{ "cells": [ { "cell_type": "code", "execution_count": null, "id": "0d1b0b27-47f7-4893-b2b3-13e6c3508cea", "metadata": {}, "outputs": [], "source": [ "## Работа с pandas, numpy, matplotlib, seaborn и tqdm\n" ] }, { "cell_type": "code", "execution_count": 2, "id": "515abb53-4de9-459a-afce-f7406804cc56", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Библиотеки загружены!\n" ] } ], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "from tqdm import tqdm\n", "import time\n", "\n", "%matplotlib inline\n", "print(\"Библиотеки загружены!\")" ] }, { "cell_type": "code", "execution_count": 3, "id": "f6cc2085-ec66-486b-8000-082f7bb83ed3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Наши данные:\n" ] }, { "data": { "text/html": [ "
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ИмяВозрастБаллы
0Анна2189
1Борис2276
2Виктор2395
3Галина2482
4Дмитрий2588
5Елена2691
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" ], "text/plain": [ " Имя Возраст Баллы\n", "0 Анна 21 89\n", "1 Борис 22 76\n", "2 Виктор 23 95\n", "3 Галина 24 82\n", "4 Дмитрий 25 88\n", "5 Елена 26 91" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data = {\n", " \"Имя\": [\"Анна\", \"Борис\", \"Виктор\", \"Галина\", \"Дмитрий\", \"Елена\"],\n", " \"Возраст\": [21, 22, 23, 24, 25, 26],\n", " \"Баллы\": [89, 76, 95, 82, 88, 91]\n", "}\n", "df = pd.DataFrame(data)\n", "\n", "print(\"Наши данные:\")\n", "df" ] }, { "cell_type": "code", "execution_count": 4, "id": "5ae8705d-cfb2-404f-bbf5-192933665e23", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "=== ИНФОРМАЦИЯ О ДАННЫХ ===\n", "\n", "RangeIndex: 6 entries, 0 to 5\n", "Data columns (total 3 columns):\n", " # Column Non-Null Count Dtype\n", "--- ------ -------------- -----\n", " 0 Имя 6 non-null str \n", " 1 Возраст 6 non-null int64\n", " 2 Баллы 6 non-null int64\n", "dtypes: int64(2), str(1)\n", "memory usage: 276.0 bytes\n", "None\n", "\n", "=== СТАТИСТИЧЕСКОЕ ОПИСАНИЕ ===\n", " Возраст Баллы\n", "count 6.000000 6.000000\n", "mean 23.500000 86.833333\n", "std 1.870829 6.794606\n", "min 21.000000 76.000000\n", "25% 22.250000 83.500000\n", "50% 23.500000 88.500000\n", "75% 24.750000 90.500000\n", "max 26.000000 95.000000\n", "\n", "=== ПРОВЕРКА НА ПРОПУСКИ ===\n", "Имя 0\n", "Возраст 0\n", "Баллы 0\n", "dtype: int64\n" ] } ], "source": [ "print(\"=== ИНФОРМАЦИЯ О ДАННЫХ ===\")\n", "print(df.info())\n", "\n", "print(\"\\n=== СТАТИСТИЧЕСКОЕ ОПИСАНИЕ ===\")\n", "print(df.describe())\n", "\n", "print(\"\\n=== ПРОВЕРКА НА ПРОПУСКИ ===\")\n", "print(df.isnull().sum())" ] }, { "cell_type": "code", "execution_count": 5, "id": "c16c32f5-f400-4f1c-a414-95a84bf29809", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Данные с новыми столбцами:\n" ] }, { "data": { "text/html": [ "
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ИмяВозрастБаллыБонусИтоговый_баллОценка
0Анна218913.35102.35Хорошо
1Борис227611.4087.40Средне
2Виктор239514.25109.25Отлично
3Галина248212.3094.30Хорошо
4Дмитрий258813.20101.20Хорошо
5Елена269113.65104.65Отлично
\n", "
" ], "text/plain": [ " Имя Возраст Баллы Бонус Итоговый_балл Оценка\n", "0 Анна 21 89 13.35 102.35 Хорошо\n", "1 Борис 22 76 11.40 87.40 Средне\n", "2 Виктор 23 95 14.25 109.25 Отлично\n", "3 Галина 24 82 12.30 94.30 Хорошо\n", "4 Дмитрий 25 88 13.20 101.20 Хорошо\n", "5 Елена 26 91 13.65 104.65 Отлично" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[\"Бонус\"] = df[\"Баллы\"] * 0.15\n", "df[\"Итоговый_балл\"] = df[\"Баллы\"] + df[\"Бонус\"]\n", "\n", "df[\"Оценка\"] = df[\"Баллы\"].apply(lambda x: \"Отлично\" if x >= 90 else \"Хорошо\" if x >= 80 else \"Средне\")\n", "\n", "print(\"Данные с новыми столбцами:\")\n", "df" ] }, { "cell_type": "code", "execution_count": 6, "id": "d48be8ad-7c16-4251-8b8a-2f66b8581e87", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "=== СРЕДНИЕ БАЛЛЫ ПО КАТЕГОРИЯМ ОЦЕНОК ===\n", " mean max min count\n", "Оценка \n", "Отлично 93.000000 95 91 2\n", "Средне 76.000000 76 76 1\n", "Хорошо 86.333333 89 82 3\n", "\n", "=== СТУДЕНТЫ СТАРШЕ 22 ЛЕТ С БАЛЛАМИ ВЫШЕ 85 ===\n" ] }, { "data": { "text/html": [ "
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ИмяВозрастБаллыБонусИтоговый_баллОценка
2Виктор239514.25109.25Отлично
4Дмитрий258813.20101.20Хорошо
5Елена269113.65104.65Отлично
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" ], "text/plain": [ " Имя Возраст Баллы Бонус Итоговый_балл Оценка\n", "2 Виктор 23 95 14.25 109.25 Отлично\n", "4 Дмитрий 25 88 13.20 101.20 Хорошо\n", "5 Елена 26 91 13.65 104.65 Отлично" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print(\"=== СРЕДНИЕ БАЛЛЫ ПО КАТЕГОРИЯМ ОЦЕНОК ===\")\n", "grouped = df.groupby(\"Оценка\")[\"Баллы\"].agg([\"mean\", \"max\", \"min\", \"count\"])\n", "print(grouped)\n", "\n", "print(\"\\n=== СТУДЕНТЫ СТАРШЕ 22 ЛЕТ С БАЛЛАМИ ВЫШЕ 85 ===\")\n", "filtered = df[(df[\"Возраст\"] > 22) & (df[\"Баллы\"] > 85)]\n", "filtered" ] }, { "cell_type": "code", "execution_count": 7, "id": "a17930c8-c48f-4922-a95e-2630340226d8", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Массив: [10 20 30 40 50 60 70 80]\n", "Сумма: 360\n", "Среднее значение: 45.00\n", "Медиана: 45.0\n", "Стандартное отклонение: 22.91\n", "Максимум: 80\n", "Минимум: 10\n", "\n", "Матрица 3x3:\n", "[[1 2 3]\n", " [4 5 6]\n", " [7 8 9]]\n", "\n", "Линейный массив (0-20, 10 точек): [ 0. 2.22222222 4.44444444 6.66666667 8.88888889 11.11111111\n", " 13.33333333 15.55555556 17.77777778 20. ]\n" ] } ], "source": [ "arr = np.array([10, 20, 30, 40, 50, 60, 70, 80])\n", "\n", "print(\"Массив:\", arr)\n", "print(f\"Сумма: {np.sum(arr)}\")\n", "print(f\"Среднее значение: {np.mean(arr):.2f}\")\n", "print(f\"Медиана: {np.median(arr)}\")\n", "print(f\"Стандартное отклонение: {np.std(arr):.2f}\")\n", "print(f\"Максимум: {np.max(arr)}\")\n", "print(f\"Минимум: {np.min(arr)}\")\n", "\n", "matrix = np.array([[1, 2, 3], [4, 5, 6], [7, 8, 9]])\n", "print(\"\\nМатрица 3x3:\")\n", "print(matrix)\n", "\n", "linear = np.linspace(0, 20, 10)\n", "print(f\"\\nЛинейный массив (0-20, 10 точек): {linear}\")" ] }, { "cell_type": "code", "execution_count": 8, "id": "6780940e-b0cb-406b-a207-8033c490c5d6", "metadata": {}, "outputs": [ { "data": { "image/png": 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qiA8fPtx5Lv/v3bu38168de/ePbhr166IfcydO3dw/vz5R/Uns/Xs27Rp4/zts88+S/EevLEvqUmvfnpa/Pbbb8Frr73WqceeN2/eYIUKFYKtWrUKfvrppzH7XpFqw4eze/dupyY9j+/WrVvT7PuRI0ec49K4ceNg4cKFg4UKFQqecMIJwdtvvz24cuXK5Odt2LAhePPNNwcrVqwYLFCggFP/fdCgQcFly5YdVVM+PdzxZd36PXv2ZOo7pSazx53Mnj3bOTacm/ny5QvWrl07+Pjjjx81D13++eefYNeuXYOVK1d2jm3ZsmWDzZo1C44ZM+aofvM2ZcqUo96D35W3jM4z93ed1pjymB1//PHOcxYvXhxMjw8//DB4wQUXBIsVK+bMh2rVqgVvvPHG4IIFC5Kfs3PnzuB9993n/I3P4fF/5plnggcOHIg4L4UQQqRPgP9kZHNACCGEiDYsycWcYIY4h4cyx+vnJjK//vqr48VmVAajEUT8wNQUlhls0qRJliseCCGEiB0K7xdCCCFEzKFIoRvCL+ILCiAyNUXHVggh7EQl+4QQQggRE1hekSKLFKpjPjr1EugNFv6H+gwU7mO1CSr3s/IC9RiEEELYh4x+IYQQQsQEitdRbI7icxRHfPPNNzXSccLWrVudY8uKD02bNsWQIUOOKp8ohBDCDpTTL4QQQgghhBBCxCnK6RdCCCGEEEIIIeIUGf1CCCGEEEIIIUScopz+KHDkyBGsWbMGRYoUQSAQiMZbCiGEEEIIIYQQaRIMBrFz505UrFgRuXKl7c+X0R8FaPBXqVIlGm8lhBBCCCGEEEJkmP/++w+VK1dO8+8y+qMAPfzuYBctWhQ2RyRs3LgRZcqUSXcnSCQWmhdCc0PovCF0PRFaawitQf3Hjh07HOeza4+mhYz+KOCG9NPgt93o37dvn9NHGf1C80LonCF0PRFaZwitQYVXyDaJHsdKMZe7VwghhBBCCCGEiFNk9AshhBBCCCGEEHGKjH4hhBBCCCGEECJOUU6/EEIIIYQQQohMlYo7dOgQDh8+nK2c/oMHDzqaY9Ibi0zu3LmRJ0+ebJeFl9EvhBBCCCGEECJDHDhwAGvXrsWePXuyvXFAw5915rNr1MYzhQoVQoUKFZAvX74sv4eMfiGEEEIIIYQQx4RG+vLlyx0PdMWKFR1DNKsGuxstEA1PdjwSDAadDRaWXOeYn3DCCVmOiJDRL4QQQgghhBDimNAIpeHP2vD0QGcHGf3HpmDBgsibNy9WrFjhjH2BAgWQFSTkJ4QQQgghhBAi40ZkFj3Owpux1tESQgghhBBCCCHiFBn9QgghhBBCCCFEnOIro3/27Nm4/PLLHdEIij1MnDjxmK/5+uuvcfrppyN//vyoVasWRo0addRzBg0ahGrVqjk5Eo0aNcLPP/8co28ghBBCCCGEEMIWOnfujDZt2mT6dV9++SXq1KmT4bKFixYtQuXKlbF7927kNL4y+jlAp556qmOkZwSqHLZu3RoXXHAB5s2bh549e+KWW27BtGnTkp8zfvx43HvvvXjiiScwd+5c5/1btGiBDRs2xPCbCCGEEEIIIYTwmoEDB0Z0DB+LBx54AI899phTySAjnHzyyWjcuDEGDBiAnMZX6v2tWrVybhllyJAhqF69Ov73v/8597kT8+233+Lll192DHvCQe/WrRu6dOmS/JopU6Zg5MiReOihhxBv/PdfLhQuDBQp4nVPxFFwl3DHDmDbNnO/fHlKdmqghBBxRzBoTnWpnSPFiwN5fLUySYADRSfIoUNA3ryhGxW7JeIlhIgTihUrlunX0KZcunQp2rZtm6nX0eak7fnwww87pQpziri+tP7www+4+OKLUzxGY58ef8KyB3PmzHEGPVwdka/ha9Ni//79zs1lBw21pLqVvNnKvn1HcNZZZZ12wYJBlCkDVKkCnH02cN55QZxzDie9171MADhHFi0Cvv8eAc6zn34C1qxBYOfOo54aLFkSqFgRqFwZQR6giy4CGjaM6qqYc5YlU2yeu8IbNDdENOfGmDFcJAWweLE5BW7bdnRN5vz5g7j2WmDUqKAGP6c5cACYNQuBWbOAv/4C/vnHuQUihKEGafTXr+/cgvyf16UzzgBng64nIhK6nsTfsXRv2cV9j2i817H44IMP8PTTT+Off/5xyg3Wr38ahg+fiN69e2Dbtm14+eWPnVMbo8Tr1avnpH6PGDEC+fLlw2233YYnn3wy+b3effddXHLJJU4KuTsWzZs3d7z+n3/+uZOKvmXLFieKnIY+P5fQzuTjTEG/iOv6DOC+fyRbM6PX4bg2+tetW4dy5cqleIz3aaTv3bsXW7dudXIwIj1nyZIlab5v37598dRTTx31+MaNG7Fv3z7Yypo1/Le80967N4CVK+HcvvsOeOmlAHLlCqJu3UO46qq9aN9+L0qU0KIragSDyPvbbyg4bhwKfPopcm3fnqGXBbZsAXhbsACBqVOBxx/HkaJFceCcc7Dv8suxr3VrIF++bHWNJ4vt27c7JxOVXxGaGyJW54333iuOadPSry+8f38Ahw/vwYYNZjPdZeDAwqhV6xAuuGC/42QW0YGbzfm/+AL5p01D/pkzkSvC5nPE1+3ZA/z4o3Nzt24OV6yIfVdcgX0XX4wNjRsjVwbDXUVioLVG/HDw4EHneB46dMi5ueRu3BiB9esz/X55aewHjt4EzijBcuVwmOejY7B27Vpcf/316NOnL84++2ps2rQLc+d+i9WrzZ4nbeeDBwM4cOCgc20bM2YM7rnnHsej/+OPPzop4gzNdx3K33zzDTp06JBiDIYPH+5oyb3yyiu46667nI0CatE98sgjyc/jNZMbAbNmzcL555+foe/I13LMN2/ejLyMtgpjZwbP23Ft9McKRgZQB8CFmwhVqlRBmTJlULRoUdjKgQNHcPnle7FzZ35s3BjAxo2M2gv9yI4cCWD+/LzO7YILjsOJJ3ra3fhg61bg7bcRGDECgQULIj4lSKO9enUT18pQC/7PM8+6dXDORIwCCIssybVjBwp8/rlzC1aogODttwPdunG3Kktd5EmEu5GcvzL6heaGyM55g6cqpkW+/34AX3wRTLGOa9AgAFdSp0qVIGrXBgqE7QEw1H/FCqBx4wIoWzb0h02bzMb04cMBFC4cxK23AvfdF0SFCjpWWWbdOgQGDmROIwJJ0YqpCdJo57WpZk0Tzs9V8cGD5vbvvwgsX57i+bnXrMFxQ4Y4t2Dt2gj26AHccgvDN3SghNYacQQdnDQ0GZqeIjx9/XoEuG71gGOFyR86xAizjY7x3KDBNShWrKqz5K5Zs37yc3i9YrRZIJDHub7Vr18/2cnLFHGmgNM737JlS+exlStXOqJ84Z9dtWpV53k33XSTow83depURzOOEQPhVKpUCatWrcpweD+fx2ttqVKljnqv1PfTfA/EMeXLl8f6VDtOvE/DvGDBgk74BW+RnsPXpgXDOHhLDQ+GzUZT5crAm29uR9myZZErl1mJMVVv9mwnos+5/fEHcMopDPfPlWKxxh+L8iwzAVe+r78OPPecMfzDOe444JJL4ORTnH02Aqefnv6iiDugXFx98YW5ffml8f7zBLV2LQJPPGE+58YbgWeeQVZWwjy52T5/hTdoboiMzI29e4ERI4B+/YBVq8zf58wJ4KyzQs/n3uTVVwMnnQQULZqeVyfl36ZMCeX+794dwMsvA2+8EXCM/wceMNc2kUGWLeMOCvDWW+Y6FU6JEgCjxy6/HDj9dASqVjX5+2nBzYL584F58wBGonFHJ8mTFfjrLwTuvht48UXgsceYxJrtqDThf3Q9iQ94zuexdG/JpGM7pUV4THFWff0Bfm4GIgVKlmyAM8+8CNddVw+NG7fA2Wc3x1VXtUPlyiWc0x/tnHr1Qu9Doz/8+1WoUMGJ6nYfY9Q47ckUYwDg2muvdSrM9evXD4MHD0Zt7nCngq/bs2fPUa9N8zsmjXWktXpG1+5xbfQ3adIEn332WYrHZsyY4TxOmJ/RsGFDp9yCW6aB3gve78Ed6gSgbFmgXTtzI8xqYARA6jlIjQruiPXty90pT7rqD+ihHz8eeOQRxxOSAoon0OtxzTXG8M8oPBg1asBZ4fLGz+AOzWuvAZ98Yu7TA8MV9/vvA336AFxsaYElhIgx3JN87z2AwW9r16b825w5SGH002HMW2bp2NFIm/D0Nm4cvUzGXuUpcOhQ4J57AKZZKuw/Hbgrw01hGvxhoajOdaJTJ+D664GmTdM38lPDyEa+hjeumTZvxpH338eht99GPlcXiTtAjEZ74QXz+TyY2QjjFUJYzK+/Zv41waDjfXc83jE8N+TNC5QqlRuDBs3AsmXfY+7c6Zg48TUMGfIofvrpJ0TKRkodRk+jOzx/vnTp0k6qeGpozFMzjo7lv//+O2J/mNNfMysXxGzgK7ferl27nNJ7vLkl+dhmeIUbdt+JF68kbr/9dixbtswpp8Ac/TfeeAPvv/8+evXqlfwchukPGzYMo0ePxuLFi9G9e3enNKCr5p9o0ANz7rkpH5sxA5g0yYlSd8Ixn33WRPeJVPz5pzHsuXhyDX6ewG66yahWUTyB8yozBn8kuKN3wQXARx8Zrw1dXa4CI/N6evc2AkvTp+sQCSFixpo1udCmTQDXXZfS4L/iCuDnn4Hu3aPzObRLWXCH+5oMerr//pCBz/1O2rE85X39dXQ+L+5gdFi9embX3jX4eR3itYLXqmHDzDUlMwZ/JEqVAm67DVs++ghHuPi/7LLQ3/g5jEZjFIERGBJCiJjAyjC0tVPr21WqBJx6agDt25+Dfv2ewm+//eY4gD/++OMsfc5pp52GRVzfp+K+++5zvO8U83v11Vcxc+bMo56zYMEC5/U5ia+M/l9//dUZIHeQaLCz3YeezSSBBncDgLBcH8vv0btPwQSW7qPAgluuj7Rv3x79+/d33qNBgwbOJgLzL1KL+yUyjCRn2Auhds/jjzP83yy+RJKri4smhulTid+leXPgt99MgmudOrEZKoZfMp6WKsuMAnB3SbkBwXl+xx3GLSaEEFGCC6k33wSaNSuNTz8NeWZoz82dawKQzjwzNsPNKE4a+bQhH3wwlBm1dKmM/qOgB4qbzhSd4gARGvaPPmpUfBl6HythBK7TJk8218Sk/NfkXA3mENKLkANK3UKIxLo28dTGJTH1sqkHE87vv/+E/v2fd+xJ2osfffSRE67PfP2sQHuSIn/huGXfx44d6yj79+7d28nvD48I+Pfff7F69eqjKszFnKDINtu3b+eVy/nfZg4fPhxcu3at839m2bw5GLz77mAwd25epc2taNFgcPz4YGKzcWMw2KZNaFB4q107GJw2zZv+/PprMNikScr+NGgQDP71V0zmhYhvNDdEJN5+O+Upply5YPDDD70Zq8WLg8Gzzw4G69YNBvfv96YPVjJvXjBYvXrKA9W0aTC4cKE354xPPgkGy5dP2Z8rrggGt2yJaX+EPeh6Ej/s3bs3uGjRIuf/7HLkyJHggQMHnP+zw549weCCBcHgL7+Ebv/8k/I5ixYtCrZo0SJYpkyZYP78+YO1a9cOvvbaa87fbrrppuCVV16Z/Nzzzz8/eM8996R4Pf/O57ls3rw5WKBAgeCSJUuc+xs2bAiWK1cu+Pzzzyc/h9+tYcOGwWuvvTb5Mf6d/YjWmGfUDg3wn5zdZog/qN5frFgxp3yRzer9zEOhkqQR8stakAc37RnKGe7lZ5r6q69SlAKJBcuDUJUqPK6VuYv9+wOFC3u71cnIg549Q17+IkWMa65Dh5jMCxGfaG6IyPMCaNMmiMmTA+jcOYgBAwLJ0WBe9Yd6vKmd1owipxZAwjF2rFFNZB4/YfoXwyO6djXpYV6dMxg2SL0Z9s/lhBNM/iBzC0Vco+tJfKn3M8WaEdUZVY5Pi2BYTn9GRe1SQ48+PfxuOD/fpkoVoEyZ2EuI9O7d27EDh1JgJgMcOHAAJ5xwAsaNG4dzKOgdhTHPqB2qFb7IFI0amYh1Gv4uw4cDF110tEh9XPPhhyYH0jX4S5c2Ma2DB3tr8BMutG67zezQuHUXmevPg3bffUcnOQkhRCZPMWPGBPH++1swYkTQU4Pf7U9qg5+VaHj6YwqAq/wf91Bsh5u9N9wQMvjPOMMo7HMTwOtN3ZIlgXfeAZg/y2smYeJt48ZG+V8IITIB3dbUCmW6l7u0pT3MaH0KleeEZuijjz7qlOkLF/hLD6YVPPLII5ky+KOFjH6Raeg04EY9K/64YkpME0wITz/PMPTkU4Hf9aI3a2YWVVSvsgkqW1FMiQtAlwEDjJgS1a+EECIDpzzKhqRKW3SE2889187zyK5djEQw/zNtnXpy3PeMa/hlL70UGDgw9Bg9+998Axx/PKyCB+eXX4y4IGHyLfv+yivK8xdCZAja2Iw6Xrcu9Bg9+zT4c7KSS/HixR0jPqORsrVq1cJtdMx5gIx+kSW4e9a5s1kIUodi4kSzuxbXUPX4zjuN4rGbFUORJHooYiWGlF2o0DxmDDBkSMjLw5pXVNyK+1WwECI78DRHT/lDD5myrvSo+AEGW7FIj1uCiSXkL7nEKDrHJQyz4xf84otQuQOmczEMz9YLc7VqwPffA1deGVrB86AxGk1Zp0KIY8BAW2YMuXBvk9rWkUrvCYOMfpFtgV6W9Esd3hl312yGTTIfnuH7Lk89ZcIduMCyfYeGu4oMqXQXgCznd+GFwIYNXvdOCGEhtMHuusukghPmzLs2pe3wlMey8ewvI8oJs514ykut5ux7eGCYakaNGVK8OPDVVyac33a4Kc3Ss6wm4PLyyybvP+4WEUKIaFdyoUef/qxatUw4v0gfGf0i6nBR1bSpWXfEjYefIfHM43dzGeg9Z6nInEgYihZMP+AqmItCwtB/1l6U4S+ECIM58LQZBw0y93mao0YRo7v8BDOvvv46tBikHg0fC9de9TVUruI5/PffzX1+0VmzgLPPhm/giv3ZZ01Ugns9ff11U25W+jNCiDSgR5/GPrVb3GWtSB8Z/SLqBj+dDozaYwT5d9/FweqXK93x4819evVZe5ibAH6EwiHMyahUydz/808EWrZEIG7jXoUQmd3j7NQJGDkyZJONHg3ceqs/x5Fp47Nnh055CxcC55/vn1SFNFm92nyRv/4y9ylVzfx9arn4EeoPjBoVMvyZksYINRn+QoikaxNv4XBJ7rV2tp+Q0S+iCsWdqlc37d27jTYPHcq+hIsN1iN0ywvRw88Q+RYt4GtOOcUY/pUrO3cDv/+OEhT7oxCUECJhYUQ1ZUso+0Hy5AHee8+/e5wu9ATR8GcauSsY37y5uUb5Eiay8jpEyWq37B3P6bVrw9dwt4nq/q7+DL3/NPwV6i9EQkP/G8/b3ONMbfiLjCOjX0QV7rq9/77RFCI7dpjFFcXtfQUXGQwvpOfBXf0yvJ+7GPEAV78M9afUKY/bnDkIXHVVqCKBECLhoEwJ9d/cPU6mW7NQSTxQo4Yx/GvWDGmw5qTCc9TYs8eUI2DIgvvFGNJvm0J/Vrn+euDdd0NqXDT8n37a614JITw2+LlJy9PfsmU6FFlFRr+IOtSKo5o/Iw9dYWEa/kw/9A2sUcUkVsLFB8P7ma8QT9D9NWMGgknJUIGZM4Frr9U2qhAJCFOxaPS7ULYk3k55jICnhimDt1iVwE+SLMmCstyF+eEHc79cOfOFbK0ek1V4HaLH3+XJJ0P5JkKIhIH+Nxr5biAq/W88j4usIaNfxAR6UJj63rhxSGDYN1XiJkwAHn44dP/tt4Grr0ZccuqpCE6ZgiOuy4sHjSWThBAJBbXfuNdJBgwwxUriETrG6Uz2ZbrZzTcDn30WyqVjLUI3dCHe4AT83/9C9ykq8fnnXvZICJHD/PcfsH17yP/GTKaCBe0/DOeddx7GuXlyGaBDhw74X/j5LkbI6Bcxo0gR4NNPjbomYYg/F1sM1bEWlj1iXqHLc88B112HuKZxY2wbPRpBxvOSV18NxfgKIRICer0feMBosLBceiIxbRrw4ouwm2eeCXm/8+cHJk0CGjRAXMOJeM89ps2FA6Mc5szxuldCiByAhaXc4lK8PtGW8INo36RJk7B+/XrHkM8ojz32GJ577jlsd3c4YoSMfhFTSpUyhr9bToNtN2reOpYvB668MpTXTtX+cI9/HHOgaVME3fpchGperHUlhEgoGjZEQsFALqbIM9z/k09gJ+wYQ9zd1S/VFd38uXiG35VhJ+3amftM6m3d2lQuEELELdQDC08JpmQJHYl+4NVXX0WXLl2QyxUkzQB169ZFzZo18U54WlMMkNEvciR1/IMPTGgOaz/zZh3MO+DKz91WZN1B7k74LukzmyWTXBcf5VHbtgWWLvW6V0KIGHDggNnjpJRHIrN2bUjGhFUKliyBXSxaBLC6issLLwBt2iBh4MKZOzNNm4ZyBZnzzwkshIg79u5NufSkdEmS5nTUOHLkCF588UXUqlUL+fPnx/HHH+942skff/yBCy+8EAULFkSpUqVw6623YldYdauvv/4aZ511FgoXLozixYvjnHPOwYoVK5y/bdy4ETNnzsTlYYI4fH6+fPnwDUuqJsHPLlu2rBMR4MLXvMcN3Rgio1/kCBddBMyda+xoN4rcKqUQlubj4srdpaBSP0sRJBovvQS0bBkqC8UTV4zDjYQQOQ+jphkhzkorFEhPVHr3Btq3D+39sogJvUxWsG2bMfDdBSfDRdnhRFQHZrlct0LB999Le0YIS2FwDitCH+t2xRVHv5aPUXeFy1AG9dAX16TJ0a/lZ2SHhx9+GC+88AIef/xxLFq0yMm/L1euHHbv3o0WLVqgRIkS+OWXXzBhwgR88cUX6NGjh/O6Q4cOoU2bNjj//PMxf/58/PDDD86mQCDJQfjtt9+iUKFCqFOnTvJnNWvWDD179sSNN97ohO//9ttvzucOHz7c+UwXbiT8/PPP2L9/P2JFnpi9sxCpqF/f0iFhWDvrDJJixUwOQokSSEgYjsGdRp5lFy82N26IcHwSKepBiDhmxAhgyBDT5ibsaachYeFpjePBPd8//jCefpbz475vJqIzow9z2CmCw1pVhPn77GiinodLlzYH5ZxzjJf/9deBRo1SRkEIITyHm6YZycCJpMK/cSOwbl3GPiOr7Ny5EwMHDsTrr7+Om3iyB/VQa6Jp06YYNmwY9u3bhzFjxjiefMLn0Qvfr18/5M2b1zHcL7vsMuc1JNzAp8efhnzq0P5nn30WM2bMcDYIFixY4HzuFal2PSpWrIgDBw5g3bp1qFq1KmKBPP3CM7i46tnTiBJ7xs8/A/feG7o/alRIeTBR4cYHVfxdIQbmZlgrxCCEyOwp7447Qvf50060PP7UcG1HR7J7ymPJ2b59Pe4Ua9O7avU0eNlBt8pKonLGGWaTPlzR//ffveyRECIVLCxSqdKxb5FC9vlYRl7Lz8gqixcvdrzpFzEEOcLfTj311GSDnzB8n+kAf/75J0qWLInOnTs70QDcCODmwVrmiCWxd+9eFGBkUioY3j927Fh8+OGHzqbCyy+/fNRzmE5A9uzZg1gho194Au1IXr8HDvRQNZnh68wNZO1jwlJ1iZQrmR7cwXzrrdB97s5ocSWEr2G0eHg6NCMWkxwdCQ9Peayw5DrSH38cmDXLo2GZPZuuoVD0FSOtqlVL+GPkwMgz3tzkX5bT5cQWQlgB/WirVh37xvSy1PCxjLw23FeXWQpms+bfW2+95YT1n3322Rg/fjxq166NH1n5y9mfLY2tW7dGfN33TEtyTI8tzi017mNloi1gEIaMfuGZM9ndzHrsMSBM3yJnYHgBS/MliW84IYOeu3Ysgxsgd99t2swxorUQJmYihPAPlC6hhz/8lJcDZYF9RatWxsHujhcjx9NYv8UOLvw6dgyFwLFUH4VlRYjXXjNeA7JsWcrQFSGEr2Am07JluZ09vJzghBNOcAz/L7/88qi/MVT/999/d3L7Xb777jsnXP9E6n0lcdpppzm6ADTkqbxPTQD3cYbnpzb8ly5dil69ejnpA40aNXLC+xk9EA7D/itXruxsHMQKGf3CEygeRWPf/cFTn8gVzs8RXnkFmDLFtPkDYx67dQqDFsAwjNNPN+2//jKl/IQQvmPsWODdd0ObrlyjJKJW6bFgldZmzUL5pUkOnJyBOw0sb0NXFqGx/8ADOdgBn8DwWYYLuvkYnNhJi24hhH/gKY8b0Tt35nIkpHIiaKdAgQJ48MEH8cADDzi5+zTI6akfMWIEOnbs6PydRjmN8K+++gp33XWXI8LHXP3ly5c7xj49/czfnz59Ov7+++/kvH4a/TTauVHgcvjwYdxwww1OSgBL+TFSgCKA/0u16051/+bNm8f0u8voF57xxBOhxdWaNcBtt5kTQMxZuBB45BHTZiwnV8OUAxVHkz8/MH58qEDqmDHA6NEaKSF8RGpnKPP4XSF0kRJG07NC3HnnAb/8Yrz/OcawYcBHH5l2qVKmI+yQOBoKXQ0eHLrfvXsojEUI4Qs2b2Y0lcmpovZdNiPvM8zjjz+O++67D3369HEM9vbt22PDhg2O8v60adOcUPszzzwT7dq1c3L/KeZH+PclS5agbdu2Tlg/hfnuvPNO3EYDxrl+5HYMe+bvu7AUIDcIhiZpY1WoUAFvvvkmHnvsMSeqgDDPf+LEiegW45rmgWAwR8ysuGbHjh0oVqyYo+hYNDvqEjGGoSSc1KwNmVpZ0iuof0FV/02bQjYlayXHDCazNm4M/Pabuc/EoASPcc3QvGAkxHXXmTY3ABYskNWQANh4zhCZh7qcjKZiShVz+KlXml00N6IMywcwZN2NcaWa4JVXwm/k+LzgguGdd0z73HOBr77SRoml6JwRP9BIpde7evXqEYXrMgKzRumDc6Pca9YMokQJ/1cnWbduHU455RTMnTs3wyr8gwcPxscff+xEDmRlzDNqh2oVJzylQoWUwvB33QX8918MP5AJm67Bf/LJ3IKL4YfFEbQYunQJFbPu2jWHwjKEENnl8suBuXOBdu1MOrSwDIrJMo/fNfgZluFDg98T6IFzF9YUB/JMGVgIkVG4fPz335DBX6LE4eRsHb9Tvnx5J1Vg5cqVGX4NSwG+lgMXZxn9wnMovuuW2t2+PYb2JJMzXbG+PHlM6GQWdygTEpYYcQurfvGFyvgJ4SOoQTRhQihTR2TOI0U1/5hpvb7wAjBvnmmfcgrQv78OT0ahQAWv5W5UQZ8+wJw5Gj8hLIYaXvQfkXz5gqhUycva3dGnTZs2OJeRRxnklltuSSEUGCtk9AsrePVVU3uTzJhBtcwofwCVOBkG6G4rUlDAFagTGV9cjRgRun///SZZWAgh4hRmhJ11lqmgx8sGw1GjClOlqNBPmL9PzZScSmyNF7i4fugh0z50yESluXUphRBWsW8fsHp16D4DdSRdkjPI6BdWUKKEsSf54585E2jaNMofwAXBP/+YdqNGoQWCyHzZhSTBEmcj5eabQxspQghreP554L77QqVRRdZghYNLLw1F4TMSjRVnooJroPKNCZX6GzbUocoK3JFp0MC0//hDYf5CWAijeJcvDy0by5YFLJZCiztk9AtraNEC+PPPGJQkZlj/oEGmTQ8K1QIZ3i+yxksvAdWqmfasWaGxFUJYAb3RTz4JDBhgApoYni6yZ0+6kZc//WQi06ICD9Cvv5o2Sz4xNF1kfXdm+PBQmD+jJ1gDTAgRMzKrBc+QfvqL3OJQboSvODbR0N2X0S+sgieBqEIPCktguD8WLgRq147yhyQYTAoeOTJ0n1ETKpUkhBXQC01vtOs8pmZK1M+rCQalXxiJxgqv5NFHgaVLs/mmS5aEjHwaqjynSmMmezBKguEthOH9vPYrEk2IqEPhObInk6Fk9OqfdJLxv1WvrrD+zOCOtTv2WUHuTmEttNPplGdoZZkyWXwTluNjziQ57TTgnnui2cXEheEYVJh+4w0TP8yyC598EloVCyE8gV5oeqMJvdNyHkeHc84BevQw1Q8osk978ssvs3jKoyHKnRk3BKNXL1NKVmQfhrh89JHZlaE40JAh5lolhIgarEdfvHhxpzynW78+kMGTIQNta9Qw507m99ODfejQIeTJkyfD75FIBINBx+DnWHPMOfZZJRCMRrxAgpPR+ohe46caqSzlwXrSs2dno640L/p165qzCr8vV8KsgyyiMy9YaoEhqWvXmvsff0zJUo1uHOGnc4YwuZIUf6dRyrUTK5jRWI0FiTg3du0ylxQ3sOnNN43xn2n4QlcbpVYt4PffuWpGPGDFvPjqK+DCC037uOOARYtClWdEYs8NETVoPrIm/bZt27L9PpwbnBMy+tOGBj/LAUYao4zaofL0CythlOP8+aZNMWMa/pnK9ede1u23G4Of3H23DP5YqPm/8grQvr25T2//xRebRZYQIsdhIJNb6v3OO2Nn8CcqPLXRXqf+jJvZdNVVQOnSmXiTTZuAhx8O3R82LG4MfmvgYuGWW0yOP3dq+GOYNMnrXgkRV9D4rFChgrOJc9DNJ0sjj/+zz4B27SKH89Pg37x5M0qVKqXNoDRgSH92PPwuMvqFlZQvD/TrF3KG0H6nMyTDKY9jx5pa8uT440MlkUR0ueYak4s6bRqwapVRvGJKhRAiR5k82dxIxYpGvV9En+bNgY4dzSVmyxagf3/ghRcy8QbcKeALCd+oWTMdplgJzk6ZYiLR+MP49FPgsss01kJEGRqj6RmkvXsDr79uskGZspu6HD2Nfhq1BQoUkNEfYxRfI6yFG/Vnn23af/2ViYUVQ43uvTd0n+ry8j7HBoYZcXzd3ZiBA4F582L0YUKISNC7Hy5Xwn036m2K2NmTLDX11FMmhTzDfP+9UQQkDMHkjoGIDcWLm+oILvyBuJF/Qogc4eefQwWeKK8lUVlv8Z3RP2jQIFSrVs3ZEWrUqBF+5oxKg2bNmjnhJ6lvrVu3Tn5O586dj/p7y5Ytc+jbiPRgytfQoaHqen37ZlAxmSuxjRtNu21b7e7Hmpo1gcceC0mHMyxDislC5Bg8TzKf341sdjNuRGyoUMHozlAkMcPRZ4cOpRSUY/QZQ9pE7OAP4fzzTXvZMm2yCJGDcBnIU56rHMeluVvtWXiDr4z+8ePH495778UTTzyBuXPn4tRTT0WLFi2S1SNT89FHH2Ht2rXJtwULFjghKNcwJDkMGvnhz3v33Xdz6BuJY0HRJNdpzwo8999/jBdQsIfyyoQ1QcJ3+kXs4IFhHRZCwcQsKS8KIbICF1ZMh6Jzk2GUEkCOPby8ZArGtjJHjTRoIEX5nIA/BP4g3NBj5ryovKwQOQKXgXPmmHa9eiqeZQO+MvoHDBiAbt26oUuXLjj55JMxZMgQp0zEyPCa4WGULFnSUTp0bzNmzHCen9roz58/f4rnlShRIoe+kcgIdCLTs0ImTgyl6h8FtxMp2Edvs5s7yXx+EXsYs8VFrcsjj1BOVCMvRA6QLx/wwAPAf/8BJ5+sIfcCpqBRoy8i69YBjz8eus9zpRvCJmLvOaDIrJsHE576J4SICVz+heuVspRsNsrLiyjhm6vOgQMHMGfOHDwcNotY3uHiiy/GDz/8kKH3GDFiBDp06IDChQunePzrr7921Cdp7F944YV49tlnHRXJtNi/f79zCy+V4IpR8GYr7JtbGsNP8HBxg75LF7NHdc89Qfz2W/DoNdPHHyMXCyfT/q9aFcH77lOYeU7Oi/PPR+CqqxBg6b716xF87jkEmZMhfItfzxmJCkXgc+pQaW4Ydu/m9Sng6Ch06kR1/6OrIAcefRSBpHVC8OabEWzUKG6vTVbOiz59EHj3XQTWr2cIKI5MnWoUGUWOYuXcEDHh6acD2LDBlJZr2zaI887jcY/8XM2L7JPR35RvjP5Nmzbh8OHDKFeuXIrHeX/JkiXHfD1z/xneT8M/dWj/1VdfjerVq2Pp0qV45JFH0KpVK2cjIS01yr59++IpJqekYuPGjdhnsVAMJwVrOPKk67caqbw+n3ZaSfz2Wz6cfPI+/PvvDhQtGra42rsXpXv1Sg5d2fb449jPOiG8iRybF7kffBClp0xBgLkYr7yCzVddhcNK4vItfj5nxDuskPTff7lRo0ZSZFMOo7lh2LAhFwYNKo2DB3Nh5MggrrtuC0455VDyOOVZsACl3nrLjFnRotjYqxeCaaQkxgO2zosCjzyC4klql0d69MCmmTNNiIxAos8NEV2WLs2NV181dUzz5w/iwQc3YcOGtK9TmhfZZ2cGbR3fGP3ZhcZ+vXr1cNZZZ6V4nJ5/F/69fv36qFmzpuP9v+iiiyK+F6MNqC0Q7umvUqUKypQpg6JU5LUU/rAoVMh++vGEy5K7+/YdQePG+QGUSfnH555DLsa20pNy4YUo1rmzElu9mBeUtO7Vy0kwpuFful8/BD/8MHvvKTzD7+eMeIbSJfffH3B0M/v0CSKd4LSYoLkROuUxcp/pFcFgAH37lsK0aUGjqxAMIvD88wi4SlaPPYYycZ5/Ye28uOMOBMePR+D775Fn6VKUZa5gjx5e9yqhsHZuiKhyyy0BHDwYSJZ7atgw/YuT5kX2obh9XBn9pUuXdjzv6xmeFQbvMw8/PXbv3o333nsPTz/99DE/p0aNGs5n/fPPP2ka/dQA4C01PInZfiLjCdcP/YzE6aen8YfVq420P8mdG4GBAxFIp2aoiPG8ePRRYPRoJ481MHEiArNmGUlx4Uv8fM6IV7ZuZfikEYSnTtlNN3EhnfP90NwwUEpm8GBTQeHLLwOYNi2ASy8FMGkS8NVX5kk1aiAXn5gAvyMr5wX78sorQJLjJxd/QDfdBBQr5nXPEgor54aIagRaxYrG58b/H36Yx9tsAKSH5kX2yOjvyTe/unz58qFhw4b4Miln290d4v0mTZqk+9oJEyY4Ofg33HDDMT9n1apV2Lx5Myq4ynHCflg3iQI9row1hXuEd7BAOEUYXHr2DIkrCiGyzXPPAVu2mDYva2ecoUH1EvoAXnghdJ/erUN7UpWbefFFFan2mjPPBK6/3rQ3bw45C4QQUYFifW++aVT7mdWUSkJNeIxvjH7CkPphw4Zh9OjRWLx4Mbp37+548anmTzp16pRC6C88tL9NmzZHifPt2rULvXv3xo8//oh///3X2UC48sorUatWLacUoLAX2pAs2nDbNZtD5eG4Y//EE153TRB6UBo2NGMxf745WEKIbLN0qVFCJozoC99fE97BokCu/2HxYmDYTd8Cf/9tHjjvPODqq3V4bNkxcyM16flXCT8hos5ppwGXXKKBtQ1fGf3t27dH//790adPHzRo0ADz5s3D1KlTk8X9Vq5cibVr16Z4zZ9//olvv/0WXbt2Per9mC4wf/58XHHFFahdu7bzHEYTfPPNNxHD94U9XHYZwEP65gelMPvIOeZBbvjkdGKrSD+U0oWbMXv2aLSEyCasRMoQSsICJVWqaEhtgOGsVPB3eeLDetiOJI2fAQOkMWMLFJZNEvQDqzAxHU0IIRKAQJAymiJbUMivWLFijiqp7UJ+GzZscMoT+j2fimFDN99s2o3wI36odA0Cf/8FFCzoddd8R0znxVVXARRMIgylpMUifEM8nTPige++A5o2NW3uddORzGwaL9DciAy1gcePN+0H8QJe6LTYaJwkCL6YF9u2AbVqmRB/8ssvypHJAXwxN0SWeOMNs695yy0mxD8zaF7knB2qX53wJZ1uOIJTCix12j+hMT5qM0YGv40w9ti9uDPp1V1kCSEyBbfnw1PEqUPmlcEv0qZvj9XIh/1O++PA1Tj4lPIvrKN48ZSpgPxhyf8lRJbYtMkE2lJS69RTTQCNsBMZ/cKX5P7wfbywLylEj5H905slh7wKi6hTB0jS3MD27RJOEiKLTJ4M/PijabPqmxvpJOyi+lt98CSexEDcjfn3jkbeapW87pKIxG23ASecYNqsMPPppxonIbLAs8/S02za554rvVKbkdEv/Ae3ER95BK0xBedhlvPQ338HMGKE1x0TEXnySaM4RlhfbOVKDZQQmST8/MYAmjy+KbibQFDBb9QoPIwXcHfxt5H/0bDQDGEX+fKlLLnw2GOMM/ayR0L4jmXLTGg/KVTILPeEvcjoF/5j6FCnIDIrf/Y744Pkh3my2bXL056JSFSubApZuxs2qrAgRKb54ANgyBAjk3HFFRpAK3n88ZDh+MADQIkSXvdIpAd/TCzj51aZef99jZcQmTzluVG2vXoBqnZuNzL6hb+gAnxYjarGQzqjbVvTXr8+pWC8sAgK+DGPkowZAyxY4HWPhPAVFEdiRPJHH0kI3kooBvfhh6Zdvnxoo9OJRAP++su7rok0oPIYS/i59OkDHDqk4RIiA8ybB4wbZ9qlS5t9TmE3MvqFvxg0yFj3pF07pxY89wBy5zYPsWQShXmFZdDjRaUXQk+YyiQJIeKJRx5J6f4qXNi5Ft16q5E26dnTy86JNLn4YqBZs9DuTAJVWhAiO4QHbTI7xuLiZSIJGf3CP+zcCfTrF9qhT0oeql0b6NTJGP5XXw0cOOBtN0Ua3HUXULGiaU+aBMyZo6ES4hiBTYsWaYis58svgS++MO0aNUzdKpiCMlOnAocPA59/DnzzjbfdFBnw9j/1FLBvn4ZKiGMENnEZ52ZwMgpN2I+MfuEfBg4MlXy7/nrglFOS//TMM8CSJUbsqmxZ77oo0oEr4HAPv3L7hThmYFO9esBNNwH//afBshKWegs/r7GWIkXiYFSsw4WtGAygynAWcvbZQOvWps0fGnWDhBBpwkwYF57+XK1mYTcy+oU/2LoV6N/ftOnST2UwVqoE1KrlTddEJujaFahSxbSnTAF++knDJ0QEWAKJ4uLMhnn7bVPxUlgIXfnueYw7NNddl+LPjEI78UTT/vZb83Rhad0xF+YMShVYiIhQ9qJqVVNBhv+rfKx/kNEv/MGAAaFVL91ebn1d4S/o+mLyl4u8/UJEhNUtt2wx7Y4dgbp1NVDWQbd9uCuf7Vwpl1VcGDMSLTx6XN5+C2nQALj2WtPesAF49VWveySElfCcxkoylMCgLnNSYJPwATL6hf1s2hSS5aeENUWS0oFV4bhg7ts3Z7onMknnzkC1aqY9bRrw/fcaQiFSyZdQlJTQhgwPpRQWQbf9zz+bdv36QJs2EZ/GCjPupg2DAqZPz8E+iozD1Ax304Y/QP4QhRAR4TLuvPM0OH5CRr+wnxdfDIXaUSDJNRjTCDvi2ouacbx+r12bc90UGYTbwuEbN/L2C5Gul1+BTT7w8vM8lsrL75J640befkthHoabnsEf4ODBXvdICCGihox+Yb+X/403QqHhxyj1xrCjyy4zbQrwyttvKTfeaFSuCVWvZ8/2ukdCWAH3N8O9/OHZMMJ/Xv5wb7+rPfvDDyGxf2EZ/MFR0Z9QR2j3bq97JIQVzJoFvPwysHev1z0RWUVGv7AbnmHci263bkax7xg8+CBQqJBpv/kmsG5djPsoMg/TNMJdX/L2C5Gs2B9epIQlSYV/vfxpeftZaUZYyEknAe3bm/bGjSZ5WQjhBGjeey9Qsybwzz8aED8io1/Yrdj/2mshI/GBBzL0Mpbs6949lN/ves2EZYTHLX/9tYpYi4SHXn63SIm8/PHj5Xdp1w64/HLgrbdMRQbhA28/0wv37PG6R0J4CoMxv/nGtIsVA6pX1wHxIzL6hb1QPdcV0unSJVTqLQPcd5/JBiBMy2OWgLAM5mKEp2s895yXvRHCc6iE7J6rmFrslnoT/vbyu/BpkyYZLVPuYwtLYR4Gd2hcJX+GDAqRwIRXtHzkEVM5W/gPGf3C3iLVrmI/zy4PPZSpl1eoYDT/CLMDBg6MQR9F9mH8criS/6+/alRFwnLrrcYDXKeOcvmtZcaMLHn5hc8IF5vt10+JzCJhYcURnvYIpZhcrUvhP2T0C3sTW7dtC4m+ZSGWiNkArjeFQQPu2wmL4AGiCIPL88972RshPA9+ueEGYOFCk1osLCT8HMUw8Ax6+dPiv/+y3yURA+rVA66+2rQpDDR8uIZZJCThQZgPP2yuU8KfyOgX9kHX/IABps0FFWOJssDxxwM33RQKHOA+grAQxroyNIN8/LGxeIRIYNx0YmEZ331nJKwJcy9cozALLFgAdOhgAp1+/DF6XRQx9PYfOKDhFQnFvHnA5MmmXbky0KmT1z0S2UFGv7APquW6ia1cFWWjSDWzArhvwNLw0uKxlAIFgN69Q/fl7RcJhkog+YTwGrC8uGQjsZUZAuPHA0eOqLSstTRoAFxxhWmvXg2MHet1j4TIUcKXYwzK5Fpa+BcZ/cIu9u0LyVfT3RUu9JYFWFpk9Ghg+XLpxFmfzFy6tGm/957qwYiE4fBh4LTTgGuuAebO9bo3Il2X15QpoTAyVh/JBkzjoOeMUNyPnn9hIYxnDvf28wcrRAKweDHwwQemXa4c0LWr1z0S2UVGv7BPvpr5c4ShkyefnO235OKqYsXsd03EkMKFgV69TJuuLy6uhEgAuKj680/zf3jAi7CMF14ItXmgsim/T4/Z/fdHfnthEY0bA+efb9r8oU6c6HWPhMgxAT/3NMdzVcGCGni/I6Nf2AN30F96KXQ/k4r9wufceacpAEsYniGFK5EA1d/CI8bDnYrCIv76C3j/fdMuWzZqLi9WmClVKhTgtGxZVN5WRJvwHyZ3Z/jDFSIB5JZWrDDSFrff7nVvRDSQ0S/s4aOPQmHdF14InHFGTDQCR4xQhJ6V0ODv0cO0Dx4MlWwUIk6ZOhX4/XfTPvNM4KKLvO6RiMiLL4YMPUYkRcnlxQCne+6JvOctLKJ5c5ODQ1hW9ssvve6REDlC+fLA008Dxx2nAY8HZPQLO+CCKjykOwZefmrwVK1qvCuK0LOUu+82wn7kzTeBrVu97pEQOSKSRGeiVPstZNUqk3bmbkx27x7Vt+c+p7ugfuutUHabsAj+MMPXJOHhOUII4RNk9As7mDkTmDPHtLmjfvHFUf+IMmWAzZtNm/sLitCzEIbOduli2rt2mUoOQsQh335rbqROHeDKK73ukYjIyy+byCPXQndTkKJEiRKhfYT9+83HCQtp2xaoVSu0XmH5BSHiEE5tRsWK+ENGv7CDcC8/64LEwOV1ySWmAg/55Rfg66+j/hEiGtx7r6mzSAYONBUdhIjzU5475YVFbNtmIo4II5AYiRQDmDGQP79pDx4MbN8ek48R2YHlGR94IHRfyosiDmFp69atTYEShvXLORZfaJkhvIce/hkzTLtGDbOjHgO4jxB+zZZAvKXQm+LOgfXrgbff9rpHQkS9FNKnn5o2y7Zdf70G2EqGDjURR+Smm0wkUgyoUMG8PTelafQXKhSTjxHZpVMnc7DIxx8bNX8h4ohRo4BNm4AtW8x1Siln8YWMfmGHSFJ4KaQ8eWL2UayFXa2aaU+bZkovCwsJr13Wv7+UF0VcMWBAqN2zZ7arv4lYwFh7RhoRrnzvuy+m48yw/rlzgY4dNR+sheEYbmlZolwMEUccOmSWWy7hTjIRH8joF96ydKkpUE3oRaG7I4ZwPyF87Sa1ZEuhlPkFF4TKZU2a5HWPhIiqGDi9ukWLAt26aWCt5N13gbVrTbtNG+CEE2L6cfTuy6vmA269FShSJFRaduNGr3skRFT48ENg+fKjC1aI+EFGv/AWelKOHDFt5ktGqRRSetx8c6g28vjxwL//xvwjRVZInYuh5DIRJzDiiF7d334zhr+wDJ5rwl1e4ZFHIrGhkCNLABHqzbzxhtc9EiIqp7zwoFvqzIj4Q0a/8A6WYxs5MuTmiHIppLTgR911V6g28quv5sjHiszSogVQr55p//QT8M03GkMRN9CrSwkTYSGffw4sXGjaZ58NNGmSox//449Au3bAF1/k6MeKjHLPPUbYj7z+OrB3r8ZO+JpZs8xGNGnYMBRoKeILGf3CW5Ekty4Iy7SVLJljH33HHaFy8NSJO3Agxz5aZFV5MTwRWgghYkV43lcOe/mpacs9BobaKv3MUqpWBa691rSpejZmjNc9EiJbhC+v7r9fqUbxiu+M/kGDBqFatWooUKAAGjVqhJ/TqZU6atQoBAKBFDe+LpxgMIg+ffqgQoUKKFiwIC6++GL8/fffOfBNEhxa2a+9FjLuqGaVg5QpYz7y8ceBP/4A8uXL0Y8XGaV9e6BSJdNmXv8//2jshC9hVBGDmX74weueiHT59ddQPdfatYErrsjRAaOHrXp1054+HZg/P0c/XmSUcHEgWkxumqIQPoNFKCZPNu0qVWJWQEtYgK+M/vHjx+Pee+/FE088gblz5+LUU09FixYtsGHDhjRfU7RoUaxduzb5tmLFihR/f/HFF/Hqq69iyJAh+Omnn1C4cGHnPfepNnisDyawZo1pX3mlKdOWw/Tta+qQli+f4x8tMgplzd1cDCaduWraQviMiROBIUNMtHiMheBFdvjf/0JtHqhcObtMotjsvfdG7o6wCMZAN2sWEpt1a3AK4TPCl1WU1lI1mfjFV0b/gAED0K1bN3Tp0gUnn3yyY6gXKlQII9288AjQu1++fPnkW7ly5VJ4+V955RU89thjuPLKK1G/fn2MGTMGa9aswUSu0ERsoPEWHksUvsIRIpJaslu4mr91akEI4TPCdeFatvSyJyJNVq0CJkwIhYPdeKMng8VstxIlTHvcOGD1ak+6IY5F+O6ddmeET+nTx0S9MsLI1agU8UnsCqJHmQMHDmDOnDl4+OGHkx/LlSuXE47/Qzrxkrt27ULVqlVx5MgRnH766Xj++edxyimnOH9bvnw51q1b57yHS7FixZy0Ab5nhw4dIr7n/v37nZvLjh07nP/5GbzZCvvGjQ7P+zhzJnLNm+c0g2eeiSBdX173CUaLJweKB1iHNfMiLYoVQ6BzZwSokrxnD468+abUtHMI6+eGT6Aw248/mj32evWCuPBCjil8TTzOjcBrryHAPAxem26/HUHWZffg+/E6dPvtAfTtG3BqZw8aFMSzzwbhB+JxXqRJy5YInHQSAkuWALNn4wgFZ1luVkQkoeaGj2C17CefNMY/A5ty+vBoXmSfjP6mfGP0b9q0CYcPH07hqSe8v4Qn3AiceOKJThQAPfjbt29H//79cfbZZ2PhwoWoXLmyY/C775H6Pd2/RaJv37546qmnjnp848aNVqcFcFJwHHjS5YaJVxTv1w+ussL2rl2xz+M6t+vX58LIkYXw9tuFMGbMVpxxxkEkErbMi/TI3bEjSg8ejEAwiODAgdh4/fWKQcsB/DA3/MBLLxWjKee0b755BzZu9L/ad7zNjcCePSjz5psI0ODPlw8b27XDkXRSB2PNtdfmwksvlcGhQwEMGRLELbdsSA54spl4mxfHomDXriiWJPa4v18/bFcJvzRJtLkhMobmRfbZuXNnfBn9WaFJkybOzYUGf506dTB06FA888wzWX5fRhtQWyDc01+lShWUKVPG0RCw+YfFdAf207MT7pIlyJVUhyh4/PEo2qULijKJ0UOmTmXZPjMeo0aVxKWX+sOjElfzIiNb0Zdd5qjN5F67FmVnzwauu87rXsU9vpgbPogYnzw5kBQxHsSttxZBgQJF4Hfibm4MGYJc27aZdocOKF23ruenPArEM7x/69ZcmDGjLLp1g/XE3bw4Ft27I/jCCwhs3owCkycjP2sAV6zoda+sJOHmhg8ybamj7TWaF9kntUi9743+0qVLI3fu3Fi/fn2Kx3mfufoZIW/evDjttNPwT5ICuPs6vgfV+8Pfs0GDBmm+T/78+Z1bangSs/1ExhOup/10FfvZl3vuQcAC2Xw6jR95BFi7Fvj44wBWrAgkqycnCp7Pi4zAjbYkidlcr7xiDpwNV6w4xxdzw2IGDzbK/aR79wAKFYqfORs3c4OhkTTWkgj06oWABd+pVy9j9BNuTFPexA+nvLiZFxmhcGHmYgDPPYfAoUMIUK3z2We97pW1JNTcsNzgZ2Yz/aJ33un9PpXmRfbI6O/JN7+6fPnyoWHDhvjyyy9T7A7xfrg3Pz2YHvDHH38kG/jVq1d3DP/w96TXnir+GX1PkQkowObWsz3uOKBrVyuGj/sOPXpEXPsJmzj/fOC000Jltb77zuseCZEue/YAQ4eaNhWRWbJPWMi0aaZuFaEiezqb/jnJGWcA55wTuk55mG0g0uOOO0zZBcIfPAWChLAYViX96ivg+edNZWSRGPjG6CcMqR82bBhGjx6NxYsXo3v37ti9e7ej5k86deqUQujv6aefxvTp07Fs2TKnxN8NN9zglOy7JUmekjtLPXv2xLPPPotJkyY5GwJ8j4oVK6JNmzaefc+4ZfhwswomnTs7Am22cNttDI8JCcRnMD1G5CR0cdH15RJeAUIIC3n77VCxCWajqDyopbz8cqjdsydsol8/s0CfO5d6Q173RkSEblLmYpBNm0LhGUL4oEyf6/QS8Y+vjP727ds7Ynx9+vRxwu/nzZuHqVOnJgvxrVy5EmsZo53E1q1bnRJ/zOO/9NJLHS/+999/75T7c3nggQdw11134dZbb8WZZ57pqP3zPTOaHyEyCCWIX389dN+tvW4JpUoBN9xg2izG4AYkCMvglrSbivPJJ8CKFV73SIg0mTkz1L7nHg2UlSxcCMyYYdo1ahjtEIugp59BTn4I609own/gtKgYPy2EhSxfDkyaZNqVKgFXX+11j0ROEQhSRlNkC24msNQfVUltF/LbsGEDypYtm/P5VB99BLRta9qtWgGffQbbmD8fOPVU0z7xRGDRIlO+JN7xdF5kBYpwsrYMeeAB4woTMcF3c8MyeHWl5iRtynhL842bucFE+WHDQsba3Xd73SNfEzfzIiuw/LBbQpppoxde6HWPrCKh54ZF3H8/8L//mfZzzxlNKy/RvMg5O1S/OpEzhCfKW+ryql/fpHMSpne6zh9h4SLdFYAMTxkRwjLonaWXNt4M/rhhyxaTg0G4UEpKFbQZloJ3iwwIywhPDQmPnxbCEnbtMssmQj1yP1QEEdFDRr+IPfPmAbNmhVzol1xi7aiHO3l0zbYUpvO4yjNctCt/UgiRFd56C9i3z7Rp8Bext5QitUupL9y4MTBihNe9ERG56iqgcmXTZqWZpUs1UMIq3nkH2L7dtFkAqUwZr3skchIZ/SJHy/Q5VrXFYV1XXAFUrcoSkUDDhkrLs5ZwTQhGkShLSVjEmjVe90AcE5ZqeeONlArsFsNAhB9/DJWBZPeFZbBEh6uKxmtS+NpHCI/hlAwPurVMWkvkAPZaXyI+2LgRGDvWtKnW36kTbCZ3bmDKFOC//0zquMSTLOXMM43bi/zxh0mcFsICKAR60klmen7wgde9EWkydSqwbJlpN28O1K5t9WCxe26QHB3IrDIoLITx0q4Q9KhRwO7dXvdIiGSZicWLTfvcc0MVkEXiIKNfxBYKJO3fb9pduwLHHWf9iJ9ySuiaLSwmPBcjfPtaCA9h5Q+W/KRXdvp0HQprGTQo1L7zTviB8G6Gd19YRMmSJm6aMI5a6WfCEtavN5WqLJbWEjFGRr+IbZk+xiESusxVDFREE1aDcMv3TZyo8n3CivBJiyuTChe6yj//3LSZz9W6tS/GhtUEjz/etFkAh6W3hIWEp4pwd0bpZ8ICOnY0UazULr3ySq97I7xARr+IHZ9+CqxaFVqtVK/uu9FeuxZ45RXlT1qbP9m9u2kzwdXdYBLCI774wlT+IFTtr1dPh8JKeK5wDTGeQ5jX5QPYzdtvN212X6c8S6EgUKNGpv3776EyfkJ4TMGCwA03AHnyeN0T4QUy+kXsCF+RWC6SFAnWL6VXpVcvYOZMr3sjjlm+j6kke/dqoIRnhHv5FdhkKSzx6crfs2YV0858xC23hE55/Bo65VmKcjGEEJYho1/Ehr//DiW01qhhhJJ8BqsLMkOBhIs8C4vL973/vtc9EgkKQ61ZpYuwalebNl73SETk3XdDhe47dDClWnwES2xde23olDd+vNc9EhG55prQ3JowwSRUC+EBDDbR9BNERr+IDUOGhNoMn7S4TF9aMOfJTRn/5JNQpoKwDDfEnyjeVVgQMc4QbIVP+kB0wScCfqmRE9kHUA3YjSI5eBAYPtzrHokEhdFBVaoA112nYhKJjv8sMeGP8Mm33gqFT3bpAr+mjLP6jpsyzuhxYSGNGwMNGpj2Tz8Bc+d63SORgKc8d03P0Gv3vCEsg7nV8+aFyn7y5kOYLn7WWWZj+vnnpRNnLdz9c+v+Dh0aCh0UIof45Rfg11/NvhP1ZgoV0tAnMjL6RfRhvOHWraHwSbdGiA/h4t3VeHrzTXPiFJbBRZW8/cJD3nsv5SmvbFkdDisJr3PnY9EFnvK++cYULbnkkpBdKSyjWrVQZQjKplPcWIgcJDz4kcsknSsSGxn9IvqEJ8D7UMAvHObmuqVN1q0ziyxhIayLXKSIaY8dG8rZFSKH9D8uv9xkMfn8lBe/MKmVudWEudZuYrxPccX8hOUoF0N4BDU/KGFCihY1yySR2MjoF7GJJXLL1vg0fDIcOZF9wHHHATfdZNqUsx4zxuseiQTinHOASZOMM49h18JCmJ/lhmoxyZU510LEGooY16x5dE1PIWLM6NHAvn2m3bkzULiwhjzRkdEvYuvlj4NYogsvBGrXNu2vvgIWL/a6RyIibgHr1KpqQuQQFSvGxSkv/mAutSsuy3CM8HOFz+E+BouWMK3k8GGveyOOgvNNngORw1CHKnVovxAy+kX02LzZJLeS4sXNKiQOr9kS9LOUU04BzjvPtJcsAb7+2useCSFsgOVXVq827csuA6pWRbxAnVxWLaWUzpQpXvdGpHmQ3MiSUaMkoS5izpdfmsrZ5IILgJNO0qALefpFNOHFzI0l4kUujmRCGTl+9tnG4H/mGa97I9IkPKFa5ftEjGFI/4cfSuDTesLL9PlYwC8SLMMVSadQWETJkqGE6u3bgXHjvO6RiHPiSFpLRBF5+kVsYoniKHySlCgBfPedSQVVXpTFXHUVUK6caX/8MbB2rdc9EnEKs0cefhho1844jhnoJCxk4cJQ1A/ztC66CPFEy5ZA9eqmPX068NdfXvdIRCTc8uLujNLPRIxYtcpsSJMKFUJi1ELI6BfRYcYMYOlS02YNITcJXoiclrTu2jWUx+sWTxciynz7LbBokWnXqOHryqSJ4/KikjrzteIIlpRVyrgPoLBxo0am/fvvwPffe90jEafQScXTXv36pux03rxe90jYQnxd/YR3JGAskTbqLeXWW0ML+zffNMa/EFEmjgOb4ocdO0KVPBii5Vb4iDNuvjmUMv7WW0oZ90X5vvA1kxBRhKe6224D5s0DHn1UQytCyOgX2WfFCuDTT0OF7SmUFMeG/k8/mbUjT6rCQhhr3bp1KM7NnZtCRIkNG4APPjBtevgZ4i8s5J13gF27TPuGG4BixRCPcA66urlKGbeYa64BSpc27QkTgPXrve6RiGNYSYbBj0K4yOgX2YfeVOb0E1rCefLE7aju3w+0amWcR6yBummT1z0SEVG8q4gh9Ka6Jd/DhbmFZTu0Q4cmTARauD6hUsYthScKN/2MJxClnwkhchAZ/SL7VrB74aKxT6W7OL9mc5FPDhwwi39hIS1apFS3cmvXCJFNuL8Zbksq4sdSGJI1f75pN25sElzjPGX8rLNCKeO//up1j0REmAtEFywZMkTpZyJqLF5sUn302xdpIaNfZI+PPjKxruTqq4Hy5eN+RMPzd5nX6wY5CItgTn/4gQq30oTIpmbp8uUhzdJatTSc1kaghet8JADhG1CzZnnZE5Em1aqlTD+bOlWDJaIC16N0RJ15JvD22xpUcTQy+kX2SEABvxNOAJo3N20u/qdN87pHIiIMyXAT2ngl3LtXAyWiKuAXnkUiLGLbNuC990ybefzt2yMR4NdkGUmW7bv/fq97I9JEG9IiylC6hCmnpGDBuJbWEtlARr/IOn/8YepWkZNPBs47L2FGM3x/I9wIEBZRpgxw7bWmvWUL8P77XvdI+JyNG0O6kBUrApdf7nWPRETGjg1t8t14I1CoUMKodj//vNmYFhbTsqURPSaffQb895/XPRI+5913TbEScv31pmyfEKmR0S+yzrBhKV1ebp5aAsDoPPeaTSOABQyEhUjQT0R5H2nhQqBXL+C+++JaszR+BPwSJLRf+IjcuUP6R8wPHDnS6x4Jn5/ywoNuFYEm0kJGv8gae/aEkoYYS8RySAkEF/tu/iRPuCNGeN0jEZEmTUICXhT2mjtXAyWyxYknAgMGAPfeq4G0kh9/NFFo7u+/Xj0kKrQnWcJPWAhV/Kk9QyiGfPiw1z0SPoXCffPmmTbz+SnqKUQkZPSLrMEi1cybJAyhLl484UaSKqncsCc0+g8d8rpH4igYfRKeiyFBPyHimwQU8EsNw3yfew6oWdNEpAgLYaigBP1ElE95qiYj0kNGv8h+aH+CLqyY0+uKpRx3nNLyrIUJbkx2JePGGcUbITIJI3qE5XAjevz4kICfq+mRYNCB3K8f8O+/KXN9hWWEr53CLTchMsjOneY3TooUSRjNUpFFZPSLzLNoUUjA75RTTAhlgtKnjymNtGRJqCy8sAxeCWn4Exr8rlEgRAb55x+gdm3gxReNmJ+wlHfeSUgBv9RwE9rNuGMmHnUNheWCfhQHWr3a6x4Jn8EiJbt3mzaXOfztC5EWMvpF9r38CSTgl5rTTzdFCxJ4CPxBt26htjwqIpNwytDwf/BBU/1R+EDAL8HjXMOdyBwWRapYKg7E3H5XgEHiQCKTTJ0aeZkjRCRk9IvMsW8fMGaMaefPn3ACfsKnnHEGcOqppv3zz8D8+V73SPiEAwdChn6+fECXLl73SETkhx+ABQtM++yzgbp1E3qgGjQAzjrLtH//HfjlF697JNIUB5Kgn8giEyYAM2YADzwgAT8Rh0b/oEGDUK1aNRQoUACNGjXCz1zAp8GwYcNw7rnnokSJEs7t4osvPur5nTt3RiAQSHFryZArEZmPPjI1z8k11wAlS2qkwli8WCK8VsJQjHDXV3i0ihDpMHkysGmTaV91lSnbJyxEAn5HoZRxH3D88UCrVqb933/AtGle90j4CO4XXXyx0fAQIq6M/vHjx+Pee+/FE088gblz5+LUU09FixYtsGHDhojP//rrr3Hdddfhq6++wg8//IAqVaqgefPmWJ0qb4pG/tq1a5Nv77qqGOJotLCKyJdfAk2bAiefDEyfroljJR07mvKShOUmmewqxDFgNS0Xt7S2sIytW0NaHawkk6ACfqmhqBclTYgE/SwmPBVF6WdCiBiRBz5iwIAB6NatG7okxVcOGTIEU6ZMwciRI/HQQw8d9fyxqdRrhg8fjg8//BBffvklOnXqlPx4/vz5Ub58+Qz3Y//+/c7NZUeSNO6RI0ecm62wb8FgMOt9/PNP5KJqHdMnTzoJQYZQWvx9cxJOge++M3toQ4cG0aKFf6S+sz0v/EKRIghccw0CTE/Zvh1H3n8fCDsPiASeG2lgHG8U7AigWrUgmjXjWHjdKzuwam68/TZyMfWM16YbbkCQqWc29MtjqGPYsWMAQ4YEnD3Ot98+gu7dE2he+IUWLRCoVAmB1asR/PRTBHniqVQJ8YbmRvSgXqnrw/A7mhfZJ6PnW98Y/QcOHMCcOXPw8MMPJz+WK1cuJ2SfXvyMsGfPHhw8eBAlU4WkMyKgbNmyTgrAhRdeiGeffRalSpVK83369u2Lp5566qjHN27ciH1JCw9bJ8X27dudCzLHLrMUefVVJBU+w8727bFHMtbJnHkmUK5cGaxfn9sR4f3jj00oV84fi57szgs/kbdtW5RK0qQ4NHgwtiiVJ10SaW5EYtCgwggGjav0mmt2YdOmJJlkYc/cCAZR6o03ksMWN7drh0NpRP8lIm3b5sGQIaWd9uDBh3H11ZtjKjxrzbzwGce1b4/jBgxA4PBh7Hr9dezu1QvxhuZG9Lj88pLIm5eyWnvQps2+ZFkIP6J5kX12snZjBggEeWb2AWvWrEGlSpXw/fffo0lYibgHHngAs2bNwk8//XTM97jjjjswbdo0LFy40NEEIO+99x4KFSqE6tWrY+nSpXjkkUdw3HHHORsJuXPnzrCnn6kDW7duRdGiRWHzD4sbE2XKlMn8xXj/fgSOPx6BTZsQzJfP7ESXNgsJYXj88QCef96spp599gjC9qesJlvzwm8EgwjUr48Ay07yu1P4q04dr3tlLQk1N1LBjfNatQJYsYJaL0EsXx5ElSpe98oerJkb332HXCyhwp/3OecgOHu2d32xlCZNAo7eDEt6DRgQRNLyJ77nhd9YuRKBGjW4KEewalUE//4bSGMN6lc0N6LDH39QqNP8turXD2Lu3KCvK0hpXmQf2qF0XHPDNT071Dee/uzywgsvOAY+vfquwU86dOiQ3K5Xrx7q16+PmjVrOs+76KKLIr4X0wF4Sw0vcLZf5ChUmKV+TpqUrGYVaNsWgbJlY9NBH8N83759TWmkESNyOUa/5dMh+/PCj7CuTZIXJRdLJA0Y4HWPrCah5kYqnY4VK0y7ZcsAqlb18aoqnudGmOhC4NZbEUiweZoRGNzEaHFTwzuQGPPCb1SrZgT9PvsMgRUrEPjii5DAXxyhuZF9wis7dusWQO7c/r82aV5kj4yea31zRi5durTjeV+/fn2Kx3n/WPn4/fv3d4z+6dOnO0Z9etSoUcP5rH9YlFlEFpdRMdCIVK8OXHKJaS9fbowGYSE33mhqr7mr4bCoHSFcli41OdHELaUtLBTwozaHK+DHijLiKE480TX4hdWo3ILIQC4/dYgJ/Zeqmi0yg2+M/nz58qFhw4aOCF94SAjvh4f7p+bFF1/EM888g6lTp+IM1uo+BqtWrcLmzZtRoUKFqPXd93ADZOZM065VC2jWzOseWYuqwvkA6nW0a2famzcDH3/sdY+Ehdx+O7B2rXEkX365170REeHq19XRoShnvChbicSkdWugYsVQrdA1a7zukbCMDz4Atm0zbRYp4V6nEHFn9BOW6xs2bBhGjx6NxYsXo3v37ti9e3eymj8V+cOF/vr164fHH3/cUfevVq0a1q1b59x27drl/J3/9+7dGz/++CP+/fdfZwPhyiuvRK1atZxSgCJCzSpatX5OHooxNA7czIeJEwHpSVlKeLSKSiSJNGBqHL38bmCIsAjmUamEbKahwfDOO2b4hGXkyRMKKzp8GHjrLa97JCxj2LDITiYh4s7ob9++vROq36dPHzRo0ADz5s1zPPjlypVz/r5y5UqspWsmicGDBzuq/+3atXM89+6N70GYLjB//nxcccUVqF27Nrp27epEE3zzzTcRc/YTkgMHQhceSoXedJPXPbIaGgdJe1A4eBAYPdrrHomInH8+cMIJpv3VVyaaRQjhHyjeu3ChabN87CmneN0j66HmDB3JzHD65ReveyMiQqPfdazQwlPpQ5EExTi/+ca0qT/M054QmcF3Qn49evRwbpGg+F449N6nR8GCBR01f3EMAT/XXd2mTciNLdIV9OO+EoNFTj9dA2UlXFTR2//AA6Folhde8LpXwgIoG8Nc/iKmUp/wg5oVT7rimPDyzZxgd/jOOkuDZh1Vq1I5FPj8c6MkOmOGWUyIhEdBtyKhPP3CAxQ+mWkoe8BUvClTgDQKQAgbYNQKo1cIo1kY1SISnj59AEq60OG2bl3CD4edMEXvvfdMmwp1EvDLEO3bhwT93n0X2L07dodIZAMJ+olUUG/YjRxlRCmjdYTILDL6RdpQgp67zKRGDeDCCzVaGUQBET45SFdeadqMZqFwkkhoaAS5xtD48UDhwl73SERkwgRj+BOW3ZU0fYbgMNHwJzt3mmEUFnLZZYBblSo82lIkLBs3Ag0bmjZ1iKlHLERmkdEvMhZLxPBJ1dwV8YbKLYhUysg0hlxbUiH+PgjtVz3FTBE+XOHDKCwT9HP1kw4dCtVoEwlL5coAs5GXLQOeesrr3gi/IqNfRIYXGlfAL3duoHNnjVQWh/GTT8xmvbAQ5l9Ur27a06dTCMTrHglL9jllS1rKkiXAd9+ZNsX7GjXyuke+onFj4OSTTfvbb4E///S6RyIiN9+ccndG5RYEzHKFKaRCZAUZ/SIyU6eaItVuHTomuYpMl0aiJg/1D1lJUtdsC2H0imvd8QDJ9ZWw0PihEeQqI9M4Ej7w8quEbKbgcIVvaI0cGb1DI6JI7drAueeGZNt//FHDK4TIFjL6RWQUPpltihcPOZEXLTIVpoSFsMYio1ncFTDDMwQSXQxetqSFsA7qmDGmTRFOqVllCQ6bq2E6apQZVmEhysVIeLgcYVj/4cMJPxQiCsjoF5FrVn36qWnTw8/yMSJL6JrtA1i4msJJhGUXVMYz4aDR4yojy5a0GF6XXFEzinCWLu11j3xJmTLAFVeYNoeTlWaEhVCxrWhR02a1CldwRCQMn31mluDVqhlxWSGyg4x+cTT0pLjeTubyU1RGZAlWknKFpXnNdgWnhWUo3jWhodHj2pI0hmgUCQtRBFrUYDTLSScBL70EnHNO9N5XRBGWD7nuOtNmSZH339fwJugpb9UqCcuK7COjX6QkdV5zuJiMyDQ0+KkCTmjwq0SSpbRqpRJJCUzqQiXCQlavBj7/3LSrVAEuucTrHvmaFi1M2tn992uTy2oULpiwrFsXisJhQGLz5l73SPgdGf0iJd9/H5LzPf98yYRGAV2zfYBKJCU0PNXVrClb0mqYf3HkSCgCzdXhEFmCmhXSrfABZ5wB1Ktn2j/8YET9RMIE3bq5/Aq6FdFARr9IicInow4rSrklklhpihWnhIWoRFLC0rs38NdfRr1ftqSF0NgPl5mn+KYQiVhuQRVmEgIF3YpYIKNfhKBIjJszRvGYtm01OjG4Zr/1lobVSlQiCYlevfH4473uhYjI7NnA0qWmffHFobIoIiosWAD06mUC/YSF3HADkC9fyP174IDXPRIxhg4ibkSTZs1MJJoQ2UVGvwhBaVCKxZDrrwcKFdLoxKBEEqNUVRXOUiToJ4Tdogvhv1GRbSiTwOjxV14BBg/WgFpJqVLAVVeZ9saNwOTJXvdIxBgF3YpYIKNfhNBZJmZQDZzR4/SmfPGFCiJYXSKpSBHTVrmFuOfdd0MSJsJStm0DPvzQtEuUANq08bpHccUFF5hhJR98YIZbWIhC/BOGHTtCQbfFiinoVkQPGf3CQBnfH3807fr1gYYNNTJRZsgQYMAAoG5dDa3VJZJUbiEh2LrVpIazbJnsSIsZNw7Yty8U5lyggNc9iis4nBxWwmHmRpiwkIsuAqpWNe1p00wNNxG3Qbd79oSCbgsW9LpHIl6Q0S8ie/kl6ysSFXlUEsaW3L/ftKtV87o3Ik0UgZajp7zwTAphmeiIK2BJYctRo7zukYgRZ58N3HGH8fIrm0lEExn9wojCUByGUCymY0eNikhczjoLOOUU01a5hbhFaeI+YN48YO5c02b02amnet2juITDyspwhMPNYRcWQqPfdciwmoVbwlLEFVx+DBoErFsHnH66170R8YSMfmFEYTZtMiNBsRiKxoiYsWED0L8/cNllpiyLsAyVW4h7wg0b7vG4ZbCFZcjLn2MowMkHsLzIJZeY9vLlwFdfed0jEePUGwXdimgio19oYZXDMH+SdcGnTAG++UYT0NqDFF5u4eBBr3skoohsSR/ABPOxY02bSa3XXed1j+IaDq+bO/zOO8DevV73SETkllsin8iEEOIYyOhPdCgGQ1EYQpEYisWImNK5c6ita7bF5RauuMK0168HPvvM6x6JKEFjxrUlWZXU1W0UlvHxx0Zt0a2qUby41z2Ka5g/zGEmVPDn8AsL4XXJjcb86KPQb0T4ni+/BAYOBDZv9ronIl6R0Z/oUAzGzQtjvhjFYkRMYQaFu36dMAHYvl0DbiWKd41LWP3N/c1dey1QtKjXPRIRkeiCp05kGf2Wkj8/cOONpk0lUncHU/gepn327AlUrAjMn+91b0Q8IgsvkaGxTzEYwsQhVxlWxBSGULpaifQ6shy8sJDmzYFKlUybnv61a73ukYgCCu33AcuWATNnmnatWsB553ndo4Tg3HOB224DJk1S6T6r0YZ03PHff6Gg2woVVNpZxAYZ/YnM118bMRhCcRiKxIgcQddsH5A7dygX4/DhUIUL4Vv++cec9siJJwLnnON1j0RE3nor1L75ZqlZ5RDc+x8yBLj8ciBPHs1Na6lb1yiQpq5wIXwddOsKOyvoVsQKGf2JjFxennHaaeZGfvkF+OMP7/oi0oEGhwujYlRuwddwX/ODD4BWrYBu3WRLWgk32Nwa5Ew3u+kmr3skhN2eg/BUGOE7FHQrcgoZ/YkKxV+Y3EooCnPllV73KOGQt98H1KgBXHCBaf/1F/Dtt173SGSDfPmAtm1Ntsa992oorWT6dCMwSy691CS4Ck/3YISFUIGUSqRk3DiVW/AxrLz477+mraBbEUtk9CcqvEhQBMYtT0ZxGJGjXH99aNjffjt0OIRlaHcmLlH9Yx9EoIUry4kc49AhIwzfurWqW1gLFUipREqoTOo6cYTvUNCtyClk9CcqOst4TokSxuvoCvoxNU9YyNVXm3pWbrmFHTu87pEQ8cnGjUZFjpQrZzz9whN69DARMRMnmqqlwkK0IR0XQbfcYCMKuhWxRkZ/IvLbb+ZGzjwTqFfP6x4lLPfcA7zxBrBmDdCokde9EWmWW2BYBtmzBxg/XgPlM9atM6UyP/3UeDGFpTDk6eBB02Yuf968XvcoIaGInyulwN8LD4uwECqRUpGUUKF06VKveyQyiYJuRU4ioz8BCbhl+lLvFIschwK83bsDxYtr8K1GHhVfM3q08VhSlfyFF7zujYgIRTLDI9DCRTRFjhM+/Dws0jC1NEcptdis8BXhG2pajotYI6M/0WAcObcWXQ8mxWCEEOlz+unAqaea9k8/AQsXasR8aku6QRvCMn78EVi0yLSbNg15MIUnnHACcN55pr1kCfDDDzoQVtKpkykv65a6VCiTr5gyBRg40BxGBd2KWCOjP8Eo8PnnCGzbZu5cc00oV1lYwe7dpnyLsNCjIm+/L/nmG+Dvv037wgtNQQZhIdKZsY5wHUVVhbOU8uWByy4z7bVrgalTve6RyATM47/7bhONJkSskdGfYBR8993QHcUSWQMdx6wbzuv3zJle90ZEhC5i1nxzY/IOHNBA+YBwY0WnPEvZtSuklVGkiNmQFp5DoVmKxBMenp07ve6ROObuTPjmmRBCZMXoX0OlMQsYNGgQqlWrhgIFCqBRo0b4+eef033+hAkTcNJJJznPr1evHj6jHG0YwWAQffr0QYUKFVCwYEFcfPHF+Nt1C8Uby5Yhv1tnnLF7557rdY9EEosXG+OEa19dsy3ekqcaHNm0CZg82eseiWPASlYffGDa1M1wD5+wjPffNyc/wpSzwoW97pGAKQMvDVMf0LIlUKGCaVOtlMqlQgiRVaP/lFNOwTg3F9wjxo8fj3vvvRdPPPEE5s6di1NPPRUtWrTAhg0bIj7/+++/x3XXXYeuXbvit99+Q5s2bZzbggULkp/z4osv4tVXX8WQIUPw008/oXDhws577tu3D/FGgPleLhR/UaFqa7jiCqB0adP++GNgyxaveyQiohB/X8HAJsqYkBtuMDImwkLCdzrDvZbCc3TK80m5hc6dTVvlFnxBu3bAnXcCc+d63RORSGTY6H/uuedw22234ZprrsEWjyySAQMGoFu3bujSpQtOPvlkx1AvVKgQRqahWDpw4EC0bNkSvXv3Rp06dfDMM8/g9NNPx+uvv57s5X/llVfw2GOP4corr0T9+vUxZswYJ6phIqWe44nDh5OThoIUfXHr8QgrYNT4jTea9v79wNixXvdIROSii4CqVU172jRg1SoNlMUotN8nYU7ff2/adeuaMrLCGho2BOrXN+1cuYzujLAQlVvwDcuWAR9+aMo1t2+vyhjWMmOGUTCNo9IleTL6xDvuuAOtWrVyvOY0uIcNG4bLWf8ohzhw4ADmzJmDhx9+OPmxXLlyOeH4P6QhK8vHGRkQDr34rkG/fPlyrFu3znkPl2LFijlpA3xthzSU7ffv3+/cXHbs2OH8f+TIEedmJZ9/jlyrVzvN4KWXIliunBTjLKNLF+Dll80+3IgRQdxxRzBHgjE4Z7kBZu3ctY3OnZHrqaec388RRs88+ijiFT/Pjd9/B+bMMb+nhg2DqF+f38PrXsUP0ZobgREj4J7mjtBw4QIrjhZZ8cBrr5nspjp1zP30Drmfzxm+pkYNBM4/H4FZs4A//8QRpnKecw5sQnPDMHIkz3jmrHfzzfy9JPYpz8p5EQwi0LMnAosWIXjyyQjSzjzuONhKRscuw0Y/qV69OmbOnOl4yq+++mrHe56HYUVhMOw+FmzatAmHDx9GORqrYfD+EtaTiQAN+kjP5+Pu393H0npOJPr27YunuOhPRdu2bY8aD1vIO29ecljHgf/+Q7BVK497JCJRrFhebN+eyzFYzjnnAIoVi/2VgCfbQ4cOOXM3oJSPY7N3L/K7Y9e3Lw5QHj5Ox83Pc2P5cpaxMufjPXsOolUrixYUcUBU5saRI8g3e7ZZ/gYC2D9pktTHfY6fzxl+J9fmzcib1D7coQMOMXLGIjQ3jHE/ezYFgc1vY9q0/fj6ayQ0Ns6LwLZtyJdUQvbImjU4aLm4LMcvI2TaQl2xYgU++ugjlChRwgmJt9XIjSWMNgiPIKCnv0qVKvjwww9R1JW6tQ1O3pEjcXjaNAR++AG5XBVyYRXDhgG33262Z047LYhBg4I5skO4ceNGlClTxomeEccm0KIFAl984WwAHHnwQeCCC+Jy2Pw+N/74g6WrA+jTJ+gI+QnL5sZHHyEXf0dc+LVti6Cr4C98i9/PGb5mzx4EKlVCYMcOBLdvR5ACmayGYQmaG07QLWbMML+Lyy4L4pNPEtjFb/G8CNx6KwJJQvFH/ve/kGaGpdAOpV1+LDJlsTOk/7777nPC4RcuXOgcoJyidOnSyJ07N9avX5/icd4vzzpnEeDj6T3f/Z+PUb0//DkNGjRIsy/58+d3bqnhZLVlwh5F3bo40r8/NvfujbL58tnbzwSHSsncT9qzhyJkAQwYEMgR8THurlo9f22DYmNJxkouhvgz1z9O8fPcOPVU4JVX2LLDexBvZHtuhInLBm65BQEfzrFE9FRSC7levfg8Z/gahh9fdx0wdCgCu3cjMGGCdcKYiT43wvW0b7mFY6Frk3XzYlfKErK5KLxgQ7/SIaPjluFvQUG8Bx980Antp6c/Jw1+ki9fPjRs2BBffvllit0h3m/SpEnE1/Dx8OeTGTNmJD+f6Qo0/MOfw90Sqvin9Z6+x5LQGREZbspfe22o3BjFXoSFtGkDlCxp2jxI27Z53SMh/AU1ZqZONe0qVYAwbR1hbyRa7doAfSJJEkHC5nILaYhcC2/YuBFgBhNhVvGll+pIWMmECXFbQjbDRj/z6efPn49OnTrBKxhSz2iD0aNHY/HixejevTt2797tqPkT9i1c6O+ee+7B1KlT8b///c/J+3/yySfx66+/okePHsk7Sz179sSzzz6LSZMm4Y8//nDeo2LFik5pPyG8vGZXq6Y9GmthpA9rwBGW92RtOGEF1FhNZFEk3zBqVEgRjgJ+rCojrIbFSv75xxw2Hj5hIWecEQrDoPgYq2MIK3j7beDgQdNmAa28rgCDsLeEbNewTbREMvrpIa9cuTK8pH379ujfvz/69OnjhN/PmzfPMepdIb6VK1di7dq1yc8/++yzMW7cOLz55ps49dRT8cEHHzjK/XXDxE0eeOAB3HXXXbj11ltx5plnYteuXc57FihQwJPvKAQFd2fPBpYuBTp21Hj4pkSSsIJnnwVOOQVgGh6jZYSF0Gp0vZCMPkvauBd2w8PkBgvy8Nkkti2S4AEKN1R0bbICbkSHH4rw5YOwiCVLgO++M20uJM46C/FEIEjZRJEtmBLAUn/bt2+3V8gvKR1iw4YNKFu2rB15M8IKNC+y6VWZM8e0580zSeRxhN/mxuHDQNWqJvSYjuP//gPC5FqELXPjq6+ACy807UsuAaZP17HxCTxcSXImzmFs1szf54y4ZPNmoGJF1roGmIrLEA0LxJsTeW7QH0n7kYeiaVOARX+EhfPigQeAl14y7QEDgF69EE92aGL96oQQIprIo2IV06aFco1bt5bBby3Dh8dt+GS8o1OeDyhVyujOuInkn37qdY8SHm4+//uvUe9/+umEHw47OXgQGD3atJl7ceONiDdk9AthOcyhTCoXKmyDSsluKtA775j8fuEZcZyKFz9s3RpSKKUYpvRzfAUPl1sZ6oMPpGFqLdqdsQ5Gn7VsGbcVfv3PlCnAhg2mfeWVLBuHeENGvxCWsmYNcP75wAknAI8+6nVvRERY/L1t25Ax88knGiiPYHVWVxmZ1ViljGwp48YZtUVCT0qE8rfCXrjHKQ1TH8Aysscfb9qskqFyC0Ig0b0GMvqFsJSyZYG//zZtRufRqBEWIo+KNcrIhw6ZdufOQJ48XvdIRESh/b5HVeF84lbmiZBQcdENWxY5Tpi+uLDZy/bZZ6ESshQviUNk9AthKTRaWNaF0JgZM8brHomIMByjRg3TpsLVihUaqBxGysg+Ye5cI3hJqGrllhYTvoJ6paefbtq//grMn+91j0REVG7Bc1gxsVIlY0NSc0ZYyujRoXIk3CyL0xKyMvqF8FFVONXasBCqzboHigforbe87lHC8f33ptIOOe88kxIjLERe/rjy9hcqZNbHqnBsKdWqmTB/whrArAUschSWtuSygP4AaTNZSjAYKiFL4riErIx+ISyGxguNGPLnn8a4ERbCkAy31AyNftaOE56k4t1yiwbeSvbuNfn8hNZihw5e90hkAxr7DFvm6a52bQ2ltSj9zFMxeDdCM07F4OOD2bONYjbhJln16ohXZPQLYTnhRky4cSMsonJlI8tLVq4EvvzS6x4lFCxBTW8jy9O6uorCMqjYv327aV97rTlYwrdw30aH0Aeo3IJnUIvJFYPnYYhDMfj4YET8C/i5yOgXwnJoxLiLq/ffB3bu9LpHIiLyqHjGkCFGh4fq/TRGhIUotF+InEflFjwjgWxJ/7J9u6k9SliL9KqrEM/I6BfCcmjEXH+9ae/eDYwf73WPREQuu8yUXCAffwxs2qSBykF4vaamorAQhk7OmmXaJ54InHOO1z0SUWTHDmDYMBPkJCxEG9I5Diskfv55SAz+4otzvg8iA7z7rkk9Ix07xr1AiYx+IXyArtk+iTHv1CmUzPfOO173SAg7CBdJ4sksEPCyNyKKTJ4MVKgA3HqrNEx9UW5hzhzg99+97lFCicFTFy5OxeD9z/DhCRWOIaNfCB/QsCHQoAHQvDnQq5dU/K0l/KLBi4nKLcSUX34x0S/CYlhvdNSoUB1Sd2NMxAWnnQbs22faFPVzDR1h8bUpfBNORB3+Btwh5v5mHIvB+5vffzebYISbYlxkxzky+oXwAbxw/PCDqfNKDSw5yizlpJNCocsLFwI//eR1j+KW/fuNdiK9jD17et0bkSaMcaXMO7n8cqBcOQ1WnGmYtmhh2itWSMPUWpgj6IYuMwqNJ1ARMzF4Vkh0xeBZOVFYyIjEE12Q0S+ET4jzVKP4QbkYOcInnwBbthhhS1chWVhIAi6sEtuJrNQNKylePFTahCfOiRO97lHcwoCmZs1MW6c8S9m3L5SCycW1K5wV58joF0KIaHLNNUCRIqb93nvArl0a3xin4oWXtRQWQQ8/61aRSpVCLmERVzCAo0wZ06YtuXWrDH8r0YZ0jtC0KfDVV8Dff5tSfcJCJjonKtPmZhg3xRIAGf1C+IzDh4HPPgOee87rnoiIHHcc0KGDadPgZ51FEVUYRvzFF6ZdvXrIqyIsY8wYc8IinTsbF5iISw3TG2807QMHAvjoo4Jed0lEguVNatQwbZ5AeSIVMaNWLUVoWsuIxIxAk9EvhM+ggdO6NfD448B//3ndGxGRcNdzuEtaRAUKhrkaibxe59KVzD54gMIXVjff7GVvRIwJP7zvvltQGqY2whOle6D4++SJVIhE499/Q14DboIlUK1fLZWE8BmXXBK6Zrui2MIyzjwTqFvXtKnAuGiR1z2KG+g4dpWRuYalA1lYyDffmPhWcuGFIQ+jiEtOOQVo1Mi0Fy7Mi7lzve6RiMhNN4V2SVVuIar884+xJVXBwnLeCtvs4iZYAnkNEuebChEn0Mhx1ftp/OgCYyE8QOHe/nCPp8gWXFS5ES5U72equLCQBA2fTGQk6OezcgsrV6rcQhQZONA4ZWrWDFWCExZ6Dd56K2G9BjL6hfAZxx8PNG8eilKiYIywkBtuMMmubm7zgQNe9yjubEkJ+FnK9u3AhAmmTYGkq67yukciB2jfnqWug3jkkZ149NGk/BthHxL0i4kY/Nixpr1unTH8hYV8kdheAxn9Qvj8mq2UcUspVSpk7GzaBEya5HWPfM/GjaFKU2XLApdd5nWPRETefRfYuze0+VVQwm6JQNGi9HAGcdddu1Gxote9ERkqt/Dxx8DmzRqsbMJhdMXg27VLGDF4/zEisSPQZPQL4UOuuMLYlO7FhmV3hYXIoxJVcucGHnsMqFrVpKbmzRvd9xdRIsEXVkL4qNxCyEUtsoxOeT5g06aQ14CbXgnoNZDRL4QPyZ8/dM3ev1/XbGu56CJjoZJp00wOpcgyJUsCffoAy5YBTzyhgbSS338Hfv3VtE8/nfHeXvdICHGsDWm3HIrINLweffllqExfAonB+4t33gEOHjTtTp1C6ZcJhIx+IXyKrtk+LJGkcgtRG9bChaPzXiLKSHRBAPjzT6B3b6BfPw2HlZx8MtC4sWnPnx/aqBPZFoN3hZaFxSVkuyZmBJqMfiF8CivCuSWS6FxbuNDrHomIdOmicgsicdSs6E0hBQoA113ndY+EB2zfHkCDBgH07w+8/HLIuSYsI1wJddgwL3viazF4dy+fm9FMOxMW8ssvwIIFpt2kCVCnDhIRGf1C+Ji77wZ69AB++y1UFl5YRpUqoRJJK1aoRFIW2LYNePRRYOnSKB8bETs1q2uukZpVglKsWNDRiiPr1wOTJ3vdI5FmuYXjjguJb+7cqYHKJNOnA6tWmfall0IClrYiL7+DjH4hfMz11wOvvaa0WV95VFRuIdNQZ+r5502+5KuvRvXIiGiihZVI4pZbQjnib76pYbESGvwdO5r2rl3Ae+953SPfoVOeD+DcHjfOtJkXeO21SFRk9AshRE6WSKJ6LFVkRYZT8cIjT5s108BZyfLlKdWszjvP6x4JD7n4YqBatZA39N9/dTispFu3UFsh/pnmkUeA224zp7zWraN6ZES04GYWDX/XU1akCBIVGf1CxBES4LUUqsRSLdYtkfT22173yDdQX4qaFeSss4D69b3ukYjIyJEpRZKkZpXQML/Z1cridSl8egiLaNgQOO20UN7zvHle98hXsEDJkCHAkiUqIWst4ZtZt96KREZGvxBxwJYtwMCBQL16wKJFXvdGRCRcLZYXIe3QZPp6He6UEpaqWeXOLTUrkaxhSuOf0Og/dEgDYyXhhpC8/VmCpz1hIdzE+vln027QwGxyJTAy+oWIA+g47tnTKPjrmm0pVIs991zTXrwY+O47r3tkPYzIo76Um37aoYPXPRIZUrOqUEEDJVCpEnDZZWYgVq8Gpk7VoFgJQ54LFQoJqOzZ43WPhIiNlz+Q2PUUZfQLEQfceCOQP79pjxljKmcJyz0qUrfKdCqeKzQtLF5YhYtWioRHKeM+oGhRo+RPtm8HJkzwukfW8/jjwBtvmOESlsLNK7eELDe1rr8eiY6MfiHigJIlTYUsN9T/o4+87pGISNu2QIkSpv3+++ZgiTRRaL8PWLMGmDTJtOnhb9XK6x4Ji2jZ0nj8XX0OOZEtRRvSGWbjRuDFF4E77wROPRU4ciSWB0ZkGa6xduwwbW5qFSuW8IPpG6N/y5Yt6NixI4oWLYrixYuja9eu2OW6gNJ4/l133YUTTzwRBQsWxPHHH4+7774b21NtywUCgaNu76lsifAhumb7gIIFQ4J++/eHdqHFUcyfr1Q8X8Bcfub0u7oVefN63SNhEXnyAP36AR98YAo8uFHkwjIaNQLq1jXt7783uYIiIoympB4vobPF1a0QlhEeTZngAn4uvpmqNPgXLlyIGTNm4NNPP8Xs2bNxazoHcc2aNc6tf//+WLBgAUaNGoWpU6c6mwWpeeutt7B27drkW5s2bWL8bYSIPk2bAiedZNqzZgF//qlRtpLw89bQoRL0S2dhFR4inOCpeHZy+DACw4ebNg+QQvtFBFgKnkFOLGIiLIW/3/BcDPd3LVJA/d1wW1LispayYAHwww+mTYVrbmoJfxj9ixcvdgz24cOHo1GjRmjatClee+01xyNPwz4SdevWxYcffojLL78cNWvWxIUXXojnnnsOkydPxqFUErKMHChfvnzyrUCBAjn0zYSI7jVbIrw+4OSTzQ4NYakFelXEUTz3nBHxY3gwjQZhH/m+/hqBFSvMHR6oqlW97pIQIqvccAPgrn8lDhSR2bOBv/4y7WbNgNq1Nd18kRsor4FDHviAH374wTHMzzjjjOTHLr74YuTKlQs//fQTrrrqqgy9D0P7mR6Qh/FmYdx555245ZZbUKNGDdx+++3o0qWLE+afFvv373duLjuSckaOHDni3GyFfQsGg1b3UWT/mv3QQwEcOBDAqFFBPPNMMFngLy00LzzglluQ69tvnWZw6FAEmzSBjXg5Nxglfu215mb6kuNdEOnAOVEoLD3lCBdWOkgJT0bOGcyyVHqthRQvjkDbtghQwX/LFhxhTkYUxc/iYa0xdChtA2Mf3HIL1/xe98j/RH1e7N2LwJgxzlEKFiiAIOdwnB+oIxn8fr4w+tetW4eyZcumeIyGe8mSJZ2/ZYRNmzbhmWeeOSol4Omnn3aiAAoVKoTp06fjjjvucLQCmP+fFn379sVTTz111OMbN27EPotl0zkpuPHBHxc3TER80rp1MXz8cUFs3hzA6NHb0aZN+nNS88IDzjsPZYsVQ64kpeSNjzyCYPHisA3NDZEma9ag3IwZTvNw+fLYeOaZwIYNGrAEJ71zxjff5MOIEYUwa1Z+/PLLRpQuHd8LcT+St21blKLRD+Dg4MHYevHFUXtvv19PtmwJ4MMPjS1SosQRNG26Qac8C+dFgQ8+QPFt25z2vssvx/aDB+P+2rRz5077jf6HHnoI/ajwcozQ/uxCT3zr1q1x8skn48knn0zxt8dZdyOJ0047Dbt378ZLL72UrtH/8MMP4957703x/lWqVEGZMmWcSAKbf1iMYGA//XjCFRnjrruAjz9mCb8gtm0rirJl05+TmhfeEKCg32uvIbBvH8qwznmPHrANL+YGcyYViWc/wTffRCBJwC/XLbegbMWKXndJWH7O+OWXAKZNM17Szz4rjfvv96iTIm2uuALBE09E4M8/kf/771GWxlOUYtj9vtYYN44Cfmb+dukSQJUqKZ2Rwo55EaBqfxL5e/Q4ymkcj2Q0LT0Q5NaKR9Azvnnz5nSfw5D7d955B/fddx+2bt2a/Djz8vklJ0yYkG54P3c/WrRo4XjyKQB4rIGZMmUKLrvsMsdjn/9YcdFhRn+xYsWS0wds/mFt2LDB+QH48YQrMgZ/0dTgufpqoFSpYz9f88JDoRkKzBCqJlOu3jJr14u58fDDwN9/mzS8Sy6RMrKVHD6MYI0aCKxciSCr3vz7L3D88V73Slh+zuDv2rUfTzjBiM1adsoT5H//Q/KOTO/epj5dFPDzWoPrKsrxLFli7vP/E0/0ulfxQVTnBR3FPFCkTh1ThSIBTjI7MmiHevqr467OSSedlO4tX758aNKkCbZt24Y5c+Ykv3bmzJnORKGwX3qD0Lx5c+c9Jk2alKGdkHnz5qFEiRIZNviFsFWENyMGv/AQGvpnnx3aAPjxx4Q/HJRKof7Ohx86DieE7fMKm5g2zTH4kwX8ZPCLDEBD/4ILQhsArDIjLIRRaG7pTZbkdOvTJTAU71u61LTPP18Gv7WEV51gOncCGPyZwRdbbXXq1EHLli3RrVs3/Pzzz/juu+/Qo0cPdOjQARWTQgpXr17tbBLw7+EGP8P1R4wY4dxn/j9vh5NCEqnkz4oALOn3zz//YPDgwXj++edxF+OjhRAi1tx2W6gdXgcoQZk4EXCDv1jiSxtXlhI2V4OqfywyQXiJs3CBbWERZcqYUEGycSPwySdIdOjVX70aeOklE/wgLISaaqNHmzbrg954o9c9sg5fGP1k7NixjlF/0UUX4dJLL3XK9r0ZtvA4ePAg/vzzT+zZs8e5P3fuXEfZ/48//kCtWrVQoUKF5Nt///3nPCdv3rwYNGiQE0nQoEEDDB06FAMGDMATTzzh2fcUItrwJ8HoW2Eh11zjKCY7jB8PJInPJCqqf+wDuPL99FOnebhCBeDSS73ukfARzMYsWdK0GdGzZYvXPRIR0e5MxL0QZj20bq05YyUUs3K9Bu3ayWvgZ6OfSv3jxo1zcvSZszBy5Egcd9xxyX+vVq2ao/zYjIUznfqZzZz7kW58LmH0wG+//ea8JxX7Gdp/2223+S7XSIhI7N5ttOEYDBN+/RYWUbBgaDd6714grARaosFw35kzTbtWLVMDWVjIyJFOTj/Ze911LKXjdY+Ej2CWJaPH3XQe1zEnLIN5GDVqmDardCxf7nWPhEif8NAhRaBFRNatEHFKoUJO6q1TE/mLL0L5aMIywndk6Or2TlvVU4YODbWVimcpNPaTFlbBXLmwh0a/EJkkfD0+ZEjCnvLshs4vefuduWlxJW4RLrrw1VemTbXQ887T2ERARr8QcS7oF0nfRFgEFfybNDHtP/4AfvoJiQaDHN56y7Spodqli9c9EhGZOhVISo+jgN+RypU1UCLTUFTbjeThWt2N8BGW0blzKJJnxIiEFPT74QcTLdmzp5mrwlLCF7hc+ErALyIy+oWI82u2K8LLqNwEvGb7z/WVgIJ+EyaEcnspc1C6tNc9EhGRgJ+IEt27m/8bNwZy59awWkn58kaEgWzYAHz0ERLxlMcqMgMHqsCOtXBhyyoThAvem27yukfWIqNfiDimbFmgTZvQNXvyZK97JCJy7bVAsWKm/d57JicjgRg8ONS+/XYveyLSZNWqZAE/VKoEtGqlwRJZhteluXONJ1X6HRZzxx2RT9QJAI196usS6u1yQ1pYKuDHKhOEm1RUXBQRkdEvRILlTwpLBRjCBf3GjkWisHNnsi6ck+lw9tle90hEhKFCR46Y9i23SMBPZAtW1DrtNA2i9bAoPfMxyOzZwMKFSBSoq+vm8/PyTN1dYSFvvBG5DLI4Chn9QsQ5F14I1Kxp2hT0U16aD3ZnqGqXIOpWRYoAP/8M/Por8OqrSsWzEu7KuDmTFPjq2tXrHgkhcgLmRru5GAnk7eflN9yWlBi8pSxYYDajyEknmaoTIk1k9AsR53CNHh4ynSDXbP9BNzcTXMn8+SbuNYFo2FBhvtby+echAb9LLwWqVPG6RyLODKxvvjGbf8JCWGOR0WhkzBhg1y7EOxSCX7LEtCkEX7eu1z0SEQlf0DIVRQJ+6SKjX4gEgGrorI9MqJK+e7fXPRIRCfeoDBqkQRJ2EC4uqfBJEWWpCO530rB6/HENrZVQb+b660P5WOPGId4J9/KHyxoIi+Bc5CYU4aYUN6dEusjoFyIBKFUK6NABYIWt++8PpeYKCwX9XOl6StqvX4949u4xpD9Bshj8y8qVwJQpps0TSMuWXvdIxBEsh7Znj2lPnw7884/XPRLH3JCmRRzHJ+7Vq4GJE48uYCAsFF1wo05uuCEkhizSREa/EAnCgAHA8uXAY4+ZPGphIQzHcPOlDx40tZHjlG+/Bc48E2jQAJg0yeveiDShvoS7S8j6x27dbiGilH4WHjzC6SYs5PTTgUaNTPv33+O6fh0Dm1xxWZ7yKDopLBddCN+UEmkio1+IBKFECa3XfQFXwG5eGsstHDqEeE7Fo3wBo/SEhezfDwwbZto09rkCFiLK3HxzyLBi+pmrmC4sI0EE/VjxjREouXNLwM9qrwFF/AhL/tB7II6JjH4hhLCJ6tWB1q1Nm+Jpbm30OGLDBuCDD0yb2Qzt2nndIxERppi49Y95kCpU0ECJmBhZ7jlg82Yz7YSl6WclS5o2C9hv2oR4pEcP4N9/jSg8M5qEhUh0IUvI6BciAWGY/4MPhtbzwjLuvDPyxS1OYNYCsxdcL1/+/F73SETk9dcjz0khokyCOJH9DQvVUxWYHDhgwjLilLx5jQNZWMi6dcCHH5q2vAaZQka/EAkGDa6aNYEXXwRGjvS6NyIizZubg0RmzAD++ituBoq5km7eLrMYJAZvKXPmAD/9ZNr16wPnnON1j0Qcw+nllkVjtVKmjQsLCT9hM/1MqsDCS6/BLbfIa5AJZPQLkWA0a5bymu0K1gjL1K1SqyXHCVOnAitWmHaLFkCNGl73SEQkvGQk411V/1jEEE4veft9wAknmE1psmyZKbkQJ1BQ1r02CUuhxpG8BllGRr8QCQYdyG7VLeatff651z0SEWEYJdX8yahRwO7dcTFQ4aG7Ety1FCZWv/vu0TW6hYghrLpVuHCoGpcEPi0lDndnONc6djSb0DzdxXFFQn/D8rHUOiLUPqpWzese+QoZ/UIkIHfcEWoPHpykFC/sgoJJ111n2tu3A+PGwe9wk+mzz0y7SpWQXqGwDOb9uBLqFF1wLTEhYkjRoiZal8bXtGnAccdpuK3ksstCCncUml25EvFS8p3ZCixprMAmS5GAX7aQ0S9EAtKqFVC1qmlzcfXvv7m97pKIRLh4GsOtfe5+YP1j9yvceqspiSQsg/k+qn8sPOLll40Bxhx/GV6WwvKdPIETWsk8sfsYXpPCs5kUgWYpf/8dSidhSAbzA0WmkNEvRAJCY+v22007GAxgzJhCXndJRKJhQ6BRI9OmshUVrnzM5ZcDHToAhQoZj56wEOb7MCSDcFHFHF4hcggZ+j6BJ3Aa/2T4cKPm71O++QZYuNC0VfLdYihCFb4zQ+0jkSk0YkIkKF27AvnymfZ77xXE3r1e90gcMxcj3B3hQ5o0ManirLhTvrzXvRHHLNNHAT8hhEhNhQpAmzamvX49MHGib8dIEeM+YM+eUIlI1vh1S0eKTCGjX4gEpUwZ4NprTXvr1lwYP97rHomI8CCxFi2ZMMEssHwOcyaFpeGTzPchFEhiHpAQHkBJCeqXcqOQm4TCQsI3pH1aYSa85DvXRO3aed0jEREuULduNW2GC5YqpYHKAjL6hUhgwq/Z48dL0M9KqODPsAzC2rSsUStETpRWkOiC8Ii+fY0z78cffZ8yHt/1f086ybRnzQIWLIDfGDbMVIEjKvluMQrHiAoy+oVIYBo3pjh3EIMGbcPEif4WiYtrbrstlOzKvDZ3leITnn8eGD06JAgvLIQlIanan3qjSQgP4PRzU3Z5yvNxynj8wmtSuOfgtdfg15LvnGu8zAoL+fln4NdfQzpHZ57pdY98i4x+IRL8mj1sWBBXX73PSZMSllK9eqi+HWvUskyST9i4EXj6aaBzZ+DUU43Ys7AQloRkaUii8EnhMccfH0oZX7s2FIItLOOmm0L5Wm+/HQrB9gG8jK5eHapC6FY0EpZ7+aX2mWVk9AshhN/K9/kof5LCzvv3hxZWEty1tGaVBPyEZdx1l2+dyIlD0aIhUTWqAfso/axlS7NPwYjH8IAFYREbNhj1X1K8uNmQFllGRr8QIgVS8beU5s2BmjVNe8YM4K+/4IfwSXd/gpvz4fsWwiK++w6YP9+0WSKSIZRCeMz55wN165o2q5W6Eb7CMsJP7Nw8PHwYfoBZTDfcYOYWL6/CQph/4eb2dOtm6v2KLCOjXwjh8O23Rrn2lFN8lzKeGNBFTnE1H7m+WMVp1aqQl79GDa97JCISXgpSOzPCErhRePfdvjrlJSa1a4cqfaxYAUyeDL+hiHELobHvisty/aNrU7aR0S+EcHjxxYCTN7l8OfDxxxoUK7n55tBON+tZuTnYlhK+SA8P1RUWwYTpDz4I1ay65hqveyREMh07AiVKmPZ775loX2Eh2p0R0YbXJV6fCAU+JLqQbWT0CyEc7r47pN4/cKAGxUq4+u3UybR37QqprVvI778Ds2ebNqs6XXyx1z0SEWE9tPCaVYx5FcISuMfpFpKg448l1oSFMD7+hBNMe+ZMq8v3/e9/Jqrxm2+MnImwlFdfjbypJLKMjH4hhMNFF5nQfjfFd84cDYyVhF/8eFG0NH8y3Mvfo4fCJ62ECovh4ZO33+51j4Q4ClewO3duYP16DZCV8PzhA+VF7m/SqcGoRmpGMBtBWMhPP5kbYdmf887zukdxgYx+IUTE/El5+y2lTh2gRQvT/vdfK/MnWabvnXdC4s5ucIKwDMZLu1ZU27amTpoQFlYsHT3apJ6FO/+E5eX7tmyBbTB1kVVvCavgVqvmdY9ERMIXoFyYSnQhKsjoF0IkQyXbkiVD9sC6dRocK+nZM9R+5RXYBsP6wyPG3XWgsAjGtb78cuQ5JYRl3HgjUKWK170Q6cId3s6dQ2WALMzFCLcl77nHy56INFmzBpgwwbRLlwauv16DFSVk9AshUuRPsioKOXgQGDJEg2Nt/uSJJ5r2rFnAvHmwCTqNly0DeveWgJ+1cN5QeIGcdRbQpInXPRJC+J1wryxD/LmQsASmLDJ1kTCVkSmNwkKYcuZ6DW69VToziWj0b9myBR07dkTRokVRvHhxdO3aFbsoZJUOzZo1QyAQSHG7PVXO4sqVK9G6dWsUKlQIZcuWRe/evXFI9cpEAsOqKMyddM+9TPsVFuZPhrspLMzFYKT4iy8qfNJawiNE6OVX+KTwCbwmffWV170QEalVC7j8ctNevTrksbUARYz7AEaIDB1q2lyIUtBDJJ7RT4N/4cKFmDFjBj799FPMnj0bt3IH6Bh069YNa9euTb69yFVoEocPH3YM/gMHDuD777/H6NGjMWrUKPTp0yfG30YIe2EI5dVXmzbLIzHMX1gIE+WLFzftceOkcCUyzj//AJMmmXalSkbKWggfMGiQqdzFaiDM8RcWcu+9oTZTiCyQyGeqoruWYQojUxmFhYwda0SBCK9LvD6JxDL6Fy9ejKlTp2L48OFo1KgRmjZtitdeew3vvfce1jD3Ix3owS9fvnzyjZECLtOnT8eiRYvwzjvvoEGDBmjVqhWeeeYZDBo0yNkIECJRcdN7GzYEypf3ujciIoULh3IxeL6yIBeDJXUVGeIDGHbrLsRZWiFvXq97JESG2LrV7G8eOWKtQLyg0vppp5lx+PVX4NtvrdgscjMNeNlkKqOwDP6oBwwI3b/vPi97E5cEgkELtuCOwciRI3HfffdhK8/2STAEv0CBApgwYQKuuuqqNMP7GR3Ar0iD//LLL8fjjz/ubAQQevQnTZqEeWH5sMuXL0eNGjUwd+5cnOaetFKxf/9+5+ayY8cOVKlSxelf+KaCbRw5cgQbN25EmTJlkIvhwUKkMS94VuC1+owzFPVrNStXIlCrFgKHDyNYtiyCdH1Fsc56Zs8ZV14ZwC+/AN27B53rtRZWFrJ9OwLHH4/Arl0IFiyI4MqVIfXOTKDrifBiXmzaRE9/APv2BVCkSBArVwYd/ThhGe+8g1xU8+d6ok0bBD/80LNzxu7dTDMLYMuWAPLkCWLp0iAqV86xjxfHwJ0XZX/9FbmvuMJ5LHjuuQh+/bXGLoPQDi1RogS2b9+erh2aBz5g3bp1Tr59OHny5EHJkiWdv6XF9ddfj6pVq6JixYqYP38+HnzwQfz555/46KOPkt+3XLlyKV7j3k/vffv27YunnnrqqMc5afft2webf1icENwEkdEvjjUvGELpRlkJSylQAMUuuwwFP/kEgQ0bsGPwYOzt2NGTc8ayZbkxZUppBIMBvPnmEdx880YcQ3ZFeEChIUNQNOnA7L3mGuyghg3zeDKJrifCq3nRtm1RjB1bCDt3BvDqqztx6617dDBso1kzlClXDrkZlvHJJ9j88884ePzxnqxBeW2qUqU4tmzJiyuv3Id8+bZn5ZQnYnzOKPnii0iSk8K2Ll2wXwcpw+zcuTNDz/PU6H/ooYfQr1+/Y4b2Z5XwnP969eqhQoUKuOiii7B06VLUrFkzy+/78MMP496wnCXX08/dS9s9/RQzlKdfaF7EEY884iyqSNHhw1GEAn9RWlBl5pzxzDMBx+And98dQKVKKTdqhQUcOoTAqFHJdws8+CAKpNpQzyi6ngiv5sVDD5nUXzJqVBE8/PBxyeKzwjIl/0cfZUgxSo8bh8MDBniyBuUpjsr933xzBOXK5T/KiSi8P2fkXbgQ+ZPSQIK1aqEYRRf0o84wjHy33uhnyH5nt6ZnGjDUnqH5G1Lt+DC8n4r+/FtGoR4A+eeffxyjn6/9+eefUzxnPXclgXTfN3/+/M4tNTyJ2e5B5wnXD/0U9swLhvqzzM0ffzBsW0fGOlhujTmUs2cjsGQJAtOmAa1b5+g5g5lXo0ebNkP6b72Vz49aF0S0+PBDYMUK027VCrlOPjlbb6frifBiXtStC7RoAfBUt3x5AJMmBZwyocIyWC3r2WcdRfbAyJHI9eSTnp4zmjXL8Y8UGeS4YcOS24GePRGQzkymyOjvydNlGXf7TjrppHRv+fLlQ5MmTbBt2zbM4VZdEjNnznR2h1xDPiO4ufv0+BO+7x9//JFiQ4HVAeitPzmbiyEh4gEa/K1aAeeea8T90sl6EV5y//2hdv/+Of7xLO3IvEnSpQtQokSOd0Fk5Mf80kuh+717a8xEXAjEsyiT/epUCQi1QlzHHi8Qw4d73SNhI2vWoMDEiabNxcMxnMEi6/jCF1OnTh20bNnSKb9Hz/x3332HHj16oEOHDk6+Plm9erWzSeB67hnCTyV+bhT8+++/jmBfp06dcN5556F+/frOc5o3b+4Y9zfeeCN+//13TJs2DY899hjuvPPOiJ58IRINlu4+9dSQQDwVcIWF0LN/4ommTfGbsA3SWEMZk1dfNW1uNocvxoVFzJwJ/PZbqCyH3F7Cx1xyCZC0lAOXfd9843WPREToLeBCguuJgQPNQiKHWLTIFA7QhpDdBAYNQsAtrcBwUlYmEolr9JOxY8c6Rj1z8i+99FKnbN+bb76Z/PeDBw86In179hhBF0YIfPHFF45hz9cxlaBt27aYPHly8mty586NTz/91PmfXv8bbrjB2Rh4+umnPfmOQtjIXXdRONO033gj5NEVFpHa2v7f/3Lso99+25TQcsvq1qiRYx8tMkNqL3/SQlwIP8LpGx6skoOnPJEZatdmWRenGVizBgU//jjHxu/JJ02UYuPGTAPJsY8VmYELyqFDnWaQIf133qnxS/SSfbZDIb9ixYods1SC1zAdgqkMFDFRTr/IzLy48UanAo8Dvf133KHxs469e0MlFyiAs2wZcPzxMZ0bLKtbpw7w11/mPsv1scyjsIz580MhO9WqAX//HdrJyyK6ngiv5wWdg6ysfOmlAPVLK1XSMbGSH34Azj7baR6sXRu5Fy5Ermyef44Fjfxatcw1irp9lDKJYjVbES0Y/cFoEBr9N96IwJgxGtsY2qG+8fQLIbyDNdfDPSqs8iUso2BBoEcP0z582FxMY8ykSSGD/4ILZPBbS7jOAyNCYrzgFiInoGOQ+1nM6ZfBbzFNmgBNmzrNvLxgfPZZzD/y5ZeNwU94WZTBbyHctRswIPluMHyhKWKCjH4hxDFp0MDkUBI6kCkCLiyE+XDu6obpT5TVj3HhgAceALixLF04S/nvP+Ddd0MiSVRaFCJOUJUQn8ALRRKBGIvNMtjN1QxkNRlFJlrKe+8BK1c6zX0XX8za6l73KO6R0S+EyHBtZJcXXpA4jpWUKRMy6nbtMiIMMYQ6qv36GbuyZcuYfpTIKlRZdENzuPo97jiNpYhbXO+usIzWrRFkLhiNfqouMuQ/Rrz2msl2I926AaVKxeyjRHZ+qFw8JLFbufw5gox+IUSGYPj2mWeaNqtfTp+ugbO2fJ/r/nrlFSBJ3DSW0NMvXTgL2bYtWSQJrEhDVU4h4pDNm4FnngFOOon5rV73RhxFrlwpw7fDhUWjCPe6X3/dtJnFpGoylsIUj4ULnWawSRMczET5dZF1ZPQLITIEjbpwb/+UKRo4K6F8focOpr1pEzBihNc9El7BSI+dO027UyegXDkdCxGXPPoo0KeP0agMK+wkbOL663G4fHnTZl32P/+M+kcMGxbKauvYMdtatiJWhHn5g0z9kNcgR5DRL4TIMG3amHC5WbNyRCdOZJUHHwy1mT/p1sCNEhTbfeIJ410TlsIID6pZEUZ+hOXUChHH5eAdbbB9+7zukTiK/PmxmwsIwsJhUc7tP3AgZelGnfIs5fvvgW+/Ne2TTwYuu8zrHiUMMvqFEBk/YeQyXpTzztPGrNXUr+/kUDpQKMcVcosC//5rwieffho4/XRTKEBYCJWsGOlB2rc39auEiFMY1n/VVaa9di0wapTXPRKR2HvDDQi6JcVGjwZWrYraQE2dCqxebdpXXmnsSWG3l99RAJYaZ44ho18IIeKRhx9OeZGNksIVy2O5hv7NNwO5c0flbUW0XV7hObPheTlCxCmPPJLylBflACcRBRyD35XT5wGKorf/iisAagTScRwe7CYsYtEiU+uXVK7spHyInENGvxAiyzBCb/FiDaCVnHNOcm1k50I7eXK235IetJEjTZsi8NKFs5R33gl50LgCZuSHEHFOw4ZAixahiCRWBBP2EWQuRsGC5g5DBzdsiNp785LHS12TJlF7SxFN+vYNtamymC+fxjcHkdEvhMgSFPKj4CrtiRUrNIjWe/t5seUuTTZgruz+/abdvTtQsmQ2+yeiD8MwwsMnw92fQiSAoF/4KU8l/CwtLXvbbabN2nqu9oiIb/75Bxg3zrRZR9HVdxA5hox+IUSW+Okn4JdfTAnwcBtDWESrViEvLw/YzJlZfiuK9g0eHKr+plJIlvLRR8Bff5l2s2ZyeYmE4txzzY0wCo0i8cLS0rKul3fQoJDkfhagdEk297NFThC+C9erlwkXFDmKjH4hRJZghJ57zmZVuCjq8YhoQTnrcG8/1feyyKuvArt3m3bXroBbeUlYBFe+zz8fui8vv0hAwqf9c8/JILSSSpWAzp1Nm2VFX3sty6c8ZjAxtePjjxXZYS3MtxkzxrSLFwd69PC6RwmJjH4hRJZgaLeb003dMAq8CQu55hojbU1mzzb1FjPJjh3G6Cd58qgUkrV89hkwb55pn3EGcPHFXvdIiByHef00AosVAy69VIJ+1kK1PVcJljWAd+3K9Ft88YUJYvvtN1NGVlgKF4gMCyV3321+nCLHkdEvhMgyjNAqVCikx0OhN2EZXFQ99ljo/lNPZfothgwBtm0z7Y4dgapVo9g/ER3o8go/tnR3uoXLhUggOO2pZUmtmWeekVaYtdSoEVJv37LFXGgyecoLD17jZU7V3yyEdRQZDkoYHnrPPV73KGGR0S+EyJYej1t9hwJvUay+I6IJ67SfcIJpf/WVqWuUCXidLlHCLKZV/c1SPv/ciGyQU081haqFSFAY3CRnog9g+pm7OckFBIX9MgiD1r791rTr1AHato1RH0X2YPlYhoOSO++UArCHyOgXQmRbj6dAAdOm0FsUq++IaMGY/HBvfyZz+7mxw5S8Dz8MZQoIi6DLKzy2lW25vIQQthNura9fnylvf2ovv5spICyCx3ToUNNmmUYpAHuKjH4hRLYoVy5l9Z3//U8DaiUMo2Q4pZsI+f33mXp50aLAVVfFpmsiCrn8v/5q2vLyC3GUujvTx7/8UgNjJdykdL39L7wQUoxNBwarMWiNMIiNwWzCQrgg3LfPtG+/HShb1useJTQy+oUQ2eaBB0wZN/LGG1nS4xE54e0PL2KdDSV/YZmX/8knQ/fl5RcimQULgGrVjI4YvcEq7WYhdesawVnCUEEuIo4BtRpceFmTl99C1q0DXn/dtLlA7N3b6x4lPDL6hRDZpmJF4JZbjFIy8+xUftVSbrzRrIDJtGnAjz+mq9j/yCMBbNyoy4RvvPwNGgBt2njdIyGs4eSTgerVTZunO572hOXe/n79TBm/dLz8M2aYNo+tqwUoLINRG65GQ/fuQIUKXvco4dFqTggRFV55BZgyBTj9dA2oteTNm7KI9eOPp/lUlujr1y+As84qg/Hjc6Z7Igpefin2C5EMpS3C5S769JG339rdmeuuM+3Nm0Me4giEX7Z4PHlZE5axapUReSIs8SQFYCuQ0S+EiFr0uPABN92UMrf/66+Pesr27SFthoMHTc1rYSHcZQv38kuxX4ijuPpqoH5902aBCwbHCAuhBe8KkFLxneFmaWxI81R34onADTfkbBdFBnnuuZBi/113GfEn4Tky+oUQMeHw4TSv2cJL8uVL6R1mQmSqRNeBA4Ft20y7Xbu9qFUrh/sojs2RIykrMsjLL0SGvP1sK7ffQsKt+K1bzYUoAtzAmTjRbODI2WAhy5cDw4ebdpEiyuW3CBn9Qoio2yIffADUqwf06qXBtRImQTKcklDFP8z1RaVrlksmuXMH0bPnsZWUhQe8/z7w+++mzVCMK67QYRAiDSh1wcIWZM4c4OOPNVRWwth9V5VvwIDQ7nMEaE8KC6FI8KFDps1FYKlSXvdIJCGjXwgRVejdp6jf4sXA6NHAX39pgK2Di6pw+WN6jLlbA6Bv35CGUufO1P077FEnRZow5yLcy8+D5obFCiGOgj+PZ59NGeDk2iXCIhhWxhQ0QoOfZReSnAk6Xj6AC74xY0y7RAl5fixDqwQhRFQpXhy4//5QiH94JLmwiKuuCiXrz5vnhGesXBnSTypQgGGwKcP+hSWMHAksXWraF1wAXHyx1z0SwnpatwbOOce0lywxm9LC0tx+pqG5CsFr1jiBTQxOe/fd5P1pYSNc8LkHiAtBLgiFNcjoF0JEnXvuAUqXNu333gP++EODbB1UeafYjkufPniyz5Fk7Z277wYqVfKsdyIt9uwBnnoqpZdfiv1CHBP+TFhFjJQpI9V3a6laFbjjDtPeuxeHnnjG0WH4+2+Tmfbtt153UETkt9/MrgzhApCLCGEVMvqFEFGHuXZuhRYKJj38sAbZSpo3B84912ku+jMXRidF5XFzXhV2LIWhGGvXhhKVGzXyukdC+IamTYF33jGBMp06ed0bkSbMv0hK2h85IpicJnj++cmXLGEbDz6Y8vgdd5yXvRERkNEvhIgJ3KivXDlUWeyrrzTQNnv7/0MVlAtsTL52Mx1PWAZzXF1XZeokZSFEhujYUSJw1kNP8YMPYhcKo08wlCP4/PMKbLKS6dOBGTNMu3p1oHt3r3skIiCjXwgREwoWTGmTML1LuXgWQrdJ69Zogen450h1/O/SLxSVZyusXc1SVuTGG4FTTvG6R0IIERt69kT/wk9iPco7d9tesAVnn63Btg6KNz3wAFLszOTP72WPRBrI6BdCxAyW3HXLJM2dG0r3EpZBheTcuVEIe3HvN1ej0K4NXvdIpOa//4CXXzZtilxJIVOIbLNqlXFKuhkzwh7W7iiMlw7e47Tz4CD67r7b5AsKuxg7NlQ+9owzgGuv9bpHIg1k9AshYloZjs7JSMKuwiIoi9ytm2mzXp8MSvugMMbevaZ9552speh1j4TwNZMmASecAAwZYsrDC7ugeN+eA3md9u0YghN+HgtMnep1t0Q4+/alLB9LB4LKx1qLjH4hREy55BKgZUugbVvgs890PbCJ/fuNwO7y5Uk7Mq7wzptvAosXe9094fLzz8abQkqWlIUiRBRo0iRUGY5VMCk+Luxg4UJgxAjTLlrwIPrg6VCe4KFDnvZNhPHaayYKjVx6qSkhK6xFRr8QIuZMnOiUgXe8KsIuIXhes+vUAd76rFxIsp85euFKvMI7GM56772h+9yckcqiENmGZftYEt79mfXqpehxW6Dz2I0KfOixPCjTuJa5s2iRCc0Q3rN5s8nfJ/Tu9+vndY9EvBj9W7ZsQceOHVG0aFEUL14cXbt2xa5du9J8/r///otAIBDxNmHChOTnRfr7eywsLoSIGtJ0sY+NG4FnnjHtAweABg1gVr2VKpkHJ09WyQUb4G7Zd9+Z9oknArff7nWPhIgbevQAatY07VmzzAa18B7Kl1x/PXD88UDPXgFg4MCUcf9btnjZPUGYE8OKMuSmm4C6dTUuluMbo58G/8KFCzFjxgx8+umnmD17Nm699dY0n1+lShWsXbs2xe2pp57Ccccdh1atWqV47ltvvZXieW1Y+1gIETN27wZWr9YAewnXTdu3m3aXLsBppwEoVCi5hB8J9O5tvP7Cu3zJcFXk/v2BvCbHVQgRnQ1p/qxcGD3OtCfhLZQsYUbTH3+YSkA46yxTsYTQ4JfujLdQuG/oUNNmWqDKx/qCQDBovxTm4sWLcfLJJ+OXX37BGVSGBLU8puLSSy/FqlWrULFixQy9z2mnnYbTTz8dI9xEoSRP/8cff5wpQ3///v3OzWXHjh3OJsPWrVudSARbOXLkCDZu3IgyZcogl4Q2hAfzgmeb99+nHRNwnJbTpgWdUvEiZ1mwgOfDAI4cCeC444JYsiSIChWS/nj4MAJnnYXAvHnO3e39+qHwvffqnOEFL72EXEkpF8GLLkJw2jRrilTreiLiZV7wunTJJQF89ZX5bfXrd8Qx/oVlc2P1agROOgmBPXsQzJ0bQV6jKEIrcpZgEIELL0Rg9mzn7pG+fVNuTifAOcM2aIeWKFEC27dvT9cO9YXRP3LkSNx3332OUe1y6NAhFChQwAnVv+qqq475HnPmzHE2DL777jucHVbok0Y/Nw1oxNeoUQO33347unTp4jyeFk8++aQTNZCav/76C0WKFIGt8IfFCVGsWDH9sIQn84KOy/POK43//svj3B82bCsuu0xulZyEZ/zrriuBWbNMHd2HHtqJe+7ZneI5eX/8EaWSzquHihXDxm+/RaB06RztZ6KTa8MGlD7nHOTatQvBXLmwecYMHLJogavriYinebFgQR40b14KwWAARYocwfffb0Lp0io1k5NzY9u2gFPxp0iRtM2Swi+/jCJUiKcDrlkzbB03zpqN0EShwKRJKH7bbU77UPXq2PTVV9nK4fTrOcMmdu7cidq1ax/T6Dcrb8tZt24dypYtm+KxPHnyoGTJks7fMgK9+3Xq1Elh8JOnn34aF154IQoVKoTp06fjjjvucLQC7qakdRo8/PDDuDdMWMn19HOXynZPPzcztJsmvJwXzNVr1860n3mmODp0CDpR5SLnylTNmmWOc9WqQTz2WGEULFg45ZOuuALB669HYNw45Nm+HeVefVXiSTlM4L77EHB1a26+GSWbNYNN6Hoi4mleXHih8zNzFON37syFl18ug2HDrPeJxdXcePTRAKZMAfr2DTqR/BGnT58+CI4fj8CKFcj/9dco++uvQOvWOdJ/YXIzA2Gh/LleeQVlq1RJyHOGTdAJnhE8Nfofeugh9DuG2iND+7PL3r17MW7cODweoRBr+GMM/9+9ezdeeumldI3+/PnzO7fUcLLaPmH5w/JDP0X8zourrzZl/GbMAFauDOCllwKIEDgjYqSlcM89ofsvvhhA4cJpeEleegnBSZMcwzMwfDgC3Nlv2FDHJSeg54QeLFKyJAJ9+yJg4Tlb1xMRT/OCciZMPytWDLjsMn4HeZBzam788gv1tUwkWs+eAVx2mamucBSFC5ta8O3bO3dz0QHHBUUGjR6RTV56KVSir1Ur5Lr88qhEWvj1nGELGR03T0eXIfs06tO7MeS+fPny2LBhQ4rXMryfiv7827H44IMPsGfPHnTq1OmYz23UqJGjExCesy+EiB68PtBxnCdpy5H7fk6deBFzqNa/cqVpX3wxcM016Ty5YkUEqfZn8sCMzLVbQ0nEDpZSuPPO0H3mSyq1QoiYU64c8NlndDYBGcgaFVGClxVeXtxkYzoBIhr8LrxwnXeeaf/zjzlHitjDhRqNfsIFHMM2lVrhKzw1+hnKcdJJJ6V7y5cvH5o0aYJt27Y5efkuM2fOdEJCaKRnJLT/iiuucD7vWMybN88RQ4jkyRdCRIeTTgp5nLm/Fl6GXMSOCy4AatQA8uUDBg3KwPX6rrtw6IQTTPvHH4HRo3V4Ys0rrxirA0mK1bfcojEXIodo2tSIkYucY9Qo4OefTZuyJeF7nhHhhWvw4JDn4IUXgD//jHk/ExruyPDAUJiJcAFHNWbhK3wRR8Fc/JYtW6Jbt274+eefHTG+Hj16oEOHDsnK/atXr3Y2Cfj3cP755x+nvN8tERZOkydPxvDhw7FgwQLneYMHD8bzzz+Pu+66K8e+mxCJSp8+gBuow9rIn3zidY/inxYtjHL/558DtWtn4AV582JHWAk/PPig6iPHEoZNurkuDNd74400EluFEDll67h2jog+DOJlZViX117LYFVS7g64L2R01B13hEIFRPRh3gsXDoR2Fxdwwnf4ZjUxduxYx6i/6KKLnFJ9TZs2xZtvvpn894MHD+LPP/90wvhTK/9XrlwZzZs3P+o98+bNi0GDBjmRBA0aNMDQoUMxYMAAPJEU0iqEiB3UvPzf/0L3uYm8Y4dGPNaw5jFFqzLKgXPPRdBVXty40RSyFrGhVy/AvYZ17y4NBSE8jmZmyrJbHl7E5pS3ZYtpd+iQuWsTHnsMqFbNtGfOpKGgQxQLWDktXAyIOzMWi5YL+Ltkn+1QvZ+lJo5VKsFrmA5BbQRWQpBYhrBhXvDsQ+FdbiCz2uWnn4ZS9UR0YPoEw/mzknqXPDcOHkSuunVDuzJUYaQogIgelK2mehVhtRqGqxYvbu0I63oi4nleHDoE1KoFrFhh7jPXv1Urr3sVX3OD1/1LLzV/K1nSZDWlKtR1bHhgXPV+pvDyvFmiRNT7ntDceivrK5v2lVcCH38c1Vz+eDln+MEO1egKITzDTc3jDj8v+DL4ow8dxhQ3zlbKY6VKRjE5fBHAUgAiOmzbZsbUpX9/qw1+IeIdpos//XTK8+jOnV72KL5gNVKOqQuj/jJt8BPuGoRHoj30UNT6KAB8803I4KfYxeuvS7zPx8joF0J4StWqwLvvGrtSRBd6UlgG6csvjUBVquynzNGtW2hXhnGvyumLHkyZWLMmJLxwww1RfHMhRFZgWH+zZqZNj7/syeixcGEocOyii4Cbbsqm+Kmrvsi0X5Y8FdEJEwzfjH7+eaByZY2sj5HRL4QQccj27cZOD79eFyqUjTdk2B13/N3KJlxosbiyyB7Tp7PEjGkzx4WLVpVBEsJz+DMcPjx03qSuJlPHRfZh4a0lSwBW0h4yJJunPHoMeIFzuflmhWVEA5ZC5EFyK8lQLFH4Ghn9QgjrIp0Z9jd/vtc98Tcsg7h6tWkzvD8qld8o+e8KnbK4Mt/04MEovHGCwnjh8J0Z1kA+/ngveySECKNmTVMRzqVrVxOaLrIPw/lZBZbaCdmGSsDnn2/a//6bsiSAyDy//gq4lXuY68IN/9y5NZI+R0a/EMIa/vjDVOLhzj8jnBldJjLP1KmsXBJyHtNbFTXnMUPRGzQwbe7MPPOMDlFWYQnElStNm7LV4aGUQggroD3pZjbRnuTPVlgGI9F40Stc2NwfOtREUYnMs3evyW2hmiV5+GGgfn2NZBwgo18IYQ10JJcuHdoAYEUekb2wfgokRdV5zCLK3EVwd/3pDfj+ex2mzMK8U6pYEsYP05OisH4hrLUnWe7UDfNX2njmmTWLwWHFsWkTYkONGiZaKjwsgxdEkTkeeSQU1t+wIfD44xrBOEFGvxDCGpgu/s47psSca7B+/bXXvfIXPXsCq1ZFOaw/NVwIhIf5MyzDVWUSx4aFqZnM6sL4YS5YhRC+CPOXEzlz0Pbu3DmAKVMKoH79AJYuRWy4/fZQOVleCHv1itEHxSkUraBej7sge/tts9Ev4gIZ/UIIq2AUmZtKFgwaVV9t1mcMVkEYNSpGYf2pYcjf2WeH1PzvuSdGHxRncFJzJ8bdmaE8OOOHhRBW06MH0L49MGmS0TgTGeeuu5jJZC5GJ50EVKsWY/VFXgAJy9ewrrzI6M5M6D53uerU0cjFETL6hRBWitC5pZKY8swFgzg2f/4ZarOcbkw14Sjuw7AMd3HF3YYPPojhB8YJVOd3F6ElS5oxZPywEMJq+DN97z3g8su97om/mDDBOIxJkSJH8NZbwdhqwrEO8Msvp1TzpxiDSB8utP77z7QvuAC4+26NWJyhlYYQwsrFFW3IokXNfS4Y6MUW6fPkk8Bnn5kQ//Do8ZhRvTrw2muh+xSic0sGiKNZtChluCkThVluSgjhW5jhJCLDTfvbbgvdf+65HY5NHnNo6F9zTagkUIcOqjSTHrwWuTszXHhxAabN6LhDRr8Qwkq4MBg0KHSf4nSLF3vZI3/QqlVKJ0fM4e6Cu7jauhW47jotriKxb59ZeFIZmbDm8ZVX5uCBEkJEO1OHtlLTpubnLVLC6ju8NPCyQNq1C6JduxwaKIb5UxyVG9Pkp5+ARx/VIYrE77+nTDGjwKxKx8YlMvqFENbSsaPJ6Se7d5tIaJESzxebXFyxxmLlyub+N9+oplUk7rvPlKQgdesC/fvn4EESQkQbippTIP6HH0wlU3F0mt7PP5s2be8hQ4I5W6CkWDFg/PiQEB2V/RkKJ0JQgJc7M+5CgmEZ11+vEYpTZPQLIayFCwSWRzrjDOP1f/ZZr3tkF0xTPOEEM0b0OnkGc9OZuOkurhhqwORXYaA7kAeJFChgclXc+l9CCF/CoCb+nAmvT0pBCzF2bOiURxH4Dz8ESpTw4CCdeSbw4ospI9NcEdVEh4sG7lr9/be5f/rpIeV+EZfI6BdCWA1LmP/4o4mGVhnzELt2mehwrl8YmRe+rvGExo2BgQND97mYWLjQyx7ZAcNKu3cP3ad1QE+/EMLXnHJKShuJaeRz5njZI3vgNTv8lHfaaR52hpVlrrjCtDdvBq6+OpRmlchQj8cV32VUBDfu3V0sEZfI6BdCWE8kpd8DB5DQwlGsrDN/vrlPbz819DyHNZLdfIw9e4Crrkrseotr15oFpjtZuTtDy0AIERfwvOv+pBkh3aYNsG6d172yw55k5Tzud3L/11PoLWDpPldB8JdfzEHzNDzOY2bNSpmTMno0UKOGlz0SOYCMfiGE7/jkE+DEE4Fly5CQMM2B4ZKu0C7rRnsSOhlpcUURoAYNzH2GDd54I3D4MBJSxaptW2DNGnP/vPNyWGFRCJFTKWhnn23uM/KK+3z8+Sc6NPbdEH/PYQoaL5SFC5v7TD977jkkbG1fbsgfPGju0/iXqGxCIKNfCOErPvrIXK+Yz37ppcCWLUi47//EE6EFJ/NITzoJ9sBcdXbS3YWYPNnU+00krwq/K736VPgiVaqk1DwQQsQNbs66q2XKnz3T0RLtlLd0Keymfn0jNuDmCVKJkdeqRGLTJqB161BJhf+3dyfQUVV5Hsf/xZIEkEWQVUHADRCUTRCwXRoUtNV2b1oUWx1xHFFZBVTQHsWFo9gSVNRWsUdUPH0AaWbUQRZBZBcYFDq2goIiAi4s2gJJas7vPl+qKoTNTvJevfp+zimTqgqVm6rne/d/7//+r7b7eeihoFuFckLQDyCtnHNOIsj1B6wzZVZFWYmqQ+R7+GFv4CN0VKr59dfNKlXy7mu6R5WTM8Uf/2j2/PPe91ojOXWqWb16QbcKQBlp0MBs2rTEkmjV7lSKe6Z48EGzNm289yDUNKOtxvqUibZihWUEdZTUYfJHZ/SBKePBv04j8gj6AaQVTSBr1x0/hpo3z+z667117lG2Zo03KK+tC/3tDIcOtfDq0SMR+MqwYWavvGKRpwEOBf0+9f47dAiyRQDKgf4319JxP7mnV6/MeNs1eX7PPV5tvCuuMPvkEws3XYuuuSZRe0YXVr+CfZRTMVTH4L33vPsNG5r993976wORMQj6AaSdpk3NZszwKvuLUtxHjIhuOqX+LgX5KjwsZ51l9txzabCbgdISktdNqvrg7NkWWcpu6N8/cX/sWG9fLwAZoXdv7UdvtmCB2YknWuTpdK5Bd59O98cfb+GmC6cuoF26ePe//tobpN6wwSLbgRg0KDHoro6Tlt1pZAoZhaAfQFrS9rsK9iv8fBbTlnX33RfNwN9fu681o5pNUj2itNnmXaMxN9/sfa/CQSpv7a91j5J33vFmj/wDcPhws4EDg24VgHKm010mxFNz55pddFGiHpz+7jvvtPSgdRiaOfC3T1XAr8BfAwBRouuRMhv8vSXVmVDwT/ZZRiLoB5C2tPXu+PGJ+//5n9EN/FXHQLNHb76ZZhl56mToQ7rwQu/+zp1m552XSDOMyvZHGszwe79Ko0xeNwogY+m08G//Zvb++xapgF/14JQdLwr+dZoPffZZ8Yr+M2d6e96KUvzPPTc61YHVEbr77tR6OtpHkUr9GYugH0Ba0z7A48Yl7uv6psr+6U4TDtr3OVmTJmZ161r6UaGgyZPNunf37u/a5S14VbCc7lRgQn+LX2xBHapnnkmz3i+AsqCgWOOBKm+isU4lBEUt4Nf32pwkLevBqQKjPhQ/NWP1au+D2rrV0p5mQJIr8+u6pAFpZCyCfgBp77bbvMBfS9VUm0bF49PZunXevs9aDp6fb9HgryPs2dO7ryBZBZRmzbK0XsOvIN8fndHfo3UYadn7BVDatPxsz57EKU8Bsrb3S1capy0e8Ovv0baFaUuj6boO1a/v3V++3OyMM9J39kAz/Hfd5aU++p580qxfvyBbhRAg6AcQmcBf2Xna0i+daaKhWzcv8Nf2R6qKHBkqRKA/Sj1FUblnpf2nYy9YU3fJozJXXeX9bWlTbAFAeSwd11inn1GtAQCdKlRHLl3Hbv2dciIR8PuU4q/Av1Ej7/7HH3sj7//3f5Z22/Kp6m/yDP8TT5j9x38E2SqEBEE/gMjwr9fJA96PPJKoeh928+ebnXmm2ebN3v1WrbzBjMj1gtVT9HvBmiXXPk+alUiHYgzq8WpLPi3S9Xu/+l7FkbKygm4dgBCe8v76V2/zEtFpQ5OuKvuRDqe84gV0/+u/vDX8kQn4fSef7BVeOOkk7/5XX3kX5HRZhqaOjmoSKNtMtMQsN9fs9tuDbhlCgqAfQGTdf79XRF0782jgPqzU8XvsMS9L4fvvvcc6dzabN8/s6KMtetRTVGr8tdcmHrv3Xm+/Kz9vNIy++86rHqm1kj5V6H/2WbOKFYNsGYAQ04ofJQdp5zSfaqxpvHP7dgstJWMVFKQ+pja/8UbEAn7fscd6RWZ1ARZ9OFrj/9RT4R6h+fRTLzNBMweijLOpU1O3kEXGI+gHEEkKnp9+2vteaf+nn+5dA8NGfQp1ooYMSXSu/IJPdepYdGlW/KWXvFQMv+idBgJ+9Suzzz+3UK670DSXikb4i3XVdo3WULQPwEHolPHoo6mZ11OmmHXs6E0qh40GynU6Lmkbvkif8o46ykv1V40Wf03Grbea/e534RyhUZZZ+/aJmQ3VJlB2AlX6UQxBP4BIqlXLbNGixDa8mqS97DIvxTIs1+2VK70Onzp+PtXfUVx5xBEWfeo5qkc5fXriD/7gA7M2bbzZ8zDMrKgNmqLTqJFmU0SjMW+95bU90r1fAKVJpwtln2mL+COPTGzH6teQCwOd8lT3rW1br6bd2LHeTm8ZpVo1L51hwIDEY9qiQPvb6xoVBurIaP2+bjt2eI+1bOl1fDRADRRD0A8gspSpp73tL7008Zgml085xWzOHAucYt1PPkkMUqjg0+jRGVj8XcX81FFp3ty7v3On2c03e5X+N2wIrl15ed6aC63Z95cdaEZFPWGtnQSAX0BF8BQ7aiBa1yRlAYTBl196p11lhSu1X44/3qxTJ8s8lSubPf64lyKoC7Ro4FfrBUeNCnYpmtb+nXqqN8vvU/C/cKFZ06bBtQuhFpLTDACUjRo1vIJDEyeaVa/uPaY48te/9mb9g8wk10SxOlT+5IFi34ylIkp6E268MfHYzJleqob2Y/S3xSuvCsgq1qfRoeQiTmqb1ntqNAkA/gWKzXRtql079fFJk7yY0g+6y4Pi1zFjvNOwTrs+FX1XRppOhRnrkku8a5M/e650fxUM0qy6KjSWZ0aaBh20zOCssxKdF3VydNC8/LJZzZrl1xakHYJ+ABmRUnnddd6y7LPPTjyuGRZl8JU19QmUWfDii/tWdVYqv7IRmjUr+3aEnjosyiP9n/9JVDDUrP8dd3hbKk2YkNj0uqx6vuPHe9WbVazP/13KQPjf//XaxpZ8AMrIt996GeWKKTXeqVNOWY537t1r9swz3uDzsGGJpW/aCUcrmJTmr0z3jKcLtAZ8tTZDGQD+7MGVV5r16OFlqpVl8K/K/DowNNCg2jc+FV3QtoJXX53xHxEiFPSPHj3aunbtalWrVrVafprNQcTjcRs1apQ1bNjQqlSpYj169LB/qKJXkm+//db69OljNWrUcK9744032q5du8rorwAQJE3Qqj6Ptq3VekrNtCiLPJlizNK6dqtDpQF4zeQrs0C/a+3a1J858cSIVkH+V6iA0ocfml1/feKxL74wu+UW7w1TT3TbttL7fSr4oHUVOiC0R6I/g6J1FurkabSIdH4A5ZC17e/gsm6d2U03edct7Whamqc8n7LB//3fE4UEtczghhu8U57S/FGs+KyqMOrNUbVd3+zZXsq/Kv5rtl2ZYqVBHZFly7wPSIMO6rioUyF163rXQc0mkHmGqAX9e/bssSuvvNJuUafvEI0ZM8bGjRtnEyZMsMWLF1u1atWsZ8+e9lPSsKkC/o8++shmzpxpM2bMsHnz5lk/baAKIJLUqdG2tepQlbTP8OWXe0vlVGVZP3O4AwAaNJg2zQvwdS2+5hqzFSu853S91t7MOAQa3H3hBS+tUptC+xSQa8Fpw4ZmF1zgbRrtFzE6HJs2eZkDGmBo0MDsnnvMtm5NPN+rl7d2X528qlX5yACUSyb5qlVm3bsnHtuyxdvRtHFjrz6Napxu3PjLsgg0lppM29D745l6bcWzqltafMkBkigTTGkQWuufvH5+6VJvG1pd+JWdpmqN6hAcjsJCb2ZAS9ratfOWFCgVw38dZZppr0cVA9LaC7aKxWGIxTUdnkYmTpxoAwYMsO/9odD90J/VqFEjGzx4sA3RXliu0OV2q1+/vnuN3r1729q1a61Vq1a2dOlS66gS2qb/j9+yCy64wL744gv37w/Fjh07rGbNmu71lTEQVoWFhbZlyxarV6+eVQhL1RgEjuMitYiROlbJZ0UVatfpQddeZdapyLzSHc84I3XAQNfl117zUvX9wfhkeo3Bg73t+dKlUF+ojo0lS7yerzpbxaltSv9XuWmN2OiDUqCuNEw/FfOzz7y9G3Vbs8brWZf0OlovqWILei2kx7GB0OC4KD2KIbUjqJaN+9u5+rSZiGbpkyn7XJPRWqX0ww/eV2Wg63U0Yazl4E2amK1fn1o48KOPzJTg6m9NX1YieWxoElEXfs3Cq/hBcbrY641VB0JL1nRTbKECQ1pLoVhGXzWKow9UywSUeVacOh2aQRg5MrH0LSIieVyUs0ONQ9Ok63n41q9fb5s3b3Yp/T69IZ07d7aFCxe6oF9fldLvB/yin9dBp8yAS5NLfifZvXu3uyW/2f6Bq1tYqW0aDAlzG1H+OC4Svv5anamYLVwYS1lK9/bb3i3Zli2FbkDA9+GHMZs7N3X7tuzsuEuRHDgw7pbe+bu7pcv/gqE6NnSeVgGEVass9uqrZpMnW8yv7K/2qdK+bpMnH/ZLxzXSc8klFldq/3HHJV4T6XFsIDQ4LkqPloWpOLuyw3JzYy5zfNs27yLSq5f6m6mx569+dfCASafMOXMK3aYkPo2Rep+dlalIHhsaZenb15vhX7DAYrm5LgMg5o/S5Od7MwG6/QLx00+3uNZbXHVVohJxlN6/qB4X5exQ37vIBv0K+EUz+8l0339OXzWylKxSpUpWu3btop8pyUMPPWR/VGXnYrZu3ZqydCCMB4VGgfQ/F6Np4LjYlwbgp0xRWn9FmzYtxz74oLKtXFnZvvmm4j4/u2vXlpTZlzp1lAJewxo3zrfu3Xfbr3+9x7p122NVq3ppA8mZ4+kilOcMpfUPGuSKGlVetsxypk+3rKVLrVJensUOcS1lPBaz/JNPtt1a7tWzp+WrYpY/IqNcWqTnsYHAcVyUPiUtqcje0KEa86xss2dn2dln77YtW/KLfubTT3WNqrvf18jJiVubNnvtlFP2WsWK/0z5t+Ul8seG6s3k5lrsgQcs6/33LWv+fMueN88qKcXiEBXUqWN7O3Z0t93nnmv5Wkog2sqhPLdzKEeRPy7Kwc5DXEYSaNA/fPhwe+SRRw74M0rBb9GihYXJiBEjbJA6nUkz/Y0bN7a6deuGPr0/Fou5dvI/Fjgu9k9jgUqfFKX6b9xY6FIkVUvOS52MWZMm9YriRNEkcb9+hVa/fgWLxapo8V3aH2ShP2doj8Of9zmM5+dbXDP9Stv/7DOLqfK+1lnoa0GBxY85xitRrWUAzZtbxexs0zANq/UjemwgEBwXZUvlR7wCe6kl9TXeqYwyne6UCV6tWtwNFmhtfvv2Zq1aeZNaXrc/mGtTxhwb6kDoOqMtg/R3a92gAn/Vkdm0yWL6qvUXtWpZXLVrtGuNPqgOHSzWvLllxWKWtc8nHF0Zc1yUoRxtBRX2oF/r7f+gjbIPoLm2SvoFGujM6NJ1v3bV+3263/bntZr6Ga0jSZafn+8q+vv/viTZ2dnuVpwO1rAfsPofKx3aifLFcXFgqtWTXK/n53ct5V5yqn+UpM2xoTTLNm28WwlSPy1k1LGBcsVxUf5UO27s2JRPwcIoI48NLR/TrQTh/JTKX0YeF6XoUN+3QIN+jeroVhaaNWvmAvdZs2YVBfmakddafX8HgC5duriCgMuXL7cOWjzldt6Y7UadtPYfAAAAAIB0ljZDKhs2bLCVK1e6rwUFBe573Xap5OjPtAxgqrbQ+HnUSFX+H3jgAZs+fbqtXr3a+vbt6yryX6I9UVzxkpbWq1cvu+mmm2zJkiW2YMEC69+/vyvyd6iV+wEAAAAACKu0KeQ3atQoe+mll4rut9P+laYqpHPs7LPPdt/n5eW5YhC+O++803744Qfr16+fm9E/44wz3JZ8yWsfJk2a5AL97t27u/SIyy+/3MZpf0wAAAAAANJcLK5yiSiX/RGDxl6Y4LgA5wxwPQH9DNAHRRgQm5RfHJo26f0AAAAAAODwEPQDAAAAABBRBP0AAAAAAEQUQT8AAAAAABFF0A8AAAAAQEQR9AMAAAAAEFEE/QAAAAAARBRBPwAAAAAAEUXQDwAAAABARBH0AwAAAAAQUZWCbkAUxONx93XHjh0WZoWFhbZz507LycmxChUY7wHHBThngOsJ6GeAPiiCQWzyr/PjTz8e3R+C/lKgQFoaN25cGi8HAAAAAMAhx6M1a9bc7/Ox+MGGBXBIo1SbNm2y6tWrWywWC/VIkAYmNm7caDVq1Ai6OQgJjgtwbIDzBriegL4G6IOmH4XyCvgbNWp0wExuZvpLgd7gY445xtKFAn6CfnBcgHMGuJ6AfgbogyJoxCb/mgPN8PtY2A0AAAAAQEQR9AMAAAAAEFEE/RkkOzvb7r33XvcV4LgA5wxwPQH9DNAHRVCITcoPhfwAAAAAAIgoZvoBAAAAAIgogn4AAAAAACKKoB8AAAAAgIgi6AcAAAAAIKII+jPEk08+aU2bNrWcnBzr3LmzLVmyJOgmIWAPPfSQnXbaaVa9enWrV6+eXXLJJZaXlxd0sxAyDz/8sMViMRswYEDQTUEIfPnll3bNNddYnTp1rEqVKtamTRtbtmxZ0M1CwAoKCmzkyJHWrFkzd1wcd9xxdv/991s8Hg+6aShH8+bNs4suusgaNWrkrhvTpk1LeV7Hw6hRo6xhw4buOOnRo4f94x//4DPK8GNj7969NmzYMHc9qVatmvuZvn372qZNmwJtc9QQ9GeAyZMn26BBg9x2fR988IGdeuqp1rNnT9uyZUvQTUOA3n33Xbv11ltt0aJFNnPmTHfSPe+88+yHH37gc4GzdOlSe+aZZ+yUU07hHYF999131q1bN6tcubK9+eabtmbNGnvsscfsyCOP5N3JcI888og9/fTTNn78eFu7dq27P2bMGMvNzQ26aShH6j+oj6mJppLomBg3bpxNmDDBFi9e7AI89Ud/+uknPqcMPjZ+/PFHF59o4FBfp0yZ4iahLr744kDaGlVs2ZcBNLOvGV1djKWwsNAaN25st912mw0fPjzo5iEktm7d6mb8NRhw5plnBt0cBGzXrl3Wvn17e+qpp+yBBx6wtm3b2p/+9Kegm4UA6XqxYMECmz9/Pp8DUlx44YVWv359e/7554seu/zyy91s7ssvv8y7lYE0mzt16lSXRejP8msGd/DgwTZkyBD32Pbt291xM3HiROvdu3fALUZQx8b+Jh06depkn3/+uTVp0oQPpxQw0x9xe/bsseXLl7sUKl+FChXc/YULFwbaNoSLLr5Su3btoJuCEFAWyG9+85uUcwcy2/Tp061jx4525ZVXugHCdu3a2XPPPRd0sxACXbt2tVmzZtnHH3/s7q9atcree+89O//884NuGkJi/fr1tnnz5pRrSs2aNd3EFP1RlNQn1eBArVq1eHNKSaXSeiGE07Zt29xaO42kJtP9v//974G1C+Gi7A+t2VbqbuvWrYNuDgL22muvuRQ7jbQDvnXr1rkUbi0Xu+uuu9zxcfvtt1tWVpZdd911vFEZngWyY8cOa9GihVWsWNH1O0aPHm19+vQJumkICQX8UlJ/1H8OEC330Br/3//+91ajRg3elFJC0A/Azep++OGHbmYGmW3jxo12xx13uDoPKvwJJA8Oaqb/wQcfdPc106/zhtbnEvRnttdff90mTZpkr7zyip188sm2cuVKN5CsdG6ODQCHSvWlrrrqKrccRIPMKD2k90fcUUcd5Ubdv/7665THdb9BgwaBtQvh0b9/f5sxY4bNmTPHjjnmmKCbg4BpOZCKfGo9f6VKldxNdR5UfEnfawYPmUkVt1u1apXyWMuWLW3Dhg2BtQnhMHToUDfbr3XZqsB97bXX2sCBA90uMYD4fU76ozhYwK91/Jp4YJa/dBH0R5zSLjt06ODW2iXP1uh+ly5dAm0bgqVRVAX8KqYye/Zst9US0L17d1u9erWbqfNvmt1Vmq6+1yAiMpOW/xTf1lNruI899tjA2oRwUPVt1QtKpnOF+huAqI+hwD+5P6olIariT38UfsCvLRzfeecdty0sShfp/RlA6y+VXqeOuyphqgK3ts64/vrrg24aAk7pVyrmG2+8YdWrVy9aU6fCOqq4jMykY6F4XQdtq6QLMPUeMptmblWwTen96pwtWbLEnn32WXdDZtP+21rDryrbSu9fsWKFjR071m644Yagm4Zy3vXlk08+SSnep8FiFQjWsaElH9oN5oQTTnCDANqiTUtADlTFHdE/NpRFdsUVV7haQso8VUah3yfV85rARCmIIyPk5ubGmzRpEs/Kyop36tQpvmjRoqCbhIDpf/+Sbi+++GLQTUPInHXWWfE77rgj6GYgBP72t7/FW7duHc/Ozo63aNEi/uyzzwbdJITAjh073DlC/YycnJx48+bN43fffXd89+7dQTcN5WjOnDkl9iuuu+4693xhYWF85MiR8fr167tzSPfu3eN5eXl8Rhl+bKxfv36/fVL9O5SOmP5TGoMHAAAAAAAgXFjTDwAAAABARBH0AwAAAAAQUQT9AAAAAABEFEE/AAAAAAARRdAPAAAAAEBEEfQDAAAAABBRBP0AAAAAAEQUQT8AAAAAABFF0A8AAIrk5eVZgwYNbOfOnbwrP3vrrbesbdu2VlhYyHsCAEg7BP0AAERIQUGBde3a1S677LKUx7dv326NGze2u++++4D/fsSIEXbbbbdZ9erVy7il6aNXr15WuXJlmzRpUtBNAQDgsMXi8Xj88P8ZAAAIq48//tjNTD/33HPWp08f91jfvn1t1apVtnTpUsvKyirx323YsMGOP/54W79+vR199NHl3Opwe/LJJ23ixInu/QMAIJ0w0w8AQMSceOKJ9vDDD7sZ+6+++sreeOMNe+211+wvf/nLfgN+ef311+3UU09NCfgV6NaqVcumTZtmJ5xwguXk5FjPnj1t48aNRT/z6aef2m9/+1urX7++HXHEEXbaaafZO++8s8/r67VisVjKTYMTvrlz57rHvv/++6LHrr32WveYfr9v2LBh7m+sWrWqNW/e3EaOHGl79+4tev6+++5Led2SXtv/u0qycuVK97OfffZZ0WMXXXSRLVu2zP2tAACkE4J+AAAiSAG/AngFzf369bNRo0a5+wcyf/5869ix4z6P//jjjzZ69Gg3aLBgwQIXOPfu3bvo+V27dtkFF1xgs2bNshUrVrh0eAXJyhworkaNGm4gQrfBgwcfsD3Lly+36dOn7/O4lh4oaF+zZo098cQTLqPh8ccft7LUpEkTN6ih9wgAgHRC0A8AQARppvrpp592gbiC1eHDhx/033z++efWqFGjfR7XLPr48eOtS5cu1qFDB3vppZfs/ffftyVLlrjnNZhw8803W+vWrV02wP3332/HHXfcPgH77t27XaaBCgXqpqyAAxk0aJANHTp0n8fvueceV7egadOmbnBhyJAhLkuhrOm90XsEAEA6IegHACCiXnjhBZcCrzX6X3zxxUF//p///KdL3y+uUqVKLmXf16JFC5cav3bt2qKZfgXeLVu2dI8rmNdzxWf6v/nmGzfTfyiUzr9u3boSswEmT55s3bp1Kxo40CBA8d+1evVq95x/O//88/d5HRU31HNqkwYr9DckLxMorkqVKi7rAQCAdELQDwBABGkmXinvM2bMsE6dOtmNN95oB6vde9RRR9l333132L9LwfLUqVPtwQcfdOnvWhPfpk0b27NnT8rPKYhv1qzZQV9Pgfedd97plhQo0E62cOFCV5xQywn0t2k5gXYkKP67TjrpJNcO//bnP/+5xGUCek7LCB599FH3M1ousD/ffvut1a1b9xDeEQAAwqNS0A0AAAClS7PRf/jDH+yWW26xc845xwXaCsInTJjgHtufdu3auXXyxeXn57sidho8kLy8PLeuXzP7onX++n2XXnpp0cx/chE837x584p2EzgQLUvQDLzqEZQ0mHHsscembD1YUsq9lhFoJwJfSZkOFSpUKPoZzfSfe+65bhCgR48e+/zsTz/95Ir46T0CACCdMNMPAEDEjBgxws3qq4K/aO27ZrI1e15SMO5TVX7NpBcUFKQ8rj3qVRhw8eLFblZcAf7pp59eNAiggHnKlCkuYNa2gFdffbUVFhamLBvIzc11QbPS7Ddv3uxuGhzQgIJm0JONGTPGHnvsMVeXoDj9LqXyazcCvd64ceNclsEvpWBe7dPf9d5777m6BCVZtGiRZWdnu7oGAACkE4J+AAAi5N1333V7yr/44otuPb9PhfZU/O5Aaf4KyLV+v/h2e3odbZOnYF5r6TULr3X1vrFjx9qRRx7pXl+F9TR40L59+6Ln9bO33367Gwjo3LmzNWzY0N0U2H/00Ud22WWXpfw+ZSfoVpKLL77YBg4caP3793fb8mnmX1v2/RJa06/lA9WqVbMLL7zQZSqoeGBJXn31VZelkPyeAgCQDmLxgy3wAwAAGUMDBqq6//bbb7v72hpvwIABRfvb/xJ6jblz57qvxSk7QK+v58Nq27ZtrkaAljgcSk0CAADChDX9AAAgJSNAAf7OnTtdobvSoNn0mjVrlviclg7Url071J+AlkQ89dRTBPwAgLTETD8AANiv0pjpBwAAwSHoBwAAAAAgoijkBwAAAABARBH0AwAAAAAQUQT9AAAAAABEFEE/AAAAAAARRdAPAAAAAEBEEfQDAAAAABBRBP0AAAAAAEQUQT8AAAAAABZN/w/jtFrhTUknNwAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x = np.linspace(0, 4*np.pi, 200) # 2 полных периода (изменено с 10)\n", "y_sin = np.sin(x)\n", "y_cos = np.cos(x)\n", "\n", "plt.figure(figsize=(12, 5))\n", "\n", "plt.plot(x, y_sin, label='sin(x)', color='red', linewidth=2)\n", "plt.plot(x, y_cos, label='cos(x)', color='blue', linewidth=2, linestyle='--')\n", "\n", "plt.xlabel(\"X (радианы)\")\n", "plt.ylabel(\"Y\")\n", "plt.title(\"Графики синуса и косинуса\", fontsize=14)\n", "plt.legend(loc='upper right')\n", "plt.grid(True, alpha=0.3)\n", "plt.axhline(y=0, color='black', linewidth=0.5)\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 9, "id": "342c61a9-b928-40c6-a99a-7c182d64736b", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10, 6))\n", "\n", "colors = ['red', 'green', 'blue', 'orange', 'purple', 'pink']\n", "bars = plt.bar(df[\"Имя\"], df[\"Баллы\"], color=colors, edgecolor='black')\n", "\n", "plt.xlabel(\"Студенты\", fontsize=12)\n", "plt.ylabel(\"Баллы\", fontsize=12)\n", "plt.title(\"Баллы студентов по предметам\", fontsize=14)\n", "plt.ylim(0, 100)\n", "\n", "for bar, score in zip(bars, df[\"Баллы\"]):\n", " plt.text(bar.get_x() + bar.get_width()/2, bar.get_height() + 1, \n", " str(score), ha='center', fontsize=10)\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 10, "id": "ebcf5c62-7e60-4981-b102-9c386b95d721", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10, 6))\n", "\n", "scatter = plt.scatter(df[\"Возраст\"], df[\"Баллы\"], \n", " s=200, c=df[\"Баллы\"], cmap='viridis', alpha=0.7)\n", "\n", "plt.xlabel(\"Возраст\", fontsize=12)\n", "plt.ylabel(\"Баллы\", fontsize=12)\n", "plt.title(\"Зависимость баллов от возраста\", fontsize=14)\n", "plt.colorbar(scatter, label=\"Баллы\")\n", "\n", "for i, name in enumerate(df[\"Имя\"]):\n", " plt.annotate(name, (df[\"Возраст\"][i], df[\"Баллы\"][i]), \n", " fontsize=10, ha='center', va='bottom')\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 11, "id": "e4e09bb1-5ddc-496b-8fbc-f742ccd042a9", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\Пользователь\\AppData\\Local\\Temp\\ipykernel_2764\\1239192420.py:4: FutureWarning: \n", "\n", "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n", "\n", " sns.boxplot(x=\"Категория\", y=\"Баллы\", data=df, palette=\"Set2\")\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df[\"Категория\"] = [\"A\", \"B\", \"A\", \"B\", \"A\", \"B\"]\n", "\n", "plt.figure(figsize=(8, 6))\n", "sns.boxplot(x=\"Категория\", y=\"Баллы\", data=df, palette=\"Set2\")\n", "plt.title(\"Распределение баллов по категориям\", fontsize=14)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 12, "id": "6e49c0e5-1537-44e6-a519-4a9b23f7b81e", "metadata": {}, "outputs": [ { "data": { "image/png": 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u3dpNCqHq2969e6fZzogRI1xfXQ9V2hLcAgDyShMRxSfGW2xCrMUdi3O/Hz1+1P2MP57yd/08nnTcEpMS3XI8+cTv7rrkEz+1PTchkQW47af+PTAg0IIDgy0kMOTEEvT/P931QSEWFhRmESERFhF8YikTUsZ7OTw4nBcdyKEvv/zSPvnkE/fBTD1o9SFOoa0qZIcMGZJiXU1KNmjQIPdvWUFsZnwrdTWWVYiriUz0eNdcc02GhQhPPPEEryEAAFnQWd5aVNynVgn6olS9bT3Vtr/99pu7XWdvpw5+PXR2d2oqKmzZsqW9/fbbrlfthRdemOLv+fjx4914gGpb+H1oW7lyZVc6vnPnzhTX63JW/Wj1j0l9QFJ/s5EenVKmx1q7dm26oa2+XdECAEB2KHCJSYixg/EH3XIo/pC7HJcQZzHHYlxIG3ss1v1U4FqchAaHmt1kNvv4bPtn1T9WLrScRYVFWbmwchYVeuKngl6FxADM9cPzVNt6CgY2btzoAlTf0NYT2Oo2TT6SWZVtetRKQX3vNJ7NCIUIAABkfDaK54zu/fv3u561MTExds4557hCwMcee8z93X788cdt9+7ddtttt9lVV12V7X62HgqAO3fu7M6qUZWtb3WtJjbTRKUaM+hvts70/uOPP9zj+4bDgF+Etiodb9++vWtjoN4fop4hupzVLH2azU//6K688sosH2fLli2up616lgAAkN1Qdu+RvbbvyD7bf3S/HTp6KEVIm5SclO0D6aluVSWrfg8LDrPwoHD303NZi6phgwOCLSgwyP0eFPC/n/+7rKraZEv27qP7X/L/Lluy2ydV5B5LPGbHkk4sxxOPn/g98ZglJCW4qt4jx4/YkWNHUvxMSExw20kISDCrZrYreZft2rEr3eej6t0KERWsQngF97NiREWrGF7R/V4+vLyr+AVKi7i4OFeJ40tFCRrTpg5s1aN2+vTpVqlSpRw/jj5Yrlu3zn2AzAiFCABQDB09aKaznfSFuP52JB03CzsxYRbyj9oNeTKhqKgoa9KkiTtLpmfPnu66KVOm2B133GEdOnRwk91fdNFFbkKx3NAZMZqo1Lc1gujvv7641Re+p59+uhsvtG3b1vXPBfyyPYLaEujbjFNPPdV9uzBy5EhXRTts2DB3u/qB1KpVy1UrpG6NoKA39aBXA1qdFqZ/YKrW1eD2vvvucyXsffv2LdTnBgDwc2XMtsdvt+3bt7tw1ndR0JkZBaiqQI0Oi3ZL2dCyFhkaeWIJObHoOlWlqi2Bv1PYq3YNS2YtsWmfT7NThp5i5eqUs8Pxh+1wwmH3U2G1Koh1bHbF7nJLagpsFdxWKVPFqkZW9S6VIiq58BkoaTSz9DPPPGN169Z17REWL17sPuR5PqgpsP3Xv/7lZpDWBCY6DdNT6VOxYkVXxCA6G2zgwIHewoV77rnHbVstEbZt2+YqgPThTr1wAQAlQEKs2c4VZrNfM1sz9URYG1rWrOWFZt3vMousYhYWVdR7WSKo9YGWzOhMGQWqmW0jtaFDh7olta1bt7rtKQBOTS0SFBADxSK0veSSS1zp+aOPPuoGsPqWQd+AeErQNUtu6uoFzd6nWXl/+umnNNvTYHbZsmWuT8iBAwdcP7E+ffrYU089RQsEACilFML+uetP+3P3n96fS7ctNbvP7Lt935ntSz+UVfioKlJVkLpwNvxEQKtFgW1JqihVJa9C5miLNltnVj+wvrWq1yrNeuqzq2pjT7i9/8h+V4nsqUhW+Ou5bdXe/59tV8dKwa0C3CqRVax6ZHWrGVXTHUegONNpjo888ojdfPPNtmvXLjf2vOGGG9zY1vPB7dtvv3W/a5zrS1W3ngofFRpokl7fM8UU0OpssSpVqlj37t3dKZT6HQBQzCXEmP3nWrPVP6a9ftGHJ5Ye95l1v+NEkItiQUWEGzZscK0Xnn766aLeHZQARR7aiioKMmqHoMnDUlOvD8/poKmpXwjfWgBA6aT2AGv3rbUlO5bY4u2LbfGOxbZs5zLbHrM9w/tEBUVZ1XJVT5ziH1HRBYv6qcCWytC0dEw8xyo1/W1WVe7euL22K+5EJe7u2N3upyZa2x232y222+f4h0a58LZGVA2rWbam+13VykBxoVMsdaaYlvTUr18/w3GrL33I86W5GwAAJVB8jNnEG9IGtqnNevFEm4RTr6FdQjGhXOuzzz5zZ4Wnbo0AFNvQFgCAnFJF54pdK2zR9kXegHbpzqWuF2166kbXtRZVWpxYqrawoH1BNrjfYLvszcusRlN6nucHTU6micq0NKjQwHu9Aiu1VlBg62mroCBdga5CXlXk+lbl6v61ompZneg6VrdcXatetjoBOgAAKBn2bzBb+X321p3x3InQFiWmDQOQE4S2AAC/p9Bvy6EtNnfrXJu7Za77uXD7Qos7FpdmXU321apqK2tXvZ21q9HO2lZv64La1Kfhq7+knZh7C4UQ5rrWEuHR1rhiY+/1mvxsR8wO23Z4m20/vN22xWyzPXF7XMCr5e89f3snPqtVrpYLcBW+1y5X203cBgAAUKzEHzabnYPJrY4dMVv2udkpQ8yKwRwJAPIXoS0AwO9o0qsF2xacCGn/F9Sm1+JAFZnta7T3BrT62axyM9efFf4vNCjUhbBaPOKPx7vXWiH95kObbdPBTW6CtA0HNrjF02+4WtlqVj+6vjWs0NDqla/ntgUAAODfAsz+mZ6zu6yebNbyX2YR5QtqpwD4KT7VAgCK3OaDm+3XTb/arxt/td82/+YmClN/Wl9BAUHWulpr61Srk3Wq3cn9VEBbkiYDg7kK2vrl67vFU2Wt6luFt5sObXI/Dxw94Cp0tfyx9Q/3HqgdVdu1ZFCIq9YK9CMGAAB+JzDI7NjRnN1H1bYASiVCWwBAoVIIt3LPyhMh7f+C2o0HN6ZZr065Oi6c7Vyrs/t5So1TrExIGV6tUthaoUpkFbe0r9neW4mt98z6A+tt/f71tv/o/hOB7qFNNnPjTFd1Wy+6ngtwm1RsYpXKVCrqpwEAAGCWdMysbNUTfW2zq2w1M4oUgFKJ0BYAUOAThi3ZscSFs7M2zbLZm2a7ysnUVbRqb3Ba3dOse93u1qV2F6sRxeRgSJ/6E7es2tItsv/Ifhfg/rP/H/dTvY7X7FvjlinrpljFiIouvNWiVgq0zwAAAEUiMNSs7RVm05/J/n1OvdosvFxB7hUAP0VoCwDIV2prsGLXCpv2zzT7ZcMvNnPDTDuccDjNZGFqb9CjXg8X1Hau3TnNRGFAdlWIqOAWVWOrkntn7E4X4K7bt842HNxg+47s8/ZH1qRmrgK30okQV32RAQAACkVIuFmHa81mvmCWdDzr9cvXM6vZrjD2DIAfIrQFAOSJQjJVNP6y/he3TN8wPU0lbXRYtKugVUB7Wr3T3ORh6l0KFEQ7heplq7ula52ubmKzfw78Y2v2nqi8jUmIsVV7V7lFakbVtOaVm9tJlU+yymUq84IAAICCpTHwgLfMJt6Q+XohEWaXfWYWFMIrApRShLYAgFxNHDZt/TRvULv18NYUt0eGRLpwtneD3nZGgzOsTbU2TAyFIqEvBxTIatEXDJq8bPW+1bZ271rbcniLbTu8zS16Hyu09ayr0FcBMAAAQL4KjTRrfp7ZoI/MfhhuFrs77TqVm5hd/KFZxQZmQaEl7gVITEy0uLg4CwwMtKSkJCtTpowFBQUV2OPNmjXLXnrpJVu4cKFt377dJk6caBdccIH39gkTJtiYMWPc7fv27bPFixdb27Zts739zz//3C677DIbMGCATZo0qYCeBUojQlsAQJZiE2LdBE8/rfvJ9QjVRGK+NPGTqhrPqH+GC2k71OrgrgP8iUJY9UrWcnq9071Vtyt3r3TVuKoQ90yQp+pwVeCeXOVkNykeAABAvgkra9bkLLM7lpptmG325wSzhFgzTZ7afqhZpSZmweFmQSUvsjly5IhNnz7dBZ3btm2zmjVr2qWXXmq9evWyiIiIAnnM2NhYa9OmjV199dV24YUXpnt79+7dbdCgQXbdddflaNsbNmywe+65x0477bR83GPghJL3XwAAQL70pV22c5lNWTvFfvrnJzd5WEJigvf2wIBA61Czg7eSVoFthE7hAoqRsqFlXasOLUePH7XVe1e7LyTW7ltrB+MPevvgqu9ttcBqZjVPtAMBAADIM8/YuUkfs3rdzJKTzAKDzULLlNiDq8D2gQcesN9++8173YEDB+zRRx+1bt262fPPP18gwW2/fv3ckpGrrrrKG8DmtGL4iiuusCeeeMJ+/fVX91yA/ERoCwBwdNr41HVTXUiritpdsbtSHJl60fWsb6O+1rdxXxfUlg8vz5FDiaHJ8VpXa+2WY4nHbN3+dfb37r9dJe6h+EN2KOiQ2fVmPx3/yfas32Mtq7a0qpFVi3q3AQBAcad2TKq8LeEUcKrC1jew9aXrdXvfvn0LtFVCfnryySetatWqds0117jQFshvhLYAUEqpcvbXjb+6dgcKaZfuXJqmL63C2T6N+rilScUm9PhEqRASFOJaI2g5nnTcTWD22/LfbGviVosNifW2UFBo27JKS2tVrRVfYgAAAGRCPWzVEiEzul1tBqKiovz+WM6ePdvee+89W7JkSVHvCkowQlsAKEU04dJ/1/zXLVP/mep6evrSaeIKaFVR26VOF/rSotQLDgx2E5MdTzxuE16aYB0e6WAHyx90LRRUjf5L7C/2y4ZfXCW6JtxTD1xNfgYAAID/p0nH1MM2M5okTOv5u8OHD7uWCu+8845Vrly5qHcHJRihLQCUYIlJiTZv6zz7Yc0PLqhdvGNxiturRVazsxuf7ULaMxueaVUiqxTZvgJ+L8GsTmAdO6flOXbk2BH7e8/ftnzXcttwYINtPLjRLf9d+18X8qrNQsMKDV3/ZwAAgNIuKSnJTTqWWd/XGjVquPX83bp161z/2/79+3uv8+x3cHCwrVq1yho1alSEe4iSgtAWAEqYfUf2uQnEFNROXjvZ9h7Z670twAKsY62Odk6Tc+zcJudauxrtCJWAXNDEe6fUOMUtB48etGW7ltnSHUvdvzcFuVo00Vnrqq2tTfU29L8FAAClWpkyZezSSy91k45lRLdrPX/XvHlzW758eYrrHn74YVeB+/rrr1udOnWKbN9QshDaAkAxp9nsl+1c5q2m/X3L75ak2Wf/RxOGqZJWQa2qapk8Cchf0eHRdlrd06x7ne6uBYn6Q6/YtcK1H5mzZY5bakfVdgFvi6otaDsCAABKHU0u1qtXL+vWrVu6k5Hpet1eEJOQxcTE2Nq1a72X169f73rRVqxY0erWrWv79u2zTZs2eds3qFJWqlev7hYZPHiw1apVy5577jkLDw+3li1bpniM8uVPTNKc+nogLwhtAaAYUhg07Z9p3qB26+GtKW7XzPaqpFVQ27VOV9eXE0DBCggIsFrlarlFX5RoAjNV367et9q2HN7ilsnrJrt/n6dUP8VqRtVkcj8AAFBqRERE2PPPP2/Tp093k46ph61aIqjCVoGtbi8ICxYscNv3GD58uPs5ZMgQGzdunH377bc2bNgw7+3aH3nsscfs8ccfd78r1C0O/XZRsvApHgCKCU189MPqH1xQO3PjTEtITPDeFhEcYb0b9vYGtXWj6xbpvgKlXVBgkDWv3Nwt+pJF4e2iHYtc+5JF2xe5RT2lVX3bqmor124BAACgpFMw27dvXzvttNNcCKpesGqJUBAVth49e/Z0ZydmZOjQoW7JzIwZMzK9XeEvkN8IbQHAT8Ufj7dfN/3qDWpVtedLkxx5Qtqe9XtaeHB4ke0rgIypt223ut1c1bsmK1u8fbH9uftP2xm7035c+6NN/WeqnVz5ZBfg6gsXVewCAACUVApoo6Kiino3AL9HaAsAfmTroa2u3YFmoP/5n59dhZ6HWhz0qNfDG9Q2q9SMcAcoRhTG1i9f3y3qL63Jy1Rxuyt2l/tdS6WISnZqzVOtTbU2VN8CAAAApRihLQAUocSkRJu7da63mlYTGPmqXra6ndP4HDu36bl2ZsMzrVxYuSLbVwD5R+0QOtXqZB1rdnSTl6l1giYv23tkr01ZN8WmrZ/m2iZ0rNXR/XcAAAAAQOlCaAsAhWxv3IlQRiHt5LWTXY9LjwALsE61O3mD2rbV21pgAA3vgdIyedmyncts/rb5rvp28Y7FbqlTro51qNnBTqpyEpMKAgAAAKUEoS0AFDA1vVcFrdoeKKj9Y8sflpSc5L29fHh5d6q0glr9rBJZhdcEKIVCg0Jda4T2NdrbpoObbMG2BfbXnr9s86HNbolcF2ntarSzU2ucatHh0UW9uwAAAAAKEKEtABSAw/GHXU9aT39anf7sS6c9qzetqmk71+5M9RyAFNW39crXc0vfhL62cPtCW7htoR1OOGyzN8223zb95npad6jVwRqUb0BvawAAAKAEIrQFgHyqpl29d7W3mnbWxll2LOmY9/YyIWVcT1pV02oSsTrRdTjuALJUNrSsnV7vdDut7mm2cs9K1zphw4ENtnLvSrdULlPZOtfqbK2rtbaQoBCOKAAAAFBCENoCQC4dPX7UZmyY4Q1q/9n/T4rbG1Vo5K2m7VGvh4UHh3OsAeSKelufXOVkt+yO3e3CW7Vd2RO3x75f872buExtFVR9y4SFAAAAQPFHaAsAOaA+kz+s/sG1PJj2zzQ7cvxIin6UqohTJa3C2iaVmnBsAeQ79b3Wf2d6N+jtJiqbt3We7T+632Zvnm1ztsxxwa6qbzW5GQAAgL85duyYHTlyxLV40hmLERERFhLCGUNAakxJDgCZOJZ4zGZumGn3T73fWr7d0uqNrGc3//dm+3719y6wrRVVy6475TqbdMkk23vfXvvpqp/szs53EtgCKHBhwWGuJ/atHW+1S1pcYvWi67lJDlfsWmHvLn7X3lv8nv25688UEx8CAAAUlbi4ODt8+LB9/vnndsstt9hVV13lfuqyrtftBWHWrFnWv39/q1mzpguKJ02alCJAvv/++61Vq1YWGRnp1hk8eLBt25ZyTpLUnnvuOevQoYNFRUVZ1apV7YILLrBVq1alWGfdunU2cOBAq1KlipUrV84GDRpkO3fuTLHOokWL7KyzzrLy5ctbpUqV7Prrr7eYmJgU60ybNs26du3qHqt69epuf48fP55inS+//NLatm1rZcqUsXr16tlLL72UZp/feustO+mkk1xI3qxZM/vwww9T3K5j8eSTT1qjRo0sPDzc2rRpY5MnT06xjl6nO++80z2GtqP9mj9/fop19ByHDh3qjqX25+yzz7Y1a9aU+GNTEAhtASCVnTE7bdyScTboq0FW5aUq1nN8T3txzov25+4/3SnK3et2t2fPeNaW3rjUNt+12cb2H2sDmg9wvScBoLDpv0vNKze3oW2H2vWnXG9tqrWxoIAg23Joi/3n7//Y63Nfd5OXHTn2/2cGAAAAFCYFsj/88IP16dPHXn/9dfv7779ty5Yt7qcu63rdXhDBbWxsrAvZFMylt18KBx955BH3c8KECS58Pf/88zPd5syZM13g/Mcff9jUqVNdqKfnoMfyPKYuKyT+5Zdf7LfffrOEhAQXHiclnfhCXcHwmWeeaY0bN7a5c+e6EPDPP/90gafH0qVL7ZxzznHB5+LFi+2LL76wb7/91h544AHvOj/++KNdccUVduONN9qKFSvs7bffttdee81GjRrlXWf06NE2YsQIe/zxx91jPPHEE27/v/vuO+86Dz/8sP373/+2N9980/766y+3PQWrelyPa6+91j3fjz76yJYvX+6eo57D1q1b3e2qnFaA/c8//9g333zj7qugVOuU9GNTEAKSdUSRwqFDhyw6OtoOHjzoEv+Cpv8wtG/f3q7/9/VWo2kNXo3/2b56u429YawtXLjQTjnlFI4L75cCe8+omvb3Lb/blLVTbPK6ybZo+6IUt2uin36N+7nTkfs06mMVIyryfiwB+G9v+pb/vNwmPDPBLnzmQmvVtVUhvyr+q7gdl5iEGFuwbYHrfRt37MSHn5DAEGtXo511qd3FyoeXL7Z/qwt7nFaccawAAPnl6NGjtn79emvQoIGrNMxNYPvCCy9kua4qJc8991xXFVkQFBROnDjRBYsZUeVox44dbePGjVa3bt1sbXf37t2u4lZhbo8ePeynn36yfv362f79+73jFY1dKlSo4G5TIDl27FgXFm/fvt0CA0/UVCoIbd26tatMVWD54IMPupDUt5pVYaIqU3ft2uUqTC+//HIXGn/11VfedRQuvvjii7Zp0yb3nFWN2q1btxRVpnfffbcLRGfPnu0uqzL2oYcecoGlx0UXXeSqTz/++GPX0kKPpzBWr5GH8iw916efftpWr17tKlUVkLZo0cLdriBWVbDPPvusC31L4rHJ6b+Z7I7RqLQFUCpp9vUxC8bYwC8GWqUXK9np4063Z2c/6w1sNaHPIz0esT+u+cN23L3DPhz4oV3a8lICWwDFgir/e9bvaXd1vssGNBtg1SKr2bGkY67/7Rtz37Cv//rath/eXtS7CQAASoHExER79dVXs7Wu1tP6RUlBmsI8nZafk/tIxYonCnzi4+PdNsLCwrzrKLhTAOkJArVOaGioN5QUhYDiu07qwE/rKBDUl+aZraNKZgXPma0zb948F2pmto5nX9R2QK9NZutoG57n6qHnp+Pgu05JOzYFhdAWQKmgSrMf1/xod/x4hzUf1dwavN7AbvrhJpu0cpIdTjjsqmkvb3W5fXjBhy6kXXD9Anuy15PWqXYnCwoMKurdB4BcCQ4MtrbV29oN7W+wK1tdaQ3LN7RkS7YVu1fY2EVjbfzS8bZm7xp3KhsAAEB+U+ilHrKe8Cs766uSM7vr5zcFfqr2veyyy7J9Ro8qSdXnVdWaLVu2dNd17tzZ9cjVtlRprJYA99xzjws9VT0qZ5xxhu3YscNVeKo9gCpPPaf2e9bp27evzZkzxz777DN3X7UhUG/V1OuorYP6u2pfVO36yiuvpFnn3XffdWGmxn0LFixwl3Wc9+zZ411HobkqWbUdVbFqu55tqHK1S5cu9tRTT7n2BdofVZn+/vvv3nWaN2/uqpPVbkDPR89LFdYKST3rlMRjU1AIbQGUSPqPrSbgeWXOK9bnoz5W8YWKds6n59gb896wVXtXuX6P6k37VK+nbP51823nPTvtkws/savaXGXVylYr6t0HgHylaoZGFRu5/8YpwG1VtZUFWIA76+DTFZ/amIVjbMmOJZaYVLSVLQAAoGTRKfU65T0ntL7uV9gU0unUen2WVJ/T7NIp82oHoAnVPDTBlk7J1+n6ZcuWdafCHzhwwLWT8lSPqn3A+PHjXYiodhBqIaBT6atVq+ZdR71fFVyqh6oqU5s2ber6uIpnneuuu85uvfVWO++881x1qkLRSy+9NMU6ajWglgS6LSQkxAYMGGBDhgxJsY56Czdp0sQFr9qOtjls2LAU1a7qZavjU6tWLbc/b7zxhgu4Peto2wozFY6q6ljPa/r06e6xPeuU1GNTEAhtAZQYR5OOmp1s9uTSJ63uyLrWcnRLu2fqPTb1n6kWnxhvdaPr2nWnXGdfD/ra9ty3x34d9qs93ONhO7XmqW4iHwAoDaqXrW4XnnSh3dHpDutcu7OFBoXarthd9s2qb7yTlh09frSodxMAAJSQL44PHz6co/tofd2vKAJbnTKvKsrsVtkqvPv+++9dMFm7du0UtylUXLduneuvqopNBZ6qBm3YsKF3HfVcVUWprt+7d6+bDEv9cX3XGT58uAs11YNV21GoKJ51dKxUzRoTE+P2X9tTT17fdXQq//vvv+8qWzds2OC2Vb9+fVc9qxBV9FNV0ap81XZWrlzpQlXffWnUqJHr26vH2rx5s7eFgO866nG7ZMkSt8+qRNUkYnpuvuuUxGNTEIILZKsAUAg0gdjmQ5vtn/3/uGV7zHazQWbfbPrG3R4eHG6n1zvdzm58tvVt1NfNrl7Yf/wBwF9Fh0e7/zbqv5OatGzu1rmuXczP63+2WZtmud7enWp1cusBAADkhqoyFX7lhNYvzNZNnsBWp74rfK1UqVKW99H+3XbbbW5SsxkzZrgq0IxUrlzZ/fzll19cSHn++eenWUcVpKLwUL1TzzrrrBS363OsJsMStQOoU6dOmklgg4KCXAWsZx21MvCEjh6qJPWEy6oMVgVq6mpRPb62o+Py9ddfu2OTmtobaFHbgilTpriJvVJTBa3ouKrlgNoqlIZjk58IbQEUG0nJSW7inH8O/GPr96+3TQc3WWJyqlN5d5td3vFyG9x1sPWo18MiQk40KwcApE9fcKldTJfaXWz5ruU2Z/Mc2x23237f8rsLcltWbWnd6nSzqpFVOYQAACBHVMWoqsq///472/fR+p5Jp/KDqizXrl3rvbx+/XpXCarT92vUqGH/+te/bNGiRa5iVr1RVY0pul2nwkvv3r1t4MCBrrLW0xLh008/df13FTJ77qOg0rPvH3zwgZ100kkuHFTf1zvuuMPuuusua9asmXdfRo0aZV27dnVVm6rwvffee+35559PMQmaWgCcffbZLkBU6wHd/uWXX7ogUlRh+p///Md69uzpevLqcdV+QBWxHmpXoKrYTp06uaBV/VnV0kEtCDzmzp3rqlrbtm3rfqqyVf1b77vvPu86CmgVWOs56Jhqf9UyQK0CPPTYes7qbbt8+XL3vC+44AL3unqUxGNTYkPbt956yx1ovcnbtGljb775prdcObVx48aleDOIelfo4HvoDfTYY4/ZO++848qk1Qxa/UjUfwJA8aF/y/uO7POGtOsPrE9zym5UaJQ1rNDQLWX2lbFPHv/E7r76bjulccpv1gAAmdOki5q0rE21NrZ231qbs2WO63m7bOcytzSt1NSFt2o1AwAAkB2qXlRg9/bbb2drcjFPT1H9zC+q8uzVq1eKU+pFfUsVvn377bfusgI5X6q6VdgnOpXfMymVeHreem73UCg4dOhQ9/uqVavchFz79u1zp9s/9NBDLpj0pbBQ+ZWCZYWf//73v+2qq65Ksc6PP/5ozzzzjMXHx7vMTEGxerD6UsCoybz0GVpVpKr+9c3VFEarP6z2ScdWx0OTeGm/PJSrPfzww/bPP/+4oFT9YdW2wDckPXjwoHtOmlhMofZFF13k9s339VJLBB3jnTt3ulB88ODBrm+sr5J4bEpkaPvFF1+4F3PMmDEu1R45cqSblU0Hq2rV9Cs61FtEt3ukPt1ZZdlqhqwXRiXqenNom3/99ZcrZQbgv2ISYlxA6wlqD8YfTHF7WFCY1S9f3xvUVoqo5P1vwPaDBTtzIwCUBvpvapNKTdyy7fA2+23zb/bX7r9s9d7Vbqlbrq51q9vNmlTky3DPQF8f+DR7sgoQdHqePqxpYO/5+5TbgoKcFDYAAOCvVPWo3Ee9RbOi9TxVkvlFwWpm7Ray04pBvU5zeh9VfWrJzIcffpjldtQ6IDNqMaBq1cyoqnXx4sWZrnP66ae73CwzageQVUuA22+/3S2l7diUyNBWZceazc1TPavw9ocffnC9Kh544IF076MBsGaOS4/+4Sj41UDZ04BYL7R6YKhpsGeWOAD+Ie5YnG08uNFVc2nRZDi+NEGYAoIGFRq4kLZmVE0mDQOAQqL/5l588sW2N26vq7xdumOpbTq0yTat2OTaJbQIaVHqp7XVB1AFsCoW0EzHqubRuFanR3o+sOSmoCA3hQ0AAPijMmXK2LnnnuvNgNKruFWFo/7uaT2tD6CIQ9uEhARbuHChK4n2UB+KM888M9MkXKXR9erVc/0j1Fz42WefdYNkT28SVSNoGx4aNGuwq22mF9qqjFqLx6FDh/LxWQLIKKTdeGCj7Yzdme7M5g3KnwhpdRquZjYHABSdSmUqWf+m/a1nvZ72x5Y/bMH2Be5LNv3PbjP775b/ppnwobTQ6XMqFPB8GNWpdJrgQqf05aWgIDeFDQAA+Htwq/6jOoX9p59+ssOHD7t+sOp1qr+RqrAlsAX8JLRVPxCdUuaZCc5Dl1euXJnufdSUWIPV1q1bu14aL7/8smtM/Oeff7pZ3jzNn9Pbpue21J577jl74okn8u15AchZSFulTBWrV76e1Y+u71ofRIZGcggBwA9FhUXZWY3OchOXLdi2wOZsmmNHKxy1PfH/3+OttNE4dOzYsW4Si6ZNm9rSpUtt9uzZLnTNbUFBbgsbKEQAAPgzTyB7ySWX2Pnnn+/OotaXm5q4Kz972AIlRZG3R8gpNQ3W4jtQVv8JNSR+6qmncrVNDYg9jag9lbZ16tTJl/0FSpvYhFh36my2Qtry9a1edD0rG1q2SPYVAJA7ESERdlq906z+0fr2/rvv24VnX1hqD6WqXjV21AQZqhBSQYImxLjiiivc7bkpKMhNYYNQiAAAKA4U0BLSAn4e2qohsAa3mlHOly5n1LM2Nf1Db9euna1du9Zd9tzPM0ud7zZTzwToERYW5hYAOaNvRQ8cPWCbDm5y1bSbD222PXFpq60IaQGgZAoOCDZbYFY2pPR++fbll1/aJ598Yp9++qlr17VkyRK788473YRkmpW6MFGIAAAAUHIUaWgbGhpq7du3t2nTptkFF1zgrlOfWl2+9dZbs7UNVSEsX77czjnnHHdZkzsouNU2PCGtqh/mzp1rN910UwE+G6DkS0pOcj0MFdJ6lsMJh9OsR0gLACgt7r33Xldt62lz0KpVK9u4caOrelVom5uCgtwWNlCIAAAAUHIUeXsEtSXQgPbUU0+1jh07uokaYmNjvZMuDB482GrVquUGvvLkk09a586drXHjxnbgwAF76aWX3MD42muvdberJ4qqG55++mlr0qSJd4ZeVTt4gmEA2XMs8ZhtO7ztRBXtwc2ukjY+8f8n7ZPAgEA3u3jdcnXdpGF1outYmRBm+wQAlA5xcXGu36wvBa4qRMhtQUF+FDYAAACgeCvy0FYNqHfv3m2PPvqo6+ulwezkyZO9Pbw2bdqUYiC8f/9+N5Ou1q1QoYIb0GrW3pNPPtm7zn333eeC3+uvv94Fu927d3fbDA8PL5LnCBSXVgeH4g+5YHbLoS1u2R6z3VXX+goNCrU65eq4gFZLrahaFhJE03gAQOnUv39/18O2bt26rj3C4sWL3SRkV199dY4KCnr37m0DBw70hrJZFTYAAACgZCvy0FY0OM2oamDGjBkpLr/22mtuyYwGx6rI1QIg4ypahbIKabce2up+xiTEpFlPk4R5AlpV01YrW81V1wIAALM333zThbA333yz7dq1y4WxN9xwgytIyElBwbp169wEZNktbAAAoDiKiYlxZ49oXiL9XrZsWXcmtYr19DsAPwttARTOhGGugvbwiSraHTE70lTRKoytFlnNaper7RZV1JYPL+++CAEAAGlFRUW5KlgteSko2LBhQ44KGwAAKG7thNTacty4ca44T/MT+bYV6tmzpzubRGeulClDuz1ACG2BEighMcH1ovW0OdASeyw23SpaT0BbO6q2601LqwMAAAAAQH4GtmPHjrWPP/443dsV4Kpvu5Yrr7zSnZmSn8HtrFmz3HxICxcutO3bt9vEiRNTtCh6/PHH7fPPP7fNmzd7+8qr9VGnTp0y3KbmXZowYYKtXLnSIiIirGvXrvbCCy9Ys2bN8m2/AUJboJg7nnTcdsbstK2Ht7qgVsvuuN1p1lMVbY2yNf4/pC1X26LDoqmiBQAAAAAUWGD773//2z755JNsre8JdvMzuFWLojZt2rh+8xdeeGGa25s2bWqjRo2yhg0b2pEjR1xLzj59+rgWDlWqVEl3mzNnzrRbbrnFOnToYMePH7cHH3zQ3eevv/6yyMjIfNlvgNAWKGYB7ZpDa8zamf168Fc7sPCA7YzdmabNgZQLK+eqZ2uVq+XaHNSIqmHBgfyTBwAAAAAUDrVEyG5g6xvcnn322da8efN82Yd+/fq5JSOXX355isuaUPS9996zZcuWuYlC06M+877U9qFq1aqumrdHjx75st8ACQ7gpxTErt231uZvnW/zt51YFm9fbEeOHzEbYPZ33N/edcuElHGtDbTUiqrlfqr1AQAAAAAARUETjSnMzI0PPvjATfRZ2JOTJSQkuFYO0dHRrjo3uw4ePOh+VqxYsQD3DqUNoS3gBxKTEm3NvjUulF20fZEt2rHIFm5baAfjT/yH31dkcKTFrom1Ni3bWNN6TV1AS5sDAAAAAIA/SUpKcpOO5Ybu99BDD1lh+f777+3SSy917Rxq1KhhU6dOtcqVK2f7ed55553WrVs3a9myZYHvK0oPQlugCCYJ+2v3Xy6cdSHtjkW2dMfSdCcKCw8Ot3bV21mHmh3s1JqnWodaHSxmY4x1eLiDdfp3J6tRpQavHwAAAADA76gnrCYZyw3db926ddauXTsrDL169bIlS5bYnj177J133rFBgwbZ3LlzXcuDrKi37YoVK2z27NmFsq8oPQhtgQIUmxBry3Yus8U7TlTQ6ueKXStccJtaRHCEta3e1oW07Wq0cyFtiyotLCQoJMV6izYt4jUDAAAAAPh9e4SivH9OaPKwxo0bu6Vz587WpEkT19d2xIgRmd7v1ltvdVW6s2bNstq1axfa/qJ0ILQF8sn+I/ttyY4l3nBWP1ftXZXuJGHlw8u7cPaUGqd4fzat1NSCAoN4PQAAAAAAxV5e+9EWdj/b1C0P4uPjM7w9OTnZbrvtNps4caJr5dCgQYNC3T+UDoS2QA4phF23b52roF26c6n354YDG9Jdv3rZ6inCWf2sX76+BQQEcOwBAAAAACWSqlaDgoJy1SJB92vUqFG+7IcqdtWqwWP9+vWuFYImDatUqZI988wzdv7557tetmqP8NZbb9nWrVvt4osv9t6nd+/eNnDgQFdZ62mJ8Omnn9o333xjUVFRtmPHDne9JjCLiIjIl/0GCG2BTByKP+RCWRfM7lhqy3Yts+U7l6fbf1YalG/gWhucUv0U91MBbY0o+s4CAAAAAEqXwMBA69mzp02bNi3H99X9dP/8sGDBAtez1mP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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 2, figsize=(14, 5))\n", "\n", "sns.histplot(df[\"Баллы\"], bins=8, kde=True, color='green', ax=axes[0])\n", "axes[0].set_title(\"Распределение баллов\", fontsize=12)\n", "axes[0].set_xlabel(\"Баллы\")\n", "axes[0].set_ylabel(\"Частота\")\n", "\n", "sns.scatterplot(x=\"Возраст\", y=\"Баллы\", hue=\"Категория\", \n", " size=\"Бонус\", sizes=(50, 200), data=df, ax=axes[1])\n", "axes[1].set_title(\"Баллы vs Возраст (размер = бонус)\", fontsize=12)\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 13, "id": "9db94ac0-b302-430e-a959-8d5869444e21", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "=== ДАТАСЕТ IRIS ===\n", "Размер данных: (150, 5)\n", "Колонки: ['sepal_length', 'sepal_width', 'petal_length', 'petal_width', 'species']\n", "\n", "Первые 5 строк:\n" ] }, { "data": { "text/html": [ "
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sepal_lengthsepal_widthpetal_lengthpetal_widthspecies
05.13.51.40.2setosa
14.93.01.40.2setosa
24.73.21.30.2setosa
34.63.11.50.2setosa
45.03.61.40.2setosa
\n", "
" ], "text/plain": [ " sepal_length sepal_width petal_length petal_width species\n", "0 5.1 3.5 1.4 0.2 setosa\n", "1 4.9 3.0 1.4 0.2 setosa\n", "2 4.7 3.2 1.3 0.2 setosa\n", "3 4.6 3.1 1.5 0.2 setosa\n", "4 5.0 3.6 1.4 0.2 setosa" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "iris = sns.load_dataset('iris')\n", "\n", "print(\"=== ДАТАСЕТ IRIS ===\")\n", "print(f\"Размер данных: {iris.shape}\")\n", "print(f\"Колонки: {list(iris.columns)}\")\n", "print(\"\\nПервые 5 строк:\")\n", "iris.head()" ] }, { "cell_type": "code", "execution_count": 14, "id": "b3b71f0b-ab11-424b-b335-d9cf765cfa83", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "=== ИНФОРМАЦИЯ О ДАННЫХ ===\n", "\n", "RangeIndex: 150 entries, 0 to 149\n", "Data columns (total 5 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 sepal_length 150 non-null float64\n", " 1 sepal_width 150 non-null float64\n", " 2 petal_length 150 non-null float64\n", " 3 petal_width 150 non-null float64\n", " 4 species 150 non-null str \n", "dtypes: float64(4), str(1)\n", "memory usage: 6.0 KB\n", "None\n", "\n", "=== СТАТИСТИЧЕСКОЕ ОПИСАНИЕ ===\n", " sepal_length sepal_width petal_length petal_width\n", "count 150.000000 150.000000 150.000000 150.000000\n", "mean 5.843333 3.057333 3.758000 1.199333\n", "std 0.828066 0.435866 1.765298 0.762238\n", "min 4.300000 2.000000 1.000000 0.100000\n", "25% 5.100000 2.800000 1.600000 0.300000\n", "50% 5.800000 3.000000 4.350000 1.300000\n", "75% 6.400000 3.300000 5.100000 1.800000\n", "max 7.900000 4.400000 6.900000 2.500000\n", "\n", "=== КОЛИЧЕСТВО КАЖДОГО ВИДА ===\n", "species\n", "setosa 50\n", "versicolor 50\n", "virginica 50\n", "Name: count, dtype: int64\n" ] } ], "source": [ "print(\"=== ИНФОРМАЦИЯ О ДАННЫХ ===\")\n", "print(iris.info())\n", "\n", "print(\"\\n=== СТАТИСТИЧЕСКОЕ ОПИСАНИЕ ===\")\n", "print(iris.describe())\n", "\n", "print(\"\\n=== КОЛИЧЕСТВО КАЖДОГО ВИДА ===\")\n", "print(iris['species'].value_counts())" ] }, { "cell_type": "code", "execution_count": 15, "id": "71f0e0ff-0807-47bf-a06c-e93909d4591d", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.pairplot(iris, hue='species', palette='Set1', diag_kind='kde')\n", "plt.suptitle(\"Взаимосвязи признаков в датасете Iris\", y=1.02, fontsize=14)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 16, "id": "26a06e19-74a5-4b78-b781-648ac1fa5636", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8, 6))\n", "\n", "iris_numeric = iris.drop('species', axis=1)\n", "correlation = iris_numeric.corr()\n", "\n", "sns.heatmap(correlation, annot=True, cmap='coolwarm', center=0, \n", " square=True, linewidths=1, fmt='.2f')\n", "\n", "plt.title(\"Матрица корреляции признаков Iris\", fontsize=14)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 17, "id": "23e157d9-020c-4997-8999-cef85fade234", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Симуляция долгого процесса:\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Обработка данных: 100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:01<00:00, 94.96шаг/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Процесс завершен!\n", "\n", "Обработка строк DataFrame:\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Анализ студентов: 100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 6/6 [00:00<00:00, 18.55it/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Готово!\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "print(\"Симуляция долгого процесса:\")\n", "\n", "for i in tqdm(range(100), desc=\"Обработка данных\", unit=\"шаг\"):\n", " time.sleep(0.01) # имитируем работу\n", "\n", "print(\"Процесс завершен!\")\n", "\n", "print(\"\\nОбработка строк DataFrame:\")\n", "for index, row in tqdm(df.iterrows(), total=len(df), desc=\"Анализ студентов\"):\n", " time.sleep(0.05)\n", "\n", "print(\"Готово!\")" ] }, { "cell_type": "code", "execution_count": 1, "id": "7770f48e-29de-4f79-9eee-9f385a1cd703", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Данные загружены! Размер: (1599, 12)\n", "Первые 5 строк:\n", "\n", "=== ИНФОРМАЦИЯ О ДАННЫХ ===\n", "\n", "RangeIndex: 1599 entries, 0 to 1598\n", "Data columns (total 12 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 fixed acidity 1599 non-null float64\n", " 1 volatile acidity 1599 non-null float64\n", " 2 citric acid 1599 non-null float64\n", " 3 residual sugar 1599 non-null float64\n", " 4 chlorides 1599 non-null float64\n", " 5 free sulfur dioxide 1599 non-null float64\n", " 6 total sulfur dioxide 1599 non-null float64\n", " 7 density 1599 non-null float64\n", " 8 pH 1599 non-null float64\n", " 9 sulphates 1599 non-null float64\n", " 10 alcohol 1599 non-null float64\n", " 11 quality 1599 non-null int64 \n", "dtypes: float64(11), int64(1)\n", "memory usage: 150.0 KB\n", "\n", "=== СТАТИСТИЧЕСКОЕ ОПИСАНИЕ ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\Пользователь\\AppData\\Local\\Temp\\ipykernel_6104\\1696143103.py:40: FutureWarning: \n", "\n", "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n", "\n", " sns.boxplot(data=df_wine, x='quality_cat', y='alcohol', palette='Set2')\n" ] }, { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== ПРОГРЕСС-БАР (демонстрация) ===\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Обработка данных: 100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 100/100 [00:00<00:00, 179.06запись/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "Анализ завершен!\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "# ============================================\n", "# Данные с Kaggle (локальный файл)\n", "# ============================================\n", "\n", "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "from tqdm import tqdm\n", "import time\n", "\n", "df_wine = pd.read_csv('winequality-red.csv', sep=',')\n", "\n", "print(f\"Данные загружены! Размер: {df_wine.shape}\")\n", "print(f\"Первые 5 строк:\")\n", "df_wine.head()\n", "\n", "print(\"\\n=== ИНФОРМАЦИЯ О ДАННЫХ ===\")\n", "df_wine.info()\n", "\n", "print(\"\\n=== СТАТИСТИЧЕСКОЕ ОПИСАНИЕ ===\")\n", "df_wine.describe()\n", "\n", "plt.figure(figsize=(15, 5))\n", "\n", "plt.subplot(1, 3, 1)\n", "sns.histplot(df_wine['quality'], bins=10, kde=True, color='purple')\n", "plt.title('Распределение качества вина', fontsize=12)\n", "plt.xlabel('Качество (0-10)')\n", "plt.ylabel('Частота')\n", "\n", "plt.subplot(1, 3, 2)\n", "sns.scatterplot(data=df_wine, x='alcohol', y='quality', alpha=0.6, color='green')\n", "plt.title('Алкоголь vs Качество', fontsize=12)\n", "plt.xlabel('Алкоголь (%)')\n", "plt.ylabel('Качество')\n", "\n", "plt.subplot(1, 3, 3)\n", "df_wine['quality_cat'] = df_wine['quality'].astype('category')\n", "sns.boxplot(data=df_wine, x='quality_cat', y='alcohol', palette='Set2')\n", "plt.title('Алкоголь по оценкам качества', fontsize=12)\n", "plt.xlabel('Оценка качества')\n", "plt.ylabel('Алкоголь (%)')\n", "\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "plt.figure(figsize=(12, 8))\n", "corr = df_wine.corr()\n", "sns.heatmap(corr, annot=True, cmap='coolwarm', fmt='.2f', linewidths=0.5)\n", "plt.title('Корреляция признаков (Wine Quality Dataset)', fontsize=14)\n", "plt.show()\n", "\n", "print(\"\\n=== ПРОГРЕСС-БАР (демонстрация) ===\")\n", "for i in tqdm(range(100), desc=\"Обработка данных\", unit=\"запись\"):\n", " time.sleep(0.005)\n", "\n", "print(\"\\nАнализ завершен!\")" ] }, { "cell_type": "code", "execution_count": null, "id": "19e0d34c-25a8-4ad5-a366-1a29e97caafe", "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": "3.13.11" } }, "nbformat": 4, "nbformat_minor": 5 }