12/.ipynb_checkpoints/week2_analysis-checkpoint.ipynb

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{
"cells": [
{
"cell_type": "code",
"execution_count": 15,
"id": "e33f3fb9-528e-483a-9cad-9a72517d6361",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Данные успешно загружены с кодировкой: latin1\n",
"\n",
"Информация о данных:\n",
"<class 'pandas.core.frame.DataFrame'>\n",
"RangeIndex: 2689 entries, 0 to 2688\n",
"Columns: 124 entries, Rk to AerWon%\n",
"dtypes: float64(112), int64(7), object(5)\n",
"memory usage: 2.5+ MB\n",
"None\n",
"\n",
"Описательная статистика:\n",
" Rk Age Born MP Starts \\\n",
"count 2689.000000 2689.000000 2689.000000 2689.000000 2689.000000 \n",
"mean 1345.000000 26.011157 1996.155820 11.833023 8.476013 \n",
"std 776.391761 4.446259 4.450108 6.864278 6.994383 \n",
"min 1.000000 15.000000 1981.000000 1.000000 0.000000 \n",
"25% 673.000000 23.000000 1993.000000 5.000000 2.000000 \n",
"50% 1345.000000 26.000000 1996.000000 13.000000 7.000000 \n",
"75% 2017.000000 29.000000 2000.000000 18.000000 14.000000 \n",
"max 2689.000000 41.000000 2007.000000 23.000000 23.000000 \n",
"\n",
" Min 90s Goals Shots SoT ... \\\n",
"count 2689.000000 2689.000000 2689.000000 2689.000000 2689.000000 ... \n",
"mean 760.451097 8.450465 1.027520 1.245787 0.411261 ... \n",
"std 591.094260 6.567484 2.013714 1.424619 0.754716 ... \n",
"min 1.000000 0.000000 0.000000 0.000000 0.000000 ... \n",
"25% 194.000000 2.200000 0.000000 0.260000 0.000000 ... \n",
"50% 684.000000 7.600000 0.000000 0.860000 0.180000 ... \n",
"75% 1245.000000 13.800000 1.000000 1.850000 0.590000 ... \n",
"max 2070.000000 23.000000 25.000000 15.000000 10.000000 ... \n",
"\n",
" Off Crs TklW PKwon PKcon \\\n",
"count 2689.000000 2689.000000 2689.000000 2689.000000 2689.000000 \n",
"mean 0.204697 1.661636 0.990569 0.009249 0.015173 \n",
"std 0.552376 2.319000 1.235965 0.043781 0.077399 \n",
"min 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
"25% 0.000000 0.000000 0.300000 0.000000 0.000000 \n",
"50% 0.000000 0.760000 0.830000 0.000000 0.000000 \n",
"75% 0.210000 2.500000 1.320000 0.000000 0.000000 \n",
"max 10.000000 30.000000 20.000000 0.870000 2.000000 \n",
"\n",
" OG Recov AerWon AerLost AerWon% \n",
"count 2689.000000 2689.000000 2689.000000 2689.000000 2689.000000 \n",
"mean 0.003142 4.951967 1.312064 1.497356 43.583600 \n",
"std 0.022607 2.901833 1.579539 1.830391 26.673092 \n",
"min 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
"25% 0.000000 3.330000 0.330000 0.550000 27.600000 \n",
"50% 0.000000 5.000000 0.930000 1.100000 46.400000 \n",
"75% 0.000000 6.270000 1.790000 1.830000 60.000000 \n",
"max 0.500000 30.000000 25.000000 30.000000 100.000000 \n",
"\n",
"[8 rows x 119 columns]\n"
]
},
{
"data": {
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Dg3s60NaDc82ot78vtKyVBst1mi5QWjoO0X2PrmeaLalZ5Row1gw2m5Zf0bGJZrrZB23+ENTw3HdqYEvHXzqW1+8d3Xb0xIDnVHZNdNGDdt2f2EG+QMzuPdbkIPukvmbWalaw5wxIPamt3906Y9LJfVXceqfrkgYF9djIflzXO93eNMCqfafJZDqu05/+dExcEp11oMlRnjSLVE+y6fhGl1WDRFp6xab7FvsYoDJkZuuYTL9jNVlFA3eaEKdjND3GKZzspe3Vk0WaFepUJSXA6bqu/ableD2D5Tqe1wRDJ8cEiusz3U70RK6emNTjIvu40PN7TMuD6VhPL5BaGU+qFTerSE8WalKcjk91n2iXn9TxbNu2bc3JKD3msxNr9WSijjX8ncujD3QGmx7DLFy40MxU0biZjuF79erlfo0mF+oJN02WO9HxB4HySkKnhOtNNwIN/OkGrgf4uhHbO8T+/ft7rfC6Iehgy5+yD/RsjwY3PWto6QbguQLrVDqduqk/7cGCfhkEwsCncF9osMKTZgfogfyLL75o/q8H9HpFdztYrtODNEjsT1dmLkt6QKlBMj2ZoFOpdPCgmcOFg+U6pVlPsGhGvr/RbV0Dv3rG1KZlRLSUhJ4d12mnWj9XZx9o1qNuP04MAGo/6XahU9g1+KCDBD25oCfgPKdc6UkFm/aTZg0c79WvK3Nf6HSze++916sep8460AGFDhTt7wk9iNKTkRo81oGGP9LAvwZmPAdBGoAICwsz24pmT+ugSZdPD840QKwnUpxyFXhP9v5B64IOHjzYBBr0QFRnVRQOlvv7elGa/aoeqGvpHc8DKs0u0oCDlmSy1yfdt+qBqY4/gKPRMYgeoOoMBfuEiwYvdBsrHCz35A9Bck+vvvqqCUzq+MPeVnQb0v2uZrbpjL/iOHUGpE3HIXpdKaUnUXR86lniyT6ZrWMXzRJEAd2GdN+tGZMaGLHZmeWaWKUnze2M80Cg38t6TTI9se1ZW1dni2qZSd3edLyrQXJ729LA+dChQ826VhmOCXTfpvu91157zf05avKG/Z3qmchkB3q1XJWetHfqMa6tuOsSaDxIxyT6XWP3l8aAdDznb98j5RFPsUud6TWLNFFKa1NrgqXGj/QEpB0s97fZTfZscs+ZNTprWIPl9rXrNB6o+wbPBDBNDPO89kUgePfdd80+xS4/a9MT9lp73vNkfVmNPwiUV5IDON35aXDUplOg9ayRZl5rsPSzzz4zK4Z+cdrTbPxx4KkH6xq00UBm4cw1zy92zRLQEwM2z6n1gbJT17Ps+rlrFp9m0uuJEvtMmJ4F1EC5Dp7189fguGbX62fueZDvBBoItS9Q6XkmWLOsNQimgWM9EC0cLL/iiiv8bhaCPdtCv+AKb+P6pW+fGNBl04CWZhIULtXklH2mBkW17IYnPbmgWUcaBNSzzlq3Wg9Ite8Cle4j9ASKHkSqwgdIL730krmWhQ4g7IGiDio0I1D3Q/5IM0B0NpXnsurJD7t0iG4TGrTSMky6H9X9h373OIkOnAtfxEdruup+Q+nJag1seQbLta6fP68XR9pG9ESSjp8896v2waZ+x+i6oidU9DvFpsEIO4AFlEQDPhrE0INSPSD3pOuYnrDXzDY9WefPdDvRWRiavaUnlzxpsFy/azSjzckZoYXZ31Ga3aazA/V7SvtPg+T2fkjHKjpD2GnXzSgNPWmgGdR6QVzP/tQMZXv/rc9pgtFdd93ll8fFJdGTJhok17IlnhfC1W1Qjx211KRnsE8TqXQ2QmU50aLjCh17agBTr8GlJzvsGRUarNTxe+H6yXoCTpfXvlClE2kilH6+esxf2OOPP+4uJ1J4fOcvgd+ypPsD3Q9oxQWNG+kYT/vOTrS0j6s1WO6ZWa6JELr+6f6iMpxU8uS5D9NAuAbEly5dWuTCrZpFrtfc8pxZbo/jdd+gyR+VvZzMsdD4jp6k19iZniy02Ym2enJET0ZrvLAsP1MC5T6mZ8c1MGZPv/P8cPXgXg/8NSNQdwB64K87SK3p7c80s1EPGDTb0zNY7rnsmk2vF/Ys7rlAoNmuWrtRgxKnnnqqdcMNN5iAnn75adBcaxjqyRE700+no2lA3d7JO4Uuu2aO6pegZjLpemB/iehj9tR4zSLWTAWt4WafffU39mwLDYJ70uC4BnztQZBeuEIvgqtfCDog0C8MfS7QtpEjBcmjoqLMZ14czYbVUk36Gj1w0pMoun0F4tRE3R/ovkEDNPbBkb19eA62dH3RAxbNOLBVhmm5x0u/N/S7sLhalvZy60BZB8aBNnugNPREiM5E0vVfp2jb9MBKxxL2d4t+p2iwXA9k7e+WQNxO7OwbXc7C9Tzt/aoeiOj+1L5QElASe93x3O9okFODQLpfsut123Sb0hlwOsvFnwJ5xY0p9HtG62rr9+qjjz7q9Zx+v2iGr56E86flLM/1wrZ48WJzclfXD90ve9KT2Jo85Pn9DMt90luPAXRcr/2jJ6T0O0z31XpMrMeT2t8aLA+Uk+G6PPb3kmYM6ywozZbUpCCbzlzRbVCvYabBU80s15PBnhn3Famk7V3brrNhNc6hM7Y8g14aB7DrR9vbjCaGeY5ZnKC4vtN9gs6s1wzawsfEesJB13+9BhEsd5a1nqTWftGEkMI0WK6JEHqspBnJGmCujNep8vzu0NIqOh7V71MNetsXwrVfo8/p8uqt8DajZVjt5MtA+j795ZdfTElVLZ+qMSFPOlNFZ6PoSfuyRKC8EmUC2vTskOeZQc1w0kC6BsR0g9AzY5ot5s+BMc9guV54zfMLQwMb+sVqnxDw5+U8Wh/ooEAz5zWrT7OO9ASB3tfPWTNj7aCFTsNyYsBHBwvaFxr00cGBDg41QKrBDj17qANlmw4Y9bWa1eSPgWPP2Rb2NqGlM3TwqyUmlL1MOi1R65droEvPHjuFDhL/v70zAbex7N740yRjaBAlTWRW/1CSoihFhopIMhRliqJBSYQiKs3GDJWhkiSK0ExmlSiFRCkVmjRo2P/rt/qe3Xu2c1AOe+/3vX/X5XPO3lvffqdnuNda9yKj3mfce8hKSbSgQpigEoN7giyb7J48UwUWRFiNMJZ4b0p/n3gxHBGQjQoLrZ1t5tMFxkLsyXhWsvIWxIaGBWaUMpO8jZlv3MnGgYARm1WfYcOGOmiPwHzDopNFedhsnHz5NsfEcbJRGjduXKbNr8je4xmhbFeI3RE1aLhNgMlnNFHtR2Uoz5OvXvAE7QXTQUQOfkcytJhL/DEQ1CfDlSxeRLognA//XKXDcWYXfs8WtERgrMHqys9BVKgg0CDqMt5QEk8SBNUGBDfFPyxevNjOEdUaZOCTUEQFJeM4e2bWvd52MawgkhIUIHGKRCASaXzzV2CMIfhG0hWWK8mqLg0+56zDg1VY2MBw/djr+7Ua8zJ7F6rb/HMTpbEiSHANQpJcsPF8586dTSMKiuWffPKJ6UGMLepj8DecB8ZYKvGpRkA/yiwbn2A2Ijp9rVJxvA0+A+gZJMmi/fBcU41E80qfWe6T5qhMIkAftnvhz8C5IAhCkNQfI+eDYAd6CcfOGILlDHoQ40p272EklKdAJmDQP4gFAItPBkPwkwg3CNEhBKKwCGNZZZazqccrNQrCMIMggzqLHa4vpWpEBlkYYS8AYRIudpegPx0Z1gjlLIhpDIM4xmTohfFglgJNcDPzdku3Z4JjRNBCDPTNizIjKveGFwCZCMmiCUbPKU1lIZ5Z9JxxlPsj3SPrmW0ig/6miHsEBS6++OIdxHIgeMS8EibRmA1Yjhw5LHgWbGCLqMMGErEqFRfDexMvAGM5hW8rgQKeD9YNePhThYMww7hJea8HqwS/5ggL3OuMn8wT/nlgXEUsJ4iWaGFHggJNoKPWDFn8t80bmdOsS3jOSGLxYyviOWI55cGsZdP9OKloY32KCIEdpLcxI7CPWE4QmqSFqK5NfLCafYxvoEamJ8ImVaJ4TLOe574AxmPmLSq8GJOZl8NUHr+ncN8QlGFNRyUc0HeFLPxBgwaZIOIFE+wFWNv4f5fuBMUuKifJKEYIQuBjDUviEDY0wUoO1jsEZ1KhQhDrFzJfEfQYG731JZmefG/2bVTCMmYS+Eg3r+i9Oc5yrgiYMVZgxRQUywmuoQ2RTMc9n5ntRBRJfOb5nfPIfMVeMTOxHFLhWdkZzK3NmzePV34CexnW89wjVEb6voVUS4f5Xuj5vzUGmeKMKX6uRCxHG6JKC7s3hHM01b1hTS2hPEUyAVlEYSPB5p5u8UHCsADYHbGcB4DSMjKHGQSiAueAgZ0/wez6qJKZwEGUEJsaouhAdiQLZ8rp6XgcJlgQMy6QCeqb+UYdP/nxrJAly7PCREnGPSWpifdAcMwM2/jJ2EiWyfXXX5/hdQJrXiz3ArHfdJJBzIIq0dMwnWFzxQaMTQRiA96WHCcbDfoXRE184HjZiPpmPogL/E4mCqI4lWlk2SOKI5QHN2NhhE0DzwjnIDivBjPLvbAFfJa1SFgrT8SeEdx4UdWGGIRtANl+bNQIsvhnj/U8Ah7PGVnE6QrCF2sxhP/BgwebsEsWqBd9yRBlnca+hb4xUYT7gmtMjwNKwsl+Y9P+xBNP2HlinOGc8cf32mGsRgRhXPJ9daJO4jqNffBRRx1lWbaJeH9r1n7B5uXprAUkNhok2MK4EuzPxfNGggRiGUGDVBoTscEj45/qaKrTEMOxdfNWMNzr7NsI2rNWDSYBRh0CqqxdWcfmzJnTgglB32kCkTwLBBsQC1Nd6N2X4wVZ1QSTgo1+vaaCruTHD7Lwafib6mAnwj2AOJxoo8RxcZ+wrmBsYM7x90JY9rl/BsYUmgB7ixWuMToQVUQEjICkYcRygm4kUXqCTYKzAwnlKZAJeO6551q0hOgxPnZRg4cfcYMFOQ36OEdRI6vs+iiSlcBBFB3bITamfpEV1qoDFv9M9FQbZOXjH1UBkIwBNuwswsku95mxUTg3iOTBZq+JBMVynxnLhpLKpQ8//DAWRpgzCTZThcQmAnEnbNnRu8Jnn5EtDn585DwgCrPGWLJkSXwhmorejHsDxk7GCm/XlZlYDthHyP5AZEZiYzwEPMYavzah+Tr2aAgZCEV+niILFPEonbIlsbrwwhVZa+xL/J4EP1SSWMj05dnxoi9rFaq20uk4sxs25gQKsEtkHc9+xq9NWZcQyEf8ItkDex4Ry7K/DBWhBDARgOgtQcO64DPIuWS+5z4MQzCcY8ODnTHFN9UGhFKOMdF7mLmbdS9iWmaVHMkAUZ9gke8Z5Z8J7vmgWJ5IlMcMD0FIqk+wamJvw7k67rjjbB0fFMt5D8srLyQqwPB3VSkBa9a3jLkIyL7pL/sdXmOuYtxl7kpFfS2zfSvHw7EgFGd2nblH0MnCfC+88MILlk1OEDEI/ccY//ycwBxA8g97v6wqCPYUCeUpkAnIZo0FFhkHfoMfBdEnCIsjyqKjvFH1AYMqVapErpnJvxE42LwFswHD+qxk5eMfJbISALGrwpeRiPrcuXPjnw/rveAFCURy733rF0kjR460BWOiDQuLBxYV/BsvkoaVKG+42DhTfeIbgnvIIPf3DWMpZYmvvfZa/P0weoIiTiWKJ2Qase5KDA4wlzCG1K1b10SHKAboxc4hqYWgY9D7d9asWbE+ffrYz2QF4xuMSMT9RbCFiicEjSDpsJElAQHPT28hgyDprWOmTZtmVjKIOgQKCAwgghEMiPo47NccCIMEDNjLca6C1SqMtZzP6tWrW7KHt68R/4DwwTiMXQ0+3FRWEuzHogarLGAvgEcv1iNhsdNjbKDHDs8emZFeLGdPzF4HT2UCWMGscuYsbCZToXkpGe+IlQh7JCkEnwksYdA18FqO+p52Z3MMlnjBNRk6EFWR+NNzbyQSxrXbv4VsYhKA2P8AHtbcg1Q4+fPD2peqU9bGqZ4oRLJGsPqM54axEC3EH09m+9swzrmLFy+2MYP5wFeq+d4fwBor2LCVwAFWNSTUJTa/zQ4klKdIJiDC3848ZqOAyon+joJSKp+YxRR2/q3AgUBKpDG7S2xSjSgHT3YlAPrMcjLvgwJgWMdNSt+puiFD3I+VZBSxKScTKwgbSxYNRN7DLpKH3WpnZ7ChIlMmWKUGWEJQrujHR/+sULoY9CYPE2RqMl+wWWJuCFYbsbaiFDzRo59AJIG4KFm9id2HjHA2qwQcg72BfJNBMr8Yj71gxDzN/cc6Pl3w4yVzCWvPIBs3brT5Fn9yHxxAkMBmBp9tgrHB/0bUQchl3OWeIfEnUSynZJwxJxUEzlQDyyvuP4RxRGCqM2hiT5IEFiteLOY8pkPgaXcIilyzZ8+2IAvPml/jso5jfsKbHMEUmx7EaKwZvf3RviazZx3xHqGf7F1/bwfFcu8hLHa89vjwMyb4c+bXbGPGjDFbQeYSBfF3hOfFnzf2yVRfBNfBiUHcVALx1wu/jGesSxF/E90EWLPS44JEuSgFR3744QerDGAeZe3uYdznPOAugAVNECoyWKftjblVQnkKZgJi2B+V0mixI8HIWRT4LwIHG1QirkH/vrASxeDJfxEAd9b0NJ1h4mdRyLxB8IgsWBqCkYHABjLY8CW4mGJTHmwULcIHmZ40s2Ft4avR8OpDxPJVKH5DxrOCCEHZut+Ihw02nRwjWZv4UZIBCzw/jBOUhvOMBAUKb5UhRBAv9DC+ck/RAyG4LkccYiPHvQVkCeNRzYYtnTa1/jjJ0GLvAcHvjwiBrYzvaYB4juiFcJdOx7m3zhvjLufINy5EHGdvh3DI+QxWRPJvgvYa4u/9sa/AIEucwD+ZlVgaFStWLNaqVSvbH9DcPmznzt9DBK/JiEQoZx9EwM3vebA1IdOcrG0sWjg/ybKcCc6b7FOD9zbjIaIeNhc+qOGPD4ErjJmv/4asxkoqTbjm9DQIgh6E/zJzTLNmzWJRhvsoMUCD2Mw6j7EXqxr2iv4csy4miEtQN9UgqYnrTb8gn/DE80EGtbfaCQYCGRN4j6BhGAPSf2bxXNCzgT4vHDvrqiDMrTS5Tfz3eytxUkJ5CmYCki175ZVXRk4wFdHlvwgcYfUnz4yojQUSAP8R8SjtJyMHzzaeATL7aPrD+eE8QfC5iLJ4EUXwpUfIwqbqxhtvtPsFe4gg/v4g6OIFnTCOj9hCsICm3JZGyFgdUJHDJp5gGtl63ls5amOq+HcEN6WIGV4sD9qwIGCxaSPzvEaNGuaT6cffdBCGNm3aFP+5ZcuWcaE8CGIDx0i/FAQ9LJzIaE2n49xbcN3ZxyFgItb4JmNeLCeozSY/TE20sxPmIsZkLCbefPPNeCYt9yFJMFhxsm/G6odznIrC157CHmf//fe3DErm7XvuucfWd4wtXiznPBGAe/nll5O27wmee74jmc6IWFhd+IpOL5Zjy5Qolkd5rAiuyRFDaTCJ8Okb+WJxRX821i28xrjMuoWkIAKSCKtZ+bxHLWjdoUMH+5mmyTVr1rQkVPSD4HmmCoVs81SzuPLfjwRZgn+I5V4U51kiGO2PNeiwgM9/ZnNzmJ6LF154IXb//fdbsiS2U8AcgBbktSH2+Myn7If3ZVWRhPIUzATEkJ4JR4iwI4FDZIUEwJhtQNhEIVTwPEyePNkWUpQmU+ZKGa6Pokd1ExI1CAZRhcPawm9Gyb7j+SB44j39EgljACXY3ArIOKT5G03ggPJ0qo/Y1DOGBH1UhciMrLK2XnzxxR0yy+mPQcUbNldYgPnNbTo8awgwiAkcF7Ru3dqSFILfn+NhvYWwQwIPdhhU+aXTce6tewRBi+uOIE4ghd5TjC8IvV4sZ9OPcEhWtMg62EAZPXMX6xrOHyX0vtEyYjF2pGFc33EfIeqRORx8jf3QSSedZNnZqZD8wZrC9ytgPU4vhv79+5slDJW9ZL36IBGVrwj93PdqXJsREn+okmAe4fryx3tnowshnpJBjo0IYwtj74IFC0wojVJFcWaZ5HhPM76SLEXlCUIp54xz2LVrV1vrrVy50tZ3BQsWzBDQTgUY4wg0+30ax0NwBN0D0Z/5NVixlrifC9v+7q/AOosxkEAzaymC8PRm8HZDiOVDhgyJlS5d2sTyoHXkvhLLJZTvJZQJKETWSOAQiUgAzByEGTxhafhDAIkNCYsM5hOCrzwfQb87EV7YIJA9wzqCRjf58uWzslzGUyotqFxDsKEcNewwRyD0ccyME1hCAH/7jbzngQcesEwk5hHGE7LjwljGKvaM4PhJ5qYXMfzr3GeIHIjKPusJEDGCNgPpAJmNZK3i90kmG6XqwWcmsz0Nz5Y/F+lynNmJv8acA9YqN9xwQzxogKBLP5VEsRxLBVmgZTx/iB+JllcEFRCLyJxELGTN4zNuwwwCGkkPidCwlHsJ0SiZljMkL/E90CxIXEoUq+idRCCIqgAqAICgBpmfYRP39gTub9YluAiwduFv9reIur4xLX0wyDaeMmVK/NwhruNfHcWggx8vSB4lYWjQoEG29vVVxYy9iKycH0Rnxgyel1TMvkcLJNDMXBsUy9nbMvcy5nEvEIimIoMxgfnZ90CBMD5PDz74oAWG5s+fb79TWcN4w7qeRAQ/X/A6Ablg0HlfnQ8J5XsJZQIKkTkSOEQiEgB3xM8PZKuxOMCDndIzMniCwVf8LNu3b69Ki5BDtkmRIkUsmIgQg4hHlheLb8o22ZySicZnyFLxlkVhhAa1ZKAQVKN/Q+HChW1j7j0e2Wwyx/jfgXJmNqu+WboQWYnkd9xxh2266ZOB5Qh+sX58Zc3iG3wmNkpOt0AlcyvzCVaPVG9R6cpGnQ0pm3WsZJhfmJeDG/Z0O87swK87vf9t3bp1TcgIirn4qiKWkxlKPxWx4/lDBOTeQhwhGYZqa9/0dOHChWaxh/DFmp+5Luzrfc4HYw2iWTD4REIE4jMVtcnKpqeqk4aSrCuAjF3EPP+7hyaEzMe+OiVIFPUN5giPv39JaGGcDcL+hvmFP4wdiXuiNm3a2PmOcrNx39R0xIgR9juVCt6myc9FZGRzzlnbpVpwzesbwHzKcxIUy6moYZ2BkI7F7NixY61KCWGYv8MckN68ebM9Ez6wzNzK3p/1F88E63q/xkL7oXcFyWHsg/clEsr3IsoEFCIjEjhEIhIAMy6cCaoGoXs7QgVebfzMIoEFlxfLCboibgT9ZkX4nhG8GCl7Tlw4Y4tw8sknW9kimWdk33ghL4zl6mwa2ViQzelhAc3CGoEK/1Qy3lh/EWjNrBGUEFmB5y6N81iLkFWOUMw6nswnH7xEEKIEnMSXdIe1FsIlSQpk9JK1h3dqly5dLKsV4ZesxjBv2HdGcOwgAYqxhzmYTHzEXHxVg59B8GJs4nxGObEjs+NmHccYjQXphAkTrDKDeQt/fO/jjmjOvNWwYUMTZsNAcA7imBDKsD4iU5LjJeiC9z+NOz2s65LZwJQKTu5v7F+C4i0Z5TTZS5xXGTtYn0QdBFs/LgRhPMVOJVHrYV2PSEoCmYdngQQZng+yzKMM6zrut+B95kXzVA/CEOigyaivGADm2kSxnL0c64mePXtm+t8J89y7cOFCa+iMVQ57ft+fjkAzz1HQn5+xEGteAoiJFUl7EwnlewFlAgqxIxI4RCISADOK5DQGY2FAFhHH7xdYLL7x6UcoZ6PFfII4zjnxZeAinHBfUE0TbObDuBh8XoYPHx7LkyeP/e3LpdnQplp2TXaNF7fddpv9Htx00rjpvvvus4wUPF9Zb7HwTjWvSpG64AfLRpxAPrCZ5X4jsYVgJRt2v74nGzvVN+q7C/YJBF8RJ/k5K8K8Yd8V2MERRGBt6sv+Bw4caJXDZAIGYb3CXB1lfOCeMZo/PDfNmzc3wdDDOcR/lufLC4theab83BSco8gepXID8ZnEj9q1a9ueh3uFfRBjD37UiOaMO8mau1hHcF/Ts4A5NJgJfd1119kcS9DDXysCQnx31h1RB5F78ODBlgXNeiR47StUqGBZwsHgB32XENATPch5NnylhfjnOWI/SMaxh0qn4JiSSjCmUTmDPcyuxHIqSqimRjMMoyb4+y7WDgQ/8Cf3zwZaKXa8PEPBf4tF675u0iqhPJtQJqAQWSOBQyQiATAj+D+yYWQTRUk32QgEBoisI5pj4eUbQFNdwWYKQT2xZFOECxrVYuFWv359K3EOEgwkkmWB0OUhWy2M40Ww8Rkwd7AR8RsOxE5snNiMEHQi85P3FHQVu4IsJarXECnI+OR+e/zxx+091vLYJvbr1y/DRjYdhD2/3trZM8CmnbUXz0ti0+yogfDN9ffXl7mZsQQbhMRMUS+WB7Meow4B/BNPPDG2dOnSDK+TOY34kXhvNmnSxN4LEobxmupH35SUuZsqAwID3maAe4oMSW9DwD3HXEaliu+PsK+hcobv5dea2K8g7mOF6OEakvSEvzp7OtaiiL1RDqQFISjEOBG8vswpVE9ja8VrrGf4QxNoAiZhuN/3FH8O6PdAkMBXmYDvBYGQzDMCVDshLi9atCiWqrB35fmhKmtXYjnPGuv4MN0LX3/9dYbjQRDnXHDtXn311fh7PBOMKYyZPD+sQ3Dd8DC2JOu8SCjPBpQJKETWSOAQmSEBcEfwYGeO4HgJvGLXVaNGDfudZ4JFthdpaCaHNYAIP9wXWFKxoQo+K8HnhPskuJkN27gZHC98Myf6WRxyyCG24A4eM8kHZAWzHot66bLInMyeD9YbBO5ZmxPAxQLMr09ovEbgkozKdH22dmVbhvcr8y17llQWH/YWXFfWF5yDxHPlmxpiExK0SfBrWd7zlgBRh2pqMqSpmvZiOeuWjh07mg1psCksIB4ThEIgCxOMIfiwA1nG9erVs59p7krmOLYMnlSpQMAbGQ3DQ4YnPRoQ+4JBDuZejo91B0kdXshMh8DhvgCR14vlVEv7Z4CKabLvaeJIxSxJMf7cRdmCN9gDgueEwDT9yRhLgnTt2tXuQ7LKqURfvHhxLJUYP368Bb2CUDmflVhOUiDzbmKQKQz3QrNmzWx8INAMWMuQ+IbtLkECLO2YEzhW9rK+koZkOP74c5Ls9ZaE8mxAmYBCZI0EDpEVEgB3BAGcTSaZJiyq2KhQDs88QsZBFM6B2Pmz4sdR8ItM7hnfFCes94c/B8wl+LfS5Bdru6wI63kQe0ZwE0oW+datW+2Phw0agh4bWw+2Edxru5OdnYq8/PLL9rwg0u0M1l/0CwnDRv3f4q+p36DPnz/f9m7+dQRdhK++ffvuUP6NwBgWT+3s8r5HSGVv7NfyBB/y589vQhdWNh7Gcsb1YAZpWCoTWL8C9wze/1gHHH300SaS+2eMngfcW8nyI8+M4PjGd/ZieXAtzvUKCnxRzSjPaqxE40kUy32FCkkwPCM+sBDVcxcEt4VcuXJZDwMCk4wfJ510ktmSBHuIcD7RD1JNJOd74hrh7weS/zxUHGUmlhOUJive+3CHicWLF5tTAMlfnAuChn7vQtCIZ4LkL9/bgCoa9jCcK/88pELgTUJ5NqFMQCGyRgKHyAoJgJmfE4Ry/gTPiYg2WQWWyHwlOykK6wo2GXgZsqHyZc1C/BdR46677rKsLppGkzFOYylAsMIOgk0vWW2s5YON2NJRRGa8KF26dLxR+u4cQzoeZ3bAJp3ybzI/SfJgrerXHoif7OnoMxUMroi/8QIHSWGcI6pJ2f96IYjgQ4ECBey5IyHm8ssvNzGFHkbpTuL6lKATx0q2OM1LySLGvgfBPPhskVyHpUQqe1J7sRyRn8rfRKKyNk8keB3JhsZqx9t1AeOIrzihx0FmpIIYmGzQxVjDkmAKjK001SazmGanuDAAwUgqflItkY5AGJUBfvxD9C9btqxVkuxKLMfCKGz3wK//6+XCuE6WOGsorlvQNpXeBojkBFMzm0tT5ZxIKM9GlAkoRNZI4BBZIQFw98+JiDbB+4KydrIy8PYLg9Cwu6xevdrWWay3sqpEEWJn4JF5xBFHWNUnyS1kO7GJpQwayHgl85X1O7Zx6VQen9V3vPTSS21Tquckc/x58ZnNNNjDPoRNPhn5/n36Th100EHWZ4rNvsgIzxSCKgIQ8xTPFQEHnwFKVQPe1lRpYGWEqJ7O+PsiUeimWuWYY46Ji3qdO3eO5ciRw+YsnlGqEriHSBxKh2oExHKEYDz5EQajTnAc5ToWK1bMXAX4m/nEV014z3LGDLKlxY6wx6OSCTti7FqLFy8ea9++fWzJkiVm0YFVh9fRuA9TiSlTpljwKNi7hGNg/YA4jO9/UCynwSd728RxL1WE4T1l5syZsYkTJ8ZtUtmbeHtq7yLgWbNmjb1OkClVkVCezSgTUIiskcAhskICYObnBKGGzTpBVyGC9wUbbDZfqVaCmsxKFCF2Bc0qyRaeN2+e/Y69BlmtFStWtIZ7NNjygmlwbZJu5fF4Pge/PxnzHKP3fdW66x/8uSAL+Prrr7e1qhc7CS4kiuVkh5ItrD5TGUEcxC4h2PT0ueees7EasdxnlqdSaX12HTcCGFnyV199dWzs2LEmkCPyEViBDz74wCpVEJrxZGddh6ia2PQ0lcFOBCEsLNctOyDxq3DhwvG+DmSUI/5RkUSwzYvliOQ0TNa4+894S4ax703g7ayo4uI58fbEiNAE3nheUrVHVWZrA3ox8N255g888ED8dWxlqC7x40KYeO211+zeZ9ybNGlS/NoSCMR2i/V6sFExzwfzRaKAnkpIKN8LKBNQiKyRwCGyQgLgjrCooPmJX3AL4SvYsLJi8x1VFEgSu7t5C2ZvEXwlowsQP8ksxyN4+fLl1mSPku9XXnklw38jHcSNoHjF8TCPkjnvhTgyXvFepyGl2BE29gRMaDoWbGZKtiMBBs5d0IYl0adc/J0Mg90KvtuJ/r08Z4hGZImm03O1O+C/zjNH/6WaNWua3QzPH6IR83SwygNbBix8OCdkniaD7KiMkVj+dyAN6xxvDUJ2MYLg3XffbZZeeFDTpwuoSvL3e1ju+/+CP3aeAwJLo0ePjlfxcE8RYKBpp4dMc7KyE5sopwLBsYxqC5/1HhTLmW8RjhkfPNgzh/H5+eCDDyyAzDxKMJA51Qc83nvvPUt+Yw6gwSkJCqzfsbVL5XMhoXwvoQ2cEFmj50NkhQTAHQmW9Anh8XYQUUaBJLGzDTkbcIQLhKugvcHmzZtNLKpXr57ZQHiodiPLk2B+uoL3Opt2vFDxXqdZGBYXJO7QVKtIkSLxrHnxNwTlEXiHDx+e4XUazHtBjPUqlQhknUdd7MoKxCyEkAEDBuwwP5GVj4hyzjnnxD1swwzjDQEDqlTwYveCUbIJ3rfY5CDqYn3AmJjZZ0TGtXhi9jCiJ+MEY8jxxx8fzxTmbwIlpUqVyuDNrHP7t0h+8MEHm3879hseBFMyyhlD8CvHzx/rpmQFlHYGNipcX2xlGfdYYzDGIQ4H4bkiaIJnOXNzkFQWiP9r8K1Pnz52nA0aNDDrqaBYTpWNt2Eh254giJ8nUvVcSCjfi2gDJ0TW6PkQWSEBUAixuyiQJHbHFoGM4GBm+ZdffmkbuREjRtjvNJRq3LhxBouNdCCYHcqmlGosH2gmUIAHO4I52fIVKlQw4QEhM5U3p/vifHGN/fFjl3DGGWfYz5SL47FKMsexxx4bP1eINXgPr1u3LonfPnXwzwjjb/A+QvzAY5jnyK/l+JvMSprb8dyFlcwytQlKHXLIIXb8ybaOCI5rNNIjw/O0004zO5hrrrkmlNn+2QXjKE1XyXgeP3583FbC89BDD1mA1QccsN/hnPJvojjOZgXNbWnmO3DgwEyfHRpO0xcEX3J6VKWiNRH2KQj92EoFA2N169a1OYJqkSD4lWMxgq1X2J6rvxKqJAg2s85AHGfMYw4NiuUkwyGUB/scpLKt3X78jxN7je3bt7scOXIk+2sIkZLo+RBCCCFEdsG2Zr/99rOf//jjD3fggQe677//3pUpU8addtpprk+fPq58+fL2ftOmTd3y5ctdhw4d3KRJk2xN8uabb7oDDjjA/fXXX27//fd36cKECRPczz//7H7//XfXrl27DOeC4//mm29cv3793Lx589wPP/zg3n33XVe4cGEXFXZ2PWfOnGn3Qtu2bd2CBQtc/vz53WGHHeZKly7tunfv7ubPn2/3zp9//mn3RtTx99X06dPdkCFD7JxUr17dde3a1d6vU6eO++STT+yc8txx/qZNm+beeOMNV7RoURc15s6d68466yy7v4YOHRofn5LFsmXLXI8ePdwdd9zhqlSpYtfmlltucZUqVXKdO3d2FStW3GEsjTIjRoxwN954o2vZsqX77LPP3Msvv+zmzJlj19Sfo06dOrlXXnnFrVixwv3yyy/uyiuvdGeeeaa7+eab7b+hseNvNm/e7CpXruzuuece17hx40w/wxy2detWO1+Mw6nE6NGj7TmeOnWqjXOeLVu2uG3bttl7zDVt2rRxl112ma1BeK1evXquYcOGNgeF5bl65ZVX3FdffWX3+Yknnhh//fzzz3dVq1Z1vXv3tmN+//333aBBg1zt2rVd3rx53erVq91xxx1na7OUPxfJVuqFEEIIIYQQYk/xtg5kKQUz+cj2I5MJD2Fvw0KfFBqH4aeJ5ZfPgM0OD9+9TfA7ku1M5hbH16tXr3iGV2bZazRUJLuesnf/ubDjzxUe2vi2Y7FDeX/Qj5zMcaxVOnXqZDYK/BuqDCip9/1SonCudhcasOXKlcuaVzZr1ix24IEHxtq2bRt/H59hbFawMjr11FMzZCtHEWwmyaZMNvgDUzlzySWXZLDAmTp1aqxMmTKWBRr1a5WYPZwjRw7LKPecffbZZq1CnwKfWY6FCL70VOyUKFHCvJdTOVM2GTB+4ufPefK+7sGKQKw5Ro0alTI2RZk9wzTipGomCBnw2Jv5annWEox5jH/41LO+8HNQOqwtdoc5c+bYeoPeE1Ts8Tz4vox4tWO94uFnqox4nV4pnnR4PpRRLoQQQgghhEhrXnvtNXfVVVdZ1nSRIkXir19yySVu/fr17tFHH3UXX3yxK1GihHv88cdd8eLF41luhx56qGU2+Sz0dOG2226zDDwyt8gG5Rhef/11y9wKZlEHf27evLkd58SJE13Y8cdNVtt5553natSo4XLnzu1++ukn99Zbb1mm59ixYy07kIzAPHnyxP/t7bff7p555hmrMohS9v2u4FkiK3nt2rXuhhtusHuJLNvLL7/csshHjhxpn+N8Us3AOSVLPwykfAbkLmAMJMu5UKFCVhFAxr+HzHLGE7I9yQAtWbKkizI894wXVOs0adIk/nqFChUs0/mDDz6w7PtrrrkmPseMGzfO7nVeYx5RJvmOXH311e755593S5Yscccff3z89W7dutk5HDVqlMuXL59LNcie5rtTeda6dWvXrFkzG+8YC8muPvbYY+1zHMOLL75o1UkFCxZ09913n90L6ValtjM+//xzV7duXZczZ0536qmnujVr1tg8wPWkmoIMeqoGqNYDKo4Yc5599lmXTkgoF0IIIYQQQqS9xQHCHRYk77zzjm22L730Uvfxxx/bxhxhfOPGjVb6jQj04IMPxm1YIB02skGhDnHy+uuvd0899ZQJNosWLbKNO5tVrAH4XPCY/L/t0qWLCcf8+4MPPjithb/dAbuEs88+2wIE2M8Ezx+CIILYlClT3EUXXWSvv/rqq278+PH22uzZs90pp5yS5CNIHTZs2GCCEGLgnXfeacEZD+IQ91+LFi3MkiVs+OeH+wVhjGDcGWecYUJR8P1UIavvg/DLOIn4y/UL2iY899xzNlY+8cQTKT8W7m1mzJhhQQXETmyDgPkEgXfw4MHu008/tXP13XffWdCxbNmyGf59lEVyf+8tXbrUAmrY0RCoJODIeIw1ycKFC+08EuhduXKlGzNmjAUvCUSkGn4e/fLLL13Hjh3tmhMERDRnjjjyyCN3+sylWwB+Z/z5v/ua61i/fn1Xrlw5mzu9VRnrLsYRkhIIQhO0T5f11Q4kO6VdCCGEEEIIIfaU+fPnW7lz2bJlzWKDEmgsN4Klvhs3brSyYWw20pXp06eb1QVWIonHjw0LFjOJjbZ8eTsN/LBgiQojR460MniaKVL6HjwflItzPmgwx32xadMmazrZtGnTeFNU8Q/YdQwZMiRWsGDBWIcOHXZ4f9q0afZsYb0SRl544QWznMG6p2TJkta4DtsST6rY8wQtHmigmNiElibGRx99tF0nbEN29d+IIlh3YTF0yimn2PiAhQTzCfYhHuwksOOgaavI+AzQ7PKwww6z+Zjxok6dOvEGmNjWYFfCM8RcXatWrdh7770XS2X88/DFF1/EGjVqZMc2aNCgHd5PHAdSZUzITv74n60dYwdj4Pnnnx+3bFq+fHns7rvvjv8etMBLtzFFQrkQQgghhBAibQluRvES9Z7kCxcuzCCS+7+//fbbDBu4dAJBF/EmZ86c5imcyIIFC2InnniieaNmtklHpIgS+GhXqVIlw2vB8/Lwww/HDjrooNiKFSvs9++++y5lfXJTAXyZEcsRCPv167fD+zNmzDCv3rDx1VdfWQ8AAi/+OSNYdcwxx5iAnirCWFCM6t27t/ns58uXL3bFFVfEpkyZEn9v+PDh5i984403xlatWpWkb5ua+GvIHIEfc7Vq1Ww+8fe191om4IjQO2/evKR+31TjtddeM/9qAjLAPEwfAwIO48aNi3/u888/j23bti3u9Z7q+GeLsQCff/p9jB49eof3o8Af/1s/rV271tYjBKMTA0bJHgv3lDTLfxdCCCGEEEKIf6Dc2btJVqlSxfyl8cVs2bKleYtS9uzLnykBxmOW8mHKiNMNLB9Gjx7tqlatan7skydPzvD+aaedZu+fdNJJdqwe/zNWAlHi8MMPNx/6r7/+OsP94q89lixY0KxYscJ+x1bEl4tHGf884cWMvQA2E0BpPb0AHnroIXfHHXe4u+66K8O/q127titVqpQLE97jHnsZb9fEc4aNEcfbqVMnew+Sbb/i7Q169eplFjjYq9C3YPny5W7gwIFmcQFt27Z1vXv3NvsLrGTEP/hryBzBPMK5xGIHb2q893PlymWWIXi6Y7tx+umnJ/srpwycF6xqGFexWMF6hf4F+LgfdNBBZn+FtRUcffTR1jMiFT3Js3q2mEe55g8//LD1NuF5wmLEvx8VDvjf+gmrN9YgW7dutWtLrxhPssfCPSU6V1MIIYQQQggRerH8zDPPdP3793dHHHGEO/fcc92mTZsybaiV6h6ymQndgG82ohdCA41JacwX5KyzznKTJk3KEAyI0iY+CKLt6tWr4z7DHn8+8LA/6qijzGNVuAxeu4jj+M9ed9115mtNcOaLL75wOXLkMKEVsQhxpEePHi7MEGjBm/2jjz4yb2IPvtScFxrb4c+O730qgI861+7pp5+2poN4RK9atcr9+OOPds1oOhlsrNi+fftkf+WUhTH0nHPOsfH2t99+s4AJ55PrjQiMl7kXUIUzMRwvd8YHmiZfccUVFmzgXnzkkUesESS9IbxYnmoEr+Ovv/66w/v+WjNncDwEYmlc+dJLL7mwEdtFK8ugWM44smXLFmvKijd9GIjmikkIIUSWtGrVyjZI/GEzRAO0Pn36WDaeEEIIkWqbN/9aYmY5G1gaiJUpU8Y2cekkFgdF/aFDh7oOHTqY6EX2FoIXDTwHDBhgzUvJHM1qo57qwYC9Dc0lEXvbtWvnZs6caQ3YgtlunE+yyLlPhIufGxrCkkFLdQZZ5TSBnD9/vrvsssvcmjVrTBBDDCOjfNiwYSYmhxWEUoIB1apVs6ABjYM9jC0IzZwL1supMCYWK1bMvhNNbGfNmuUaNGhg1wgBnQobxHL+QL169dK2umZfiIHBzPJ7773XMqbz5MljGfr84Tlgf5ROc8vePmcEHflDw07mJ5o8AkEmMvMJXvIspfKc+9hjj7lRo0aZsL8zsfyBBx5wDRs2tMqSMPHXX3/F50jueT9vJuLHjuOOO86a2tKMNSwNsPfDfyXZX0IIIURqCeVk31G6TfYEm2+6fLMZuvXWW5P99YQQQkQ80xXImEagILMv8b3gz2QSP/PMM2YVkY6iMSIDWePYXZAVunHjRhNtEDAReBcsWGAWAFgCYKNwxhlnJPsrpwTBe4AMt65du7olS5aYYF6zZk27d7AU4dy+9dZbodncZwcEYrBVIVsSgXjDhg0muvLn3XffteoMMkQRhhFRyBwNi6WPv28WL15sx/3ZZ59ZVizVKdxHrIXJJH700Uctw96DkERySTIhU5wqkxo1alhgEAuhxo0b272NfQgC3/nnn+9WrlxpAY/77rsv7e0RsksYRewLzg+J1Uf+M2SQY1XDuQtaekUN9onMPzlz5szyM9gRUXGB6Mx9xz3IfUm1VyrbW918881mqULmOwJ4MIganFcS75HEeygM9O/f3wKkWKtw/Zg7M2N3np+0I9km6UIIIVILmoPR3T3IeeedZ82waAJ25ZVXxgoUKBDLlSuXNUz7+OOP459bt25d7KKLLrL3c+fOHStTpkxs+vTpSTgKIYQQYSLYKOu9996z+YUGUi+//PJuN49K9Qaeid+fRmEnnHBCbMmSJfb71KlTY/vvv781kLvuuuti33//vb3+5ptvxjp16hSpZmJZnbusmpXSdKxjx46xggULWmM+7p9atWrZvSR2vPcmT54cW758uZ3PihUrxq655hp7/cUXX7TzV7p0aTunYWTSpEnWjLB27dqx4sWLx04++eTYgw8+GH/WLr300lilSpVir7/+eixVoDEi93T//v3jr/3yyy+xypUrx/r27RtvZtyiRQsbM/1Yke4N9/4rweN+6KGHYo0aNYrdfPPNsVdeeSX+embjafA13xw6atDMlCa2TZo0iTc2zYxPP/3UnhPGigoVKtjekAaoqcywYcNiRYoUyTAvbN++3RqAe8L8zATv7/79+8cKFSoU69atW6xevXrWkPWxxx6L/fbbb7EoEL3wlxBCiH8NjWsoqyXb/JNPPnFTp051hxxyiLvllltcnTp1LDuF8kMyz8mqobyT0kReT+WsASGEEOmBz06isunLL7+0LL533nnH3XnnnZbVioWAt17JKksy1bO91q9fb17IvuCX+RTrEMrVp0yZYlnlZI1TDk4mNPMumeV4kvMnNJlc/wHvqU0WI77ZlMUHwUcVT1nWLWRAky3N2kZrlH/OHzYdnEMyQC+++GJ7Hf97npubbrrJfidrGisbss7D6MtM1jjNOfGkZs3Ls4aVifcr5jnjfJBd2bNnT7PzIas22ZnZZJJjlUMGKI0UixYtat+Z+xyrGKpOFi1a5L799lurGPX2EVEcK4JzBBUCWKpwv+Mx//bbb1vFwLXXXpvpOQr+HMVMcmDcxA4MKzCaxVKtxWuJ5xg7DqoceEYYc/Eup8l0KkM/i1q1apmFCBZT7Gc5PhqAc4+wz032s7438ff3unXr3A8//GB2KlhPwd13323WUzwTWE0lu4Jmr5NspV4IIUTqZpQTNZ81a1bs4IMPjjVs2JCde2zu3LnxzxJhJ7P8mWeesd/Lly8f6927d9K+uxBCiPAyZMiQ2CGHHBKbP39+bOPGjbGFCxdaxiRVT9OmTUvrjK8PPvjAMnUff/zx+GtkjHOcX3zxhWW13nvvvfHsUbLeyOobOHBg2h5zduCPe/Xq1ZZ9z/nL7FxEOdt+d5k9e3bsgAMOiD333HPx1x544IHY4YcfHvvpp5/s9x49elhmflizackmr1Gjhv384Ycfxo4//vhYmzZt4u9/+eWX9ve8efNiGzZsSMp3TKyMIeMVvvrqK6uyufvuu+OfYVwhG5RjYm3vPxvV5yF47hYtWhTr0qVLvDLgo48+irVr1y72f//3fzbXeKJ6rnYF2fdUD/N8ZJZZzmvsIdMBrjHzBvcDa4qbbrrJKqkvueSSWIcOHWzMO+WUU2w+Dvtc+9JLL9lahDXGnDlzMrzH2OIzy3/99ddYmJFQLoQQYgehnI1Snjx5Yjly5LAJkVLNKVOm2M+JC3QWDnfeeaf9PGLECPtM1apVY3fccYdKmoUQQmQb1157bax+/fr2s9+sYktSokSJ2Omnn55BLE83fvzxRyv9Z94dO3ZshmPE7gHBbsWKFfb70qVLY40bN44NHz5cIk4sFnvttdfMPgF7EITAsAsZ2UXiecKqo3PnznZvYZsA33zzTezYY4+1P9WrV4/ly5cv7dd2O7PU4D7CQpBAAIEo7in/HtZHJIPszG5iXzJmzBizPwxeR64fQbVgIGPbtm0ZnouwBjl2Rp8+fTKcJ6yFsAMpV65c7LPPPou/7sXyU089NTZ06NAkfdv0FMu5zzzYc3AeEVwJ7KYaWc2b3AvNmjWzfSxBwvfff99eJ3hYrVq12HfffReLArfccotdO9YYEHx2BgwYYO8FA6phJHq1NkIIIXYJZVY0bMJm5ZdffnFjx47drVKzNm3aWMnilVdead3gK1Wq5B5++OF98p2FEEKEE2/xQHn3zz//HLcmoYEUtiQ0Hnz//ffdsGHDzD4iHcECBHsErFSwfKABqZ93+Ztjx1bko48+suPF3ow5l1JpzkOUGTFihOvSpYtZTFAuHubS+OyE80RzwgsvvNDWbNxL2Cm89957ZkEBWA68/vrrrmHDhq5atWrWPBZbgnTFW2l8+umnbsiQIdaslHWrtxy44IILrHkdzxtWC4wp/j2avy5btsysnpLBnDlzzFYIvvjiC2soyrW48cYbzRLRW4lgudK7d+/4v8udO7fZNHlrqqhZhmAntGLFigxWQQUKFDBrECwmsNfwlCxZ0hpQ0hSZc43llcia8847z87R+PHjbQxmz8jz0a1bN7Ndwe4HW6BUIminw/dmzsVKaeHChWazhK0Z4yLHU758ebNAGzVqlNkYYTsaJrKyz+rfv7/ZzHAOGFuCcyr2ZegC9evXd6Em2Uq9EEKI1G/mCWStZGW98uyzz2b63+revbvZsQghhBB7mu3lGwk+8cQTGV6fOHGiZYGedtppsSuuuCKWbpDhGTxmsnc5zieffNJ+x/aCzNYTTzzRyqE5Tm+hoOzpv6G5Keds1KhRlhktdg73DVmfNGjnvDVv3jx24403mn0HmbRYHGEzkPhv0hn/jJERf/TRR1uGaNGiRWOFCxeOZ9BjJ4CdEe/fdddd9tqaNWtit956qzWCxcokGfC9GAPIgr7//vvjr1PJSVNFrhdjH1nvPXv2tJ+pBhB/V0r4a//888/Hf8Z6BVtJsocTs2Op3hk0aFDKN4BOxczy9u3b297QN6FOVajgKlasWOzCCy+0Br158+bNYBWD9RkNtevUqWN72bDZFgWPg6qs6dOn72CV065dO7uWL7zwQqb/jTBXp0goF0IIsVtCOfB6mTJlYm+99Vbs3XffjV1wwQWx4sWLxxcPeLvNmDEjtnbtWlsgUQp/2WWX7eMjEEIIka4ExbgJEyZY+TN/Y03iPZIPOugg88hctWpV7OuvvzaRHE/ZmTNnmui3bNmyWDr4Qfft23eH1xs1amRiGJ6oXvj1YjkCHzYsXrwJ8yZ1V/cH9wNChl9/ACXzWIMgeiECi6zPnxdJeIYIvnDfcT/yM4EogjGtW7fOYKeQzvjjZe2K8MM48sMPP9gzVKpUKbNc8Z8hWIDYjAUhgjkiGZ/B8iiZ0KvAeyjjFexBECeJ5ayzzorVqlXLvjdjR7r4Q+9NguPD4sWLrY9B06ZN49ea88a9f/bZZ5sdS2ZILP+HnYnEzGncd+kwBw8bNsyslQiWwPjx4+17Yx+K1Shs3rw51rZtWxsH/Vwbljk3uM4iCEjAkHEO6zfWHmvXro2/T+CDeZWEhCghoVwIIcRuC+Vbtmyx7KP8+fPbRqN27dqWae7p1KmTZbzR/POII46wz5J1LoQQQvybzVu3bt1sHilZsmSsdOnSsbp165owCohEiEFkg/GnbNmylnGJnyjB2+AmLxXx2aFsTPH79NA4zHvmIvDcfvvt1jMEL+JEoije+PuDrFnWH/i2kzk7ePDg+Gcuv/xyy65F9Ap7s7H/Co0oyRpfv369/U4whmATz89TTz1l9yCCIus8xK+wwLiAEMRzFRS9aAZMJizJH2SR+3UtmeRUdZAckphdnyxoJspam0SUoFgOW7dutUAa1QH0DwqLqJcd0PeB5s8PP/ywBRoYN7zo+/bbb5tYTiPUcePGJfurptx4y73Pfecb2e4MAg/BfWEqwPMezIjGZ5xs8pEjR8Yr1ZgzqNRgHGCMePnll+MBWX8ewjLnBtdZ/fv3t+DoO++8Y79TTeMrjD79X5WNn1fPPffcWJSQUC6EEEIIIYRI6sYtuHljg4ZojHBH1uczzzwTq1KlijUT9M20yA5kM4to6jewWEeQjZ0OlgM+O5TjImueBop899WrV8c/QxY5jbHZuPqNe9ShPBwho1evXrF77rnHgvsI5l27do1/hgbknDPuDfEP/hmjKS4Z42eeeaZV/33yySeWOemrF8gG5fwSpEr1oNO/OXaySBGFaHjpIVBFMIrXaBSMDUu9evVSsgFhZmJ5MNAWJMqNOxMznwmkMR5wLzOfUH30f//3fxnEcgRehMAOHTok8VunDv7+IbuaeYmg7uGHHx7r16+fjRfpAsEj5ocaNWpYxZk/LqqzCIQh6tMMnIqSoL0bf1599dXQ2E55UZzz4dmwYYNVYbG+AiqxsJciiJA7d24Ty4PXOiyWM7uLhHIhhBBCCCFEUkDwTsz8Q8TAFxShGBDCET0RhiiRD272vJ8sgumhhx5q1grpApl6CF5s5PnuXpwLiltktOFDHFXBKwg2IGR+3nLLLfHXCIo88sgjlgGNAOZBDP7oo4+S9E1Ti8xEnvnz51vVHzZG9913nwUXeO6wMvLn2j9/YYEgG4IYwh+BFQItVK0Eg1C8RlXkggULYqlMUCznO2dmNRIGcW9PIYv80UcfjU2aNCn+Gve2F8sRA70ASGA2amLgrnzHqdwiC5+KYoRWBGSClemAv5Y8KwSkWTvwrAefCzzreQ+bFaB6hLlj+PDhoZpzsZZhjA9mxTMe0mOMSj3GO3qjPPjgg/Ze37597VpTaRSsponS8/F3u1chhBBCCCGE2If069fP3XDDDSTuuD///NP9/vvvbvPmzfbzhx9+6PLkyWOfO+CAA1ydOnVcjx497L0zzzzTbdu2zd779ddf3ZYtW9x+++3nXn/9dXfyySe7dKFIkSLu9ttvd/Xq1XPHH3+8mzBhgr1+4IEH2nFC3rx5XZs2bey1P/74w0UB7ofMfuYcrF271v3000/x1w4//HDXpEkTV7FiRbds2bL454cOHepKlizpog7ng2fjnXfecUOGDHE9e/Z0b731ljvttNPcE0884R599FE3depU98svv7h3333XdezY0W3fvt3lzp07/vyF5Tzkz5/ftWzZ0l111VVuxowZrnv37vbMXXDBBXb8ULNmTVe0aFH3119/uVSmcOHCNh5yHV944QUbR+Cggw6Kf4brHmUWLVrkTj/9dNelSxe7p4Hryr3dokULd80117iPPvrIxl/uj/Lly7v9998/5a/93sbPPc8995xr3bq169Spk/v+++/d6NGjbS5iLk4HuP+5ljwrkydPtme8f//+7pVXXol/5ueff3YLFixw69atc99++60bOHCgrUPatm0bqjn38ssvdyNHjrS11LRp09ymTZtsPORaHnLIITYesnbiekOuXLlc48aN7ZwdeeSR8f8Oz0dUiM6RCiGEEEIIIVKGK664wr366qu2oV2/fr2JPGxQO3fubBvcyy67zDatQbEc0aNatWouZ86c9jp/V61a1YRRhI50g03orbfe6s444ww3adIkd88998SPN1GwYeMeFWGX4AfiDD+/+OKLbs6cOS5Hjhx2rb/66iu3YcOGDGJ58eLF3eLFi91vv/2W1O+fanD+EIkuvPBC9/bbb1swieDU1Vdfbeea5+3++++384qAyGd8ECps54HjRRRCDLr22mtd2bJlTQz0whBMnDjRAgQnnHCCS3UQAG+77TZ34oknuq+//jpDUEk4u74Eh7i2iOZe6EMI9mJ506ZNXaFChTKcuyiJgUH8Ofjuu+/s79WrV9u8RJCB4PQ555zjhg0bZu+NGTPGLVy40KUqzJ0881xLng2C0gSUCKzffffdJgxzvJdccon9qVSpko2Bn376qa0lgPfTfc5lLTV27Fj7mfUVAdObb77ZgoQEBngOCAasWrXKggacL673G2+84Zo1a+Zmz54d3eBRslPahRBCCCGEENEBT+4g2KpQ5jtjxox4aTx+wpUqVYo1bdo0g51AsPQ3LM21fHn4ddddF6tatWqsR48esahCWTxl8PjhYqmCFQ/3xtNPP23vT5s2zXxUadBG01MPTdiaNGkS++2335L47VOPDz/80Erqad4J2NHgP3vrrbfucN45n0GP/DDibRewG2AcwoaFxrpAI0+sJtLJvgl4Xvy4GFW7lawsIfAkx25n//33z2BR4+cOGv76cxYlW4msmDhxonl2YzuCxRWNT4866iiz+fHzMH/TU4P+Gak4BwevI880TXpXrlxpv3/11VdmV3TWWWeZZzkwZ+BNTgNofzxhsF1Zt26d9XopU6ZMBushngOO/+qrr45t2rTJXuNcMM9WrFjRelOUK1cuFOdgT5BQLoQQQgghhNhnnuRsyPAU93zwwQfml4xfML6ogD+yF8tpuhYFARSxnPNAY8WoCl4evFLxikbg8iKvZ8yYMbHDDjssVrduXbs3uJfy5ctnDdpERmbNmhU75ZRT7GeaGSKae2EYFi1aFIsaiWI54hB9AnLmzLlDz4R0IqpCb/C4ETyfeuop6+vgQQznOjOWDBw4MNN/F7XxNhgc8D/TI4PeIAQo4c033zT/boTTb7/91l5DSCbIVqxYsZRv6onQT3Pe0aNHW9NOT6JYnnjtU1H8/68Q9GM9UapUqdiECRPir997770WlL/qqqts3QGvvfZa7KabbrKGrb//TyQP07n4t0goF0IIIYQQQuwT2HjRDIysYEROD5murVq1steDYjlNtdiU9+rVKxYFop4d6o99zZo1FlDhD834aDwWhOqD2267LVazZk0TApYvX56kb5zazJ492zIqEcmPOeYYE8m9+DFv3rzYzTffbJmHYWJ3nhv/GTKOBwwYYJmz6ZZJLjJe6+7du9tcQeDjuOOOi1WvXj22fv16e49AK8E3mtf27NkzFnU+/fTTDL8TIKKx6YUXXhjPMgbGXp4NssybNWtmQjrVPkuXLo2lGkFRl2bFBL/mzJmT4TNeAEYsP+OMM2KlS5eOvfPOO7GwEcwGX7Vqla2tshLLySz3YnnwHP6ujHIhhBBCCCGE2LsEN2EvvfSSbbiDYjk2EYli+Y8//hibMmVK5DKbopgd6kUvv2lHLMc2AbF80KBBO4jl/t8ErXmixq7ukw0bNli2Peewc+fOGd7r0qVL7Lzzzott2bIlFrZ7aMGCBZYZS6CA4FPi+4lieZjOQRRB9CN72FcEkEXMPY8Y6kVhxHKsOKpVqxbJIKSH+fToo4+OW48whmCjgrBcpEgRC1AHeeuttyyLnLm6T58+GbKzUwGyon/55ZcMr2E1csIJJ8S2bt0af81fc1+dxtiIZVeY1xbPP/+8jW0rVqwwQZzAQKJYTmY9Fi3BcyVisWh2KhBCCCGEEELsU2hQCSNGjLBGWzSZmjZtmrvyyivt9VKlSrlbbrnFNWzY0Bp90sQxb968rkGDBvZvacIWFaLWUM438eSaX3zxxW7kyJHWUPG6666zBqc0IBs1apQ1+ITBgwfHG8HSpCyqcJ98+eWX7qefftrhPRqwFS1a1BpU8hzRmI6mbe+//7676aab7PmjkWfBggVdWPD3UPXq1e0eookpzXJ940Hf1DP4c758+UJ1DsLOI488Yo17PRs3bnQff/yxe/DBB13FihWtaeP1119vTRsZL5hLaNJIM2DGkTfffDPDfRA1Dj30UGvOybmYOXOmjSE0hW3fvr2dl44dO7offvgh/nmaZ3Mun3rqKdezZ09XokQJlyosXbrUmlD6tYWHhrw0Aue6e/6XJOzGjRvnli1bZmMja5Gwri3ee+89ew441jJlytj1pWFpnz59bE6Abt26uZo1a7ojjjjCGh2LAMlW6oUQQgghhBDRyHolQxgvcqwyKO2lOWP+/Pmt7Dtow9KgQQOzjIAoZ/9FCZq64kv+8MMP72ClQkY5tgnt2rWLtW7d2n6WJ3nMMinJnMQSgczozCCDcty4cVapUbRoUSvBx7d82bJlsbCNM4wpLVq0MMsmn1nqmwIHLRY0pqQn+GZjIcQYELTKIUsaO40lS5ZYZrT32R4yZIhllhcvXjy2cePG+Oejfv2xTuEcli9fPm5Pgpd73759zb+b6hOfWR6s2Em180Y2uM8IHzlypFWgAXMD9wkNsskc9zA+nHPOOfFmxql2PNkN1mS1atWK/86YT2Y5DT59g2xQQ9sd2Y//CQrnQgghhBBCCJHd2cJkNj377LOuXLlyrlmzZvGs15dfftmy/urXr++eeOIJe339+vWW8RW1zOqosnXrVsskP++881yPHj3ir5MV6DPGH3vsMTd16lS7ZwYNGuROPvnkJH7j1IEM2UaNGllm4PDhwy1DOjPIPP/ss89crly53NFHH+0OP/xwF6bxZdOmTZYV2b17d9e6dWt3yimn2PtkmPfr188qFMiwPP3005P9lcUeMGHCBKsoKVu2rFWcnHrqqfH3Hn30Ubve48ePt8xpsqDffvtt98cff7hhw4btkHkcNcic5hysWLHCPffcc27IkCGuQIECdt7OPfdc99tvv1kFD3NylSpVXN++fa0aJRX54osvbBzj+V+3bp2rVauWjX1z5861jHLWEh06dHCNGze2rPgjjzzSPfDAA+7bb7+1igQqbMLCtm3b7Jj9WLh9+3aroODe5xzcd999NrcCFUVUZXD9n3nmGZs3wP9b8TdaeQohhBBCCCGyHV8ez+YL6wPK4hE42cR5EMKxR6Acevr06e6iiy6y14sVK2bvIYqKcEEZ/+jRozO8hkCzevVqd+KJJ2Z4PWirwoafknGsFSSS/8PZZ5/tpkyZ4mbMmOGuueYa9+OPP+7wmV9++cUtWLDAxC/OXVhEcj++IPpwHrh/EFIRzjz16tVzt99+uwXfsB1YtGhRUr+v+G/4ueDyyy+3gMfy5cvdww8/7N599934Zz755BP7g2iIfQiB2WOPPdZseMJqsfFv4BxwTs455xy3efNmsyhi7O3cubONHwcffLDZnzEP8zsBplTMq+WaH3PMMW7y5Mn2/BNUJxDC92ccwIqqRYsWbsyYMRZA45juvPNOCxLy/COSh+VeIBhEgBQIcIAPAjAeck5mzZoV/3yFChVsnsB+q0aNGvHXJZInkEmWuRBCCCGEEEL8Zyh5pzEYDTo9lEZTBk/p79dff53h85T8YpNw/vnnq/w3pHBdv/nmm9jNN98cW7lyZYb31q9fHytXrlxs6NChO5SDz58/3+xYxM6ZO3durECBAmYz8v3332ewXunQoYM9e5znsODvD5o1MtZgzzNgwIBY5cqVrYnjrFmzMnye8QUrgs8//zxJ31js6bXGOsPz5JNPxipWrGgNoL2N0Lp16+xeoLFniRIlbEwJ/puogz1NhQoVYvfcc0/8NRreNm7cOFa2bNm4DQuWTgMHDow3Qk3F47j22mtjOXLkiE2ePDluEcOxcE+ceuqpcRsWmkBv2rTJ/k1m91G6wrFwHNhoDRs2zJqs5s2b1+x07rzzztiqVavitkSFChXKYD0VJMzNTPcEWa8IIYQQQgghsg2ym2gcNWnSJLPTCELJL9lrd911l2UI58+fP/5esPSX7EHZroQHf23JbObn3Llzu9dff92aS1577bX2mUsvvdTsecgYL1++fPzf0oyRcnHsFIL3i9iRefPmubp167oLLrjAnsOcOXO6rl27WmblG2+8kcGmIgzMnz/fMl+xHqBaBWjyisUCTf64d7y1AJBpmqpWEiJzgnNB0IoJsNegiSdZsswr//d//2eWHLyOpUjbtm3j2cNRt13x9kuMAdirkHHtmT17ttkVcc4GDhxoVV6pDpniVCdRVUBFCWsN7g+sqMggB8Y8qguChGlt8euvv7rSpUubRQ52dlQT9e/f36otmF85D0WKFLGfqSbCqijxGRKZI6FcCCGEEEIIkS1Q/typUyf39NNPu0suuSSDgFe1alX7+aGHHrLSeTa5iOX4Coto+JCXKFHC3X///SbSsGmndP6OO+4wsZwNPF6yX331ld1D3BeU2GPLg9cqYliUgwx+276rEnkvliN2cQ4RDTl/YRPJsdbw9xD+xM8//3z8vTlz5phYzj3VpUuXtBD+xI4ERU3mDYRPnoPjjjvOxhFgfODnoFgeRCJ5xmfmsssuMxu02267LYOI3LBhQxs7TjrpJAs+8V4q2XF8/vnnZp1y2GGHxV9jriDojsd6UCx/6623LEiGmP7RRx9ZwDCMIJRXrlzZDRgwwMZ8D3Y6Y8eONSsWgtGcg5IlS1ogOqznIrsJRyhFCCGEEEIIkVTwSSaTHOEqKJI3aNDAslvJ5gTEDLIAe/bsaZltZIOK8IPwctZZZ7lp06aZeEWQpEmTJtaYj6ZyZLnho41/Lk07eZ3mk1EWyQGx6ptvvjFvf37Gy58M8awgIIVAQkUHzx3iV5hEch8wIAhAgAWB75VXXnEvvfRS/DNkkd9www2WVc454G+RfniRHNGTrFlEXJp0cm9zT/Nc0AiaYMjKlSvNhxqP8iBRFcn9c0IVj+8LwjNTqVIlGz8YR/xzQUCCvgU0wmX+puoilURyRHCqjPAfJwBGHwIoXLiwNaokYEZFEp9jHmGe6dWrl40DYcueJgiIdzxwbFxDn2xAkADwJceHnMQFnpWWLVvafTB06NCkfvd0IjytXoUQQgghhBBJgQymmTNnuhNOOMF9+umn8dcbNWpkwgUiFptvn93Hxva7776LNwwT4SdHjhwmXJBBjgBOyTjWCNwTBE4QdhDPEXG4N/idDT82LVGGcnpEolatWlnA4Morr3TPPPPMTv8NZfYEHfLly+eKFy/uwpRZHxTwCAogFiH0ebuFOnXq2N/nnnuujTWMSVG/h9KNoA0XAjgVSjQtrF27tr22du1aE0ZpOsl9ToUKcxBWPIkNgaN8/l588UUTknlGvOUK8y3Z2QSSCKJR5cM5Zv5mbC5UqJBLJRD5sVP6448/3LfffmuVIzTrpSKNwAlzBsEyxjqy5QkSnn/++fbHjwVhqSrgHmfs5z4n8Hz11Vfba14gTwwKcC35g0DOeUJkp5pP7BpZrwghhBBCCCGyxf+UjTjCRdOmTS0T+OOPP7aNLWKV37wHy+mDthKplMEm9pzgNQ3+jGCDwDFx4kT7nXuE0nmEGsQb71ku/mHWrFmufv36JhaRfd+mTRsXJfz9w5hCJixjSKlSpcxXGd555x332GOPmbXAvffeax7tIj2hjwWCaO/evePXFkGca1usWLH4vfDee++ZEIo3Pf7MYfWh/q/wrBBYQExFKCbQUKNGDesBAViWLFy40ERyxFTOe6JtTaqAhQre2wThy5Yta/ME6woC7dwHWJAQEET451g5LjLnw8jGjRvNR551FoFCgiFUVRAo4L4nuAycE6xpCCjxOc4NFVx4uB9//PHJPoyURxnlQgghhBBCiD2GplGUbrMBJ0P4+++/tyaMRx99dIYGUvXq1XPlypUzUX13fZdF+uBFKjIB/aad64vIS2O9yy+/3DJEqTQgmxHRvGPHjpbxhx0PHqqUiot/BGLOI5mDnFeyKTm3ZOhHBc4BlhCIfmSKci8hEOFhz1hzxhln2OewWeEzVCWcd955yf7a4l8yYsQIs+YKVkwQEGFM4PqTDevniqJFi5pnNb7biURdJGdsxdIMK5obb7zRxmTEVCzRmH95dnr06GFjCtYdjMsIranKkUce6W6++WbLIidoyJqCOQN7Efy3EYR55jntxe4jAAAXrElEQVSezZs3u1NOOcWFlaOOOsqqZ1hnEVxevXq1BUG4flxzrjXPCM8MNkWss4Brzjyihti7h4RyIYQQQgghRLaAZ+jtt99uQsXcuXPNS5SNOiI5mV5kxbKxw88coi5ohBGuKZl/Xbt2tetNdQGCFmIMIJSTHUgTPp81iliODQsbeRp6ir9B8OBZIbDA34jjnFMEIYSSqIjlZIiSRUrTOioOVqxYYdmxZJHTJJaGpYjlBOS4h2S/kb6NoH1TRk/BggXtnkfoIxhLVixgp1OgQIHQeVBnR/Y1Fk0Iplip+DGZrGKCDZxbsoyZm3lWfDAzHQRixH3Ecp53AvE0JCWQwp/q1atnqE7zgdkwwnPAOovgMs8AY6G3sCOIynFzzYNVfFu2bLEqLsRzsWtkvSKEEEIIIYTIVsjw8qXdjRs3NrGcpp6rVq1yy5cvN3EjzBvZqPPhhx9aBiCl8Qg0Z555pjXkQ9hFmEHwRCin0VjJkiXj/y5YeRBlvMBBwAFRC09/suwRP5599lnLDiUQ0adPHzun2CaQKYh/eRgZOXKkW7x4sXntrl+/3oQhhDHsFTgP7dq1s8xybzlANqVIHwgCke2MLQgZzx7GDLz5/c9ce+xBKlasaFnnWLRgyRIG/+nsgnkVQZw59/TTT7fxIgj+1gQjCVg++eSTLl3XFosWLTLR3/cmCK4nomK9g90dgQNsWDgXPCOJ86jWWf8NCeVCCCGEEEKIvbKhZRO3ZMkSyyIn8+mDDz6QSB4hsN7Bf5wmYmzeabaG4EtGNBt7/Lbr1q0bmmZr2QkVGdgMYC2ApQil9d52ggADvsx4N9MklyxcBDCafoYpUOAtZhC+EMoRSfGlxnoBqwWEIjLJEVCxXMG6Q6QXjAVYqnCvY7vCH6BBI4EimjOSTewrkRB3yYrFjoOffbWSxo9/wE6FBtqMtQQaGIODIDITWKOSJ93XFuecc06kG4LrXOwdJJQLIYQQQggh9tomjoyvb775xrIFJZJHUwj75ZdfLAuQxnxUGVAyj3hzzDHHWHMxxF6RkW7durnBgwebSEhjvuOOOy7D+6+//rrr27evWVPg7X7yySe7MInk3Bc06iMY4JvPrV271gRUMsupVGBcQWTFt/yss86ypsEiHI2gEcYJCGGjk9jsOVg1EOX5xJ8XvPoJKvz4448WQON8EDwgsxyx/KqrrrKqk7CtLaha4j7AtifKfU50LrIfCeVCCCGEEEKIvQYewmSvUQodZVFDOLNKmDZtmmUDk9WIDQt2PEcccUSyv1pKghB+3333uS5duljzukKFCtnrPoOWAIRv3BYm4Y8M+datW5v4gyVHmTJl7P3PP//cGvXhU45fMdmTBAymTp3qDj/88GR/fZENlhrTp0/P0Ag6mC2eKJgn/h4l/LE///zzloVPwIyqHc4XzwO+3VRi8Cy1adPGAkxjx451YQLfbSrVgn7cUUXnInuRUC6EEEIIIYTY60TFN1TsSOLG/euvv3br1q0zcVNZwP+cH84JGfjfffed+QtD9+7drfEeYnmLFi3snPktfBjFkHnz5plP9aBBgywT1oN4SsCNzGOawWK/8dNPP7mZM2eaJYsIRyNKbCSwHSKzHJ9t0NyROa+99pr1MOBZwXqI4AKBJPo+PPXUU+blzrkbP368BZ2WLl1qDbfDhu6Pf9C5yB4klAshhBBCCCGEEEnODO3du7fZSvBa6dKl3cSJE12uXLnMvujpp582mxGsFXxmeRi59957rQns7NmzLWMeMZAKBKoR2rdvb82BsZpYs2aNq1y5sitWrFiyv7LYB80alSWbkW3btllQgWoSrJc2bNhg9kO1atUyiyKCbmSTE0RCPOXz9DkQQuwa1T0KIYQQQgghhBBJAPGPZqfNmzd3DzzwgImDeDRjOYLH8BVXXGFZ1HzujjvusOaW7dq1C03WoBdAsY2gh0GePHnMe/z++++388JxIvSVLVvWsmbLlStnWbP8EeGDjGdsdRCBsRDBdxuLHYnkGYMFPCfVq1e3pqZUWzRq1MjVrl3bPKrx969Ro4a78MILreKC/gUSyYXYfSSUCyGEEEIIIYQQSQJhC9/ttm3bWiZo165d7XdEci+ODRgwwERyGleGTSTn+MmCbdCggbvgggus6evo0aPNfga7mbPPPtstXrzYmj3mzp072V9b7AOxnIa/2IVg06Rs8r/hHCB8U1FBpj1jAeDTTzCJihMg4IQlC+eNihQhxL9DQrkQQgghhBBCCJEksJmoUKGCZYZin1CnTh332GOP2XsjR460Brg0t+zTp48LC178JGueYyM4gCiKv/KQIUPMdiXYoPOFF15w27dvl1AeIbGcCgsaFHKfRF0s5/hp1ElDTvz5/Wuck88++8ytXLky/vpLL71kliyjRo0y0VwI8e+QUC6EEEIIIYQQQiQJsj8RghGJGzZs6IYOHWoiGHYkS5YsMdsEmnwefPDBLt3x4h5/3nrrLdemTRv34IMPulatWsU/Q8a8F8mxX8GC44knnjC/8iOOOCKJ317sS7zwG/UGhf6ZIWBWokQJE8LpZeDHgyZNmlhQoVSpUtbb4IMPPrBnSyK5EP+N6I42QgghhBBCCCHEPuCPP/4wwQvw4OaPh4Z7WK4gDF511VX22s8//+zuvPNO9+KLL5olS7qL5N26dXOzZs3KkBU8b948V6VKFRPJySDn/csvv9wyzLFeAURyGnci/MmXPJpEWSQHxgaEcTj++OPtb0Rw/yyRPU5AqUuXLq5+/fpWoYIvuRDiv7FfzM/WQgghhBBCCCGEyDYef/xx17hxY3fIIYfY788//7z5C5MlCzfddJMJxfPnz3fXXHONy5s3rwlf+fPnd0uXLnUvv/yyCenpDCI4DRrxG/diNzIEDRuxXunQoYMFBAgmkDl/7LHHmm85TU0RSQ844ABXsGDBZB+GEPucVatWuUqVKrkiRYqY3zhZ49OnT3d33XWXVZ/wWqFCheKfj7pFjRDZgYRyIYQQQgghhBAim/n2229NGEbkXbhwofv8889N9EY0Llu2rHvllVfcjBkzzHqlf//+7v3333fLli2zZpYVK1Z0NWvWdMWLF3fpirfMCNrGcLy8jg87DTzbt2/vNmzYYI07mzdvbsf8xhtvmGc5djRFixZN9mEIsc/xgje+/Ywb3333nY0L2DHRqyBPnjxmQ0RfA8Rznp/7778/2V9biFAgoVwIIYQQQgghhNgL4BdMJjUgcJElPWDAgPj7gwcPdg899JDr1atXBp/usIAIfsEFF7iZM2ea6E3WPA1KySCvW7eu+/HHH+3PUUcdFf83t99+u32ebPpgQ08hoiKQb9682bLFt23blsGXf8uWLe7iiy+2QFK5cuWsh8HGjRvd+eef78qUKZPU7y5EWJBQLoQQQgghhBBC7CVWrFjhrrzySvfuu++ahzD2K2RVYykCeJDPnTvXrVy50oVRKK9Ro4arVq2a2dCQXY71zPDhw+08IJZ78ChHIEdIf/311+VJLiIpkk+bNs2yw8ki57Xu3btbw04PojhNPR999NGkfl8hwkq0uyIIIYQQQgghhBB7AZ+Ths3KmDFjTDAmAxTxGJHc+5SfddZZ1pzvp59+culOYh4emeLXXnutWcoghGMZQWY9wQEyY7Fi8ZmyEyZMsM+pcaeIIojk+I/T04CAGpUmZ599tjW4pUGnHy/IHMeORQixd5BQLoQQQgghhBBCZLNYjPBFg0qoUKGCe+SRR8yvnCzqdevWxd+jkSdCebqDkMcxb926Nf4aAQGEcl5H+INDDz00LpYjCGKxwmv33nuve+aZZ1z58uWTeBRCJGe8YDx46qmn3K233uquv/56V6xYMRPOeU4qV65sfv9w0kknuc8++8xsWWQQIUT2I6FcCCGEEEIIIYTIRvsEsqc7duzoLrzwQhOIly5dapmgCMEIXlWrVrWGll26dLFMauxG8ubN69IZjmvNmjUm5DVs2NAaEf78888uf/78bsSIEWanMmjQIPvsYYcd5vr16+fatWtngQMamyKW87oQYWfgwIHuqquusp8ZLxg3tm/fbuMEojhNOhkjaG47dOhQ+9ywYcPc6tWrrQJl8uTJVp3BvxVCZC8SyoUQQgghhBBCiGwA4WrKlCmuXr16ZqVSqFAh8xu+7bbb3AsvvOBKlSplwjgZ5q+++qpr1KiRNfwMi9UIWeVkxk6dOtV82RHIOb7TTjvNdejQwQIFZNAD2fW9e/d23bp1c8ccc0yyv7oQ+wRE8cKFC7snn3zSMsf9uJE7d2533nnnWaNb7JoYQ/Ah5z0a3hJoovqCiosTTjgh2YchRGhRM08hhBBCCCGEECIb2LRpk2VIIxKTLQ4LFy40WxHELjKqy5UrZ5mjiGRPPPGEO+6441y6i+NkkyOQH3jggZZBj7UMwt/mzZvNlx2rFbLFOS/NmjVzd9xxRzz73v8tRFT4888/LSu8ZcuWrk2bNnFbogceeMDdfffdrnTp0hZYK1CggD0fPXr0sCATlSrHH398sr++EKHmwGR/ASGEEEIIIYQQIp3IStzNkSOHeXRjI+Ihm/rGG2+05pWI5gjlp556qps9e7Z9Pt3PAfYq2MYgksPJJ59sma+dO3e2BqaPP/64NSREHEfkGzx4sLvkkkvsPIBEchE18O7nGSDI1Lp1a/ubHgYEzz799FN7fnid5+XLL790M2fOtAoUieRC7H1kvSKEEEIIIYQQQvzLppVkS69cudItX748/h5Z4wcffLD75ptv7Pfff/89LpZjrzJnzpx4A750FsmBc/DVV1+Z9zoZr+vXr7fXq1ev7s4880zXokULt2XLFtepUyezk8CCBYEQ/2WsaMiqVYG7iMJ4EYT7HngWsF4aPXq0GzVqlFkTwYMPPmhBJiow3n33XVekSBE3d+7c0NgzCZHqKKNcCCGEEEIIIYT4FzYjiL4040MQR+w9//zz3fDhw12xYsXMWuTWW281Yevcc8+N/1s+R0ZomDKoc+bMadYR+LDjPY6vMlmxt99+uzUeREBH+KtWrZorUaKEBRbgrrvuMqFQiLDDePHRRx+ZJ/k111xjY0RiZjmQQQ6PPfaYBZeC440QYt8hj3IhhBBCCCGEEGIXeNHqvffes4zpdu3auYsuushNmjTJmlYiFnfs2NG8uvmbLFHsRvAZxrN75MiRJibjPxw2EMB79eplGbBFixZ1Q4cOde+//76bPn26a968uatVq1b8s/IkF1GCqhLGi8WLF7vixYu7Bg0aWIVJ48aN45/59ddfzZO8VatWJqYTXBJCJAdllAshhBBCCCGEELsAkZws6SpVqpjneN++fe31Y4891oRyvIUBr+5hw4ZZ9vhzzz1nItgRRxzh3njjjVCK5ID9Csf8zjvvuJ49e7o6deq4yy67zDLvn3322QxCuURyESUOOuggE8Xx6ceXHxuVa6+91k2dOtWdccYZFnCjMqNJkyb2eT7H7/fcc0+yv7oQkUQ1HEIIIYQQQgghxG5klJMlni9fPvMP9kycONGyRj/55BNrVInFAuJ49+7drXknWeRki4bdY5gGpnXr1nVLly519evXt+xyPMwJIpBNL0RUqVy5suvdu7crWLCg/b1ixQrLLr/ppptc1apV7RkhCIdYTnDN27AIIfY9sl4RQgghhBBCCCF2g40bN7qBAwea+N2yZUtr3jlgwACzWkEIHzdunNuwYYP78ssvXcmSJc2vG9/uqBC0VXn99dfdjBkzzHOZgEGpUqWS/fWESBqI4owLBI3IGG/atKnZOJ1++ulWjUI1xqBBg6yRp6ouhEgeEsqFEEIIIYQQQojdhCxpmlHOmjXLrVmzxs2cOTPetBN/cqxXHnnkEcusxqIFW5IokehB/sMPP7hDDjkkqd9JiGRDLwP6GLz99tvmQz5t2jQ3Z84cV7ZsWbdq1SobR2rWrGm/CyGSh4RyIYQQQgghhBDiX7Bp0yZ39913W9Z0ixYtXLdu3ez17du3uxw5cmQQzYUQAqpXr25CeeHChd1LL73kTj755GR/JSFEApq1hRBCCCGEEEKIf8GRRx7pbr31VvMtp1klovgtt9xiIrkXyCWSCyGCVRaMEVSk0KgTkTyx+kIIkXzUzFMIIYQQQgghhPiXkBXao0cPa9T34osvul69etnrEsiFEEG8GF6xYkULri1ZsiTD60KI1EFCuRBCCCGEEEIIsQdieYkSJdy8efPc5s2bk/2VhBApXIlCQG3w4MHW4FYIkXrIo1wIIYQQQgghhNhDz3IvhAkhRFZ88cUXrnnz5u7JJ590RYsWTfbXEUIkIKFcCCGEEEIIIYQQQoh9wK+//upy5syZ7K8hhMgECeVCCCGEEEIIIYQQQgghIo08yoUQQgghhBBCCCGEEEJEGgnlQgghhBBCCCGEEEIIISKNhHIhhBBCCCGEEEIIIYQQkUZCuRBCCCGEEEIIIYQQQohII6FcCCGEEEIIIYQQQgghRKSRUC6EEEIIIYQQQgghhBAi0kgoF0IIIYQQQgghhNhLjBkzxhUoUCDZX0MIIcQukFAuhBBCCCGEEEIIsQe0atXK7bfffvYnR44crnjx4q5Pnz7ujz/+SPZXE0IIsZscuLsfFEIIIYQQQgghhBCZc8EFF7jRo0e73377zb300kuuY8eO7qCDDnJFihRxqcDvv/9u30cIIUTmKKNcCCGEEEIIIYQQYg85+OCDXeHChd2xxx7r2rdv72rVquWmTp26w+fWrFnjGjRo4I488kiXN29eV7lyZTd79uz4+2SilytXbod/d8opp7iePXvGfx85cqQrXbq0y5kzpytVqpR77LHH4u+tW7fOstuffvppV716dfvMuHHj9spxCyFEWJBQLoQQQgghhBBCCJHN5MqVy23fvn2H13/66SdXp04dN2fOHLds2TLLRK9Xr55bv369vX/VVVe5Dz/80C1atCj+b/jc+++/71q3bm2/I3rfcccd7q677rLP3n333Saijx07NsP/V/fu3V2XLl3sM7Vr197rxyyEEOmMrFeEEEIIIYQQQgghsolYLGYi+MyZM9111123w/snn3yy/fH07dvXPf/885Z93qlTJ1e0aFETtbFxIdsc+JnM8BNOOMF+79Wrl7vvvvvcJZdcYr8ff/zxbuXKlW7YsGGuZcuW8f/29ddfH/+MEEKInaOMciGEEEIIIYQQQog9ZNq0aWalgs3JhRde6Jo0aeJ69+6daUb5jTfeaLYpBQoUsH9DxrfPKIe2bdu6CRMmuF9//dWy0sePH2+Z5rBt2zazb7n66qvt3/o//fr1s9eDVKpUaR8cuRBChANllAshhBBCCCGEEELsIeecc44bMmSIy5EjhzvqqKPcgQdmLrkgks+aNcvde++9rnjx4mbR0qhRoww2LVix4HlOpjn/PRpx8hkvtMOIESPc6aefnuG/fcABB2T4PU+ePHvhSIUQIpxIKBdCCCGEEEIIIYTYQxClEb53xdy5c12rVq3cxRdfHBe+ab4ZBJEdCxUsVxDKmzZtaoI60AQUIX7t2rXuiiuu2EtHI4QQ0UNCuRBCCCGEEEIIIcQ+okSJEm7y5MmWNb7ffvtZE86//vprh8+1adPG7Fm8uB7kzjvvdJ07d3b58+e3ZqC//fabW7x4sdu6davr2rXrPjsWIYQIExLKhRBCCCGEEEIIIfYR999/v/mNV61a1R1++OHulltucT/88EOmgjqf2bJlyw4WK4jouXPndoMGDXI33XSTZbOXL1/emncKIYT4b+wXox2zEEIIIYQQQgghhEgZkGsQyzt06KAscSGE2Acoo1wIIYQQQgghhBAihfjmm2/cxIkT3VdffeVat26d7K8jhBCRQEK5EEIIIYQQQgghRApRqFAhs2UZPny4K1iwYLK/jhBCRAIJ5UIIIYQQQgghhBAphFxyhRBi37N/Ev4/hRBCCCGEEEIIIYQQQoiUQUK5EEIIIYQQQgghhBBCiEgjoVwIIYQQQgghhBBCCCFEpJFQLoQQQgghhBBCCCGEECLSSCgXQgghhBBCCCGEEEIIEWkklAshhBBCCCGEEEIIIYSINBLKhRBCCCGEEEIIIYQQQkQaCeVCCCGEEEIIIYQQQgghXJT5f8cQisvaBg48AAAAAElFTkSuQmCC",
"text/plain": [
"<Figure size 1500x1000 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x800 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"from tqdm import tqdm\n",
"\n",
"def load_football_data(file_path):\n",
" # Список возможных кодировок для попытки\n",
" encodings = ['utf-8', 'latin1', 'ISO-8859-1', 'cp1252', 'utf-16']\n",
" \n",
" for enc in encodings:\n",
" try:\n",
" df = pd.read_csv(file_path, sep=';', encoding=enc)\n",
" print(f\"Данные успешно загружены с кодировкой: {enc}\")\n",
" return df\n",
" except UnicodeDecodeError:\n",
" continue\n",
" except Exception as e:\n",
" print(f\"Ошибка при загрузке с кодировкой {enc}: {str(e)}\")\n",
" continue\n",
" \n",
" print(\"Не удалось загрузить данные. Проверьте файл и кодировку.\")\n",
" return None\n",
"\n",
"# Загружаем данные\n",
"file_path = '2022-2023 Football Player Stats.csv'\n",
"df = load_football_data(file_path)\n",
"\n",
"if df is not None:\n",
" # Базовый анализ данных\n",
" print(\"\\nИнформация о данных:\")\n",
" print(df.info())\n",
" \n",
" print(\"\\nОписательная статистика:\")\n",
" print(df.describe())\n",
" \n",
" # Визуализация данных\n",
" plt.figure(figsize=(15, 10))\n",
" \n",
" # 1. Распределение возраста\n",
" plt.subplot(2, 2, 1)\n",
" sns.histplot(data=df, x='Age', bins=20, kde=True)\n",
" plt.title('Распределение возраста футболистов')\n",
" \n",
" # 2. Голы vs Удары\n",
" plt.subplot(2, 2, 2)\n",
" sns.scatterplot(data=df, x='Shots', y='Goals', hue='Pos')\n",
" plt.title('Зависимость голов от количества ударов')\n",
" \n",
" # 3. Матчи по позициям\n",
" plt.subplot(2, 2, 3)\n",
" sns.boxplot(data=df, x='Pos', y='MP')\n",
" plt.title('Количество матчей по позициям')\n",
" plt.xticks(rotation=45)\n",
" \n",
" # 4. Топ-10 бомбардиров\n",
" plt.subplot(2, 2, 4)\n",
" top_scorers = df.sort_values('Goals', ascending=False).head(10)\n",
" sns.barplot(data=top_scorers, x='Player', y='Goals')\n",
" plt.title('Топ-10 бомбардиров')\n",
" plt.xticks(rotation=45)\n",
" \n",
" plt.tight_layout()\n",
" plt.show()\n",
" \n",
" # Дополнительный анализ\n",
" # Корреляционная матрица\n",
" corr_columns = ['Age', 'MP', 'Goals', 'Assists', 'Shots', 'PasTotCmp%']\n",
" plt.figure(figsize=(10, 8))\n",
" sns.heatmap(df[corr_columns].corr(), annot=True, cmap='coolwarm', center=0)\n",
" plt.title('Матрица корреляций')\n",
" plt.show()\n",
" \n",
" # Анализ по лигам (если есть столбец Comp)\n",
" if 'Comp' in df.columns:\n",
" plt.figure(figsize=(12, 6))\n",
" sns.boxplot(data=df, x='Comp', y='Goals')\n",
" plt.title('Распределение голов по лигам')\n",
" plt.xticks(rotation=45)\n",
" plt.show()\n",
"else:\n",
" print(\"Не удалось загрузить данные для анализа\")"
]
},
{
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"source": []
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