{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import pandas as pd\n", "import pickle\n", "\n", "with open('shows.pickle', 'rb') as handle:\n", " show_dict = pickle.load(handle)\n", "\n", "# vote average is the percent that appears on the site." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'backdrop_path': '/zyiX7iPUfuxV4ZAuCaTdmFeEYLQ.jpg',\n", " 'first_air_date': '2001-11-06',\n", " 'genre_ids': [10759, 18],\n", " 'id': 1973,\n", " 'name': '24',\n", " 'origin_country': ['US'],\n", " 'original_language': 'en',\n", " 'original_name': '24',\n", " 'overview': '24 is an American television series produced for the Fox network and syndicated worldwide, starring Kiefer Sutherland as Counter Terrorist Unit agent Jack Bauer. Each 24-episode season covers 24 hours in the life of Bauer, using the real time method of narration.',\n", " 'popularity': 9.671869,\n", " 'poster_path': '/3m83XvlgjIMeBtCHlIyLAsa2GZ1.jpg',\n", " 'vote_average': 7.64,\n", " 'vote_count': 296}" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "show_dict['24 ']" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "13\n" ] }, { "data": { "text/plain": [ "dict_keys(['poster_path', 'origin_country', 'genre_ids', 'original_name', 'original_language', 'vote_count', 'first_air_date', 'popularity', 'name', 'backdrop_path', 'overview', 'vote_average', 'id'])" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print(len(show_dict['24 '].keys()))\n", "show_dict['24 '].keys()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def clean_show_dict(show_dict):\n", " #i was too lazy when i made this original dictionary\n", " show_list = list(show_dict.keys())\n", "\n", " new_dict = dict((x, []) for x in show_dict[show_list[0]])\n", "\n", " for show in show_list:\n", " for key in new_dict.keys():\n", " new_dict[key].append(show_dict[show][key])\n", "\n", " new_dict['show_name'] = show_list\n", " return new_dict\n", "\n", "show_dict = clean_show_dict(show_dict)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": true }, "outputs": [], "source": [ "df = pd.DataFrame(show_dict)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1745, 14)" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.shape" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "import time\n", "\n", "df.first_air_date = df.first_air_date.apply(lambda x: pd.to_datetime(x))\n", "df['first_air_date_unix'] = df.first_air_date.apply(lambda x: time.mktime(x.timetuple()))" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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UmERERDqpssbFB9/s4/O1eTR6vK3OWS0WTp2WTXpSlEY3gshisXDSpExKK/dQW98IwN6C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\njCqBldtHWcPwH+0nv2JsNto+j1KC4YFsgEjW6hZm5irIZxXU6pY7V0UdN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0wpLIfXkFrt\nOtWfA8frD0WQpgQWwQwA8bkXOoyB2c06Y61RZoZCVkGlbnp5TJLUjCB20yU/2fNDlikUiUKWWr93\nIq/VJ5sVaJh2wFXxJ+cXcOHqCr7748s4tGsIx28fvSlkeg7jUSLTakrpTNvZUkYhKeKxuNLAnzx1\nJvDcP/j4ERQLasw7UoSRKGHSNO3/BPA74N9LFoIy+3sB/F0AD2qa9oSu6/XoVlKkuLERXvTnfVba\nUfI8oY8/tGswsr31tP7eiKhLN/kZQ/0ZvPHu9Z7b7tWUoV1fQAj2d6hP1FPfuiB/UbLNyIT3wGPC\nZWcI2lCblo2VmhGw0vYjLgqZpDQzHB05cfY6LIfBiHGvElKnob4MPvehQz2N+2gxh+1DOaxU28vR\nhBEE3MV41pV2iTaS3DQIR4LDuWhxzphA9Gc3KucpfL8oIZ6FvO0wkFWSpoDbIgOiYjgOSyZ/ycvB\nI7zWkuPwRbhEiRdlFt8Ng/0ZfOe1qWCeGiFuSQKnJxInImdik2GoL4OlciMy0hu36W648mlZop6T\nZbBvzd/PTi3izIX5G8pBz3GaMjovYuSwlBjdwHAYwx9/+xTKNdN77iPHJ3B0/8gm9urGQ2KESdO0\nzwD4XwGcA/A/A3gOQNV3yGcAfAHAQwB+A8AfJHXuFCm2EqKkbp2siuN2rdfb+nujoi6d8jPmlms9\nE6bVmjJE9WVspA/aniEQOzlb2m4lj/15BfM+2WY+JweiCERYhAGAuzAOgzFeI8gfFYgiNFGRjPWS\nZorIaC4jQ6LN2lthZGQJEiUBa+9u8eHjE1xS181azpV8hvue1KZBOBJsWdF1qKKcMf1tzC3XsFI1\nY3OexofzHoECmlHKJomIliH2CjHrAm6MCa6ZGdy8O18kMJeRcL+2DTvHCt53w9mpJXz75Qut/VuF\niogxxqNXhNe2EtHcqM9KVPRXoGHYsGUWqRwIt7VVHfS6tepOcePj2dcv450Li97jnWMF/NwHDmxi\nj25MJBlh+kcAagA+rOv6JQDQtKZLk67rb2ua9jEA5wH8IlLClOImRbtd6zir4rhd640ouNqrQ9da\nEJefkcROf6/ugf6+jI31AwCuX1/p+vyd0O01qYqEwUIGS5UGVJlHQFSlafzgWWWDebKlMBgA6iNL\n7cwzwpGM9ZJmfue1KaxUTW9zYMAlRIbBCxYTQiBLxOvnahzG7j00htt3DeLdqaWOklch+Qz3PalN\ng3AkuK3U0eeMKSA2U/70qTOYXarF3sOZhSoqNRO2zZDPyoEoJSGALBE4DLyQZwLwy9m4hC6RZnmb\n7mT2u9CVayYeOLIdc8s1vHLqGk5fXPScD/1Tn6H3vjgMUGSKgYIKVeFulHHj3M60h7HW6CHAN8ai\nLMg300HPdhxYrozOshy30Gtq1X2rYGq2jK8+/573WJYofv2Td0KRUwvxXpEkYboXwPcFWYqCruvz\nmqa9CODhBM+bIsWWQ1K71htVcLVbh671xGrHLGn3wCTR7TXlsjJkiWB8tIC55XqLWUhWlWBaTixZ\nCgiqujDPCEchk5RmTs6U8MxrUzgRjhhWmjk8It/KtJzA+1bjMPaZR/fjv37rVEuelIB/MR7X9242\nDe7aP4yGaXv1j/yEPCoS3KnQqnDGdByGFbfvjAGL5QakCCLhR19OwXyp7hkQhOcLY6szZwjI8hBs\nQxS2XavpgwAlQCGneKTPsh1UaiZ+/O51TM2WUTMsyBLFStXwoiHEddIjBF1JxMJ9JeCkxisE7JMA\nRiEc/RVwWET0sMPnbr0d9ALEKI0YpQCXj/7RN94JbJ783AcOYGJb3yb26sZFkoSJZyF3hpLweVOk\n2HJIatd6owuudnLoWk+Ex0zsuDuMgRLiyRf9Y7YW90B/RGpspIDDe4bb2g8ncU1xoAT42Q8cxD2H\nRj3SenZqCSd97mq1uuUVaPXgWjB7BJl0Z54RjkImNV/F/VipmpGvixwegKCQC/4Z6DUyKrBvfACf\n/cABfOvlCzCsaMkrADiOg8N7RzA1W8bsYq0lAtnOuOLt8wv4xg8uRJ77UV9NKD+6cZ5aqRiom80F\nue0wTordt8bZWYuoZKVmcrlvjLmMyG0ibtuiKC4nHN0Tny6d/ruGIDK1ugVCuEOoYfLPuu0wVOom\nKOGSRTGMTYMIBkkiXcsDw3fBcEk6JcDHf2o3njsx3fomF/7ob9tCUa7Er13tvdXObz+E8YJlM6+4\nq5DVJSmXvNngOAzlmolSxcBRbftmd2fD8NXnz+HKXFNXete+YXz4+MQm9ujGRpLE5Qy4ocOgrutL\nUQdomjYM4AH32BQpbmokIXXbrIKrm4V7D42hWrfw1CuXMLcUWoRWgNHBHJ58cDfuOTS6avfAqIiU\nIvMV4cRYX+IRqV7ngSCtDxzZjodmSt77cj7zkIavmKZpcpLQTXFNP8JRyNXOV0E8r8yV8cqpa1AV\nqX10hQELpTokKdeSj9VrZLSbvnOpGoHDGM5cWsSZS00tf1QE0r9p0A0hP3dlCQP5DFaqRoDYt8uB\nAXgUqNqwPGLFwHNsxJiIx8wBFlfqADJewV0A3nzYMZLH9Hw1YC5Ta1iBaAzAyaNlO5ysMMCBgygE\nokwEKGRkDBRULJQaMJymTHQt63Pm/lc3bU4YwQmMGGfHAUAZqnWLj4GvTwxcbhjHR8XTlPLrDE9F\nAgTMXS5cLbeVo0Z97vznFhG+bgqVdzO/GWOe4YLtcIIkyFEaLWpFw7RRqhgoVQy8O13C0koDV+fK\n3nOlqoly1fDG7slHb43cnZPn5vHsG5e9x305Bb/68SOphfgakCRh+hMA/x7AlzVN+7yu63P+FzVN\nGwHwZwAGwK3GU6S46bFWqdtmFFzdTJw4ex3f+/FlKDLF2FAOhmF7u+KquxD93o8vo5BVcPL8fM/u\ngUvlRuL1rLrBaudB3PuG+jNYXGmgYdi4NFvGmUuLXRf8FYiKQvbSzzDxFHbmAFyCEnQMC6NUMTDU\nn+nYp24R1ffp+QremVyIzCsR1xB3vzsRcsO0PSndzDz3N6KEeNJDsYiOK1xtOwzU1y3GBAkgsOxW\n44b55TpqDTtgS64qEu4+OIrPPDYQuF+UAH/x3LmWz87V+Spshy/A24GBE4GsStGfVyFJFP15BcsV\n5lm0O+7PpODvksOYVzTXT5T8v0cRIe93wuuSAXxc/W1/6L4JfOqRfQA42R/qz+Ct9xqwLB65EmTX\n/3lSFQnDRQmO4+D+w9sxv1zHqQsL3rh2CzG/hXW75ZEhN3KUutF5cByGct1sEh+PABkoVUwsu49X\nK1u/mVGumfjC35wOPPcrTx7GYF8m5h0pukGShOk/AfgEgI8BuKhp2in3+Yc0TXsGwP0AigBeAvAf\nEzxvihRbHmuRum10wdXNQniBGmeQ4TDgr144B9NhPUkWz1xaxHtXlkBp+wXOerpa+eeBiMycurDY\n0aSi3fyZW64F6i11g05RyE7zNRx5sexgTocjFuWUxO5oNoymPXM3feoWou+TMyU8/+aVWLLk9TXm\nfrez8y9XDSxXDE/6BxA4jgMq8WsVUrp8VoZhoSUcI6JHhDT7JtqyYrRyjAENw4JhBW3JG4Ydeb9O\nXVxqiaLKMoVRb0oAw2RE2G5TAjAwDA9kvTHIqBJIpWnRThnZEClYVPMk9Fp4hvkL7xJCIPmibI8c\nHffI/plLiyhXTdQNy6vrJAr3ZtVgxJYS4FOPHvBksxeudTaI4eRSEEvGHUGXarBucVJkuFGh5aqf\nDJk+QmRgxRcVStEbvvzsu1iuNMstfOCeHbj39rFN7NHNgcQIk67rtqZpnwTwfwD4LQD3uS/td//V\nwCNQ/0LX9WiBe4oUKVqw0QVXNwu91JuqGTbqhh0oINkJK1UTOVVCPoKEhbGerlZJm1RsdBQyKvIS\nlhoRQkDAfKQpui3DsD1SnHRkdC31y/wmDv5SALbjoG7YfFc70DZ/4DisuVhnQLVuIZ9RUG0EHdU4\nWSIB6VtWlVBtWG21bg4DJBa0JY+LyvWy0ULAi8GGyW0hp3j5aGHXOEJ4RM3ewOSZFlMK0hppkuJI\nOgFu3zWIS7Mr+NbLF1CuNWsohS3ZbYehbjCPnN65b7hFNuv/zAnZIJjvdzTldQCwa6yAfFa+qcmS\nwxgqtWZUaLnqI0I+MlRfpfQ2RWecOHsdP3znmvd4bDCLz33o0Cb26OZBouYLuq5bAP6VW8D2fQB2\nAZAAzAB4Tdf1arv3p0iRIhobaf29Gei13hRjwQKSnSBq4vQSkVoPV6u1mFS0w0ZGIaOISNSamVIC\n2+YSIxF5CUO0k3RkdK31y85NlwKSO95X5i6o+fHhK2IALIdBJj7DB9e8ZHgg21K4WhArId9bqRht\nyVL4ZOWqiZGiFBuVC2+0mBa3lRYFbv3naiEZrnlIuWpifDiPmQX+p1u48TFHmEhs7OLf46LevGkS\nNkL4mMaRpaG+DO45OIpvvXwBNcOONMiQ3XpQQg6Zz8jIqBSPHBvH3tv6m4VcbYZ7D43i3JUl2NGp\nYAFJJSXAfdq2NV//ZsKw7JZoUDBCZGClam74nEjRRLlm4ot/qwee+9W/c2RNUucUTSRZuPYfAfiy\nruuzuq4bAH7k/kuRIkUC2ArW3+uFXutNiTVRwxehaIeGL7G8WyThauXHak0qusFGRSHjiEjUGpUS\nAlC+sGaBkrrB/qxHZHSt9cvOXl7CfKnuLagdhhaSEZaDEfBxsB3m1pnizxumDYmqGClmPenitqE8\nri1UvVwZy3Zc23jSkrsUh4ZpY3wk3zYq599oOXWRm13w+0LcXBnWQjL85iEMwI7RAq4tVuEwnteU\nU2WUqp3JnfisJV23SaLEy0vKZaSmaQaLLsOQca3sf/YDB728x6gaSh5Ys96TaXGjhe+8NoVPPbIv\n8JaxwRwev2cnnj9xpeNn7oP3TmxZK2cvKlSNzhcSuUI3QlSoL6dgsD/jGZV4//IKBgoqioXei2Pf\nSPjys2cDUrwP3zcBbffQJvbo5kKSEabfB/B7mqY9C27u8HVd11u9VlOkuInQa7HUJBCXX7IZfekV\nZy8v4dXTs6g1LOQyMh44sg2HJga9mjRRNuJREA5k/rVlu/eLXc9ed9r8UrNexjfq2HYSsYZho1I3\nPUlXIat4ErFuzxsXhazUDJSrFmSZIJ9VcPLcHBqmHdtO3Pnmlmt4+rUplKumt6gnhLg787Tp6ubm\n4ohcELjW1lHJ7AcnivjI8V2xZCncl+GBDBZKjdixEMe/fX6eW253SMoXc0bYM792ehbXFmt48+xc\nYEHtuGQp6vb5nyPg1wqCwHiUygaKfSpunxjEI8fG0Z9X8P989SQaho0as2CaDhzX9EEMUzhPBxBm\nAa41OCUYHyl0nB9io+X7b1/F3/5wEpbFPMt1AJE27HXDwsJyHQ5jOH1xEffdPoY33r2OumGjZlje\n/WzH7RzWGoVbK/i8I15e0mBfBpJEcWz/CMo1E+9eXgoYxWRUCYfEmOcU/PUPJmFZDhqG1dX5DNOG\naTmYmi1jYaWOof4gOb1j7zAG8ire0GcxdT1kiUgI9o4P4K49Q5tGlkzL4ZEgnxwuLI9bqZodTUA2\nGxIlLvFRMVBQfERI9YhQf17F9m28APnCQht7ypsU70wu4IfvXPUejw1m8bOP3xqOgBuFJAnT/w3g\n5wH8NLjxQ0XTtL8CJ0/f1XV9a38iU6ToAVupWOpW6kscfvD2TKRV+ItvTWOgoEJVpEgb8TirbJFP\nQQjfVQ7LncLvp4QX+OxkABBGRpV6Gt+4Yy3LwXLFCDicAUClxt2eLCuo6ylXTcwt13BxdgW23frV\nGXdf/VHI//7ds/jJ+QWv7gxMoFyzMLtYwwtvTaM/r+Le28e8duL67rflrtatFsJEKbeBFqS0uUhm\nHmkqZBVkM5K3OJdlgiN7R/D3P3p75LiH++K/x6L4rRjH8ZE8sqqEmfkq5pfryKj8PKWKETuHRHt1\nw3YX/rzvb52bw1vn5sGYA8Z433meTHd/vhwGODYDcSM3TWUez2thAKbnKjg3XcJy2fCK1UaZJ0Sd\nkQeFGGwAKiF4Q5/FG+ECwYieH9uGcujPq4FiwQACEdpyzcBy2YTt05mdvbyEc1eWMVBQYdmOl/MD\nyq+1Hdbzj77/87xzrIAHjmwPRN9VhWLPbf0Y7MvAcsmwZTs8n6wHmKYNWaKYmi23ECYAmNjWh4lt\nfVhcqWNqtgzDdKAqFEcPbcPIYG5dFu+RUaEIQlRrbP2oUD4mGuQnRIWszM1GUkSiYdr44tPBaj2/\n8mQqxUsaSZo+/HMA/1zTtEcA/A8APgvg8wB+EcBVTdO+DOBLuq6/mdQ5U6TYDKxXHsqN3pc4fO37\n5/Cd16ciV0+OwzC/XAfA8w/CdXniCncCQH9egWHZWPBJp8IQ7x/IKejLK9EHxYAAqBsWvvSM3tX4\nMrDYe9Ewba9oq3A4W1ppxEqbGHitmfNXShgoqC32253u61e+9x5OnJ2LjQA4DFiuGHj11DVcvFrC\nnXuH8c6FhZa++4vlOoy1RBXC9s+CFHjRETfvx7Bs9OUVb3GuKhJ+5rH9kX0Lz+lq3Qrkm4hxLGQU\nmLaDK9fLsB3WzMOpcEc4EWkMzyHRnuOwFpkdQHxkgbmFZHtfqDFwaZ4s8TmdVWXIEsU7kwt4+Scz\nGCxk0J9XcH3JCuRF9QLDcnBlroLh/qznmCcQNT8O7xlu217cfBTXv1wxYNkOJ7+qhFrDAmN24vbi\nbeFVseX5VMyVz+0a60OlbkKRJRzcWQzYcy+VuUSpXDe5HXqP0RTmzbuYZCUXQ/3ZAKEaHlxddD8c\nFVoJGCjcPFEh8buogZdi9fjmDy7g+lLde/zosXEc3pNK8ZJGoqYPAKDr+ksAXtI07bcBfATALwD4\nFIB/CuCfaJp2GsCf6br+b5I+d4oU6431zEO5kfsShx+8PRNPltzFtIDtanik8AKVAcuuK5g/SrBj\ntICp2XJX/ZAkih0jBcyV6p0PdjFSzOL7b053Nb5fff49AIASYyrhJUIz7nDWMO2u8kAAYKVqQJEJ\n+nJB/X3cff36i+fxxrvXu1rEVhsWri/V8czrUxgeyAbG1zDtAFmy7ab7VxSFYKHfie9B3bA8yRgl\nwC88oeHQriFcvx60Zg7P6YbZmpwP8MjGUqURMDDwO/KZlsOLnxLXtc6dQw5zeGK605qTxIlB8wnm\n/sd8kbPgEZ0h+pRRpcC1LFUaGMg372e37UYd53fM8yM8P7YN53Fo1xBOTc63tFuuGbFkyU9+wYBK\n3URGpchlZNRNbgCxYXAd6AZyGRDC61XtGitgqdLAyfPzMCwHqkyxe3tfSzRIdRfmvRbuFIerytoW\n9owxVOpW00HuBo4K5TIyigWXCPkJUBoV2nBcni3j6VcveY/78wp+7oMHN7FHNy8SJ0wCuq7bAJ4G\n8LSmaQqAvwvg9wDcAeB3AaSEKcUNh7VYFd/MfYnDU69cil0JRu30OjaDJEf8kXUTtYWNuLsGRi4j\nQ6IE5aoZm/AtCojCNRjo1kmOofuE9ZJrvTwSY3MeWKQxToLixqXlaQYsl80WwgRE39dn37jc06q+\nXDOhyjQwvgC3YfdMD5wmaRBNR50iannEy/YQVKomjhwewiPHxvHAnbdF9iU8p6OS8/1EOyBXdKMH\nwpFPosSraUQJ8caRkmZOkr/jEiUBh6+oHKKe4b5ZliiWy/XA4C1XjIABQ7eyPz8cN5+pXDUxHDH3\nwvPjiQd348yF1oLPy+UIEwQSrGfE/H0vm9g+nIuUi64nZJmiWFChyPxaLctGuWbi//vO2ZZjJ8YK\nOK5t8/KHdm/nPxVFAmrdy/JURQIBsNvNj4mCaTlB8lM1YNgMSysNzC3WvNduhKhQv08SV8yr6PcR\noaL7exoV2hpgjOGLz+iBefULHz6EvlxvaooU3WHdCBMAaJo2DC7N+zkAjwFQARgAvr2e502RYj2w\nVqvim7UvcXj30mJrXpILFiHj8SRdLFoGJWzEVZni8bt34Lk3pwHwBc1wUeIOZL6EbzWU8D+/XMfj\n9+zAC2+1jxpRgkD77WDZDqp1C7UGTyKvGxayauvXqjCpAFwZG+stId62ndi2/ff11VNXUatbPS/y\nHcYCNu3+QrRR96qb9iWXuBSyClSZIqNKePL9u+ONMkJzWljBt/TVd/MCkSzRV9eRj/hIEHXd52yb\nAVLIic49zq3H2nodFLHW0e3gz+WqG1bgWph7fbJMuVOgRGCLqFcbhDied70NM95iX8yPsbF+HNo1\nhMfu3oG/+dFF2A5ziTwL5CyJxqVQ/Sz/R9K2HVR7IB1JQKLcGlzkLdUNCwTAYtmIPP7y9Qqm5ybx\nwXsncGTvEIb6s5gYK+Dy9QoUWYJpdY7kKBIFCMFQv4pri1WcvbzkucaV3BpDyxXD+/xvZeQyUmQ0\nqOh7nM/KPUfgUmwefvTONbx3uVm0/M59w3j/Hds3sUc3NxInTJqmFcGjSZ8D8CHwOkwEwA8AfAnA\nV3RdX0z6vClSrDfWalV8s/YlDq/prcnoAnHrQgK+AywREhkxKhZUfPbxA5hdbCViskTbWoyLiNQv\nflSLrGcFQrDfrWcV1b4ffhMCkdsDcFKWVeUWkwF/0U/HafYnvDSJ2OT3UK1FEyb/fX3x7astr3cD\n243MCJt2vztg+F61i7yEr2moPxvIPWs3/8JzOur++8mbP9IVJk2CcFNCQECgSBR1UU/Jxw2ETbWX\nGhOS5bnPusShWZy0W4i8qmotuKAWhM3f19WuU0UbRozFvpgfkqrg2Vcv4dTkPHfCa5gu0QpKLYXz\nIWPwahxR0jo25Q0kTBIFsooMSaIgAAb7VVxftAFCUHNzkwjh3x1+0ugw4LkTl9GfVzCxrQ/HtW2Y\nnptEPidjacVqOh+y4HwSj03bRnWhimsLVfxkcmsuWyghzRyhGELUX1CgyqkBwM2EWsPCV1wpOMC/\na37xidtTGeQ6Isk6TJ8Hd8l7AoAC/t17FpwkfUnX9cmkzpUixWYgagHX1fvWoX7FVupLHFa760oA\nDIuaNaGI0YNHtmPf+EDXuUthNAw7sp7V2EgftD1DIDYfn3bth00I/MEKUVA3yqhCFP1crcirXUFI\ncV/rq93pDl1LJ3WYWFC3e72QVVqMOtrNv/Cc5mYCLEjYupCtsRCDIgTIZWUoCkW5Zrp5T8H8HO9Y\nILIWEqWEEzPWvA/tekJJsIhq+N4Fxpk0f+8ml6mFZLtttAtOnZ1awnd/fMW7Ln9Udm6p7o09cYmh\nEwo48Ycs0LeNkJcpMkVfjs+hew6OYftwDru29eFvfngR5ZrVGiWqmZAlyiMlbn6b7TD89UuTGB8t\noFQxUK5xZ7ktro4DAGRVybPNbiFDrqNcIaekUaFbEN96+QKWfdHVjz6wC9uH85vYo5sfSUaY/tT9\nOQfgz8GNHV5NsP0UKTYVYWvrrt+3DtaeW6kvcchlVvf1IvImoiJGov9JXL+/ntXYGM9PECYEce1H\nmRAQEvE7azWqyCgSioWM6wrYebUWXgK1WxSJ68qucszFyTwbbMY897Po3BoCglbiQD15G4nMc2g3\n/8K239W6BSuUI9PNGjdqmBjj84kSbo7Qjrjx3KdgjhOv6SOj6iOkxP1Pci3XxQJcooBEg9cevnck\nNN5x/Q68B9FEVbwvrihzw7Rx8vwCin2tOXA88km5vTl6KzLbbT5g1+0BgUlPCdCXlVHIKp6szrId\nvHhyGmemFgEnPipUC93f5bKBK3NbpzYPJcFcIZEvNCCMFNzn0qhQiihcW6jimdemvMeDfSo++dDe\nzevQLYIkCdNfgNdc+ltd17e+oDdFih5xYGfvhgkEwIEdxZu6L3F44Mg2vPhWdB4QJWLXuhWFbHTC\nqr//6339ce1HmRD4pUoBOQRDi5FCPivDdlQslBqR+TJiERr1Wj4X/XXtv67H7x7HqcmFmKuKh7Bz\np4TLChum7SX0h/NmAIBSwLaDzwHwJFNAKznqNP5izEUEr1sPhJYoUQTz8Aq1Vvj8akeYRO6TcNET\nRGSgoCKrSphfbnASSZqSOwIC2Cwg7/Mjn5MDETQxZ/x99Z5D9JgDfDMhbLQg2ogjo5Wq6ZEl5kbt\nmgSDIavK3OCjR+RzCkqV5GR5vNhxk/w4zI3SUYJn35jC1144h2p96y8tRFRopJjDYH8GGZlioKD4\nCJGaRoVSrAlfff5cIML78x88GCnXTpEskqzD9Lmk2kqRYititJjzCnx2i33jAxgpthY7vJn6EodD\nE4MYHcxFGj/wPIlWMwHZNQeIgr//6339Ue3HmRAIGZf43Q8jIhm/P6+ibtgwTTuwQy/yRCy71TFN\nkmjsH0T/dR0/vB25rN6z8QN1c3mWKty9zy9N8y/gGfiilhIChwSjT36JmxrKJQn3MwqjxRxGilnM\nzM+39KFbRMnsAE4mZIlidDAHRW7mk8WBEgJCm7lF4np47g/PW1NkColSTy4qCtGGoSoSsqoMVWka\nPxDwue7va9T1Bl4nxB335udGXK+/iGszP4rPWYcxmLaD2gonesxhXq6PZTuwujA/aL0miiO7h/C6\nfj0xaZ7N0LIZMV9qYL7USKT9tYISgnxWBgM3D5FcMidRCokS7BjN4/133IZ9OzjxHx4uAMC6FK5N\ncevivcvLgWLVByeKeDA1etgQrIfpw08B2A3uiBfYHAOQBXAbgE/oun486XOnSLHeePTYOC5eLXVt\nTf3IsfFboi9xePLB3fizZ/RILVXLbjnhpg5RiOr/el9/uP12eWPhgrt+NELJ+JQAH7lvAn/76iVI\nEX1vkYQRoNgXHXWLuq6P3DeBb758oetUqb4cj7iYthPY9aa+KIsfXKYX6ifxWVATtBQJ7nb8Sehc\n4T60RF/8DhT+PvggyA4lfD5+78fcBGC+ZLcdI0KB+XafbQAAIABJREFU4YEsFIng/sPbUSyoyKgS\nFJlG1j+LbNM3Fl4Om9vXYl5tqX0UJQcU7VAfgfPkf4RHiXJZGZbttGxAVOombJthYbnu11vCqZpo\nBkZ7JzyFjIxH7x5HX0HGc29Me3lUBO786LnFzUVG8eUKhWoLCRe5i9dW8EKbumzzpQaeeuWiJx9M\nkSJpMMbwlefeCzz38x88mBo9bBCSNH0oAngGQCci1E1ea4oUWxL7xgfwiYf2diwYSwnwyYf2rWvd\no63Ulzg8fHQcVxeqkcVreQ2aZsHagTyXqoQR1//1vv5w+7GmC4TbHQPwCr364X+b6Ms9h0ZhOyxy\nXAKSMPCIVFQNprjr+vSj+zE9V+mqeG0+I2NsMAvbYbi6UG3J24HbDxJaBFsOj5qJfnoW1AQoFjKB\nfKRux39uqYa5Uh2DhYw3jv4+xNnyUUrggLXYYAPwCIt/3PNZGd96+ULgPC1wryOnSt77wgjPO1WR\ngm2GxkLksC1XGhgsZJBzLZz9fRD3XhSJFfsJEgEIeGSJf25cCSgF+nMqZIm23Ou6YbmmB0HxK69j\nFbjUnkApQalq4ve/cjIYXdriREmWiBdJHRvM4Yn7d3mkqFNO5OXZcluyJOB35RMRphQpksLUbBnv\nXWnaiN+njeHgzo2T2d/qSDLC9DsA7gewCOC7AA4AuBvAFwEMAHgYwHYA7wD4fILnTZFiQ3HvoTEM\n9mUirakJ+EL7kWPjG0JQtlJf4vDZxw/gtuE8nnrlUos8j1KCwf4MRovZlkTtbvq/3tfvb//t8/Mt\nrwcK44LXHgoX0RX1fcJ9aTsuhGComMFIMYtao/dx+c3PHMXXXzyPZ9+4HJn3QQnPybn30Bju2jeM\nb7x8AcMDWc8q3d8PRgAntBoWci9ZphjIK55BhN9OvdfxF7biuawcGMdwcVdRO0hwKH4tGViWE4wC\nEmCwkMGR3UOBPvjv6ZlLiy33S1Uk9OcVHA69z4+4eSf6TlwjCIkSVGrc9ppS4ODOIg7vHsK56RIm\nZ0pQVQmDJINKjY+7IkvI52QQwDW9cAAQOD7So7rHbBvihiWLK8E6RARN220m08D9dBynpaZUryQn\nquD0ZqKbHVgijmMMls0wM1/B6/osHr5rHJnBzsYKr+uzPRUJf0OfxbHDqUwqRXJwGMOP353zHkuU\n4LOPH9jEHt16SJIw/Qx4Udrjuq5Papr2GQBfBfCfdF1/VdO0HID/5h43luB5U6TYcERZU2dUCft3\nDGxYnaOt2Jc4PHx0HA8fHcfZy0t47cwsanULuayM+w9vw6GJQQBYdf/X+/pF+2cvL+H//eap2MK4\nQGsRXQbgYw/swt0HRyP7sp7j8ulH9+PTj+7H62eu4YWTM1ipGHAYw8GdRWi7h7x2Xjl1DQAnfxm3\n7w3D5hbplo26YUNyPfGadZC4WUBWlUEp8PH378Ud+4bWNP5h0hJVjNhhDJW6BdNyuBzNdaer1Eyo\niuSZG4wMZHHH3mG8/87tkX0Iz5n55ToWyw0M9XGS2k3fo+adolDs2d6PUsXAd398GeevlDy5mkwp\nLl4rw3YYjmvb8OAd2zA1W4ZhOlAVioGCilLF8B7v2tYHgO8qL600sFw1UMyrGOzPYNe2Pgz183yw\nxZU6pmbLqDds2I6D/ryKV09fQ910YFmOJ/FjWzr+0wQhQH+OO8UpsoRK3UStYcG2OSEm4KSEMSFT\nZB0LC9OI8myXrq5gfrneUUK3WKrj8vXe8pAuX69gfqmGkcGt8f17s4C4eZ4UzXphPLePv9iXU0AI\ngVk3QNA0YKHurlUb5fSWx4WZEkqV5ubIY/fswG2pjfiGIknCtBvAy756S2+Ab+r8FIBXdV2vaZr2\nywAuA/jHAL6T4LlTpNgU+K2pNxtbqS9xODQx6BGBMNba//W+/kMTg7hz/0hXRhPCEn3/+AA+fN+u\nrtper3E5fng7jrfZ7Q7nZom+N0wbKzXDk2x55haEPxIFegHg+29dwa7tfXjgSOdd9bnlGk5fXkbd\nsGHUTRzYyclJlCzKby1frVtYcXN+mjljfJEkUeJGAAg+/lO78djdOzv2A+h+bBljXk0fxwn+TkCw\nd3wAzOGU5NSFBTx/4gocFm3zfvl6BdNzk/jgvRM4dqBV6ufH4kodjsMgyRTFvIq+vALTcnDi7BxK\nFQOliolS1cByxUC1Zt4glCgeD96xDZ94aB8kSrxxlCWK/rwKy3ZgluoAuERR3IdOa2BKoi35GWst\nbBuFS6uo+cYATE6XbknC5Cc18I29n9iIrxGP9ECQn6aRiXitSXY6s52iK41uVKNzPm9UOA7DW+81\nFQ6KTFMb8U1A0qYPnnWHruuXNE1rALjL99yypmkvoXOeU4oUKVJsOdwIRhu9Ii5/I8pC3Q//bq3D\ngJdOzrSV3k3OlPDiyRlMzpS8Gk2mxUMD+8YHcHT/cOx7o+pfCeSzsucQBwDff3Mau7b1dy3DdHzk\n5/pyFeeulFA3bCgyxe7tfRgoZLqWoV2eLXtkqe053YV6Piuj2Ke65IcTn1LFwNWFKq4uVFGtW1yK\n2NXZNw+EcPOQAbfA6vRcBcsVo/MbQ1goNSBREjmOskShyJJXrJZSArDO0aU4Qxax/hYSujjCZFgd\nThCDhrl1LdDdPY8WYiPMA4RjJyHxpIa6jRDvvdGW/inWjsmZUsD6/4P37sSgSw5TbBySJEzTAPaE\nnjsH4FjouSqANEstRYoUHuaWazh3pYSGaSOjSF7UYathrUYTW/E6o2pOxVmo+xG2f5+cKWFuuRZ5\nPSfOXm87ZpMzJVy8WkJ/XomsCRRH3vx22gKCvO3Z3h+ICDmsSYwch8F2LbYZONF5XZ+NlF5NjBVw\nXNsWu6D2Q+S6COliMxLltEaobIb//I13Ora5FSBLTQttmRLcc2gUu7f3e6YJIson8KVn9FURpoxL\npONyhgo5GUvlphMhJQREAiybtRB4oL17peLbKLh8vYLFlbonc/RDjSjA3A0ySjLLq04ytABhQRTB\n8REdpMTmRoPjMJw814wuqTLFk+8PL7VTbASSJEzPA/hVTdM+oev6t9znTgD4nKZp+3VdP69pWgbA\ngwBmEjxvihQpblD4ow5h7BsfwKObbFgRhdUYTWzl64yqOdXOQh2IJioMwPnpUgthmpwpdSSYAF/k\nLixzyZV/MRsmb16dIiIKAfOEFua9Drw7tQR9ajFyARyGX0IXBb+E7sjeIdgOQ7lquFI4040ONXB9\nqY5z08uwbXZDRIXCkCgBA3dEFBbhAHdpzLnFpClBV7bZxYLasx0uAdDfp7bNGVJkCf05FSu1ph27\nMHQQURHHdRiUaHzOiiIH8w8ZeK5Y1HzZvT2aKFu2A9PkuX6iVpf4TBAAh3YPQpUlL4IbJjjiuTiC\nQ92iyClubVy8thKMLr1vZ2z5jRTriyQJ078F8D8C+GtN0/5I1/V/COC/uM89rWnaVwA8AWAcwJ8m\neN4UKVLcgOg26hBn67yZ6MVo4ka4zrDUMNZCHYissyTQMFqJ1osnZ7p2GFMUCf05GeWa6Umtag2r\ntXgt4XbakkQj5XLtFsB++KVf/qiQ49px+6NC//17Z6HI1O1Pd9ezWSAAqMQttCU3MkRdxz64RhmA\nKELMF+nDA1nYjKFaszzZG8CJAAGPtN3XZaTt6IERvHr6Wke5nB+UAsf2j3bMGcpmuBNhtWbB8Mnz\nHDBIAKhEAbD4BH8C5HNy+CnYNkNGkYKkxTUS2Dc+gEvXVgAApmVjJeQmCQCkbnkOi9ruIdyxb4S/\nYG1daV6KrQ3GGN6ZXPAeS5Tgpx9Mo0ubhcQIk67ruqZpTwL4DwAy7nMvaJr2nwH8OoB/6R56DsD/\nltR5U6RIceOhl6jDN1+eRLFP3bAITC+yuU6mAVv5Ov0ISw1jd7Zdq241Ju8pLNObW6phcqbkER7X\nYM+LCtm204xCuDbhiysGPvi+nTg7tYSp65WWOkLCVluR29tBG2bzfbbDUK6ZgTyhUsXAO5PzWKnx\n4q52F6zOXGU+S5KghEDykaF7bx/F9qF8oNDqUz+6iCtz1cD7ZInXszIMC2GRmSrz6IgEQO2X0DAt\n1Os2clm+CXD0wAj23hY9LxdX6rh0rQzDcqC6eV97bxvASDGH+aUa7C7IpUSAkWIOe27rx+yZWttj\nRTRHVSTYtgPTdOAwYPtwFitVEzXDxkqcHJDw2lj5jNwiSxspZjHUH50X8qH37cSXntFRqVle3awo\nWZth2pgv2Z7le4oUa8HMfBULpYb3+MDOYhpd2kQkavqg6/r3AdylaVqf77l/qGnal8GleFMAvqnr\nem8enSlSpLip0EvUoRtDgSTw7qVFfPOFc4nK5rbidcbBLzV89/ISEPqWzigSCjkZqiI1CZB7ba6K\nC9sHc1gqN3ieEGM4cXYukmQQN/QQNTYMXO70qUf3Y3GljpdOzuD0hUUQwiNQYSt3v2mDPyr0yqlr\neOX0NaxUDKy4tZC2MkS+TZMMUTdvqPmPUtKyUJ8Y62tx27v/8HbM/GCyZXz7cjIWTCuolfNFXEzL\nRkVEmAiQIzIuXivj4rVySy5Xp7yvu/YN48WT04DD4Dix9YFBKY8Qffh9E8hnZQzkFX6d7gGeH2IE\nQZElioy7fvzAvRMYG8zh2den8IZ+veVY1a2ZFmVyQgAc2BGfWr1vfAD3H96Or790vr3O0CVkr56+\nhgeP7cChXe2liylStIM/ukQA3NFBCptifZG0Sx4AQNf1cujxCwBeiDpW07Q/A/D3dF1fl76kSJFi\na0FEHXpBO0OBJPDKT2bw58++G2t0sBrZ3Fa6Tl5YlkvORO2i8GOHMQwPZPHJh/difrmGrzx3DteX\naqAuUZHcYjZWTMhg11gBmYyMuk+WV++QCxUHw3TgOAyUUhzYOYAzl5bgOAzVuuUSIscjSnFEKKpg\n72ZCogSyTAMESKIEn3pkH3aO9eHt8/N49fRsz+36I2kCE9v68IF7d7bkZmUUCX05FWWRA+RKGxVZ\nQr1hNXODCNCXU6H6onhX5iqYmZ/ER+7bBRDg2denvIK8gtYISjMzXwWlwNF9I3h7ch7c0I7BbwIu\npIAgwEeP78YT93P7/Tv3DeP5N6d7GgNBeEaKWfxPn7wTDO9Av7QE0+K10FRZQj4rt5BtgX3jAxgp\ntpdvzi7VIos7C/gJmcOA77x6KSVMKVaNhVIdM/PNKPHu27jJSorNw1YhKWlmY4oUtwjOTfdGIoB4\nQ4EkMDlTwp9/773WPJkQepXNJXWdnNBwYiAiN4wh8JyfBDk+IuTmv/eMQk7FE8d34RsRUYooUALc\np21reT7OYUyQHcN0WnKFbIfhqVcu4q9ePL/lo0ICBICq0GZtJtJ8HmgSg4G8EpAS7hor4KBbfyvO\n3r0TVCV6jO/YO4yBvIo39FlMXa+4fSLIZ2UoMgEhFGAMiiLBdGtugQUX/lFRnadfvQQgaMwRh8Vy\nA08+uAev69cxt9QqtRsdzOHJB3fj4aNN+/0oE5JO8BOeyZkSTNNBpd50VjRNxytuHI4ydWP/LzY/\nooo7E8KlqGEydnZqCbML1XRxk2JVOHNpKfD4zn0p+d5sbBXClCJFilsEnRzYYt8XYSiQBF48OdOR\nLAn0IptrmHZLu8z7z/dY/OaSm4XlOuaWa5wAbaLbWlyUIgzhnDaxrQ+OL1eoVDUwt1xDqWJ0HRUS\n2IolbKgrD8tlZOSy3EZ7udyA5coLJUrRX5CxXI6uFwUGVGsWiv1N1zQ/yYxzY+vUp4M7isipEojr\nqkYJ4TI3QjBazOJ9t49hYaWOuRUTdcOC0TA9cxJhWvLciSuwHRa58A+jVDVBAAwXOxMmhwErVRP/\n1689iLOXl/DamVnU6hZyWRm3TxRhO/xz8sqpa4FcwdXWO/MbrAwWMl6+kYBh2lgo2TyPKSvH2v+H\nEd788BdUjgVj0C8u4vDE1nL5TLH10TBsTPrm3P/P3psHOXJfd57fvAEUrjq7q7uqu6u7i8lDbDUp\nqkm1SIs6SIkUaY+9DkuyFRu2Y/aI9casvZ5Y74R3Z+3dGe/EzO6M1+Ndjz2eGY9NK6SV7R1LsiWS\nskSJh8QmKVLNM9lH9VHd1d11AoXCkYnM3D8SCSSABJCJSlxZ7xNBdgGVyN+Vifq9fO9933Q6MvDy\nEwQZTARB9Jlun6Q3CgoEgf3kWGjwhLgZULaxc+FaBlduZjGeiDSHthkmjMrnC6Vyy/C1drAc09Xn\neoHTS3H5Vg5GRRzBNn6iEg8pIuC7ry/jr19cQi6ves7ZGhQ8x1RCyRiUdcPhBar8C2utGxXe7Lya\nWFQAz7Eo60bVWAKs/B+WEepD3hpQyzrKuiWOYBuZNuOJCOam41hezVVr6qAiN43qz3ZfrZ+OziZx\n9GDnsoZTqSjuOG4ZZ6ur23XvwwS++fIVjEXdlQ+dOCXey7rR0bgCamGmi3NpLM6lqxL7f/PDKyiq\nZeQLZRimCZZhcPxgCk989EhX9c4aBVaiEUtNL5fX6h/SmEBmp4RD++J4/IHDnh9+dENRHULLnxh6\nzl/L1InQyIfIuzQMkMFEEERfcSuU2olWSdl2zZXGMLTqazjeR0WkwBG+9sb5Ncem14RW9rbbf+/K\nVlOifSPdeAwYAIdmEr4/txsMw0SuqFWV46r/5VVkd7SqqpzbpjGb1wC0VzXrJ1GRQzohWYpxsZpq\nnK0gl4yJeP/qJl548wYAYGu7VCehbeNqMJsmRKGWB6O5zIem6Zb3qSJ77Xbu1JiIJ04fwZH9CXAV\nEQe7MOynT83jqWcU356V3eAndNR5Daiq3tnLgvowU9sDlM2ryOQ06A1W6Rvn1/DWpQ08fPIAvvCp\n23zVO3MTWBEFDhOVEDpV1SsKkIAockjGvCtSdvuQJyLSFovwh2maUBzheBGRw+H9/f2bQLhDdzNB\nED3DbDJcgGRMxKGZOC7dqD3pbgxNq38PODQTh2GauLVVsDazXebmNFJQdWhlA0XVCp8zDdNVia0R\nt0T7RiyPwVjLIpxuzE2PId1C2rgbVE23pLTzTmNIcxhEKrZHwCvEsgxiEo90XMREMgJJYFHWTQg8\ni2RMwNEDSczNJLCdV5skrhtrMWkO710syiOT05suJreQQdOsr9/jHlZohcNFRB5RkYdu1HJdWJaB\nJHJ48O5Z3H100nWc3XhWdosf74mzPpefa6ak6lUP0NpWAduFmuelMcenXDbw7deWUVB1/PLjd3iq\nd9ZJYMUthM6PwEo3D3nAMJCPjAMuRjNBtGJlPY9coVaodnE+XVXQJAYLGUwEsYepeV5qeSVmJfas\nKhjQYPDYPzd5dQyz3qPTxqi5++gklla85yjcszjtqU6OH5Zv5fDjC2vYzBZr8VimCRQ0CLwlod2q\n1k+rRPtG7pNncH1td8IJbhimiZ1CzSuUyTsMIYcxVOxR3leQsIxlYEylI9V6Qrpu4Pr6Dja31YoX\nxgpDM0zriet9DQVUl2/l8I2XLrWUuHYe7xSiEHnONYSOsePyHEQjPCIiX93gc1xFGc4hjGBJgtfO\nz7Jc0zXUKbTUKe/uxbOyW/x4T5z1ufzs4SSRw9/+4DKur+WbDLQGhfPqmy+9dQPyfBofvXu2Zb0z\nu2bae5c3sVPQPOVgOdv1KiTTjRDF4nwaM+OxuhBIgujE+WuZute3zXUOuSX6AxlMBDHE1MtBA4AV\nTuYMQ6u+B8d7Zu09Z46N0zgapFOhG0GBIHnn0gaee/0a1BaFSLWyjq2cjkRURESq/5r0EzbXzTjV\nst7kDar3EKnYzmt1T/uHEZ5jkIjVQuFScetfjgNMsOB5BgLL4Mj+RJ0XyF4bw0RTbhkALK/u4Pra\nEj5+zxzuODJed7wbjcfboZJ2jpClGsdip1CTi2YqFhMDy3hiWQbpuFT3pDci8djOa3VtdTKGOtX7\nsVmYTXryrHTCWYR5enIMtx+eaPLo+PGeSCJXrc/lNaeQAbC6WcCbS+sdPbMmakaTaZj4xkuX6hT0\nbOw8KNuAyeU1bOdVYKd9vaVG/AjJ+BWieOTUIc/nJvYeD5882PTeTlHDl549V339gYUJfPYjR/rY\nK6IdZDARRBva1a8BHN6Y6s81w6QaNmY2/97+rOlQR7OP1RgGMIH1jVoNhjDSKHvshIHlGfhQgych\nCJZv5aobbJ5jIfActMYMfwAwge2CCo5j6rwEfsPm7HG++t5NXL6Vs6Sn9ZqMdkTkEJF4PP3KFXz1\nufMj4RWKRXgrNyjmyA8aE5GMCdWfYxLvKksNABMTYwCAjY36dXeuTTsME/ju68solDT88J2bdcfX\nSXo7RBO+f/Ya5veN4fZD47htPl3nLeA5FlGJr5OLzhU0GIYBhmEguoRp8hwLUeCqRpbbMY14qffj\npJVnpRONBgVQMz7npuN1RZj9eE/sMTMAuIrwRSd57clUBN8/ex2GRw+x02hazxZxbnkLixXpdaBe\nCQ+wxCfUsg69Iude0nSoDiW8dvgRkvEbLkk1mAi/nHnnZp2QTBA5ikRwkMFEhBKjoljWTgigsX5N\n1ShCvVHUb4bccRAoczNxzM3EsbldxNVbOaiaAVFgMT/TnHsSFK8qt+o2PFYei+p+sNleCtpGKxuW\nJ8gRDpfZ8eYV2i5oTe8NCo5l6gQSUmMiEmNCnYcoOSZ6DnvyS+PaNFI1hiqG0Atv3YDIs2Crv28f\nJ/aDt27i+MF0S2+BM9dFFFisZ4sAgHjMXUEuEROwntXbHmMTlEhDJxoNikbcijD78Z4kYwLUsoH1\nTLG5gGvFw5OICRAFzgrbM1F9OOAX0wReee9W1WByKuGpmo7tShFZE3Cc3wTDMNjaLoHjmJaeJq/e\nPif9Dpck9hYvvLlS/XkswuMej0XSif5ABhMxMBoVzvyGm9mempohNFhDJ2g2t4sdE9jDwngi0jS2\nXox/M1tsynMReQ7puIgtF6PJNE2UtDIKJWvzd/xgGu9e2cTL796syxcqlEbAKyTxTd6gOgW5Dl6h\nXsIAyORKuLa2Y22yHZ6hmpFU369y2cBGpojp8ahnA85O9PfiLRAFDum4BAat83y8HAMEK9LQjkZp\n7VY0FmH24z2597ZpnHnvFtQWYgaqpmM9q2M8LuGx+w/ju29cA8swXYUAM4ylZPjyOzdR0nSceecm\n1LIBTTPqaixZoZOMw3tvomyY2NouYd9EzPXcfr19zs8FES5JEE5ubuSxtFLLd7v/zn0tc2iJwUAG\nE+GKHVam6wYM03qC3pQDUycG0Czf7FRIgwkY1okHnj8z7Fy6nsFLZ1dwfnmr6XeNCexhZPlWDq8q\ntzwl8Pvlyq1c9WfTtGsKWRezJLAoqjp0vblY7OZ2CQCwnr3ZVbu9pOoViolIjgl1HiJbVjsRE13z\ngfoFU+knx7HgWAapMdGqa1Qug2NZsCyDSze2fXmubPEAr/LWQH2iv1dvAYBAjumH18FNWrsVjUWY\nvczH0QNJfOdHy4hKPFjWqnHU5GWC9RCCYxlk8tZDCEnkqvWtvGCH5RmGJbG8mimiXDawulWAaQJ6\npW6TU3iCYxmUDccfF9O6RvJFDbFIvfcvCG9ft+GSBOHGmXfr/7Z85K79A+oJ0YphMJjWAFwZdCdG\nHWeujR2K5gxBq4anocG4cRo9ld85JZvLjLUR2aiEphC95Z1LG3j+7IprHRigOYE9bPhN4HfDME3k\ni+WagpwjTO7qrRw2skXoxmh4IqNSJVeoEhaXbKgplBwTMRYZjFeoEYYBOKZiFHEMeNZSjOM4pskQ\nisdEAMCO4wmq3+Kgdnij30gvZ6K/V29BUMf0kk7S2m40Sms75+ON82u4VnlocXBqDCcXp/C3P7xS\nnW9J4CBVahy1ymN659IGACvUURI5X55YOw/UlnK3rw+9EkqtMybAMlXlPoaxjCa9wWjK7tQbTP3y\n9hGEV0zTxMvv3qq+nkpFcPQAXZ/DRk8MJlmW7wfwMQDzAH6sKMofy7L8BICXFUVZdR6rKMqvAfi1\nXvRj2Gg0UKz3AGcomlO+2X7fTXTANoZqoWvEqGMnvLMd9HrthPdETAiVp8lLwr9pmlB1E996+TJu\nbOyA59gmFbntvBa4BHnQcCyDhEMgIdVoDFUMokF6hdxg2YohVPEUcaxVdNX2Eu0Gv8VB7Y2y32bd\nEv29eAuCOqZX+ClAa+P0uNm4CUZcurGN771xHZkdtZqfZONW48hmPVOsGlCpuIRCyZ+QDcex1eKv\nhiPCwe68bthGk/UWyzBgKkaTfVxZN1DWDQgcSzlGxFBybXUH19dqERWn7tg3FA/BiHoCNZhkWT4C\n4CkAH3G8/ecA/hjAPwbwAVmWv6goyl8F2e6gyBW0aqgaUK96Vg0/A+o8NgTRCjvh3csW2TCB15Rb\noTGYTNPED96+gZKmV8PkdN3yjFqvjSav0LOvLg+uw22ISpyrN8iZLxSL8HU1bYYJd6PI8hT1ss9+\ni4PaEtd+lM66SfQfFfx66Kqfc3jc2glGlDS9mp+UHpMQ7aBAB1hrY4dMSgKHRIzHdr7c8XOA5TFK\nxZ2eIabZ816JqGA5pu5zPMfAhHV8RORxx+FxPPrheQqhI4aSM+/dqnt9/537BtQToh2BGUyyLE8D\n+B4sr9KrAJ4G8JuOQ94G8CEAX5Fl+ZSiKK8H1fagUDW9ZR0XgvCDmxhBJ5ZXd7C5XRx6IQitbGA7\n71CNq6sppFVfD7tXCLA8Q1GJw5H9SVeDKDEmQBzyRF2WQdUjZIfOsZXwOZ5jBvZk029xUJ5jMZWO\ngvOR99Rtov8ooGo6dgqWEiPLMJ6LuNoGZyfBCMPh2dnasRToxA5eQZ5jEU8KKFaMuYlkFIZRwE6x\nvdHEMEAiJiIeFev66RZNYeXNMk31pWwhiFRcxPx0nIwlYmh5/Vwt8GrfRAxz02MD7A3RiiA9TP8T\nLGPpNxVF+d8BQJblqsGkKMovybL8PQD/HsD/COBzAbZNECONU4zAKyaAq7dyAzOYTNNEvlSuk862\n8oW0uvfyJW9PlIeBWu2eyuvKxk0SebCMtQERzTO3AAAgAElEQVRjADz2wKGhNlQbvUR22FyvvUS7\nxW9x0MfuP4Tv/GjZ8/FhrGtih9CdW95Cdseh9OihiKvT49ZJMKLuujGtYrETqc4PB+5amMDr51ar\n555KRxEpqMhsq5ZIg6MvJqyHEulEvbEE2DXTWNdis6Zpuhr6dm0sP15IgugnNzfz1VxBALj3tikK\nxxtSgjSYfhLAe7ax5IaiKH8iy/KvAjgVYLsEMfJ066lUNW+f8yvRXdaNBm+Q1iSgsJ1XUdaH2yvE\nMgzGojxEnoUk8hiL8JidjEGvqG+pFRUthq08iXc+wmaARFRERKr/mhy0oQo0q845DSKO9eclWssU\ncOFaFiVNhyRwOHawd0IFa5kC3ji3hvWKhPtkXMTJxak60QE/xUFPLk4hFuE9Hz+I3BV7zNdWd2DC\nUnp0jtk+pps1cIbQVQ0KrSbA4CzimoqLTZ+3PW7nrm7hrYvrVe8UxzFWSKzDW8VxTJ0XuKiWUdYN\n8I4CtppuwNDNqtBHROTwkbv2g2WAZ165Wv08z7FIxkWUdRN6pVAnyzJYnEtXa18BaBKUGIvwLQwm\nwM3FFI8JoQ7DJEaf199fq3t97+L0gHpCdCJIg2kWwNc8HHcewGcDbNcXsiz/HwB+HcDHFUV5blD9\nIAgnYpfJ/aLQ/nONEt22gIhumBhPiDgwOQauIpxgG0iZHRX5DiEzw4Dt/ZlJRx3hcUJVQGGnoOHt\nSxu4tlZLNN8plnH+WhZz02N4+OQBvPb+KgouHjCR5xCL8i3rYHg1VHcDA1Q3nlyd4pz1825xS+63\nWZhN4qEAk+OXVrL42x9chnLVMlJtg840TXztxUu47VAan33gMBZmk76Lgw5rMdHGMTuxx3zP8Slc\nuJ7tag3ci7ga9SpxjiKuklgTUCjrBlRNh1Y28C++/DpurOer4Xy2oirDMFUhD6OiSuR8nmAAWN0s\ngONYaGW9+jkbhrGu1f/lP5yxisuaJnTHbWNf3yzDYCodxWP3HwLPsfjWmSt1RWkbYVmmqQhu0/MB\nBkiNSZAELtRhmMTo8yNHOF4qLmKB1PGGliANpnUAxz0cdxuAjQDb9Ywsy6cA/Oog2iaIdhza51+8\ngQFwaCZRfd3oFXr/agbvX91EuU48obbRWN0q4P2rmSC6HzhcNa+GcfxcMRy4ymuGwS88chvSCanp\n897kyXewsD+JnWK5qqplGiYEoXPuRydD1Q92+BzPWTlENa9R7xTy2iX3A9Zm/PKNbNWLs9u2vvKd\n89jKlVzVb1RNx1sX13HtVg6f+8QiTi5O+S4OOmzFRL2M+ez5NZw9v4aJRMRVQKHTGtghdIViuVrE\n1U1a2y7iupEpYSIFbG2rUMs6oiKPM+/drKrNGYYJp6PGNM2qB7n6XuVfO3xOLRtAxTveaLMYpgm1\nbNZ5z53nMQGUdROJGA+BZ/GdHy3jYycP1I3HDYZhYMK0jCSz9p6NMwwxrGGYRDjIFTRcuFb7G3zP\n8amhDpne6wRpMH0HwM/LsvyTiqK4eppkWf57AD4A4EsBtusJWZZFWPlTFMxMDB3jiQjmpsdchR+c\nXiFbLc4wTERFDn/94lLVO9QpkXoYiIhcfZFVR3HVH72/irVs0ZIG9vBHY256zNVY8iJPDlhKg+8v\nb8E0TYxF7CfvnUMMGw1VL9hCC40G0SBEFjol99sYJvD1l5asp55demeWVrL4y+cutDQcqpjAZq6E\nv3jufF17fmW6dyPrHVRoopcxG7YktglsbBcxzUVdBRRarYFdc0nV9Cbjwk1aGyaQL5WhbRiICJaK\nYzav1n3OUbqoqcis/Z79vtuw6oytFnPjPI9NrqBBEjiMRQU8c+YqcgW17bXCVlTwdMOshqXGo0JT\nDSiqt0QMO+9c2qjzyp44truHU0RvCdJg+icAfhrAV2VZ/j0Az1Xej8uyfBrA47BC4VQA/zzAdr3y\nmwAWAXwbwKcG0D5BNFHWDWxXRBLScQnKlS0YpuUJKpeNJq+Qk+28hltbw1FQmGWsYqQpR0HV5Fh9\nnaHEmNi21k4iJuJrLy55TuD/kDzj+jtbnt0LHMfC1P2F17Uy1DiHR6wxt2i3NYqCpFNyvxPDBF44\nu9L1pvP5syvI5jVvdRVMIJvXdtVeNwQdmuhlzIbDA2QYZlsBBbc1sGsubbdop1Fa2w6X41gGE6kI\n1jPFemOpQX6u3XI1GlPNbbvIf7fDBDI7KsaiArJ5DSYYgGlfi4NlGIBlwDDAeFKq+14ZZBgmQfjh\nzYvr1Z95jsHth9MD7A3RicAMJkVRFFmWfwbAl2EZRv89rK+8n6r8xwDIA/hFRVHOBtWuF2RZPgHg\nHwH4HQBpkMFE9BjTNFEo6XUS2m6y2qPgFZIErmYAOeoLOY2jeFTYtVEwNxPHw/cc7OgdYhng4/fM\nudag6kae3d5Qeuk/ywD337UfUYmHwNXXKhoFZSPbM+GHpZUs1jIF396Wta0Czi035++0Q9V0nFve\n6qq9bgg6NNHLmOuKr8ISLHAKKLTqx7nlLWxkSyhpOpYqYYed5taW1jYqIWy2iILzcybgKtfdrv/2\nuZ2vAVQk3k0Ybbrlps9QLhvIF2o5S/GYgFyhvdHJskB6TMIvPXY7NrdLAw/DJAg/GKaJty7WslMW\n59LVHENiOAl0dRRFeUaW5dsA/H0AD8OSGecArAD4PoA/UhTlWpBtdkKWZQ7AvwNwDpbBFJh3a2Ii\nDrXcXbHAUWNiguoC2JR1A5lcCVvbJWzZ/7r8rI1Aja6aR4TBwoEUbjs0jnRCQjouVf9tVInrJQ9O\njGFuNomXzq7g0vWG/CqGwZHZJE6fmMWRWXfVqws3tsFz/gwXnuNx26EJnLu6CVvjgWGsp9dMpV3r\ngTaDLzx6O07dtd//wIaEd5czELoQGFnb1nDHcXePXru2yrq73LON2+803eiqPb+cu7qJb525ahm9\nsOqFFVW9KlEdEbnqXH3zzBUcmU9jcX687Tm9jNkwjCaLwc7niUrNa1NUdWR3VPz7v30XiZildLed\nV7GeKcEwrbC0dnkPpl1AvUJBLdf1zzC8fU+ZQF3ekD2GxpY9GV8u3d0p1vol8CxmxqPI7miuqniS\nyCE5JiAi8tDB4sMfOID3Lm+gqOpY3VYxORHHzETM07h6zfS0v/BdYvcMYs4TcX/CIvmyiYyjDMBH\nThyga2XICXwnpCjKGoB/VvnPFVmW04qibAXddgv+IYB7ATyoKIoqy3KfmiVGDbuuUNXocTWIilYY\nzJBjJ39zHGvV46kYRU7p6UavyIdun8FHP3hwgL22ODKbwpHZFNa3CtaTdK0MSeCxcCCJyXT7J8cl\nH94MoGYYLRxI4hP3zeG516/hwtXN+g0vw2BxPo1HTh3quGEedooum09vn/PvCbWND7/YHpde8+zL\nV2CaZtUgab0xFxEROTx75krH9e92zEBzWBwA7BQ0bGRLAKz8PxvrSXSxKszAtwn7NBznZZlmhTmz\nffSbK858Jjg+b3RzMpd+mqY1xojIVwzZclVaPCLyVUO2qJbxzR8s4a+eO9d0vsX5cTxy/+jfs0Q4\neevCet3rk7eRnPiwE5jBJMvyRQB/pSjKP+xw3FMAPglLhrynVLxdvwXg/1EU5QdBn39jI9d1/ZxR\nwfYsbWz4C3MaNnSjliuUqdQQsusLOWsLDbtXiGGARLSWG+QMkbP/u3JjGz9852bHc1mpO7VNiqaW\nh2qdGQBH9zvC7gyjY/+0UtlVuKHOW2S/rkpbW6Ibdx+fxv5UpK3S2urqdjCDGxBqUevqGldLmu+x\nq0Wtkjvjth41WfFGDMPsqj0/rG0V8M7SekdFtmKpjKJaRnpMwrsX1/Hu+Vttw73ajbmOhl+bJmAa\nZt3aqJpu1SRy5Do5f89zLHTdMvLKhgEOLNxsJrOi0sA4HpDY/auKT3iEQcXoqnitGofZaIy1pMVh\n1X41jLUxVEkrG8gXy8jslFAq6YhFhaZzvbO0jvcurQei9NgNtrdg1L8zRgkvc94rL852zl8+8dtL\ntXC8sQiPGM/QtdInur0GgvQwHQHQNoZCluUEgLtg5RH1FFmWGViheLdg5S8RIcT5hNg2eqq5Qjta\n9b2dgtbtg8++IQoskjERk+moFQpXee00huJRAVyHXBuBYzwZTE66UX4bJmyP2uJcCi++daNqFFm/\naz9fDAD5SO0p9G6U1oadYwf9J8F3W/jz2MEkJJEDfNrgEZHreaHRC9fdFeZcMYGtnRI4jsHF69m2\n14aXMTN1cW0WbEXhzUmjoEPj7xMxoeYVMy0jg20Vjlq5PwBgLFL7nGGYHUUcGk/EsoCuu3/I37nq\nScQEZCoFjRvH2khJ05GprF27Y4NQeiSIoDFNE+9frQVZ3TafJjnxEaBrg0mW5R8C+LDjLRPAL8iy\n/AsePv5Gt+364FcAPAjgs4qi5PrQHhEwumE6PEFOsYQR8wrBSmJ2eoRSTR4iofoUdbdevXYS5a1o\npfw2TDCohRlyHAPepZDrVCqK4wdTvoQNFmaTmBkfjnyHXjOVimJhNul7frop/DmVimJxLo1MTvUs\n/CAKHBbn0j0vNFqqFEb1vLs3gVzePZ/GiZcx20IMtjfFDjPjHIIPdmFZG4FnUVJ1FMwyWIaBJHKI\nRQRIYq1PVq4S05QexLIAYzLVz0kiB1HgUNL8hQ8yjjaqr1sd1+Fcjb/nWAaiwFWl1TvVIMtV1k4S\nuLp5c2O3So8EETRWlEsttF+eJ3W8UWA3Hqb/FsBLqKVv2t9arXavJoAiLPGF/2oX7XrlZyv//k2L\nvKXvVt5fUBTlUh/6Q1QwTRMlTbc8QG6eocrrXEHzpd40CESebRkel6qoysVjYkevUNDcJ8/g+tru\nJbr7TbNR5L+Q60MnZnH5Rtbz2PdaYct+zs9DJ2bx/pVNrGX1zrtoBkjGhL6sh6p1VphrpKTpKHkQ\n+fEyZtZRXJZlGcRj9SFlVQ9QxXNkmHr9g6Edy7gci/Io60ZVNtwWrLCxi7jm8lYoZnLMEo1IxAQU\nt7zniTm/vaz6R4BHrQjPrG4WwPMsYlJ771K5XDEmGTTNWyu6VXokiF5wYyNf91o+RHl2o0DXBpOi\nKK8CEO3XsiwbAJ5SFOU/D6JjAfAnqNWCcvIZAPcD+I8ALgHol/jEnkA3TOTyltGTsQ0iFzntYc/9\nYgDEnblCzmKrDlltSeCGUk46CInuXhGEUdSOhdkknjh9pGNx1r1a2LKf87Mwm8R/9vAxfOU759sX\nr2WA8biEn334+FCvh5c73cuYWcb+HzCRiDQVrTVNVOuxcYy7Cp6q6VDLOsYiAgpqGaZhQhL5yndS\nQxHXGICK8p9WNiAKHKISX5XudvMKtfMgcSwLBlb/GmXG2322FYZpgjGtcEGGsXLHWqlzlirGUnpM\nqps3WzLdMM2qN80ev6YbePrMVczPxHdVlJggguDmRqH6c1TiMd/Hv79E9wSZw/RLAC4EeL5doSjK\nn7i9L8tyGpbB9CeKojzXzz6NOkW1HAqvkGB7hexCq2NCk4coEROqYV6jyp1HJpCMiXhNuYWrDeF5\nDKwwvA/JM7sylja3i7hy0xI/EXkWh/bFMZ6wwqlsJT6+IYSuHzWL7lmcRjou4YWzK7jYEH5GhS37\nOz92W3/7w8t4/8pWk5KhJHC47VAajz9wuG/rYYd/+fEyiQIHkW/v/bBpNWa7BhPHsZifHMOH75jB\n6maxaQ10w/QkGQ7TkglPxASoqgFJ5DDmEEBwrqXJsnjqW+9hp6BV1ew4hoFR6ZNt5NitMYz1MMOE\nLeZg1omlsCwDQWABMNDKetXLZcNWcrU6eTJtxT0A4DgGksBB03RMpSJYyxSbjp1MRSDwlirgTsHy\nnJU0vSpeYZpmVVFP4FiAAXTdRLGk4/y1WqmCbooSE8RuMU0TNx0epsW51FAVNidaE2Th2v9o/yzL\n8hyAnwCwH0AJwE0A31cU5VZQ7RHBYRgmtgvu3qC8qmNru4TN7SJUbfS8QomY0JQvFBGH0yvUC+Zm\n4pibiWNzu4irt3JQNQOiwGJ+pmbYdMPyrRxeVW5heXWnToHupbesjchPfHAWR3ucuN+JhdkkFmaT\nbVXv9jL9nJ+F2SR+5afvxlqmgDfOr2FjWwNgYjIh4oPHp/q+HlIlVG3DS6ggUA3/6iRG4MQ55r97\nbRlnL6xjO69B4FnEIjwME3j5nVtYmE3iJz96xNr4V9bg5bdv4u1LHssXmEBJNTCViuALn1p0LeK6\ntJLFa+/dqnphSpoOE5ZhxjAAyzEQOBaSwEHkWbAcA12vGR72uDM5FTxnPQRxenDs85Z1E7puVHIL\nWeSLVkHeiMgjX9Isj5RpOdeqhpfj51xeg5TiIAgckjERn/vE8aZr8wdv38Szr1yFqllGmtPLVVkq\ne1pQrqgIsiyDxq98v0WJCSIIsjtaXXkH+RDlL40KgdZhkmU5CeDfAPg5NEcvGLIs/wWA/0ZRlM0g\n2yVaU1J1ZJzCCS7hcduj4BXi2Ko4gqt4Qki8Qr1iPBHp2kBiGVTrN/Eci7eX1vH0mSswTLgWQb18\ncxt//uz20GxEwqx6FwT9nJ+pVBSf+tD8wCWXjx1MQhI4pMakqtpaSxggNSYhInSn3nf1Vg7vX92C\nKHCYTDUbXM6N+6k79mFtq4BvvnzFlwdM1XTMTsawONe8+Xr93Cq+8dIlcByLiMiBS0UsUQlVR7ag\nQdcNMAyDRExELNJ+S3BoXxw7xebcJ55jwUfrvwvKZQPZSmFOnrM8ZS1V/BzjKOsGeI6tCpOcumNf\n3VheefemZSyZzcYS4L6UhmFa4Yuoz3kiFT2i39zaashfojphI0OQdZgiAL4Dq0hsBsA3ASwB4AAc\nBfAogM8BOC7L8mlFUQZS/VNRlF8F8KuDaDtIDMNErlALj8u4GkOa70Ke/YYBMBYVmnKE9rJXaBCw\nbH0ukRVKZ712hgQtrWTxzCtXLTWuNstBGxFimHGqBXIcg1xeczVObNEESeC6UgtcWsl2zBUD6u+X\nW5tWfkMiJmDdhwdsdnKsbftOU802cHierdZ6ylSk0yXB3YvGMsAnPzSHr714yUOH/BeRrn5O1cFH\nWZhAnYy7PRaOYyEKHPJFf6UicgXNUhZsGB+p6BH9ZG2rFmYqVMLYidEgSA/Tr8Iylr4B4IuKotQF\nZVe8T38O4HFYkt+/G2DbocJSkKs3gOoNIg25vOpJ5WqQtPIKOQ0i8gr1D5ZBJZ+IrUhxW3LcPOc9\np+j5syuerzvaiBDDjK0WKAkcpBRXDStzhqFVRRO6VAvs5n45vN/yvokCh/SY1LlWVEUAITUmNv2q\nU/uNbdghcY3YAiAnF6fw5sUNT7L0RiVswa8wjjPawSnj7hxLROKwU/T3zNU0gGxOxfR4szeVVPSI\nfrGerRlMh/bFAxE6IvpDkAbTFwCsAfiCoihNBWAURcnKsvx5WF6nL2IPGkyGYSJX1FqEx2lVo2jY\nvUKA5RVKxdxU5GoGEXmF+o9Tgc7ONbDrFO02sXRtq+Crfg9AGxFieGlUC3QLKwO6Vwvs9n6ZnazV\nBItG+KoHzO3vgp2LJQpcU36V1/Yb27BD4gB3ARCvsvRsJbkxHhN81cpz/smwx9Q0FtM6v+4xltw+\nZeP4HKfrWJSYIHaLrhvY3C5VXy/sp4eJo0SQBtMigG+6GUs2iqLsyLL8PIBHAmx3KGjlFdre0aoh\nctsj4BXiOabOAJqZHMN4QgLPoGoQJWICPRUZMI3eIt6RY9QrLlz3t/kDaCNCDDe9VAvs9n5pfMYk\nChwmKh4wVdVhVEQTRIcHjAGa8qv8tO9s447D45ifjrcUAPEqSx8RObCMJf3NsgzgsY62bSQ5x9Q4\nFsM024YEO2k8zA75a6RTUWKC2C0b26U6DypFX4wWQRpMGoBYx6OsY4bcbPDGH33tbWzmRsgrFOGb\nvEGpBg9RVKr3Ck1MWHHxGxse/9oRgWLnFlU9RRwLgbO8RWuZAs5d3kRJ0/tSW2Q3OQnE3mItU8CF\na9nArs2gz9d4ztvm03jgrn2uCnPd0u39IvJcNb/KSSsPGADX/Kpu29fKRkX+vPUxXgzNDxydwLdf\nW8bNjTxYxvoOK+utPU2maYJlWRRKZbAMg8W5VHVMjWNhGcYKnXR+vtV5Hf1Cm3H5UUAkiG5Yb5DJ\nPzKbGFBPiG4I0mA6C+AnZFmeVxTlqtsBsiwfBvAxAK8F2O7AeH850/mgPsBzTF04XLNBJCARE8kr\nNMSwrCXry3EM0nEJPM+CNwzXMLqllSyeP7viGm7Ty9oirZLBO36ONiJ7hqCvzV5c6/26f3Zzv3gN\newNa51f5aV/VdGxXhC9Kqo5LN2rqha3mpJUsvcCzePPiBr724iWoml4tjmuagG4allqe46GcYZpW\nDScAHEzk8hrAAJdubONPn1bw0InZprFIItfkYXLKibth15NyM9rcPHQEETTOumJRicO+CS8+BmJY\nCNJg+kMAfwrgaVmWf1FRlDPOX8qyfD+APwEgAfi3AbYbamIR3jJ6mgyimppcVOIpV2hEcBZyFRxe\nI+cGwi486WYs2RLBrTZSvawtcuyg/00kbUT2Dn6uzUemOz9Z7cW13s/7Zzf3y2Qq4insrV1+ldf2\nC8VynbBE4wOOTnPilKVvnF+nqAQDgAVjFZhlrO83u44SGFSK9KIqYiEKXLXtj508UNcmX6kZldfr\nJc69hK7kS2WIAlcnod6NAiJB+MUp+HB4X6J9UWpi6AiycO1Tsiw/DuDzAH4gy/IygEuVXy8AOAjr\n78FXFEX506DaHVU4tj5XqBYaV68oR16h0YMBqvlEfEWm2w6p241h241EcZCeJqcUs1doI7I38Htt\nHplPY7FN/ZFeXOv9vn92e7/sNr/KS/uqptcZS6LAuf7N8TInrea3UVSCYS2jyTQMGIZVtJatGEtO\nEQtn29974zomU5G6kKbEmIhCSYdZibHzpL7OMGBQL6HerQIiQfhBKxvI5NTqa8pfGj0CLVwL4BcA\n/BDArwE4DGDe8bvLAP4VgH8dcJtDR0zim7xBdblCYyJi5BUaeareIkfNIluRrhcMg6R3EKFCRI1e\n5OYMAr/X5rNnrrQ1mHpxrfs957dfvYoTx6Z2tTa7vV9ahb15za/q1P52XqtL8onHBPcD0Xme282v\nm3BFWTfAsdZDpEYRC7e2GVhzZLchCRySccHahHqYX4ZxeO0rEurRNNeVAiJB+GUj25i/RNfcqBFk\n4dp/BeDPFEX5PQC/J8vyHIADsL7nrrfKaxplPnnvQYgiV5cvlIiJEHjyCoUFlkG1VpHTINqtt8gv\nwyLp7VUhq1sp5kbCYlA0Mqg8tF7QzbV57uoWbm3kmxTMuj1fp2vdzzntfJ6VtR1cuZWr28T7XZug\n7hdn2JsfnO03UtaNWrFeBkiNSR3znlrNs9f5tYUrymUDq1tWTSSvURTrmSI+dvIAvv/j69W5TI1J\ngMkgu1NqEnNgYBlJpon6kD/79wzwxOkjgYcuE4QbTjlxADhMBWtHjiA9TP8dgH8gy/J7AJ4C8KXG\nPKaw8dgDh6H6qC9BDCdutYts79FuaxcFxTBJevdSitkmTAZFI4PMQ+sF3VybME0olzdx+1zzGvbi\nWvd6zsZ8nkYJ6m7Wph/3i5f2Xz23hnNXNqvv2+qVYiUMzotIRKt59rtmtuqd2kLiu1XbUYnHFx+V\n6+YyFRdhwkS2Eu5k139iGSsETxI4RCUepmk2SbL7qQ9FELthK1czmHiOwVR69B/87TWCNJj+Aazi\ntQ8A+KcA/jdZll8E8GcAvqooynBIyhF7liaJ7j7ULgqKYZP03m2oUDvCZlA4GXQeWi/o9tosqmXX\n93txrXs5Z2M+D+AuQd3N2vTyfvHa/qkTB3FrI49X3rqOkqrj4koW569lfH//uc2z3zUzKhPrty5h\nSdVd59IeC4CWtapanY8g+sHmdi1/KRWXSPBhBAlS9OH3Afy+LMvzsAynzwN4CMCDAP61LMt/A8vz\n9DeKomhBtUsQThgG4B0hdEEJLgyaYZX07jZUqBVhNCicDEMeWtB0e21GRPc/P7241r2csy6fp0Kr\nr4xu1ybo+8UvMxMxnLpjHwDLs+SUD/eK2zz7XTN7s+jXge9s2zmXzrF49Vg1no8geoVpmnUepvG4\nNMDeEN0S+KN1RVGuKoryzxVFuRfA7QD+VwBLAH4GwF8CuCHL8h8E3S6xd2BgubQjIoexiuz6RELC\nTDqKfeMxTKYiSMUlxKMCohIPgWdH2lgC9o6kdzcGxaiwm9ycYaabaxMMA/mIu+hDL671Tuesy+dx\n0G5DPQpr044g59nvuex59WOwtFvjvfL9SIwmO8VyXfhnOiEOsDdEt/Q0FklRlPcVRfltRVHuBPCz\nAK4BGAfwX/ayXWL0YZh6oygZs4yi6XQE+yZimEpFkY5LSMSsOlSiwA1NvlEvsCWC/TBqkt5hNShs\ndpObM8x0c20uzqcxM+5etLEX13qnc7qFZrWS2LYZhbVpR5Dz7PdcPMdiKh0F5yMcsN0a74XvR2J0\n2WoQfBhPkIdpFOmpwSTL8gdlWf6nsiwrAL4KYA7ADQC/28t2idGBZ62k3FjFKBq3jaLxeqMoFrGM\nol5Jdo8CD52Y9RzCMoqS3mE1KGyGLQ8tSPxem4+cOhTo+bxc6+3O2ZSr1EFi22YU1qYdQc6z33M9\ndv+hQNc47N+PxOiymas3mNIUkjeSBL77lGX5TlmWf7uilvcjAP8IVtHaLwF4DMCcoii/HnS7xPDC\noGYYxaNWTarJZAT7xqOYSkcxnpCQrBhF0h43itphSwR32hQEJendb8JsUADDm4cWBH6vzXY1mLo5\nn5drvd056yJ2PUpsA6OxNu0Icp79nuujd88GusZh/34kRhenhykiWqqNxOgRZB2m/xnAzwG4E9Ye\n2QDwbVhCD3+lKMpOUG0RwwkDVFXnbGlugWerxQmJ3TNoieJeEmaDAgh/nkXQ12YvrvVW55REDtjx\nJ7E9SmvTjiDn2e+5RuGaIYjdspWrKTnJzVIAACAASURBVOSRd2l0CdLM/e3Kvz9GrQ7T6GRkE55p\nNIx4x89E7xm0RHGvCLtBYedZ+MnTGrU8i6CvzV5c663O+cb5Nays532dZ5TWph1BzrPfc43CNUMQ\n3fDwyYMwTBNf/va56nt3HhnHwycPDrBXRLcEaTD9CwB/pijKWwGekxggDACBY8HzLOJRgQyjIWPQ\nEsVBsxcMiodOzOLyjawnJcBRzrMI+trsxbXeeM7pdBRPPaOEfm3aEeQ8+z3XKFwzBOGXre0SVIdC\n3v4Jd7EbYvgJsg7TbwR1LqK/tPMYTVdubr1EpbOI3hN2g8LOs+hUa4ryLPoPrU1/WMsUcOFaFiVN\nhyRwOHaQPD9EeFnZqPda758kg2lUocyzPQSF0hHDzl7YtFKexfBCa9M7llayeP7siqsHeWE2iYdo\nXokQcrPRYGpRToEYfshgCiFkGBGjzF7YtFKexfBCaxM8r59bbfsQZGkli8s3snjy9AJOLk71t3ME\n0UNuOAwmnmMxkRydEHKiHjKYRhgyjIiwslc2rZRnMbzQ2gTD0kq2o8cYAAwT+PpLS0jFxZF+GEIQ\nTm5u1Aqr7xuPgvVaLIwYOshgGgFaGUYk102EmcZch14ZS2uZAt5dzqCo6lCLGuVUeMC5NmqlfpZa\nNrC5XcJ4QsRkMjpU8+g1b2bY82s69a9X/fdy3sZjOBZ44/w63ry4jkKpDI5jEJMExCJ8y4d6hgm8\ncHbFk8HU67Ua9muBGA1ubNQq6uwjwYeRhgymIYIMI4LoX66Dsx2BtzZwWkXNiHIq3HHOWUnTkctr\nKKplGIYJgKl8V1n1jBIxAfKh8YHOo9dradjzazr179iBJC5cz7bt//R0IvB2H6qIrjiPyRVUZLZV\nlBtcSmXdREktYXO7hKjEIRV3Lw68tJLFWqbQ0jjp9VoN+7VAjA5a2cBaplh9TQp5ow0ZTAOADCOC\ncKdfuQ6UU+Ef55zli2VkdkowdBN6dRJNlA0THMtA1XSsZ3W8s7QxsHn0usZ3HZnA25c2hvZa6DSO\nd5Y28NJbK0iNSYhFmv+k2/0Hx+HUXfsDa3dpJYt3Lm2AARCRrHa3tkvI7KjuH3BQKOnQygWMJyJN\nfTYBXLyedTWYen3f0vcCESSrWwWYjmtp3wR5KEcZMph6CBlGBOGdfuU6UE6Ff5xzVtJ0y1gynMZS\nBRPQDRMMy4ABsLVTAscxfZ9Hr2tcVHU88+pVTCQjrt4Om0FdC53GoWo6tnZKgAlkKnPtNg7DBL78\nrILxpIS0i1Hlt13Aug62ciUAwCTLQC3ryHowlmzKuonN7SI4LtrU55Kqd9UnoPu1ou8FImjWMoW6\n1zNpMphGGVIHCAAGAM8xiIgc4lEB6biIqVQEM+NW0nA6LiEeFRARrdhtMpYIopnnz654qr8E1HId\nhrmdMOGcs1xeA0xUwvBcqBhN9s+5vNb3efS6xtuVseTynevMDeJa6DQOu/8AOo7DNE08e+ZKIO0C\ntevAbjeT0+DxtqpiGKZrnyWx2ejr9X1L3wtE0DjD8QBQDtyIQwbTLkjEBEylItg3ESPDiCB2wdpW\nwTVnoB12rsMwthMmnHNWLhtQNR2madaFmjRimmZ181zSdJR1o2/z6HWNy7pRE6yo9LET/bwWOo3D\n2X+bTuM4d3WrY/+9zJ99HdgU1LKn+WvEMIFSw2cZAMcOpHz3qRE/a0XfC0QvcBpMHMtgPCENsDfE\nbiGDaRcIPEcS3gQRABeu+9usALVch2FsJ0w456xU2SR7eRJvOiwqVdX7No9e17gx7MstDKyRfl4L\nncbRqr9tx2GaHfvvZf5KDYZaS2+jByyjqXa+hdkkJlP1tWp6fd/S9wLRC5wG00RSIknxEYd2+wRB\nDJzGDZjnz3nY5A6inTDhnDOjnVupAeeh9n66H/PodY0bh+J1aP26FjqNo1V/O42jU/+9zF/jddC9\nuVT5fOUELAM8WFHe89snN7yuFX0vEL1gbavmgaRwvNGHDCaCIAZOu4T7tp9zyXUYhnbChHPOWB9h\nxs5D7Qer/ZhHr2vcOBSvQ+vXtdBpHK3622kcnfrvZf4ar4PdPjdnGOsaefL0gquQQq/vW/peIHqB\n08PU6DUlRg9SySMIYuAcO+hfbcot12FY2gkTzjmTRA7YsTa3nTJWnDmcksj1bR69rrE9lrrXHejn\ntdBpHI39r3u/FQzTsf9e5q+xbZZlYOjd+ZlYBlicS+FT9823VJ3r9X1L3wtE0GhlA7lCTdBkigym\nkYc8TARBDJypVNS3RK9brsOwtBMmnHPGcyxEgQPDMG09GQzDVL0OksCB49i+zaPXNbbHAliFdr3k\no/bzWug0Dmf/bTqNY3E+3bH/Xuavse1oRejILxGRw323z+C/ePKutm32+r6l7wUiaHYK9eqP0xSS\nN/KQwUQQxFDw0IlZeM2JbZXrMEzthAnnnMVjAsCgdQIzYylC2T/HY0Lf59HrGicqY4nHhI7HDuJa\n6DQOu/8AOo6DYRg8cupQIO0CtevAbjcVF3yF5nEsMJGQ8Kn75gPrk003a0XfC0SQ5BoMJjKuRx8y\nmAiCGAoWZpN44vSRjpuWdrkOw9ROmHDOmSRwSI1Zik9c4yRWjCWmspFOj0mIiFzf59HrGkdEDo/e\nN49oh3C8QV0LncYhChzSYxLAAKkxqWUuDssAn39ExuL8eCDtAtZ1kI5LGI9LEAUOIs+B571tKVjW\n8ur87MPHPc9pr+9b+l4ggiRfKte9niBJ8ZGHcpgIghga7lmcRjou4YWzK7jYUBeFgbWpefDE7K43\nK/1qJ0w0zhnHMcjlNRTVckVWmqkaS5LAIR4TcPuh8YHNo581vue26aG9FjqN466FCRw9kMTF69m2\n/T911/5A27XPCwD/6fmLUK7ugIFlMOttZMYlgcUHjk7i8QcO+57TXt+39L1ABEWhwWBKxclgGnXI\nYCIIYqhYmE1iYTaJtUwBF69nUVJ1SCKHoweSgUqzJmICbptPYzIloVS2QiYiPBN4O2HCbW3UslVj\nSdMMbOZKGI9LmExFhmIevV5L/brmusVL/z5692zg/ffS7tJKFrmChul0FCVVh2naSn0mCiUdWtmA\naZrgeRYxicfPP3Ib7lmc7mmfdsOwXwvEaOA0mMYiPASP3ldieCGDiSCIoWQqFe3JBmVpJYvnz65g\nyfEE2f5jNjcdx3S6N+2GiV6tTa/w2t9hH1en/vWq/+3O+/zZFRimJQTBR+s3hWMuH3nr4sauDCYv\nfQqCYb8WiOEmX6wZTGnyLoUCMpgIgtgzvH5uFd946RJaRQwtrWRx+UYWT55ewMnFqf52jiBGjLWt\nQt2DBy8srWSxlimQMUKEmkKpVtQ4HRcH2BMiKMhHSBDEnmBpJdvWWLIxTODrLy353ggSxF7jwnX/\n94gJ4GIXnyOIUcIZkkf5S+GADCaCIPYEduiQFwwTeOHsSm87RBAjTknTOx/k9jm1u88RxChgmiYK\nqtNgIg9TGKCQPIIgQs1apoA3zq3hzQvrloKb6K1IKYUOWXN34VoWJU2HJHA4dpAS33tFL+d6LVPA\nu8sZFFUdalEL7NytZMw7fq6DjDtBjDLFiviJTXqMPExhgAwmgiBCiVPcYaegYTuvWr/YserXJGIC\nxDYbPjt0aC8aCG7CGDYLs0k8RNLKgdHLuXae2xY20cpGIOcGgGMH/X+WAXDsQKrrNgli2GmWFCcP\nUxggg4kgiNDRKO5gmPWxeKqmYz2rIz0mIRpp/TW4F0OHSBijf/RyrvuxjlOpKBZmk77y/RZmk5hM\nRbpqjyBGAVUz6l4nYmQwhQHKYSIIIlS4iTuwVmGYekxga6cEtU0exl4LHSJhjP7Ry7nu5zo+dGIW\nrMvt5QbLoFrsliDCilqu/5sSk8g3EQbIYCIIIlS4iTu0NHxMIJfXXH+1F0OHSBijf/Ryrvu5jguz\nSTxx+khHo4llgCdPL1AoJxF6Gj1M7aIYiNGBDCaCIEJDq7owPMe2zFcqaXo1r8PJXgsd2k1NHcIf\nvZzrQazjPYvT+OKjMo66GEMMgKOzSXzxUZlCOIk9AXmYwgmtIkEQoaFdXZh4TMBGVrfUHBooqno1\nKR7Ym6FDu6mpsxeFMXZDL+d6UOu4MJvEwmwSa5kCLl7PoqTqkEQORw+QsiKxt2jyMEl7K7Q7rJDB\nRBBEaGhXF0YSOKTGJGR2Sk1Gk+kQhdiroUNUU6d/9HKu+72ObnLop+7Y19W52p2TjC5iVHBGLEgi\nB46lYK4wQAYTQRChoVNdmFiEB8cxyOW1OrEHhmEAhsHR2SQe3KOS2VRTp3/0cq77tY69kEMnOXsi\nDDhD8igcLzzQShIEERq81IWRBA5SikNZN1CqFBj8ex87hlN37gej711vCdXU6R+9nOt+rGMvJMtJ\nzp4IC04PExlM4YH8hARBhAa7LowXeI7FWFTAiWOTeOLBo5iZiPW4d8ONn7mz2WvCGEHRy7nu9Tr2\nQrKc5OyJMOHMYYqSwRQayGAiCCJUUF2Y7qG56x+9nOtenrsXkuUkZ0+EibJeM5hEgbbZYYFWkiCI\nUEF1YbqH5q5/9HKue3XuXkiWk5w9ETacIkI8R9vssEC+QoIgQsc9i9NIxyW8cHYFFxs2YwysDeVe\nFXfoBM1d/+jlXPfi3L2QLCc5eyJsOL2lnFdXLzH0kMFEEEQoobow3UNz1z96OdfOc69tayiqZagl\nretz90KynOTsibBhOCwmMpjCAxlMBEGEmqlUlDb5XUJz1z96OddTqSjuOD4DAFhd3fb0GbdaSL2Q\nLCc5eyJsGM66fmQwhQYymAiCIAiCANC+FtLsZAyqpkP0YeR0kiwnOXsibLBMzUjyKmZCDD9kMBEE\nQRAE0bEW0sp6HrmChqhuIhrxtn3oJFluy6D7EX4gOXtimHHYS3XhecRoQ/IdBEEQBLHH8VoLaSwq\nYGunBNVD7pFXyXKSsyfCwsMnDyI5JlZfk8EUHshgIgiCIIg9jtdaSJLAITUmIVfQ2h7nR7Kc5OyJ\nMOEUeigbRpsjiVFiT4TkybK8H8BvAfgsgH0ANgB8G8A/VhTl4gC7RhAEQfjETZBgL4lTBD1+v7WQ\nYhEePMfgwGQMV27lUFJ1mKYVisRzLBIxAfGogO//+Bq+9fJlJMZEpOMSTt0xg8W5tOs5Sc6eCAsi\nX8vxU0nNMTSE3mCqGEtnAMwDeBbAlwHIAH4ewGOyLD+gKMq5AXaRIAiC8EA7QYKF2SQeCvmGulfj\n76YWEgBkdtTqz5puoFDSUC6buLlh1UpywjDA9964jpnxKB67/xA+endzWB3J2RNhIObI78uXygPs\nCREkoTeYYHmW5gH8uqIo/9J+U5blLwL4MwD/J4CfHEzXCIIgCC90EiRYWsni8o0snjy9gJOLU/3t\nXB/o5fj91kIqFMuVPCYD8ZgAlTGQL2rQdbPJULIxTaCsG7i1mcefPaPg5kYBP/Oxo67Hkpw9McrE\nJDKYwsheyGH6aQCrAH7X+aaiKE8BuADg07Is74V5IAiCGEm8ChIYJvD1l5Z8hZeNAr0ev59aSKqm\nY2unBFRC8Eqajs3tYltjyYmumzAM4JlXr+DFN1d89ZMgRgGngmS+SAZTWAi1oSDLMgfgdwD8lqIo\nbpl3JQAiAKGvHSMIgiA841WQALCMhhfOhmsj3uvx+6mFtJ3XqvF2ksghl9d8KYGZqCiHmcA3X77i\nq58EMQqMRWpbyqKqQyuT8EMYCHVInqIoOoD/y+13sizfDuB2ABcURSn1tWMEQRCEJ/wKEgCWR2Yt\nUwhFWFc/xu+1FlJZN6py4qLAASZQUsswzeacpXaYpgkTDNa2Cji3vNVSCIIgRpHxhFT3emO7iH3j\nsQH1hgiKUBtMraiE4P0+LA/bH3V7nunpRGB9Gnb20liHBZrz/kNz3l+8zPe7yxkIvP9giLVtDXcc\nn+mmW0NF0ONvNec/+bFj+IO/PAvTbG36FFUdTKUqZzohQisblqHEwJfFZMIymliWxVuXtnD6nnnv\nHx4x6Dul/wxizhPxSLXtY4fG636ng6XrIASEOiTPDVmWGQB/COCTAF5FQ24TQRAEMTwUu5TlLarh\nyB3o1/gX58fxuU/dVjWI3LCNqYmkhIjIo41t5Zl8sX09J4IYNaYbvEmrW/kB9YQIkj3lYZJlmQfw\nbwH8IoCLAH5KURS17YfasLq6HVDPhhf7qcheGOuwQHPef2jO+4uf+VaLWlc5AGpJC8V6BjV+L3N+\ndF8cn//E8Za1kKZSEbAsA1HgoJUNGIZpGU1dGk6maYKBGYp1aoS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31ueeEcTo8Pq5Vays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"text/plain": [ "" ] }, "metadata": { "image/png": { "height": 435, "width": 422 } }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "% matplotlib inline\n", "%config InlineBackend.figure_format = 'retina'\n", "\n", "sns.jointplot('first_air_date_unix','vote_average', data=df, kind='reg')" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": true }, "outputs": [], "source": [ "df.first_air_date = df.first_air_date.apply(lambda x: pd.to_datetime(x))" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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T5NeSnJnkB5KcnOQR4/e/KqADALAWdT+SDgAA681qGEkHAIB1RUgHAIDOCOkA\nANAZIR0AADojpAMAQGc2TLuA9aKqNiR5WZLfSHJEkq8keVeSs1tr35pmbUxGVT0iyfYkW5M8PMmt\nST6c5MzW2o1TLI1lUlXnJDklybNaa7umXA4TVlW/kuTlSZ6Y5PYkH01yRmvthqkWxkRU1aFJfi/J\nc5NsSvLlJJcn2d5a+3/TrI2lGe9Mf32S322tvXGe/S9K8ooMd6+/LcN5P7O19vUVLfR7MJK+cs5P\n8oYkX03ypiRfSnJWkj+dZlFMxhjQ/y7JSzK8Mbxp/P6Xk3y8qh43xfJYBlX1wxnu3cAaVFW/l+Q9\nSR6c5K1JdiX5+SR/W1WHT68yJqGqHpTk6iT/NUnL8J795SSvTPLX48Aaq9B4bt+X5OAF9m9LckmG\nDPzmJNdmCOxXVNUBK1XnvhDSV0BVPSPJiRnukrqltfaqJFuSvDvJL1bVz02zPiZie5JHJTmltfZT\nrbVXttaem+RFSR6a5NxpFsdkjW/kFyV5wLRrYfLGD2BnJPlIkiNba6e21o5L8sIkD8lwQz1Wt5ck\neXySN7XWfqy19sokP5rkTzLc2fxXplkci1NVj8nwun36few/K8k1SZ7aWntVa21rkv+W5EcyZLVu\nCOkr46Rx+7qZu6SO221J9iZ58bQKY2J+IcnuJN/xZ7XW2nuSfC7JT1eV19va8eokj8swnYm1Z+Y9\n+8TW2p5Z7f8jyYUZXtOsbk8btxfNNIz/L79j/PaoFa+IJamqk5N8KsmRSa5coNuJGaZ675gz1XhH\nkjvSWR4TGlbGliT/2lr7p9mNrbUvJ7khyTFTqYqJqKoHZHiBb2+t3TtPl7uTHJBk/xUtjGVRVU/K\n8AH79Umum3I5LI+fTfKpuXPPW2t7W2svaa399ynVxeR8ddw+Zk77YeN29wrWwmScnOQLGTLXHy/Q\nZ8u43TW7sbV2V4bR9SOr6pDlKvD+MudqmVXVgUl+MMn/WaDLTUO32tRa86awCrXW7skwn/G7VNXj\nM/xJ9XOttbtXtDAmbvxA9s4kn83wwewPplsRk1ZVD8twEeGHx9fvjiQ/lmS/JFckOa219vkplshk\nXJRh1PS8qro1ySeS/HCS389wkfBF9/FY+vSSJB9urd1TVZsX6PPYJDcvcIHoTeN2c5KPL0N995uR\n9OX30HH7tQX23z5uu/nkxmSM01vekuF1duGUy2EyTk3ylCQvbq19c9rFsCweOW4Py3Dx9+EZAttH\nkzw/w4WhAhjDAAAEJ0lEQVSjc0dfWWVaa/+Q5CeTPDDDBaTfSHJVknuS/Ghr7abpVcditNb+ahw0\nuy+HZhXlMSF9+c1McVhoFHWmfeMK1MIKqar9kvxRkh9P8veZM1ed1Wccmdme5K2ttWumXA7L59+N\n2y1J/jzJ01prv9Nae3aS307ysHg9r3rjX0x2JPn3SXZmuLh/V5JHJ/mjqnrw9KpjGe2fVZTHhPTl\nN3PR0ULL+hw4br+xArWwAsalu2b+lHpjkucZdV3dxg9d70xyS4b56KxdM9eV3JPkFXNG5s7P8Jre\nWlXfv+KVMUmXZljN5YWtteeOK/g8K8nvjO3++rk27ckqymNC+vK7PcOb/kJ/PjlkVj9WufE/7g8k\nOT7DvOVnjRcIs7qdlOSZSX6zt5tdMHEz78U3tdZunb1jvDD8HzOMxj16pQtjMqrqBzP8lfN/tdYu\nn72vtXZekk9nWB75oGnUx7K6Lasojwnpy2wcQf1ChruMzueIJLvn/mfA6lNVD8mw7NOzM1yE9MzW\n2henWxUT8vxx+6Gq2jvzleFulEly1dh2+HTKY4JuzDCKvtBo28wURnekXL0eNW6vX2D/pzPko8MW\n2M/qdUOSh1fVA+fZd0SGQdXPrmxJCxPSV8bVSR4x92rj8ba1m5P87VSqYmKqamOSD2a4gcJHkhzb\nWrtlulUxQRcned08XzOrNl0yfr/QBUmsEuNSbH+f5FFV9R9m7xunsh2ZYfm+L02hPCbj5nG70Aog\nj8twDxPv4WvP1Rmy79GzG8f/w49Kcl1r7c5pFDYfSzCujHcn+bUkO6rqBa21e8c5rq8f95v7tvrt\nyHCXumuS/OycG6CwyrXWLp6vfby47OlJLm6t7VrJmlhWF2Y4r39YVc+bddOTUzIsqXvePqwiQada\nazdW1T8kOXY8vx+Y2VdVv57hg9j/9BfuNenSDHcT3l5VH5m1NPIZSQ5OZ3lMSF8BrbUPV9VlSX4p\nyTVVdVWGQHd0kvcm+dA062NpquoR+fYdCq9PcnpVzdf17HGUDujbu5I8J8nPJ/lkVf1lkv+YYSrb\nDRn+asLq9usZVnN5X1XtTNKSPCnJzyT5SpLfml5pLJfW2meq6pwkpyf5xHjun5Bka4ZlVt8+zfrm\nEtJXzq9luDvh8RnuivXFJGcm+YPxVsSsXkfl2/NXT7iPfm9MIqRD51pre6vqPyd5WYZVml6aYYrL\nW5Oc2Vrr5sIyFqe1dm1VPTXD/8M/lSGk3ZxhJHV7a+0r06yPZbUtyT9n+CD28iT/kuS8JK/r7aaD\n++3dKx8CAEBPXDgKAACdEdIBAKAzQjoAAHRGSAcAgM4I6QAA0BkhHQAAOiOkAwBAZ4R0AADojJAO\nAACdEdIBAKAzQjoAAHRGSAcAgM4I6QAA0BkhHQAAOiOkAwBAZ4R0AADojJAOAACd+f+U/5ywFqf/\nwQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": { "image/png": { "height": 248, "width": 372 } }, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "% matplotlib inline\n", "%config InlineBackend.figure_format = 'retina'\n", "\n", "df.vote_average.hist();" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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+B7wxM5tvXl1e7x8FTqN62utKYHFm/twylZl5GXACMAKcSrU05jXAotYbcCVJ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\n27EC/YJ6u765MTOfoxohOSw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XAmv3+AIlSZKkggx6Db0kSZKkPjLQS5IkSQUz0EuSJEkFM9BLkiRJBTPQS5Ik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\nNE4GrsrMRyJido+aw4H7enw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ImDegzUZKIOqn88Ldk/LmFU3bhyLi48ALKSMs36JMl/j3nsevBFZk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\nX5IkSarY/w9E9V7rKIU0EgAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": { "image/png": { "height": 248, "width": 382 } }, "output_type": "display_data" } ], "source": [ "df.first_air_date.hist();" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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h7IOUeMJRGNnAePlouzFYk2cwWSJSrjCU0k0bdlZBdjt6XZKaN5fh8IneZS/+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RAAAg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\njoEhrngwMCcW6jEDy2m8W8qt9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"text/plain": [ "" ] }, "metadata": { "image/png": { "height": 248, "width": 376 } }, "output_type": "display_data" } ], "source": [ "plt.plot(df.first_air_date, df.vote_average, 'o');" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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ImDegzUZKIOqn88Ldk/LmFU3bhyLi48ALKSMs36JMl/j3nsevBFZk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\nX5IkSarY/w9E9V7rKIU0EgAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": { "image/png": { "height": 248, "width": 382 } }, "output_type": "display_data" } ], "source": [ "df.first_air_date.hist();" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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XieyqH6zReZkGvmpnQYXBqWIZk1eSpCrKz7tfkY+dimgPb7nJWENlfHIGr/66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\nJNMAAACAo/8Pa5TGJwsUs8gAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": { "image/png": { "height": 248, "width": 361 } }, "output_type": "display_data" } ], "source": [ "my_filter = df.vote_count > 10\n", "\n", "plt.plot(df[my_filter].first_air_date, df[my_filter].vote_average, 'o');" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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A2DNm0gEAoDNCOgAAdEZIBwCAzgjpAADQGSEdAAA6I6QDAEBnhHQAAOhM9/uk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\n", "text/plain": [ "" ] }, "metadata": { "image/png": { "height": 248, "width": 372 } }, "output_type": "display_data" } ], "source": [ "df[my_filter].vote_average.hist();" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import time\n", "\n", "df['first_air_date_unix'] = df.first_air_date.apply(lambda x: time.mktime(x.timetuple()))" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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A4wuBS+rP+zngDqrAfm1ETGhpOxe4GngOcC6wEpgH3BQRO3Rz3JIkSVJJujaT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\nE2o2ql4nxvX39/d6DNpCRcT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"text/plain": [ "" ] }, "metadata": { "image/png": { "height": 260, "width": 372 } }, "output_type": "display_data" } ], "source": [ "df.first_air_date_unix.hist();" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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+KvQHnr2F1YH1KY6UxUKTrmdRdn+AiQyEmZ//HhGuLmgiErrCLBauPnM44dYw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\nWB5TtfM2mTJ3XY23ZzbJI0BmNioeBu4nJ/C/VEYb7ifntFwK/I1Dv61/oWy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"text/plain": [ "" ] }, "metadata": { "image/png": { "height": 435, "width": 416 } }, "output_type": "display_data" } ], "source": [ "sns.jointplot('first_air_date_unix','vote_average', data=df[my_filter], kind='reg')" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "collapsed": true }, "outputs": [], "source": [ "df.first_air_date_unix = df.first_air_date_unix+df.first_air_date_unix.min()*-1" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "image/png": 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11ztJkiRp4zJhSzBKkiRJGh9DuiRJklQYQ7okSZJUGEO6JEmSVBhDuiRJklQYQ7okSZJU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\nQ7okSZJUGEO6JEmSVJj/D4f8cvUCGlp9AAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": { "image/png": { "height": 260, "width": 372 } }, "output_type": "display_data" } ], "source": [ "df.first_air_date_unix.hist();" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "LinearRegression(copy_X=True, fit_intercept=True, n_jobs=1, normalize=False)" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn import linear_model\n", "\n", "X = df[my_filter].first_air_date_unix.values\n", "y = df[my_filter].vote_average.values\n", "\n", "lr = linear_model.LinearRegression()\n", "lr.fit(X.reshape(-1,1),y.reshape(-1,1))" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.038528573017108547" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lr.score(X.reshape(-1,1),y.reshape(-1,1))" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ -3.75454395e-10]])" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "lr.coef_" ] } ], "metadata": { "kernelspec": { "display_name": "Python [conda root]", "language": "python", "name": "conda-root-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.5.3" } }, "nbformat": 4, "nbformat_minor": 2 }