pred_analytics/lab1.ipynb
2025-01-13 14:42:39 +04:00

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"
}
},
"cell_type": "markdown",
"metadata": {},
"source": [
"Был взят 17 вариант, а именно .csv с Ценами на автомобили.![image.png](attachment:image.png)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"\n",
"# Загрузка (чтение) файла\n",
"df = pd.read_csv('car_price_prediction.csv')\n",
"\n",
"# Сохранение данных в файл\n",
"# df.to_сsv('car_price_prediction.csv', index=False, engine='openpyxl')\n",
"\n",
"# Получение сведений о df\n",
"df.info()\n",
"\n",
"# Получение информации о колонках df\n",
"print(df.columns)\n",
"\n",
"# Вывод отдельных строк/столбцов df\n",
"print(df[0:3])\n",
"print(df.loc[50,\"Price\"])\n",
"\n",
"# Группировка и агрегация\n",
"grouped = df.groupby([\"Price\", \"Model\"])\n",
"print(grouped)\n",
"df[\"Price\"].agg(['sum', 'mean'])\n",
"\n",
"# Сортировка данных в df\n",
"df.sort_values(by=\"Price\", ascending=False)\n",
"\n",
"# Удаление строк/стобцов из df\n",
"df.drop(labels=[2,3], axis=0)\n",
"df.drop(\"Price\", axis=1)\n",
"\n",
"# Cоздание новых столбцов на основе данных из существующих столбцов датафрейма\n",
"df = df.assign(Test = df[\"Fuel type\"] + df[\"Engine volume\"])\n",
"print(df)\n",
"\n",
"# Удаление строк с пустыми значениями\n",
"df_cleaned = df.dropna()\n",
"\n",
"# Удаление только строк, в которых все значения NaN\n",
"df_cleaned = df.dropna(how=\"all\")\n",
"\n",
"# Заполнение пустых значений на основе существующих данных\n",
"median_value = df[\"Price\"].median()\n",
"df[\"Price\"].fillna(median_value, inplace=False)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 1.0, 'test')"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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KnM/JyeHNN9+kdu3amJmZ0aBBAxYtWlRs7EFBQRgYGBAXFwdAYmIiBgYGDBs2TN1m/vz5dOrUCYD8/HxeeeUVPDw8MDc3p1GjRixbtqzINfPy8pgwYQJ2dnY4OjrywQcfMHLkSAYOHKhuk52dzYQJE3BxccHMzIxOnTpx4sQJ9fn9+/ejUCjYs2cPbdq0wcLCgo4dO3Lp0qUH/XNUuHylijl/XaS4gaXCY3P+uihDT0JUIrkPhRD301ryl5CQwM6dOxk/fjyWlpbFtlEoFAAolUoGDBhAYmIiBw4cYNeuXYSHh/Pcc8+p227cuJG3336b9957j6CgIF5//XVGjx7Nvn371NcYPHgwJiYmHDt2jFWrVvHBBx8Ueb0vvviCLVu28Ntvv3Hp0iV+/PFH3N3di42tSZMmODo6cuDAAQD+/fffIo8BDhw4QNeuXdWvX69ePX7//XcuXrzIzJkzmTZtGr/99pu6/UcffcSPP/7I999/T2BgICkpKRrzEd9//33+/PNP1q5dy+nTp/H29qZXr14kJiYWaTd9+nQ+/fRTTp48iZGRES+//HIJ/xIFCWVKSkqRr4pwPCJRo6fhXirgZnIWW8/fQClvPEJUioe9D49HJJbYRghRsyhUKpVW3nWPHTtG+/bt2bBhA4MGDVIfd3JyIiur4BfV+PHj+eijj9i1axdPPfUUERERuLm5AXDx4kWaNGnC8ePHadu2LQEBATRp0oRvvvlGfa2hQ4eSnp7O1q1b2blzJ3369CEqKoo6deoA8M8///DUU0+xceNGBg4cyIQJE7hw4QK7d+9WJ56lGTJkCLVr12b58uW88847GBsb891333H48GG8vLyws7Nj06ZN9OzZs9jnv/nmm9y6dYs//vgDgFq1ajFp0iQmTZoEFPQWenp60qpVKzZt2kR6ejr29vasWbOGF154AYDc3Fzc3d2ZOHEikydPZv/+/XTr1o3du3fTvXt3ALZt20afPn3IzMzEzMxMI47Zs2czZ84cjePJycnY2Ng88OdQks1nr/P2L2cfqq2pkQHujpZ4OFni4Vzwp5ezJR5OVthbGD/Uv4cQQtPD3ofLhrVkQMu6lR+QEKLSpKSkYGtr+8D3b60v+Ljf8ePHUSqVvPjii2RnZwMQHByMm5ubOvED8PPzw87OjuDgYNq2bUtwcDBjxowpcq2AgAD10GrhNQoTP4AOHToUaT9q1Ch69uxJo0aN6N27N3379uXJJ58sMdYuXbqok80DBw6wcOFCQkND2b9/P4mJieTm5hIQEKBuv2LFCv73v/8RHR1NZmYmOTk5tGzZEihItGJiYmjXrp26vaGhIf7+/iiVSgCuXLmicU1jY2PatWtHcHBwkdiaN2+u/nvt2gWTuWNjY6lfv77G9zF16lTeffdd9eOUlJQiP+vycrHWTDSLY2gA2XlKLsWkcikmVeO8rbkxHk6WeDrdTQ49naxwd7LAwkTn/gsLoVMe9j582HZCiOpPa++c3t7eKBQKjblonp6eAJibm1d5TK1btyYiIoLt27eze/duhg4dSo8ePdQ9c/fr2rUrEydO5PLly1y8eJFOnToREhLC/v37uX37tnrOHcAvv/zCpEmT+PTTT+nQoQPW1tZ88sknHDt2rFK+F2NjY/Xf7x0+L46pqSmmpqYVHkM7Dwdq25pxKzmr2PlGULDacP+krsSkZBMen0ZEfDoR8emExxX8eT0pk+TMXM5eTeLs1aRin+9RmBQ6WeLlbIWHkyX17M0xMtT7SkZCPPA+VAC1bM1o5+FQ1aEJIbREa8mfo6MjPXv2ZPny5bz11lslzvsDaNy4MVevXuXq1atFhn2TkpLw8/NTtwkMDGTkyJHq5wUGBhY5f/XqVW7evKnuCTt69KjGa9nY2PDcc8/x3HPP8cwzz9C7d28SExNxcND8xdisWTPs7e2ZP38+LVu2xMrKiq5du/LRRx9x+/Zt9Xy/wlg6duzIuHHj1MeuXLmi/rutrS2urq6cOHGCzp07AwXDvqdPn1b3DhYuZgkMDKRBgwZAwbDviRMnmDhxYok/P20xNFAwq58fY384jQKKfeMZ0roupsaG1He0oL6jBV0bFT2flZtPZEI6EXHphKuTwoIk8XZGLjeTs7iZnMXhKwlFnmdkoKC+o8Xd3kInKzydC3oPna1NZRhZ6I1778P7Fd4Fs/r5YWgg94QQ+kKrY2YrV64kICCANm3aMHv2bJo3b46BgQEnTpwgJCQEf39/AHr06EGzZs148cUX+fzzz8nLy2PcuHF06dKFNm3aADB58mSGDh1Kq1at6NGjB3/99RcbNmxQl4vp0aMHDRs2ZOTIkXzyySekpKQwffr0IvEsXbqU2rVr06pVKwwMDPj999+pVasWdnZ2xcavUCjo3LkzP/74o3qeXvPmzcnOzmbPnj1FhlJ9fHxYt24dO3bswMPDg/Xr13PixAk8PDzUbd566y0WLVqEt7c3vr6+fPnll9y+fVudqFhaWjJ27FgmT56Mg4MD9evX5+OPPyYjI4NXXnmlYv5RKljvprX5anhrjfpi5saGZObms/ZwFANa1sXH1brY55sZG+JbywbfWppzF26n5xBxJzGMiE8nPD6N8Lh0IhPSycpVEh5XkCzez9LE8M68Qqt75hZa4u5kiY2ZsUZ7Iaq7wvvwjfsSwFpS508IvaTV5M/Ly4szZ86wcOFCpk6dyrVr1zA1NcXPz49Jkyape8kUCgWbN2/mrbfeonPnzhgYGNC7d2++/PJL9bUGDhzIsmXLWLJkCW+//TYeHh58//336t43AwMDNm7cyCuvvEK7du1wd3fniy++oHfv3uprWFtb8/HHH3P58mUMDQ1p27Yt27Ztw8Cg5OHDLl26sGnTpiKv07lzZ7Zu3Vpkbt7rr7/OmTNneO6551AoFDz//POMGzeO7du3q9t88MEH3Lp1i5deeglDQ0PGjBlDr169MDQ0VLdZvHgxSqWSESNGkJqaSps2bdixYwf29vaP9G9RmXo3rU1Pv1p4TdsGwJz+fgxtU5+R/zvO8chEXll7kk3jA3CwNCnTde0tTbC3NKF1/aLfu1Kp4lZK1p2EMJ3wuLvDyVcTM0jPySfoegpB1zVXNTtZmd43t9AST2dL3BwsMDUy1GgvRHVxf4L382vtaefhID1+Qughra32FQ+mVCpp3LgxQ4cOZd68eVX2ug+7Wqis3KdsBeDPsR3wb+BAYnoOA1Yc4mpiJu3cHVj/artKT7By8pREJ2bcSQYLegrD7ySGcanZJT7PQAH17C3Ucws97yw68XC2pLaNGQbyBiqqgcJ7ECBycR8tRiKEqAzVdrWvPouKimLnzp106dKF7Oxsli9fTkREhLqsS03jYGnC/0a2ZfDKwxyPTGT6xiA+eaZ5pc7HMzEywNvFCm8XK8C1yLnUrFwi4zPUC08KF51ExKeTlp1HdGIG0YkZHAiNK/I8UyODIotOPO8sOvF0ssS+jL2ZQgghRGWT5E+HGBgYsGbNGiZNmoRKpaJp06bs3r2bxo0bazu0SuPjas2XL7Ti5TUn+OPUNXxcrHi9i5dWYrE2M6ZZPVua1bMtclylUhGXlq2eWxgRn86VOwtPohMzyM5TEnIrlZBbmmVq7CyMNVYiezhZ4u5oibmJDCMLIYSoepL86RA3NzcCAwO1HUaV69rIhZl9/Zj910UW/xOCp7MVPf1cH/zEKqJQKHCxNsPF2ozHPB2LnMvLV3I9KbNg6Dgu/W65mrh0biRnkZSRy5noJM5EJ2lct46tmbqgdeEQsqeTJXXtpEyNEEKIyiPJn9AJIzu6czk2jR+PRfP2L2f4/Y0ONKlj++AnapmRoQENHC1p4GhJt/vK1GTm3ClTc2fRSfg9NQyTM3O5kZzFjeQsAsOKlqkxNlRQ38GiSHmawgUozlZSpkYIIcSjkeRP6ASFQsHs/k2ITEgnMCyB19aeZNObAdV61wFzE0Ma17ahce3iy9TcTQbvrkaOiE8nO0/JlbiCoWWKbtyClanRffML7+52Yi1laoQQQjwESf6EzjA2NGDlC/4MWhlIeHw6Y9ad4pcx7TEzrnlz4+wtTfC3NMG/gWaZmpspWXfmF6bdmVtY8HXtdgZp2Xmcv57M+evJGtd0tjZVLzTxvKeOYX0HC0yMZBhZCCFEAUn+hE6xtTBm9ai2DFwRyNmrSbz/x38sG9ZSb4Y6DQwU1LUzp66dOZ18nIqcy87L52pihnoVsvrP+HTi07KJSy34Oh6RWPSaCnBzsNCYW+jhZEktKVMjhBB6R5I/oXM8nCz5anhrXlp9nC3nbuDlbMXbPXy0HZbWmRoZ4u1ijbeL5m4oKVm5RN4zpzD8Th3DiLh00nPyiUrIICohg/2XipapMTM2wN3xnrqF9xS3trOQMjVCCFETSfIndFJHLyfmDWzK1A3n+Wx3KF4ulvRtXkfbYeksGzNjmtezo3k9uyLHVSoVcanZGvMLw+PTiU7IICu35DI19uoyNfcsPHEuKFNTE4fihRBCX0jyJ3TW8+3qExabxupDEbz32znc7C1o4Wan7bCqFYVCgYuNGS42ZrQvpkzNtduZd+oWFl10cjM5i9sZudyOTuJ0MWVq6tqZqxecqBefOFlR195ctgsTQggdJ8mf0GnTnm5MeFwa+y7F8dq6k2x+M4DatubaDqtGMDI0wN3JEncnS7r5uhQ5l5GTR2R8hkZvYXhcGilZeVxPyuR6UiaHwuKLPM/E0ID6jhb3rES+u/DEycpEb+ZuCiGELpPkT+g0QwMFXzzfime+OsKlmFReXXuS39/ogIWJ/NetTBYmRvjVscGvTtEyNSqVitsZuUX3RS5ckZyQTk6ekrDYNMJi0zSuaW1qdM9ik7sLT9ydLLEylX9PIYSoKvIbV+g8azNjvhvZhoErArlwI4V3fz3HyhdbyypVLVAoFDhYmuBg6YB/A4ci55RKFTeSM9VDx/cuPLl2O5PU7Dz+u5bMf9c0y9S4FJapcbYqUtTazV7K1AghREWT5E9UC24OFnw9wp8Xvj3GPxdusWTnJd7v7avtsMQ9DAwU1LO3oJ69BY/7OBc5l5V7p0yNukTN3TmG8Wk5xKZmE5uazbH7ytQYGihwszdXJ4aFdQw9nAvK1MgwshBClJ0kf6LaaOPuwOIhzXj3t3Os3H8FL2crhvjX03ZY4iGYGRvi42qNj6tmmZrkzIIyNeF3StOE37PwJCMnn8iEDCITMth3X5kac2ND3IvMLby78MTWQnY7EUKIkkjyJ6qVwa3rERabxsr9V5i64TwNHC1o4+7w4CcKnWVrbkwLNzuNldwqlYrY1Ow7w8dpd+cWxqcTnZhBZm4+wTdTCL6ZonFNB0uTIr2EhfMMGzhaSJkaIYTek+RPVDuTnmxEeFw6/1y4xevrT7FpfABuDhbaDktUMIVCgauNGa42ZnTwKlqmJlddpkZz4cmtlCwS03NITM/hVNTt+64JdWzNi/YW3plnWMdOytQIIfSDJH+i2jEwULD0uRZcXZXBhRspvLL2BH+O7Yi1mQz16QtjQwP1MO8T9039TM/OIzJBcwu88Lg0Uu8pU/PvZc0yNQ0cLdT7Ihf2Gno4WeJoKWVqhBA1hyR/olqyMDHiu5FtGLA8kNCYNCb8fIbvRraVnhuBpakRTerY0qSObZHjKpWKxPSce5LBuwtPIhMyyMlTcjk2jcuxaUBMkedamxnhec+ik3u/LKVMjRCimpHfWqLaqm1rzrcvtWHo10fYdymOhduC+bCvn7bDEjpKoVDgaGWKo5WpxjzRfKWKG0mZGkWtI+LTuZ6USWpWHueuJXOumDI1rjamBfsi37fwxM3BAmNDKVMjhNA9kvyJaq2Fmx2fDm3Bmz+dYfWhCLxdrHi+XX1thyWqGUMDBW4OFrg5WNC5oWaZmujEDMLj0ooWtY5PJyE9h5iUbGJSsjkSnqBxzfoOFkXqFhauRna1MZVhZCGE1kjyJ6q9vs3rcCU2nc92h/LhpiAaOFrQ0ctJ22GJGsLM2JCGrtY0LK5MTUYuEQn39RbeSQ4zc/PVSeL9LEwMcXe8p0yN891t8GzNZe6qEKJySfInaoQJ3b25EpfGlnM3GPvDaTaND8DDyVLbYYkaztbCmJYWdrQspkxNTEo24XdWI0fEFy1Tk5GTz8WbKVwspkyNo6XJnUUndxNCT2dL6jtImRohRMWQ5E/UCAqFgo+faU50YgZnrybxypoTbBwXIMV+hVYoFApq2ZpRy9ZMoxc6N1/J1cQMjS3wIuLTiUnJJiE9h4T0HE5EapapqWdvfncl8j1fUqZGCFEWkvyJGsPM2JBvXvJn4PJAwuPTGffTKdaMbieT7oVOMTY0KNjD2NmK7o2LnkvLziMy/t4yNWnqv6dm53E1MZOriZkcDC2624mJkQEejvfPLSz400HK1Agh7iPJn6hRXKzN+G5kW55ZdZjAsARmb7nA/IFN5c1PVAtWpkY0rWtL07qaZWoSCsvU3LfwJOpOmZpLMalciknVuKaNmVFBsnnfNIiMnDwsTOQtQAh9JHe+qHH86tiwbFgrxqw/yY/HovFxsWJUgIe2wxKi3BQKBU5WpjhZmdK2hDI1V+4sOom4p+fwRnImKVl5nL2axNmrSUWe5zdzB7VszO6ZX2ipLnBdz95cesyFqMEk+RM1Uk8/V6b09mXR9hDm/n0RdydLujZy0XZYQlS4e8vUdG1U9FxWbj5RCXfL1Hyy41KR87dSsriVksXhK0XL1BgZKKjveE+ZmnsWnrhYS5kaIao7Sf5EjTWmsydhsWn8fuoab/10hg3jOuJTTLkOIWoqM2NDGtWyplGtgv/39yZ/Z2f2LLIF3t3C1mlk5SoLFqPEaZapsTQxLFKa5t46hjayxaIQ1YIkf6LGUigULBjUjKiEDI5HJvLy2hNsHt8JB0sTbYcmhNbZWZjQqr4JrerbFzmuVKqISc0iIi6dK+q5hQVDyldvZ5Kek0/Q9RSCrmuWqXGyMi2mqLUl9R0tMDWSMjVC6ApJ/kSNZmJkwKoR/gxcEUh0YgZvrD/F+lfbyRuRECUwMFBQ29ac2rbmdPQuWqYmJ0/J1dsZGiuRI+LTiU3NJj6t4Ot4ZGLRayqgnr3FfXML75SpsTXHQMrUCFGlJPkTNZ6DpQmrR7Zh8MrDHI9MZPrGID55prnMWxKijEyMDPBytsLL2QpwLXKusExNcQtP0rLziE7MIDoxgwP3lakxNTIoUrPw3oUn0ksvROWQ5E/oBR9Xa758oRUvrznBH6eu4e1ixRtdvLQdlhA1RmllauLTctRb4N2dW5hOVEI62XlKQm6lEnJLs0yNnYXx3YTwnoUnHk6WmJtI770Q5SXJn9AbXRu5MLOvH7P/ushH/4Tg6WTJk01qaTssIWo0hUKBs7UpztamPObpWORcXr6SG0lZXIlPU9ctLPy6npRJUkYuZ6KTOBOdpHHdOrZm6nmF9+56Us/eHCMpUyNEqST5E3plZEd3wuLS+OFoNBN/Pcvvb3SgSR3bBz9RCFHhjAwNqO9oQX1HC7rdV6YmMyefqMS7cwrvnWd4OyOXG8lZ3EjOIjCsaJkaY0MF9R0sChLCe2sYOlniLGVqhAAk+RN6RqFQMKtfEyLjMzgUFs9ra0+y6c0AXKzNtB2aEOIe5iaG+NaywbeWjca52+k5RCRoboEXmZBOVq6SK3HpXIlLh+Ciz7MyNSpmbmHBl7WUqRF6RJI/oXeMDQ1Y8UJrBq0s2AN4zLpT/DKmPWbGModIiOrA3tIEe0sTWhdTpuZWSpY6KQy/Zxj5amIGadl5nL+ezPnryRrXdLY2LVq38E5yWN/BEhMjGUYWNYskf0Iv2VoYs3pUWwauCOTs1STe/+M/lg1rKUNCQlRjBgYK6tiZU8fOnE4+RcvUZOflczUxo5ii1unEpWarv45HaJapcXOw0Fh44ulsSS0bMylTI6olSf6E3vJwsuSr4a15afVxtpy7gZezFW/38NF2WEKISmBqZIi3izXeLpq7/KRm5RYpTXP372mk5xRskReVkMH+S0XL1JgZG+DueO/wccFqZC9nS+wspEyN0F3lSv4OHDjAkiVLCA4umFDh5+fH5MmTefzxxys0OCEqW0cvJ+YNbMrUDef5bHcoXi6W9G1eR9thCSGqkLWZMc3r2dG8nl2R4yqViri07PsSwoIh5ejEDLJySy5TY68uU1N04YmHk6VMMRFaV+bk74cffmD06NEMHjyYCRMmABAYGEj37t1Zs2YNL7zwQoUHKURler5dfcJi01h9KIL3fjuHm70FLdzstB2WEELLFAoFLtZmuFib0b6YMjXXkzIL9kCOv7vwJCIunRvJWdzOyOV2dBKniylTU9fOvGhha2dLvJysqGtvjqEMI4sqoFCpVKqyPKFx48aMGTOGd955p8jxpUuX8u2336p7A0X1lZKSgq2tLcnJydjYaK60Ky/3KVsB+HNsB/wbOFTYdStCvlLFa+tOsjckFhdrUza/GUBtW3NthyVEhSq8BwEiF/fRYiQ1W2ZO/j01C+8uPAmPSyc5M7fE55ncKX2jufDECicrE5mTLB7oYd+/y9zzFx4eTr9+/TSO9+/fn2nTppX1ckLoBEMDBcuGteSZr45wKSaVV9ee5Pc3OmBhItNihRBlY25iiF8dG/zqFF+mJjw+rchQcuFXdp6SsNg0wmLTNJ5nbWp0T1FryztzC61wd7LEylR+T4myKfP/GDc3N/bs2YO3t3eR47t378bNza3CAhOiqlmbGfPdyDYMXBHIhRspvPPrWb560V9W8wkhKoy9pQn+lg4aox9KpYobyZnFLjy5djuD1Ow8/ruWzH/XNMvUuBSWqbl3xxNnS9zsLaRMjShWmZO/9957jwkTJnD27Fk6duwIFMz5W7NmDcuWLavwAIWoSm4OFnw9wp8Xvj3GjgsxLNl5ifd7+2o7LCFEDWdgoKCevQX17C143Me5yLnsvHyiEzLu1i2Mu1uqJj4tm9jUgq9j95WpMTRQ4GZvfnclsrMlXnfmGLpaS5kafVbm5G/s2LHUqlWLTz/9lN9++w0omAf466+/MmDAgAoPUIiq1sbdgcVDmvHub+dYuf8KXs5WDPGvp+2whBB6ytTIEB9Xa3xcNcvUpGTlFkkGC+cZRsSlk56TT2RCBpEJGey7r0yNubEh7sUUtfZ0ssLWQnY7qenKNVFg0KBBDBo0qKJjEUJnDG5dj7DYNFbuv8LUDeep72hBW3fdWqQihBA2Zsa0cLPTqFCgUqmITb23TE2aOkGMTsggMzef4JspBN9M0bimg6VJ0W3w7iw6aeBoIWVqaogyJ3+enp6cOHECR0fHBzcWohqb9GQjwuPS+efCLV5ff4rN4wNwc7DQdlhCCPFACoUCVxszXG3M6OClWabm6u3MgpXI9y08uZmcRWJ6DonpOZyKun3fNaGOrblG3UIvZyvq2EmZmuqkzMlfZGQk+fn5lRGLEDrFwEDB0udacO3rDIKup/DK2hP8ObajbAAvhKjWjAwN1InbE/dNac7IybubDN4znBwel0ZKVh7XkzK5npTJv5fjizzPxNCABnfK1Hg43+0t9HCyxNFSytTomnIN+8o/otAXFiZGfPtSGwYsDyQ0Jo0JP5/hu5Ft5ROuEKJGsjAxokkdW5rUsS1yXKVSkZieU3RuYWGvYUI6OXlKLsemcbm4MjVmRvfMLbRSJ4ceTpZYSpkarSjXT71NmzYYGhY/7h8eHv5IAQmha2rbmvPtS20Y+vUR9l2KY+G2YD7s66ftsIQQosooFAocrUxxtDKlzX3zn/OVKm4kZRYZPi7c9eTa7UxSs/I4dy2Zc8WUqXG1Mb1bnuaecjVuDhYYG0qZmspSruTvvffew9bW9sENhaghWrjZsXRoS8b/dJrVhyLwdrHi+Xb1tR2WEEJonaGBAjcHC9wcLOjcsGiZmqzcfKITMzQWnkTEpxOflkNMSjYxKdkcDdcsU1PfwaLowpM7q5FdbUxlBPIRlTn5UygUDBs2DBcXl8qIRwid1ad5ba7ENWTprlA+3BREA0cLOno5aTssIYTQWWbGhjR0taZhMWVqkjNyiUi4W5om/J6ew4x7tsi7n4WJIe6OlkWGjwvnF9qay5zsh1Hm5K+MWwELUaO89YQ3YbFpbDl3g7E/nGbjuI54OltpOywhhKh2bC2MaWlhR8tiytTEpGQTXthLeM+K5OjEDDJy8rl4M4WLxZSpcby3TM2dnkJPZ0vqO0iZmnuVOfn7/vvvZchX6C2FQsHHzzQnOjGDs1eTeHXtSTaOC5CiqEIIUUEUCgW1bM2oZWumMbqSm6/kamJG0bmFd5LDWylZJKTnkJCew8liytTUtTMvUrewMEnUxzI1ZU7+Ro4cSUZGBtnZ2ZiamhIdHc3u3bvx9fVVb/dWE3Xt2pWWLVvy+eefV9pr7N+/n27dunH79m3s7Owq7XW0IV95t8c46HoyLd3sq+3NZmZsyDcv+TNweSDh8emM++kUa0a3k8nJQghRyYwNDfB0tip2xCU9O6/IopN7y9SkZuVx7XYm124XU6bGyAD3wjI1d3oKC4eTHSq4TE2+UsXxiERiU7NwsTajnYeDVt4Ly5z8/fDDD4wePRorKyvWrl3LiBEjMDEx4fbt2yxfvpw33nijMuKsFKNGjWLt2rW8/vrrrFq1qsi58ePHs3LlSkaOHMmaNWvYsGEDxsbSu1Me/wTdZM5fF9WPZ225yKoD4czq50fvprW1GFn5uVib8d3Itjyz6jCBYQnM3nKB+QObyiRkIYTQEktTI5rWtaVpXc0yNQl3ytTcnVtYMKQcGZ9BTp6S0Jg0QmPSgJgiz7UxM8LD2eqeuYV3F6BYmJQthSp8L7yZnKU+VtvWTCvvhQpVGSfxNW7cmH79+lG7dm1mzZrF3LlzmThxIt999x2ffPIJly5dqqxYK9yoUaPYu3cvKSkp3Lx5E3NzcwCysrKoXbs2NjY2dOvWjTVr1jzS66hUKvLz8zEyKv0/iq70/KWkpGBra0tycjI2NjaPdK1/gm4y9ofT3P+frDBF+mp462qbAALsuhjDmPUnUalgdj8/RgV4aDskIUrkPmWr+u+Ri/toMRIhdENhmZqC4eO0InUMrydlUlqGVMvG7L6i1gU9h/XszTVGgqrqvfBh37/LPE4VHh7OW2+9xcSJE8nOzuapp54C4KmnniIyMrLcAWtL69atcXNzY8OGDepjGzZsoH79+rRq1Up9rGvXrkycOFH9ODs7mw8++AA3NzdMTU3x9vZm9erVQEESp1Ao2L59O/7+/piamnLo0CGys7OZMGECLi4umJmZ0alTJ06cOKERU2BgIM2bN8fMzIz27dsTFBSkPjd79mxatmxZpP3nn3+Ou7u7+vH+/ftp164dlpaW2NnZERAQQFRU1CP+pMouX6lizl8XNf6zA+pjc/66WGRIuLrp6efKlN4FJfLn/n2R/ZditRyREEKIh1VYpqZLQ2dGBXgwZ0BT1r/yGIc+eILgub3ZMbEzq4a35v3ejXjWvx5tGtjjaGkCwK2ULI6EJ/DTsWjmbw3m5TUn6bZkP40//IcnluznlTUnWLD1Ij8cjWLaxiCdei8s87Bvbm4uZmZmKBQKTExMMDEp+CEYGRmRl5dX4QFWhZdffpnvv/+eF198EYD//e9/jB49mv3795f4nJdeeokjR47wxRdf0KJFCyIiIoiPLzqPYMqUKSxZsgRPT0/s7e15//33+fPPP1m7di0NGjTg448/plevXoSFheHgcLdo5uTJk1m2bBm1atVi2rRp9OvXj9DQ0Icads7Ly2PgwIG89tpr/Pzzz+Tk5HD8+PFShyOzs7PJzs5WP05J0VxBVR7HIxKLdG/fTwXcTM7ieESixt6T1cmYzp6Exabx+6lrvPXTGTaM64hPMWUNhBBCVB9mxoY0qmVNo1qav8+TMnI0i1rfWXiSmZtfMNcwPp09IQ9+HW28F5aryPOoUaMwNTUlKyuLN954A0tLyyLJQ3UzfPhwpk6dqu4dCwwM5Jdffikx+QsNDeW3335j165d9OjRAwBPT0+NdnPnzqVnz54ApKen89VXX7FmzRp1b+m3337Lrl27WL16NZMnT1Y/b9asWernrV27lnr16rFx40aGDh36wO8lJSWF5ORk+vbti5eXF1AwVF+aRYsWMWfOnAdeu6xiU0tO/MrTTlcpFAoWDGpGVGIGxyMSeXntCTaNC8DRylTboQkhhKgEdhYmtKpvQqv69kWOK5UqYlKz1HML91+KY3dwTAlXKaoq3wvLPOw7cuRIXFxcsLW1Zfjw4dSpUwdbW1tcXFx46aWXKiPGSufs7EyfPn1Ys2YN33//PX369MHJqeTivWfPnsXQ0JAuXbqUet02bdqo/37lyhVyc3MJCAhQHzM2NqZdu3YEBwcXeV6HDh3Uf3dwcKBRo0YabUri4ODAqFGj6NWrF/369WPZsmXcvHmz1OdMnTqV5ORk9dfVq1cf6rUexMXarELb6TITIwNWDfenvoMFVxMzeeOHU2Tn5Ws7LCGEEFVIqVIRnZDBgdA41hyOfOjED6r2vbBcdf5qopdffpk333wTgBUrVpTatnBhyINYWlo+clz3MzAw0Ci0nZubW+Tx999/z4QJE/jnn3/49ddfmTFjBrt27aJ9+/bFXtPU1BRT04rvpWrn4UBtWzNuJWcVO9dBAdSyLVjqXhM4WJqwemQbBq88zInI20zfGMQnzzSXFcBCCFGDJWfksj80lr0hsey/FEdy5t33ZEMDBW0b2HPhZgqpWcVPjdPGe6EUJrujd+/e5OTkkJubS69evUpt26xZM5RKJQcOHHjo63t5eWFiYkJgYKD6WG5uLidOnMDPz69I26NHj6r/fvv2bUJDQ9VDt87Ozty6datIAnj27FmN12vVqhVTp07l8OHDNG3alJ9++umhY60ohgYKZvUr+N7uT38KH8/q51dt6/0Vx8fVmuUvtsZAAX+cusbXB8O1HZIQQogKpFKpCItN45uDV3ju6yO0nr+Lt385y+azN0jOzMXOwphBrery5fOtOP1hT355vUNBRwC6815Yrjl/f/zxB7/99hvR0dHk5OQUOXf69OkKCayqGRoaqodWDQ1L3wLG3d2dkSNH8vLLL6sXfERFRREbG1vivDxLS0vGjh3L5MmTcXBwoH79+nz88cdkZGTwyiuvFGk7d+5cHB0dcXV1Zfr06Tg5OTFw4ECgYNVxXFwcH3/8Mc888wz//PMP27dvVy/pjoiI4JtvvqF///7UqVOHS5cucfnyZa0NyfduWpuvhrfWqG1US0u1japCl4bOzOzrx+y/LvLRPyF4OlnyZJNa2g5LCCFEOeXkKTkRmcie4Fj2hsQQmZBR5HxDVyue8HWle2MXWrnZYXRfqRddey8sc/L3xRdfMH36dEaNGsXmzZsZPXo0V65c4cSJE4wfP74yYqwyZalp99VXXzFt2jTGjRtHQkIC9evXZ9q0aaU+Z/HixSiVSkaMGEFqaipt2rRhx44d2Nvba7R7++23uXz5Mi1btuSvv/5Sr6pu3LgxK1euZOHChcybN48hQ4YwadIkvvnmGwAsLCwICQlh7dq1JCQkULt2bcaPH8/rr79exp9GxendtDY9/WrhNW0bAC8+5sbcAc1qVI/f/UZ2dCcsLo0fjkYz8dez/P5GB5rUkW0RhRCiukhIy2b/pTj2hsRyMDSO1Oy7w7bGhgraezrS3deFJ3xdqe9o8cDrFb4X6sIOH2Uu8uzr68usWbN4/vnnsba25ty5c3h6ejJz5kwSExNZvnx5ZcUqqkhFFnm+V2GB2WlP+zKms1eFXVdX5eYrGf39CQ6FxVPH1oxNbwbUiMUtovqSIs9ClEylUnEpJvVO714sp6NvFyny7GRlQrdGLnRv7EInH2esTMs1eFqpHvb9u8yRR0dHq/fwNTc3JzU1FYARI0bQvn17Sf6EuMPY0IAVL7Rm0FeBhMel89q6U/w6pj1mxqVPKxBCCFE1snLzORqewN6QWPYEx3I9KbPIeb/aNnRv7MITvi60qGeHQQ0ZsSpz8lerVi0SExNp0KAB9evX5+jRo+oix2XsRBSixrO1MGb1yLYMXBHIuatJTP7jP74Y1lJWAAshhJbEpmax706ydygsnoycu2W5TI0MCPB24gnfgoSvjt3DVfeobsqc/D3xxBNs2bKFVq1aMXr0aN555x3++OMPTp48yeDBgysjRiGqNQ8nS1YN92fE6mP8de4G3s5WvN3DR9thCSGEXlCpVFy4kaJerHHuWnKR8642pgWLNXxdCPB2wtyk5o/OlDn5++abb1AqlQCMHz8eR0dHDh8+TP/+/bW6qEAIXdbBy5H5A5syZcN5PtsdipeLJX2b19F2WEIIUSNl5uQTGBbPnpCChC8mpeguZM3r2dL9zurcJnVs9G40pszJn4GBAQYGd5cwDxs2jGHDhlVoUELURMPa1edybBqrD0Xw3m/ncLO3oIWbnbbDEkKIGuFmcqZ6sUZgWDzZeUr1OXNjQx73caJ7Yxe6NXLBxUa/F9/p3lIVIWqwaU83JiI+nb0hsby27iSb3wygtm3NnFMihBCVSalUce5aknqxxsWbKUXO17UzVy/WaO/pKIvt7iHJnxBVyNBAwbJhLXnmqyNciknl1bUn+f2NDliYyK0ohBAPkpadx6HLcewJjmXfpVji0+5uNKFQQCs3O7o3LhjObeRqrXfDuQ9L3nGEqGLWZsZ8N7INA1cEcuFGChN/Ocuq4f41poSAEEJUpKuJGewJjmFPSCzHwhPJyb87nGtlakSXhs484etC10bOOFpV/D71NZEkf0JogZuDBV+P8OeFb4+x82IMS3Ze4v3evtoOSwghtC5fqeJM9G1231mdGxqTVuR8A0cL9WKNtu4OmBgZlHAlURJJ/oTQkjbuDnz0TDPe+fUcK/dfwcvZiiH+9bQdlhBCVLmUrFwOhhYM5+6/FMvtjFz1OUMDBW0a2N+Zv+eKl7OlDOc+ojInfw4ODqWeT0xMLHcwQuibQa3qERabxop9V5i64Tz1HS1o6176PSaEEDVBRHx6wXBucCwnIhPJU97dKMLW3JiujQqGc7s0dMbOwkSLkdY8ZU7+kpKS+Pzzz7G1tUWlUjF27Fjmzp2Li4tLZcQnRI33Xs9GXIlN558Lt3h9/Sk2jw/AzeHBm4QLIUR1kpuv5GTkbfYEx7A3JJbw+PQi572cLenR2JUnfF3wb2CPkaEM51aWcg37Dhs2TJ3svfXWWwwZMgRPT88KDUwIfWFgoGDpcy249nUGQddTeGXtCf4c2xFrM2NthyaEEI/kdnoO+0MLSrEcCI0jNStPfc7IQMFjng509y1I+NydLLUYqX4pc/JnY2NDQkICLi4uZGZmkpmZyfDhw/n999+pW7duZcQoRI1nYWLEdy+1pf/yQ4TGpDHh5zN8N7IthrICWAhRjahUKsJi09SLNU5F3eae0VwcLE3o2siZHo1d6eTjhI18yNWKMid/7dq1Y/z48YwZM4aNGzfi7e1Np06daN26NT///DNPPPFEZcQpRI1Xy9aM70a24dlVR9h3KY4FW4OZ2c9P22EJIUSpsvPyOR6RyJ7gWPaExHA1MbPIed9a1urFGi3d7ORDrQ4oc/L35ZdfMnr0aF555RU8PDxYt24d7dq147HHHuPZZ58lISGhMuIUQi80r2fH0qEtGf/Taf4XGIG3ixUvPFZf22EJIUQR8WnZ7Luzs8a/l+NIz8lXnzMxNKCDlyM9GrvQzdeFevYyh1nXlDn5a9SoEYcPH9Y4PmTIEJo3b14hQQmhz/o0r82VuIYs3RXKzM1BuDtZ0NHLSdthCSH0mEqlIvhmKntDYtgdHMu5a0mo7hnOdbY25YlGLnRv7EKAtxOWplJJTpdV6L+Oj49PRV5OCL311hPeXIlLY/PZG4z94TQbx3XE09lK22EJIfRIVm4+R64ksPvO6tybyVlFzjeta6Mutty0jq3sUlSNlDn5++KLL0o9P2HChHIHI4QooFAo+GhIc6ISMjh7NYlX155k47gAbC1kcrQQovLEpGSxNySWPcExHAqLJyv37lZqZsYGdPJ2ontjV7o1cqGWrZkWIxWPoszJ38SJE7GwsMDFxQXVvX2+FLxhSfInRMUwMzbkm5f8Gbg8kPD4dMb9dIo1o9thLLWvhBAVRKlUEXQjWb1YI+h6SpHztW3N6N7Yhe6+rnTwcsTM2FBLkYqKVObkb/r06SxbtowePXowb948XF1dKyMuIQTgYm3G6lFtGfLVYQLDEpi95QLzBzaVrY2EEOWWkZPHocvx7AmOZe+lWOJSs9XnFApoUc+OHndW5zaubS2/b2qgMid/8+bN44033mD69Ok0atSIyZMnM2nSJExNTSsjPiH0XuPaNiwb1oox60/y47FovF2sGB3goe2whBDVyLXbGQWrc0NiOXwlgZy8u8O5liaGdG5YsJVa10YuOFvL+3lNV64FH3Xr1mXNmjWcPn2aSZMmsWrVKhYsWMBLL71U0fEJIYCefq5M6e3Lou0hzPv7Ih5OlnRtJFsqCiGKl69UcfZqEntDCvbODbmVWuR8PXtzejQuWKzRzsMBUyMZztUnZU7+/vvvv7tPNjLi888/Z/Pmzbz55pssW7aMU6dOVWiAQogCYzp7Ehabxu+nrvHWT2fYMK4jPq7W2g5LCKEjUrNy+ffOcO7+S7EkpOeozxkowL+BPU/4utKjsQveLlYynKvHypz8tWzZEoVCoV7sce/fz549W6HBCSHuUigULBjUjKjEDI5HJPLy2hNsGheAo5UM0Qihr6IS0tWLNY5HJJKbf3chprWZEV0aFmyl1qWhM/aWJlqMVOiSMid/ERERlRGHEOIhmBgZsGq4PwNXBBKdmMEbP5zih1cfkyEbIfREXr6SU1G32RsSy+7gGK7EpRc57+lkyRO+LnRv7Eobd3upDiCKVebkr0GDBpURhxDiITlYmrB6ZBsGrzzMicjbTN8YxCfPNJchHCFqqOSMXPaHxrI3JJb9l+JIzsxVnzMyUNDW3eHO3rkuUgxePJRyLfi4dOkSX375JcHBwQA0btyYt956i0aNGlVocEKI4vm4WrP8xdaM/v44f5y6hreLFW908dJ2WEKICqBSqbgSl67eSu1U1G3ylXeHc+0sjOl2Zyu1x32csTWX4u+ibMqc/P35558MGzaMNm3a0KFDBwCOHj1K06ZN+eWXXxgyZEiFBymE0NSloTOz+jVh1pYLfPRPCB5OlvRqUkvbYQkhyiEnT8mJyMSC2nshMUQmZBQ539DVSr1Yo1V9ewxlKzXxCMqc/L3//vtMnTqVuXPnFjk+a9Ys3n//fUn+hKhCIzu6ExabxvqjUbzz61l+f6MDTerYajssIcRDSEjLZv+lOPaGxHIwNI7U7Dz1ORNDAx7zdKBHY1ee8HXBzcFCi5GKmqbMyd/NmzeLrec3fPhwPvnkkwoJSgjx8Gb28yMiPp1DYfG8tvYkm94MwMVa9twUQteoVCouxaTe6d2L5XT0be7dJdXJyuTOcK4rnXycsDIt18wsIR6ozP+zunbtyr///ou3t3eR44cOHeLxxx+vsMCEEA/H2NCAFS+2ZtDKQMLj0nlt3Sl+HdNe9uAUQgdk5eZzNDyBvSGx7AmO5XpSZpHzfrVtCvbObexK87q2GMhwrqgCZU7++vfvzwcffMCpU6do3749UDDn7/fff2fOnDls2bKlSFshROWzNTfmfyPbMmBFIOeuJjH5j//4YlhLWQEshBbEpmSx71JBsncoLJ6MnHz1OVMjAwK8nXjCt2B1bh07cy1GKvRVmZO/cePGAbBy5UpWrlxZ7DkoKEibn5+PEKJquDtZsmq4PyNWH+Ovczfwdrbi7R4+2g5LiBpPpVJx4UaKerHGuWvJRc672pjyhK8r3X1dCPB2wtxEeuWFdpU5+VMqlQ9uJITQig5ejswf2JQpG87z2e5QvFws6du8jrbDEqLGyczJJzAsnj0hBQlfTEp2kfMt6tkWJHyNXWhSx0Z64YVOkdmkQtQww9rVJyw2je8ORfDeb+eoZ29BSzc7bYclRLV3MzlTvVgjMCye7Ly7nSEWJoZ08naie2MXuvm6yKIrodPKlfwdOHCAJUuWqIs8+/n5MXnyZFnwIYSOmPp0Y8Lj09kbEstr606y5c0AatvK3CIhykKpVHHuWpJ6scbFmylFzte1M1cv1njMw0EWWYlqo8zJ3w8//MDo0aMZPHgwEyZMACAwMJDu3buzZs0aXnjhhQoPUghRNoYGCpYNa8kzXx3hUkwqr649ye9vdMDCRDr7hShNWnYehy7HsSc4ln2XYolPy1GfUyigdX17nvB1oUdjVxq6WslwrqiWyvxOsGDBAj7++GPeeecd9bEJEyawdOlS5s2bJ8mfEDrC2syY70a2YeCKQC7cSGHiL2dZNdxfSkkIcZ+riRnsCY5hT0gsx8ITycm/O5xrbWpE54bOPOHrQtdGzjhamWoxUiEqRpmTv/DwcPr166dxvH///kybNq1CghJCVAw3Bwu+ecmf5785xs6LMXyy8xIf9PbVdlhCaFW+UsXp6Nvq1bmhMWlFzjdwtKD7na3U2rg7YGJkoKVIhagcZU7+3Nzc2LNnj0aR5927d+Pm5lZhgQkhKoZ/Awc+eqYZ7/x6jq/2X8Hb2Yoh/vW0HZYQVSo5M5eDoQVbqe27FEtSRq76nKGBgjYN7NXz9zydLGU4V9RoZU7+3nvvPSZMmMDZs2fp2LEjUDDnb82aNSxbtqzCAxRCPLpBreoRFpvGin1XmLrhPPUdLWjr7qDtsISoVBHx6QXDucGxnIhMJE95dy81W3Njuja6M5zb0AVbC2MtRipE1Spz8jd27Fhq1arFp59+ym+//QZA48aN+fXXXxkwYECFByiEqBjv9WxEeFw624Nu8fr6U2weHyCbxYsaJTdfycnI2+wJjmFvSCzh8elFznu7WNH9zs4a/g3sMTKU4Vyhn8q19G/QoEEMGjSoomMRQlQiAwMFnw5twdXbGQRdT+GVtSf4c2xHrM2kx0NUX7fTc9gfWlCK5UBoHKlZeepzxoYKHvNw5AlfF7o3dqGBo6UWIxVCd5Q5+Xv//feZNWsWlpZyEwlR3ViYGPHdS23pv/wQoTFpTPj5DN+NbIuhrAAW1YRKpSIsNo3ddxZrnIq6zT2juThYmtCtUUGy97iPk3y4EaIYZU7+Pv30UyZNmiTJnxDVVC1bM74b2YahXx9h36U4FmwNZmY/P22HJUSJsvPyOR6RyJ7gWPaExHA1MbPIed9a1nRv7MITvq60dLOTDzNCPECZkz+VSvXgRkIInda8nh2fPtuS8T+d5n+BEXi7WPHCY/W1HZYQavFp2ewNiWVvcCz/Xo4jPSdffc7EyICOXo4F8/cau1LXTnavEaIspNy/EHqqT/PaXIlryNJdoczcHIS7owUdvZ20HZbQUyqViuCbqepiy+euJXFvX4Oztal6sUYnHyfZrUaIR1Cuu+e7777Dysqq2HOFW74JIXTfW094cyUujc1nbzD2x9NsHNcRT+fi720hKlpWbj5HriSw+87q3JvJWUXON6trq16s0bSOrexOI0QFKXPyV79+fb799ttizykUCkn+hKhGFAoFHw1pTnRiBmeik3h17Uk2jguQmmei0sSkZLE3JJY9wTEcCosnK/fuVmpmxgZ08na+M3/PBVcbMy1GKkTNVebkLzIyshLCEEJoi5mxId+MaMOA5YcIj09n3E+nWDO6HcZSA01UAKVSRdCNZPVijaDrKUXO17E144nGLnT3daWDlyNmxoZailQI/VHuSRM5OTlERETg5eWFkZHMvRCiOnO2NmX1qLYM+eowgWEJzN5ygfkDm8oWV6JcMnLyOHQ5vmDv3EuxxKVmq88pFNDSze7O/D1XGte2lv9nQlSxMmdtGRkZvPXWW6xduxaA0NBQPD09eeutt6hbty5Tpkyp8CCFEJWvcW0bvhjWitfWn+THY9F4u1gxOsBD22GJauLa7Qz2hcSyOziWI+EJ5OTdHc61NDGkc8M7W6k1csHZ2lSLkQohypz8TZ06lXPnzrF//3569+6tPt6jRw9mz54tyZ8Q1VgPP1emPuXLwm0hzPv7Iu5OlnRr5KLtsIQOyleqOHs1Sb2VWsit1CLn3RzM6e7rSvfGLrTzcMDUSIZzhdAVZU7+Nm3axK+//kr79u2LdNU3adKEK1euVGhwQoiq99rjnoTFpvHbyWu89dMZNozrSENXa22HJXRAalYu/16OZ3dwDPsvxZGYnqM+Z6CANg0c7szfc8HbxUqGc4XQUWVO/uLi4nBx0ewJSE9Plxu9gs2ePZtNmzZx9uxZbYci9IhCoWD+wGZEJmRwPCKRV9aeYNO4ABytZKhOH0UlpKsXaxyPSCQ3/27xPWszI7o2Kkj2ujR0xt7SRIuRCiEeVpmX87Vp04atW7eqHxcmfN999x0dOnSouMiqmbi4OMaOHUv9+vUxNTWlVq1a9OrVi8DAQG2HphPORyer/75wW0iRx0L3mBgZsGq4P/UdLLiamMkbP5wiOy//wU8U1caHm86TmaP5b5qXr+RYeAKLtgXT/dP9dPlkP3P/vkhgWAK5+So8nS157XEPfn6tPac/7MmXz7diYKu6kvgJUY2Uuedv4cKFPPXUU1y8eJG8vDyWLVvGxYsXOXz4MAcOHKiMGKuFIUOGkJOTw9q1a/H09CQmJoY9e/aQkJCg7dC0zn3KVo1j/VYeAiBycZ+qDkc8JAdLE/43qg2DVhzmRORtpm8M4pNnmksPfzX12roTRR6vPxrN+qPR9PRzYckzLdkfGsvekFj2X4ojOTNX3c7IQEE7D4c7xZZd8XCSfd2FqO7K3PPXqVMnzp49S15eHs2aNWPnzp24uLhw5MgR/P39KyNGnZeUlMS///7LRx99RLdu3WjQoAHt2rVj6tSp9O/fX93m1VdfxdnZGRsbG5544gnOnTtX5DqLFy/G1dUVa2trXnnlFbKyila7P3HiBD179sTJyQlbW1u6dOnC6dOni7RRKBR89913DBo0CAsLC3x8fNiyZUvl/gBKUVziV5bzQru8XaxZ/mJrDBTwx6lrfH0wXNshiXJ4bd0Jdl2MLfbcrouxtJi7k7d/OcvmszdIzszF3sKYwa3qsvyFVpye2ZOfXmvPq497SuInRA2hUKnu3T1RlEdeXh729va8+uqrLF68GFNTzblRPXv2xNzcnJkzZ2Jra8vXX3/NmjVrCA0NxcHBgd9++42XXnqJFStW0KlTJ9avX88XX3yBp6enes7f3r17uXHjBm3atEGlUvHpp5/y999/c/nyZaytCybkKxQK6tWrx8cff0zbtm358ssv+d///kdUVBQODg4P9f2kpKRga2tLcnIyNjY25f65nI9OVvfwlWZQayfq2NqW+3VE5Vt3OIrU7DwAfFyseLKJq5YjEg8rJz+fbw9GPrCdt5MFPZvWpruvC63q22MoW6kJUe087Pt3mZM/Q0NDbt68WeyiD332559/8tprr5GZmUnr1q3p0qULw4YNo3nz5hw6dIg+ffoQGxtbJDH09vbm/fffZ8yYMXTs2JFWrVqxYsUK9fn27duTlZVV4oIPpVKJnZ0dP/30E3379gUKkr8ZM2Ywb948oGAhjpWVFdu3by9Smude2dnZZGffLcKakpKCm5vbIyd/HlO2Ip8shKgeRrSvz7yBzbQdhhDiETxs8lfmOX/SUVi8IUOG0KdPH/7991+OHj3K9u3b+fjjj/nuu+9IT08nLS0NR0fHIs/JzMxUl8cJDg7mjTfeKHK+Q4cO7Nu3T/04JiaGGTNmsH//fmJjY8nPzycjI4Po6Ogiz2vevLn675aWltjY2BAbW/yQD8CiRYuYM2dOub/3kpTnf8oTvi40cLSo8FjEo8tXqlh3JEr9uG/z2lKstxrYEXSLG8lZD2wXmZBRBdEIIXRBufZlkwnfxTMzM6Nnz5707NmTDz/8kFdffZVZs2Yxbtw4ateuzf79+zWeY2dn99DXHzlyJAkJCSxbtowGDRpgampKhw4dyMnJKdLO2Ni4yGOFQoFSqaQkU6dO5d1331U/Luz5e1QKyp4A7g0pSFIdLE1YOKgpvZrUkv9vOuS9JxsxaGUg4XHpXL2dyZJnW8herDouL1/J+qPRD2xnZyGrdYXQF+Xaub1WrVoYGhoW+yXu8vPzIz09ndatW3Pr1i2MjIzw9vYu8uXk5ARA48aNOXbsWJHnHz16tMjjwMBAJkyYwNNPP02TJk0wNTUlPj7+keM0NTXFxsamyFdF2DKuU7mfm5iewxs/nMZj6jbcp2xl8fYQ0u/MORPaY2tuzP9GtsXOwphzV5OY/Md/Mhqg46Y97fdQ7baeu8Gi7cGkyX0mRI1Xrp6/P/7446EXD+iDhIQEnn32WV5++WWaN2+OtbU1J0+e5OOPP2bAgAH06NGDDh06MHDgQD7++GMaNmzIjRs32Lp1K4MGDaJNmza8/fbbjBo1ijZt2hAQEMCPP/7IhQsX8PT0VL+Oj48P69evp02bNqSkpDB58mTMzc21+J2Xrln9ilvEserAFVYdKBgi7+DpyJwBTWTXCS1xd7Lkqxf9GbH6GH+du4G3sxVv9/DRdliiBOYmhvT0cylxtS+Ak5UJ8Wk5fH0gnE1nrjO9jx/9mteWXnchaqgy9/wpFAoCAgLo0qVLsV/6yMrKiscee4zPPvuMzp0707RpUz788ENee+01li9fjkKhYNu2bXTu3JnRo0fTsGFDhg0bRlRUFK6uBasmn3vuOT788EPef/99/P39iYqKYuzYsUVeZ/Xq1dy+fZvWrVszYsQIJkyYoPMLbx5Uxy9ycR8+fbZFsed+GdOeIa3raRw/Ep7Ak58dxH3KVhp/+A8bz1yT3qcq1sHLkfkDmwLw2e5Q/v7vhpYjEqX59qW29PQr/ndFTz8XTs7oyeqRbajvYEFMSjYTfj7DC98eIzQmtdjnCCGqtzKv9jUwMODWrVs6n3SI8quoUi/3ur/sy1/jOmn0DJZU8y9ycR/ylSp+OhbFh5svlPo6ozq6807PhtiaG5faTlSM+X9f5LtDEZgaGfDr6x1o6Wan7ZBEKe69x0a0r8+0p/0wN7k7XScrN59vDoazYl8Y2XlKDA0UjOrozsQePlibyT0lhK6rtFIvBw4cICAgACOjco0Yi2qgMpI/uPvG8+XzrejXok6xbXLzlfhM365xvJ27A7+9cXf7wLNXk/hwUxDnr5e8TVxLNzvmDWhKs3pSQ7Cy5CtVjFl3kj0hsThbm7J5fAB17HR3KoK+uzf5K61X/mpiBvO3XmTHhRgAnKxMmfa0L4Na1ZWhYCF0WKUlf/fKysrSWGlakcmC0A5tJn+F/gm6xRs/nNI4/vdbnWhat2gyl5SRw5Kdl/jhASsaFw5qxnNt3aR4bQVLy85jyMrDXIpJxa+2DX+M7YCFiXw41EUPm/wVOhAax+wtF4iITwegrbs9c/o3xa+O/J4XQhdVWvKXkZHB+++/z2+//VbsvrX5+bL5e3WnC8lfIa9p28hXav4XjVj0dLE9EEqlij9PX2P6xiBy8ksub/NcGzfe790IRyupU1cRriZmMHBFIAnpOTzp58qq4f4YSJKtc8qa/AFk5+Wz+lAEX+4JIzM3HwMFjGjfgHefbCTTK4TQMQ/7/l3mBR+TJ09m7969fPXVV5iamvLdd98xZ84c6tSpw7p16x4paCHud2Xh04QvfFrjuMfUbfRYekDjuIGBgmfbuBG64CkiF/dh+9uP085dc2X6ryev4j9/N+5TttL784OcjEyslPj1hZuDBd+85I+JoQE7L8bwyc5L2g5JVBBTI0PGdfVmz3td6NO8NkoVrD0SxRNL9vPbiasoi/lwJoTQbWXu+atfvz7r1q2ja9eu2NjYcPr0aby9vVm/fj0///wz27Ztq6xYRRXRpZ6/e/17OY4Rq49rHP/9jQ60LSbBu19qVi5f7LnMt/9GlNruw75+jOzQACPDcpXB1Gubzlxn4q9nAVjybAue8ddcrS20pzw9f/cLDItn1pYLhMWmATK3VghdUmk9f4mJieraczY2NiQmFvSYdOrUiYMHD5YzXCEe7HEfZyIX99HYUuzZVUdwn7L1geVerM2Mmd7Hj8jFfYhY9DTLX2hV7LDVvL8v4j19O+5TtjLh5zPceoitsUSBga3q8mY3bwCmbviPE9KjWuMEeDux/e3Hmf50YyxNDDl7NYn+Kw4xbeN5bqfnPPgCQgitK3Py5+npSUREQc+Jr68vv/32GwB//fVXmbYqE6K8TkzvQcSi4oeC/efteqhrKBQK+javw7lZTxK5uA973utC54bOGu22nLtB+0V7cJ+ylS6f7OPQ5UffUaWme7dnQ55qWovcfBWvrz/F1UTZM7amMTY04LXOnuyb1JWBLeugUsFPx6Lp9ul+fjwWVew8XSGE7ijzsO9nn32GoaEhEyZMYPfu3fTr1w+VSkVubi5Lly7l7bffrqxYRRXR1WHf4pyKSmTIV0c0jq99uR1diknmHkZmTj4r94fx5d6wUttN7tWIVx/3wNRItjW8X0ZOHkO/PkLQ9RQaulrx59iOUidOB1TEsG9xjoUnMGvLBUJuFRSFblbXlrkDmtCqvn2FvYYQ4sGqpNQLQFRUFKdOncLb25vmzZs/yqWEjqhOyV+h3p8fVL/x3OvKwqcfubTLnuAYpm08T0xKdoltevq5MrOvH24OFo/0WjXJreQs+i8/RGxqNl0bObN6ZFsps6NllZX8AeTlK1l/NIqlO0NJvbM/8NA29figt6+sqheiilR48peamoq1del7qZ44cYK2bduWLVKhc6pj8nf/a9yvot7oriZmMO/vi+y8GFNiGxdrUxYOakYPP9cKec3q7L9rSQz9+ghZuUpeDvBgZj8/bYek1yoz+SsUl5rNR/+E8MepawDYmBnx3pONePGx+rKISohKVuELPp588knS0tKKPZeXl8eMGTMICAgoe6RCVKDIxX3YOqGTxnH3KVvZfv7mI1+/oKRJGyIX9+HS/N6837uRRpvY1GxeXXcS9ylbcZ+ylSU7LpGZo5/1L5vXs2Pp0JYA/C8wgp+OlV6IW1R/ztamLHm2BX+O7UCTOjakZOUxa8sF+i0PlJJKQuiIh07+UlNT6dGjBykpKUWOBwUF0bZtW9asWcOmTZsqOj4hyqxJHVsiF/ehg6djkeNjfzyN+5St5JZS/LksCuufRS7uQ+TiPvz46mO4O2oO+y7fF0bjmf/gPmUrI1Yf40pc8R+iaqqnm9XmvZ4NAZi5OYjDYbJoRh/4N3Bgy5udmDewKbbmxgTfTOGZVUd499ezxKbKCnohtOmhh33j4uJ44oknsLCwYNeuXVhbW/Pxxx8za9YsBg8ezIoVK7C3l8m9NUF1HvYt7XXvV1nDXgAxKVks2hbMprM3SmxjbWbEgkHN6Ne8do3fL1WlUjHx17NsPnsDW3NjNo7riKezlbbD0jtVMexbnMT0HD7ZEcIvJ66iUoGVqRETe/gwsqM7xjIULESFqZQFH3FxcfTo0QNjY2NMTU25fPkyK1eu5JlnnqmQoIVuqGnJH8CVuDS6f6q5I8gnzzTn2TZulfrahRPh5/x1sdR2r3TyYGIPnxq7KjYrN5/nvz3KmegkPJ0s2TguAFuLmvm96iptJX+Fzl1NYubmIM5dSwagoasVc/o3pYOX4wOeKYR4GJW22jc+Pp4ePXoQEhLC2bNn8fX1feRghW6piclfobE/nGJ70C2N4yHzemNmXDUlW05GJjJjU1Cxq5MLtWlgz9wBTfGrU3E/f10Ql5rNwBWBXE/KpKOXI2tfbic9P1VI28kfFOy//dvJq3z0Twi3M3IB6NeiDtOfbkwtWzOtxCRETVGppV4SExPp0aMHAHv27JHh3hqmJid/98dyv6p+Q0xIy+aTHZf45cTVEtsYGypYMLAZz/jXw6AGlEoJvpnCkK8Ok5GTzwuP1WfBwKY1fthbV+hC8lcoKSOHT3eG8uOxKJQqsDAxZEJ3H14O8MDESD4QCFEeFZ78DR48uMjjxMREDh48iJeXF82aNVMf37BhQzlDFrpCH5I/gGu3M+j00T6N47P6+TE6wKPK41EqVfx68irTN56ntA0SXnysPpN7NcLOwqTqgqtguy/G8Nr6k6hU2vt56yNdSv4KBV1PZubmIE5HJwHg5WzJnP5N6eTjpN3AhKiGKjz5Gz169EO98Pfff/9wEQqdpS/JX6GpG/7j5+OaPW9Bc3phZWqkhYjuvP71ZD7cHMSZO2+KxWlSx4b5A5tWy50Uvjl4hYXbQjBQwOpRbenWyEXbIdV4upj8QcEHnw1nrrN4ezDxaQX7Az/VtBYz+vpR185cy9EJUX1U2Q4foubRt+SvkK4MBRcnOTOXz3aFsuZwZKnt5g5owouPNagWO2moVCo++PM/fjt5DStTIzaM60hD19ILyYtHo6vJX6HkzFw+3x3KuiMF+wObGRvwZjdvXuvsKdsoCvEQJPkT5aavyR8ULEhou2C3xvF3ezZkQncfLUSkSaVSsfnsDaZvPE96KcWjB7eqy5SnfXGx1t1J9Dl5SoavPsbxiETcHMzZNC5AtgKrRLqe/BUKvpnCrC0XOB5RUBTa3dGCWf2bSO+wEA8gyZ8oN31O/got2h7M1wfCNY6f+bAn9pa6Ndfuckwqs7Zc4PCVhBLbeDpbsnBQM9p76l5JjcT0HAauCCQ6MYO27vb88Opj0stTSapL8gcFH3K2nLvBgq3BxKYW7Kvdo7Ers/rJHtpClESSP1FukvzdpctDwcVJz85j+b4wvtp/pdR2U5/yZbQOraoMi01l0MrDpGblMaR1PZY821xWAFeC6pT8FUrNyuXLvWH871AEeUoVpkYGvNHFi7FdvaqsPJMQ1YUkf6LcJPkrKjkjlxZzd2ocf7WTBzP6+mkhooejUqnYcSGGGZvOqyfRF0dXJtYfDI1j9JoT5CtVTHnKlze6eGk1npqoOiZ/he7v4XZzMGdm3yb0aOwiHxSEuEOSP1FukvwVb8W+MD7ZcUnj+PFp3XGx0d15dYUi49OZ9/dF9oTEltimjq0ZCwY309rcqnVHIpm5+QIKBawa7k+vJrW0EkdNVZ2TPyj4QLPt/C3mb73IzeSC/YG7NnJmdr8muDtZajk6IbRPkj9RbpL8la66DQUXJys3n28OhrN0V2ip7Sb28OGNLlU7vPbhpiDWH43C3NiQP8Z2oEkd2yp77Zquuid/hTJy8li+N4xv/w0nN1+FiaEBYzp7Mq6bFxYm2ivPJIS2SfInyk2SvwdLz86jyawdGsef9a/HJ8+20EJEj2b/pVhmbAri2u3MEtt0a+TMrCroYcnLVzJ6zQn+vRxPbVszNo8PqBY9q9VBTUn+CoXHpTH7r4scDI0DCnquP+zrR++mtWQoWOglSf5EuUny9/DWH4nkw80XNI7/+363arsi8UZSJgu2BbP1v5sltnGwNGHhoKb0alI5b7LJmbkMWhlIeFw6Ldzs+HVMe5ncXwFqWvIHBUPBOy/GMPevi1xPKvjw8riPE7P6NcHbxUrL0QlRtST5E+UmyV/Z1YSh4OLk5itZExjJgm3BpbZ7vYsnE57wwbICd0SJjE9n4MpAkjJy6deiDl8Maym9OY+oJiZ/hTJz8vnqwBVWHbhCTp4SIwMFr3Ty4K3uPlrdqUeIqiTJnyg3Sf7KJys3H98P/9E43qOxK9+NbKOFiCresfAEpm8KIiw2rcQ27T0dmDugaYXs1nHkSgIjVh8jT6liYg8fJvZo+MjX1Gc1OfkrFJVQsLBpd3DBwiZXG1Om9/GjX/Pa8uFB1HiS/Ilyk+Tv0Ww8c413fj2ncXz3u53xdqk525fFpWazeHsIf56+VmIbM2MDFg5qxqBWdcv9xvvriWg++PM8UPP/71Q2fUj+Cu0NiWH2lotEJ2YABR9K5vRvSqNaNeceFOJ+kvyJcpPkr2LU1KHg4uQrVfx0PJoPNwWV2m5khwa8+2QjbM2Ny3T9BVsv8u2/EZgaGfDr6x1o6Wb3CNHqL31K/qCgN/7bg+Gs2B9GVq4SQwMFozq683YPH2zMyvZ/UIjqQJI/UW6S/FWcvHwl3tO3axxv627P72901EJEVePs1SQ+3BTE+evJJbZp4WbH/AFNaVbvwaVc8pUqxqw7yZ6QWJytTdk8PoA6Wi5KXR3pW/JX6NrtDOb9fZEdF2IAcLIyZdrTvo/UIy2ELpLkT5SbJH8Vb+eFW4xZf0rj+N9vdaJp3Zpdxy4pI4dPd4ay/mhUqe0WDmrGc23dMDQo/s04LTuPZ746TMitVPxq2/D7Gx0qdIGJPtDX5K/QgdA45my5QHh8OgBtGtgzd0BT/OpU3O85IbRJkj9RbpL8VR7vadvIU2rechGLntaLHgilUsWGM9eZtvE8OXnKEts918aN93s3wtHKtMjxa7czGLgikPi0HJ70c2XVcH8MSkgWhSZ9T/4AsvPy+d+hSL7ce5mMnHwMFDCifQPe7dkIWwsZChbVmyR/otwk+atcSqUKz2nbNI57OVuy572uVR+QFgXfTGHW5gscj0wssU0jV2sWDGpKG3cHAE5FJfL8N8fIyVcytqsXH/T2rapwqz1J/u66mZzJ/K1361k6WprwQW9fnvGvJx8oRLUlyZ8oN0n+qsahy/EMX31M4/jvb3Sg7Z1ER5+kZuXyxZ7LfPtvRKntPuzrh625MZN+L1hRveTZFjzjX68qQqz2JPnTdDgsnllbLnD5Tvmilm52zB3QhOb17LQbmBDlIMmfKDdJ/qpWuwW7iU3N1jiuL0PBxVGpVGw9f5PpG4NIzsx9YHt9TZjLSpK/4uXmK1l7OJLPd18mLTsPhQKeb1efyU82wt7SRNvhCfHQJPkT5SbJX9VTqVR4TNUcCra3MObMzCe1EJFuuRKXxpx79nAtjoEC1r38GJ18nKowsupFkr/SxaZksWh7CBvPXAfAzsKYyb0aMaxt/RIXIgmhSyT5E+UmyZ/2nI6+zeCVhzWOr325HV0aOmshIt2TmZPPV/vD+GJvWKntJvdqxKuPe2BqJHsCF5Lk7+Ecj0hk5uYgQm6lAtCsri1zBjShdX17LUcmROkk+RPlJsmf9j217F+Cb6ZoHL+y8GnpgbjPT8eimbbxfKltevq5MrOvH24OFlUUlW6S5O/h5eUr+eFoFJ/uCiU1Kw+AoW3q8X5vX5zuW4UuhK6Q5E+UmyR/ukOfdgl5FP9dS2Lo10fIyi25fEwhF2tTFgxqRo/GLno3p1KSv7KLS83mo39C+ONUwTaGNmZGvPdkI158rD5GhgZajk6Ioh72/Vv+5wqhwyIX92HbhMc1jrtP2cq28ze1EJFual7PjqVDW6ofLxzUjEvze/N+70YabWNTs3lt3Uk8pm7DfcpWluy4REZOXhVGK6oTZ2tTljzbgj/HdqRJHRtSsvKYteUC/ZYHcqKUEkVC6DLp+RMapOdPN73w7VEOX0nQOB46/ylMjORzHMCXey7z6a5QjAwUrHu5HR297y7+CAyLZ8amICLu7O5QnMd9nJjVrwneLlZVEW6Vk56/R5OvVPHz8Wg+2XFJvQp9cKu6THnKFxcbMy1HJ4QM+4pHIMmfbpOh4JKpVCre+fUsm87ewNbcmI3jOuLprJnIxaRksWhbMJvO3ijxWtZmRiwY1Ix+zWvXmOFhSf4qRmJ6Dp/sCOGXE1dRqcDK1IiJPXwY2dEdYxkKFlokyZ8oN0n+dF94XBpPfHpA4/jHzzRnaBs3LUSkO7Jy83n+26OciU7C08mSjeMCSt22Ky9fyfqjUcz562Kp132lkwcTe/hgbVZ9twCT5K9inbuaxMwtFzh3NQmAhq5WzOnflA5ejtoNTOgtSf5EuUnyV32M+/EU287f0jgeMq83Zsb6W+IkLjWbgSsCuZ6USUcvR9a+3O6he2RORSUyfePdMh/FadPAnrkDmuJXp+Luj6ogyV/FUypV/HbyKh/9E8LtjIKh4H4t6jD96cbUspWhYFG1JPkT5SbJX/UjQ8Gagm+m8MxXh0nPyeeFx+qzYGDTMg/fJqRls2TnJX4+frXENsaGChYMbFYt9oSV5K/yJGXk8OnOUH48FoVSBRYmhkzo7sPLAR4yJ1dUGUn+RLlJ8lc93UjKpOPivRrHZ/b14+VOHlqISPt2X4zhtfUnUalgVj8/RgeU/+dQ2MMzbeN5lKX81nzhMd3dFkySv8oXdD2ZWVsucCrqNgCezpbM6d+Ex32kSLuofJL8iXKT5K96m7rhPD8fj9Y4fn72k9V6vlp5fXswnAXbgjFQwOpRbenWyKVCrht0PZmZm4M4HZ1UYpsmdWyYP7AprXRkZwhJ/qqGUqliw5nrLN4eTHxaDgBPNa3FjL5+1LUz13J0oiaT5E+UmyR/NYMMBRdQqVR88Od//HbyGlamRmwY15GGrtYV+hrJmbl8vjuU7wMjS203p38TrRYHluSvaqVk5fLZrlDWHYkiX6nCzNiAN7t581pnT9l2UFQKSf5EuUnyV3PEpWbTdsFujePv9GjI2z18tBCRduTkKRmx+hjHIhJxczBn07gAHCtpiy6VSsWWczeYtuE86Tn5JbYb3KouU572xcW66hYFSPKnHSG3Upi5+QLHIwqKQrs7WjCrXxO6+VZML7QQhST5E+UmyV/Ns3h7CKsOXNE4fubDnjo5N60y3E7PYeDKQKISMmjrbs8Prz5WJb0vl2NSmf3XBQLDNAt0F/J0tmTBwGaVXiJEkj/tKfxQsGBrMLGp2QD0aFyw53R9R/3ec1pUHEn+RLlJ8ldz6ftQcFhsKoNWHiY1K48hreux5NnmVVrAOT07jxX7wli5XzMRv9fUp3wZXQmrRCX507607Dy+2HOZ/x2KIE+pwsTIgLFdvBjb1UuvyzOJiiHJnyg3Sf5qtuSMXFrM3alx/OUAD2b289NCRFXrYGgco9ecIF+p4oPevozt6qWVOFQqFTsvxjB943n1ooDiVORCAUn+dEdYbCqzttztEa5nb87Mvn709HOtMTvKiKonyZ8oN0n+9MPK/WF8/M8ljePHpnXHtYbvU7ruSCQzN19AoYBVw/3p1aSWtkMiKiGduX9dZE9IbIlt6tiasWBws3KvWJbkT7eoVCq2nb/F/K0XuZmcBUDXRs7M6tcEDydLLUcnqqOHff+WypMVZNSoUQwcOLDUNu7u7nz++eeVGkfXrl2ZOHFipb6GqBnGdfUuNgF4bOGeEoeHa4qXOrjzUocGqFQw8ZezXLiRrO2QaOBoyepRbYlc3IeQeb15t2dDjTY3krMY/f0J3KdsxX3KVj7bFUpWbsmLSoRuUygU9Glemz3vdWFcVy+MDRXsvxRHr88O8smOEDJy8rQdoqihalTyV1ICtn//fhQKBUlJSQ91HUmgKl7iPcNaC7ZeLPJYaFfk4j5cnNtL47j7lK1M+v2cFiKqGjP7+vG4jxOZufm8uvYksSlZ2g5Jzcy4YHeIyMV9iFzch7Uvt6Oeveaw77I9l/H98B/cp2xl1PfHiYxP10K04lFZmBjxfm9fdkzsTOeGzuTkK1mx7wo9Pj3AtvM3kQE6UdFqVPIndFPb+btoPX+X+vGtlGxaz99F23uOCe2yMDEicnEf5g1oUuT4H6eu4T5lK1cTM7QUWeUxMjRg+Qut8XK25GZyFq+tP6WzvWhdGjpz6IMniFzch8NTnqBP89oabfZfiqPrkv24T9lKq7k72S5JQ7Xj6WzF2tFt+XqEP3XtzLmRnMW4H08zYvVxwmLTtB2eqEH0LvlLSEjg+eefp27dulhYWNCsWTN+/vln9flRo0Zx4MABli1bhkKhQKFQEBkZCcCFCxfo27cvNjY2WFtb8/jjj3PlStFVe0uWLKF27do4Ojoyfvx4cnNzi5xPTU3l+eefx9LSkrp167JixYoi55cuXUqzZs2wtLTEzc2NcePGkZZW9KYPDAyka9euWFhYYG9vT69evbh9+3ax3+/WrVuxtbXlxx9/LO+P7JG0nb+LuBJ6+eLSciQB1DEjOrgXOxT8+Mf7auRQsK25MatHtsXOwphzV5OY9Ps5nU+Y6tiZs+KF1kQu7sPlBU8xo09jjTa3M3IZ++NpPKZuw33KVhZtCyY9W4YQqwOFQkGvJrXY/W4XJnT3wcTIgENh8fT+/CCLtgWTJv+OogLoXfKXlZWFv78/W7duJSgoiDFjxjBixAiOHz8OwLJly+jQoQOvvfYaN2/e5ObNm7i5uXH9+nU6d+6Mqakpe/fu5dSpU7z88svk5d29Efft28eVK1fYt28fa9euZc2aNaxZs6bI63/yySe0aNGCM2fOMGXKFN5++2127bqbABkYGPDFF19w4cIF1q5dy969e3n//ffV58+ePUv37t3x8/PjyJEjHDp0iH79+pGfr9lj8dNPP/H888/z448/8uKLL1bwT/LBEtNySkz8CsWl5cgQsA4qnHd2P/cpW3l17UktRFR53J0s+epFf4wMFPz9302W7bms7ZAemrGhAa8+7qkeHv51THt8XKw02n19MJwms3ZoIUJRXuYmhrzbsyG73ulMj8Yu5ClVfH0wnO6f7mfz2es6/yFF6LYatdp31KhR/PDDD5iZFV2pmJ+fT1ZWFrdv38bOzk7jeX379sXX15clS5YABXP+WrZsWWRxxrRp0/jll1+4dOkSxsaa+6OOGjWK/fv3c+XKFQwNC2o1DR06FAMDA3755RegYMFH48aN2b59u/p5w4YNIyUlhW3bthX7Pf3xxx+88cYbxMfHA/DCCy8QHR3NoUOHim1fGLuPjw/Tp09n8+bNdOnSpYSfWIHs7Gyys7PVj1NSUnBzc3vk1b5PLt1PaOyD5yA1dLFk57tdy/06onJtOnOdib+e1Ti+653O+FTwNmna9OuJaD748zxQM1akx6Vm89E/Ifxx6lqJbcyMDVg4qBmDWtWV8iI6bm9IDHP+ukhUQsEUjPaeDszp35RGtWrOPSgend6u9u3WrRtnz54t8vXdd9+pz+fn5zNv3jyaNWuGg4MDVlZW7Nixg+jo6FKve/bsWR5//PFiE79CTZo0USd+ALVr1yY2tmjZhg4dOmg8Dg4OVj/evXs33bt3p27dulhbWzNixAgSEhLIyMhQx9G9e/dSY/3jjz9455132LVr1wMTP4BFixZha2ur/nJzc3vgcx5GbOrD9eiFxqbTdsFudl2MkU+zOmhgq7rFDgX3/OxgjRoKfq5tfV573AOASb+f4+zVJO0G9IicrU1Z8mwLIhf34crCp5k3sKlGm6xcJe/+dk49PDxrcxDJmbnFXE1o2xO+ruyY2Jn3ejbEzNiAo+GJPP3Fv8z96yIpWfJvJsqmxiV/lpaWeHt7F/mqW7eu+vwnn3zCsmXL+OCDD9i3bx9nz56lV69e5OSUnqiYmz+4wOr9iaFCoUCpVD507JGRkfTt25fmzZvz559/curUKfWcwML4HiaOVq1a4ezszP/+97+HSqamTp1KcnKy+uvq1asPHXNpXKwfftuwuNRsXlt3Uv0mJGUOdE/k4j6ELXhK47j7lK0M+eqwFiKqeFOeakx3Xxey85S8tu4kN5IytR1ShTA0UDCifYMix5rVtdVot/ZIFC3m7MR9ylYGrAjk/DXtl8ARd5kZG/JWdx92v9uF3k1qka9U8b/ACJ5YcoA/T12TD8/iodW45O9BAgMDGTBgAMOHD6dFixZ4enoSGhpapI2JiYnGHLrmzZvz77//aizgKKujR49qPG7cuGDC9qlTp1AqlXz66ae0b9+ehg0bcuPGDY049uzZU+preHl5sW/fPjZv3sxbb731wJhMTU2xsbEp8lURfhnT8aHa1bE20ji2Yt8V/GbuwH3KVoZ/d0xWuukII0MDIhf34ZsR/kWOn4q6jfuUrdU+WTA0ULDs+Vb41rImLjWbV9eerLELJf56qxORi/twdmZPjcQQ4NzVJPotP6SuKfjjsSjylZJc6IJ69hasGuHPupfb4elkSXxaNu/9fo5nVx3RiZqVQvfpXfLn4+PDrl27OHz4MMHBwbz++uvExMQUaePu7s6xY8eIjIwkPj4epVLJm2++SUpKCsOGDePkyZNcvnyZ9evXc+mS5g4JpQkMDOTjjz8mNDSUFStW8Pvvv/P2228D4O3tTW5uLl9++SXh4eGsX7+eVatWFXn+1KlTOXHiBOPGjeO///4jJCSEr776Sj0nsFDDhg3Zt28ff/75p9ZqFjpYmeBsVXrvn7OVCYen9yJycR+OTevOwJaa86wOhcXTY+kB3KdspdmsHWw5d0M+4WrZk01qEbm4DyaGRX+FFCYL1fnfx8rUiO9GtsHJyoSLN1N459ezKGtw0mNnYcK8gU2JXNyH8IVPs+TZFsXuKTx9YxBe0wp65t//4xwJadnFXE1Upc4NnflnYmc+6O2LhYkhJ6Nu0+/LQ8zcHERyhgwFi5LpXfI3Y8YMWrduTa9evejatSu1atXSKAw9adIkDA0N8fPzw9nZmejoaBwdHdm7dy9paWl06dIFf39/vv3221LnABbnvffe4+TJk7Rq1Yr58+ezdOlSevUqKLDbokULli5dykcffUTTpk358ccfWbRoUZHnN2zYkJ07d3Lu3DnatWtHhw4d2Lx5M0ZGmr1njRo1Yu/evfz888+89957ZftBVZATM3qWmAA6W5lwYkZP9WNXGzM+H9ZKPbw4q5h9ZlOz85jw8xn18LDMd9Gu0AVPEb7waY3jHlO38cSn+6s+oApSz96Cr0e0wcTIgJ0XY/hkZ9k+5FVXBgYKnvGvR+j8p4hc3Iftbz9OO3cHjXa/nbyG//zduE/ZypOfHeBEZKIWohUAJkYGjO3qxZ73utC3eW2UKlh3JIpun+7n1xPRNfqDiyi/GrXaV1SMytjbNzEtp0ih59MzeuLwgF7Be52KSmT6xiBCbqWW2Ma/gT1zBzShSR3NuUyi8gWGxfPid8c0jv/2egfaeWgmENXBvSudlzzbgmf862k3oEf0KHv7pmXn8cWey3xzMLzUdjP6NGZkR3eMDfWub0EnHA6LZ9aWC1y+M1WmpZsdcwc0oXk9O+0GJqrEw75/S/InNFRG8gcVt6l8Qlo2S3Ze4ufjJS9MMTRQsHBQU571d8PAQEpYVKWOi/ZwI1lzq7SIRU9Xy3IiS3ZcYvm+MIwNFfz0WnvaFtMTVl1U1D2oUqnYdv4W0zaeL3V1cL8WdZj+dGNq2ZqV2EZUvNx8JWsPR/L57sukZeehUMCwtvV5v1cj7C0f/kO3qH4k+RPlpuvJ372UShW/nbzKtI3nKW1044XH6jP5SfnFV1VUKhUeUzVrV9pZGHN25pNaiKj8lEoVb/58mm3nb+FgacLm8QG4OVhoO6xyqYx7ECA8Lo3Zf13kYGhciW3qO1iwcFAzOvk4VdjritLFpmSxaHsIG89cBwruv0lPNuL5dvUxlA/FNZIkf6LcqlPyd7+g68nM3BzE6eikEts0qWPDvIFNaV3fvlJiEHedjr7N4JWaZWC+H92Wbo1ctBBR+WTm5DP06yOcv55MQ1cr/hzbEWuzss331QVVcQ9m5uTz1f4wvtgbVmq7yb0a8erjHpgaGZbaTjy64xGJzNx8d9pMs7q2zBnQRH4H1kCS/Ilyq87J372SM3P5fHco3wdGltpuTv8mvPhYfYxkjlKl6fPFv1y4kaJx/MrCp6tND8St5CwGrDhETEo2XRs5891Lbard/5mqvgcB9gTHMH1jELdSNKcCFOrR2JVZ/fyqbY9qdZCXr+SHo1F8uiuU1KyC8kXP+tfjg6d8cbIy1XJ0oqJI8ifKraYkf/dSqVRsPnuDaRvPk5GjuQ9yocGt6jLlKV9cbGSOUmUoaUeQqv7/UF7nryXz7NeHycpVMjrAnVn9mmg7pDLR5j0IcDUxg/lbL7LjQkyJbZytTVk4qBk9GrtUyzmiuu7+bf9szIx478lG8gG4hpDkT5RbTUz+7nc5JpVZWy5w+EpCiW08nSxZMKgZHbwcqzCymi/4ZgpPLftX4/iKF1rTp3ltLURUNtvO32Tcj6cBWDCoKS8+plkgWVfp0j2YnZfP6kMRfPxP6WV0xnfzYnw3byxMNMtZifI7FXWbWVuCCLpe0CPvW8uaeQObVusFTUKSP/EI9CH5u1d6dh7L94Xx1f4rpbab8pQvLwd4FFsAV5Td8O+OcSgsXuN46PyndP5nvHzvZZbsDMXIQMG6l9vR0bt6LGLQ1XsQCkqUTN8URER8eoltOnk7Mbt/E7xdrKowsporX6ni5+PRfLLjknrV9qBWdZkqox/VliR/otz0Lfm7l0qlYufFGKZvPE98Wsn7PT/VtBYz+vpR1+7Bey2L0lXHoWCVSsU7v55l09kb2JgZsWl8AJ7Oup+QVId7ECAmJYtF24LZdPZGiW2sTY1YMLgZ/ZrXluHhR5SYnsMnOy7xy4loVKqCXW4m9vCReo3VkCR/otz0Ofm7X1RCOnP/usiekNgS29SxNWPBoGZ0860+q1d1TUR8Ot2W7Nc4/vGQ5gxt61b1AT2ErNx8Xvj2KKejk/BwsmTTuABsLXR7BXB1vAfz8pWsPxrFnL8ultrulU4evN3DB5tquApbV5y7msTMLRc4dzUJgIauVszp31SmvlQjkvyJcpPkr3hZufl8czCcpbtCS233dncfxnb1wsxYSliU1Zs/nebv/25qHA+Z11snf55xqdkMXBHI9aRMOno5svbldjrdU1Ld70Eo2O1nxqYLBN/UXD1eqE0De+YOaIpfnYr7/aUvlEoVv5+6ykf/XCIxvWD0o1+LOkx72pfatjLSoesk+RPlJsnfwzkQGsf0jee5djuzxDZdGzkzq18TPJwsqzCy6q86DQUH30zhma8Ok56TzwuP1WfBwKY6OwxZ0+7Bh9ntx8hAwcJBzXjGv57s9lMGSRk5LN0Vyg9Ho1CqwMLEkAndfWTes46T5E+UmyR/ZXcjKZMF24LZWkyvVSF7C2MWDGrGU01r6WxyoEtuJGXScfFejeMz+jTm1cc9tRBRyXZfjOG19SdRqWBmXz9e7uSh7ZCKVZPvwcLdfqZvCiK/lO1+ZLefsgm6nsysLRc4FXUbAE9nS+b0b8LjPs5ajkwUR5I/UW6S/D2a3HwlawIjWbAtuNR2r3f25K3uPliZSgmL0szYdJ4fjkZrHD8/+0md2mXj24PhLNgWjIECVo/SzR1M9OUehIff7Wf+wKa0kp0uSqVSqdhw+jqLtocQn5YNQO8mtfiwnyx60zWS/Ilyk+SvYh0NT2DGpiDCYtNKbPOYhwNzBzSlUS3rKoysetH1oWCVSsWUP8/z68mrWJkasWFcRxq66ta/p77egylZuXy2S3b7eVSFP8d1R6LIV6owMzbgzW7evPq4p07OydVHkvyJcpPkr/LEpmbx0fZL/Hn6WoltzIwNWDCwGYNb15Xh4fvEp2XTZv5ujeMTe/gwsUdDLURUVE6ekhGrj3EsIhE3B3M2jQvAUYe2zpJ7sCBJ33LuBtM3BpGWnVdiu8Gt6jLlaV9crKXe3f1CbqUwc/MFjkckAtDA0YLZ/ZpIxQMdIMmfKDdJ/qpGvlLFT8ej+XBTUKntXurQgPd6NtL5MiJV6eN/QlhZTFHu0x/2xEHLc7lup+cwcGUgUQkZtHW354dXH8PUSDd6ReQe1HQ5JpXZf10gMKyU3X6cLVkwUHb7uVdhEr1gazCxqQVDwT0auzCzbxPqO8oezdoiyZ8oN0n+tOPs1SQ+3BTE+evJJbZpUc+WeQOb0ryeXdUFpsN0dSg4LDaNQSsDSc3KY0jreix5trlO9OLKPVi69Ow8VuwLK/aDxb1kt5+70rLz+HLPZVYfiiBPqcLEyICxXbyk3JWWSPInyk2SP+1Lysjh052hrD8aVWq7+QOb8ny7+hjqcQmL5MxcWszZqXH85QAPZvbz00JEBQ6GxjF6zQnylSo+6O3L2K5eWoulkNyDD+/ubj9B6kUOxZHdfgqExRbsl17Yg1rP3pyZff3o6eeqEx989IUkf6LcJPnTLUqlig1nrjNt43ly8pQltnvWvx4fPOWLkw7NMatKqw5cYfH2EI3jx6Z1x1VL+5SuOxLJzM0XUChg1XB/ejWppZU4Csk9WH5RCenM+/siu4Nlt5+SqFQqtgfdYv7fF7mRnAVIrdOqJsmfKDdJ/nRb8M0UZm2+wPHIxBLbNHS1YsGgZrR1d6jCyHSDrg0Fz9wcxLojUZgbG/L7Gx1oWtdWK3GA3IMVJSs3n28PhvOp7PZTrIycPJbvDePbf8PJzVdhYmjAa509GN/NGwsTKW1VmST5E+UmyV/1kZadxxd7LvPNwfBS283o01ivNmnPyMnDb+YOjeODW9dl6dCWVRpLXr6S0WtO8O/leGrbmrF5fAAuWuqJlHuwchwIjWPGpvNcTZTdfu4VHpfGnL8uciA0DijoGZ3R108K3VciSf5EuUnyVz2pVCq2nr/J9I1BJGfmltiub/PaTO/TWC/26fzxWBTTN2qupj44uVuVrkhMzsxl8MpArsSl08LNjl/HtNdKb5Dcg5XvZnImC7YGF7tHdSF92u1HpVKx62IMc/++qN4Ks5O3E7P7++Htolt1MGsCSf5EuUnyVzNcufOp++CdT93FcXMwZ8HAZnRuWLO3atKFoeDI+HQGrgwkKSOXvs1r8+Xzrar8jV/uwaqVm69k7eFI5m+V3X6ycvNZuf8Kqw5cISdPiZGBglc6edT477uqSfInyk2Sv5onMyefr/aH8cXesFLbTXqyIa919tSZunQVKTsvn0Yz/tE43t3XhdWj2lZJDEfDExix+hi5+SqtFKaWe1C7joUn8OHmIEJj9He3n+iEDOb+fUG9cMbVxpRpTzemf4s6Nb4XtCpI8ifKTZK/mm9PcEEJi1spWSW2qakFWzefvc7bv5zVOL7rnc74VMF2bL+eiOaDP88D8OXzrejXok6lv2YhuQd1R1xqNh//E8Lvp/Rzt5+9ITHM+esiUQkZQM1PequKJH+i3CT50y9XEzOYv/UiOy7ElNjGycqUhYOa1qiaXdocCl6w9SLf/huBqZEBv77egZZudpX+miD3oK7KV6r4+Xg0M/Rst5/CVdMr9oeRlavE0EDByA7uTOzpg41Zzfgeq5okf6LcJPnTX9l5+aw+FMHH/1wqtd24rl68+UT1L9uQl6/Ee/p2jeOt69uxYVxApb1uvlLFmHUn2RMSi7O1KZvHB1CnCooEyz1YPZy7msSHm4P475p+7PZz7XYG8/8O5p8Lt4CCD5tTn/KtkT2elU2SP1FukvyJQoFh8czYFEREfHqJbQK8HZnTvyneLlZVGFnF2n0xhlfXndQ4vuXNgEp7c03LzuOZrw4TcisVv9o2/P5GBywreeK73IPVT1JGDkt3hbLuSM3f7edgaByz/7pAeFzB75s2DeyZM6AJTeporzZmdSPJnyg3Sf5EcWJSsli0LZhNZ2+U2MbK1IgFg5pW28nbjT/8h8zcfI3jEYuerpTv59rtDAauCCQ+LYcn/VxZNdwfg0p885Z7sHpTKlVsvLPbT3YN3e0nJ0/J6kMRfLn3Mhk5+RgoYHj7mjXcXZkk+RPlJsmfeJC8fCXrj0Yx56+LpbYbHeDOOz0bVqv5O0qlCs9p2zSOezhZsm9S1wp/vVNRt3n+26Pk5CkZ29WLD3r7VvhrFJJ7sGYJuZXCzM0XOB5R83b7ub9eooOlCR/0bsSz/m6V+gGpupPkT5SbJH+irE5FJTJj0wWCb6aU2Ma/gT1zq9EQzuEr8bzw7TGN47+Oac9jno4V+lqbzlxn4q9nAVjybAue8a9XodcvJPdgzZWWnceXey7zdQ3b7edwWDyztlzgcmxBeZwWbnbMG9CkRsx1rAyS/Ilyk+RPPIqEtGyW7LzEz8evltjG0EDBwkFNq8Wn+IDFe7mepLltV0UPBX+68xJf7g3D2FDBT6+1r5SeGrkH9YNKpWJ70C2mbTxPUkb13+2nsFj257svk5adh0IBw9rW5/1ejbC3NNF2eDpFkj9RbpL8iYqiVKr47eRVpm8KIl9Z8q+a59vp9i9ylUqFx1TNoWAbMyP+m92rQl5DqVTx5s+n2Xb+Fg6WJmwaF1DhNRblHtRP9++xW5zqsNtPbEoWi7aHsPHMdQDsLIyZ9GSjar/QpSJJ8ifKTZI/UVmCriczc3MQp6OTSmzjV9uG+YOa0rq+fdUF9pDORN9m0MrDGse/H92Wbo1cHvn6mTn5DP36COevJ+PjYsWGcR2xrsD5knIPisycfL46cIUv9lwutZ0u7/ZzPCKRmZuDCLmVCkDTujbMHaCbvzOqmiR/otwk+RNVITkzl893h/J9YGSp7Wb382N4+wYY6dAcpb5f/kvQdc35jVcWPv3IPRC3krMYsOIQMSnZdG3kzHcvtamw713uQXG/vSEFu/3cTK5eu/3k5Sv54WgUn+4KJTUrD6jeq5wriiR/otwk+RNVTaVSseXcDaZvDCItO6/EdoNa1WXqU7642JhVYXQlq6xdQs5fS+bZrw+TlatkdIA7s/o1eaTrFZJ7UJTm/mLLxdG13X7i07L5aPvdbfKszYx4r2dDnfvAWFUk+RPlJsmf0LbLManM/usCgWEJJbbxcLJkwaCmdPRyqsLINIXcSqH35/9qHF/+Qiv6Ni//vr3bzt9k3I+nAVgwqCkvPtag3NcqJPegeFiF9fY++iek1Hbju3kxvpv2d/s5FXWbWVuC1D3yvrWsmTugKe08qleJm0clyZ8oN0n+hC5Jz85jxb4wVu6/Umq7KU/58nKAByZG2vm0P2L1Mf69HK9xPHT+U+WOafneyyzZGYqRgYJ1L7ejo/ejJbpyD4ryOnxnt5/wUnb76eTtxOz+TbS220/hHsmf7LhEcmbBKmddGy2obJL8iXKT5E/oKpVKxc6LBXOU4tOyS2z3VNNazOjrR90q2C/3fhU5FKxSqXjn17NsOnsDGzMjNo0PwNO5/G+scg+KinD/qtviWJsasWBwM/o1r13lw8OJ6Tl8suMSv5yIRqUq2HloYg+falXfsLwk+RPlJsmfqC6iEtKZ9/dFdgfHltimtq0ZCwc1o5vvo6/GfViR8el0XbJf4/jiwc0Y1q5+ma6VlZvPC98e5XR0Eh5Olmwc1xE7i/KVxJF7UFS0woUXsx+w28/LAR5M7OlTpbv9nLuaxMwtFzh3NQkAHxcr5gxoovWpIpVJkj9RbpL8ieooKzefbw+G8+mu0FLbvd3dh7FdvTAzrvwSFm//cobNxeyFHDKvd5lePy41m4ErArmelElHL0fWvtyuXD0Ycg+KynYq6jYzNgXpzG4/SqWK309d5aN/LpGYngNUn+LW5SHJnyg3Sf5ETXAgNI4Zm85zNVFzd45CXRo6M7t/EzycLCs1looYCg65lcKQlYdJz8nnhcfqs2Bg0zIPp8k9KKpSwfBriE7s9pOUkcPSXaH8cDQKpQosTAx56wkfXumkvXnClUGSP1FukvyJmuZGUiYLt93dJL44dhbGLBzUjKea1qqUOUo3kjLpuHivxvEZfRrz6uOeD3WNPcExvLruJCoVzOzrx8udPMoUg9yDQlsKe+CmbdTubj8XbiQzc/MFTkXdBsDTyZLZ/Zvo9M4mZSHJnyg3Sf5ETVa4T+j8rcGltnu9sydvdffByrRiS1jM2HSeH45Gaxw/P/vJh9rN49uD4SzYFoyBAlaPKtvOInIPCl2hzd1+VCoVG05fZ9H2EPXCsd5NajGjb2Pq2etOIevykORPlJskf0KfHAtP4MPNQYTGpJXYpp2HA/MGNKVRLesKe93yDgWrVCqm/HmeX09excrUiA3jOtLQ9eHikntQ6KKUrFw+33WZ/wVGlNpuTv8mvPhY/Qor3lz4umuPRJKvVGFmbMD4rt681tmzSuYEVwZJ/kS5SfIn9FVcajYf/3N3t4DimBoZsHBQMwa3rvvIw8MJadn4z9+tcfzt7j6807Nhic/LyVMyYvUxjkUk4uZgzqZxATg+xJZWcg8KXfewu/0MblWXKRVUvy/kVgozN1/geEQiAA0cLZjVz48nfF0f+dpVTZI/UW6S/Alxt2DsjE1BpbZ7qUMD3uvZCFuL8pew+GRHCCv2aRaxPv1hTxxKmPt0Oz2HgSsDiUrIoE0De3587TFMjUrvrZB7UFQ3D7Pbj6eTJQsGNaODl2O5X6cw6Vy4LZiYlIKhYF3c0/hBJPkT5SbJnxCazl1N4sPNQfx3LbnENi3q2TJvYFOa17Mr12uUdSg4LDaNQSsDSc3KY3Drunz6bItSeyPlHhTVWUZOwW4/xX1Qutej7PaTlp3Hl3sus/pQBHlKFSZGBrzRxYtxVVQe6lFJ8ifKTZI/IUpXWDZi3ZGoUtvNH9iU59vVx7AMJSxSsnJpPnunxvFRHd2Z3b+JxvF/L8cx6vsT5CtVfNDbl7FdvUq8ttyDoqao7N1+wmJTmbXlbo9jPXtzZvb1o6efa5XvWFIWkvyJcpPkT4iHp1Sq2HjmOtM2nic7T1liu2f96/HBU744PcTcPIBvDl5h4bYQjePHpnXH9b55TuuPRPLh5gsoFLBquD+9mtQq9ppyD4qaqjJ2+1GpVGwPusX8vy9yIzkLqLraoOUlyZ8oN0n+hCi/+yePF6ehqxXzBzajnYfDA6/3sEPBMzcHse5IFObGhvz+Rgea1tXcPUHuQaEPKnq3n8Lh5m//396dx1VV5n8A/3C5cAHZREBQUUFQREklRyIVKHHFwpdTLi9ccK+XKS4ptpigJTozhZOZlQtYmtPMmLvpKAki44Lxg6FkkK0gEzEFQZFF7vP7w+HW5XIv273A5X7erxd/nHOec87zPY+PfDnL81zIR3WtHKbGEizyd8XS59xhYardoaBai8kftRiTPyLtqHt/6NMLeRrLvR08UOOk8xXVj+H1zhmV9VN9euKDaUMBPJljdV5cCpKyf4WzjRmOLh2p8iUk+yAZoqbM9hM4wAEbXtB8Ry//14eIPPYDEm/cAQD0sDHD25O9dDYwfEsw+aMWY/JHpH11j5DePJyB0ooateU0zTt64MpPeOuw6tfHF9Y8h97dLHD/UQ2mfpyM3DsPMcTFFl8tfkbprgb7IBm6W/cf4b2Tmmf76WphgvfUzPYjhMDZ67ex8cR1/FzyJJkc5W6PyBe94O6ovXFAW4rJH7UYkz8i3cu78wAbT1xHQtYdtWVc7Mzx3hRvlamnND0K/vHXh5jycTJKK2ow+SlnbJ85TPELjH2Q6Detme2nsqYWOxNysTMxF9WP5ZBKjDB/lCuW62BWoOZg8kctxuSPqG09qq7FJ4m5+Gt8tsZyq8f2V8w+UPW4FgPePq1S5nlPRyz2d8PsPVdQUyuwIsgDK4KeDBjNPkik3tX8e3j7SIbG2X58Xe2w8Xez/RTcrcDGEz8oPjTpbi3Dm5MG4sUhPdrlUTCTP2oxJn9E7evb/z4ZwuLW/74wbEjdALT/V1iC8L+lqWxfNNoVu5KeTJe1feYwvDCkB/sgURM1ZbYfMxMJ3pvyZLaf81nFiDp+HT/drQCgmiS2FSZ/1GK6SP6KSivxzJZ4xfLldWPgZNv6aXmIOrufSyrw7olMnP6hSG0Ze0uZxrHOZFIJvlrihyk7kn9bZ2yE0+EBcHXsmENWEHUUTZ3tZ/pwF1ibS/HF5Z9QWSOHscQIc/z6YOXY/rA2ezIDUPVjOb649CN+uleBPnYWmO3Xt0WDUavD5E8PhIWFobS0FEeOHGnvqijRdvI3cP03eFSjOv6ZuYkEmZsmtvr4RIai+rEcey7mY+tp1fH/WkpiBORF8y4gUVOlF5binaPfI13DbD+/Z28pwxsTPfHfojLsuZgP+e+yLonRk7v0b0zy0krdmPzpAUNI/tQlfnWYABK13L9zfsXbR75H3q8PW3UcJoBELdPU2X4as8RfOwlgU39/d6zRCQ2YXC7H1q1b8dlnn6GoqAj9+/fH+vXr8dJLLynKfP/991izZg2SkpLQpUsXjBs3DjExMbC3twcABAYGYvDgwQCAL774AiYmJnj11VexcePGdnnxtKi0UmPiBwCPauQ4k3oTtnwETNRsxhIjRE/1BgAUl1dhyzf/xc1S9WOZqSMXQHLWHfThI2CiZlvs74bF/m4QAjj8fzfxQSODSzdkV1I+Vo/z1OojYE2Y/HUQ0dHR2L9/Pz755BN4eHjgwoULmDVrFhwcHBAQEIDS0lI8//zzWLhwIWJiYvDo0SNERERg2rRp+PbbbxXH2bdvHxYsWICrV6/i2rVrWLx4MXr37o1FixapPXdVVRWqqn57X6isrEwrMU3efqFJ5Zb8PU0r5yOilguNvdreVSAyWHLxZJrGBaPd2uR8TP46gKqqKmzevBnnzp2Dn58fAMDNzQ0XL17Ep59+ioCAAHz00UcYNmwYNm/erNhv7969cHFxwY0bN9C//5OhHFxcXBATEwMjIyMMGDAAGRkZiImJ0Zj8RUdHIyoqSutxlVU+1voxiUh3ZG1014HIkNTUypXe81Pnp3sVuq/M/zD56wBycnJQUVGBsWPHKq2vrq7GsGHDAADp6ek4f/48LC0tVfbPzc1VJH/PPPOM0iNePz8/vP/++6itrYWxccPzF77xxhtYtWqVYrmsrAwuLi6tjsvaTIpfH6qfyaCOfRcTXFs/rtXnIyJVA946haraxn/zyIyNkPUu378l0rY9SXnY1MhA0gDQx86iDWrzBJO/DuDBgycDSp48eRI9e/ZU2iaTyRRlXnjhBWzdulVlf2dn51adXyaTKc6jTSeW+SsN76KpHBHpxunwADz3QUKTyhGR9s3264v3TmVqvPsnMXpSrq0w+esAvLy8IJPJUFBQgICAhv8D9vHxwaFDh9C3b19Ipeqb7cqVK0rLly9fhoeHh9q7frrkZGsGcxNJo1/7crw/It1xdewCiREa/cXD8f6IdMNUKsGi0a749EK+2jKLRru22cceAMAXPDoAKysrvP7661i5ciX27duH3NxcpKamYvv27di3bx8AYOnSpbh37x5mzpyJlJQU5Obm4syZM5g3bx5qa2sVxyooKMCqVauQlZWFgwcPYvv27QgPD2+v0JC5aSLMTRr+Z8ZhXojaRl50MCRqPvjnMC9EuvfGJC8s8XdV6YcSI+0N89IcvPPXjuRyueIu3qZNm+Dg4IDo6Gjk5eXB1tYWPj4+ePPNNwEAPXr0QHJyMiIiIjBu3DhUVVWhT58+mDBhAiSS35KrOXPm4NGjRxgxYgSMjY0RHh6OxYsXt0t8dTI3TURRaSUmb7+AssrHsDaT4sQyf97xI2pDedHByC9+iAl/TURVreAMH0Rt7I1JXlg9zlOnM3w0FQd5bkcTJkyAu7s7PvroI60cLzAwEEOHDsW2bdtadRxdze1LREREutPU39987NsOSkpKcOLECSQkJCAoKKi9q0NEREQGhI9928H8+fORkpKC1atXIyQkpL2rQ0RERAaEj31JBR/7EhER6R8+9iUiIiIiFUz+iIiIiAwIkz8iIiIiA8Lkj4iIiMiAMPkjIiIiMiBM/oiIiIgMCMf5IxV1o/+UlZW1c02IiIioqep+bzc2ih+TP1JRXl4OAHBxcWnnmhAREVFzlZeXw8bGRu12DvJMKuRyOX755RdYWVnByMhIa8ctKyuDi4sLCgsLO+Xg0Z09PqDzx9jZ4wM6f4yMT/919hh1GZ8QAuXl5ejRowckEvVv9vHOH6mQSCTo1auXzo5vbW3dKTt0nc4eH9D5Y+zs8QGdP0bGp/86e4y6ik/THb86/OCDiIiIyIAw+SMiIiIyIEz+qM3IZDJs2LABMpmsvauiE509PqDzx9jZ4wM6f4yMT/919hg7Qnz84IOIiIjIgPDOHxEREZEBYfJHREREZECY/BEREREZECZ/RERERAaEyR/pxJYtW2BkZIQVK1ZoLPePf/wDnp6eMDMzg7e3N06dOtU2FWylpsQXFxcHIyMjpR8zM7O2q2QzRUZGqtTX09NT4z761H7NjU/f2q/OzZs3MWvWLHTr1g3m5ubw9vbGtWvXNO6TkJAAHx8fyGQyuLu7Iy4urm0q2wLNjS8hIUGlHY2MjFBUVNSGtW6avn37NljXpUuXqt1Hn/og0PwY9a0f1tbWYv369XB1dYW5uTn69euHTZs2NTrXblv3Qc7wQVqXkpKCTz/9FE899ZTGcv/+978xc+ZMREdHY/Lkyfjyyy8xZcoUpKamYvDgwW1U2+ZranzAkxHcs7KyFMvanC5PFwYNGoRz584plqVS9f9F6GP7NSc+QP/ar6SkBCNHjsRzzz2Hb775Bg4ODsjOzkbXrl3V7pOfn4/g4GC88sorOHDgAOLj47Fw4UI4Oztj/PjxbVj7xrUkvjpZWVlKsyk4OjrqsqotkpKSgtraWsXy999/j7Fjx+Lll19usLw+9sHmxgjoVz/cunUrdu7ciX379mHQoEG4du0a5s2bBxsbGyxfvrzBfdqlDwoiLSovLxceHh7i7NmzIiAgQISHh6stO23aNBEcHKy0ztfXVyxZskTHtWy55sQXGxsrbGxs2qxurbVhwwYxZMiQJpfXt/Zrbnz61n5CCBERESFGjRrVrH3Wrl0rBg0apLRu+vTpYvz48dqsmla0JL7z588LAKKkpEQ3ldKh8PBw0a9fPyGXyxvcrm99sCGNxahv/TA4OFjMnz9fad3UqVNFaGio2n3aow/ysS9p1dKlSxEcHIygoKBGy166dEml3Pjx43Hp0iVdVa/VmhMfADx48AB9+vSBi4sLQkJC8MMPP+i4hq2TnZ2NHj16wM3NDaGhoSgoKFBbVh/brznxAfrXfseOHcPw4cPx8ssvw9HREcOGDcOuXbs07qNP7diS+OoMHToUzs7OGDt2LJKTk3Vc09arrq7G/v37MX/+fLV3uvSp7RrSlBgB/eqHzz77LOLj43Hjxg0AQHp6Oi5evIiJEyeq3ac92pHJH2nN3/72N6SmpiI6OrpJ5YuKitC9e3eldd27d++Q7+IAzY9vwIAB2Lt3L44ePYr9+/dDLpfj2Wefxc8//6zjmraMr68v4uLicPr0aezcuRP5+fkYPXo0ysvLGyyvb+3X3Pj0rf0AIC8vDzt37oSHhwfOnDmDV199FcuXL8e+ffvU7qOuHcvKyvDo0SNdV7lZWhKfs7MzPvnkExw6dAiHDh2Ci4sLAgMDkZqa2oY1b74jR46gtLQUYWFhasvoWx+srykx6ls/XLduHWbMmAFPT0+YmJhg2LBhWLFiBUJDQ9Xu0y59UGf3FMmgFBQUCEdHR5Genq5Y19hjURMTE/Hll18qrduxY4dwdHTUVTVbrCXx1VddXS369esn3n77bR3UUPtKSkqEtbW12L17d4Pb9an9GtJYfPXpQ/uZmJgIPz8/pXXLli0TzzzzjNp9PDw8xObNm5XWnTx5UgAQFRUVOqlnS7Ukvob4+/uLWbNmabNqWjdu3DgxefJkjWX0vQ82Jcb6Ono/PHjwoOjVq5c4ePCg+M9//iM+//xzYWdnJ+Li4tTu0x59kHf+SCu+++47FBcXw8fHB1KpFFKpFImJifjwww8hlUqVXvCt4+TkhNu3byutu337NpycnNqq2k3Wkvjqq/srMCcnpw1q3Hq2trbo37+/2vrqU/s1pLH46tOH9nN2doaXl5fSuoEDB2p8vK2uHa2trWFubq6TerZUS+JryIgRIzp0O/700084d+4cFi5cqLGcPvfBpsZYX0fvh2vWrFHc/fP29sbs2bOxcuVKjU+M2qMPMvkjrRgzZgwyMjKQlpam+Bk+fDhCQ0ORlpYGY2NjlX38/PwQHx+vtO7s2bPw8/Nrq2o3WUviq6+2thYZGRlwdnZugxq33oMHD5Cbm6u2vvrUfg1pLL769KH9Ro4cqfRVJADcuHEDffr0UbuPPrVjS+JrSFpaWodux9jYWDg6OiI4OFhjOX1qu/qaGmN9Hb0fVlRUQCJRTq2MjY0hl8vV7tMu7aiT+4lEQvWx6OzZs8W6desUy8nJyUIqlYq//OUvIjMzU2zYsEGYmJiIjIyMdqht8zUWX1RUlDhz5ozIzc0V3333nZgxY4YwMzMTP/zwQzvUtnGrV68WCQkJIj8/XyQnJ4ugoCBhb28viouLhRD6337NjU/f2k8IIa5evSqkUql47733RHZ2tjhw4ICwsLAQ+/fvV5RZt26dmD17tmI5Ly9PWFhYiDVr1ojMzEyxY8cOYWxsLE6fPt0eIWjUkvhiYmLEkSNHRHZ2tsjIyBDh4eFCIpGIc+fOtUcIjaqtrRW9e/cWERERKtv0vQ/WaU6M+tYP586dK3r27ClOnDgh8vPzxddffy3s7e3F2rVrFWU6Qh9k8kc6Uz85CggIEHPnzlUq8/e//130799fmJqaikGDBomTJ0+2bSVbobH4VqxYIXr37i1MTU1F9+7dxaRJk0RqamrbV7SJpk+fLpydnYWpqano2bOnmD59usjJyVFs1/f2a258+tZ+dY4fPy4GDx4sZDKZ8PT0FJ999pnS9rlz54qAgACldefPnxdDhw4Vpqamws3NTcTGxrZdhZupufFt3bpV9OvXT5iZmQk7OzsRGBgovv322zauddOdOXNGABBZWVkq2/S9D9ZpToz61g/LyspEeHi46N27tzAzMxNubm7irbfeElVVVYoyHaEPGgnRyLDTRERERNRp8J0/IiIiIgPC5I+IiIjIgDD5IyIiIjIgTP6IiIiIDAiTPyIiIiIDwuSPiIiIyIAw+SMiIiIyIEz+iIiIiAwIkz8i6tDCwsIwZcoUpXV37tzB4MGD4evri/v377dPxYiI9BSTPyLSK3fu3MHzzz8Pc3Nz/Otf/4KNjU17V4mISK8w+SMivfHrr79izJgxkMlkOHv2rFLiV1BQgJCQEFhaWsLa2hrTpk3D7du3lfb/8ccfYWRkpPJTWloKAIiMjMTQoUMV5aurq+Hu7q5UpqE7kUZGRjhy5IhiubCwENOmTYOtrS3s7OwQEhKCH3/8UWmfvXv3YtCgQZDJZHB2dsZrr70GAOjbt2+DdTQyMkJcXJzifHU/1tbWGDt2LHJzcxXHLikpwZw5c9C1a1dYWFhg4sSJyM7O1nht68cAAIGBgVixYoViuX7sd+/eRdeuXWFra6u0nzauc1xcnNrjpqWlqdSz/rm2bdumUu+oqCg4ODjA2toar7zyCqqrqxVlqqqqsHz5cjg6OsLMzAyjRo1CSkqKYntCQoLi2BKJBI6OjliwYAEqKys1XVaiDonJHxHphbt37yIoKAhSqRRnz55VSgzkcjlCQkJw7949JCYm4uzZs8jLy8P06dOVjlE3lfm5c+dw69YtHDp0SOM5P/roI5UEsjE1NTUYP348rKyskJSUhOTkZFhaWmLChAmKZGPnzp1YunQpFi9ejIyMDBw7dgzu7u4AgJSUFNy6dQu3bt1Cr169sG3bNsXy7+OJjY3FrVu3cOHCBRQXF+PNN99UbAsLC8O1a9dw7NgxXLp0CUIITJo0CTU1Nc2KpTFRUVF4/Pixyvq2uM71LVq0SOm61RcfH4/MzEwkJCTg4MGD+PrrrxEVFaXYvnbtWhw6dAj79u1Damoq3N3dMX78eNy7d0/pOFlZWbh58yb279+Pr776CrGxsa2qN1F7YPJHRB1eSUkJgoKCcP36dchkMlhbWyttj4+PR0ZGBr788ks8/fTT8PX1xeeff47ExESluzd1yY+TkxOcnJxgZ2en9pz37t3Du+++i4iICKX15ubmePTokdr9vvrqK8jlcuzevRve3t4YOHAgYmNjUVBQgISEBADAu+++i9WrVyM8PBz9+/fHH/7wB8UdNgcHB0X9jI2NYWNjo1g2NzdXnMfW1hZOTk5wdXWFlZWV4i5odnY2jh07ht27d2P06NEYMmQIDhw4gJs3b6rc2WuNGzduYO/evVi5cqXKNm1c5+aoqqpSuk7GxsYqZUxNTRV3W4ODg7Fx40Z8+OGHkMvlePjwIXbu3Ik///nPmDhxIry8vLBr1y6Ym5tjz549SsdxdHSEs7Mz3NzcYGpqytcOSC8x+SOiDu/ChQuQy+VIS0tDTk4O/vSnPyltz8zMhIuLC1xcXBTrvLy8YGtri8zMTMW6srIyAECXLl0aPefGjRvx3HPPYdSoUUrrBw8ejMuXLyM/P7/B/dLT05GTkwMrKytYWlrC0tISdnZ2qKysRG5uLoqLi/HLL79gzJgxTY6/ITNnzoSlpSW6du2K8vJyREdHA3hyLaRSKXx9fRVlu3XrhgEDBihdi9Zau3YtlixZAjc3N5Vt2rjOAHD//n3FNbS0tMSgQYMaPMbdu3dV/iCob8iQIbCwsFAs+/n54cGDBygsLERubi5qamowcuRIxXYTExOMGDFC5Zr16tULXbp0gYeHByZNmoSZM2c2GiNRRyNt7woQETXGzc0N8fHxsLe3x8cff4xZs2YhODgYTz31VLOO88svv0AikcDJyUljuezsbOzevRtpaWn4+eeflbbNnz8fhw8fhpubW4PJzYMHD/D000/jwIEDKtscHBwgkWjnb+6YmBgEBQWhtLQUb731FsLCwnD8+HGtHLsxiYmJSEpKQmxsLI4ePaqyXRvXGQCsrKyQmpqqWL558yYCAwOVyjx+/BiFhYVwdXVtWTDNlJSUBCsrK+Tn52Px4sX44IMPsHr16jY5N5G28M4fEXV43t7esLe3BwC8/PLLmDp1KubMmaN4h27gwIEoLCxEYWGhYp/r16+jtLQUXl5einUpKSnw9PSEmZmZxvNFRERg4cKFivfwfs/c3Bznzp1DUVER0tLSVD4+8PHxQXZ2NhwdHeHu7q70Y2NjAysrK/Tt2xfx8fEtvRwAnjxSdXd3x/Dhw7Fs2TKcPHkSNTU1GDhwIB4/fowrV64oyt69exdZWVlK16KlhBBYvXo11q9fj65duzZYRhvXGQAkEonS9evTp49KmStXrqCyshKjR4/WeK709HSlx/WXL1+GpaUlXFxc0K9fP5iamiI5OVmxvaamBikpKSrXzNXVFe7u7hg7diz++Mc/4vDhwxrPS9QRMfkjIr2zY8cOFBcXK17YDwoKgre3N0JDQ5GamoqrV69izpw5CAgIwPDhw1FdXY0vvvgCH3zwAebNm6fx2Dk5OUhISMA777yjsVz37t0VScnvhYaGwt7eHiEhIUhKSkJ+fj4SEhKwfPlyxd2tyMhIvP/++/jwww+RnZ2N1NRUbN++vVnXoLS0FEVFRcjKysKePXvg5uYGExMTeHh4ICQkBIsWLcLFixeRnp6OWbNmoWfPnggJCdF4zJqaGlRWVip+5HI5amtrlT7qiI+Px/3797F06VKV/XVxnTUpKirC+vXrMXLkSMhkMhQVFaGoqAi1tbUoLy9XSvaqq6uxYMECXL9+HadOncKGDRvw2muvQSKRoEuXLnj11VexZs0anD59GtevX8eiRYtQUVGBBQsWKJ2zuLgYRUVFuHLlCo4fPw5PT88W15+ovfCxLxHpHTs7O+zatQshISF48cUX4evri6NHj2LZsmXw9/eHRCLBhAkTFAlVRkYGIiMjsX79eqxatUrjsR8+fIioqCiNHyloYmFhgQsXLiAiIgJTp05FeXk5evbsiTFjxijeS5s7dy4qKysRExOD119/Hfb29njppZeadZ665MrKygo+Pj745z//qdgWGxuL8PBwTJ48GdXV1fD398epU6dgYmKi8ZjTpk1TWZeUlIRu3bohMjISwJPrs2XLlgaP1ZbXGQBmzJiBxMREAICzs7PStnfeeQcuLi4ICwsDAIwZMwYeHh7w9/dHVVUVZs6cqYgJALZs2QK5XI7Zs2ejvLwcw4cPx5kzZ1Tubg4YMAAAYG9vj3Hjxqm8f0qkD4xE3Tf5RERE9Wzbtg2lpaVKiVJHERgYiMjISJX3AAFgxYoVGDp0KMLCwhAWFobS0lKtfu1MpM/42JeIiNSSSqWQSjvmQyI7OzuYmpo2uM3a2lppaBwi+g3v/BERUafGO39Eypj8ERERERkQPvYlIiIiMiBM/oiIiIgMCJM/IiIiIgPC5I+IiIjIgDD5IyIiIjIgTP6IiIiIDAiTPyIiIiIDwuSPiIiIyIAw+SMiIiIyIP8Ps8jMVJmoRu4AAAAASUVORK5CYII=",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Визуализация линейчатая\n",
"\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"\n",
"df = pd.read_csv('car_price_prediction.csv', nrows=50)\n",
"\n",
"\n",
"x = df[\"Cylinders\"]\n",
"y = df[\"Category\"]\n",
"\n",
"plt.plot(x, y, marker='o')\n",
"\n",
"plt.xlabel('Количество цилиндров')\n",
"plt.ylabel('Категория авто')\n",
"plt.title('test')"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<BarContainer object of 100 artists>"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Столбчатая \n",
"\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"\n",
"df = pd.read_csv(\"car_price_prediction.csv\", nrows=100)\n",
"\n",
"x = df[\"Airbags\"]\n",
"y = df[\"Category\"]\n",
"\n",
"plt.bar(x,y)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<Axes: ylabel='Frequency'>"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Гистограмма\n",
"\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"\n",
"df = pd.read_csv(\"car_price_prediction.csv\", nrows=100)\n",
"\n",
"df.plot.hist(column=[\"Price\"], bins=80)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<function matplotlib.pyplot.show(close=None, block=None)>"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# box\n",
"\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"\n",
"df = pd.read_csv(\"car_price_prediction.csv\", nrows=100)\n",
"\n",
"plt.figure(figsize=(8,6))\n",
"plt.boxplot(df[\"Price\"], vert=False, patch_artist=True, boxprops=dict(facecolor='lightblue'))\n",
"plt.title('Ящик с усами', fontsize=14)\n",
"plt.xlabel('Цена', fontsize=12)\n",
"plt.show"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Диаграмма с областями\n",
"\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"\n",
"df = pd.read_csv(\"car_price_prediction.csv\", nrows=100)\n",
"\n",
"average_price_by_year = df.groupby(\"Prod. year\")[\"Price\"].mean()\n",
"plt.figure(figsize=(10, 6))\n",
"plt.fill_between(\n",
" average_price_by_year.index, average_price_by_year, color=\"skyblue\", alpha=0.5\n",
")\n",
"plt.plot(\n",
" average_price_by_year.index, average_price_by_year, color=\"Slateblue\", linewidth=2\n",
")\n",
"plt.title(\"Диаграмма с областями: средняя цена по годам выпуска\", fontsize=14)\n",
"plt.xlabel(\"Год выпуска\", fontsize=12)\n",
"plt.ylabel(\"Средняя цена\", fontsize=12)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Диаграмма рассеяния\n",
"\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"\n",
"df = pd.read_csv(\"car_price_prediction.csv\", nrows=100)\n",
"\n",
"# Построение диаграммы рассеяния (scatter) для объема двигателя и цены\n",
"plt.figure(figsize=(8, 6))\n",
"plt.scatter(df[\"Engine volume\"], df[\"Price\"], alpha=0.5, color=\"coral\")\n",
"plt.title(\"Диаграмма рассеяния: объем двигателя и цена\", fontsize=14)\n",
"plt.xlabel(\"Объем двигателя (л)\", fontsize=12)\n",
"plt.ylabel(\"Цена\", fontsize=12)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 800x800 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Круговая диаграмма\n",
"\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"\n",
"df = pd.read_csv(\"car_price_prediction.csv\", nrows=100)\n",
"\n",
"category_counts = df[\"Category\"].value_counts()\n",
"\n",
"plt.figure(figsize=(8, 8))\n",
"plt.pie(\n",
" category_counts,\n",
" autopct=\"%1.1f%%\",\n",
" startangle=140,\n",
")\n",
"plt.title(\"Распределение автомобилей по категориям\", fontsize=14)\n",
"plt.show()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": ".venv",
"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": "3.12.5"
}
},
"nbformat": 4,
"nbformat_minor": 2
}