihdYyRI0di9uzZmDt3bmXrBiHGZPXq1XjzzTfx3Xff4ZVXXqlc/vj0iB988IHWPp9//jm+//57fP3112jXrh1yc3Nx7ty5aqc63Lp1K4KDg8GyLHbs2IEXX3yxwRlLSkrQr18/xMXFYdmyZejYsSNSUlKwYMECdOzYEYcPH0anTp0qtw8ODsbhw4ehVqtx48YNjBs3Djk5OXW2a82ePRuvvfaa1jILCwutP+fl5WHp0qX4/PPPq+zv7u6OpKSkyj8vXboUBw4cwOHDhyuXWVlZAdDNz4UQQ0Ajw8Tkubm54ejRo0hOTsb27dvx9NNPV7tdZGQkfv75Z5SVlVW7/vz587h06RIiIyOrrLOyskLfvn1r7d+dPXs2NBqN1jKGYbBp0yZ8+eWX2LdvH/r27YvAwECMGzcO7u7u+OeffwCUF+FBQUFVCmGg/CK91NRU6mckRmnx4sV4++23sXHjRq1C+PHpEXNzc3Hy5Emt/Xbt2oU33ngDzz//PLy9vREWFobx48fj/fffr3KOqKgojB49ukk9+F9++SVOnTqFPXv24IUXXoCnpyc6dOiArVu3omXLlhg/frzWVIkikQhKpRKurq7o168fnn/+eRw6dKjO81hYWECpVGo9zM3NtbZ5++238cUXXyA1NbXK/kKhUGtfhUJRmaXiUTFNpC5+LoQYAhomIian4iu+x7m6uuLevXu17vfhhx/iww8/rPxzr169tN682rZtW2Xe38c9XoxWl8HLy6varxoFAgEmTJiACRMm1HjslStX1rhOqVTW2J5BCJ9NmzYNq1atwp49e6rMClPd9IhdunSpXK9UKvHXX3/hjTfe0Jo//El3797FqVOnsG3bNrAsi6lTpyI2NrbB/cHr169H//79Ky/MrSAQCDB16lSMGjUKly5dQnh4eJV9Hzx4gD/++AMSiaRB56zJyJEjcejQIcyePRtff/11o46hq58LIYaARoYJIYTwTlOnR/ziiy+QlpYGpVKJ0NBQTJw4Efv3769ynjVr1uDpp5+GjY0NbG1tERERgZ9++qnBeW/duoWWLVtWu65i+eMXul65cgUKhQJyuRze3t64du0apk2bVud5pk2bVjn1YsXj+PHjWttU9BH/8MMPNc5yUxdd/VwIMQRUDBNCCOGdpk6PGBQUhKtXr+L06dMYN24cUlNTMWjQILz66quV26jVaqxbt67KdIVr166t0tJU4bfffquxEK3tm6MnBQYGIjo6GmfPnsW0adMQERGBt99+u879PvjgA62LaCumfntSREQEunXrhk8//bTemSo05udCiCGjYpgQQgjv6GJ6RIFAgPbt22PKlCnYtm0b1q5di6ioKNy/fx8A8McffyAxMbFy3nCRSIQRI0YgNjYWf/75Z7W5Bg8eXG0hGhAQUONc4hXLAwICKpdJJBL4+fmhVatWWLhwIYRCYbUXvD3J3t4efn5+Wo8nbwVfYeHChdi0aRMuXrxY53Ef15ifCyGGjIphQgghvKTr6RGDgoIAoPIW5hV3dHxypHXEiBE1XjBmYWFRbSE6YsQIHD58GJcuXdLaXqPRYPny5QgKCqrST/y4GTNmYOnSpXj48GGDfka16dChA4YNG4aPPvqoQfs15udCiCGjC+gIIYTwVmOnRxw+fDi6du2KLl26QKlU4v79+5g+fToCAgLQokULpKWlYffu3di1a1eVqRJffvllDB06FJmZmbC1ta1XzqlTp2Lnzp0YNGiQ1tRq8+fPx40bN3D48GEwDFPj/p07d0ZoaCjmz59f60VveXl5SE5O1lpmZmYGS0vLarefN28egoOD6z3tYkN/LomJiYiOjtbaztPTEzY2NvU6HyH6QCPDhBBCeK0x0yNGRERg9+7dGDRoEAICAjBmzBi0aNECBw8ehEgkws8//wxzc/MqF+cBQN++fSGXy/Hrr7/WO6NMJsNff/2Fl19+GR9//DH8/PwwYMAACIVCnD59WmuO4ZpMnToVq1evRnx8fI3bzJw5E87OzlqPx2fBeVJAQADGjRuH4uLiej2Phv5cli5ditatW2s99u7dW69zEaIvDNuQjn5CCCGEEEKMCI0ME0IIIYQQk0XFMCGEEEIIMVlUDBNCCCGEEJNFxTAhhBBCCDFZVAwTQgghhBCTRcUwIYQQQggxWVQME0IIIYQQk0XFMCGEEEIIMVlUDBNCCCGEEJNFxTAhhBBCCDFZVAwTQgghhBCTRcUwIYQQQggxWVQME0IIIYQQk0XFMCGEEEIIMVn/B8NRZ3QN0C1qAAAAAElFTkSuQmCC",
"text/plain": [
"<Figure size 700x700 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Pie chart legacy_province\n",
"legacy_counts = df['legacy_province'].value_counts()\n",
"plt.figure(figsize=(7, 7))\n",
"plt.pie(legacy_counts, labels=legacy_counts.index, autopct='%1.1f%%', startangle=140)\n",
"plt.title(\"Breakdown by former major province\")\n",
"plt.axis('equal')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 44,
"id": "d51f3bee-d2a1-46a0-9e0b-af10c1ca7cb4",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Bar chart legacy_province\n",
"plt.figure(figsize=(10, 5))\n",
"legacy_counts.plot(kind='bar', color='skyblue')\n",
"plt.title(\"Breakdown by former major province\")\n",
"plt.xlabel(\"Former province\")\n",
"plt.ylabel(\"Number of persons\")\n",
"plt.xticks(rotation=45)\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "0374f8ee",
"metadata": {
"ExecuteTime": {
"end_time": "2025-07-03T10:13:53.107207Z",
"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",
"#constraint: take into account compound names (eg. ILUNGA WA ILUNGA MARC)\n",
"# take into account missing names (eg. LOKUA KANZA, KASONGO GERMAINE)\n",
"\n",
"df['split'] = df['name'].str.strip().str.split()\n",
"df = df[df['split'].notna() & df['split'].str.len() > 0]\n",
"df['surname'] = df['split'].apply(lambda x: x[0] if len(x) >= 1 else \"null\")\n",
"df['first_name'] = df['split'].apply(lambda x: x[-1] if len(x) >= 2 else \"null\")\n",
"df['middle_name'] = df['split'].apply(lambda x: ' '.join(x[1:-1]) if len(x) > 2 else \"null\")\n",
"df.drop(columns=['split'], inplace=True)\n",
"df[['name', 'surname', 'middle_name', 'first_name']].head()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "f2924f79",
"metadata": {
"ExecuteTime": {
"end_time": "2025-07-03T10:14:06.060688Z",
"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['first_name'], order=df['first_name'].value_counts().iloc[:10].index)\n",
"plt.title(\"Top 10 first names\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "76979895",
"metadata": {
"ExecuteTime": {
"end_time": "2025-07-03T10:14:13.209239Z",
"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>62175</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>joseph</td>\n",
" <td>26696</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>esther</td>\n",
" <td>24647</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>marie</td>\n",
" <td>23449</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>grace</td>\n",
" <td>21000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>david</td>\n",
" <td>20926</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>dorcas</td>\n",
" <td>20847</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>ruth</td>\n",
" <td>20645</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>patrick</td>\n",
" <td>20213</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>sarah</td>\n",
" <td>20195</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" FIrst name quantity\n",
"0 jean 62175\n",
"1 joseph 26696\n",
"2 esther 24647\n",
"3 marie 23449\n",
"4 grace 21000\n",
"5 david 20926\n",
"6 dorcas 20847\n",
"7 ruth 20645\n",
"8 patrick 20213\n",
"9 sarah 20195"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"firstnames = df['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": "5022f136-3174-406d-acf0-dee379969213",
"metadata": {
"ExecuteTime": {
"end_time": "2025-07-03T10:14:20.920229Z",
"start_time": "2025-07-03T10:14:18.776729Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
">> Total number of first names registered : 3406845\n",
">> Number of all-male first names : 111226\n",
">> Number of all-female first names : 61389\n",
">> Number of all-neutral first names : 26694\n"
]
}
],
"source": [
"# Total number of distinct first names\n",
"total_firstnames = df['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.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": 12,
"id": "cfeec858-ad7e-4173-9262-a7d6e08a31d9",
"metadata": {
"ExecuteTime": {
"end_time": "2025-07-03T10:14:25.256143Z",
"start_time": "2025-07-03T10:14:25.149415Z"
}
},
"outputs": [
{
"data": {
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XXQSfz9dsNPPcc89BEIQmj98dF110EcrKyvDBBx8ELvN6vXjxxRdhNptxzjnnBOVxOstut8PpdDa5LDc3FzExMU0OWzKZTEH7XTdqHJ2eOhvx/PPPB/VxgIaR+7Fjx/D66683u87hcMBmswHo2Gu/Ld9++22TfetHjx7F559/jgsuuKDJaDw5ORkXXngh3n33XSxZsgTTp09vNn3fklMPWzObzcjLywvUlpqaismTJ+PVV1/F8ePHm92/cfodaHh/NK4ef/zxx/HGG29gx44dePzxx9utg5SLU99h5KuvvsLPP/8Mr9eL8vJyrFu3DmvWrEF2dja++OKLNhtiLFy4EJs2bcKMGTOQnZ2NiooKvPzyy+jdu3fg2Nvc3FzEx8fjH//4B2JiYmAymXDGGWc02wfaUYmJiTj77LMxf/58lJeX4/nnn0deXl6TQ8gWLFiApUuXYvr06bj88suRn5+Pd999t8nirs7WNmvWLJx77rn485//jMLCQpx22mlYvXo1Pv/8c9xxxx3Ntt1Vv/3tb/Hqq69i3rx5+PHHH5GTk4OlS5di69ateP7559tcMxBKBw8exNSpU3H55ZdjyJAhUKvV+PTTT1FeXo4rr7wycLsxY8bglVdewaJFi5CXl4fU1NTAQqyuio2NDewT93g86NWrF1avXo2CgoLuPq1mrrvuOnz44Ye4+eabsX79epx11lnw+Xz4+eef8eGHH2LVqlUYO3Zsh177bRk2bBimTZvW5PAsAHj00Ueb3fb666/H3LlzAQCPPfZYh57HkCFDMHnyZIwZMwaJiYnYvn07li5d2qTH+N///necffbZGD58OH7zm9+gX79+KC8vx7fffouSkhLs2rULAHD77bejqqoKX3/9NURRxPTp07FgwQIsWrQIs2fPxmmnndahmkhh5FtwTh3VeHhW45dWq5XS09Ol888/X/q///u/JocBNTr18Ky1a9dKs2fPljIzMyWtVitlZmZKV111lXTw4MEm9/v888+lIUOGSGq1usnhUK0dMtR4XUuHZ7333nvS/fffL6WmpkoGg0GaMWOGVFRU1Oz+zzzzjNSrVy9Jp9NJZ511lrR9+/Zm22yrtlMPz5IkSaqvr5f++Mc/SpmZmZJGo5H69+8vPf3005Lf729yOwDSLbfc0qym1g4bO1V5ebk0f/58KTk5WdJqtdLw4cNbPIQslIdnnXrYUWVlpXTLLbdIgwYNkkwmkxQXFyedccYZ0ocfftjkdmVlZdKMGTOkmJgYCUCbh2o1Hp7V0iFfp9ZVUlIizZkzR4qPj5fi4uKkyy67TCotLe1w/TfccINkMpk69HNxu93SU089JQ0dOlTS6XRSQkKCNGbMGOnRRx+V6urqJEnq+Gu/JY2vj3fffVfq37+/pNPppFGjRknr169v8fYul0tKSEiQ4uLiJIfD0e72JUmSFi1aJJ1++ulSfHy8ZDAYpEGDBkmLFy+W3G53k9vl5+dL119/vZSeni5pNBqpV69e0syZM6WlS5dKkvS/Q+WeeeaZJvezWCxSdna2dNpppzXbJoUHQZLCZMUMEZHCeb1eZGZmYtasWfjnP/8pdzkUIbiPmogoSD777DOcOHEC119/vdylUAThiJqIqJu+//577N69G4899hiSk5NbbOxC1FUcURMRddMrr7yC3/3ud0hNTcW///1vucuhCMMRNRERkYJxRE1ERKRgDGoiIiIFY1ATEREpGIOaiIhIwRjURERECsagJiIiUjAGNRERkYIxqImIiBSMQU1ERKRgDGoiIiIFY1ATEREpGIOaiIhIwRjURERECsagJiIiUjAGNRERkYIxqImIiBSMQU1ERKRgDGoiIiIFY1BTuzZs2ABBEFBbWyt3KUREUYdB3YPmzZsHQRDw5JNPNrn8s88+gyAIQXucwsJCCIKAnTt3Bm2bREQkDwZ1D9Pr9XjqqadQU1Mjdylwu91yl0BERO1gUPew8847D+np6XjiiSdavc2WLVswceJEGAwGZGVl4bbbboPNZgtcLwgCPvvssyb3iY+Px9tvvw0A6Nu3LwBg1KhREAQBkydPBtAwor/kkkuwePFiZGZmYuDAgQCAd955B2PHjkVMTAzS09Nx9dVXo6KiInhPmoiIukwtdwHRRhRFPP7447j66qtx2223oXfv3k2uz8/Px/Tp07Fo0SK8+eabOHHiBG699VbceuuteOuttzr0GD/88ANOP/10fP311xg6dCi0Wm3gurVr1yI2NhZr1qwJXObxePDYY49h4MCBqKiowJ133ol58+ZhxYoVwXnS1Gl+v7/Zl0/yoVpbDZ/kg7/xP8kPH3yQIEGECLWghggRoiC2+70a6qDuciGi0GBQy2DOnDkYOXIkHn74Yfzzn/9sct0TTzyBa665BnfccQcAoH///njhhRdwzjnn4JVXXoFer293+ykpKQCApKQkpKenN7nOZDLhjTfeaBLeN954Y+D/+/XrhxdeeAHjxo2D1WqF2Wzu6tOkk0iSBI/HA6/XC6/XC5/P1+b/S5LUbBsqlQprMta0sPWuUUEFg2CAUWWEUTC2/O8v/28QDAx1IpkwqGXy1FNPYcqUKbjrrruaXL5r1y7s3r0bS5YsCVwmSRL8fj8KCgowePDgbj3u8OHDm4Q0APz444945JFHsGvXLtTU1MDv9wMAiouLMWTIkG49XjTx+/1wu91NvlwuF9xuNzweT7e331J4d4cfftgkG2w+W7u3FSDAIBgQp4pDvBiPBDEBCaoEJIgJiFPFQS3wo4QoVPjuksmkSZMwbdo03H///Zg3b17gcqvViptuugm33XZbs/v06dMHQMM+6lM/tDsaBCaTqcn3NpsN06ZNw7Rp07BkyRKkpKSguLgY06ZN42KzVni9XjidzsBXYyh7vd6QPq4kSYAEQIaBrQQJdskOu8+O477jTa4TICBWFYt41S8BflKIm1WckSHqLga1jJ588kmMHDkysKgLAEaPHo19+/YhLy+v1fulpKTg+PH/fVgeOnQIdrs98H3jiNnn87Vbw88//4yqqio8+eSTyMrKAgBs3769088lUrnd7kAgOxwOOJ3OoIyOu0oDDTyQ7/FbIkFCnb8Odf46FHmLmlynhRap6lSkq9ORLqYjXZ0Ok8rUypaIqCUMahkNHz4c11xzDV544YXAZffeey/OPPNM3HrrrViwYAFMJhP27duHNWvW4KWXXgIATJkyBS+99BLGjx8Pn8+He++9FxqNJrCN1NRUGAwGrFy5Er1794Zer0dcXFyLNfTp0wdarRYvvvgibr75ZuzZswePPfZYaJ+4Qvl8PthsNtjt9kAod+SPnZ6khlpxQd0WN9wo8ZagxFsSuMwsmBuC+5fwTlWnQiNo2tgKUXTj4VkyW7hwYWCfMACMGDECGzduxMGDBzFx4kSMGjUKDz30EDIzMwO3eeaZZ5CVlYWJEyfi6quvxl133QWj0Ri4Xq1W44UXXsCrr76KzMxMzJ49u9XHT0lJwdtvv42PPvoIQ4YMwZNPPom//e1voXmyCuP1emGxWHD8+HEcPnwY+/fvR3FxMSorK2Gz2RQX0gCglbTt30jhrJIVhz2HscWxBUutS/FK7StYYlmCtba12OvaizpfndwlEimKIAV7hQqRQnm9XthstsCXy+WSu6RO25mxE1WqKrnLCLk4VRyyNdnIVmcjS5PFETdFNQY1RSxJkmC321FfX4/6+vqwDOZT7U3fizKxTO4yepQIERnqjEBwJ4vJPFSMogqDmiKKz+eD1WoNhLMSp6+740D6AZSIJe3fMIIZBSP6aPogW5ONPuo+MKqM7d+JKIwxqCnseTweWCwW1NfXw2azBf14YyU5knYEBeoCuctQlHQxHQO0A9Bf25+Hg1FEYlBTWHK73aitrYXFYoHT6ZS7nB5TnFaMQ+pDcpehSAIEZKozMVA7EHmaPBhUBrlLIgoKBjWFDZ/Ph7q6OtTW1jY5bjyalKaWYr9mv9xlKJ4KKmSpszBAOwC52lzoBJ3cJRF1GYOaFM3v98NqtaK2thb19fURPa3dEeUp5dij3SN3GWFFhIgcTQ4GaAegr6YvV5BT2GHDE1Iku92O2tpa1NXVRdyCsO4QJVHuEsKODz7ke/KR78mHBhrkanMxXDccmerM9u9MpAAcUZNi+Hw+1NTUoLq6mn3GW1GTXIMduh1ylxERUsQUDNcNxyDtII6ySdEY1CQ7p9OJqqoq1NbWRv3UdnssSRZs02+Tu4yIohW0GKwdjBG6EUgUE+Uuh6gZBjXJQpIkWCwWVFVVRe3CsK6wJdnwnf47ucuIWL3VvTFCNwK5mlyoBHZYJmXgPmrqUR6PJzC9HerTQkYilcTwCKXGE4iYBBOG6oZiuG44j80m2XFETT3C4XCgsrISFouF09vd4E5wY7Nxs9xlRA0VVMjT5GGsfixS1Clyl0NRikFNIWWz2XDixAlYrVa5S4kInngPNpk2yV1GVMpR52CsYSx6qXvJXQpFGU59U0jU19fjxIkT3P8cZJz6lk+htxCF9YXIVGdinH4ccjQ5cpdEUYIjagoqi8WCioqKqGrr2ZOkWAnrYtbJXQYBSBVTcYb+DPTT9pO7FIpwDGrqNkmSUF9fz4DuCTHA2ti1cldBJ2FgU6gxqKlb6uvrUV5ezoDuIUKMgK9jv5a7DGoBA5tChUFNXeJwOFBWVgabzSZ3KVFFZVJhTfwaucugNvRS98IkwySkqlPlLoUiBIOaOsXj8aC8vBy1tbVylxKVRKOI1Qmr5S6D2iFAwCDtIEwwTOBx2NRtXPVNHeLz+VBZWYnKykoeBy0n/ujDggQJ+937cch9CGP0YzBGP4b9xKnLOKKmNkmShOrqalRUVPAsVgqg1quxKmmV3GVQJ5kFM8YbxmOwdjAEQZC7HAozDGpqlcViQXl5OVwul9yl0C/UOjVWJTOow1WqmIpJhknopWHTFOo4BjU14/F4UFpaivr6erlLoVOotWqsSmFQh7tcTS7ONpyNeDFe7lIoDHAfNQVIkoSqqipUVFTA7/fLXQ61gH9XR4Z8Tz4KPYUYqx+LcfpxEAVR7pJIwRjUBKDhcKtjx47xeGil499PEcMHH753fo/D7sM4z3Qe0tXpcpdECsWp7yjn8/lQXl6O6upquUuhDlCpVFiTweOoI40AASN1IzHeMJ6rw6kZjqijWF1dHY4fP87zQocR/l0dmSRI+Mn1E/I9+ZhqnIo+mj5yl0QKwhF1FOJisfC2NnMtwCN8ItoQ7RBMMkyCTqWTuxRSAI6oo0xdXR1KS0t5THQY00ADDzxyl0EhtM+9D4WeQpxrPBd52jy5yyGZcUQdJXw+H0pLS1FXVyd3KdRN32R+A4fgkLsM6iG5mlycazwXJpVJ7lJIJhxRRwGr1Ypjx47B4+EoLBJoJS2DOorke/JxzHIM5xvP55m5opRK7gIodPx+P44fP47CwkKGdARR8+/rqOOUnPjS9iU22jfCJ3G3VbThOz5COZ1OHD16lO0/I5BG4uE70WqnaydKvaW40HQhu5pFEY6oI4wkSaisrER+fj5DOkJxRB3dKnwVeM/yHn52/Sx3KdRDGNQRxOfzoaioCGVlZTzeNoJxRE1uuLHKvgqrbavhkbhbK9LxT/MI4XA4UFxczH3RUYAjamq0370fZd4yXGi6ECnqFLnLoRDhiDoC1NTU4MiRIwzpKKGWGNT0PzX+GnxQ/wF2OXfJXQqFCIM6jPn9fhw7dgzHjh3jVHcUESWeaYma8sGHDY4NWGZdBrfklrscCjIGdZhyu90oKChATU2N3KVQDxPBoKaW5Xvy8aHlQ9T52NgokjCow5DVakV+fj4cDja9iEYcUVNbqvxV+KD+AxzzHJO7FAoSBnWYqaioQGFhIXt1RzEGNbXHITnwqfVT7HXtlbsUCgIGdZjw+/0oKSlBRUWF3KWQzDj1TR3hgw9f27/GZvtmrmEJcwzqMNB4fHRtba3cpZACqCS+banjdrh24AvbF1xkFsb4jlc4t9uNI0eOwGazyV0KKQSDmjqr0FPIRWZhjO94BbPb7Thy5AhbgVITDGrqCi4yC198xyuUxWJBQUEBvF6v3KWQwjCoqasaF5ntc+2TuxTqBL7jFaiqqgrFxcVcAEItUvFtS93ggw9r7Gvwo/NHuUuhDmIvQgWRJAllZWWoqqqSuxRSMMEvyF0CRYAtji1wSS5MMEyQuxRqB4NaISRJQklJCerquNiD2iaAQU3Bsc25DW7JjXMM50AQ+LpSKs6hKYDf70dxcTFDmjqEI2oKpl2uXVhjXwO/5Je7FGoFg1pmjSFdX18vdykUJjiipmDb796PFbYV8EnseKhEDGoZ+f1+FBUVwWq1yl0KhRMOfCgE8j35+ML6BTwST5erNAxqmfh8PhQWFrKRCXWaIHFETaFR7C3Gp/WfwuVn7wYlYVDLoDGk7Xa73KVQOOJRexRCx33H8bH1Y9j9/HxSCgZ1D/N6vSgoKOApKqnrGNQUYid8J7C0filsfs74KQGDugc1hrTT6ZS7FApjbIRDPaHGX4NP6z+F08/PK7kxqHuIz+dDQUEB+3ZT9zGnqYdU+avwmfUznnlLZgzqHuD3+1FYWMiQpqCQ/Exq6jnlvnJ8Yf0CXonnHZALgzrEGg/B4j5pChZOfVNPO+Y9huW25TzOWiYM6hBqbAvKQ7AomBjUJIdCTyFW21bz9ScDBnWISJKEY8eOwWKxyF0KRSC1xDb91PMOeg5inX2d3GUoVk5ODp5//vmgb5dBHSJlZWWora2VuwyKUBpJI3cJFKX2uPdgs32z3GVg3rx5EASh2dfhw4flLi3o+Gd5CFRUVPBUlRRSGmjgANc9kDx2uHZAK2hxhuEMWeuYPn063nrrrSaXpaSkyFRN6HBEHWRVVVWoqKiQuwyKcBpwRE3y+s75HXY6d8pag06nQ3p6epMvURTx+eefY/To0dDr9ejXrx8effRReL3/W7UuCAJeffVVzJw5E0ajEYMHD8a3336Lw4cPY/LkyTCZTJgwYQLy8/MD98nPz8fs2bORlpYGs9mMcePG4euvv26zvtraWixYsAApKSmIjY3FlClTsGvXrk4/TwZ1EFksFhw/flzuMigKcB81KcEmxyYccR+Ru4wmNm/ejOuvvx6333479u3bh1dffRVvv/02Fi9e3OR2jz32GK6//nrs3LkTgwYNwtVXX42bbroJ999/P7Zv3w5JknDrrbcGbm+1WnHRRRdh7dq1+OmnnzB9+nTMmjULxcXFrdZy2WWXoaKiAl999RV+/PFHjB49GlOnTkV1dXWnnpMgcQlfUDgcDhw5coQrIqlHHEg/gBKxRO4yiKCBBpfHXo5kMblHH3fevHl49913odfrA5ddeOGFqKmpwdSpU3H//fcHLn/33Xdxzz33oLS0FEDDiPovf/kLHnvsMQDAd999h/Hjx+Of//wnbrzxRgDA+++/j/nz57d5aO2wYcNw8803BwI9JycHd9xxB+644w5s2bIFM2bMQEVFBXQ6XeA+eXl5uOeee/Db3/62w8+Vf5YHgdvtRlFREUOaegxH1KQUHnjwhfULXBlzJYwqY48+9rnnnotXXnkl8L3JZMKIESOwdevWJiNon88Hp9MJu90Oo7GhxhEjRgSuT0tLAwAMHz68yWVOpxMWiwWxsbGwWq145JFHsHz5chw/fhxerxcOh6PVEfWuXbtgtVqRlJTU5HKHw9FkSr0j+G7vJp/Ph6Kioib7P4hCTc23LilIvb8ey6zLcGnMpVALPffaNJlMyMvLa3KZ1WrFo48+iksvvbTZ7U8efWs0/1vnIQhCq5f5/Q0ngL/rrruwZs0a/O1vf0NeXh4MBgPmzp0Lt7vl9qpWqxUZGRnYsGFDs+vi4+M79gR/wXd7N0iShA0l9chkS0fqYRxRk9Ic9x3HOvs6XGC6QNY6Ro8ejQMHDjQL8O7aunUr5s2bhzlz5gBoCOLCwsI26ygrK4NarUZOTk63Hpvv9m7YUGrHtmovTGICphrr4Xfy/K3UMziiJiXa796PRDERY/VjZavhoYcewsyZM9GnTx/MnTsXKpUKu3btwp49e7Bo0aIub7d///745JNPMGvWLAiCgAcffDAw2m7Jeeedh/Hjx+OSSy7BX//6VwwYMAClpaVYvnw55syZg7FjO/4z4qrvLtpT7cT3FQ2LDGw+AcvrY+AzxMpcFUULURLlLoGoRd84vpF1Jfi0adOwbNkyrF69GuPGjcOZZ56J5557DtnZ2d3a7rPPPouEhARMmDABs2bNwrRp0zB69OhWby8IAlasWIFJkyZh/vz5GDBgAK688koUFRUF9ol3FFd9d0GpzYMlh+rga+End3aMG/HOzi29J+qsmuQa7NDtkLsMohZpoMFlMZchRR15zUfkwBF1J1k9fnxypL7FkAaALfVaFGpSoFLxR0uhwxE1KZkHHnxp+xJ2P3cHBgPTpBP8koTPCy2welvfLwEAe+widiAZoobdoyg0RDCoSdkaV4Lz1Jjdx6DuhC3H7Thq7dhhWCUuFda5EiHqDCGuiqKRSuJbl5TvuO84tji2yF1G2OO7vYMKLG58W965kyDU+wQst8VCMsSEqCqKVgxqChc7XTuR7+5cgw9qiu/2Dqj3+PBlUT26surOKwlYbjHBakgIel0UvRjUFE7W2NfA4rPIXUbY4ru9HX5JwheF9bB7u7c4foNFhxJtMgQuMqMgYFBTOHFJLqywreD+6i7iu70dndkv3Z6dNjV2IRmims0qqHtUfOtSmCn3lXN/dRfx3d6GruyXbk+xS4WNnkSIOn37NyZqhSAJcpdA1Gk7XTtR4CmQu4yww6BuhdXj7/J+6fbUelX4yhYHGMwh2DpFAwY1has1tjWw+W1ylxFWGNQtCNZ+6ba4JQHLLGbYDfEhewyKXAxqClcOyYHVttU8LXAnMKhb8EOFA8VWT4881jqLHsd1yYFTqhF1BIOawlmxtxg7XGyB21EM6lNUOr3YfLxn2979aFVjnyoFoshFZtRBHIxQmPvG8Q3KveVylxEWGNQn8UsSlhdZW+3jHUr5ThW2+JIganU9/+AKtX37dtx6662YMmUKhg8fjrVr1za5/uWXX8asWbNw+umnY8KECViwYAF2797d4e2/8cYbGD58OJ566qkml//1r3/FWWedhfPOOw/Lli1rct2qVatw6623dv1JBQlH1BTu/PBjjW0ND9nqAAb1SX6ocOC4PTiHYnVFlUfASkc8BL1JthqUxOFwYMCAAfjzn//c4vXZ2dl44IEH8PHHH+Pf//43evXqhZtuugnV1e2fvWzPnj1YunQpBgwY0OTyDRs2YMWKFXjttddw55134pFHHkFNTQ0AoL6+Hi+++GKr9fSottvNE4WFKn8Vtjm3yV2G4jGofyHHlHdLXH4BX9ab4eIiM0ycOBG33XYbpk6d2uL1M2bMwPjx45GVlYW8vDzcfffdsFqtOHjwYJvbtdvtuO+++/Dwww8jNrbpOcSPHDmCcePGYejQobjoootgMplw7NgxAA3no7388suRkZERnCfYHZz6pgix3bkdVb4quctQNAY15J3ybpmANRY9TuiSuMisgzweD5YuXYqYmBgMHDiwzdsuXrwYEydOxPjx45tdN3DgQOzduxd1dXXYu3cvXC4XsrKysGPHDuzfvx/XXHNNqJ5Cp3DFLEUKH3z42vY1X9Nt4OolyD/l3ZrvrRoMNCRjoFQNv4/7cVqyceNG3H333XA6nUhJScFrr72GhITW+6p/9dVX2LdvH95///0Wrz/rrLMwc+ZMXHXVVdDpdFi8eDGMRiMee+wxLFq0CB988AHee+89xMfH4+GHH0ZeXl6onlrb+JlGEaTMV4adrp0YpR8ldymKFPUj6kqHMqa8W3PAIeI7XxLUXGTWonHjxmHp0qV45513cNZZZ+Guu+5CVVXL02hlZWV48skn8eSTT0Kna/3n+fvf/x4rVqzAp59+iqlTp+KNN97AmWeeCbVajddeew3/+te/cOmll+KBBx4I1dNql+RnUlNk+dbxLU/c0YqoDmq/JGF5sZKmvFtW4VFhlSMeKi4ya8ZoNKJPnz447bTTsHDhQoiiiE8//bTF2+7duxfV1dW44oorMHLkSIwcORLbt2/HkiVLMHLkSPhamLU4cuQIli1bhj/84Q/Yvn07xowZg8TEREybNg379++HzSZPhyVOE1Kk8cCDtfa17d8wCkX11Pc2hU55t8TxyyKzC2LV0Djq5C5Hsfx+P9xud4vXnXnmmfjkk0+aXPbggw+ib9++uPHGGyGKYpPrJEnCwoULcffdd8NoNMLn88HrbXi9NP7bUrj3BAY1RaJibzH2ufZhiG6I3KUoStQGdb3bhy1lyp3ybokEAassBpwVo0aCqxqI8A9ru92O4uLiwPfHjh3Dzz//jLi4OMTFxeH111/H5MmTkZKSgpqaGrz//vuoqKjABRdcELjPggULMGXKFFx99dUwmUzo379/k8cwGAyIj49vdjkAfPzxx0hMTMTkyZMBAKNGjcIrr7yCXbt2YcuWLcjNzW22arwniZIIn8C1CxRZNjk2IVuTDZOKM4iNojao1x2zwROmx6JurddgsDEZ/X1V8PvD9El0wN69e3HjjTcGvn/66acBABdffDEeeughFBQU4IsvvkBNTQ3i4+MxdOhQ/Otf/2qywOvo0aOora3t9GNXVlbi9ddfxzvvvBO4bPjw4bj++utxyy23IDExEYsXL+76kwsCraSFQwju2d2I5OaSXNhg34AZ5hlyl6IYghSFc2jF9R7853D4Tx9naP04XV0Ln6flqV6KbNsytsGi4uIbikwzTTORq82VuwxFiLrFZH5JwpoSq9xlBMVxtwprXQkQ9Ua5SyEZqKWonRCjKLDZsRleKTzWEIVa1AX1T5VOnHBGzn49q0/AsvoY+Azy7SsleWigkbsEopCp89dhl2uX3GUoQlQFtd3jV/Qx013lg4CvLEZYDIlyl0I9SB29S0woSvzg/AF2f+R9ZndWVAX1xuM2OJV+0HQ3bLJoUaxNhkoVVb/WqKWROKKmyOaW3PjO+Z3cZcguaj7Rj9s92F3lkruMkNttU+MnJENU80M80okQ278RUZjb49oT9SftiIqgliQJa47aoqY98lGXCus9iRB1BrlLoRDiiJqigQQJm+2b5S5DVlER1HuqXSgNkw5kwWLxClhui4VkiJG7FAoRjqgpWhR5i1DkKZK7DNlEfFD7/FLYdSALFq8kYLnFBJuh9bNJUfji4VkUTTbbN8MvRW6Dp7ZEfFDvqnKizh2dv9xG6y06HNMmQxAi/tcdVVQSf58UPar8Vdjr3it3GbKI6He6xy/hmzK2WASAn2xq/FeVBFHNUVik4Iiaos23jm/hkiJ/UfCpIjqod5xwwOqN7tH0yQqdIjZ7kiBq9XKXQkGgiuy3L1EzDsmBbY5tcpfR4yL2ne7y+fFdOUfTp6r2CvjKHgfBYJa7FOomUeJiMoo+u1y7oq4JSsQG9bYKJxwR3NykO9ySgC8tJjgN8XKXQt3AfdQUjbzw4ifXT3KX0aMi8p3u8PqxrYKj6bYJ+NqiR7kuCYIgyF0MdQGDmqLVbuduOP1OucvoMRH5Tv++3AGXn6Ppjthm1WC/KhmiyIVJ4YZBTdHKDTd2unbKXUaPibh3utXjx4+VHE13xmGniG98SRC1OrlLoU4QJM6EUPTa6doZNSvAIy6ovy23w8OF3p12wiNglSMOgt4kdynUQVz1TdHMJbmw27lb7jJ6RES90+1eP3ZVRs9+i2Bz+lVYVm+G2xAndynUARxRU7T7yfUTPJJH7jJCLqKCescJJ7zcNd0tEgSsthhQqeciM6VjUFO0c0gO/Nf1X7nLCLmICWqvX8IO7psOmu/qNTgoJkMl8lhdpWJQEwE7nDvglSL7pEsRE9R7ql2wczgdVAccIr73JUGt0cpdCrWEL3ci2CQb9roiuwd4RAS1JEk8bjpEyj0qrHEmQKU3yl0KnYIjaqIG253b4ZN8cpcRMhER1PkWD6pckftLkpvNL+DL+hh4uchMWXh0AxEAwCpZccB9QO4yQiYigvr7iujq+yoHCQJWWgyo1SfKXQo14tQ3UcAu1y65SwiZsA/qMrsXR62RvZBASbbUa1GgSYFKFfYvnbAnSUxqokYVvgqUecvkLiMkwv7T9vtyjqZ72l67iO1SMkSNRu5SohtzmqiJ3a7IbIAS1kFd5/bhQK1b7jKiUqlbhbWuRIg6g9ylRC2OqImaOuQ+FJEn6wjroN5xwsn1NDKy+gQss8XCb4iVu5SoJPHEM0RNeOHFPvc+ucsIurA9ZZJfkrCnOvL+cgo3PknACosR58SIiHHWyF1OVOGIOvi2vLkFW9/ciuriagBA+qB0TLt7GoacPwQA4HF68PmDn2PHJzvgdXsx6NxBuOxvlyEmNabVbbqsLny58Ev8d/l/Ya+xI7FPIibdNAlnzT8rcJtP//wptr23DVqjFjMfnomxl40NXLfzs53Y9sE2/Oa934ToWUeW3a7dGKUbFVGdFcM2qA/XuWFjgxPF2Fivw2mmZGR7q+H3c56jp4iSCJ/AQxODJT4zHrMenoWUfikN/Rne34Z/XvtP3LXhLmQMzsCnf/4U+1bvw7y35sEQa8DSe5bizevfxO0rb291m5/95TMc2nwI1756LRL7JOLAugNYevdSxKXHYdiFw7Bn5R7s+HgHbv74Zpw4cgLv/+F9DJoyCOYkMxwWB5YvXo7ff/r7HvwphLc6fx2KvcXI1mTLXUrQhO3U964qjqaVZpdNjZ1IhqjmIrOeopH4sw6mYdOHYcj5Q5CSm4LUvFTM+MsM6Ew6FG0vgsPiwPfvfo9LFl2CAZMGIGtkFq5+6WoU/FCAwm2FrW6z4IcCjLtyHPqf3R9JfZIwYd4EZA7LRNGOIgBA+cFy5J2Vhz6j+mDMr8ZAF6NDdVHDiP6Lh7/AWfPPQkLvhJ54+hEj0haVhWVQ13t8OGKJ/DOmhKNilwobPAkQdXq5S4kKGjCoQ8Xv82PHxzvgsruQMy4HR3cehc/jw4DJAwK3SRuQhoTeCW0Gdd/T+2LPyj2oLa2FJEk4tPkQTuSfwKBzBwEAModm4ujOo7DX2nF051F4HB4k90vGke+OoGR3CSbdNCnUTzXiFHgKYPFb5C4jaMJy6vu/VS4emaJgdV4VVtjiMC1GAzjq5S4nonFEHXyl+0rx/LTn4XV6oTVp8et3fo30Qek4tucYRK0IY1zTdroxqTGwVLQeCr966lf44I8f4JFhj0ClVkFQCbji+SuQOyEXADB46mCMuWwMnp36LDR6Da55+RpojVp89KePcPXfr8bWN7di0+ubYE404/LnLkfG4IyQPv9IIEHCHtceTDBMkLuUoAi7oJYkCbs57a14HknAMosJU2LVMDq4yCxU1OH3Fla81LxU3L3xbjgtTuz8YieW/H4J/vDlH7q8vU2vbULh9kIs+M8CJGYlIv+bfHx8z8eIS4/DwMkDAQAX3nchLrzvwsB9Vj61EgPOGQBRI2L1M6tx75Z7sXfVXiz5/RLctf6ubj/HaLDXtRdn6M+AKIT/GQDDbuq72OpBrZuLlcLFOosOx3XJEbUCU0k4og4+tVaNlH4pyBqZhVkPzUKvYb2w8dWNiEmNgc/tg72uaZOl+op6xKa2fIii2+HG8kXLccmiSzBs+jBkDs3ExN9MxKhLRmH9S+tbvE/5wXJs/2g7LnrgIhzacgi543NhTjZj5CUjUbKrBM56DlQ6wi7ZUeApkLuMoAi7oN5d5ZK7BOqkH61q7FWlQBQ5+gs2jqhDT/JL8Lq9yBqZBVEj4tDGQ4Hryg+Vo6akBjnjclq8r9/jh8/ja/aHqiAKLR4HL0kSPrzzQ1yy6BLozDpIPgk+b8Oq/sZ/eVRFxx10H5S7hKAIq6B2+vw4UMugDkdHnCps9iVBreUis2BiUAfXlwu/RP43+agqrkLpvlJ8ufBLHN5yGGPnjoUh1oAzrj0jcLjV0Z1H8d6t7yFnXE6ToH78jMexe1nDqmN9rB65Z+Xii4e/wKEth1BVVIXv//M9tn+wHcNnDm/2+N/9+zuYk8wYNn0YAKDvGX1xaNMhFG4rxMaXNyJ9YHqzfeTUugJPAdxS+HevDKt3+b5qF3jodPiq9gj4yheHC8xqSA6r3OVEBLUUVm9hxbOesOLd370LS7kFhlgDModm4ualN2PguQ37kucsngOVSoW3bniroeHJlEGY+/TcJtuoOFQBh8UR+P6GN27AsoXL8O5N78JeY0dCVgIu+vNFTRqeAA1T6KufXY07Vt4RuCx7TDYm3zIZr135GszJZlzz8jWhe/IRyAsvjniOYJB2kNyldIsghVF7o3cO1uKYjWfKCn8Szo91QeeolbuQsFeWWoa9mr1yl0GkWH01fXGx+WK5y+iWsJn6rnf7GNIRQ8Aaix4VuiQuMusmUQr/Fa1EoVTsKQ77E3WETVAfqAv//QzU1A9WDfarkiGKDJuuYlATtc0HHw57DstdRreET1BzEVlEOuwU8Y0vCaJWJ3cpYYlBTdS+cF/9HRZBbfP4UWLltHekOuFRYbUjHiq9Se5Swo4IBjVRe0q8JbD77e3fUKHCIqgP1rFlaKRz+AV8WW+GxxAndylhRSWFxVuYSFYSJBxyH2r/hgoVFu/yA7XcPx0NJAhYZTGgSp8IcJFZh3Dqm6hjDrgPyF1Clyk+qB1eP4rreaasaPJtvRb56mSoVAyh9nBETdQxx33HUe8Pz5MEKf5dfrDODTbMiz777SK2SUkQNVq5S1E0lfLfwkSKke/Ol7uELlH8u/wgV3tHreNuFb52JUClZ8vE1ggSdxEQdVSRp0juErpE0UHt9PlRyGnvqGbzCVheHwOfoeWzE0U7Tn0TdVyJtwReKfyOIFL0u7zA4oGPy72jng8CvrIYUatPlLsUxeGImqjjvPCi1FsqdxmdpvCg5mpv+p8t9VoUapKhUin6ZdujGNREnROO09+K/sQr4LQ3nWKPXY0dSIao0chdiiIwqIk6h0EdRJUOL+o9XO9NzZW4VFjnSoSoM8hdivy4a4ioU6r8VbD6w+s0u4oN6iMcTVMb6n0ClttiIRli5C5FVhxRE3VeuI2qFRvUhdw/Te3wSgKWW0ywGhLkLkU+nHQi6jQGdRD4JAlHbRxRU8dssOhQok2GEI2LzDj1TdRpR71HIUnh8+ZR5Cdbqc0L7p6mzthpU2O3kAxRrZa7lB4VTh82RErhlJwo95XLXUaHKTKoi60cTVPnFTlV2OhJhKjTy11Kz2FOE3VJoadQ7hI6TJFBXcSFZNRFtV4VvrLFAQaz3KX0CI6oibqm2FMsdwkdprig9volHOP+aeoGtyRgmcUMhyFe7lJCTvIzqIm6osJXAZ/kk7uMDlFcUJfavWwbSkGx1qJHmS4JQgSf25ojaqKu8cGHSl+l3GV0iOKC+jhH0xRE260a7FOlQBQjd5GZKPG83URdUeYtk7uEDlFeUNvD78wmpGz5ThW2+JIganVylxISGontVIm6IlxWfjOoKSpUeQSsdMRD0JvkLiXoNGBQE3UFR9RdYPf6UefmAdQUGi6/gC/rzXBF2CIzjqiJuqbGXwOX3yV3Ge1SVFAft3E0TaEmYI1FjxP6yFlkpkbk7n8nCrUyn/JH1coKak57Uw/5vl6Dg2IyVGL4L8TiiJqo68q9yt9PrbCg5opv6jkHHCK+8yVB1GjlLqVbOKIm6jqOqDuJI2rqaRUeFdY4E6DSG+Uupct4eBZR14XDgjLFBHWd2we7l80bqOfZ/QK+rI+B1xAndyldwlXfRF3nkByo89XJXUabFBPUHE2TnCQIWGkxoEafJHcpnSaCI2qi7lD69LdigrqMQU0KsLVegyOaFKjC6NzWaon7qIm644T3hNwltEkxn0aVjvBojk6Rb59dxHYpOWwWmXFETdQ9Nf4auUtok2KCutrFoCblKHWrsNaVAFFvkLuUdnExGVH3VPmq5C6hTYoIar8kodbNoCZlsfoELKuPhd8QK3cpbVJJingbE4Uti98Cr6Tc3a+KeIfXuvzgaXVJiXwQsMJihMWQKHcpreKImqh7JEio8Sl3+lsRQV3lUu5fMkQAsMmiRbE2WZGLzFTKeBsThbVqf7XcJbRKEe/waienvUn5dtvU+AnJENXKOm5Z9HNETdRdHFG3gwvJKFwcdamwwZMAUaecRWYCIuPkIkRyqvXXyl1CqxjURJ1U51VhuS0WkiFG7lIAcDEZUTDU+mrlLqFViniHc+qbwo1XErDcYoLNkCB3KQxqoiCo8yu3jajs73CXzw8be3xTmFpv0aFUmwxBkO+tJEic+ibqLqfkhNPvlLuMFske1BxNU7jbYVNjjyoJolqeVp4MaqLgUOp+atmDutbtl7sEom4rcIrY7EmCqNX3/INzQoooKJQ6/S17UFs9DGqKDNVeAV/Z4yAYzD36uBxREwWHzW+Tu4QWyR7UNgY1RRC3JOBLiwlOQ3zPPShH1ERBYffb5S6hRbIHtdXLoKZII+Brix7luiQIQuhHuxxREwWHXWJQt4gjaopU26wa7FclQxRDvMiMI2qioOCIuhXcR02R7LBTxDe+JIhaXcgeQ+IZbYiCgiPqVtg49U0R7oRHwGpHPFR6U2gegDlNFBQcUbfAL0mws9kJRQGHX8CX9Wa4DXFB37Yk8T1EFAwOyaHI95OsQc390xRNJAhYbTGgUh/cRWZK/GAhCkd++OGUlNedTN6g5miaotB39RocUidDJQbn9JTcR00UPErcTy1rUHMhGUWrn+0ivvclQdRog7I9npiDKDiUuJ9a5hE1g5qiV7lHha9dCVDpjd3elkbSBKEiIuKI+hRuH6fsKLrZfAK+rI+BzxDbre1owKAmCgaOqE/h4b41IkgQ8JXFiFp9Ype3oZWCM4VOFO0ckkPuEpphUBMpxJZ6LQo0KVCpOv+2VEOeU2wSRRqv5JW7hGYY1EQKstcuYruUDFHTuals7qMmCg4ffHKX0AyDmkhhSt0qrHUlQtQZOnwfjqiJgsMnMaib4KJvopZZfQKW2WLh7+AiM1EKzjHZRNHOC059N+HmiJqoVT5JwAqLEfX6hHZvy1XfRMHBEfUpvAxqonZtrNfhqDa5zUVmIjiiJgoG7qM+BfdRE3XMLpsaO5EMUd3yyFktcR81UTBwRH0KBjVRxxW7VNjgSYCo0ze7jiNqouDgiPoUbPVN1Dl1XhVW2OIAg7nJ5VxMRhQcPI76FD6eno+o0zySgGUWM+yG/y0y40k5iIKDI+pTHzx4p+QlijrrLDoc1yVDEASOqImChPuomz04k5qoO360qrFXlQIf30pEQaHEEbWsS0U5oibqviNOFY6e6IP0RC1UpiJUohh+cAEIUVdIUN4uWVmDWmBQEwWFx6fG0RO9gRO9oVOfjvSkUvgNhajCMUV+8BAplRKPoJB3RM2pb6Kgc3k1KCrPBpANo9aJtKRSePUFqJLK5C6NSPFEgUHdBEfURKFld+tReLwfgH6IMdiRnFACp64AtVKl3KURKZIST3DDfdREUaLeYUS9YwCAAYg3WpGQWAy7pgAWqVbu0ogUgyPqUzCnieRRazej1j4EwBAkx9QiNv4oLOoC2KR6uUsjkhVH1KdQce6bSHaV9fGorI8HMAxpcTUwxRWhRiyAU3LIXRpRj+OI+hSc+iZSEgHldYlAXSIEnIb0xCroY4pQLRTCDZfcxRH1CK76PgWDmkiZJKhwvDoFqE6BKIxCRlIF1OYiVKEIXiivFzJRsKgFTn03oWVSEymeTxJRUpkBVGZAI45FemIZG6tQxOKI+hQGNU8kQBROTm6solePQ1rScUiGQlSysQpFCI6oT6EXOaImCldOr/aUxirH4NUXsrEKhTWOqE/BoCaKDA2NVXIB5LKxCoU1jqhPoefUN1HEObmxSoLRioTEo7BpjrCxCoUFnaCTu4RmOKImopCpsZtRYx8MYPBJjVWOwCZZ5S6NqEVGwSh3Cc3Iu5hM5IiaKFo0baxSDVNcMRurkOIYVQzqJvRqjqiJoo+A8rokoC7plMYqBXDDLXdxFOUY1Kfg1DdRdGupsYrGXIRKNlYhmZgEk9wlNMPjqIlIEU5trJKRVAbBWIhKHGVjFeoRKqigF/Ryl9GMrEGtUQkQBcDHPglEdBKPT43iit4AekOvdiMtuRR+QyGqpFI2VqGQMQgGCAo8WZTsB4yZ1CpYPPxrmYha5vRqUVSWAyAHRq0T6UnH4NYXoFoql7s0ijBK3D8NKCCoY7UMaiLqGLtbj4JfGqvE/tJYxaE7glqpSu7SKAIo8dAsQAFBHacVUWLjohEi6hyLwwhLY2MVUz0SEkpg1eSjXqqTuzQKUxxRtyJOywVlRNQ9NbYY1NjYWIW6x6RS3opvQBFBrbwG6EQUvthYhbqKU9+tiOWImohComljlYzESuhiilAtFLKxCrWIU9+t4IiaiEJNggql1alAdSpEYTQykiqgNhehio1V6CTxqni5S2iRAoKaI2oi6jknN1bRimORzsYq9IsEMUHuEloke1CLKgFmjQpWHqJFRD3MfUpjlfTkUvjYWCUqmQQTtIJW7jJaJHtQAw2jagY1EcnJ6dWi8KTGKmlJx+BhY5WoodTRNKCYoBZxjMdSE5FC2N16FJ7UWCUpsQROLRurRLIEFYO6TdxPTURKZXEYYTl2cmOVo7BqjrCxSoThiLodSXqu/CYi5WtorDIEwBCkxNQhJr4IdeoC2NlYJewxqNuRrFdEGUREHXaiPg4n6kcAGI60+GqYYotRIx6BU3LKXRp1Aae+25GsFyEAXGNJRGFIQHltElCbBBVOQzobq4QdESJiVbFyl9EqRQS1WiUgXqdCjYsrv4kofPlbbKxSiCoUs7GKgsWr4hV5HupGighqoGH6u8bFvz6JKDI0bawyjo1VFEzJ+6cBBQV1ikHEIS6iJKII1KSxisaNtKRS+A0FqJKOs7GKAjCoOyjNoJhSiIhCxunRouiXxiomrRNpSSVw6wvZWEVGSWKS3CW0STHpyKAmomhjc+tRcDwPQB5iDbZfGqsUsLFKD0sX0+UuoU2KScc4rQo6UYDLx2kgIoo+FocJlmMDAQxEoqke8Wys0iMMggFxYpzcZbRJMUEtCAJSDSKOWrkykoiiW7UtBtW/NFZJjq1FbFwxG6uESJo6Te4S2qWYoAYapr8Z1ERE/1NpiUelJR7AcKTHV8EQW4xasYCNVYJE6dPegMKCOsOoqHKIiBREQFltMlCbDBVGIj3xBHQxxWys0k3pagZ1p/Q2a+QugYhI8Roaq6QB1WlQC6ORnlQOtbmIjVW6gEHdSXFaEbEaFSw8NzURUYd4JREllZlAZeYvjVWOQzAWsbFKBySoEqATdHKX0S5FBTXQMKreV+OSuwwiorDT0FglC0AWDBo3UpOOwW8oZGOVVoTDaBpQYFBnmdUMaiKibnJ4tCgq6wugL0w6J9IS2VjlVAzqLupt4n5qIqJgsrmaNlZJTiyBXVuAuihvrBIOK74BBQZ1sl6EXhTgZOMTIqKga9JYxVyP+PjobKyihhrJYrLcZXSI4oJaEAT0Nmlw2MLDDYiIQqnaGoNqa0NjlZTYWsTEFaNOfQR2ySZ3aSGXqk6FSlDJXUaHKC6ogYb91AxqIqKec8ISjxOWeAgYjrT4Khhji1ETwY1VstRZcpfQYYoMah5PTUQkD6mVxipVQgE88MhdXtBka7LlLqHDFBnU6UY11ALg5W5qIiLZtNZYpRJF8MEnd3ldphf0SBOV3+O7kSKDWhQE9DJpUGSNnL/eiIjCWcuNVQpRiZKwa6ySpc4Km/3TgEKDGgD6xTKoiYiU6NTGKmlJpfAZCsKmsUo4TXsDCg7qvDgt1pfa5S6DiIja4PBoUViWAyDnpMYqBaiWKuQurVUM6iBJ0quRoFOhxhVeUypERNHq5MYqcQYbkhJLYNceQZ1ULXdpAUmqJJhVZrnL6BTFBjUA5MZqsf1EZB4aQEQUyeocJtQFGqtYfmmsUiB7Y5VwG00DCg/qPAY1EVHYq7bGoto6FMBQpMTWICbuqGyNVRjUQZYVo4FWJcDtV/7iBCIiat8JSwJOWBIgYDhSE6pgiilGtVgAVw80VlFDjUx1ZsgfJ9gUHdSiIKBvrAYHatmljIgokkgQUF6TDNT80lgl6QR05iJUCYUha6zSW90bakHRsdcixVecG6tlUBMRRTA/VCitSgOq0qAWxiAjuRyiKfiNVcJx2hsIk6AWgDA4Mo+IiLrLK4k4eiITOPG/xiowFqIqCI1V+mn6BanKnqX4oDZpVMgwqlFq98pdChER9aCWGqt49QWoRucbq6SJaYgVY0NTaIgpPqiBhuYnDGoiouh1cmMVs86JlMQSuPQFqOlgY5X+2v4hrS+UwiKoByfosOk4u5QRERFgdelhbdJY5Sjs2oI2G6v01zCoQypBJyKT099ERHSKhsYqgwAMCjRWqdccgVWyBG4TztPeQJgENQAMTdQxqImIqFXNG6sUo05dgAHaAXKX1i2CJElhsaDa7vHjpT3VYXYyNSIikpMKEm4eGodYrVbuUrosbE7IadSo0DdWI3cZREQURnqZNWEd0kAYBTUADE3Qy10CERGFkWERkBthFdT947XQqgS5yyAiojAgCsDA+PAeTQNhFtQalYD+ceH/QyciotDLjdVCrw6rmGtR2D2DoYk6uUsgIqIwECl5EXZBnROjgUnN6W8iImqdWa2KmBnYsAtqlSBgSEJk/JVEREShMSJJB5UQGYO6sAtqABiVbJC7BCIiUigBwMjk8F/t3SgsgzpRL6JvDI+pJiKi5nLjtIjVinKXETRhGdQAMDolcv5aIiKi4BkdQaNpIIyDOi9Wizht2JZPREQhEKdVRdyMa9gmnSAIGBVhfzUREVH3jErWQ4iQRWSNwjaoAeC0JD14pBYREQENnchGJEbeAC6sg9qgVmEQD9UiIiIAA+N1MGrCOtZaFPbPaAwXlRERERCxu0PDPqgzjBpkGNVyl0FERDJKNYjIMkfWIrJGYR/UAEfVRETR7sw0o9wlhExEBPXgeB1iInC/BBERtS9Bp8KgCDidZWsiIt1ElYDTU9lWlIgoGp2RaoyYvt4tiYigBhr6uhp5rBYRUVQxa1QYHiGns2xNxAS1hqNqIqKoc3qqAaIqsgdpERPUADA62QC9GNm/MCIiaqAXBYxMivzFxBEV1FpRwNgUjqqJiKLB2BQDtFEwOIuooAaAsSl66CJ8GoSIKNppVULUHJobcUGtV6t4Ckwiogh3WpIOBnXERViLIvJZjks1gIdVExFFJlEATk+Lnt2cERlnRrUKo5Kj55dIRBRNRifrEaMR5S6jx0RkUAMNS/Y5qiYiiiw6UcCE9MhtF9qSiI0ys0aFcTyumogoooxPM0TNvulGEf1sz0w1wsRuZUREESFGo4rKQ3AjOqi1ooCJGSa5yyAioiCYmGGEOgoPv43ooAaAEUk6JOujZ9EBEVEkStGLEd/TuzURH9QqQcC5mRxVExGFs3MyTRAi+AxZbYn4oAaA3DgtcmI0cpdBRERdkGVWIy8ucs833Z6oCGoAODfThOj8W4yIKLxF+6yoWu4CekqaUY1hiTr8t9oldyn0i6//8Vesfe3pJpel5OThzk++BQC89pvZKPjxmybXn/6rGzDnz39rdZsuuxUrX3gM+zZ8BXtdDRIz+2DCVb/BGXPnBW6z7JkHsePL96E1GDHtDw9i1EVzA9f9d83n2LHsQ9zwf0uC8AyJqLsGxWuRaYruGdGoCWoAmJRhxM+1Lnj8cldCjdJyB+HXrywNfK8Sm74kx825Duf/7t7A9xp9240Olj/zEPK3bcYVi15BQmYWDn27AZ8/eQ9iUtIx5Jzp2L9xFXat/Bg3vvwRKouP4ONHb8eA8efClJAEZ70Fq/7+OBa88nFwnyQRdYlGBZzbK7pH00AUTX0DQIxWxOlsgqIoKlFETHJa4MuUkNTkeo3e0OR6vTmmze0V796G0bOuRL+xZyEhsw9O/9X1SO8/FCV7dgAAKgoOot+Ys9B7yEiMnH4p9KYYVJcWAwC++r9Hcebc+YjP6B2aJ0tEnTIhzYg4LY/aiaqgBoDxaUYk6KLuaStWZXEBHr9gGP46ayze//PNqD1e0uT6XV99jMemDMTzl03Eyhcfg9thb3N7fUaMw/6NK1FXcRySJCF/2xZUFuej/5mTAQAZA4aiZN9OOCy1OLZvFzwuB5Kz+qLwp+9w7OfdmHDVb0L1VImoE5L1YlSdeKMtgiRJktxF9LTCejfeP2yRu4yod2Dr13DbbUjOzkN9ZTnWvvY3WCqO446PNkNnMuOHj/+N+IzeiE1Jx/FD+7DyhYXIGjoa1z7zdqvb9Lpd+GTRnfhp2YdQqdUQBBUuffBZjJ55ReA2X//jr/hpxUfQ6A04/+Z7MXDi+XjpmvNw2SMvomj3Nnz7wRswxSdizl+eRVruoB74SRDRqa7pH4csc3Tvm24UlUENAF8W1mNvDReWKYmjvg5PzRiFGXcuxLhLrm12ff4Pm/HGzZfirs9/QFJW3xa3senff8e2T9/BRXc8iviM3ijY8S1WvbQI1z3zL+SdcU6L9/n61afhrK/DmIuvwpu3XIbbP9yEnzetxrcf/BN/+M/aoD5HImrf8EQdZmS3vZsrmkTtHPDU3iYYRB6wpSSGmDgk98lF1dGCFq/PGj4aAFq93uN0YPVLizHjzoUYfM40ZAwYiglXLsCICy7Bpn//vcX7VBQcws4VH+H839+HIz9uRd/R42FOSMaIC2aj9OfdcNmswXlyRNQhBlHAFC4gayJqg9qoVnE1ocK47FZUlxQiJjmtxetLD+wBgFav93m98Hk9EFRNX9YqlYiWJo4kScJni/+EGXc+Bp3RDMnnh8/rDWwLAPx+X5efDxF13uRepqg7O1Z7ovqnMSJJj2zuA5HNiucexpEft6KmtBhFu37Au3+aB5VKxGnTL0XV0QKsff0ZHNu3CzWlxdi3cSU+euhW9B09HhkDhga28eyl47F33XIAgN4cg75jJuCr5x/Fke1bUX2sCD9+8R52LP8QQ8+9qNnjb/v0XZgSkjD4nGkAgOyRpyN/22YU796OLe/+A6n9BsIQE9czPwwiQm+TGiOitJ93W6LqOOqWTMsy482fa+CNyj318qorL8X7998Ee10NTAlJyBl5Bn73r69gTkiG1+VC/vcbsfU/r8LjsCMuLRPDpszEuQvubLKNE4WH4bT+b2HgVU+8hlUvLsIHf74ZdkstEjJ644JbHmjS8AQA6qsqsP6fz+F3b68IXJY1bDQmXvt7vH371TAnJOOyhS+F9PkT0f+ohIbP42jt592WqF1MdrKtZXZsPt72YT9ERBQ6Z6YaMJm7I1sU1VPfjc5MM/BUmEREMknWizg7o+2ug9GMQQ1AFARMzzLzpB1ERD1MFIBZ2TFQq/gJ3BoG9S96mzU4g+1FiYh61NnpRqQZo365VJsY1CeZmGFEqoFT4EREPaG3SY0z2Sa0XQzqk4gqAbOyY8A+KEREoaVVCZiZHcNV3h3AoD5FikGNSVzUQEQUUlN7mRCv4wxmRzCoW3B6qoGNUIiIQiQvTovTkvVylxE2GNQtEAQBs3JiYFBzSoaIKJiMagEXZpnlLiOsMKhbYdaoMKMPz95CRBRMF/Yxw6Rh9HQGf1ptyIvTYjSnZ4iIgmJUsh7949jLu7MY1O2Y0suEFHYtIyLqlgyjGuexRWiXMKjboVYJmNM3Fjoes0VE1CUGtYA5fWMgsvtYlzCoOyBRL2JmNhc/EBF1lgBgdnYMYrWcmewqBnUH9Y/T4ax0dtAhIuqMiRlG5MRq5S4jrDGoO+HsdCPy+IIjIuqQvDgtxrNFaLcxqDtBEATMzDEjkd10iIjalKBTYWa2mS1Cg4BB3Ul6UYVL+8ZAy0URREQt0qiAOX1joRcZMcHAn2IXJBvUmMHFZURELZqWZUaqgaeuDBYGdRcNjNdx3wsR0SnGpOgxLJGNooKJQd0NkzKM6BvDk3cQEQENi8fY1CT4GNTdIAgCZufEsHMZEUW9DKMas3N4fulQYFB3k16twmW5sYhhk3kiilJxWhXm9ouFhotsQ4LpEgSxWhGX57LNKBFFH70o4PLcWJ4RK4T4kw2SFIMal/aNAbOaiKKFKACX9o1Fkp4rvEOJQR1E2TFazMzmOayJKDpc1MeMPlxQG3IM6iAbnKDDuZlGucsgIgqpSRlGDOVhWD2CQR0CZ6QZMS6FL2AiikynJekwIZ0Dkp7CoA6RKb1MGBTPE3gQUWTpH6fFtCx2ZuxJDOoQEQQBM7Nj0MfM/TdEFBn6xmgwOycGKh4r3aMY1CGkVgmY2y8WvU1cEUlE4a23SY1L+8VCzWOlexyDOsS0ooDLc+MY1kQUtjKMalyWy4YmcmFQ9wCtKOCy3Fj0YlgTUZhJNTQ2dGJcyIU/+R6iE1W4PDcWmUaGNRGFhxS9iKvy4mBQMyrkxJ9+D9KJKlyRx7AmIuVL0Yu4qj9DWgn4G+hhOlGFy/NikcGwJiKFSv5lJG1kSCsCfwsy0IsqXJEbi3QDw5qIlKVxutvIk2wohiBJkiR3EdHK6fXjvcN1KHf45C6FiAi9TGpc1i8Weo6kFYVBLTOnz4+Pj1hw1OqVuxQiimK5sRpc0peHYCkRg1oBvH4JXxbV40CtW+5SiCgKDU3QYUa2mR3HFIpBrRCSJGFNiQ07Kp1yl0JEUWRMih7n9TJBYEgrFoNaYbaW2bH5uF3uMogoCpydbsTZGTwLltIxqBVoZ6UTq45awV8MEYWCAOD83iaMTjHIXQp1AINaoQ7WuvBFYT28/O0QURCpBGBWdgwGJ+jkLoU6iEGtYEetHnx8xAKnj78iIuo+nSjgkpwY9I3Vyl0KdQKDWuFOOLz4KN8Ci8cvdylEFMYSdSJ+1S8GSXo2Wgo3DOowYPP48WmBBSU2HmtNRJ3XN0aD2TkxbGQSphjUYcInSfi6xIafePgWEXXC2BQ9pvQy8RjpMMagDjM7K51YU2IFd1sTUVtEAbggy4zTkvRyl0LdxKAOQyVWDz4tsMDGJeFE1AKjWsCcvrHIMmvkLoWCgEEdpurdPnxSUI/jdu63JqL/STWI+FW/WMRpRblLoSBhUIcxr1/CyqNW7Kl2yV0KESnAgDgtZmbHQCtyf3QkYVBHgG0VDqw7ZmMnM6IoJQrAub1MGMtOYxGJQR0hSqwefFFUD4ubx1sTRZNEnYiLc2KQbuTx0ZGKQR1BnD4/VhVbsZ+nyySKCkMTdJiWZeZUd4RjUEeg3VUNh3CxmRlRZNKogAt6mzGch15FBQZ1hKp2+vB5oQXlDp/cpRBREKUaRMzOYSvQaMKgjmA+v4SNx+34ocIhdylEFASjkxu6jKlVnOqOJgzqKFBgcWNZUT0bpBCFKYNawPQsMwbG89SU0YhBHSVsHj9WFNcj3+KRuxQi6oTB8Vqc39sMo4Yn1IhWDOoos7faia+P2eDg6JpI0cxqFS7IMmEAR9FRj0EdhexeP9aW2LC3hh3NiJRoeKIOU3uZeFpKAsCgjmpHLG6sPGplkxQihYjVqDC9jxn9YrVyl0IKwqCOcm6fhE3HbfjxhJMtSIlkNCpZj8mZRuhEjqKpKQY1AQBKbR58VWzFCSePuybqSQk6FS7MikGfGJ6SklrGoKYAnyTh2zIHvi23w8dXBVFIaVTA+DQjTk818LhoahODmpqpcfmwtsSGwxb2DCcKhaEJOkzuZUSMhueMpvYxqKlVBRY31h6zoZLT4URBkWFU47zeJvQycZqbOo5BTW3ySxJ2nHBiS5kdTs6HE3WJSS3gnEwThifqIAic5qbOYVBThzi8fmwts+OnSif3XxN1kCgAY1MMmJBu4Gpu6jIGNXVKjcuHDaU2HOA5r4nalBenxZRMExL13A9N3cOgpi4psXqwodSGEptX7lKIFKVfjAYTM4zI4H5oChIGNXVLocWNLWV2BjZFvWxzQ0D3NjOgKbgY1BQUhfVubC2z46iVgU3RJcusxsQME/owoClEGNQUVEX1bmwtc6DYytNpUmTrbVLj7AwjcmLYl5tCi0FNIVFs9WDLcTsDmyJOprEhoHniDOopDGoKqaNWD7aW2VFYz8Cm8CWgYRX3uBQDe3JTj2NQU4+ocHix/YQD+6pd8PIVR2FCowKGJ+oxLtWABB0PsyJ5MKipRzm8fuysdOKnSicsHp4Hm5QpVqPCmBQ9TkvSQ69moxKSF4OaZOGXJBysdWP7CQcP7SLFyDSqMS7VgIHxWqjY6pMUgkFNsiu3N0yL76/htDj1PFEABsRpMTbVwJNlkCIxqCNIYWEh+vbti59++gkjR46Uu5xOs3v92F3lxJ5qF8/YRSGXohcxIkmPoYk6GDm9TQrGV6fM5s2bB0EQcPPNNze77pZbboEgCJg3b17PFyYDo1qFM9OMWDA4AfMGxmNMih5GNacfKXh0KgGnJelw/YA4/HpwAsalGhjSpHhquQsgICsrC++//z6ee+45GAwGAIDT6cR//vMf9OnTR+bq5JFuVCPdaMbUXibkW9zYW+3CoTo3z9xFnSYA6BurwbBEPfrHaaFR8Y8/Ci/8U1IBRo8ejaysLHzyySeByz755BP06dMHo0aNCly2cuVKnH322YiPj0dSUhJmzpyJ/Pz8Nre9Z88eXHjhhTCbzUhLS8N1112HysrKkD2XYFMJAvrH6XBJ31j8YVgipmeZ0dvEvy+pfWkGEedmGnHLsERcnhuHIQk6hjSFJQa1Qtx444146623At+/+eabmD9/fpPb2Gw23Hnnndi+fTvWrl0LlUqFOXPmwO9v+TCn2tpaTJkyBaNGjcL27duxcuVKlJeX4/LLLw/pcwkVvVqFkcl6XDsgHjcPScCkDCMyjAxtaiCgoe/21F4m3DwkAfMHJeCMNCPMGn7MUXjjYjKZzZs3D7W1tXj99deRlZWFAwcOAAAGDRqEo0ePYsGCBYiPj8fbb7/d7L6VlZVISUnBf//7XwwbNqzZYrJFixZh8+bNWLVqVeA+JSUlgccZMGBATz3NkLJ6/Dhc58ahOheK6j1cOR5FRAHIidFgQLwO/WO1MDKUKQJxOKIQKSkpmDFjBt5++21IkoQZM2YgOTm5yW0OHTqEhx56CN9//z0qKysDI+ni4mIMGzas2TZ37dqF9evXw2w2N7suPz8/YoLarGkYaY9M1sPjl1BgceNQnRv5FjfsTO2Io1MJyI3TYkCcFv1itdCKnM6myMagVpAbb7wRt956KwDg73//e7PrZ82ahezsbLz++uvIzMyE3+/HsGHD4Ha7W9ye1WrFrFmz8NRTTzW7LiMjI7jFK4RGJWBAvA4D4nWQJAnHbF4cqnPjiMWNEzzkKywJaFhcmG3WIDtGgz5mDUTua6YowqBWkOnTp8PtdkMQBEybNq3JdVVVVThw4ABef/11TJw4EQCwZcuWNrc3evRofPzxx8jJyYFaHX2/akEQ0NusQW+zBuf2MsHu9eOo1YNiqwdHrR5UOBjcSpVqEJFt1qDPL8GsEzmlTdEr+j69FUwURezfvz/w/ydLSEhAUlISXnvtNWRkZKC4uBj33Xdfm9u75ZZb8Prrr+Oqq67CPffcg8TERBw+fBjvv/8+3njjjWaPEemMahUGxuswMF4HoKHv+NFfQrv4l+DmRLk8kvT/C+ZsswYGHttMFMCgVpjY2NgWL1epVHj//fdx2223YdiwYRg4cCBeeOEFTJ48udVtZWZmYuvWrbj33ntxwQUXwOVyITs7G9OnT4dKxQ9Cg1oVmCYHAKfPjxKrF0etHpQ7vCi3e+HggdtBZ9aokG5Q/3KsvBoZRjVMXARG1Cqu+iZqg8XtQ7nDiwqHD+V2L8odXtS5edavjorRqAKBnG5QI82o5uFSRJ3EoCbqJKfX3xDcjobgrnb6UOv2RfUK81iNCgk68ZcvFZL1DeHMkTJR9zGoiYLE7ZNQ6/ah1uVDrdv/y78+1Lr8qHP7wr796alhnKATkagTEa8ToeYqbKKQYVAT9QBJklDv8aPO7YfN64fd44fdKzX8/y9fTq8Ep0+C0+eHpwdm10WhYYGdUS3ApFbBqFE1/KsWYFSrYNKofvm34XuR52cmkgWDmkiBfP6G0Hb7JfglCT4J8EkSfH7A3/j/v/zrP+lfUQDUKgFqQYCoAtSC0PD9yf/feBuOgonCAoOaiIhIwbjSg4iISMEY1ERERArGoCYiIlIwBjUREZGCMaiJiIgUjEFNRESkYAxqIiIiBWNQExERKRiDmoiISMEY1ERERArGoCYiIlIwBjUREZGCMaiJiIgUjEFNRESkYAxqIiIiBWNQExERKRiDmoiISMEY1ERERArGoCYiIlIwBjUREZGCMaiJiIgUjEFNRESkYAxqIiIiBWNQExERKRiDmoiISMEY1ERERArGoCYiIlIwBjUREZGC/T9SHKYo5yhGIQAAAABJRU5ErkJggg==",
"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": 13,
"id": "f94818e6-7c91-4f33-8070-0ec2cb8c0063",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"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": 14,
"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>75661</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>BANDUNDU</td>\n",
" <td>43387</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>KATANGA</td>\n",
" <td>38156</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>AUTRES</td>\n",
" <td>31683</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>NORD-KIVU</td>\n",
" <td>27356</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>EQUATEUR</td>\n",
" <td>25480</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>BAS-CONGO</td>\n",
" <td>24206</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>SUD-KIVU</td>\n",
" <td>23928</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>PROVINCE-ORIENTALE</td>\n",
" <td>18436</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>KASAÏ-ORIENTAL</td>\n",
" <td>15961</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>KASAÏ-OCCIDENTAL</td>\n",
" <td>12386</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>MANIEMA</td>\n",
" <td>11992</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Region Unique first names\n",
"0 KINSHASA 75661\n",
"1 BANDUNDU 43387\n",
"2 KATANGA 38156\n",
"3 AUTRES 31683\n",
"4 NORD-KIVU 27356\n",
"5 EQUATEUR 25480\n",
"6 BAS-CONGO 24206\n",
"7 SUD-KIVU 23928\n",
"8 PROVINCE-ORIENTALE 18436\n",
"9 KASAÏ-ORIENTAL 15961\n",
"10 KASAÏ-OCCIDENTAL 12386\n",
"11 MANIEMA 11992"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Count of unique first names per region (province)\n",
"distinct_regions = df['legacy_province'].nunique()\n",
"print(f\">> Number of distinct regions: {distinct_regions}\")\n",
"firstnames_by_region = df.groupby('legacy_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": 16,
"id": "b4a18bad-bd59-4909-81ac-705767675dd8",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"AUTRES\n",
" jean 3633\n",
" patrick 2204\n",
" tresor 1967\n",
"\n",
"BANDUNDU\n",
" jean 4948\n",
" joel 1583\n",
" dieu 1219\n",
"\n",
"BAS-CONGO\n",
" jean 3381\n",
" joseph 2093\n",
" marie 1806\n",
"\n",
"EQUATEUR\n",
" jean 8195\n",
" joseph 3095\n",
" marie 2322\n",
"\n",
"KASAÏ-OCCIDENTAL\n",
" jean 10392\n",
" andre 4787\n",
" marie 3591\n",
"\n",
"KASAÏ-ORIENTAL\n",
" jean 14209\n",
" joseph 5194\n",
" marie 4774\n",
"\n",
"KATANGA\n",
" jean 5307\n",
" ruth 3190\n",
" esther 3019\n",
"\n",
"KINSHASA\n",
" ruth 9829\n",
" dorcas 9802\n",
" sarah 9699\n",
"\n",
"MANIEMA\n",
" jean 1200\n",
" joseph 649\n",
" marie 530\n",
"\n",
"NORD-KIVU\n",
" justin 3301\n",
" grace 2996\n",
" moise 2790\n",
"\n",
"PROVINCE-ORIENTALE\n",
" jean 4450\n",
" joseph 2755\n",
" moise 2566\n",
"\n",
"SUD-KIVU\n",
" justin 2245\n",
" christian 1836\n",
" jean 1765\n",
"\n"
]
}
],
"source": [
"# top 3 most popular first names by region\n",
"grouped = df.groupby(['legacy_province', 'first_name']).size().reset_index(name='count')\n",
"grouped = grouped.sort_values(['legacy_province', 'count'], ascending=[True, False])\n",
"top3_by_region = grouped.groupby('legacy_province').head(3)\n",
"\n",
"for province, group in top3_by_region.groupby('legacy_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": 17,
"id": "18744cca-72f1-4830-affc-e64af824225a",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"AUTRES - F\n",
" gracia 1259\n",
" marie 1034\n",
" sarah 893\n",
"\n",
"AUTRES - M\n",
" jean 3623\n",
" patrick 2191\n",
" tresor 1950\n",
"\n",
"BANDUNDU - F\n",
" marie 1127\n",
" ruth 1059\n",
" esther 1053\n",
"\n",
"BANDUNDU - M\n",
" jean 4919\n",
" joel 1539\n",
" dieu 1199\n",
"\n",
"BAS-CONGO - F\n",
" marie 1790\n",
" dorcas 1378\n",
" esther 1166\n",
"\n",
"BAS-CONGO - M\n",
" jean 3370\n",
" joseph 2085\n",
" andre 1170\n",
"\n",
"EQUATEUR - F\n",
" marie 2278\n",
" esther 1807\n",
" ruth 1371\n",
"\n",
"EQUATEUR - M\n",
" jean 8162\n",
" joseph 3083\n",
" jeremie 2243\n",
"\n",
"KASAÏ-OCCIDENTAL - F\n",
" marie 3518\n",
" therese 1594\n",
" esther 1456\n",
"\n",
"KASAÏ-OCCIDENTAL - M\n",
" jean 10376\n",
" andre 4782\n",
" francois 3332\n",
"\n",
"KASAÏ-ORIENTAL - F\n",
" marie 4713\n",
" therese 2506\n",
" rachel 1599\n",
"\n",
"KASAÏ-ORIENTAL - M\n",
" jean 14182\n",
" joseph 5180\n",
" andre 4472\n",
"\n",
"KATANGA - F\n",
" ruth 3176\n",
" esther 3006\n",
" sarah 2890\n",
"\n",
"KATANGA - M\n",
" jean 5288\n",
" daniel 2683\n",
" gloire 2676\n",
"\n",
"KINSHASA - F\n",
" ruth 9762\n",
" dorcas 9738\n",
" sarah 9629\n",
"\n",
"KINSHASA - M\n",
" jonathan 8578\n",
" christian 7775\n",
" exauce 5838\n",
"\n",
"MANIEMA - F\n",
" marie 497\n",
" esther 218\n",
" jeanne 216\n",
"\n",
"MANIEMA - M\n",
" jean 1198\n",
" joseph 646\n",
" pierre 434\n",
"\n",
"NORD-KIVU - F\n",
" esther 2682\n",
" rachel 2384\n",
" neema 1764\n",
"\n",
"NORD-KIVU - M\n",
" justin 3255\n",
" moise 2777\n",
" jean 2098\n",
"\n",
"PROVINCE-ORIENTALE - F\n",
" esther 2384\n",
" marie 1963\n",
" sarah 1401\n",
"\n",
"PROVINCE-ORIENTALE - M\n",
" jean 4433\n",
" joseph 2736\n",
" moise 2557\n",
"\n",
"SUD-KIVU - F\n",
" esther 1174\n",
" francine 906\n",
" esperance 839\n",
"\n",
"SUD-KIVU - M\n",
" justin 2206\n",
" christian 1818\n",
" jean 1751\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['sex_category'] = df.apply(determine_sex_category, axis=1)\n",
"\n",
"# Groupement\n",
"grouped = df.groupby(['legacy_province', 'sex_category', 'first_name']).size().reset_index(name='count')\n",
"grouped = grouped.sort_values(['legacy_province', 'sex_category', 'count'], ascending=[True, True, False])\n",
"top3_by_region_sex = grouped.groupby(['legacy_province', 'sex_category']).head(3)\n",
"\n",
"for (province, sex), group in top3_by_region_sex.groupby(['legacy_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()\n"
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "abbaa917-a6ba-45e7-b84d-d27bc104485b",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Top 10 surnames for sex: F\n",
" KAVIRA 23005\n",
" KAVUGHO 13653\n",
" KAHINDO 13585\n",
" NTUMBA 11523\n",
" ILUNGA 10886\n",
" MBUYI 10589\n",
" NGALULA 10534\n",
" MASIKA 10332\n",
" MUJINGA 10100\n",
" KAPINGA 9892\n",
"\n",
"Top 10 surnames for sex: M\n",
" ILUNGA 30812\n",
" KAMBALE 23357\n",
" NGOY 21073\n",
" KASONGO 20690\n",
" KASEREKA 16116\n",
" MUHINDO 14460\n",
" KAZADI 12195\n",
" MUTOMBO 11589\n",
" KAKULE 11505\n",
" MUMBERE 11196\n",
"\n"
]
}
],
"source": [
"# Grouping surnames by sex\n",
"surnames_by_sex = df.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()\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "5823f6ff-b4bb-44df-803c-724bf244e885",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"AUTRES\n",
" ilunga 7203\n",
" ngoy 5876\n",
" kasongo 4399\n",
"\n",
"BANDUNDU\n",
" mbo 3490\n",
" mpia 2413\n",
" mputu 1778\n",
"\n",
"BAS-CONGO\n",
" nzuzi 3843\n",
" nlandu 3299\n",
" matondo 2806\n",
"\n",
"EQUATEUR\n",
" mboyo 1681\n",
" lokuli 907\n",
" bolumbu 816\n",
"\n",
"KASAÏ-OCCIDENTAL\n",
" ntumba 5003\n",
" mbuyi 4117\n",
" ngalamulume 2815\n",
"\n",
"KASAÏ-ORIENTAL\n",
" ngoyi 7915\n",
" ilunga 5231\n",
" mbuyi 4727\n",
"\n",
"KATANGA\n",
" ilunga 16056\n",
" ngoy 13447\n",
" kasongo 9844\n",
"\n",
"KINSHASA\n",
" ntumba 4751\n",
" nsimba 4475\n",
" matondo 4389\n",
"\n",
"MANIEMA\n",
" amisi 966\n",
" ramazani 844\n",
" assani 598\n",
"\n",
"NORD-KIVU\n",
" kambale 17268\n",
" kavira 17028\n",
" kasereka 11985\n",
"\n",
"PROVINCE-ORIENTALE\n",
" bahati 1076\n",
" baraka 874\n",
" kambale 853\n",
"\n",
"SUD-KIVU\n",
" bahati 2363\n",
" furaha 1971\n",
" mugisho 1889\n",
"\n"
]
}
],
"source": [
"# Grouping surnames by region\n",
"surnames_by_region = df.groupby(['legacy_province', 'surname']).size().reset_index(name='count')\n",
"surnames_by_region = surnames_by_region.sort_values(['legacy_province', 'count'], ascending=[True, False])\n",
"top3_surnames_per_region = surnames_by_region.groupby('legacy_province').head(3)\n",
"\n",
"for province, group in top3_surnames_per_region.groupby('legacy_province'):\n",
" print(f\"{province.upper()}\")\n",
" for _, row in group.iterrows():\n",
" print(f\" {row['surname']:<15} {row['count']}\")\n",
" print()\n"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "a15ba0c5-9a4f-4876-93ac-5f4a5a5d50ba",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"AUTRES - F\n",
" ilunga 1760\n",
" ngoy 992\n",
" ngoie 963\n",
"\n",
"AUTRES - M\n",
" ilunga 5443\n",
" ngoy 4884\n",
" kasongo 3438\n",
"\n",
"BANDUNDU - F\n",
" mbo 1209\n",
" mpia 876\n",
" mputu 658\n",
"\n",
"BANDUNDU - M\n",
" mbo 2281\n",
" mpia 1537\n",
" mputu 1120\n",
"\n",
"BAS-CONGO - F\n",
" nzuzi 2054\n",
" nlandu 1530\n",
" tsimba 1464\n",
"\n",
"BAS-CONGO - M\n",
" nzuzi 1789\n",
" nlandu 1769\n",
" ngoma 1674\n",
"\n",
"EQUATEUR - F\n",
" mboyo 796\n",
" bolumbu 633\n",
" amba 466\n",
"\n",
"EQUATEUR - M\n",
" mboyo 885\n",
" lokuli 720\n",
" lokwa 461\n",
"\n",
"KASAÏ-OCCIDENTAL - F\n",
" ngalula 2629\n",
" kapinga 1597\n",
" ntumba 1537\n",
"\n",
"KASAÏ-OCCIDENTAL - M\n",
" ntumba 3466\n",
" ngalamulume 2803\n",
" mbuyi 2669\n",
"\n",
"KASAÏ-ORIENTAL - F\n",
" ntumba 2074\n",
" mbuyi 2023\n",
" ngoyi 1706\n",
"\n",
"KASAÏ-ORIENTAL - M\n",
" ngoyi 6209\n",
" ilunga 4749\n",
" kazadi 3882\n",
"\n",
"KATANGA - F\n",
" ilunga 5384\n",
" ngoy 3642\n",
" kasongo 2901\n",
"\n",
"KATANGA - M\n",
" ilunga 10672\n",
" ngoy 9805\n",
" kasongo 6943\n",
"\n",
"KINSHASA - F\n",
" ntumba 3251\n",
" ngalula 2833\n",
" kapinga 2665\n",
"\n",
"KINSHASA - M\n",
" ilunga 2041\n",
" nsimba 1852\n",
" matondo 1836\n",
"\n",
"MANIEMA - F\n",
" fatuma 206\n",
" feza 185\n",
" mangaza 142\n",
"\n",
"MANIEMA - M\n",
" amisi 831\n",
" ramazani 720\n",
" assani 513\n",
"\n",
"NORD-KIVU - F\n",
" kavira 16972\n",
" kavugho 10367\n",
" kahindo 10028\n",
"\n",
"NORD-KIVU - M\n",
" kambale 17226\n",
" kasereka 11943\n",
" muhindo 10528\n",
"\n",
"PROVINCE-ORIENTALE - F\n",
" kavira 819\n",
" mave 671\n",
" sifa 568\n",
"\n",
"PROVINCE-ORIENTALE - M\n",
" bahati 867\n",
" kambale 844\n",
" baraka 843\n",
"\n",
"SUD-KIVU - F\n",
" furaha 1924\n",
" neema 1831\n",
" nabintu 1563\n",
"\n",
"SUD-KIVU - M\n",
" mugisho 1864\n",
" bahati 1766\n",
" murhula 1697\n",
"\n"
]
}
],
"source": [
"# Grouping surnames by region and sex\n",
"grouped = df.groupby(['legacy_province', 'sex', 'surname']).size().reset_index(name='count')\n",
"grouped = grouped.sort_values(['legacy_province', 'sex', 'count'], ascending=[True, True, False])\n",
"top3_surnames_by_region_sex = grouped.groupby(['legacy_province', 'sex']).head(3)\n",
"\n",
"for (province, sex), group in top3_surnames_by_region_sex.groupby(['legacy_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": 22,
"id": "0c216ab9-6db0-4b15-82c0-a5f3f0dc641f",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"AUTRES → ilunga (5443 M / 1760 F) - Total: 7203\n",
"BANDUNDU → mbo (2281 M / 1209 F) - Total: 3490\n",
"BAS-CONGO → nzuzi (1789 M / 2054 F) - Total: 3843\n",
"EQUATEUR → mboyo (885 M / 796 F) - Total: 1681\n",
"KASAÏ-OCCIDENTAL → ntumba (3466 M / 1537 F) - Total: 5003\n",
"KASAÏ-ORIENTAL → ngoyi (6209 M / 1706 F) - Total: 7915\n",
"KATANGA → ilunga (10672 M / 5384 F) - Total: 16056\n",
"KINSHASA → ntumba (1500 M / 3251 F) - Total: 4751\n",
"MANIEMA → amisi (831 M / 135 F) - Total: 966\n",
"NORD-KIVU → kambale (17226 M / 42 F) - Total: 17268\n",
"PROVINCE-ORIENTALE → bahati (867 M / 209 F) - Total: 1076\n",
"SUD-KIVU → bahati (1766 M / 597 F) - Total: 2363\n"
]
}
],
"source": [
"# Find surnames common to both sexes per region - the most popular per region\n",
"\n",
"common_surnames = df.groupby(['legacy_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(['legacy_province', 'total'], ascending=[True, False])\n",
"top_common_surnames = top_common_surnames.groupby('legacy_province').first().reset_index()\n",
"\n",
"for _, row in top_common_surnames.iterrows():\n",
" print(f\"{row['legacy_province'].upper()} → {row['surname']} ({row['M']} M / {row['F']} F) - Total: {row['total']}\")"
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "497dd072-b4ee-4b2a-8887-db7543969855",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Top 10 middle names for sex: F\n",
" ILUNGA 11073\n",
" KASONGO 8279\n",
" KAZADI 6638\n",
" NGOY 6436\n",
" NTUMBA 6234\n",
" MUTOMBO 5969\n",
" KABEYA 4706\n",
" MUKENDI 4655\n",
" MATONDO 4530\n",
" NGOYI 4443\n",
"\n",
"Top 10 middle names for sex: M\n",
" ILUNGA 18933\n",
" KASONGO 14274\n",
" NGOY 13313\n",
" MUTOMBO 11146\n",
" KAZADI 11076\n",
" NTUMBA 9278\n",
" NGOYI 9194\n",
" KABEYA 8029\n",
" MUKENDI 7967\n",
" KALALA 7769\n",
"\n"
]
}
],
"source": [
"# Grouping middle names by sex\n",
"middlenames_by_sex = df.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": 23,
"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",
"PROVINCE-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.groupby(['legacy_province', 'middle_name']).size().reset_index(name='count')\n",
"middlenames_by_region = middlenames_by_region.sort_values(['legacy_province', 'count'], ascending=[True, False])\n",
"top3_middlenames_per_region = middlenames_by_region.groupby('legacy_province').head(3)\n",
"\n",
"for province, group in top3_middlenames_per_region.groupby('legacy_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": 27,
"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",
"PROVINCE-ORIENTALE - F\n",
" mave 406\n",
" neema 320\n",
" furaha 265\n",
"\n",
"PROVINCE-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 legacy_province and sex\n",
"middlenames_by_legacy_province_sex = df.groupby(['legacy_province', 'sex', 'middle_name']).size().reset_index(name='count')\n",
"middlenames_by_legacy_province_sex = middlenames_by_legacy_province_sex.sort_values(['legacy_province', 'sex', 'count'], ascending=[True, True, False])\n",
"top3_middlenames_by_legacy_province_sex = middlenames_by_legacy_province_sex.groupby(['legacy_province', 'sex']).head(3)\n",
"\n",
"for (province, sex), group in top3_middlenames_by_legacy_province_sex.groupby(['legacy_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": 26,
"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",
"PROVINCE-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.groupby(['legacy_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(['legacy_province', 'total'], ascending=[True, False])\n",
"top3_common_middlenames = common_middlenames.groupby('legacy_province').head(3)\n",
"\n",
"for province, group in top3_common_middlenames.groupby('legacy_province'):\n",
" print(f\"{province.upper()}\")\n",
" for _, row in group.iterrows():\n",
" print(f\" {row['middle_name']:<20} {row['total']}\")\n",
" print()\n"
]
},
{
"cell_type": "code",
"execution_count": 35,
"id": "bdd0845d-c1e5-45db-97cb-6070190ba177",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 600x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Pie chart of surnames by sex\n",
"surnames_sex_count = surnames_by_sex.groupby('sex')['count'].sum()\n",
"plt.figure(figsize=(6,6))\n",
"plt.pie(surnames_sex_count, labels=surnames_sex_count.index, autopct='%1.1f%%', colors=['skyblue', 'lightpink'])\n",
"plt.title(\"Distribution of Surnames by Sex\")\n",
"plt.axis('equal')\n",
"plt.show()\n"
]
},
{
"cell_type": "code",
"execution_count": 28,
"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 bu sex and region\n",
"prov_sex_counts = df.groupby(['legacy_province', 'sex']).size().reset_index(name='count')\n",
"provinces = prov_sex_counts['legacy_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['legacy_province'] == prov]\n",
" plt.subplot(rows, cols, i)\n",
" plt.pie(data['count'], labels=data['sex'], autopct='%1.1f%%', colors=['skyblue', 'lightpink'])\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": 30,
"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('legacy_province').head(12)\n",
"plt.figure(figsize=(10,6))\n",
"sns.barplot(y='legacy_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": 31,
"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['legacy_province'].value_counts().head(12).index.tolist()\n",
"df_top10 = df[df['legacy_province'].isin(top10_regions)]\n",
"plt.figure(figsize=(12,6))\n",
"sns.countplot(data=df_top10, y='legacy_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": 36,
"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_legacy_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=['skyblue', 'lightpink'])\n",
"plt.title(\"Distribution of Middle Names by Sex\")\n",
"plt.axis('equal')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 38,
"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('legacy_province').head(12)\n",
"plt.figure(figsize=(10,6))\n",
"sns.barplot(y='legacy_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": 40,
"id": "a2124712-e13b-403c-96ec-e6d6f1fc15a7",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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b61yuUqWKJKlu3boqVKhQuuV//vlnuvvs1KmT8394eLhKlCih7Nmzq0WLFs7yEiVKKDw83OP6X3/9tSpXruwxAXhISIi6dOmi7du3a+PGjR730759e4/JimvUqHHRmi7mSh7z86WmpmrevHm67777PPZNqVKlFBcX59HW/Ticf7xcaLjY+RYsWKDDhw+rdevW+vvvv50/f39/ValSRd98881l1StJYWFh6tmzp7788st0wybPFRwc7Px/9OhR/f3336pRo4ZOnDihzZs3e7QNCQnx6CnmfmxLlSrlHCdS+mPGzPTpp5+qSZMmMjOPbYuLi9ORI0cu2UPrSp4Lqampmj9/vu677z4VLVrUWZ4vXz499NBDWrp0qXN7V6p06dLOsSedHbZWokSJKzoOL6Z79+7O/y6XS927d1dKSoozfPHWW29VlSpV9NFHHzntDh48qDlz5qhNmzYXHD54vvnz5ytPnjzKkyePypUrpw8++EDt27fXa6+95rSZMWOGwsLCdPfdd3s8ThUrVlRISIhzDC5atEhnzpxR165dPe7jcibM/vnnn7Vv3z517drVYy6o+Ph4lSxZ8oLz2D3++OMel2vUqHFZ+/1Kj+9ze5BlzZpVlStXTvfalS9fPj344IPOsmzZsqlLly7/WIsk3X333Vq+fLmaNm2qNWvWaMSIEYqLi1P+/Pn15ZdfOu1mzpyptLQ0tWjRwuNxiIqK0i233OLxWhAVFaVx48ZpwYIFqlGjhlavXq1JkyYpNDT0smoCAFwZwicAwGXLkyeP6tevr2nTpmnmzJlKTU31+DJxrh07dig6OjrdF1/3UJodO3ZIklq2bKlq1aqpU6dOioyMVKtWrfTxxx9fdRDl/uJw7tClS9mxY4f8/PxUvHhxj+VRUVEKDw936nQ7N0SRzoYVklSwYMELLj9/vpegoCDlyZMnXdsCBQqk+yIcFhbmcf0dO3aoRIkS6bbh/H16sVrdw4TOr+lSruQxP9/+/ft18uRJ3XLLLenWnb8d7sehWLFil2x3Ib///rukswGgOyRw/82fP/+KJyR+6qmnFB4efsm5nzZs2KD7779fYWFhCg0NVZ48eZwv4EeOHPFoe7HH9p+Omf379+vw4cOaOHFiuu1q3769pEtPtnwlz4X9+/frxIkTFz2+0tLSPObMuRLnH4fS2WPxSo7DC/Hz8/MIyqSzYZMkj6GWbdu21Q8//OA8P2bMmKHTp09f9nDEKlWqaMGCBZo7d65ef/11hYeH69ChQx7B7u+//64jR44ob9686R6rY8eOOY+Tu4bzX29y5cqVbhjf+dzXvdBjVLJkyXTP/wu91lzufv+3x/f597Njxw4VL148XbvLeX673XnnnZo5c6YOHTqklStXasCAATp69KgefPBBJ3j//fffZWa65ZZb0j0OmzZtSvd8adWqleLj47Vy5Up17txZ9erVu+x6AABXhrPdAQCuyEMPPaTOnTsrISFBDRs2vOAEsFciODhYS5Ys0TfffKPZs2dr7ty5mj59uurWrav58+fL39//im4vNDRU0dHRlzU3yLkupweEpIvWc7Hldt7k6v/2+lcio24zox/zjOYOKj/44ANFRUWlW3/umfouh7v30+DBgy/Y++nw4cOqVauWQkNDNXToUBUrVkxBQUH65Zdf1L9//3TB6dU+5u7befjhh9WuXbsLtr3tttsuuh0lS5aUdHYum/Lly1+03ZW62HPlYhNZe+PYvhKtWrVSr1699NFHH+nZZ5/Vhx9+qEqVKl128JE7d27Vr19fkhQXF6eSJUuqcePGGjNmjNNjMi0tTXnz5vXoYXWu80OgzHClr51uGXV8e+vxzZo1q+68807deeeduvXWW9W+fXvNmDFDgwYNUlpamlwul+bMmXPBukJCQjwuHzhwQD///LMkaePGjUpLS5OfH7/NA4A3ED4BAK7I/fffr8cee0wrVqzQ9OnTL9qucOHCWrhwoY4ePerR+8k9ZKNw4cLOMj8/P9WrV0/16tXTG2+8oVdeeUXPPfecvvnmG9WvX/+ygyG3xo0ba+LEiVq+fLnHELmL1ZmWlqbff//dY4LjxMREHT582KNOXytcuLC2bNmSbvmF9mlGutzH/Hx58uRRcHCw0zPpXOdvh/tx2Lp1q0cocKHtPZ+7t1TevHmdkODf6tmzp0aPHq0hQ4akC9u+/fZbHThwQDNnzvSY+P7cyeEzgvusf6mpqVe1XQ0bNpS/v78+/PDDf+zlkydPHmXLlu2ix5efn5/TU8vdQ+fw4cMe++b8njdX4kqf49LZwOfPP/90ejtJ0m+//Sbp7GT5brly5VJ8fLw++ugjtWnTRj/88MM/TtZ+KfHx8apVq5ZeeeUVPfbYY8qePbuKFSumhQsXqlq1ah5D1s7nfo7+8ccfKlKkiLP8wIED/9gjyX3dLVu2qG7duh7rtmzZkmHPf28c34ULF9b69etlZh6P9eU8vy+lUqVKkqS9e/dKOvtaYGYqUqSIx3FxMd26ddPRo0c1bNgwDRgwQKNHj043BBsAkDGI9gEAVyQkJETjx4/X4MGD1aRJk4u2a9SokVJTUzV27FiP5aNGjZLL5VLDhg0lKd1ZqCQ5vTTcp+HOnj27JKU7m9PF9OvXT9mzZ1enTp2UmJiYbv3WrVs1ZswYp05J6b6MvvHGG5J02WdbywyNGjXSypUrtXz5cmfZ8ePHNXHiRMXExKh06dJeud/LfczP5+/vr7i4OH3++efauXOns3zTpk2aN2+eR1v38fDmm296LL+ckCAuLk6hoaF65ZVXPM4q5rZ///7LrtnN3fvpiy++0OrVqz3WuXtUnNuzIyUlRW+//fYV38+l+Pv7q1mzZvr0008v2JPvn7arYMGC6ty5s+bPn6+33nor3fq0tDSNHDlSf/31l/z9/dWgQQN98cUXHkPWEhMTNW3aNFWvXt0ZxucO+5YsWeK0O378uKZMmXI1mynpyp/jbue+vpiZxo4dqyxZsqQbPvXII49o48aN6tu3r/z9/S/7bI0X079/fx04cEDvvPOOpLNzo6WmpurFF19M1/bMmTPOdtWrV08BAQEaP378RbfjYipVqqS8efNqwoQJzmujdPashps2bcqw1ypvHN+NGjXSnj179MknnzjLTpw4cVln3pOkb7755oI9qdxzxbkD6wceeED+/v4aMmRIuvZmpgMHDjiXP/nkE02fPl2vvvqqnnnmGbVq1UrPP/+8E2ACADIWPZ8AAFfsYkOAztWkSRPVqVNHzz33nLZv367bb79d8+fP1xdffKGePXs6X2CHDh2qJUuWKD4+XoULF9a+ffv09ttvq0CBAs7E2sWKFVN4eLgmTJigHDlyKHv27KpSpYpHz4FzFStWTNOmTVPLli1VqlQptW3bVmXLllVKSoqWLVumGTNm6NFHH5Uk3X777WrXrp0mTpzoDDdZuXKlpkyZovvuu0916tTJmJ2WAZ555hn997//VcOGDfXkk08qV65cmjJlirZt26ZPP/3Uq8NFLucxv5AhQ4Zo7ty5qlGjhrp27aozZ87orbfeUpkyZbR27VqnXfny5dW6dWu9/fbbOnLkiO666y4tWrRIf/zxxz/eR2hoqMaPH69HHnlEFSpUUKtWrZQnTx7t3LlTs2fPVrVq1S7ry/35nnrqKY0aNUpr1qxxwhFJuuuuu5QzZ061a9dOTz75pFwulz744AOvDDN69dVX9c0336hKlSrq3LmzSpcurYMHD+qXX37RwoULLxjenmvkyJHaunWrnnzySc2cOVONGzdWzpw5tXPnTs2YMUObN292gpiXXnpJCxYsUPXq1dW1a1cFBAToP//5j5KTkzVixAjnNhs0aKBChQqpY8eOTpgzadIkZ59fjfLly8vf31/Dhw/XkSNHFBgYqLp16ypv3rwXvU5QUJDmzp2rdu3aqUqVKpozZ45mz56tZ599Nt0wt/j4eEVERGjGjBlq2LDhJW/3cjRs2FBly5bVG2+8oW7duqlWrVp67LHHNGzYMK1evVoNGjRQlixZ9Pvvv2vGjBkaM2aMHnzwQUVGRuqpp57SyJEj1bRpU91zzz1as2aN5syZo9y5c1+yB1iWLFk0fPhwtW/fXrVq1VLr1q2VmJioMWPGKCYmRr169fpX2+TmjeO7c+fOGjt2rNq2batVq1YpX758+uCDD5QtW7bLun6PHj104sQJ3X///SpZsqTzWj59+nTFxMQ4c6AVK1ZML730kgYMGKDt27frvvvuU44cObRt2zZ99tln6tKli/r06aN9+/bpiSeeUJ06dZxJ68eOHatvvvlGjz76qJYuXcrwOwDIaJl7cj0AwPXGffr0n3766ZLtChcubPHx8R7Ljh49ar169bLo6GjLkiWL3XLLLfbaa695nN580aJFdu+991p0dLRlzZrVoqOjrXXr1vbbb7953NYXX3xhpUuXtoCAgHSno7+Y3377zTp37mwxMTGWNWtWy5Ejh1WrVs3eeustj9OFnz592oYMGWJFihSxLFmyWMGCBW3AgAEebS62jWaW7rTrZmbbtm0zSfbaa685y9q1a2fZs2dPd/1atWpZmTJl0i2/0P1t3brVHnzwQQsPD7egoCCrXLmyzZo1y6ON+xTtM2bMuGBN/7Tv/s1jLskGDRrksey7776zihUrWtasWa1o0aI2YcIEGzRokJ3/MeTkyZP25JNPWkREhGXPnt2aNGliu3btSneb7vq2bduWbrvj4uIsLCzMgoKCrFixYvboo4/azz//fMntuNj+MjOnzvMftx9++MGqVq1qwcHBFh0d7Zz6XeedNv5KHluzCx9LiYmJ1q1bNytYsKBlyZLFoqKirF69ejZx4sRLbpfbmTNn7N1337UaNWpYWFiYZcmSxQoXLmzt27e3X3/91aPtL7/8YnFxcRYSEmLZsmWzOnXq2LJly9Ld5qpVq6xKlSqWNWtWK1SokL3xxhsXfFwutp21atWyWrVqeSx75513rGjRoubv759uP57P/VzaunWrNWjQwLJ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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.groupby(['legacy_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(['legacy_province', 'sex'])\n",
"\n",
"# Bar chart\n",
"plt.figure(figsize=(12, 6))\n",
"sns.barplot(\n",
" data=top_middlename_sex_region,\n",
" x='legacy_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": null,
"id": "554a486f-6159-44af-a364-3dfb02dab33f",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.11.11"
}
},
"nbformat": 4,
"nbformat_minor": 5
}