{ "cells": [ { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Index(['Store ID ', 'Store_Area', 'Items_Available', 'Daily_Customer_Count',\n", " 'Store_Sales'],\n", " dtype='object')\n" ] } ], "source": [ "import pandas as pd\n", "df = pd.read_csv(\".//static//csv//Stores.csv\")\n", "print(df.columns)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "\n", "df['Items_per_Area'] = df['Items_Available'] / df['Store_Area']\n", "\n", "plt.figure(figsize=(10, 6))\n", "plt.bar(df['Store ID'], df['Items_per_Area'], color='skyblue')\n", "\n", "plt.xlabel('Store ID')\n", "plt.ylabel('Items per Area (Items per square meter)')\n", "plt.title('Коэффициент заполненности магазина')\n", "plt.xticks(df['Store ID']) \n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Благодаря этой диаграмме я узнал коэффициент заполненности магазина. Мы можем увидеть сколько товаров приходиться на квадратный метр площади магазина." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "df_filtered = df[df['Store ID'].between(1, 15)].copy()\n", "\n", "df_filtered.loc[:, 'Avg_Sales_Per_Customer'] = df_filtered['Store_Sales'] / df_filtered['Daily_Customer_Count']\n", "\n", "plt.figure(figsize=(10, 7))\n", "plt.pie(df_filtered['Avg_Sales_Per_Customer'], labels=df_filtered['Store ID'], autopct='%1.1f%%', startangle=140)\n", "plt.title('Средние продажи на одного клиента по магазинам (ID 1-15)')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Я построил круговую диаграмму которая высчитывает средние продажи на одного клиента в магазине и по диагрмме можно сказать что во втором магазине этот показатель самый большой (выборка делалась с 1 по 15 магазин)." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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lyatPnz5ITEzEwYMH891LT0/Hs2fPACi/NxKJBAqFQn3/+vXr2LVrV7FtEFkyjgATkVaaNm0KABgzZgzCw8NhbW2Nvn37onXr1njvvfcwd+5cJCUlISwsDLa2trhy5Qq2b9+OZcuWoXfv3qVu//Lly2jXrh369OmDoKAg2NjYICYmBmlpaejbt2+hn9u8eTOEEOjWrVuB9zt37gwbGxtER0erF969/fbbeOedd/DVV18hPDwclSpV0vjMG2+8gVmzZmHIkCFo0aIFzp8/j+joaNSoUUPr5woLC4OdnR26du2K9957D5mZmfjmm2/g4eGhMfKp8tJLL2HYsGH49ddf4enpifXr1yMtLa3IkT8rKyusXbsWnTp1Qt26dTFkyBBUrVoVt2/fxtGjR+Hs7Iwffvih2L4WF5egoCCEhoaiadOmcHV1xenTp7Fjxw6MHj26yHrnz5+PM2fOoGfPnmjQoAEA4LfffsN3330HV1dXREZGqss2bdoUq1atwmeffYbAwEB4eHigbdu2+Pjjj/H999+jU6dOGDNmDFxdXfHtt98iOTkZO3fuLPaQi9LE6M6dOzh69CjGjBlT4H2pVIrw8HBs374dX375JWxtbQvtx8SJE7Fnzx688cYbGDx4MJo2bYrHjx/j/Pnz2LFjB65fvw53d3d06dIFixcvRseOHdG/f3/cvXsXK1euRGBgYInnXRNZJJPuQUFEZq2gbdCePXsmPvzwQ1GlShUhkUjybeW1Zs0a0bRpU+Hg4CCcnJxE/fr1xaRJk8SdO3fUZfz9/QvcJguAiIiI0Lim2kJMte3Zv//+KyIiIsTLL78sKlSoIFxcXETz5s3Ftm3binyW+vXri2rVqhVZJjQ0VHh4eAi5XC6EUG6RptqWa9OmTfnKZ2dniwkTJghvb2/h4OAgWrZsKRITE0Xr1q01tugq6TZoe/bsEQ0aNBD29vaievXqYv78+WL9+vUCgEhOTlaXU8Xv4MGDokGDBkIqlYqXX35ZbN++XaO+gvYBFkKIs2fPip49ewo3NzchlUqFv7+/6NOnT7H776oUF5fPPvtMvPrqq6JSpUrCwcFBvPzyy+Lzzz/X2Au6ICdOnBARERGiXr16wsXFRdja2opq1aqJwYMHi2vXrmmUTU1NFV26dBFOTk4CgEa8r127Jnr37i0qVaok7O3txauvvppvT1xVbF6MWWlitGjRIgGgyDIbN24UAMTu3buFEIX/WRBCuX3blClTRGBgoLCzsxPu7u6iRYsW4osvvtCI5bp160StWrXU34MNGzYU+P0iouckQrzw73dEREREROUY5wATERERkUVhAkxEREREFoUJMBERERFZFCbARERERGRRTJoAz507F82aNYOTkxM8PDzQo0cPjQ3Mr1+/DolEUuBr+/bt6nIF3d+yZYtGW3FxcWjSpAmkUikCAwOxceNGYz0mEREREZkRkybAx44dQ0REBH7++WfExsZCLpcjLCwMjx8/BgD4+fkhJSVF4xUVFYWKFSuiU6dOGnVt2LBBo1zejdmTk5PRpUsXtGnTBklJSYiMjMTw4cML3GCciIiIiMo3s9oG7Z9//oGHhweOHTuGVq1aFVimcePGaNKkicbRoxKJBDExMflOI1KZPHky9u3bhwsXLqiv9e3bF+np6Thw4ECx/crNzcWdO3fg5ORU6PGbRERERGQ6Qgg8evQIPj4+xR56Y1a7ZF+5ckUAEOfPny/w/unTpwUAceLECY3rAISPj49wc3MTzZo1E+vWrRO5ubnq+yEhIWLs2LEan1m/fr1wdnYusJ3s7Gzx8OFD9euPP/4QAPjiiy+++OKLL774MvPX33//XWzOaTZHIefm5iIyMhItW7ZEvXr1Ciyzbt061KlTBy1atNC4PmvWLLRt2xaOjo44dOgQPvjgA2RmZqqPo0xNTYWnp6fGZzw9PZGRkYEnT57AwcFB497cuXMRFRWVr/21a9fC0dGxNI9JRERERAaQlZWF4cOHw8nJqdiyZpMAR0RE4MKFCzh+/HiB9588eYLNmzdj+vTp+e7lvda4cWM8fvwYCxcuLPQ89uJMmTIF48ePV7/PyMiAn58fevToAWdnZ53qNAS5XI7Y2Fh06NChyDPlSRPjpj3GTDeMm/YYM90wbtpjzHRjznHLyMjA8OHDSzRd1SwS4NGjR2Pv3r2Ij4+Hr69vgWV27NiBrKwsvPvuu8XW17x5c8yePRs5OTmQSqXw8vJCWlqaRpm0tDQ4OzvnG/0FAKlUCqlUmu+6ra2t2f2wAfPtl7lj3LTHmOmGcdMeY6Ybxk17jJluzDFu2vTHpLtACCEwevRoxMTE4MiRIwgICCi07Lp169CtWzdUqVKl2HqTkpJQuXJldRIbHByMw4cPa5SJjY1FcHBw6R6AiIiIiMock44AR0REYPPmzdi9ezecnJyQmpoKAHBxcdEYmb169Sri4+Oxf//+fHX88MMPSEtLw2uvvQZ7e3vExsZizpw5+Oijj9RlRo0ahRUrVmDSpEkYOnQojhw5gm3btmHfvn2Gf0giIiIiMismTYBXrVoFAAgNDdW4vmHDBgwePFj9fv369fD19UVYWFi+OmxtbbFy5UqMGzcOQggEBgZi8eLFGDFihLpMQEAA9u3bh3HjxmHZsmXw9fXF2rVrER4ebpDnIiIiIiLzZdIEWJRwC+I5c+Zgzpw5Bd7r2LEjOnbsWGwdoaGhOHv2rFb9IyIiIqLyx6RzgImIiIiIjI0JMBERERFZFCbARERERGRRmAATERERkUVhAkxEREREFoUJMBERERFZFCbARERERGRRmAATERERkUUx6UEYRERERFT+KBRAQgKQkgJ4ewMhIYC1tal79RwTYCIiIiLSG5kMGDsWuHXr+TVfX2DZMqBnT9P1Ky9OgSAiIiIivZDJgN69NZNfALh9W3ldJjNNv17EBJiIiIiISk2hUI78CpH/nupaZKSynKkxASYiIiKiUktIyD/ym5cQwN9/K8uZGucAExEREZFO8i52++OPkn0mJcWwfSoJJsBEREREpLWCFruVhLe3YfqjDSbARERERKSVmBgJ+vYteL5vYSQS5W4QISGG61dJcQ4wEREREZWYQgGMH2+tdfILAEuXmsd+wEyAiYiIiKjE/vjDDbdvS7T6jK8vsGOH+ewDzCkQRERERFRiDx7Yl6jctGlAUBBPgiMiIiKiMiwnB9i+/aUSlW3XDggNNWx/dMUEmIiIiMgC5d3CrCSjtFevArVq2QKwLbJec1rsVhjOASYiIiKyMDIZUL060KYN0L+/8tfq1Qs/qnjzZqBWrfzXJZKC35vLYrfCMAEmIiIisiAyGdC7d/79e2/fVl7PmwRnZwNt2wIDBmiWTU2VY+dOoGpVzevmttitMEyAiYiIiCyEQqE8vKKgLcxU1yIjleWuXAEcHICjR5+XqV1bYNeu3XB1VSa5168r72/erPw1Odn8k1+ACTARERGRxUhIKPrkNiGAv/8GPv0UeOmFtW7ffQecP/9M45q1tXKhW79+yl/NedpDXlwER0RERGQhUlJKVu7zzzXf374N+PgAcrn++2QKTICJiIiILERJE2AVe3sgKyv/YreyjlMgiIiIiCzAe+8BEyaUvPyiRcCTJ+Uv+QU4AkxERERUrmVnKxezvUgiKXgxHKDc87dmTcP2y5Q4AkxERERUTv3+e/7k99EjYOdOwMOj4M88e1a+k1+ACTARERFRuTRnDtCo0fP3PXooR3wrVlQmwWlpmuUnTFDeLys7OZQGp0AQERERlSPPngHVqmkueNu5U7k/7+PHwMCBQEyM5meSkoCGDY3aTZNiAkxERERUTly/DgQEaF67cwfw9gYuXgTq1cv/mexsQCo1SvfMBqdAEBEREZUDGzZoJr916ypPdPPyAtavz5/89u+vnPJgackvwBFgIiIiojItN1d5CltCwvNry5YBY8YAmZnA4MHKKRB5xccDISHG7KV5YQJMREREVEbdvQt4empeu3gRCAoCzp8HGjTI/5lHj5QL4SwZp0AQERERlUH79mkmvzY2yoMr6tQBvvkmf/IbEvJ8FwhLxwSYiIiIqAwRAnj3XeCNN55fi4wE5HLlq08fYORIzc/s3q2c9kBKnAJBREREVEakpwOVK2teO3YMaNVKeehF3n1/Vf79F3BzM0bvyg6OABMRERGVASdP5k9+791TTm1YvTp/8uvnp1wgx+Q3PybARERERGZMCGDKFKBly+fXunZVbnFmYwO89Rbw/vuan1m7Frh5E5BIjNvXsoJTIIiIiIjMVGYmUKMG8M8/z699/z3Qty9w9izQrJkyEc7r1i2galXj9rOsYQJMREREZIYK2sbsr7+A6tWBlSuB0aPzf+bZM8Da2ijdK9M4BYKIiIjIzHz5pWbyGxSk3OLM1RXo3Tt/8jtnjnKqBJPfkuEIMBEREZGZePJEuaPD6dPPr82fD0yapLzWqpWyTF6XLgEvvWTcfpZ1TICJiIiIzMCVK/kT2V9/BZo2VY4Ijx2b/zNPnwK2tsbpX3nCKRBEREREJrZ5s2bya2en3OKsZk2gZ8/8ye/o0copD0x+dcMEmIiIiMhEnj4F3nwTGDDg+bVRo5TTHK5eVS5427VL8zOnTwPLlxuzl+UPp0AQERERmcDNm4C/v+a1H34AunQBli4Fxo/P/5msLMDBwSjdK9dMOgI8d+5cNGvWDE5OTvDw8ECPHj1w6dIljTKhoaGQSCQar1GjRmmUuXnzJrp06QJHR0d4eHhg4sSJePbsmUaZuLg4NGnSBFKpFIGBgdi4caOhH4+IiIioQHv35k9+r18HWrQAevTIn/x2766c8sDkVz9MmgAfO3YMERER+PnnnxEbGwu5XI6wsDA8fvxYo9yIESOQkpKifi1YsEB9T6FQoEuXLnj69ClOnjyJb7/9Fhs3bsSMGTPUZZKTk9GlSxe0adMGSUlJiIyMxPDhw3Hw4EGjPSsRERFZDoUCOHwYmD5d+Tp8WHnt2TPlqW1duz4vGxamnPJw5w4QGAjs2aNZ108/5Z8GQaVj0ikQBw4c0Hi/ceNGeHh44MyZM2jVqpX6uqOjI7y8vAqs49ChQ/jjjz/w008/wdPTE40aNcLs2bMxefJkzJw5E3Z2dli9ejUCAgKwaNEiAECdOnVw/PhxLFmyBOHh4YZ7QCIiIrI4MhkwcqRyEZvKZ58BlSsDOTnKaQwqq1Ypyy5eDEycmL+uhw8BZ2fD99nSmNUc4IcPHwIAXF1dNa5HR0dj06ZN8PLyQteuXTF9+nQ4OjoCABITE1G/fn14enqqy4eHh+P999/HxYsX0bhxYyQmJqJ9+/YadYaHhyMyMrLAfuTk5CAnJ0f9PiMjAwAgl8shl8tL/Zz6ouqLOfWpLGDctMeY6YZx0x5jphvGTXuGillMjARvv606jUKice/BA82yp07JUa0a0LWrNfbv1/xH+UaNBE6degaJBDCnH6s5f9e06ZPZJMC5ubmIjIxEy5YtUa9ePfX1/v37w9/fHz4+Pjh37hwmT56MS5cuQSaTAQBSU1M1kl8A6vepqalFlsnIyMCTJ0/g8MKEmrlz5yIqKipfHw8dOqROvM1JbGysqbtQJjFu2mPMdMO4aY8x0w3jpj19xkyhAN5/PwyANV5MfvOyssrFxo0HcOSIE+bMeRWPHmnuZfbRR7/i9dfv4Mcf9dY1vTPH71pW3qH1YphNAhwREYELFy7g+PHjGtdHjhyp/n39+vXh7e2Ndu3a4dq1a6hZs6ZB+jJlyhSMzzP7PCMjA35+fggLC4OzGf07hFwuR2xsLDp06ABbbgRYYoyb9hgz3TBu2mPMdMO4aU8fMVMogOPHJUhJAby9gdxc4P794lOr3FwrHDsWjnXr8p9bfPu2HFWqNALQSKc+GZo5f9dU/2JfEmaRAI8ePRp79+5FfHw8fH19iyzbvHlzAMDVq1dRs2ZNeHl54ZdfftEok5aWBgDqecNeXl7qa3nLODs75xv9BQCpVAqpVJrvuq2trdn9sAHz7Ze5Y9y0x5jphnHTHmOmG8ZNe7rGTCZTHk5x69bzay/M4CzSi8lvpUrKOcNWVmXj52eO3zVt+mPSXSCEEBg9ejRiYmJw5MgRBAQEFPuZpKQkAIC3tzcAIDg4GOfPn8fdu3fVZWJjY+Hs7IygoCB1mcOHD2vUExsbi+DgYD09CREREVkKmQzo3Vsz+QWA+/d1q2/5cuX8YCseT2Y0Jh0BjoiIwObNm7F79244OTmp5+y6uLjAwcEB165dw+bNm9G5c2e4ubnh3LlzGDduHFq1aoUGDRoAAMLCwhAUFISBAwdiwYIFSE1NxbRp0xAREaEexR01ahRWrFiBSZMmYejQoThy5Ai2bduGffv2mezZiYiIqOxRKJQjv0Lop77r1/PvB0yGZ9K/a6xatQoPHz5EaGgovL291a+tW7cCAOzs7PDTTz8hLCwML7/8MiZMmIBevXrhhx9+UNdhbW2NvXv3wtraGsHBwXjnnXfw7rvvYtasWeoyAQEB2LdvH2JjY9GwYUMsWrQIa9eu5RZoREREpJWEhPwjv7p6+pTJr6mYdARYFPPXJz8/Pxw7dqzYevz9/bF///4iy4SGhuLs2bNa9Y+IiIgor5SUkpWzsVEeelGQqVOV+wKT6ZjFIjgiIiKisqBSpZKVs7MrOAG+cAGoW1evXSIdMAEmIiIiKoEzZ4DOnUtWtqAtaZ88Aezt9dsn0g3XGxIREREVQQjlwrdXXtHt84MGKetg8ms+OAJMREREVIiHD0s+7aEgJ04ALVrorTukJ0yAiYiIiKDc4iwhAeqT3e7fB3r10r2+Bw9KlzyT4TABJiIiIotX0MlupbFjB5Nfc8YEmIiIiCya6mQ3bQ63kEqBnJz8193dga+/Bnr21F//SP+YABMREZHF0vVkt4KS3127gDfeAKyt9dI1MiAmwERERGSxjh+XlHraQ0AAcPUqYMW9tcoM/qiIiIioXFMogLg44Pvvlb8qFM/vHTggKVXd69cDf/3F5Les4QgwERERlVsFLW7z9QUWLJBg/vxg/P677vMVbtxQJr/ff6/cNSIkhNMfygomwERERFQuFba47fZtoH9/GwAeOte9bRvQsmX+xHrZMi6AKws4YE9ERETlTlGL27Rd8JbX0KHAzp3A22/n3zLt9m1lwi2T6V4/GQcTYCIiIip3EhL0t6dvXjExwMiRRSfWkZGa84zJ/DABJiIionInJcUw9T54ANy7V/h9IYC//1Ym4GS+mAATERFRuePlZdr2DZWAk34wASYiIqJyQ6EAfvxReSCFKXl7m7Z9KhoTYCIiIioXZDKgalWgc2cgK8s0fZBIAD8/5ZZoZL64DRoRERGVGQqFcn5tSorm3rsyGdCrl2n7JvnvTI2lS7kfsLljAkxERERmTZX07t4NbNoE/Pvv83u+vsDChUC/fsbrj0QCuLoCDg759wFeupT7AJcFTICJiIjIbBV0kltet24ZP/kFgDVrgO7dCx6NJvPHBJiIiIjMUmEnuZnSi6O8oaGm7A3pigkwERERmZ2iTnIzNnd34J13lCO+HOUtH5gAExERkdkx1Elu2oqKAqZOZdJb3jABJiIiIrNj6oMk/Py4oK08YwJMREREZkO148Pvvxu33aAgYOJEQCrlgjZLwASYiIiIzMKOHcAHHwD//GO8NitUEJg7V4KICMCKx4NZDCbAREREZDKqEd9Fi4C9e43bdsOGd7F9e2XUqmVr3IbJ5JgAExERkUkUt8evoVSqBCxc+Azu7omoXr2zcRsns8DBfiIiIjI61R6/xk5+e/QA/vgDGDRIqA+1IMvDBJiIiIiMylR7/E6YoEy8vb2N2y6ZH06BICIiIqMy9h6/dnbKo4sHDTJem2TemAATERGRUd25Y9z29u8H2rUzbptk3pgAExERkdFkZwPTphmnLYkE8PUFQkON0x6VHUyAiYiIyChu3VKesGYMqgVuS5fyQAvKj4vgiIiIyOBiY42X/ALKkd8dO3iUMRWMI8BERERkMEIA7dsDR44Ytp2TJ4GcHCAlhUcZU/GYABMREZFBPHkCODoato2OHYHdu5U7PRCVFKdAEBERkd6dOmX45Dc+HvjxRya/pD0mwERERKQ3QgAffAC89prh2vD3B+Ry5TQHIl0wASYiIiK9uH8fsLICVq0yXBvTpwPXrwM2nMRJpcAEmIiIiErthx8ANzfDt9O6teHboPKPCTARERHpLCsL6NUL6NbNOO3dvWucdqh84z8gEBERkU5+/RV49VXjtuntbdz2qHziCDARERFpRS4HoqKMm/xKJMqDNLjwjfSBI8BERERUYpcvA2+/DSQlGa9NHmtM+sYRYCIiIiqWEMrdHWrXNnzya/VCdsJjjUnfOAJMRERERbpzBxg2DDhwwDjtbd4MeHryWGMyHCbAREREBABQKICEBM3EUyYDRo1S7vFrDG+/rXwRGRITYCIiIoJMBowdC9y69fyao6NymzNjcXMDoqON1x5ZLpPOAZ47dy6aNWsGJycneHh4oEePHrh06ZL6/v379/Hhhx+idu3acHBwQLVq1TBmzBg8fPhQox6JRJLvtWXLFo0ycXFxaNKkCaRSKQIDA7Fx40ZjPCIREZHZk8mA3r01k1/AuMmvRAKsWcOpDmQcJk2Ajx07hoiICPz888+IjY2FXC5HWFgYHj9+DAC4c+cO7ty5gy+++AIXLlzAxo0bceDAAQwbNixfXRs2bEBKSor61aNHD/W95ORkdOnSBW3atEFSUhIiIyMxfPhwHDx40FiPSkREZJYUCuXIrxDGac/WNv+JcX5+XORGxmXSKRAHXphNv3HjRnh4eODMmTNo1aoV6tWrh507d6rv16xZE59//jneeecdPHv2DDZ5DgKvVKkSvLy8Cmxn9erVCAgIwKJFiwAAderUwfHjx7FkyRKEh4cb4MmIiIjKhoSE/CO/huTuDly/Dpw8yUVuZDpmNQdYNbXB1dW1yDLOzs4ayS8AREREYPjw4ahRowZGjRqFIUOGQPLfxoGJiYlo3769Rvnw8HBERkYW2EZOTg5ycnLU7zMyMgAAcrkccrlc6+cyFFVfzKlPZQHjpj3GTDeMm/YYM92UJm5//y2BMdOBlBQgPv4ZWrd+PuScm6t8GRO/a7ox57hp0yezSYBzc3MRGRmJli1bol69egWW+ffffzF79myMHDlS4/qsWbPQtm1bODo64tChQ/jggw+QmZmJMWPGAABSU1Ph6emp8RlPT09kZGTgyZMncHBw0Lg3d+5cREVF5Wv/0KFDcHR0LM1jGkRsbKypu1AmMW7aY8x0w7hpjzHTjS5xi4mpA+Al/XemCD/+mITHj28btc3C8LumG3OMW5YWk9bNJgGOiIjAhQsXcPz48QLvZ2RkoEuXLggKCsLMmTM17k2fPl39+8aNG+Px48dYuHChOgHW1pQpUzB+/HiNtv38/BAWFgZnZ2ed6jQEuVyO2NhYdOjQAba2tqbuTpnBuGmPMdMN46Y9xkw3usZt/XoJYmKMP/egU6dGaN26odHbzYvfNd2Yc9xU/2JfEmaRAI8ePRp79+5FfHw8fH19891/9OgROnbsCCcnJ8TExBQb8ObNm2P27NnIycmBVCqFl5cX0tLSNMqkpaXB2dk53+gvAEilUkil0nzXbW1tze6HDZhvv8wd46Y9xkw3jJv2GDPdaBO3y5eBDz4wcIdeIJEoT3Vr08bGbOb88rumG3OMmzb9MekuEEIIjB49GjExMThy5AgCAgLylcnIyEBYWBjs7OywZ88e2NvbF1tvUlISKleurE5ig4ODcfjwYY0ysbGxCA4O1s+DEBERlSHLlwMvv2zcebf/LcvB0qVc8EamZ9IR4IiICGzevBm7d++Gk5MTUlNTAQAuLi5wcHBQJ79ZWVnYtGkTMjIy1MPbVapUgbW1NX744QekpaXhtddeg729PWJjYzFnzhx89NFH6nZGjRqFFStWYNKkSRg6dCiOHDmCbdu2Yd++fSZ5biIiIlNZvBiYMMH47fr6KpNfbnVG5sCkCfCqVasAAKGhoRrXN2zYgMGDB+O3337DqVOnAACBgYEaZZKTk1G9enXY2tpi5cqVGDduHIQQCAwMxOLFizFixAh12YCAAOzbtw/jxo3DsmXL4Ovri7Vr13ILNCIisiiJicZPfkePBnr14lZnZF5MmgCLYnbdDg0NLbZMx44d0bFjx2LbCg0NxdmzZ7XqHxERUXlx7BjwwniTUfTqZZp2iYpi0jnAREREZHh79xo/CZVIlCe8hYQYt12ikmACTEREVI59+inQtatx2+SCNzJ3TICJiIjKGYUCiItTJp+zZhmuHW9vYOJE5QK3vHx9gR07uOCNzJdZ7ANMRERE2lEogIQE5dHCVapIoFAor8tkwNixwK1bhmu7Th1g5UqgVStlkj137vO+eHtzwRuZPybAREREZUz+JNcGbm5hGDTICkuWAMWsHy+VkBAgPl7zmrU1F7pR2cIEmIiIqAyRyYDevfMnuffu2WPxYsO337q14dsgMjQmwERERGWEQqEc+S14hFdilD5wpJfKAy6CIyIiKiMSEgw7t7c4bm5MgKl8YAJMRERURqSkmLb9NWu4uI3KBybAREREZYBCAezbZ5q23d2BnTu5rRmVH5wDTEREZCbybm2WdzsxmQwYNgxITzd+n6pUUU67sLMzfttEhsIEmIiIyAwUtH+vuzswaBCwaJFp+iSRAKtXM/ml8odTIIiIiExMtbXZiwvc/v3XdMmvnx9Pc6PyiyPAREREJlT01mbGYWUFbN4MeHryNDeyDEyAiYiITOjzz027tRkAjB4NvP22aftAZEycAkFERGQiMhnw6aem7gXw5pum7gGRcTEBJiIiMgHV1AdT8/NTTncgsiRMgImIiEzA1Ke6AcpdHpYu5VxfsjxMgImIiEzgzBnTts9dHsiScREcERGRke3dC0yfbtw2P/5YuctDlSpA1arc5YEsGxNgIiIiI8nNVe76MGOGcdt1cwM++4wJL5EKE2AiIiIjePQIePddYNcu47e9Zg2TX6K8OAeYiIjIwC5fBpo3N37y6+sL7NzJeb5EL2ICTEREZED79gGNGgF//mncdj/5BLh+nckvUUE4BYKIiEgPFArl1maqo4RbtgTmzzf+YjeVDh047YGoMEyAiYiISkkmUx5qkXdfX3t7IDvbNP3h4RZERWMCTEREVAoyGdC7NyCE5nVTJL8SiQAg4eEWRMXgHGAiIiIdqY4zfjH5NQY3N+Uit7yqVuXhFkQlwRFgIiIiHZnyOOM1a4Du3ZV9+PvvZ7hx42d89FFz2NvbmqZDRGUIE2AiIiIdpaSYpt2oqOejvKGhgFwusH//PU57ICohToEgIiLS0bNnxm/T1xeYOtX47RKVJ0yAiYiIdPC//ylPdjO2Zcu4wI2otDgFgoiI6AUv7ukbEvI86RQCqFvX+AdbAEBkJBe4EekDE2AiIqI8CtrT19cXGDFCub/u0KGm61v37qZrm6g8YQJMRET0n8L29L11C/j0U9P0CQAkEmUSzsMtiPSDc4CJiIhg2j19iyKRKH/l4RZE+sMEmIiICKbd07covr483IJI3zgFgoiICKbb07cw06YB7dppLsAjIv1gAkxERATlbg/mwtcXmDmTiS+RoXAKBBEREQBHx+fzbU2Ne/0SGRYTYCIismhCAN98AzRvbvoFcG5uwM6dnO9LZGhMgImIyGI9eaLc13fkSNP2o1cv4KefgLQ0Jr9ExsA5wEREZJEuXwZatADu3TNdH9zcgDVrmPQSGRsTYCIisigKBfDuu8DmzcZt19cXGD4cePZM+T40VPniXF8i42MCTERE5Y5CodzXNyVFubuDaiuxrVuVye/Tp8brC7czIzI/TICJiKhckcmUJ7rlPdTC1xeoVw84cMC4ffHz43ZmROaICTAREZUbMhnQu3f+3Rxu3TLNKW88vpjIPHEXCCIiKhcUCuXIr6m3MgO4nRmRuWMCTERE5UJcnGlGefNycwOioridGZG5M2kCPHfuXDRr1gxOTk7w8PBAjx49cOnSJY0y2dnZiIiIgJubGypWrIhevXohLS1No8zNmzfRpUsXODo6wsPDAxMnTsQz1TLb/8TFxaFJkyaQSqUIDAzExo0bDf14RERkJDIZ0KePadru0kW5o8TRo8rEd8YMTnsgMnc6JcDp6elYu3YtpkyZgvv37wMAfvvtN9y+fVureo4dO4aIiAj8/PPPiI2NhVwuR1hYGB4/fqwuM27cOPzwww/Yvn07jh07hjt37qBnnr9WKxQKdOnSBU+fPsXJkyfx7bffYuPGjZgxY4a6THJyMrp06YI2bdogKSkJkZGRGD58OA4ePKjL4xMRkRlRzfv9739HRmNnp0x89+4F+vXjlmZEZYnWi+DOnTuH9u3bw8XFBdevX8eIESPg6uoKmUyGmzdv4rvvvitxXQdeWI67ceNGeHh44MyZM2jVqhUePnyIdevWYfPmzWjbti0AYMOGDahTpw5+/vlnvPbaazh06BD++OMP/PTTT/D09ESjRo0we/ZsTJ48GTNnzoSdnR1Wr16NgIAALFq0CABQp04dHD9+HEuWLEF4eLi2ISAiIjNhqnm/06cDn37KhJeorNI6AR4/fjwGDx6MBQsWwMnJSX29c+fO6N+/f6k68/DhQwCAq6srAODMmTOQy+Vo3769uszLL7+MatWqITExEa+99hoSExNRv359eHp6qsuEh4fj/fffx8WLF9G4cWMkJiZq1KEqExkZWWA/cnJykJOTo36fkZEBAJDL5ZDL5aV6Rn1S9cWc+lQWMG7aY8x0w7hpT9uYHTsmwa1bxtzQSGDZMgXef18gNxfIzTVi00Xgd017jJluzDlu2vRJ6/9q/Prrr/j666/zXa9atSpSU1O1rU4tNzcXkZGRaNmyJerVqwcASE1NhZ2dHSpVqqRR1tPTU91WamqqRvKruq+6V1SZjIwMPHnyBA4ODhr35s6di6ioqHx9PHToEBwdHXV+RkOJjY01dRfKJMZNe4yZbhg37ZU0Zj/9VA1AY8N25j+2ts8wZsxZ+Pvfwf79RmlSa/yuaY8x0405xi0rK6vEZbVOgKVSqXpENK/Lly+jSpUq2lanFhERgQsXLuD48eM616EvU6ZMwfjx49XvMzIy4Ofnh7CwMDg7O5uwZ5rkcjliY2PRoUMH2Nramro7ZQbjpj3GTDeMm/a0idnVq0CPHsaJa8+eCkRHC1hbNwLQyChtaoPfNe0xZrox57gVlJ8WRusEuFu3bpg1axa2bdsGAJBIJLh58yYmT56MXr16aVsdAGD06NHYu3cv4uPj4evrq77u5eWFp0+fIj09XWMUOC0tDV5eXuoyv/zyi0Z9ql0i8pZ5ceeItLQ0ODs75xv9BZRJvlQqzXfd1tbW7H7YgPn2y9wxbtpjzHTDuGmvqJgpFMBHHykPmTCGZcuAMWOsAZj/hF9+17THmOnGHOOmTX+03gVi0aJFyMzMhIeHB548eYLWrVsjMDAQTk5O+Pzzz7WqSwiB0aNHIyYmBkeOHEFAQIDG/aZNm8LW1haHDx9WX7t06RJu3ryJ4OBgAEBwcDDOnz+Pu3fvqsvExsbC2dkZQUFB6jJ561CVUdVBRERlw5YtgK2t8ZLf6GhgzBjjtEVExqP1CLCLiwtiY2Nx/PhxnDt3DpmZmWjSpEm+RWYlERERgc2bN2P37t1wcnJSz9l1cXGBg4MDXFxcMGzYMIwfPx6urq5wdnbGhx9+iODgYLz22msAgLCwMAQFBWHgwIFYsGABUlNTMW3aNERERKhHcUeNGoUVK1Zg0qRJGDp0KI4cOYJt27Zh3759WveZiIgMT6EATpwAUlIAb28gJAR44w3ghc2DDMbNDVizhodZEJVXOi+dff311/H666+XqvFVq1YBAEJDQzWub9iwAYMHDwYALFmyBFZWVujVqxdycnIQHh6Or776Sl3W2toae/fuxfvvv4/g4GBUqFABgwYNwqxZs9RlAgICsG/fPowbNw7Lli2Dr68v1q5dyy3QiIjMUGKiNyIibJB3a3l7eyA72/Bte3sD8+YBAwZwizOi8qxECfCXX35Z4grHaPFvRaIEGzfa29tj5cqVWLlyZaFl/P39sb+YJbmhoaE4e/ZsiftGRETGFxMjwfz5zfJdN0byO3KkcmpFAUtDiKicKVECvGTJkhJVJpFItEqAiYiIVBQKYPx41bCrxKhtb9wIDBpk1CaJyIRKlAAnJycbuh9ERGTh4uKA27eNm/gCwJAhTH6JLI3Wu0DkJYQo0TQGIiKioshkQJ8+pmn73XdN0y4RmY5OCfC6detQr1492Nvbw97eHvXq1cPatWv13TciIrIAMhnQqxdw/75p2k9JMU27RGQ6Wu8CMWPGDCxevFi9HRkAJCYmYty4cbh586bG7gtERERFUSiAESNM2wdvb9O2T0TGp3UCvGrVKnzzzTfo16+f+lq3bt3QoEEDfPjhh0yAiYioxMaNM93ILwBUqaLcY5iILIvWCbBcLscrr7yS73rTpk3x7NkzvXSKiIjKNyGAb74Bli83bT9WruR+v0SWSOs5wAMHDlQfYJHXmjVrMGDAAL10ioiIyq/794HevYH33jNtPyZOBN56y7R9ICLTKNEI8Pjx49W/l0gkWLt2LQ4dOqQ+jvjUqVO4efMm3uVSWiIi+o9CASQkaB5nHB8P9O8PpKaarl9VqgBffaVMwonIMpUoAX7xBLWmTZsCAK5duwYAcHd3h7u7Oy5evKjn7hERUVkkkwFjxwK3bj2/5uQEPHpkmv5UqQIsWQJUrapMxDntgciylSgBPnr0qKH7QURE5YRMphxdfXGbeFMlvwCwejXQs6fp2ici81KqgzCIiIjyUiiUI7/mckaSmxuwcyeTXyLSpPUuEABw+vRpbNu2DTdv3sTTp0817slkMr10jIiIyp6EBM1pD6ZSsaJykdvUqZzuQET5aT0CvGXLFrRo0QJ//vknYmJiIJfLcfHiRRw5cgQuLi6G6CMREZURpj5VzdUViIoC0tOBGTOY/BJRwbQeAZ4zZw6WLFmCiIgIODk5YdmyZQgICMB7770Hbx6nQ0Rk0Uzxv4HKlZX7CXOBGxGVlNYjwNeuXUOXLl0AAHZ2dnj8+DEkEgnGjRuHNWvW6L2DRERkfhQKIC4O+P575a8KhfJ67drG78vXXwMDBgChoUx+iahktE6AK1eujEf/LeWtWrUqLly4AABIT09HVlaWfntHRERmRyYDqlcH2rRR7unbpo3y/ZQpgI+P8ftTpYrx2ySisk3rKRCtWrVCbGws6tevj7feegtjx47FkSNHEBsbi3bt2hmij0REZCYK2+Ls1i1g3jzT9MnU846JqOzROgFesWIFsrOzAQBTp06Fra0tTp48iV69emHatGl67yAREZmHp0+VxxebyxZnKlx+QkTa0joBdnV1Vf/eysoKH3/8sV47RERE5kcmA0aNAv7919Q90eTnp1z4RkSkjRIlwBkZGSWu0NnZWefOEBGR+Sls2oM5WLqUC9+ISHslSoArVaoEiURSZBkhBCQSCRSqpcBERFTmmdvJbirW1sodKHjCGxHpokQJ8NGjRw3dDyIiMkPmcrLbi7ZsUY5KExHpokQJcOvWrQ3dDyIiMjMKBXD4sPHbrVDhKfbssUJ6ug3GjtVMwP38lNMeOPJLRKVRogT43LlzqFevHqysrHDu3LkiyzZo0EAvHSMiItORyZAv+TSGZs1yMWbMTwgJ6QBbW6B7d+UodEqKcrcHnvRGRPpQogS4UaNGSE1NhYeHBxo1agSJRAJRwIQwzgEmIir7ZDKgVy/jtztyJLB8uQI//ihXX7O2Vp7wRkSkTyVKgJOTk1Hlv6N2kpOTDdohIiIyHYVCmYgak78/sHs30LAhIJcXX56IqLRKlAD7+/sX+HsiIipf4uKAe/eM115YGLBrF+DgYLw2iYi0PghD5Y8//sDNmzfx9OlTjevdunUrdaeIiMjwFIrn82s9PJTXRowwXvs9egAxMcZrj4hIResE+K+//sKbb76J8+fPa8wFVu0TzDnARETmz1SL3ADlvN4VK5QnyxERmYKVth8YO3YsAgICcPfuXTg6OuLixYuIj4/HK6+8gri4OAN0kYiI9El1spup9vf98Ucmv0RkWlqPACcmJuLIkSNwd3eHlZUVrKys8Prrr2Pu3LkYM2YMzp49a4h+EhGRHigUymkOpjrZzc8PaNvWNG0TEaloPQKsUCjg5OQEAHB3d8edO3cAKBfHXbp0Sb+9IyIivRowALh/3/jtSiTK19Kl3MeXiExP6xHgevXq4ffff0dAQACaN2+OBQsWwM7ODmvWrEGNGjUM0UciItKDrVuVL1Pw9eUJbkRkPrROgKdNm4bHjx8DAGbNmoU33ngDISEhcHNzw1ZT/ZeViIiKtGMH0L+/8dvt2BGYPJknuBGRedE6AQ4PD1f/PjAwEP/3f/+H+/fvo3LlyuqdIIiIyDwoFMDnnwOffmqa9idP5kluRGR+tJ4DvGnTJvUIsIqrqyuTXyIiMyOTAdWqmSb5lUiUC95CQozfNhFRcbROgMeNGwdPT0/0798f+/fv576/RERmRKFQnuY2bhzQqxfw3zplk+CCNyIyV1onwCkpKdiyZQskEgn69OkDb29vRERE4OTJk4boHxERlZBMBlSvDrRpo0w+TaVKFeWcYy54IyJzpfUcYBsbG7zxxht44403kJWVhZiYGGzevBlt2rSBr68vrl27Zoh+EhFREVSHW5hqf1+VKlWUB2zY2Zm2H0RERdE6Ac7L0dER4eHhePDgAW7cuIE///xTX/0iIqISUiiAMWNMn/xKJMDq1Ux+icj8aT0FAgCysrIQHR2Nzp07o2rVqli6dCnefPNNXLx4Ud/9IyKiYnz+OXD7tmn7wGkPRFSWaD0C3LdvX+zduxeOjo7o06cPpk+fjuDgYEP0jYiIiiGTmW6LMxVOeyCiskbrBNja2hrbtm1DeHg4rF9Y3nvhwgXUq1dPb50jIqLCKRTAhx+arn3V7pec9kBEZY3WCXB0dLTG+0ePHuH777/H2rVrcebMGW6LRkRkBAoF8Mknpt3mjMcbE1FZpfMiuPj4eKxbtw47d+6Ej48PevbsiZUrV+qzb0RElIdCASQkALt3A6tWATk5xu9DlSrAkiVA1ao83piIyi6tEuDU1FRs3LgR69atQ0ZGBvr06YOcnBzs2rULQUFBhuojEZHFk8mAsWOVc21NIe90B474ElFZV+JdILp27YratWvj3LlzWLp0Ke7cuYPly5cbsm9ERBbtxVPdTJX8AsrpDtzlgYjKixKPAP/4448YM2YM3n//fdSqVcuQfSIismgKhXJrs2XLgPv3jd9+lSrAihWAhweQkgJ4e3O6AxGVLyVOgI8fP45169ahadOmqFOnDgYOHIi+ffsasm9ERBZHJgOGDwcePDB+2xERytPkmOwSUXlX4ikQr732Gr755hukpKTgvffew5YtW+Dj44Pc3FzExsbi0aNHWjceHx+Prl27wsfHBxKJBLt27dK4L5FICnwtXLhQXaZ69er57s+bN0+jnnPnziEkJAT29vbw8/PDggULtO4rEZG+qKY2fP+98tenTzWnOpgi+QWUyW9oKJNfIir/tN4FokKFChg6dCiGDh2KS5cuYd26dZg3bx4+/vhjdOjQAXv27ClxXY8fP0bDhg0xdOhQ9CxgYllKSorG+x9//BHDhg1Dr169NK7PmjULI0aMUL93cnJS/z4jIwNhYWFo3749Vq9ejfPnz2Po0KGoVKkSRo4cWeK+EhHpQ0GL2aytlUmxKfn5KUd+iYgsgc7boAFA7dq1sWDBAsydOxc//PAD1q9fr9XnO3XqhE6dOhV638vLS+P97t270aZNG9SoUUPjupOTU76yKtHR0Xj69CnWr18POzs71K1bF0lJSVi8eDETYCIyKplMOcoqhOZ1Uye/EolyP1+O/BKRpShVAqxibW2NHj16oEePHvqorkBpaWnYt28fvv3223z35s2bh9mzZ6NatWro378/xo0bBxsb5aMlJiaiVatWsMtzTFF4eDjmz5+PBw8eoHLlyvnqy8nJQU6eDTYzMjIAAHK5HHK5XN+PpjNVX8ypT2UB46Y9xkw3eeOmUABjxtj8l/xKTNqvvHx9BRYtUqBrVwFz+PHyu6Ybxk17jJluzDlu2vRJLwmwMXz77bdwcnLKN1VizJgxaNKkCVxdXXHy5ElMmTIFKSkpWLx4MQDl3sUBAQEan/H09FTfKygBnjt3LqKiovJdP3ToEBwdHfX1SHoTGxtr6i6USYyb9hgz3Rw4EIt9+2rg9u36pu4KAAFn5xwMHXoBbm7ZCAq6B2trYP9+U/dLE79rumHctMeY6cYc45aVlVXismUmAV6/fj0GDBgAe3t7jevjx49X/75Bgwaws7PDe++9h7lz50IqlerU1pQpUzTqzcjIgJ+fH8LCwuDs7KzbAxiAXC5HbGwsOnToAFtbW1N3p8xg3LTHmOlGLpdj1qwL2LTpFdy+XeI1xwYjkSjnXnzzjQ3efLOhiXtTMH7XdMO4aY8x0405x031L/YlUSYS4ISEBFy6dAlbt24ttmzz5s3x7NkzXL9+HbVr14aXlxfS0tI0yqjeFzZvWCqVFpg829ramt0PGzDffpk7xk17jJl2YmIkmD+/mam7oebrK8HSpUDPnub/n35+13TDuGmPMdONOcZNm/6YfkiiBFT7DzdsWPyIRVJSEqysrODh4QEACA4ORnx8vMa8kNjYWNSuXbvA6Q9ERPqgUADjx6tWlZl2zq+bG/DTT0ByMk9yIyICdEiAv/32W+zbt0/9ftKkSahUqRJatGiBGzduaFVXZmYmkpKSkJSUBABITk5GUlISbt68qS6TkZGB7du3Y/jw4fk+n5iYiKVLl+L333/HX3/9hejoaIwbNw7vvPOOOrnt378/7OzsMGzYMFy8eBFbt27FsmXLNKY4EBHpW0ICcPu2BKZOfiUSYM0aoF077vJARKSidQI8Z84cODg4AFAmoCtXrsSCBQvg7u6OcePGaVXX6dOn0bhxYzRu3BiAcj5v48aNMWPGDHWZLVu2QAiBfv365fu8VCrFli1b0Lp1a9StWxeff/45xo0bhzVr1qjLuLi44NChQ0hOTkbTpk0xYcIEzJgxg1ugEZFBvbCNuUn4+QE7dnDUl4joRVpPBPv7778RGBgIANi1axd69eqFkSNHomXLlggNDdWqrtDQUIgXN8R8wciRIwtNVps0aYKff/652HYaNGiAhIQErfpGRFQa3t6madfdXbmnb9WqPNKYiKgwWo8AV6xYEffu3QOg3BasQ4cOAAB7e3s8efJEv70jIiqjQkIAV1cBoOi/5Ovb118DAwbwSGMioqJoPQLcoUMHDB8+HI0bN8bly5fRuXNnAMDFixdRvXp1ffePiIhKwNoa2LKF0x2IiEpC6xHglStXIjg4GP/88w927twJNzc3AMCZM2cKnKdLRGRpFApg7lzg/n3jLYL7/nvlMctERFQ8rUeAK1WqhBUrVuS7XtDJaURE5ZlCodztISUF+G/nRezdC3zzDfD4sXH64OeH//b2NU57RETlgU67oWdnZ+PcuXO4e/cucnNz1dclEgm6du2qt84REZkbVdK7ezcQHQ38849p+jFtmnJrMy50IyLSntYJ8IEDBzBw4ED1Qri8JBIJFAqFXjpGRGRuZDJg7Fjg1i3T9sPPD5g5k4kvEZGutJ4D/OGHH6JPnz5ISUlBbm6uxovJLxGVVzKZco6tqZNfQDnlgckvEZHutE6A09LSMH78eHh6ehqiP0REZkehUI78FrNtucG5uQE7d3K+LxFRaWmdAPfu3RtxcXEG6AoRkXlKSDDtyK+bGxAVBaSlMfklItIHrecAr1ixAm+99RYSEhJQv3592NraatwfM2aM3jpHRGQOTHWssb29clcJHmpBRKRfWifA33//PQ4dOgR7e3vExcVBInm+x6VEImECTETljqmONR41SrnTAxER6ZfWCfDUqVMRFRWFjz/+GFZWWs+gICIqc+ztTdNu9+6maZeIqLzTOoN9+vQp3n77bSa/RFSuKRRAXBzQqRMQHGzctiUS5VZnISHGbZeIyFJoncUOGjQIW7duNURfiIjMgkwG+PsDbdoABw4Yt23VrDJudUZEZDhaT4FQKBRYsGABDh48iAYNGuRbBLd48WK9dY6IyNhkMqBXL+O05eAAuLoCt28/v+bry6ONiYgMTesE+Pz582jcuDEA4MKFCxr38i6IIyIqaxQKYNgw47W3aZNynm9CgnKnCW9vHm1MRGQMWifAR48eNUQ/iIhMSqEARowA0tMN35afn+Yob2io4dskIqLndF7JdvXqVRw8eBBPnjwBAAhTH5FERKSjrVsBZ2dgwwZDtaD87+OYMcDRo0ByMqc4EBGZktYjwPfu3UOfPn1w9OhRSCQSXLlyBTVq1MCwYcNQuXJlLFq0yBD9JCIyiMhIYNkyw7ZhbQ1s28akl4jIXGg9Ajxu3DjY2tri5s2bcHR0VF9/++23ccDYy6WJiEphxQrDJ78AIJMpmPwSEZkRrUeADx06hIMHD8LX11fjeq1atXDjxg29dYyIyFAUCmDRImDyZEO3JGBnp0BYGKeIERGZE60T4MePH2uM/Krcv38fUqlUL50iIjKUnTuBwYOBzEzjtDdu3G+wtm5snMaIiKhEtJ4CERISgu+++079XiKRIDc3FwsWLECbNm302jkiIn15+hQYOBDo3ds4ya+rK7B1qwLBwSmGb4yIiLSi9QjwggUL0K5dO5w+fRpPnz7FpEmTcPHiRdy/fx8nTpwwRB+JiLSmUDzfX3f3buUiNGNtVjN9OvDpp0BursD+/cZpk4iISk7rBLhevXq4fPkyVqxYAScnJ2RmZqJnz56IiIiAt7e3IfpIRKQVmQwYOxa4dcv4bU+YAMyapfx9bq7x2yciouJpnQDfvHkTfn5+mDp1aoH3qlWrppeOERHpwphHGedlZaVMfhcsMH7bRESkHa0T4ICAAKSkpMDDw0Pj+r179xAQEACFQqG3zhERaUOhAEaONE5bFSoo9/V1cQFq1gQ++ACwszNO20REVDpaJ8BCCEgkknzXMzMzYW9vr5dOERGVVN65vgcPAvfuGb7NefOAjz5SHnBBRERlT4kT4PHjxwNQ7vowffp0ja3QFAoFTp06hUaNGum9g0REhTHFXF8/Pya/RERlXYkT4LNnzwJQjgCfP38ednn+rc/Ozg4NGzbERx99pP8eEhEVQCZTbmlmrJ0dVJYuZfJLRFTWlTgBPnr0KABgyJAhWLZsGZydnQ3WKSKioigUypFfYye/kZHgkcZEROWA1nOAN2zYYIh+EBGVWEKCabY4697d+G0SEZH+lTgB7lnCYQ+ZTKZzZ4iISiLFyIerSSSAry8QEmLcdomIyDBKnAC7uLgYsh9ERCX2yy/Ga0u16Q3n/hIRlR8lToA59YGITE0I5YEThmRlpXmCm6+vMvnl3F8iovJD6znARESmcP06EBBg+Ha2bAGqVFFOs/D2Vk574MgvEVH5wgSYiMze9OnAZ58Ztg03N2DNGo70EhFZAibARGR2VKe73b4NvPOO4dsbMgT45huO9BIRWQomwERkVox9upuvL5NfIiJLwwSYiMyGsU93k0iAZcuY/BIRWRoDr6cmIioZhQIYM8Z4ya+vL7BjB+f8EhFZIibARGQWli9Xzvk1hqgo5a4STH6JiCwTp0AQkVGpFrjl3WYsJARITDR8235+3NOXiIiYABOREW3fDnzwAfDvv8Zrc/BgICyMe/oSEdFzTICJyCgmTQIWLjRum76+wNq1THqJiEgTE2AiMhjVdIddu5S7LRgbd3ggIqKCMAEmIoMwxXQHFYkE2LqVc32JiKhg3AWCiPRu0iSgTx/TJL8AMGMG8NZbpmmbiIjMHxNgItKrHTuMP9c3Lzc3YPp007VPRETmz6QJcHx8PLp27QofHx9IJBLs2rVL4/7gwYMhkUg0Xh07dtQoc//+fQwYMADOzs6oVKkShg0bhszMTI0y586dQ0hICOzt7eHn54cFCxYY+tGILJJCAQwbZto+rFnDeb9ERFQ0kybAjx8/RsOGDbFy5cpCy3Ts2BEpKSnq1/fff69xf8CAAbh48SJiY2Oxd+9exMfHY+TIker7GRkZCAsLg7+/P86cOYOFCxdi5syZWLNmjcGei8hSxcUBGRmmadvPD9i5k/N+iYioeCZdBNepUyd06tSpyDJSqRReXl4F3vvzzz9x4MAB/Prrr3jllVcAAMuXL0fnzp3xxRdfwMfHB9HR0Xj69CnWr18POzs71K1bF0lJSVi8eLFGokxEpRcXZ7y2fH2BESOAWrW4xy8REWnH7HeBiIuLg4eHBypXroy2bdvis88+g5ubGwAgMTERlSpVUie/ANC+fXtYWVnh1KlTePPNN5GYmIhWrVrBzs5OXSY8PBzz58/HgwcPULly5Xxt5uTkICcnR/0+478hLblcDrlcbqhH1ZqqL+bUp7KAcdNeSWOWkWEFwLBZ6PvvK9Czp8DrrwuNhDc3V/kyJ/yuaY8x0w3jpj3GTDfmHDdt+mTWCXDHjh3Rs2dPBAQE4Nq1a/jkk0/QqVMnJCYmwtraGqmpqfDw8ND4jI2NDVxdXZGamgoASE1NRUBAgEYZT09P9b2CEuC5c+ciKioq3/VDhw7B0dFRX4+nN7GxsabuQpnEuGmvqJidPVsFq1c3g6ETYB+fRDx+fA8HDxq0Gb3id017jJluGDftMWa6Mce4ZWVllbisWSfAffv2Vf++fv36aNCgAWrWrIm4uDi0a9fOYO1OmTIF48ePV7/PyMiAn58fwsLC4OzsbLB2tSWXyxEbG4sOHTrA1tbW1N0pMxg37ali1rZtB5w6ZYeUFOW0g9dfF8jNBT791ApffGHYxFciEahaFfjoo+ZlZqoDv2vaY8x0w7hpjzHTjTnHLUOLRShmnQC/qEaNGnB3d8fVq1fRrl07eHl54e7duxplnj17hvv376vnDXt5eSEtLU2jjOp9YXOLpVIppFJpvuu2trZm98MGzLdf5o5x005iojciIhxw+7ZEfc3FBahYEbh927BtSyQAIMGyZYC9fdn7mfG7pj3GTDeMm/YYM92YY9y06U+Z2gf41q1buHfvHry9vQEAwcHBSE9Px5kzZ9Rljhw5gtzcXDRv3lxdJj4+XmNeSGxsLGrXrl3g9Aciyi8mRoL585vlS3QfPjR88gsoF7zt2MEdHoiISD9MmgBnZmYiKSkJSUlJAIDk5GQkJSXh5s2byMzMxMSJE/Hzzz/j+vXrOHz4MLp3747AwECEh4cDAOrUqYOOHTtixIgR+OWXX3DixAmMHj0affv2hY+PDwCgf//+sLOzw7Bhw3Dx4kVs3boVy5Yt05jiQESFUyiA999XzTmQFFlWX6ysgE8/BTZvBo4eBZKTmfwSEZH+mHQKxOnTp9GmTRv1e1VSOmjQIKxatQrnzp3Dt99+i/T0dPj4+CAsLAyzZ8/WmJ4QHR2N0aNHo127drCyskKvXr3w5Zdfqu+7uLjg0KFDiIiIQNOmTeHu7o4ZM2ZwCzSiEpo9G7h/3ziJr8rWrUDv3kZtkoiILIhJE+DQ0FAIIQq9f7AEy7xdXV2xefPmIss0aNAACQkJWvePyNJt3w7MmmW89lxdgW++4WgvEREZVplaBEdExiOTAX36GLfNbdsAA27wQkREBKCMLYIjIuNQKICxY43bpp8fEBpq3DaJiMgyMQEmonzi4oBbt4zXnkQCLF3Ko4yJiMg4mAATkZpCAcycCbzxhvHa9PPjFmdERGRcnANMRFAolLs9zJkDGON4908/BWrXVp4mFxLCkV8iIjIuJsBEFkqhABISgN27gdWrgexsw7fp56ec6sDRXiIiMiUmwEQWSCZTLnIzxjzfKlWAJUuAqlU52ktEROaBCTCRhZHJgF69jNOWRKIcXeaILxERmRMugiOyIAoFYKxDELm4jYiIzBVHgIksSFwccO+eYdvo3RuIiOB0ByIiMl9MgIksyJEjhq3f1xfYsoWJLxERmTcmwEQWQKEAPv8cmD/fcG1IJMCyZUx+iYjI/DEBJirnZDJgxAjg/n3DteHmBqxZw/m+RERUNnARHFE5pTrVrVcvwyW/lSsDUVFAWhqTXyIiKjs4AkxUDslkwPDhwIMH+q5ZAJAgMhLo3p0L3YiIqGxiAkxUzhhyn9+KFYFvv+VoLxERlW1MgInKEYVCOfKrfwItW97GTz95wt7e1hANEBERGQ3nABOVI7Nn63/ag58fkJn5DBMnnuF0ByIiKhc4AkxUxikUQEICEBMDfPml/uufPx+ws9N/vURERKbCBJioDJPJgDFjgNu3DdeGt7fh6iYiIjIFJsBEZYhqtDclBbhyBfj0U8O1JZEoT3YLCQFycw3XDhERkbExASYqI2QyYOxY4NYtw7clkSh/XbpUuc0ZE2AiIipPuAiOqAyQyYDevY2T/ALKkd8dO7jdGRERlU8cASYycwqFcuRXCMO2M306UKeOcs4vD7ggIqLyjAkwkZlLSDD8yO9HHwGzZhm2DSIiInPBKRBEZs6QOzwAwIQJwMKFhm2DiIjInHAEmMgMqXZ72L0bWLPGMG04OwNr1wJvvWWY+omIiMwVE2AiM2Po3R7c3JR7B0+dynm+RERkmZgAE5kR1W4P+l7wFhICvP8+F7gREREBTICJzMbTp8B77xlmt4f33wf69dN/vURERGURF8ERmQGZTLn37r//GqZ+HmdMRET0HEeAiUzMUNMeVFTHGRMREZESE2AiE1EogLg4YMQIwx5ysWwZ5/wSERHlxSkQRCYgkwH+/kD79sD9+6Wvr6AE180N2LmTxxkTERG9iCPAREYmkwG9eum3zo0blfN84+KU70NDlS+O/BIREeXHBJjICJ4+Bb76CrhyBdiwQf/1+/oqE9527fRfNxERUXnDBJjIwCZNAhYvVs75NQQ/Py5yIyIi0gYTYCIDmjQJWLjQcPVLJMDSpZzqQEREpA0ugiMykKdPgUWLDFe/nx+wYwcXuREREWmLI8BEBjJqFJCbq/96IyOB7t15pDEREZGumAATGYBMpv/Fbn5+yukOHPElIiIqHSbARHqg2uXh2jUgIABYsEA/9bq7K5PeqlU54ktERKQvTICJSslQuzxIJMDXX3PEl4iISN+4CI6oFFS7POg7+eUCNyIiIsPhCDCRjp4+VY786tPIkUC/fpzuQEREZEhMgIl09NVX+h/57ddPeaIbERERGQ6nQBDp6OJF/dbHE92IiIiMgwkwkQ5++QVYu1Z/9fFENyIiIuNhAkykhdxc5aK35s31V2eVKlzwRkREZEycA0xUQv/8AzRoAKSm6q9OZ2fg1i3Azk5/dRIREVHRTDoCHB8fj65du8LHxwcSiQS7du1S35PL5Zg8eTLq16+PChUqwMfHB++++y7u3LmjUUf16tUhkUg0XvPmzdMoc+7cOYSEhMDe3h5+fn5YoK9TCshiHD0KeHjoN/kFgAkTmPwSEREZm0kT4MePH6Nhw4ZYuXJlvntZWVn47bffMH36dPz222+QyWS4dOkSunXrlq/srFmzkJKSon59+OGH6nsZGRkICwuDv78/zpw5g4ULF2LmzJlYs2aNQZ+Nyodnz4ApU4C2bfVft5sbMHWq/uslIiKiopl0CkSnTp3QqVOnAu+5uLggNjZW49qKFSvw6quv4ubNm6hWrZr6upOTE7y8vAqsJzo6Gk+fPsX69ethZ2eHunXrIikpCYsXL8bIkSP19zBU7ty4AVSvbrj616zhojciIiJTKFNzgB8+fAiJRIJKlSppXJ83bx5mz56NatWqoX///hg3bhxsbJSPlpiYiFatWsEuz78zh4eHY/78+Xjw4AEqV66cr52cnBzk5OSo32dkZABQTsuQy+UGeDLdqPpiTn0qC4qLm0IBDBlihS1bSpudCjg5AU5OwJ07EvVVX1+BRYsU6NpVoKz86Phd0w3jpj3GTDeMm/YYM92Yc9y06VOZSYCzs7MxefJk9OvXD87OzurrY8aMQZMmTeDq6oqTJ09iypQpSElJweL/juhKTU1FQECARl2enp7qewUlwHPnzkVUVFS+64cOHYKjo6M+H0svXhwpp5LJGzeFAvjjDzf8/LM3fvyxOnJzS5/8AsAHH/yKV19NwR9/uOHBA3tUrpyNoKB7sLYG9u8vZRMmwO+abhg37TFmumHctMeY6cYc45aVlVXismUiAZbL5ejTpw+EEFi1apXGvfHjx6t/36BBA9jZ2eG9997D3LlzIZVKdWpvypQpGvVmZGTAz88PYWFhGsm3qcnlcsTGxqJDhw6wtbU1dXfKjBfjFhMjwfjx1rh9W1L8h0vI1xdYtEiBN99sDKAxunbVW9Umwe+abhg37TFmumHctMeY6cac46b6F/uSMPsEWJX83rhxA0eOHCk2AW3evDmePXuG69evo3bt2vDy8kJaWppGGdX7wuYNS6XSApNnW1tbs/thA+bbL3Nna2uLH36wRd++gBClr+/DD4HgYMDbGwgJkcDa2uz/eGmN3zXdMG7aY8x0w7hpjzHTjTnGTZv+mPX/oVXJ75UrV3D06FG4ubkV+5mkpCRYWVnBw8MDABAcHIypU6dCLperAxMbG4vatWsXOP2ByjeFAjh2TIL4+Kqwt5fgww/1k/xWrQosWcJFbURERGWBSRPgzMxMXL16Vf0+OTkZSUlJcHV1hbe3N3r37o3ffvsNe/fuhUKhQOp/m7C6urrCzs4OiYmJOHXqFNq0aQMnJyckJiZi3LhxeOedd9TJbf/+/REVFYVhw4Zh8uTJuHDhApYtW4YlS5aY5JnJdGQyYOxY4NYtGwCv4L9p4qUmkQBffsnkl4iIqKwwaQJ8+vRptGnTRv1eNe920KBBmDlzJvbs2QMAaNSokcbnjh49itDQUEilUmzZsgUzZ85ETk4OAgICMG7cOI35uy4uLjh06BAiIiLQtGlTuLu7Y8aMGdwCzcLIZEDv3voZ7c3L1xdYtozHGBMREZUlJk2AQ0NDIYrISIq6BwBNmjTBzz//XGw7DRo0QEJCgtb9o/JBoVCO/Oo7+Y2KUh5kwZFfIiKissWs5wAT6UNCAnDrlv7q8/MDli7lqC8REVFZxQSYyj19JL+ensAnnwANGgAhIRz1JSIiKsuYAFO5tnEjMGRI6eoYPBhYu5ZJLxERUXlhZeoOEBnKjBmlT349PJj8EhERlTccAaZyR6EA+vYFduwoXT0SCbBqFZNfIiKi8oYJMJUrt28rtyYrLRcXYP16LnQjIiIqjzgFgsqN//1PP8kvACxfzuSXiIiovOIIMJVZCoVyi7O//1buyXvtmv7q9vPTX11ERERkXpgAU5n0/Fhj/dft56fc6oyIiIjKJybAVOYY6lhjQLnwbelSLnwjIiIqzzgHmMoUhQIYM8Ywya+fn3LnCM79JSIiKt84AkxlyqpVyp0eSqNCBYG2ba9h9OjqsLa2wd27gLc3T3gjIiKyFEyAqUwQAhg2DNiwoXT1uLsD168/w08/XUSbNv6wtdVP/4iIiKjsYAJMZu/BA8DVtfT1SCTA118Ddnalr4uIiIjKLs4BJrO2c6d+kl/O7yUiIiIVjgCTyan2801JeT4X18oKCA4GTp3Svd5evYBu3YBq1Ti/l4iIiJ5jAkwmVdB+vl5eQGpq6eqdOBFYsKB0dRAREVH5xASYTKaw/XxLm/wCQOfOpa+DiIiIyifOASaTUCiUI7+G2M/X15cnuREREVHhmACTSSQkGOYYYwBYtozzfYmIiKhwTIDJJFJS9F+nm5ty1wju9EBERERFYQJMJuHtrb+6evQAfvoJSEtj8ktERETF4yI4MokWLZTTFBSK0tc1diwQGlr6eoiIiMgyMAEmo3hxr1+FovTJr0TCBW9ERESkPSbAZHAF7fWrL0uXcsEbERERaYdzgMmgVHv96jv59fXl0cZERESkGybAZBAKBXD4MDBihP73+o2KAq5fZ/JLREREumECTHonkwH+/kD79sD9+/qr189Puc3ZjBmc9kBERES64xxg0iuZDOjVq/T1uLoCq1cDVao8XzgXEsLEl4iIiEqPCTDpjUIBjByp++etrYEuXYAxY5TbmjHZJSIiIkNgAkx6ExcH3Lun++e//RYYMEBv3SEiIiIqEOcAk14oFMDGjbp/3tcX6NtXb90hIiIiKhQTYCo1mQyoXh3YtEm3z0skwLJlnPJARERExsEEmEqltPv8+vlxP18iIiIyLs4BJp2pFr1pu8/vqFHA668DVatyZwciIiIyPibApJPsbKBfP+0XvS1cCHz0kWH6RERERFQSTICpWAoFkJDwfD9ed3flgrWLF0teh6MjsGYNd3kgIiIi02MCTEWSyYCxY3Wf4wsok98HDwA7O/31i4iIiEhXXARHhSrtAjeVrCzg5En99ImIiIiotJgAU4EUCuXIr7YL3AqTkqKfeoiIiIhKiwkwFSghofQjv3l5e+uvLiIiIqLSYAJMBfrjj5KX9fBQHmZREIlEuddvSIh++kVERERUWlwER/ns3w9MmVKysocOAY8eKecKSySaUyZUSfHSpdzrl4iIiMwHR4BJLScHGDcO6NIFyMgovryfH9C2rfIUtx07lAdb5OXry1PeiIiIyPxwBJgAAJcvA2+/DSQlFV+2oJHdnj2B7t019wvmKW9ERERkjpgAWzghgO++A957TzkCXBK+vsrk98WRXWtrIDRU3z0kIiIi0i8mwBYsIwN4/31g8+biy777LtCxI0d2iYiIqOxjAmyhfv1VeZzxX38VX9bTE1i/nkkvERERlQ9cBGdhcnOBhQuBFi1KlvwCQFqacm4vERERUXlg0gQ4Pj4eXbt2hY+PDyQSCXbt2qVxXwiBGTNmwNvbGw4ODmjfvj2uXLmiUeb+/fsYMGAAnJ2dUalSJQwbNgyZmZkaZc6dO4eQkBDY29vDz88PCxYsMPSjmaXUVKBTJ2DSJODZM+0+y5PciIiIqLwwaQL8+PFjNGzYECtXrizw/oIFC/Dll19i9erVOHXqFCpUqIDw8HBkZ2erywwYMAAXL15EbGws9u7di/j4eIwcOVJ9PyMjA2FhYfD398eZM2ewcOFCzJw5E2vWrDH485mTgweBhg2V+/bqgie5ERERUXlh0jnAnTp1QqdOnQq8J4TA0qVLMW3aNHTv3h0A8N1338HT0xO7du1C37598eeff+LAgQP49ddf8corrwAAli9fjs6dO+OLL76Aj48PoqOj8fTpU6xfvx52dnaoW7cukpKSsHjxYo1Eubx6+hSYOhX44ovCy1StCty5o3mIhYpEotz1gSe5ERERUXlhtovgkpOTkZqaivbt26uvubi4oHnz5khMTETfvn2RmJiISpUqqZNfAGjfvj2srKxw6tQpvPnmm0hMTESrVq1gZ2enLhMeHo758+fjwYMHqFy5cr62c3JykJNnT7CM/06FkMvlkMvlhnhcnaj6Ulifrl4FBg60xpkzBQ/0jx2rwMKFuYiJkaBvX+v/TnJ7fqaxRKLMiL/4QoHcXIHcXD0/gIkUFzfKjzHTDeOmPcZMN4yb9hgz3Zhz3LTpk9kmwKmpqQAAT09Pjeuenp7qe6mpqfDw8NC4b2NjA1dXV40yAQEB+epQ3SsoAZ47dy6ioqLyXT906BAcHR11fCLDiY2NzXft2DFfrFrVENnZBSe/CxYcw0svpWP/fkAqBSZN8sbatfVx756Duoyb2xMMG3YBUmkK9u83WPdNpqC4UdEYM90wbtpjzHTDuGmPMdONOcYtKyurxGXNNgE2pSlTpmD8+PHq9xkZGfDz80NYWBicnZ1N2DNNcrkcsbGx6NChA2xtbQEAmZnAmDHW2LSp8OndGRly2Nu30LjWuTMwcyZw/Pgz9Ulur79uC2vrxgAaG/ApjK+guFHRGDPdMG7aY8x0w7hpjzHTjTnHTfUv9iVhtgmwl5cXACAtLQ3eeVZgpaWloVGjRuoyd+/e1fjcs2fPcP/+ffXnvby8kJaWplFG9V5V5kVSqRRSqTTfdVtbW7P7YQPP+/Xbb8q9fV/YKENt9Ghg+XIAKPgZbG2BPDNOyj1z/XmaM8ZMN4yb9hgz3TBu2mPMdGOOcdOmP2a7D3BAQAC8vLxw+PBh9bWMjAycOnUKwcHBAIDg4GCkp6fjzJkz6jJHjhxBbm4umjdvri4THx+vMS8kNjYWtWvXLnD6Q1kkBLBkCfDaa4UnvydPqpJfIiIiIstm0gQ4MzMTSUlJSEpKAqBc+JaUlISbN29CIpEgMjISn332Gfbs2YPz58/j3XffhY+PD3r06AEAqFOnDjp27IgRI0bgl19+wYkTJzB69Gj07dsXPj4+AID+/fvDzs4Ow4YNw8WLF7F161YsW7ZMY4pDWZaebocePawxfjxQ2NzvrCzgv78zEBEREVk8k06BOH36NNq0aaN+r0pKBw0ahI0bN2LSpEl4/PgxRo4cifT0dLz++us4cOAA7O3t1Z+Jjo7G6NGj0a5dO1hZWaFXr1748ssv1fddXFxw6NAhREREoGnTpnB3d8eMGTPKxRZoR45IMG5cGzx4YPXfDg6a9997D1i92jR9IyIiIjJXJk2AQ0NDIQrafPY/EokEs2bNwqxZswot4+rqis2bNxfZToMGDZBQjs7ylcuBTz8F5s2zhhA2qFxZ4MEDiUaZhATg9ddN1EEiIiIiM2a2i+AIUCiUiaxqV4aQEODmTaBfP+DUKQCQwMUlBw8eaC7Yy8wEKlQwSZeJiIiIzB4TYDMlkwFjxwK3bj2/5uoKPHmifDk6AtnZAg8fPk9+hw4F1q0zQWeJiIiIyhAmwGZIJgN6984/p/f+feWvVasCt28DwPNpD3FxQOvWxuohERERUdnFBNjMKBTKkd8ipkb/l/w+d/++HJUrm9defERERETmymz3AbZUCQma0x6KMmBALnbt2o2KFQ3bJyIiIqLyhAmwmUlJKVm5Tz4BNmxQGLYzREREROUQE2AzU9hJbi/q0MGw/SAiIiIqr5gAmxGZTLm/b1EkEsDPT7klGhERERFpjwmwmVAtfiuJpUsBa2uDdoeIiIio3GICbCZKuvht5kygZ0+Dd4eIiIio3GICbCZKuvitVi3D9oOIiIiovGMCbCa8vfVbjoiIiIgKxgTYTISEAL6+ykVuBeHiNyIiIiL9YAJsJqytgWXLlL9/MQlWvefiNyIiIqLSYwJsRnr2BHbsAKpW1bzu66u8zsVvRERERKVnY+oOkKaePYHu3ZW7QqSkKOf8hoRw5JeIiIhIX5gAmyFrayA01NS9ICIiIiqfOAWCiIiIiCwKE2AiIiIisihMgImIiIjIojABJiIiIiKLwgSYiIiIiCwKE2AiIiIisihMgImIiIjIojABJiIiIiKLwgSYiIiIiCwKE2AiIiIisihMgImIiIjIojABJiIiIiKLwgSYiIiIiCyKjak7UBYIIQAAGRkZJu6JJrlcjqysLGRkZMDW1tbU3SkzGDftMWa6Ydy0x5jphnHTHmOmG3OOmypPU+VtRWECXAKPHj0CAPj5+Zm4J0RERERUlEePHsHFxaXIMhJRkjTZwuXm5uLOnTtwcnKCRCIxdXfUMjIy4Ofnh7///hvOzs6m7k6ZwbhpjzHTDeOmPcZMN4yb9hgz3Zhz3IQQePToEXx8fGBlVfQsX44Al4CVlRV8fX1N3Y1COTs7m92XsCxg3LTHmOmGcdMeY6Ybxk17jJluzDVuxY38qnARHBERERFZFCbARERERGRRmACXYVKpFJ9++imkUqmpu1KmMG7aY8x0w7hpjzHTDeOmPcZMN+UlblwER0REREQWhSPARERERGRRmAATERERkUVhAkxEREREFoUJMBERERFZFCbAZkahUGD69OkICAiAg4MDatasidmzZ2ucay2EwIwZM+Dt7Q0HBwe0b98eV65c0ajn/v37GDBgAJydnVGpUiUMGzYMmZmZxn4cg4mPj0fXrl3h4+MDiUSCXbt2adzXV4zOnTuHkJAQ2Nvbw8/PDwsWLDD0oxlMUTGTy+WYPHky6tevjwoVKsDHxwfvvvsu7ty5o1GHpcUMKP67lteoUaMgkUiwdOlSjeuWFreSxOzPP/9Et27d4OLiggoVKqBZs2a4efOm+n52djYiIiLg5uaGihUrolevXkhLS9Oo4+bNm+jSpQscHR3h4eGBiRMn4tmzZ4Z+PIMpLm6ZmZkYPXo0fH194eDggKCgIKxevVqjjKXFbe7cuWjWrBmcnJzg4eGBHj164NKlSxpl9BWTuLg4NGnSBFKpFIGBgdi4caOhH88giovZ/fv38eGHH6J27dpwcHBAtWrVMGbMGDx8+FCjnjIfM0Fm5fPPPxdubm5i7969Ijk5WWzfvl1UrFhRLFu2TF1m3rx5wsXFRezatUv8/vvvolu3biIgIEA8efJEXaZjx46iYcOG4ueffxYJCQkiMDBQ9OvXzxSPZBD79+8XU6dOFTKZTAAQMTExGvf1EaOHDx8KT09PMWDAAHHhwgXx/fffCwcHB/H1118b6zH1qqiYpaeni/bt24utW7eK//u//xOJiYni1VdfFU2bNtWow9JiJkTx3zUVmUwmGjZsKHx8fMSSJUs07lla3IqL2dWrV4Wrq6uYOHGi+O2338TVq1fF7t27RVpamrrMqFGjhJ+fnzh8+LA4ffq0eO2110SLFi3U9589eybq1asn2rdvL86ePSv2798v3N3dxZQpU4z1mHpXXNxGjBghatasKY4ePSqSk5PF119/LaytrcXu3bvVZSwtbuHh4WLDhg3iwoULIikpSXTu3FlUq1ZNZGZmqsvoIyZ//fWXcHR0FOPHjxd//PGHWL58ubC2thYHDhww6vPqQ3ExO3/+vOjZs6fYs2ePuHr1qjh8+LCoVauW6NWrl7qO8hAzJsBmpkuXLmLo0KEa13r27CkGDBgghBAiNzdXeHl5iYULF6rvp6enC6lUKr7//nshhBB//PGHACB+/fVXdZkff/xRSCQScfv2bSM8hXG9+D8KfcXoq6++EpUrVxY5OTnqMpMnTxa1a9c28BMZXlGJnMovv/wiAIgbN24IIRgzIQqP261bt0TVqlXFhQsXhL+/v0YCbOlxKyhmb7/9tnjnnXcK/Ux6erqwtbUV27dvV1/7888/BQCRmJgohFAmi1ZWViI1NVVdZtWqVcLZ2VkjjmVVQXGrW7eumDVrlsa1Jk2aiKlTpwohGDchhLh7964AII4dOyaE0F9MJk2aJOrWravR1ttvvy3Cw8MN/UgG92LMCrJt2zZhZ2cn5HK5EKJ8xIxTIMxMixYtcPjwYVy+fBkA8Pvvv+P48ePo1KkTACA5ORmpqalo3769+jMuLi5o3rw5EhMTAQCJiYmoVKkSXnnlFXWZ9u3bw8rKCqdOnTLi05iGvmKUmJiIVq1awc7OTl0mPDwcly5dwoMHD4z0NKbz8OFDSCQSVKpUCQBjVpjc3FwMHDgQEydORN26dfPdZ9w05ebmYt++fXjppZcQHh4ODw8PNG/eXOOf+8+cOQO5XK7xZ/jll19GtWrVNP4M169fH56enuoy4eHhyMjIwMWLF432PMbUokUL7NmzB7dv34YQAkePHsXly5cRFhYGgHEDoP5neldXVwD6i0liYqJGHaoyqjrKshdjVlgZZ2dn2NjYACgfMWMCbGY+/vhj9O3bFy+//DJsbW3RuHFjREZGYsCAAQCA1NRUAND40qneq+6lpqbCw8ND476NjQ1cXV3VZcozfcUoNTW1wDrytlFeZWdnY/LkyejXrx+cnZ0BMGaFmT9/PmxsbDBmzJgC7zNumu7evYvMzEzMmzcPHTt2xKFDh/Dmm2+iZ8+eOHbsGADlM9vZ2an/8qXy4p9hS4mZyvLlyxEUFARfX1/Y2dmhY8eOWLlyJVq1agWAccvNzUVkZCRatmyJevXqAdBfTAork5GRgSdPnhjicYyioJi96N9//8Xs2bMxcuRI9bXyEDMbU3eANG3btg3R0dHYvHkz6tati6SkJERGRsLHxweDBg0ydffIAsjlcvTp0wdCCKxatcrU3TFrZ86cwbJly/Dbb79BIpGYujtlQm5uLgCge/fuGDduHACgUaNGOHnyJFavXo3WrVubsntmbfny5fj555+xZ88e+Pv7Iz4+HhEREfDx8ck30maJIiIicOHCBRw/ftzUXSkziotZRkYGunTpgqCgIMycOdO4nTMwjgCbmYkTJ6pHgevXr4+BAwdi3LhxmDt3LgDAy8sLAPKtYE1LS1Pf8/Lywt27dzXuP3v2DPfv31eXKc/0FSMvL68C68jbRnmjSn5v3LiB2NhY9egvwJgVJCEhAXfv3kW1atVgY2MDGxsb3LhxAxMmTED16tUBMG4vcnd3h42NDYKCgjSu16lTR70LhJeXF54+fYr09HSNMi/+GbaUmAHAkydP8Mknn2Dx4sXo2rUrGjRogNGjR+Ptt9/GF198AcCy4zZ69Gjs3bsXR48eha+vr/q6vmJSWBlnZ2c4ODjo+3GMorCYqTx69AgdO3aEk5MTYmJiYGtrq75XHmLGBNjMZGVlwcpK88dibW2tHjUJCAiAl5cXDh8+rL6fkZGBU6dOITg4GAAQHByM9PR0nDlzRl3myJEjyM3NRfPmzY3wFKalrxgFBwcjPj4ecrlcXSY2Nha1a9dG5cqVjfQ0xqNKfq9cuYKffvoJbm5uGvcZs/wGDhyIc+fOISkpSf3y8fHBxIkTcfDgQQCM24vs7OzQrFmzfFtVXb58Gf7+/gCApk2bwtbWVuPP8KVLl3Dz5k2NP8Pnz5/X+MuF6i9tLybX5YFcLodcLi/y/w+WGDchBEaPHo2YmBgcOXIEAQEBGvf1FZPg4GCNOlRlVHWUJcXFDFD+PzMsLAx2dnbYs2cP7O3tNe6Xi5iZdg0evWjQoEGiatWq6m3QZDKZcHd3F5MmTVKXmTdvnqhUqZLYvXu3OHfunOjevXuBW3w1btxYnDp1Shw/flzUqlWrXG2D9ujRI3H27Flx9uxZAUAsXrxYnD17Vr1jgT5ilJ6eLjw9PcXAgQPFhQsXxJYtW4Sjo2OZ3ZqqqJg9ffpUdOvWTfj6+oqkpCSRkpKifuVdGW5pMROi+O/ai17cBUIIy4tbcTGTyWTC1tZWrFmzRly5ckW9PVJCQoK6jlGjRolq1aqJI0eOiNOnT4vg4GARHBysvq/ahiksLEwkJSWJAwcOiCpVqpTZ7byEKD5urVu3FnXr1hVHjx4Vf/31l9iwYYOwt7cXX331lboOS4vb+++/L1xcXERcXJzGf7eysrLUZfQRE9WWXhMnThR//vmnWLlypVlt6aWN4mL28OFD0bx5c1G/fn1x9epVjTLPnj0TQpSPmDEBNjMZGRli7Nixolq1asLe3l7UqFFDTJ06VSMJyc3NFdOnTxeenp5CKpWKdu3aiUuXLmnUc+/ePdGvXz9RsWJF4ezsLIYMGSIePXpk7McxmKNHjwoA+V6DBg0SQugvRr///rt4/fXXhVQqFVWrVhXz5s0z1iPqXVExS05OLvAeAHH06FF1HZYWMyGK/669qKAE2NLiVpKYrVu3TgQGBgp7e3vRsGFDsWvXLo06njx5Ij744ANRuXJl4ejoKN58802RkpKiUeb69euiU6dOwsHBQbi7u4sJEyaot2kqi4qLW0pKihg8eLDw8fER9vb2onbt2mLRokUiNzdXXYelxa2w/25t2LBBXUZfMTl69Kho1KiRsLOzEzVq1NBooywpLmaFfQ8BiOTkZHU9ZT1mEiHyHDFGRERERFTOcQ4wEREREVkUJsBEREREZFGYABMRERGRRWECTEREREQWhQkwEREREVkUJsBEREREZFGYABMRERGRRWECTEREREQWhQkwEREREVkUJsBEREb0zz//4P3330e1atUglUrh5eWF8PBwnDhxQl1GIpFg165dpuvkf27dugU7OzvUq1fP1F0hItIrJsBEREbUq1cvnD17Ft9++y0uX76MPXv2IDQ0FPfu3dN7W3K5vFSf37hxI/r06YOMjAycOnXK4O0RERkLE2AiIiNJT09HQkIC5s+fjzZt2sDf3x+vvvoqpkyZgm7dugEAqlevDgB48803IZFI1O8BYNWqVahZsybs7OxQu3Zt/O9//9OoXyKRYNWqVejWrRsqVKiAzz//HACwe/duNGnSBPb29qhRowaioqLw7NmzIvsqhMCGDRswcOBA9O/fH+vWrdO4f/36dUgkEmzduhWtW7eGvb09oqOjAQBr165FnTp1YG9vj5dffhlfffWVxmcnT56Ml156CY6OjqhRowamT5/O5JmIjEsQEZFRyOVyUbFiRREZGSmys7MLLHP37l0BQGzYsEGkpKSIu3fvCiGEkMlkwtbWVqxcuVJcunRJLFq0SFhbW4sjR46oPwtAeHh4iPXr14tr166JGzduiPj4eOHs7Cw2btworl27Jg4dOiSqV68uZs6cWWRfDx8+LLy8vMSzZ8/E+fPnhZOTk8jMzFTfT05OFgBE9erVxc6dO8Vff/0l7ty5IzZt2iS8vb3V13bu3ClcXV3Fxo0b1Z+dPXu2OHHihEhOThZ79uwRnp6eYv78+aUJLRGRVpgAExEZ0Y4dO0TlypWFvb29aNGihZgyZYr4/fffNcoAEDExMRrXWrRoIUaMGKFx7a233hKdO3fW+FxkZKRGmXbt2ok5c+ZoXPvf//4nvL29i+xn//79Nepq2LCh2LBhg/q9KgFeunSpxudq1qwpNm/erHFt9uzZIjg4uNC2Fi5cKJo2bVpkf4iI9IlTIIiIjKhXr164c+cO9uzZg44dOyIuLg5NmjTBxo0bi/zcn3/+iZYtW2pca9myJf7880+Na6+88orG+99//x2zZs1CxYoV1a8RI0YgJSUFWVlZBbaVnp4OmUyGd955R33tnXfeyTcN4sX2Hj9+jGvXrmHYsGEa7X322We4du2autzWrVvRsmVLeHl5oWLFipg2bRpu3rxZ5PMTEemTjak7QERkaezt7dGhQwd06NAB06dPx/Dhw/Hpp59i8ODBpa67QoUKGu8zMzMRFRWFnj17FtiPgmzevBnZ2dlo3ry5+poQArm5ubh8+TJeeumlAtvLzMwEAHzzzTcanwUAa2trAEBiYiIGDBiAqKgohIeHw8XFBVu2bMGiRYu0fFIiIt0xASYiMrGgoCCNbc9sbW2hUCg0ytSpUwcnTpzAoEGD1NdOnDiBoKCgIutu0qQJLl26hMDAwBL3Z926dZgwYUK+hPyDDz7A+vXrMW/evAI/5+npCR8fH/z1118YMGBAgWVOnjwJf39/TJ06VX3txo0bJe4bEZE+MAEmIjKSe/fu4a233sLQoUPRoEEDODk54fTp01iwYAG6d++uLle9enUcPnwYLVu2hFQqReXKlTFx4kT06dMHjRs3Rvv27fHDDz9AJpPhp59+KrLNGTNm4I033kC1atXQu3dvWFlZ4ffff8eFCxfw2Wef5SuflJSE3377DdHR0Xj55Zc17vXr1w+zZs0q8HMqUVFRGDNmDFxcXNCxY0fk5OTg9OnTePDgAcaPH49atWrh5s2b2LJlC5o1a4Z9+/YhJiZGy0gSEZWSqSchExFZiuzsbPHxxx+LJk2aCBcXF+Ho6Chq164tpk2bJrKystTl9uzZIwIDA4WNjY3w9/dXX//qq69EjRo1hK2trXjppZfEd999p1E/Clg8J4QQBw4cEC1atBAODg7C2dlZvPrqq2LNmjUF9nH06NEiKCiowHspKSnCyspK7N69W70I7uzZs/nKRUdHi0aNGgk7OztRuXJl0apVKyGTydT3J06cKNzc3ETFihXF22+/LZYsWSJcXFwKDxwRkZ5JhBDC1Ek4EREREZGxcBcIIiIiIrIoTICJiIiIyKIwASYiIiIii8IEmIiIiIgsChNgIiIiIrIoTICJiIiIyKIwASYiIiIii8IEmIiIiIgsChNgIiIiIrIoTICJiIiIyKIwASYiIiIii/L/krCL66PrTqEAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8,6))\n", "plt.plot(df['Store_Area'], df['Items_Available'], marker='o', color='b')\n", "\n", "plt.title('Items Available vs Store Area')\n", "plt.xlabel('Store Area')\n", "plt.ylabel('Items Available')\n", "plt.grid(True)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Я построил линейчатую диограмму чтобы узнать как зависит площадь магазина от количества товаров и по графику видно что чем больше площадь тем больше товаров." ] } ], "metadata": { "kernelspec": { "display_name": "aimenv", "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": "3.12.6" } }, "nbformat": 4, "nbformat_minor": 2 }