From bfd429e2c5be7e287972ed9d3adb7a462b08e880 Mon Sep 17 00:00:00 2001 From: Stella Date: Thu, 19 May 2022 01:42:05 +0300 Subject: [PATCH 1/2] progress on EDA --- Notebooks/eda_AB_Testing.ipynb | 344 +++++++++++++++++++++++---------- 1 file changed, 242 insertions(+), 102 deletions(-) diff --git a/Notebooks/eda_AB_Testing.ipynb b/Notebooks/eda_AB_Testing.ipynb index 42598cc..f967913 100644 --- a/Notebooks/eda_AB_Testing.ipynb +++ b/Notebooks/eda_AB_Testing.ipynb @@ -18,7 +18,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 1, "id": "a2895c33", "metadata": {}, "outputs": [], @@ -46,7 +46,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 2, "id": "ddae977d", "metadata": {}, "outputs": [ @@ -163,7 +163,7 @@ "4 Generic Smartphone 6 Chrome Mobile 0 0 " ] }, - "execution_count": 10, + "execution_count": 2, "metadata": {}, "output_type": "execute_result" } @@ -184,7 +184,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 3, "id": "030e41fb", "metadata": {}, "outputs": [ @@ -203,7 +203,7 @@ "dtype: int64" ] }, - "execution_count": 11, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -215,7 +215,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 4, "id": "6e049047", "metadata": {}, "outputs": [ @@ -225,7 +225,7 @@ "(8077, 9)" ] }, - "execution_count": 12, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -236,7 +236,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 5, "id": "d581756c", "metadata": {}, "outputs": [ @@ -440,7 +440,7 @@ "[4006 rows x 9 columns]" ] }, - "execution_count": 13, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -453,7 +453,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 6, "id": "c2d986f4", "metadata": {}, "outputs": [ @@ -657,7 +657,7 @@ "[4071 rows x 9 columns]" ] }, - "execution_count": 14, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -677,7 +677,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 7, "id": "54d779fb", "metadata": {}, "outputs": [], @@ -688,7 +688,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 8, "id": "36a3cc25", "metadata": {}, "outputs": [ @@ -805,7 +805,7 @@ "27 Generic Smartphone 6 Chrome Mobile 0 1 " ] }, - "execution_count": 16, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -818,7 +818,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 9, "id": "02321506", "metadata": {}, "outputs": [ @@ -828,7 +828,7 @@ "(1243, 9)" ] }, - "execution_count": 17, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -847,7 +847,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 10, "id": "39842a8a", "metadata": {}, "outputs": [ @@ -964,7 +964,7 @@ "46 I3312 6 Chrome Mobile WebView 0 1 " ] }, - "execution_count": 18, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -977,7 +977,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 11, "id": "7451b61a", "metadata": {}, "outputs": [ @@ -1094,7 +1094,7 @@ "62 MRD-LX1 6 Facebook 0 1 " ] }, - "execution_count": 19, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -1106,7 +1106,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 12, "id": "2534922c", "metadata": {}, "outputs": [ @@ -1116,7 +1116,7 @@ "(586, 9)" ] }, - "execution_count": 20, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -1127,7 +1127,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 13, "id": "2153354a", "metadata": {}, "outputs": [ @@ -1137,7 +1137,7 @@ "(657, 9)" ] }, - "execution_count": 21, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -1148,7 +1148,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 14, "id": "390bfc0b", "metadata": {}, "outputs": [ @@ -1194,7 +1194,7 @@ "0 exposed 308 349" ] }, - "execution_count": 22, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -1208,7 +1208,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 15, "id": "fedfb800", "metadata": {}, "outputs": [ @@ -1254,7 +1254,7 @@ "0 control 264 322" ] }, - "execution_count": 23, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -1276,7 +1276,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 16, "id": "18bc00cd", "metadata": {}, "outputs": [], @@ -1287,7 +1287,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 17, "id": "bc812dc6", "metadata": {}, "outputs": [ @@ -1299,7 +1299,7 @@ "Name: experiment, dtype: int64" ] }, - "execution_count": 25, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -1311,7 +1311,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 18, "id": "8ebc19dc", "metadata": {}, "outputs": [ @@ -1321,13 +1321,13 @@ "" ] }, - "execution_count": 26, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", 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" ] @@ -1350,7 +1350,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 32, "id": "e7df5087", "metadata": {}, "outputs": [ @@ -1360,13 +1360,13 @@ "" ] }, - "execution_count": 27, + "execution_count": 32, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", 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" ] @@ -1376,7 +1376,7 @@ } ], "source": [ - "df['device_make'].value_counts().plot(kind='pie')" + "df['device_make'].head(20).value_counts().plot(kind='pie')" ] }, { @@ -1389,7 +1389,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 20, "id": "1f08c7a2", "metadata": {}, "outputs": [ @@ -1399,13 +1399,13 @@ "" ] }, - "execution_count": 29, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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+ "image/png": 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" ] @@ -1417,7 +1417,7 @@ } ], "source": [ - "df['platform_os'].value_counts().plot(kind='bar')" + "df['platform_os'].head().value_counts().plot(kind='bar')" ] }, { @@ -1430,7 +1430,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 21, "id": "6bdcd695", "metadata": {}, "outputs": [ @@ -1440,13 +1440,13 @@ "" ] }, - "execution_count": 30, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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cFSdU7wI27TvepI5FRMSArIrk/mNgS0mbS1oDOAg4YxV8n4iIGMO0L8vYfkzS3wDfB2YAX7F943R/n0lYZUs+0yxxTq9hiHMYYoTEOd0GGue0n1CNiIjmpfxAREQHJblHRHRQp5K7pLUkbdV0HBERPZKeJGl7SRsO8vt2JrlLegVwDXB2PZ4rqXW7dCRdIunoWn9nnabjGY+kzUcZ27GJWMYi6fzJjDVB0rr18/qjfTQd30iS/lvS2yT9adOxDDNJX5D0nHr7acC1wInA1ZIOHlQcnUnuwIcopQ8eALB9DbBccmqBN1Kuxv0L4FJJCyR9puGYxvItSRv3DiS9CPhKg/EsIWnNmiA3kLReX9KcA2w8wdMH5Wv180JgQf28sO+4bY4HNgI+J+k2Sd+SdETTQY1F0maSXlpvr9WiydIL+nYIvhn4f7b/HHgu8N5BBdGlkr+P2n5QUv9Y67YC2f6ZpN8Dj9SPlwB/1mxUY3o78H/ru6IdgI8Bezcb0hJvB94FPBO4qm/818C/NxHQSLb3VXlBvsj2/zQdz0RsXyjpB8COlNflXwLPAf6t0cBGIeltlPIl6wNbUC6W/AKwR5NxVY/03d4T+AaA7XtG5KdVqjNbISUdD5wPHEmZFb8TeJLtv2w0sBEk3UqpL/E14IfANbYfbzaqsUl6HvBF4PfAPrYXNxzSMiS9w/bnmo5jPJKurzO3VqvLWWsDl1Fem5fYvq/ZqEYn6RrKO/UrbG9fx1rxc5Z0IfApypX5FwJ/WhP76sANtgey7NWlmfs7gPcDfwBOplxEdVSjEY3uWGA34GBge+BiST+wfWuzYS0l6Tss+67nKcCDwPGSsP3KZiIb1VckfQB4lu35krYEtrL93aYD63OVpB1t/7jpQCZwHWXpYBvK//cDki6z/btmwxrVH2w/0psJ18TZlpnq2ym/5xsB77J9Tx3fA5j+MpJj6MzMfdhIeiplPe7vgU1sz2g4pCXq2vqYbF88qFgmIukUyhr2Iba3kfQU4FLbc5uNbClJPwGeDdwO/BYQYNvbNhrYGOra9Zsor81n2H5ysxEtT9InKOfXDqFM7P4auMn2+5uMq02GPrmPMstcRstmmUj6FGXm/lTgUuAS4Ie9+vdtI2k2ZQ0W4Mq2vU3vVdqTdHXf2/NrbW/XdGw9kjYbbdz27YOOZTy1bMgLKLP3n1OWZn5o+4Im4xqNpNWAw4CXUf5Yfh/4sluS0CTtRVkifk4duhH4uO2zBhVDF5ZlPtl0AFN0GfAJ2/c2HchEJB0I/CtwEeUX6HOS3mP7m40GtqxHJK1F/QMvaQvK0lxr9JJ43ee8ZsPhjGdN4NPAQtuPNR3MeOp5qi/Vj1apJ3vfTtkZ09sVNQ84RtImtdz5qo+jJX/onjDqjON1wOa2j5L0LMpb3ysbDm05kq4F9uzN1iXNAs5r2ax4T+ADlJaO5wDPB95k+6Im4+on6ZWUE2zPBO4DNgNutv2ccZ/YAEm7AVva/s/6//1U2z9rOq6RJO1LOae2GWWS2lvqWrfRwABJNwG72f7liPGnU05SD2R33NAnd0mn2j5Q0vUsuzzTynVNSZ8HHgd2t/1nktYDzrHdqouDYPndB/UP07Vt2JHQr/7S7EL5P7/cdqu68tQ/krtT/jBuL+klwBtsH9ZwaMuQ9EHKDHMr2/9H0jOBb9h+fsOhLUfSIuDVwPVtWYrpkXTzWAl8vPumWxeWZXoXWezbaBSTt7PtHSRdDWD7Vyp179vobEnfp+w+AngtMLA1wylYE/gV5fW8dd3R84OGY+r3qO37Ja0mabW6n/yzTQc1ildRdnBdBWD7f1t0YdBId1C2FbYqsVe/lrSd7Wv7ByVtBzw0qCCGPrnbvrt+vl3SMyh7Xw38uG8LUps8KmkGS9eIZ1Fm8q1j+z2SXk05AQxwnO3TmoxpJEkfp/zRuZGlP0cDbUruD9TdUT8ATpJ0H2XXTNs8YtuSeq/NtZsOaBzvBc6SdDF951hsf7q5kJb4O+AMSf9J2ckF5R3RocAbBhXE0Cf3HklvBf4ZuIClJ/8+YrsVl8v3ORY4DdhQ0tHAAZQ147b6EfAoJWG27rwAsD9lGaFVJ1EBJD25xrUf5SKwvwVeDzwN+EiTsY3hVElfBGbWk4JvoYUnLKujgd9Q3rW16p2v7Usk7QQcTtlSCnATsMsgJ5xDv+beI+kWYFfb99fjp1P2O7euSqRKYaY9KH+Ezrd9c8MhjWqU3TIvAFq1W0bS94DX2P5N07GMJOmqugT3VdtvbDqeyagnqJdsL7R9bsMhjUrSDba3aTqONuvMzB24n2XXsx6qY60gaV3bv1YpdnUfS9exkbT+yDPrLfF+YMeRu2WA1iR34GHgmnrpfP/b83c2F9ISa0h6HbBrXd5ahu1vNxDTuGoyb2VCH+EsSS+zfU7TgYzUlk0eQ5/cJb273lwEXCHpdMoPdD/K5dRt8TXKSd+FjPIfDvxJE0FNYLURFy3dT/sqiZ5Bexuw/yVlGWYm8IoR9xloRXKXdInt3SQ9xOjJqPHthaP4K+DvJT1CWTaE9sTaik0eQ78sU7dvjcn2hwcVy3gkPaOlJ3jHJOlfgW1ZdrfMdbb/obmolqonps+z/ZKmYxmPpMNsH990HGOR9CTbj078yBgmQ5/cR6q7EmjbGqyke4AbKDP4b9l+sOGQJmXEbpkftnC3zPnAq9v+85S0DeVCqyVXqNo+sbmIlqq7d86gvDYvbOn2wuXUi8NeWA8valmxuMZ1JrnXX56vUuo7Qymre4iXFs1vVJ1lvhQ4iFIT/XLKjPh0t7PqHlDecQA7U7YZtm57aV2G256yTrxke2FL1tyBJe8uX0xJ7mcBe1GuVDygybh66uaDAyivzS2BbwEn27680cDGIekYSs2jk+rQwcAC2+9rLqp26VJyvxR4v+0L6/GLgY/a3rXJuEZTL1rai/LL9BLKjpnXNxvV8kbZXvoioFXbSyUdOtq47RMGHctY6om17YCrbW9Xi7H9t+09Gw5tOfWq1NdQXpsbAl93CystSroOmFtrzPQmT1e38Ir0tSjlqG8Z9Pce+hOqfdbuJXYA2xe19SIMlzrUNwE3UyrwtbUT03uA7UduL6UlrfagJPEmf4Em6Xe2H5f0mEpf1fuATZsOajT1qtTjKVf8vht4K2XXVBvNBHq7zJ7WYByjUulg9knKPvzNJc2lTI4GUqm2bTsfVsZtkv5J0pz68QGgVWV0JW0q6T2SrgK+S/n5v9L2Dg2HNpZWby+FJb9A19DuxugLJM2kXBC0kHJ5/2WNRjSCSk/a10j6NmXn2e6UkrXPbDayMX2U0nD6vySdQPm5Ht1wTCN9iAb7Ondp5v4W4MMs3V72wzrWCnXZaGPgVOBtthdO8JTGDNH2Ulj6C3QRlF8gSa3aVmr7r+vNL0g6G1jXdmt+jpK+RjkfdDFlDft1tn/fbFRjqwXsHqcUi+sV3PuHtp0PouG+zp1J7rZ/Remb2lZHUnabDMNJjl6xqFvrR8/pDcQykdF+gVpRq0elSccDvZ08KtUg9wdul/QT24+M9/wBOht4u+2BFbVaGXWJ6722T6W91zgA3FgvYpuh0v7xnZRlzYEY+hOqE70FH9T61mTVWeW/Ac+jJKHLgL91SzsxAUh6iu2Hm45jNGpxY3RJVwCvquvYcylX936Mcu3Ao7bf2mR8I9VzKh+ibH19nNIl7CO9cy5tUnfL/AI4hWV3SbXmSm+Vlo/vZ9luUUcN6l1RF5L7Ykr5z5OBKyg/xCXcon6fAJIuB/6DpRcGHQS8w/bOzUU1OknPA46nNGx4lkrJ0rf3LTM0bsQvECz9BWq8kJik63q7NyR9Enjc9nvrssI1LdzZcS6lcuV/16HXAy+2/dLmohqdpNEaiNh2q5bkmtSF5D4D2JOyz3VbSnfxk9uyv32k/l/4vrFW9fzsqTPPA4AzvLQ/aasKNkl6je1vTDTWBPU1O6kn0d9n+/v1eLnXQdNG+7/ViIYtMTG1pK/z0K+52/4jZc3wbElPpiT5iyR92Pa/NxvdUrVgGMD3JB0JfJ3yAmhrAwwAbN8xYj37j03FMob3ASMT+WhjTbhA0qnA3cB6lOsFkLQR0Jb19n7nSDqIctIfyh/27zcYz7gk7QrMoS+PteSq31b0dR76mTuUutnAPpTEPodykuUrtu9qMq5+9W2kGbFsVLXy7aSkb1IaJv875SrVI4B5tg9qNDBApbv83sCBlHXXnnWBrW3v1EhgfVT+Kr4W2Ag4tfd6lLQ9sGFvFt+0voJhAtamrLcbmAH8piXFuJYh6avAFpRtsL0Jh9t0ZXLThj65SzoR2IYy+/267RsaDqkzJG1AOfn7Usov/jnAEW04wVbX/+dSml78c99dD1Hqo/yqibhiMCTdTPkj3roEppaU/O1Ccn+cpWfLW1+utJ4AfDflisr5dYvUVil6tGKUiobTpr7TeD2wue2jJG0KbGS7dR24JH0DeKdrm802kbSR7bvrVtjl2L59IHEMe3IfNpJOoVxNd4jtbWqyv9T23GYjW1698u8I2w/U4/WAT9lu08Vhz6ds39uMsvba+6PeumWutpP0ecqSzO62/6z+f59je8cJnjowfScr16G8c7uSZZu0tG3rc2N9nYf+hOoQ2sL2ayUdDGD7YY04Y9ki2/YSO5QLxep6cZscT+lNupD2nexdYgjq3wDs7NIW8GpY8v/dqv6klPNpsylXoPd7AeXEdWuo4b7OSe6D90j9Re91mN+CvplHy6wmab3e+nXd8dO218yDtr/XdBDjabqA1BQ8WrcW916bs2jJ1b599qNsKb2+f1DSLyn1ZtrUFKXRwntt+0V9IvgQZevmppJOAp7P0g7pbfMp4LK6vinK1ri2FWe6UKVj1LdZ9u35Vc2FtJwPsXz9m4EVkJqCY4HTgA0lHU35//5AsyEtZ/bIxA5g+3pJcxqIZzyNFt7rVHKvJzC2tH1enR2v3pZ6GZL2p6ytnyNpIaXokShr2r9oNLgx2D6xxtprY/dq2zc1GdMoelf2zusbM6WqYVs0WkBqIvWdxLW2T6r/33tQXpv727650eCWN3Oc+9YaVBDjaUvhvc4kd0lvA+ZTOjFtAWwCfIHyQm2DNwD/IelhyluzH1GSfSsTe4/tG2uJhzUBJD3L9v80HNYSbnn/1KrRAlKT8GXgT2pi7702L2vLxGiEBZLeZvtL/YN1fbstlVZbUXivM7tlJF1Deet7Rd+l8q27dLq+ddy1fjwPeBblLPreTcY1GpUelZ+i1PS+j7Ij5Wbbz2k0MJaZHY3K9qcHFctEmi4gNRk1xp1Y+trcEbgH+FHLagnNpiwdPcLSZD6Pcj7jVYPcjTJZaqivc2dm7sAfXDocASBpdVr01rfH9s8lrUl5C7kWZUbcireToziKsnx0nu3tVUrWvqHhmHrWmfgh7VArar6f9nY06sV4kaQfUwrwPR84BHh5o4GNYPteYNf6WuzVwTnT9gUNhjUqjejrLGmgfZ27NHP/BKXjySHAO4C/Bm5yS/o/SvpHykx9FnALpUH25cB1tT5O60haYHuepGspZ/0fb2uRszZqSwGpidQlo10p+8b/APQS/GVtnAkPCzXc17lLyX014DCWfev75bZcnizpJ5Qrab9DWde8wrWJQ1tJOo/SXOJjwAaUpZkdB/XiHHaSXjTe/W5JOepaW+YWyjmqH9j+fw2H1AmjTYQGOTnqTHIfBnWfeG9NcxfgqcC1lBOr/9lkbP16J01VGoz/jtLr9fWUJsQntaG2TEyfurd9O5a+NreiXBB0GWX23rolj2Eg6TRKv9yv1qE3AM+1/aqBfP+uJHdJ+1LWiEdeht6q2jKw5HzAc4EXAm+n1PKY0WxUS0m6yrVpt6Rv2f6LpmMaRm0pIDVV9aTla4B30bLX5jCp5Rs+TOlsBeWq2g8Nqqhdl5L7IuDVwPVtWYrpV3ee7Eo5UfUc4EbqljPKzH1xg+EtQ9LVfTuOltxuozF2zTwILHTpNt+YthSQmoikbVk6a9+VsvPkUspr80e2FzQYXqygLu2WuQO4oY2JvXoTJZm/l5J42tisocdj3G6jefXjO/V4X8qFIn8p6Ru2P9FUYL2KhbZvb7KA1CT8F+W1+T3gA/3XMdTZZ0yBWtLXuUsz9x0pyzIXs+xl6K3Z7zwsJP2RcvJXlG2avebYrVvqkvQDYO/eHuK6p/hMyha+hba3bjI+GLWA1IsotWUGUmNkIpKOt33YKOObAt9zi9oqDgO1pK9zl2buRwO/oewbb1slu6EyZGusG7Js4bVHKfVHfiepLQXZGi0gNQkzVDobHWr7cQBJWwPfpTRDial5Bkv7Or+Ohvo6dym5PzMzjCekk1havwPgFcDX6k6fttTBabSA1CS8GfgicIpKD9WdKa0L/8ppIjNlbklf5y4ty3yCciXlOU3HMpEhqe09NOqSXG/vfWtOAPad7J0L/DmltsiSAlK239RMZKOTdCywPWXH2YG2L284pKGlFvR17lJyf4jS3PcRyltzaNn6MCxb29t2m2t7D426T3s2fe9E21DcTNIHx7vf9ocHFct4JH2OpQ2yX0fZm72kGqTTdHpK1JK+zp1J7sOiVt7bHbiozQXOhoWkdwAfBO6ldGJq7R7ypgpITUTSoePdb/uEQcXSBWpJX+curbn39pK/sB5e1NL1wlbX9h5CR1AajLdpDXsZTReQmoRrKfXc8zqcBrZXazoG6FByl3QMpUzpSXXoCEnPt/2+BsMaTdtrew+bOygXLbXZccC7RxSQ+hJLzxM0bZjqucckdWZZRtJ1wNy+rVwzgKvb9vZ8GGp7DxNJx1NqoZxJS69vaLqA1GQMSz33mLzOzNyrmcAv6+2nNRjHmIahtveQ+Z/6sQbtvb7hNkn/xLIFpG5rMJ7lDEs995i8Ls3cDwI+DlxImRG/EDjS9imNBlYNS23vmH5NF5CaSOq5rzpqsK9zJ5J7reV+AOWXZsc6fGWbXpjDUtt72Ei6kFH+aNpuU4PsVks991VDfX2dbW9Rz7F9wfZA+jp3IrnD0q5BTccRgyXpuX2HawJ/ATxm+70NhbREWwpITST13FcNNdzXuUvJ/RjgF5TLpnt7TLH9yzGfNEDDWtt7GEm60vZOLYijFQWkpir13KeHpCts79wrm137OFw1qN/1Lp1QfW39fHjfmIE/aSCW0RxRP+/baBQdU7tb9axGaYLSlpPprSggNZFx6rl/jrItMlbMxSq9k9eStCelr/N3JnjOtOnMzH2YtLy291CR9DOWXjr/GPAzSjmHSxoNbIS+AlL/Cgy0gNREJF0FXMLS5hyNl27ogqb7OncquUvalVKkp7/GyImNBTSKttf2junVhgJSE5F0HKVRx3m5cKk7OpPcaz3qLYBrKDVGoKxlt6rokaRbgF1H1va2vVWzkQ0nSa8Bzrb9kKQPADsA/2L7qoZDa00BqYlI2hnYC9iDUnjvHMrP9NpGAxtyTfd17lJyvxnYuu31MSRdCrzYtc2epDUodXDacin6UJF0ne1tJe0G/Atl2eOfbe/ccGitKSA1FXWy8TJKst+WUiHybNunNhrYEGq6r3OXTqjeQDmBdXfTgYymr7b3IpY2l1hS27uxwIZf713aPsBxts+U9C9NBtTTlgJSU1HfUZ5cP3pbTXOV6opptK/z0Cf3vis/1wFuknQly9YYacVeYkp8ALfWj57TR3lsTN5dkr5I2ZXy8brGPXRJtUl9E49R2T56ULF0zHuBsyQ10td56JM7pfFF641szNDW2t5D6EDKzPKTth+QtBGlZ2lM3joTPyRWQKN9nYd+zV3SsykNkX80Ynw34G7bt47+zGaMrO1NufCqTbW9h06t3bIpy+6SavyEajyxSbrBDfZ17sLM/bPAaDXbH6z3vWKQwUxC22t7DxVJRwFvoix19WYqpnS7ikmovVP7mTLpuLBt1wsMmbMkvcwN9XXuwsz9x7Z3HOO+1rWvG4ba3sOkbi39897uo5i6MdrsrU9Z8jrF9mcHG1E3NN3XuQsz95nj3LfWoIKYgtbX9h4yN1BeA/c1HMfQGqtHqqQvUMoQfHagAXWE7UbPZXQhuS+Q9DbbX+ofrFeCLmwopvG8hVLb+9v1+Id1LFbMx4CrJd1AO3dJDS3bvxvR6zemqMm+zl1YlpkNnEZ569NL5vMoZ6dflbot3SbpRuCLwPXA473xtlZcHBa1guEbgVfbbtt5q6EwSl/ng4EFg+rrPPTJvUfSSyiXegPc2LYa1MNS23vYjHfOJSanrg2PTAS/Ay4G3mX7fwcf1fBruq9zF5ZlAKi7Ty5sOo5xPI9xanvHCvuhpI9RCnL1L8tkK+QkNb023HEzaaivc2eS+xAYitreQ2j7+nmXvrFshYw2+CjlfNAyfZ0H9c07sywzTNpc2zsiVl4b+jonuQ/QMNT2HkaS9gGeQ7nMGwDbH2kuoojm+zpnWWZARtT2/nBba3sPm7oX+ynAS4AvU2ZLVzYa1JCRtK7tX49oWbhEW/oQD6HzJP09DfV1zsx9QIaxtvcw6Kvn3vv8VOB7tl/QdGzDQtJ3be87omVhj223pQ/xUKk/z5EG9vPMzH1AhrG295D4Xf38sKRnAvcDGzUYz9CpiV3Ai9I/dfrY3rzJ75/kHsPuu5JmUk5OX0WZeX5p3GfEcmxb0plAq2oxDbsm+zpnWSY6o56wXtP2g03HMowknQD8u+0fNx1LFzTd1znJPYaSpB2BO3pbyyQdAvwFcDvwoZwEnDpJPwGeTfkZ/pal54MGckVl1zTd1znLMg2QtBmwpe3zJK0FrG77oabjGjJfBF4KIOmFwDHAO4C5lJr5BzQW2fD6/5oOoGMa7euc5D5gkt4GzKfUy94C2AT4ArBHk3ENoRl9s/PXUppjfwv4lqRrmgtreNm+HUDShvRdMxBT05a+zknug3c4sBOlvgy2f1p/mWJqZkha3fZjlD+M8/vuy+t6BdTytJ8Cnkmpj78ZcDPlArGYvFb0dc4vweD9wfYjvTrZtbRqTnxM3cnAxZJ+QdkO+UNY0lM3J1RXzFGUGj3n2d6+Vlp9Q8MxDaO7GKev86CCyN7rwbtY0j8Ca0naE/gG8J2GYxo6to8G/g74L2C3vpNWq1HW3mPqHrV9P7CapNVqpdXGLp8fYp8Ffj3KeK+v80Bkt8yA1YJChwEvo+xG+D7w5abOqEf0SDoP2J/S3WoDytLMjrbTvH0K2tLXOck94glO0pNt/0HS2sDvKZOO11Pqj59UZ/MxSZJ+anvLMe5bZPvZg4gjyzIDJmlfSVdL+qWkX0t6SNJob+EiBuWy+vkLtv9o+zHbJ9g+Nol9hSyou+KWMei+zpm5D5ikRcCrgeuzFBNtUJuLf5RyQvU9I++3/e3lnhRjaktf5yT3AatdWfbo9VWMaFrdxfF64EBKj4F+tv2WwUc1/Jru65zkPmD1svmjKM2H+y9s+HRjQUUAkg6zfXzTccT0yD73wTsa+A3lCsA1Go4lYgnbx0vaBtiaZbtaDaSKYUyvJPfBe6btbSZ+WMRgSfog8GJKcj8L2Au4BEhyH0LZLTN4Z0l6WdNBRIziAEoph3tsvxnYjrIdMoZQkvvg/RVwtqTf122Q2QoZbfG7eqL/MUnrUi5i2rThmGIFZVlmwGyv03QMEWNYULtafYmyhe83LN0DH0Mmu2UaUKvvvbAeXmT7u03GEzGSpDnAuravazqWWDFZlhkwSccARwA31Y8jJH2s2ajiiUzSZpKe1nf8EuBvgZdKyo6uIZWZ+4BJug6Y27uISdIM4Oq0MoumSLqCcuXk/0qaC5xHKR62LaVS5FubjC9WTNbcmzET6HURym6EaNpatv+33n4D8BXbn6oVTK9pLqxYGUnug/dR4OpahkCUtfcjmw0pnuDUd3t34H0Ath/vNZWJ4ZPkPkB1JvQ4pdtNr97zPwyqkFDEGC6QdCqlS9B6wAUAkjaiFL+KIZQ19wGTtMB2uttEa6hMz18LbAScavuuOr49sKHt7zcZX6yYJPcBq7tlfgGcAvy2N277l2M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HAQfZfnN1+/XA023/fddjjgKOqm7uBtw4zWFsB/z3NH/PmZA4p1finF7DEOcwxAgzE+cutmf3umOmRu7qcWzEXxHbJwAnzNDPR9IK2wtm6vtPl8Q5vRLn9BqGOIchRhh8nDO1oHo7sHPX7Z2AO2foZ0VExCgzldwvB+ZJ2lXSo4GFwLIZ+lkRETHKjEzL2H5I0t8DZwKzgC/bXjUTP2scMzblM80S5/RKnNNrGOIchhhhwHHOyIJqRETUK+UHIiJaKMk9IqKFWpXcJW0habe644iI6JD0KEl7S9p+kD+3Ncld0kuBq4AzqtvzJTVuh46kH0paXNXeeVzd8YxH0twex/apIZQxSVrez7G6SNqquty211fd8Y0m6WuS3iLpL+qOZVhJ+rykParrjweuBv4LuFLSEYOKozXJHfgQpezBrwBsXwXMrS2asS2inI37SuAiSSsk/b81xzSWUyXt2Lkh6dnAl2uMZx1Jm1fJcTtJ23QlzLnAE2sOr9vXq8uVwIrqcmXX7ab5CjAH+KykmyR9W9IxdQfVi6RdJD2/ur5FgwZLf921O/CNwP+x/VfA04D3DCqINpX8fcj2r6VeJ8c2h+2fSbofeLD6ei7wl/VGNaa3Av9/9anoqcDHgL+pN6R13gq8k5LIr+g6/htK0bpGsP0SlRfls23fWnc8E7F9rqQLgH0or823AXsA/15rYKNIegulfMm2wJMpJ0p+HjiwzrgqD3ZdfwHwTQDbvxhkfmrNVkhJJwLLgWMpo+J3AI+y/bZaAxtF0k2U+hJfB34IXGX7kXqjGpukZwBfAH4PHGx7bc0hjSDp7bY/W3ccE5G00vbT6o5jItWU1pbAxZTX549sr6k3qg1JuorySf1S23tXx66tRsi1knQe8EngDuA84C+qxL4pcJ3tgUx5tWnk/nbgfcADwMmUE6g+WmtEvX0GeBZwBLA3cIGkC23fVG9Y60n6DiNrAT0G+DVwoiRsv6yeyHr6sqT3A0+yfZSkecButr9bd2CjXCJpH9uX1x3IBK6hTB/sSfk//5Wki23fX29YG3jA9oOdkXCVOJsyUn0r5X0+B3in7V9Uxw8Epr+E5BhaM3IfNpIeS5mP+1/ATrZn1RzSOtXc+phsXzCoWCYi6RuU+es32N5T0hbAxbbn1xvZSJKuB/4cuAX4LaW4nm0/pdbAxjDq9fkE25vVHNIIkv6Vsr72BsrA7u+A622/r864mmTok3uPUeYIDRtlIumTlJH7Y1n/0feHndr3TSNpB8r8K8BlTfuI3qm0J+nKro/nV9veq+7Yuknapddx27cMOpbxVGVD/poyer8FuJDy+jy31sBGkbQJcCTwQsofyjOBL7khCU3SiylTxHtQ8tP1wL/Y/v6gYmjDtMwn6g5gki4B/tX23XUHMhFJrwL+DTif8gb6rKR32/5WrYGN9GA1WjeApCdTpuYapZPEq73Om9cczni2AD4FrLT9UN3BjKVap/pi9dUo1WLvWyk7Yzo7ohYAx0vaqSp3PvNxNOQP3R+NasTxGmBX2x+V9CTKx97Lag5tA5KuBl7QGa1Lmg2c06RRsaQXAO+ntHM8C3gm8Le2z68zrtEkvYyyyPZEYA2wC3CD7T1qDawHSc8C5tn+SvV//ljbN9cdVzdJL6Gsqe1CGaR2prm2qjUw1k3BPcv2L0cd/xPKAvVAdscNfXKXtNT2qyRdy8jpmUbOaUr6T+AR4Hm2/1LSNsBZtht1chBsuPug+sN0dRN2JHSr3jT7Uf7PL7HduK481R/K51H+OO4t6bnAEbaPmuCpAyXpg5RR5m62/1zSE4Fv2n5mzaGNIGk18Arg2qZMxXRIumGsBD7efdOtDdMynRMsXlJrFP17uu2nSroSwPb/qNS8b6IzJJ1J2X0E8GpgYHOGk7A58D+U1/Pu1Y6eC2uOabQ/2L5H0iaSNrF9nqR/qTuoHl5O2cV1BYDtOxt0clC32yjbChuV2Cu/kbSX7au7D0raC7h3UEEMfXK3fVd1eYukJ1D2vhq4vGsLUpP8QdIs1s8Rz6aM5BvH9rslvYKyACzgBNun1RzWCFWCfDWwivW/R1MWApvkV9UOlAuBkyStAZo4p/2gbUvqvD63rDugMbwH+H51wtW6NRbbn6ovpHX+EVgm6SuUnVymbEpYBLxuUEEMfXLvkPRm4J+Bc1m/+PcR2404Xb7LZ4DTgO0lLQYOo8wZN9WPgT9QXqCNWxcADqVMITRuERVA0mZVbIdQTgT7B+C1wOOBj9QZ2xiWSvoCsHW1MPgmGrhoCSwG7qN8amvUJ1/bP5K0L3A08LeUfLQK2G+QA86hn3PvkHQjsL/te6rbfwJcZLtxVSJVijIdSPlPX277hppD6qnHbpm/Bhq1W0bSD4DDbd9Xdyy9SLqimob7mu3X1x1PP6pF6nVbDG2fXXNIG9CQNMWuU2tG7pSm3N3zWfdS5uUaQdJWtn+jUuxqDevnsZG07eiV9YZ4H7DP6N0yQGOSO/A74KrqtPnuj+fvqC+kER4taRGwfzXFNYLtU2uIaVxVMm9cQh/lHEkvtH1W3YGM1pRNHkOf3CW9q7p6B3CppNMpv9BDaNY0wtcpi76dObgOVbf/tI6gJrDJqJOW7qF5lUSX0ezm62+jTMNsDbx01H0GGpHcJf3I9rMk3UvvhFT7FsNRjgbeI+lByrQhNCfORmzyGPppmWrr1phsf3hQsYxH0g7DcOJSN0n/BjyFkbtlrrH9T/VFtV61MH2m7efXHctEJB1p+8S64xiLpEfZ/sPEj4xhMfTJfbRq25abNgcr6RfAtZQR/Ldt/6bmkPoyarfMhQ3cLbMMeL3tX9cdy0Qk7Uk52WrdGaq2/6u+iNardu+cTnl9nt/QLYYjVCeGHVDdPL+BxeJq1ZrkXr1xvkap7wylrO4bvL5ofq2qUebzgYWUmugXU0bEy9y8invrVNtLn07ZZti47aWSllJOYDqbUpALaNScO7DuE+ZzKMn9+8CLKWcrHlZnXB3VBoTDKK/PeZR1lZNtX1prYGOQdDxle+FJ1aEjKCUTjq0vqmZpU3K/CHif7fOq288BPmZ7/zrj6qU6aenFlDfScyk7Zl5bb1Qb6rG99NlAo7aXVouVG7C9ZNCxjKdaXNsLuNL2XlVBti/ZHj0PX7vqrNTDKa/P7YFT3LBqi5KuAeZXNWY6g6crG3hG+haUctQ3DvpnD/2CapctO4kdwPb5TT0Bw6UO9fXADZTqe7vXHNJY3g3sPXp7KQ1ptQclidf5BpqE+20/Iukhlb6qa2jmInrnrNQTKWf9vgt4M2XnVNNsDXR2mT2+xjh6Uulg9gnKPvxdJc2nDI4GUqm2aTsfNsbPJH1A0tzq6/1A04odPUnSuyVdAXwXmAUc4qpUbQM1ensprHsDXUXDG6MDKyRtTTkhaCXl9P4m7ebq9KU9XNKpwE2UczGOo1k9aTs+Rmk4/VVJSyi/04/VHNNoH6LGvs5tGrm/CfgwZWuZKKd5v7HWiLpU00Y7UvopHmW7ic2RgaHaXgrr30DnQ3kDSdq1zoB6sf131dXPSzoD2Mr2NXXG1E3S1ylrQhdSFlVfY/v39UbVW1XA7hHKWss+lPf7PzVtPYia+zq3Jrnb/h9K39SmOo6y22QYFjk6haJuqr46Tq8hlon0egM15nes0qTjV53dPCrVIA8FbpH0E9sPjvf8AToTeKvtgRW2mqpqeuvvbS+l2ec4XCfpNcAslfaP76BMaw7E0C+oTvQRfFDzW/2S9KeUTvLPoIw+Lgb+wQ3txASleJTt3078yMFTwxujS7oUeHk1jz2fcobvxynnD/zB9pvrjG+0al3lQ5Ttr48AP6LME99TZ1yjSfoAcD/wDUbukmrMmd6SHkNZq+juFvXRQX0iakNyX0uZBz4ZuJTyS1zHDer3CSDpEuA/WH9i0ELg7bafXl9UvUl6BnAipVnDk1RKlr61a4qhdqPeQLD+DdSIQmKSruns4JD0CeAR2++pphauauDujrMpUzP/uzr0WuA5TTtRTFKv9TTbbuQidR3akNxnAS+g7HN9CqW7+MlN2d8+mqRLRydySZfY3q+umMZSjToPo+zF7/Qnvc72nvVGtp6kw21/c6JjdVFXw5NqIf0422dWt69pYHJfaftpo46lSNckqCF9nYd+zt32w5SdEmdI2oyS5M9XKff72XqjW68qGAZwnqRjgVMoL4BXU/4gNZLt20bNZz9cVyxjOI6ySD3RsbqcW51odRewDeWcASTNAZoy397tPEkLgaXV7cNo6OtT0v6U3Sfr8lhDzvhtRF/noR+5Q6mZDRxMSexzKYssX7Z9R51xdas+RppR00aVRn6clPQtSrPk/4+yM+EdwALbC2sNDFDpLv83wKso864dWwG72963lsBGUfnL+GpgDrC085qUtDewfWcUX7eugmECtqTMt5uyXfe+hhTkWkfS14AnU7bBdgYcbtqZyXUa+uRe7XHdE/gB5Uy662oOqTUkbUdZ/H0+5U1/FnBMExbXqvn/+ZSGF//cdde9wHnV7qloKUk3UP6INy6BqSElf9uQ3B9h/Wp540uVVguA76KcUXlUtUVqtxQ9mhqlmuG0qj5pvBbY1fZHJe0MzLHdqPMbJH0TeIerNptNImmO7buqbbAbsH3LQOIY9uQ+bCR9g3I23Rts71mdOn+x7fn1Rrah6lPRMbZ/Vd3eBvik7TfVGlgXSc+kbN3bhTL32vmj3rhprmEg6T8pUzLPs/2X1f/5Wbb3qTk0YMRi5eMon9wuY2STlqZtfa6tr/PQL6gOoSfbfrWkIwBs36+6TmGb2FM6iR3KiWLVXHGTnEjpS7qS5i32jjAkNXCe7tIW8EpY93/epB6ly4AdgB+OOv5syhnVjaGa+zonuQ/eg9WbvNNd/sl0jTwaZhNJ23Tmr6sdP017zfza9g/qDmIidReRmoQ/VNuLO6/P2ZSRfFMcArx3dOkGSb8FPkj5Y98UtRbea9ob9Y/BhyhbN3eWdBLwTEqH9Cb6JHBRtWsGShnYxTXG08t5Kh2jTmXkx/Mr6guppw+xYQ2cuTXGM5bPAKcB20taTNkK+f56Qxphbq+aPLZXNPD3WWvhvVYl92oBY57tc6rR8aZNqZUh6VDgIttnSVpJ2Vooypz2f9ca3Bhs/1cV63Mpsb7C9vU1hzVa54Sw7pNsDDyvhljGU2sRqYlUnySutn1S9X9+IOX//FDbN9Qa3Eibj3PfFgOLYhxNKbzXmuQu6S3AUZROTE8GdgI+T3mRNsHrgP+Q9Dvgx5SPZz9uamLvsL2qKvGwOZSyxbZvrTmsdWw/t+4Y+lRrEak+fIkyXXQF61+fl7h57SAvl/QW21/sPijpSMq6SxM0ovBea3bLSLqK8rH30q5T5ded+t0U1UfH/auvZwBPoqyi/02dcfWi0qPyk5R63msoO1JusL1HrYExYnTUk+1PDSqWftRdRKofVYz7sv71uQ/wC8ogpBH1hFQ6WJ1GObu3k8wXUNYyXj7I3Sj9Uk19nVszcgcecOlwBICkTWlQ6dcO2z+XtDnlI+QWlBFxIz5O9vBRyvTRObb3VilXe0TNMXU8buKHNIft31GSexM7GgHrYjxf0uWUInzPBN4AHFRrYF1s3w3sX70WOzWOvmf73BrD6kmj+jpLGmhf5zaN3P+V0vHkDcDbgb8DrndDej9Kei9lpD4buBG4pPq6pqqP0zidglGSrqas+j8i6bKmnNo/DJpSRGoi1ZTR/pS94w8AnQR/cRNHw8NANfd1blNy3wQ4kpEfe7/UlNOTJf0EuI/SXu8iyvTRr+uNanySzqE0lvg4sB1lamafQb0420DSs8e73w0pSS3pPuAnlHWqC23/n5pDGnqSrra910THZuznNyT3/VGo9ol35jP3Ax4LXE3ZRfOVOmPr1lk0VWkwfj+l1+5rKU2IT2pCbZmYXtXe9r1Y//rcjVLJ8mLK6L1x0x5NJ+k0Sq/cr1WHXkcpvHfoQH5+W5K7pJdQ5ohHn4beqNoysG494GnAAcBbKXU8ZtUb1XqSrrD91Or6t22/su6YhlVTikhNVrVweRjl7N9GvT6HRVW64cOUrladvs4fGlRRuzYl99XAK4BrmzIV063aebI/ZZFqD2AVZXrmIsrIfW2N4Y0g6cquHUfrrjfRGLtmfg2sdOk2X6umFJGaiKSnsH7Uvj9l98nFrN+y29iG7tFbm3bL3AZc18TEXvlbyhvlPZTE08RGDR0e43oTLai+vlPdPpiyGPg2Sd+0/a+1RQZ0qhbavqXOIlJ9+Crl9fkD4APdf3SqEWj0SQ3p69ymkfs+lGmZCxh5Gnqj9jsPA0kPU8ooi7JN83edu2jYVJekM4FXdvYQS3os8C3g5ZQ/orvXGV9HjyJSz6bUlhlInZGJSDrR9pE9ju8M/MANaq3YdGpIX+c2jdwXU3ajbE75SBlTNGTzq09iZLu6PwC7VNU2m1SQrdYiUn2YpdLdaJHtRwAk7U5psffhWiMbPk9gfV/n11BTX+c2Jfdtbb+w7iBi4L4OXFLV7wB4KXBytdOnSXVwai0i1Yc3Al8AvqHSQ/XplPaFb7PdyB6qTeWG9HVu07TM8cC5ts+qO5aJDEld76EhaQFloVrAj5q0+Ne14Dsf+CtKfZF1RaRsv62m0HqS9O/AUym7zl5l+5KaQxpKakBf5zYl93spjX0fpHw0h4bND8PIut62m1zXe2hUe7R3oOuTaFOKm0n64Hj3227ElIekz7K+QfZrKPuz11WDdBpP900N6evcmuQ+LKpyqs8Dzu/abnhNU/c7N52kt1OaNNxN6cTU9P3jtRSRmoikRePdb3vJoGIZdmpIX+c2zbl39pIfUN08381sOt3out5D6BhKg/FGnzVbdxGpPlxNqeee0d5Gsr1J3TFAi5J7Nee+D3BSdegYSc+yfWyNYfXS9Lrew+Y2yklLTXcC8K5RRaS+SDlhqAmGpZ579Kk10zKSrgHmd23jmgVc2bSP58NQ13uYSDqRUgflezT4/Ia6i0j1YxjquUf/WjNyr2wN/LK6/vga4xjTMNT1HjK3Vl+PptnnN/xM0gcYWUTq5hrj2cAw1HOP/rVp5L4Q+BfgPMqI+ADgONun1BpYZVjqesfMqLuI1ERSz31mqMa+zq1I7lUt98OAH1I+SopSL70xL8phqes9bCSdR48/mrab1iC70VLPffqpq6+z7SdXa2yftz2Qvs6tSO4Aki60fcDEj4w2kfS0rpubA6+k7Eh6T00hjdCUIlITST336aea+zq3Kbl/gNJY4hus32OK7V+O+aQBGta63sNI0gW2x/2kNChNKSI1WannvvEkXWr76Z2y2VUfhysG9V5v04Lqm6rLo7uOGfjTGmLp5Zjq8iW1RtEyVXerjk0oTVCeUFM4vTSiiNRExqnn/lnK1siYvAtUeidvIekFlL7O35ngOdOmNSP3YdLwut5DRdLNrD9t/iHKDpSP2P5RrYH10FVE6t8oMQ6siNRERu1vv6gpTUSGWd19nVuV3CXtTynS011j5L9qC6iHptf1junXhCJSE5F0AqUWyjmD2s0RM6s1yb2qRf1k4CpKjREoc9mNKngk6UZg/9F1vW3vVm9kw0nS4cAZtu+V9H5KRcP/x/YVNYcGNKeI1EQk7UfZz34gpfjeWZTf69W1BjbE6u7r3KbkfgOwe9NrY0haDrzYVZs9SY8Gvm/7+fVGNpw6RdckPQv4OKXi5nttP73m0IDmFJGajGrA8ULgxcBTKBUiz7C9tNbAhkzdfZ3btKB6HWXx6q66A+mlq673HcClVXOJdXW9awts+HU+pR0M/Kft0yV9qMZ4RmhKEanJqD5Vnlx9dbab5izVyau1r/PQJ/euMz8fB1wv6TJG1hhpxD5iSnwAN1VfHaf3eGz07w5JXwCeD/xLNb89dAm1bl2Dj55sLx5ULC3yHuD7kmrp6zz0yZ3yMbzxRjdlaGpd7yH0Ksqo8hO2fyVpDqVfaUzO4yZ+SExSrX2dh37OXdKfATvY/vGo4wcAd9i+qfcz6zG6rjfQtLreQ6eq27IzI3dJNWJBNf54SVphe0FdP78NI/dPA+/tcfx31X0vHWQwfWh6Xe+hIumjwN9Spro6IxVTul1FnyR9ZtQhUwYe5zXxnIEhcY6kF7qmvs5tGLlfZ3vPMe4bWB2Hfg1DXe9hUm0t/avO7qOYmjHa7G1Lmfb6hu1PDzai4Vd3X+c2jNw3H+e+LQYWRf8aX9d7yFxHqeO/puY4htpYPVIlfZ5y1uqnBxpQC9iudR2jDcn9cklvsf3F7oOSjgRW1hTTeN5Eqet9Kuvrer+x1oiG28eBKyVdRzN3SQ012/en3+/U1dnXuQ3TMjsAp1E++nSS+QLK6vTLU7el3SStAr4AXAs80jne1GqLw6SqYvh64BW2m7Z21Xg9+jofAawcVF/noU/uHZKeSznNG2BV0+pPD0td72HTpPK+w6yaHx6dDO4HLgDeafvOwUc13Oru69yGaRkAqt0n59UdxziewTh1vWPKVkr6OKUYV/e0TLZCTkLd88MttjU19XVuTXIfAkNR13sI7V1d7td1LFshowk+RlkPGtHXeVA/vDXTMsOkyXW9I2LjNaGvc5L7AA1DXe9hJOlgYA+6tsXa/kh9EUXU39c50zIDMqqu94ebWtd72FT7sB8DPBf4EmW0lCqbkyRpK9u/GdW2cJ2m9CIeMmdL+l/U1Nc5I/cBGca63sOgq5575/KxwKm2X1h3bMNE0ndtv2RU28IO225KL+KhUf0uRxvY7zIj9wEZxrreQ+L+6vJ3kp4I3APsWmM8Q6lK7AKebfvWuuNpA9u1vg6T3GPYfVfS1pTF6Ssoo84vjvuM6Mm2JZ0GPK3uWNqizr7OmZaJ1qgWrDe3/eu6YxlWkv4D+Krty+uOZdjV3dc5yT2GkqR9gNs6W8skvQF4JXAL8KEsAE6NpOuBP6f8Hn/L+jWhgZxV2SZ193XOtEwNJO0CzLN9jqQtgE1t31t3XEOm01qv05jleODtwHxKzfzDaotsuL247gBapNa+zknuAybpLcBRlFrZTwZ2Aj4PHFhnXENoVtfo/NXACba/DXxb0lX1hTXcbN8CIGl7xi+nHWNoSl/nJPfBOxrYl1JfBts/rd5IMTmzJG1q+yHKH8ajuu7L63qKqhK1nwSeSKmRvwtwA+UksehPI/o6500weA/YfrBTI7sqq5qFj8k7GbhA0n9TtkP+ENb11M2C6tR9lFKn5xzbe1fVVo+oOaZhcwfj9HUeVBDZez14F0h6L7CFpBcA3wS+U3NMQ8f2YuAfga8Cz+patNqEMvceU/MH2/cAm0japKq2Or/mmIbNp4Fea2idvs4Dkd0yA1YVFDoSeCFlJ8KZwJfqWlGP6CbpHOBQSoer7ShTM/vYTgP3PjWlr3OSe0QgaTPbD0jaEvg9ZeDxWkoN8pOq0Xz0QdJq23822fumW6ZlBkzSSyRdKemXkn4j6V5Jv6k7rvijd3F1+XnbD9t+yPYS259JYp+0y6tdcSMMuq9zRu4DJmk18Arg2kzFRFNUDcb/Dfhn4N2j77d96sCDGlJN6euc5D5gVVeWAzt9FSOaQNKzKNMwr6L0Gehm228afFTDre6+zknuA1adNv9RSuPh7hMbPlVbUBEVSUfaPrHuOGLjZZ/74C0G7qOc/ffommOJGMH2iZL2BHZnZGergVQyjOmT5D5426aRRDSVpA8Cz6Ek9+9Tas38CEhyHzLZLTN450hKco+mOoxSzuEXtt8I7AVsVm9IMRVJ7oN3NHCGpN9X2yCzFTKa5P5qsf8hSVtRTmJKi70hlGmZAbP9uLpjiBjHiqqz1Rcp2/juIw3Hh1J2y9Sgqrx3QHXzfNvfrTOeiF4kzQW2sn1N3bHE5GVaZsAkHQ8cA1xffR1THYuojaRdJD2+6/ZzgX8Ani8pu7qGUEbuAybpGmB+5yQmSbOAK9PGLOok6VLK2ZN3SpoPnEMpHvYUSqXIN9cZX0xe5tzrsTXQ6SL0+HEeFzEoW9i+s7r+OuDLtj9ZVTG9qr6wYqqS3AfvY8CVVRkCUebej6s3pAjUdf15VK9J2490GsvEcElyH6BqFPQIpdPNPpQ31D8NqpBQxDjOlbSU0sx5G+BcAElzKAWwYshkzn3AJF1o+4CJHxkxOCrD81cDc4Cltu+oju8NbG/7zDrji8lLch8wSR+g9Pz8BvDbznHbvxzzSRERk5TkPmCSbu5x2LZzFmBETJsk94iIFsqCag0k7Q/Mpev3n5Kq0RSStgCeZPvGumOJqcsZqgMm6WvAJ4BnUXbM7ENpwRVRO0kvpexrP6O6PV/S6M5MMQQyLTNgkm4Adk//1GgiSSsp+9zPt713deyanEE9fDJyH7zrgCfUHUTEGB6y/eu6g4iNlzn3AZH0HcDA44DrJV3GyB6qL6srtogu10l6DTBL0jzgHcBFNccUU5BpmQGR9Ozx7rd9waBiiRiLpMcA7wNeSDmD+kzgo7Z/X2tgMWlJ7gMi6c+AHWz/eNTxA4A7bN9UT2QR0UaZlhmcTwPv7XH8d9V9Lx1kMBHduqYNe8q04fBJch+cub062theUXW8iajTJ+oOIKZXkvvgbD7OfVsMLIqIHrLm0z7ZCjk4l0t6y+iDko6kNCKOqE1V7hdJ10q6puvr2qp7WAyZLKgOiKQdgNMotbE7yXwB8GhKe7PUdI/aSJpj+y5Ju/S63/Ytg44pNk6S+4BVjYf3rG6usn1unfFEjCbpCcC+lAXWyzPwGE5J7hGxjqQ3A/9M6cQk4NnAR2x/udbAYtKS3CNiHUk3Avvbvqe6/SfARbZ3qzeymKwsqEZEt9uBe7tu3wvcVlMssRGyFTIikPSu6uodwKWSTqfMuR8CXFZbYDFlSe4RAaWgHcBN1VfH6TXEEtMgc+4RsQFJj6P09r2v7lhiajLnHhHrSNpT0pWUvgOrJK2UtEfdccXkJblHRLcTgHfZ3sX2LsA/Al+sOaaYgiT3iOi2pe3zOjdsnw9sWV84MVVZUI2Ibj+T9AHga9Xt1wE31xhPTFFG7hHR7U3AbOBUSi2k2cAba40opiS7ZSIiWijTMhGBpGXj3Z9OTMMnyT0iAJ5BKTNwMnAppWhYDLFMy0QEkmYBLwCOAJ4CfA842faqWgOLKcuCakRg+2HbZ9heBOwHrAbOl/T2mkOLKcq0TEQAIGkz4GDK6H0u8BnKrpkYQpmWiQgkLaF0CPsBcIrt62oOKTZSkntEIOkR4LfVze6kIEoBsa0GH1VsjCT3iIgWyoJqREQLJblHRLRQkntERAsluUdEtFCSe0REC/1fjasAg5CIaiAAAAAASUVORK5CYII=", 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" ] @@ -1479,7 +1479,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 22, "id": "537673a6", "metadata": {}, "outputs": [ @@ -1498,7 +1498,7 @@ "dtype: object" ] }, - "execution_count": 28, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" } @@ -1507,17 +1507,203 @@ "df.dtypes" ] }, + { + "cell_type": "markdown", + "id": "98dc1852", + "metadata": {}, + "source": [ + "### Grouping users by hour" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "c42e6a6d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "hour_groups = df.groupby('hour')\n", + "hour_groups['hour'].value_counts().plot(kind='bar')" + ] + }, + { + "cell_type": "markdown", + "id": "091e1aff", + "metadata": {}, + "source": [ + "The distribution plot of hour_groups shows that majority of the users interacted with the advertisements at the 15th hour of the day(3PM)" + ] + }, + { + "cell_type": "markdown", + "id": "21d48c27", + "metadata": {}, + "source": [ + "### Grouping Users by day" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "a5da0de0", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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JEyWdLulqSUvr1h9I+qikLQfSUMKau6T5wIPAtlRHmFwOzKfa5vXSiDilwbwXSHqK9QdQGzq42nbAb4GIiB0bCesgaUlEvKE+/0VgN+Ai4Hhgt4j44wbzXiBpWUQcXJ+/EvhfEXFZ/Y98dkS8pcm+IZJ+CfwUOAr4IXAJ1Qtqv2s0rIukm6jadgI+SPVnPh84BvhARBzVYN4LJF0E/ILquXwf8CTwY+Avgcsj4isN5r1A0iXAWmAu1bG2oDrG1qnArhFx0rhHRET2J+D2+quAX7H+Py0BS5vu6+j8CvBPwJ4dy+5ruqur8bbO5xXYsqXP5YqO87d2XdamztvqrzsApwBXAWuohucxTfcN8+f+wHCXNX3q/rMFbq6/bg0sb7qvo2vFCJfdM4iGIjbLDInqmbuq/jr0fWt+NYmIjwP/A7hE0p9K2oIW9dV2knSCpP8IbB0Rz0L7nkvgu5IulvRy4DJJsyTtK+k/Aw80Hddh6O/iUxHxzxHxLqrfLm8B2vTxk89LOlDSm4DtJE2DapMX1fGh2uJZSQcASHoD8DuAiHiGdv39fELSifW/ceCFTUonAU8MIqCU97kvkrR9RPw6Ij48tLD+S/BUg10biYjFkt4BnAncSPWWqDa5EXhvff5mSXtGxCOSXkqLPhAhIj4t6UNUmxIOoFpzmwn8K/CB5so28uvuBRHxOPC1+tQWnwS+DzxPtQnuHEmvA3YEPtJgV7dPADdI+ndgS6ojziJpEnBFk2FdZgB/C5wvaWiY7wzcUF827orY5j4SSYqW/pCS9gJeHxFXNd1i1q1+wfqJiFjXdEsnSaJ6/ac1KxsjkbQb1awdaG8pa+5I2gk4Dtib6tezh4BrImJtk13denVK2rlNnTk/l7hzsw3TeTXw/5rs6mFH4GhJrX4+h0TEY53fS3pnRFw33o9bxDZ3SX8MLAGOoHr3yUuo9gJbXF/WCjl05tAI7kxthM4lmXS26vkcxQWDeJAiNstIWkH1Adxru5bvAtwSEQc2EtYlh84cGsGdqbkzLUnDffKcgKMi4iXj3VDKZhnR+5Xy5+n9Yd1NyaEzh0ZwZ2ruTOutVPsLdL+gLuCwQQSUMtxnU/36eC3VzkwA+wLvBP66saqN5dCZQyO4MzV3pnUz8NuIuLH7gvq3j3FXxGYZeOHXsmOpXgwS1V5h10TEQN5T2q8cOnNoBHem5s6yFDPcu0n6w4ho0/tee8qhM4dGcGdq7kxr0J0lD/cXjpHSZjl05tAI7kzNnWkNurOIt0IOo00vrowkh84cGsGdqbkzrYF2ljzcT286oE85dObQCO5MzZ1pDbSziOEu6b2qPq/wBRGxsKme4eTQmUMjuDM1d6bVhs4itrlLehr4DfADqgNJXdO242FAHp05NII7U3NnWm3oLGLNHbgbmArcBJxFdbyWr0l6e7NZG8mhM4dGcGdq7kyr8c5S1tw3eBW6Pjzt+4GTgckRsU9jcR1y6MyhEdyZmjvTakNnKcP9toh4/TCX7RcRvxh0Uy85dObQCO5MzZ1ptaGzlOF+RET8qOmO0eTQmUMjuDM1d6bVhs4ihnsnSbtSfSpcq3dFzqEzh0ZwZ2ruTKupziJeUFX12ZnzJK2h+mzKWyWtrpdNaTjvBTl05tAI7kzNnWm1ojNa8EnhYz0BPwVOAiZ0LJtA9VmFNzfdl1NnDo3udKc7Rz8VsVlG0r0RMXVTLxu0HDpzaAR3pubOtNrQWcrx3BdLOh+Yy/pjPO8DnArc1ljVxnLozKER3JmaO9NqvLOUNfetgNOA6Wx4jOcFwAUR8UyDeS/IoTOHRnBnau5Mqw2dRQx3MzPbUBHvlulF0pKmG/qRQ2cOjeDO1NyZ1qA7ix3u+BjPKeXQCO5MzZ1p+XjuiVzZdECfcujMoRHcmZo70xpoZ3Hb3L3XWjo5NII7U3NnWt5DdQxasTdYH3LozKER3JmaO9NqRWfTe3KVsjdYKZ05NLrTne4c/VTEZpk27A3Wjxw6c2gEd6bmzrTa0Ok9VAcrh84cGsGdqbkzrcY7S1lz77U32IPA92n/Xmut6syhEdyZmjvTakNnEcPdzMw2VMS7ZQAkHSvpNEn7dS3/cFNNveTQmUMjuDM1d6bVdGcRw13S54FPA68F/rekj3dcfGYzVRvLoTOHRnBnau5MqxWdTb9lKNHbjn4GTKzP7wxcBXy5/v62pvty6syh0Z3udOfopyLW3KmexOcAImIt8B5gR0nfAbZqMqxLDp05NII7U3NnWo13ljLc/03S24e+iYh1EXEasAJ4dXNZG8mhM4dGcGdq7kyr8c4i3i0jaVuAiHi6x2V7R8QvB1+1sRw6c2gEd6bmzrTa0FnEcAeQJOAwqveUBvAQsDBa9gPm0JlDI7gzNXem1XRnEcNd0jHA+cC9wND/iJOBVwAfi4hrm2rrlENnDo3gztTcmVYrOgfxqu14n4DlwJQey/cHljfdl1NnDo3udKc7Rz+V8oLqRKoPn+32S2DLAbeMJIfOHBrBnam5M63GO0s5cNiFVMdLnseGB+mZAVzQWNXGcujMoRHcmZo702q8s4ht7gCSDgLey/qD9KwCFkTEXY2GdcmhM4dGcGdq7kyr6c5ihruZma1XxDZ3STtK+oKkf5Z0ctdl5zfV1S2HzhwawZ2puTOtNnQWMdyBi6h+7bkUOFnSpZK2ri87vLmsjeTQmUMjuDM1d6bVfGfTbxlK9Laj27u+/zTwf4DdgCVN9+XUmUOjO93pztFPpbxbZmtJW0TE8wARMVvSKuAmYPtm0zaQQ2cOjeDO1NyZVuOdpWyW+T5wVOeCiJgLnAX8rpGi3nLozKER3JmaO9NqvNPvljEzK1Apa+5mZtbBw93MrEAe7mZmBSp6uEuaJmnvpjtGk0NnDo3gztTcmdYgO4t+QVXSXOAQ4J6IOKnpnuHk0JlDI7gzNXemNcjOoof7EEk7RMRTTXeMJofOHBrBnam5M61BdBYz3CVtARARz0vaCngNcH9EPN5s2cgkfSwiWnNMjG6StgcOBH4e1ae4t0L9Z/xs1H+BJR0JvAG4KyJ+0GhcB0mHRMTSpjv6IWlf4MmIWCtpCjANuDsi7my2bGOSplEdQvc54N6IuLvhpI1I/pi9MZN0PPB14Hngo8CngN9QDaU/iYjvN1e3nqT/2r0IOAf4PEBEfGngUV0knR8RH6vP/z7wLeDfqD4e7PSIuKrJviGS7gCOiIgnJH0COAG4Cng7sDgizm40sCZpHXAfcAlwSbTssLRDJJ0NnA48A/wD8BdUu8sfDlzQhr+bAJLeDnwRWAu8kapxF+BZ4JSIeHD4Ww+O/DF7yY7jcBvwUqqPsHoSeGW9fD9gUdN9HZ1PAd8G/jvw2fr0xND5pvvqxiUd528A3lCff3nLnss7O84vAratz08Eljbd19F2G9VvkbOBlcAdwNn0+Ai2hjuXAdtSHfvkKWBSvfwlnc9106f6+Rxq2x+4rD7/TuDapvs6Ov0xe6lExK8i4j7ggYhYUS/7Be16R9DBwASqfzB/HxGfA56IiM/V59tmx4hYAhARP6dqb4snJb2mPv8osE19fiLt+jOPiLgzIj4dEa8APgLsAfxY0v9tuK3Tuoh4mmqN+GngMYCI+E2TUT1MiIg19fkHqFbgiIjrqDZ/tIU/Zi+VjoP0fLhj2QRgq+aqNhQRDwDvkzQduE7Sl5tu6uFVkpZSbTKaImmXqDZ9bEG7PqPyo8A3680zq4FFkm6keifC5xst25A6v4mIhcBCSWcBb2smqaclkr5FteJxPTBX0tVUx0dp06akRZIuoGqcDvwIQNJ2tGvlwx+zl4KkNwE/i4h/71o+Bfj9iPiXRsJGIOklwLnAmyOiNf/IJe3XtejhiPidpN2Bt0XE95ro6qX+z/sYqtdWhtaUrol2vfD7nyLiW013jEbSROBEqhf+vgu8GTiZau34q21Zg5e0JdVvPwdRbeK6MCLWSdoW2KP+bb0VJL2a6j8gf8yemZml0aZtk5tN0k6SzpN0t6TH6tPyetnOTfcN6ep8vI2dmT6X7hyjHP5uwgady9v8fI5E0kDeqlvEcAfmU73r5IiI2C0idgOOrJd9p9GyDXV27trSzhyfS3eO3XB/N9fSzs4j2/x8SnrDMKc3AocOpKGEzTKSVkTEKzf1skHLoTOHRnBnau5Mq96/4Ua6XlCvHR4R2453Qylr7r+Q9ElJew4tkLSnpL9k/SvVbZBDZw6N4M7U3JnWcqqd/o7sPlG9dXfclTLcT6La+eLGenvh41RvkdoVeH+TYV1y6MyhEdyZmjvTOpfh5+vHBxFQxGYZMzPbUClr7huRdEXTDf3IoTOHRnBnau5Ma9CdxQ532rUr8khy6MyhEdyZmjvTGmhnycP9tqYD+pRDZw6N4M7U3JnWQDu9zd3MrEBFrLlLWiLpM5IOaLplJDl05tAI7kzNnWm1obOI4U51sP6dgRskLZT055Je1nBTLzl05tAI7kzNnWk13znIA9iP14kNP2DirVSfgPIrqg+bmNl0X06dOTS6053u7KOh6Sch9RPZsWwCcBxwUdN9OXXm0OhOd7pz9FMRL6hKmhcRM5ruGE0OnTk0gjtTc2dabegsYribmdmGSvqYvVex/lNPAniI6lNPljca1iWHzhwawZ2puTOtpjuLeLdMfUS4eVSH11wI3Fqfv0TS2U22dcqhM4dGcGdq7kyrDZ1FbJaRdA9wcEQ827V8K2BZRExtpmxDOXTm0AjuTM2dabWhs4g1d+B5oNd7SPeqL2uLHDpzaAR3pubOtBrvLGWb+yzgekn3sv6A/fsCrwDObCqqh1m0v3MW7W8Ed6Y2C3emNIuGO4vYLAMgaQvgMKoXLwSsAm6NiHWNhnXJoTOHRnBnau5Mq+nOYoZ7N0kzI2JO0x2jyaEzh0ZwZ2ruTGvQnaVsc+/lo00H9CmHzhwawZ2puTOtgXaWPNx7fep4G+XQmUMjuDM1d6Y10M6SN8tMjohVTXeMJofOHBrBnam5M61BdxYz3JveG6xfOXTm0AjuTM2daTXdWcRmmTbsDdaPHDpzaAR3pubOtNrQWcSaexv2ButHDp05NII7U3NnWm3oLGLNnRbsDdanHDpzaAR3pubOtBrv9B6qgzWL9nfOov2N4M7UZuHOlGbhPVTTaHpvsH7l0JlDI7gzNXem1XRnMcPdzMzWK2Kbu6RDJN0s6UFJcyTt0nHZwibbOuXQmUMjuDM1d6bVhs4ihjvVJ4ufC7wWuAf4iaQD6su2bCqqhxw6c2gEd6bmzrSa7xzEp3CP9wm4vev7I4F7gcPp8Snk7sy70Z3udGcfDU0/CYmeyDuAnbqWHVI/mY813ZdTZw6N7nSnO0c/lbJZ5m+BV3cuiIilwNHA9xop6i2HzhwawZ2puTOtxjv9bhkzswIVsROTpInAacAJVHuFDR2k53LggujaBbgpOXTm0AjuTM2dabWhs4g1d0mXAGuBuVQ7CgBMBk4Fdo2IkxpK20AOnTk0gjtTc2dabegsZbiviIhXDnPZPRFx4KCbesmhM4dGcGdq7kyrDZ2lvKD6hKQT6919gWrXX0knAU802NUth84cGsGdqbkzrcY7SxnuM4D3AY9IukfV4TZ/BfxRfVlb5NCZQyO4MzV3ptV4ZxGbZTpJ2o3q53q06ZaR5NCZQyO4MzV3ptVUZylr7kjaUdIBEfFY55Mo6ZAmu7rl0JlDI7gzNXem1XRnEcNd0vuBu4FLJS2T9KaOiy9upmpjOXTm0AjuTM2dabWis8lddFOdgNuBverzh9VP6h/V39/WdF9OnTk0utOd7hz9VMROTMCEiHgYICIWSjoSuELSZKqdB9oih84cGsGdqbkzrcY7i9gsAzyl9YfTpH5SjwCmAwc3FdVDDp05NII7U3NnWo13lrLm/id0/UcVEU9JOg54fzNJPeXQmUMjuDM1d6bVeGcRb4WUpBjlB+nnOuMth84cGvttcGf/3JlWGzpL2Sxzg6SPS9q3c6GkrSQdJWku1TEdmpZDZw6N4M7U3JlW452lrLlvA3wY+ACwP9UBe7YBJgDXAl+NiNub6huSQ2cOjeDO1NyZVhs6ixjunSRtCewOPB0RaxvOGVYOnTk0gjtTc2daTXUWN9zNzKycbe5mZtbBw93MrEAe7lYcSedK+osRLj9e0kFjfIz7Je0+ynU+NZbHMBsLD3d7MToeGNNw75OHuzXGw92KIOnTklZI+iHwynrZRyTdKukOSZdK2k7S7wHvBf5e0u2SDqhPV0taLOnHkl7V4/53k3StpNskfR1Qx2X/Wt92maSZ9bLzgG3rx/hmveyDkhbWy74uacIAnhp7kfK7ZSx7kt5IdRjVN1MdUmMJ8DXgooh4rL7O3wCPRMRXJF0MXBER360vux74aETcK+nNwBci4qiux/ifwKMR8VeS3g1cAUyKiEcl7RoRj0vaFrgVeHtEPCbp1xGxfX37VwN/R3VkwGclnQ/cHBH/NL7Pjr1YlXJsGXtxeytwWUT8FkDSgnr5a+qhvjOwPXBN9w0lbQ/8HvAd6YWV8a17PMbbqD4ijYi4UlLn52D+qaQT6vP7AFOBx7pufzTwRuDW+nG2BVb3/yOabRoPdytFr19BLwaOj4g7JH2I6qh83bYA1kbEoZvzGJKOAN4B/IeI+K2kH1HtibjRVYG5EXFOH49jNmbe5m4luAk4QdK2knYA3lMv3wF4uN5D8AMd13+qvoyIeBK4T9KJUB3MSdLr6vMnSPpCx2N8oF7+B8Au9fKdgCfqwf4q4PCOx3m2fmyA64H3Sdqjvo9dJe2X6Oc324iHu2UvIpYA36b69JtLgR/XF/034BbgOqpPwhkyD/hE/eLoAVRD+zRJdwDLqI65DXAA8GR9/nPA2yQtAY4BHqiXXw1MlLQU+Gvg5o7HmQMslfTNiLgL+AxwbX3d64C9Evz4Zj35BVWzYUj6F+DPI2JN0y1mm8rD3cysQN4sY2ZWIA93M7MCebibmRXIw93MrEAe7mZmBfJwNzMrkIe7mVmB/j9qXDHMICe5KgAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "day_groups = df.groupby('date')\n", + "day_groups['date'].value_counts().plot(kind='bar')" + ] + }, + { + "cell_type": "markdown", + "id": "60b7a082", + "metadata": {}, + "source": [ + "The distribution plot of the day_groups shows that majority of the users interacted with the advertisement on 03/07/2020" + ] + }, + { + "cell_type": "markdown", + "id": "844829a0", + "metadata": {}, + "source": [ + "### Bivariate Analysis" + ] + }, + { + "cell_type": "markdown", + "id": "7b1bd68e", + "metadata": {}, + "source": [ + "DATE VS HOUR PLOT" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "id": "385a3b01", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from eda_plot import Plot\n", + "plot = Plot()\n", + "plot.plot_scatter(df, 'date', 'hour', 'Date vs hour', 'hour','date')" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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OLRvQILYyR43/OLSMP/rns+upDalfu0YEshGRynJCChszmwScBwx1zhUV2118yJeF2YaZ1QXmA5l4c25Ki3FEHDNbbWa5/uOtMs5dUrxf4RUss0Jy6h0SN9fMRpT3upxzc5xzrzvnVjrn5uPNDzoDuCzMuXHOPeOcS3bOJTdp0iRck0pxWqNa3Hzh6cH3NWOq8efLz6JLq/gTlkNV1SqhNrf2+v5DYq3q1fjbz1vT8pSWEcyqajijUQzX/+T7/05q14hh4mWn07i55tgcr0PxbTlw9qjvN9SKI7/fQzRo1jpiOVUVnU5pwNBu3//3X792de6+NIl6sfrwfbzOadmAy89ODL6Pr1ODP/bvoCF+IlVMpf8ZyMweB4YDfZxz34bs2uo/Nwc2hWxvSrHeDn9+zpv+28udc6FjdbYCTc3MAr02/vydJiFxLgUC/2fICzmueM9MYChY8d4W8IahzQtZ+AAgFegS8j4bb5hcUQmxw8UFwDm3xcw2A+1LahMJpzdpyBVdHT3bJLAj9yCt4mtzRmLtSKdVJTRrfgoje0C/9vHkHCigZXwdWjU/+q/hcuziE0/ntl4xXHZWPHsOFNIqvjZt27SJdFpVQsIp7dmZcjsHzxoGebuxhNY0OO3sSKdVJTSuV4u//Pwsru7Zitz8Q7RuXJfTGtWNdFpVQtP6sTwwuBPXntuaAweLaNO4Lq0S1MsoUtVUamFjZlPwipoLnXNfFdu9Hq+46I+3chpmFgv0Bu4IiREHvIXX43GJc674QNlPgHp4c2YCc19SgLqB9865jWHS+wT4q5nFhhRK/fEWNNhQ7Dp6AucAfwjd7s/PWRfmupf7sV4J2dwfmBcmj8AxjfFWfcsqqU2knN4sntP1ebtSNGt+Cs1KGzApP1j9ZqfRVT+3laJRYmtIbB3pNKqk+rVr0P20hEinUSU1rF2T5Na6tyJVWWV+j81U4NfAVUCOmTX3H/UgOA9mMjDOzIb433EzHW8hgBf9GHF4k+7j8ZaErhsSp6YfJx1vvso0M/upmaUA04A3SloRzfci3gIE082sk5kNwVvaeVKYFdFuADKA98t5+ZOAa83sejNL8gu8FsA//OuqZ2aPmlmKmbU2swvxhtltA/5TznOIiIiIiIivMntsbvGf3yu2/T7gXv/134DawFS84uVT4CL/O2zAW13sp/7rr4vF6QMs9l+PAJ7g+5XIXgduLS0559weM+vvnzsVb7W2x/CKkiC/uBoOTAi3BHQJsV/yv0T0HiARWAVcGtJzVAR0xls8oCFeL83/gF+GXLuIiIiIiJTTCfseG6k4J/J7bERERETkx0vfYyMiIiIiInICqbAREREREZGop8JGRERERESingobERERERGJeipsREREREQk6qmwERERERGRqKfCRkREREREop4KGxERERERiXoqbEREREREJOqpsBERERERkainwkZERERERKKeChsREREREYl6KmxERERERCTqqbAREREREZGop8JGRERERESingobERERERGJeipsREREREQk6qmwERERERGRqKfCRkREREREop4KGxERERERiXoqbEREREREJOqpsBERERERkainwkZERERERKKeChsREREREYl6KmxERERERCTqqbAREREREZGop8JGRERERESingobERERERGJeipsREREREQk6qmwERERERGRqKfCRkREREREop4KGxERERERiXoqbEREREREJOqpsBERERERkainwkZERERERKKeChsREREREYl6KmxERERERCTqqbAREREREZGoV2mFjZndZWbLzGyvmW03s/lm1qlYGzOze81si5nlmdliM+sYsj/BzJ40s6/8/ZvM7Gkza1QsTryZzTKzPf5jlpk1LEeOnc3sfT92ppmNNzML2T/dzFyYx/5yxL7FzNabWb6ZLTez3qW0fcaP+6ey4oqIiIiIyNEqs8fmQuDvwLlAX+AQ8K6ZJYS0uRP4IzAa6AFsAxaaWZy/vwVwit+uM/Ar4HxgdrFzvQh0AwYAl/ivZ5WWnJnVBxYC2f65bwPuAG4PafZ7ILHY41vg5TJiXwlMAR4CugIfA2+Z2alh2g7zz7+ltJiRkpeXx4JVW0hdv52CgoLgazl+u/fu4X8r17Nmwxb25u4LvpbjdyB3G/tX/Zfc79LI27/df/1FpNOqEvbsyOLAyvns++5L9uzY6r9eGem0qobcnfDly5C5POT155HOSkQiJX8vrHkN9mQe+VpKVL2yAjvnLg59b2YjgT1AL2C+3zPyB+Bh59w8v80ovOLmamCac24VMCQkzDozuwN4w8zqO+f2mlkSXjFznnPuYz/OTcCHZnaGc25tCSmOAOoAo5xzecAqP9btZjbJefb4OQeuoRdwOjCyjMu/HZjunHvWfz/azC4BbgbuCol3Gl4B9DPgrTJiRsT6XfmMeflL6taqzm192zLhja9ISoxj8i+r06ZpfKTTi2rb9hXw25e+okm9Gtx2fkv+741v6XlaAx4ZUosWTRqVHUBKVG1PNrH/GcWhBqdR0OMW6i74E4XtLubAxY9Qp3GrSKcX1Wrlbyf239dQ2OhMDnYZRZ33xnEwaRj76t5PXKPESKcX3XK+gf/cCE07wVmD4H8PQJcR0GAC1Gsc6exE5ETLXg0vXwNnXArNO8P7f4WLH4SeN0O1mEhnd1I6kXNs4vzz5fjv2wDNgQWBBn6B8QFeL09J6gMFwAH/fQqQi9crErAE2F9GnBTgQ/+cAe/g9RK1LuGYG4DVgQIqHDOrCXQn5Lp8C0LzMbPqeD1PDzjn0kvJM6LaJMTy2BWd2ZFbwD2vraFB7RqMv+wMFTUVoHlCLaYO68Dm3QXc+fo3NI+rzt0Xt1FRUwGK6jcl9/JpVN+1jrrv3O4VOL3vUlFTAQ7Wa0bupU9RY8ca6r47loMJZ1KQcpuKmooQ3xYumgjZK72ipmlHSL5eRY3Ij1WzjtD3z7D2Ta+oOeNS6DhYRU0pTmRhMwVIAz7x3zf3n7OLtcsO2XcEf97M/cCzzrlDIXG2O+dcoJ3/eltJcUKOC3fu0NxCz90AuAJ4tvi+YhoDMSXEDo17H7DTOfd0GfEC57/RzFLNLHX79hM7FOyw+/61w+FKbirH4HAhR9zLw85KbCvHxszAHQ7Zop/aiuIOHQZ3xE8u6Ge34riikNeHQbdW5Mct9PetO6z/nZXhhBQ2ZjYJOA8Y6lzob23g6H8iC7MNM6sLzAcy8ebclBbjiDhmttrMcv3HW6UcZyVsB29+Twwhc3fMrHdI3FwzG1Ge6zKzC4Brgd+EOU9YzrlnnHPJzrnkJk2alPew47Z+Vz53zF1J07hYHhrckb15h5jw37Ws35ZT9sFSqm37Crh17tecGl+TRwe1Y1tuIQ++s54t23dGOrWoV21PNvX+ezOHEtqz/5LJVN/zHbU+nMiBHZsinVrUq5W/jXpvjaawSSf293+Emru+ptbSKezbmRXp1KJfzjew8B5ofg70Gw/b02HZc5C7I9KZiUgkZK/2em/P/DlccBd8/Tas+Q8cLv5RWgIqbY5NgJk9DgwH+jjnvg3ZtdV/bg6EftpoSrHeDjOrB7zpv73cOZdfLE5TM7NAr40/f6dJSJxLgRr+67yQ44r3zDT1n4v3toA3DG2ec25XyLZUoEvI+2y8YXJFJcQOxO2DtxBBVsgibDHAX83sD865lmHOHxFtEmKZfOXZxNepQecW9WlSrybxdWpoKFoFaJ5Qi2nDz6RpvZqc2qw+jeNq0rReTQ1FqwBF9ZtyYMhMDsedQrWERA7ENeNw3CnU01C043awXnMOD5lFUcNTcXHNOFC/BUUNT9VQtIoQ3xaGPAfxp0PD07xH/OkaiibyY9WsI1z5L2jRDWrFQfOOcEo3DUUrhTlXeX1aZjYFr6i5sPg8Er/42AI86Zx7yN8WizeE7A7n3DR/WxzexHoDLnHO7SsWJwlYA/QKWTzgXLx5NmeWtHiAmd0M/BVoGiiUzOz/gN8BLUOHtplZT2ApXnG2uBzX/SnwhXPuxpBtX+MVRneZWVO+L6IC3sGbc/NsKQseAJCcnOxSU1PLSkNERERE5LiY2XLnXHKk8yiPSuuxMbOpeKuH/QLIMbNAD0aucy7XOefMbDJwt5l9BXwN3IO3EMCLfow4vEn39f04df0haQC7nHMHnXPpZvY2MM3MbsArgKYBb5RRILwI/AWYbmYPAB2AccB97uhq7wYgA3i/nJc/CZhlZp/hFVi/xVuU4B8AzrlteAVckJkVAlvLKmpERERERORolTkU7Rb/+b1i2+8D7vVf/w2oDUwF4oFPgYtCemW6Az/1X39dLE4fYLH/egTwBN+vRPY6cGtpyTnn9phZf//cqXirtT2GV5QE+cXVcGBCmIKnpNgv+V8ieg/ekLNVwKXOuY3lOV5ERERERI5NpQ5Fk8qhoWgiIiIiciJE01C0E7ncs4iIiIiISKVQYSMiIiIiIlFPhY2IiIiIiEQ9FTYiIiIiIhL1VNiIiIiIiEjUU2EjIiIiIiJRT4WNiIiIiIhEPRU2IiIiIiIS9VTYiIiIiIhI1FNhIyIiIiIiUU+FjYiIiIiIRD0VNiIiIiIiEvVU2IiIiIiISNRTYSMiIiIiIlFPhY2IiIiIiEQ9FTYiIiIiIhL1VNiIiIiIiEjUU2EjIiIiIiJRT4WNiIiIiIhEPRU2IiIiIiIS9VTYiIiIiIhI1FNhIyIiIiIiUU+FjYiIiIiIRD0VNiIiIiIiEvVU2IiIiIiISNRTYSMiIiIiIlFPhY2IiIiIiEQ9FTYiIiIiIhL1VNiIiIiIiEjUU2EjIiIiIiJRT4WNiIiIiIhEPRU2IiIiIiIS9VTYiIiIiIhI1FNhIyIiIiIiUU+FjYiIiIiIRD0VNiIiIiIiEvVU2IiIiIiISNRTYSMiIiIiIlFPhY2IiIiIiES9SitszOwuM1tmZnvNbLuZzTezTsXamJnda2ZbzCzPzBabWceQ/Qlm9qSZfeXv32RmT5tZo2Jx4s1slpnt8R+zzKxhOXLsbGbv+7EzzWy8mVnI/ulm5sI89pcj9i1mtt7M8s1suZn1DtOmg5n928x2m9kBM/vczJLKii0iIiIiIkeqXomxLwT+DiwDDJgAvGtmZznndvlt7gT+CFwLrAXGAwvN7Azn3D6gBXCK326N//rvwGzgopBzvQicCgwAHPAcMAv4eUnJmVl9YCHwAdADOAOYDuwHHvOb/R4YV+zQJf4xJTKzK4EpwC3AR/7zW/61f+e3aePHmgn0BXYDZwK5pcWOhPGvrSI9a2/wfVJifSYM6lTKEVJub/4Jtq7yXjfvBJc+Gtl8qpDQn1v9zFYw/dxWHt1bEZEfrNIKG+fcxaHvzWwksAfoBcz3e0b+ADzsnJvntxkFbAOuBqY551YBQ0LCrDOzO4A3zKy+c26v38NxCXCec+5jP85NwId+gbS2hBRHAHWAUc65PGCVH+t2M5vkPHv8nAPX0As4HRhZxuXfDkx3zj3rvx9tZpcANwN3+dseBBY45/4Ycty3ZcSNiPSsvSzbkBPpNKqmravgu08inUWVpJ/bSqSf28qjeysi8oOdyDk2cf75Ap802gDNgQWBBn6B8QFwbilx6gMFwAH/fQpeL8fHIW2W4PW8lBYnBfjQP2fAO3i9RK1LOOYGYHWggArHzGoC3Qm5Lt+CQD5mVg2vN2mNmb3tD9Vb5vf0lBT3RjNLNbPU7du3l3JZIiIiIiI/PieysJkCpAGBP0U195+zi7XLDtl3BH/ezP3As865QyFxtjvnXKCd/3pbSXFCjgt37tDcQs/dALgCeLb4vmIaAzElxA7EbQrUA/4Pr+Dpjze87gUzuzxcUOfcM865ZOdccpMmTcpIQURERETkx6Uy59gEmdkk4Dy84WJFxXa74s3DbMPM6gLzgUy8OTelxTgijpmtBk7zt3/onBtQyrlLivcrvIJlVkhOvYG3QtrcBPyvlNiBbYGC8jXn3CT/dZqZJQO/A94Ic/6ISUqsX+p7OQ7NO4V/Lcct9OdUP7MVTD+3lUf3VkTkB6v0wsbMHgeGA32cc6FzSLb6z82BTSHbm1Kst8PM6gFv+m8vd87lF4vT1Mws0Gvjz99pEhLnUqCG/zov5LjiPTNN/efivS3gDUObF7LwAUAq0CXkfTbeMLmiEmIH4u4ADuEtiBAqHe9enVQ06boSaWJwpdHPbSXSz23l0b0VEfnBKnUomplNwVsIoK9z7qtiu9fjFRf9Q9rHAr0JmS9jZnHA23i9JZc654qvGvYJ3rCulJBtKUDdQBzn3Ebn3Dr/kRlyXG//nAH9gS3AhmLX0RM4h2LD0JxzeSFx1znn9jnnDgLLQ68rJHYgn4N4q8WdUaxNB2AjIiIiIiJyTCqtx8bMpuKtHvYLIMfMAj0Yuc65XOecM7PJwN1m9hXwNXAP3kIAL/ox4vDmoNT349T1h6QB7HLOHXTOpZvZ28A0M7sBb8jXNOCNUlZEwz/HX4DpZvYAXlExDrgvdL6O7wYgA3i/nJc/CZhlZp/hLWTwW7xFCf4R0uZvwMtm9iGwCOiD11vzi3KeQ0REREREfJU5FO0W//m9YtvvA+71X/8NqA1MBeKBT4GL/O+wAW91sZ/6r78uFqcPsNh/PQJ4gu9XInsduLW05Jxze8ysv3/uVLzV2h7DK0qC/OJqODAhTMFTUuyX/C8RvQdIBFbh9TZtDGnzqpndiLeAwBS8wuka59x/y3MOERERERH5npXzs7qcRJKTk11qamqk0xARERGRKs7MljvnkiOdR3mcyOWeRUREREREKoUKGxERERERiXoqbEREREREJOqpsBERERERkainwkZERERERKKeChsREREREYl6KmxERERERCTqqbAREREREZGop8JGRERERESingobERERERGJeipsREREREQk6qmwERERERGRqKfCRkREREREop4KGxERERERiXoqbEREREREJOqpsBERERERkainwkZERERERKKeChsREREREYl6KmxERERERCTqqbAREREREZGop8JGRERERESingobERERERGJeipsREREREQk6qmwERERERGRqKfCRkREREREop4KGxERERERiXoqbEREREREJOqpsBERERERkainwkZERERERKKeChsREREREYl6KmxERERERCTqqbAREREREZGop8JGRERERESingobERERERGJeipsREREREQk6qmwERERERGRqKfCRkREREREop4KGxERERERiXqVVtiY2V1mtszM9prZdjObb2adirUxM7vXzLaYWZ6ZLTazjiH7E8zsSTP7yt+/ycyeNrNGxeLEm9ksM9vjP2aZWcNy5NjZzN73Y2ea2Xgzs5D9083MhXnsL0fsW8xsvZnlm9lyM+tdbH89/9o2++dfa2ZjyoorIiIiIiJHq8wemwuBvwPnAn2BQ8C7ZpYQ0uZO4I/AaKAHsA1YaGZx/v4WwCl+u87Ar4DzgdnFzvUi0A0YAFziv55VWnJmVh9YCGT7574NuAO4PaTZ74HEYo9vgZfLiH0lMAV4COgKfAy8ZWanhjSbBFwGjASSgAeBh81sZGmxI2X8a6sY/9qqSKdRJeneVh7d20r05p+8h1Q4/dyKiPww1SsrsHPu4tD3/gf2PUAvYL7fM/IH4GHn3Dy/zSi84uZqYJpzbhUwJCTMOjO7A3jDzOo75/aaWRJeMXOec+5jP85NwIdmdoZzbm0JKY4A6gCjnHN5wCo/1u1mNsl59vg5B66hF3A6XjFSmtuB6c65Z/33o83sEuBm4C5/27nALOfc//z3G8zsOqAnZRRlkZCetTfSKVRZureVR/e2Em3VB+/Kop9bEZEfptIKmzDi8HqIcvz3bYDmwIJAA+dcnpl9gPehf1oJceoDBcAB/30KkIvXKxKwBNjvxympsEkBPvSLmoB3gPuB1sD6MMfcAKwOFFDhmFlNoDvwaLFdC/x8Aj4Cfm5mzznnNpnZuUAX4JGSYkfC+NdWkZ61ly83e/XdFf/4mKTE+kwY1KmMI6UsureVR/e2Er35J6+o2fK59/7/XQLNO8GlxX/lybHSz62IyPE5kYsHTAHSgE/898395+xi7bJD9h3BnzdzP/Csc+5QSJztzjkXaOe/3lZSnJDjwp07NLfQczcArgCeLb6vmMZATAmxQ+Pehnc/vjOzQuB9YKxz7o1wQc3sRjNLNbPU7du3l5GCiIiIiMiPywnpsTGzScB5eMPFiortdsWbh9mGmdUF5gOZeHNuSotxRBwzWw2c5m//0Dk3oJRzlxTvV3gFS3CYmL8gwFshbW4CAkPLyrqu0XjD8gYCG/HmDj1qZhucc28XP7lz7hngGYDk5ORw+VWKwF8Kr/iH10n1ym/PLa25HAPd28qje1uJAj0z/+8S7/k3R/26kh9IP7ciIsen0gsbM3scGA70cc59G7Jrq//cHNgUsr0pxXo7zKwe8Kb/9nLnXH6xOE3NzAK9Nv78nSYhcS4Faviv80KOK94z09R/Lt7bAt4wtHnOuV0h21Lxho8FZOMNkysqIXa2n19tYCJwhXNuvr//SzPrAvwJOOk+KSQl1o90ClWW7m3l0b2tRM01PKqy6OdWROSHqdTCxsym4BU1Fzrnviq2ez1ecdEfWOa3jwV6461OFogRh9crYsAlzrncYnE+AerhzZkJzH1JAeoG3jvnNoZJ7xPgr2YWG1Io9Qe2ABuKXUdP4By8xQ6C/Pk568Jc93I/1ishm/sD8/zXNfxH8d6rIk7S7xbSGO/Ko3tbeXRvK5Hm1FQa/dyKiPwwlVbYmNlUvNXDfgHkmFmgByPXOZfrnHNmNhm428y+Ar4G7sFbCOBFP0Yc3qT7+n6cuv6QNIBdzrmDzrl0M3sbmGZmN+AVQNOAN0pZEQ3/HH8BppvZA0AHYBxwX+h8Hd8NQAbePJjymATMMrPP8BYy+C3e0tX/APBXc3sfb3nnXLyhaBcA13D0MDsRERERESlDZfbY3OI/v1ds+33Avf7rvwG1galAPPApcJFzbp+/vzvwU//118Xi9AEW+69HAE/w/QprrwO3lpacc26PmfX3z52Kt1rbY3hFSZBfXA0HJoQpeEqK/ZL/JaL34H33zSrg0mI9R8PxhqO9ACTgFTd/Bp4qzzlEREREROR7Vs7P6nISSU5OdqmpqZFOQ0RERESqODNb7pxLjnQe5XFSzucQERERERE5FipsREREREQk6qmwERERERGRqKfCRkREREREop4KGxERERERiXoqbEREREREJOqpsBERERERkainwkZERERERKKeChsREREREYl6KmxERERERCTqlauwMbMOZvaema3y359tZvdUbmoiIiIiIiLlU94em2eBu4BCAOfcl8DwykpKRERERETkWJS3sKnjnPus2LZDFZ2MiIiIiIjID1HewmaHmbUFHICZDQOyKi0rERERERGRY1C9nO1+BzwDnGlmmcB6YESlZSUiIiIiInIMylvYOOfcz8ysLlDNObfPzNpUZmIiIiIiIiLlVd6haPMAnHP7nXP7/G1zKyclERERERGRY1Nqj42ZnQl0BBqY2ZCQXfWB2MpMTEREREREpLzKGop2BnA50BD4ecj2fcANlZSTiIiIiIjIMSm1sHHOvQa8ZmYpzrlPTlBOIiIiIiIix6S8iwesMLPf4Q1LCw5Bc879plKyEhEREZEfpcLCQjZv3kx+fn6kU/lRiY2NpWXLltSoUSPSqfxg5S1sZgFfARcDE/CWek6vrKRERERE5Mdp8+bNxMXF0bp1a8ws0un8KDjn2LlzJ5s3b6ZNm+hd+Li8q6K1c879GdjvnJsBXAZ0rry0REREROTHKD8/n0aNGqmoOYHMjEaNGkV9L1l5C5tC/3m3mXUCGgCtKyUjEREREflRU1Fz4lWFe17eoWjPmFk8cA/wOlAP+HOlZSUiIiIiInIMSu2xMbPbzex2vO+t+TWQDEwF/grUrfz0REREREROLuPHj+fdd9+t1HNMnz6dLVu2VOo5qpqyemzi/OczgB54vTXgfafNB5WVlIiIiIjIyaioqIgJEyZU+nmmT59Op06daNGiRaWfq6ootcfGOXefc+4+oDHQzTn3R+fcH4HuQMsTkaCIiIiISFn+9a9/8ZOf/IQuXbpw00038emnn3L22WeTn5/P/v376dixI6tWrWLx4sWcf/75DB48mLPOOovf/va3HD58GIAFCxaQkpJCt27duOKKK8jNzQWgdevWTJgwgfPOO49XXnmFa6+9lrlz5wb3/d///R8pKSkkJyfz+eefc/HFF9O2bVv+8Y9/BPN75JFH6NGjB2effTZ/+ctfANiwYQNJSUnccMMNdOzYkYsuuoi8vDzmzp1LamoqI0aMoEuXLuTl5Z3guxmdyrt4wKnAwZD3B9HiASIiIiJyEkhPT+ell15iyZIlpKWlERMTw9q1axk4cCD33HMPd955J7/61a/o1KkTAJ999hmPPfYYK1eu5JtvvuHf//43O3bs4IEHHuDdd9/l888/Jzk5mUmTJgXPERsby0cffcTw4cOPOn+rVq345JNP6N27d7DoWbp0KePHjwe8gikjI4PPPvuMtLQ0li9fzgcfeIOfMjIy+N3vfsfq1atp2LAh8+bNY9iwYSQnJ/PCCy+QlpZG7dq1T8BdjH7H8j02n5nZfwAHDAZmVFpWIiIiIiLl9N5777F8+XJ69OgBQF5eHk2bNmX8+PH06NGD2NhYnnjiiWD7n/zkJ5x++ukAXHXVVXz00UfExsayZs0aevXqBcDBgwdJSUkJHnPllVeWeP6BAwcC0LlzZ3Jzc4mLiyMuLo7Y2Fh2797NggULWLBgAV27dgUgNzeXjIwMTj31VNq0aUOXLl0A6N69Oxs2bKiw+/JjU67Cxjn3oJm9BfT2N/3aObei8tISERERESkf5xyjRo1i4sSJR2zfunUrubm5FBYWkp+fT9263tpXxZc2NjOcc/Tv35/Zs2eHPUfg2HBq1aoFQLVq1YKvA+8PHTqEc4677rqLm2666YjjNmzYcET7mJgYDTs7DuUdioZz7nPn3BT/oaJGRERERE4K/fr1Y+7cuWzbtg2AXbt2sXHjRm688Ubuv/9+RowYwdixY4PtP/vsM9avX8/hw4d56aWXOO+88/jpT3/KkiVLWLduHQAHDhzg66+/rpD8Lr74Yv7f//t/wTk7mZmZwVxLEhcXx759+yrk/D8W5R2KJiIiIiJyUjrrrLN44IEHuOiiizh8+DA1atRg0KBBVK9enauvvpqioiLOPfdcFi1aRLVq1UhJSWHcuHGsXLkyuJBAtWrVmD59OldddRUFBQUAPPDAA3To0OG487voootIT08PDm2rV68e//rXv4iJiSnxmGuvvZbf/va31K5dm08++UTzbMrBnHORzkGOUXJysktNTY10GiIiIiIVLj09naSkpEqLv3jxYh599FHeeOONSjtHtAp3781suXMuOUIpHZNyD0UTERERERE5WWkomoiIiIj8aFx44YVceOGFkU5DKoF6bEREREREJOqpsBERERERkainwkZERERERKJepRU2ZnaXmS0zs71mtt3M5ptZp2JtzMzuNbMtZpZnZovNrGPI/gQze9LMvvL3bzKzp82sUbE48WY2y8z2+I9ZZtawHDl2NrP3/diZZjbeQr6xycymm5kL89hfjti3mNl6M8s3s+Vm1rvY/vv969pvZjlm9p6ZnVtW3EjZsnUra77LZnfe7kinUuXs3LqR9I1ZHDhwINKpVDn5W9I5/N1nkU6jSjqYuRL33aeRTqNKKsxapXtbWfZlQ/bqSGdRNe3dAtnpkc5CfuQqs8fmQuDvwLlAX+AQ8K6ZJYS0uRP4IzAa6AFsAxaaWZy/vwVwit+uM/Ar4Hyg+FfCvgh0AwYAl/ivZ5WWnJnVBxYC2f65bwPuAG4PafZ7ILHY41vg5TJiXwlMAR4CugIfA2+Z2akhzdYCv/Ov6zxgPfC2mTUrLXYkbNm6lfkrsxk0bTmff71LxU0F2rl1Iy9+voNfPJvG59+quKlI+VvSqZn2/6g2axBFa9+OdDpVysHMldRInYa9MBSX8W6k06lSCrNWUf3jydiLv8R9879Ip1O17MuGheNhxs8h64tIZ1O17N0Cb98Fs34BW1dFOpsqr169epFO4aR1wr7HxszqAXuAXzjn5vs9I1uAp5xzD/ptauMVN39yzk0rIc6lwBtAQ+fcXjNLAtYA5znnlvhtzgM+BM50zq0tIc7NwF+BZs65PH/bPcDNQEsX5saYWS/gI6CXc+7jUq71U+BL59wNIdsygLnOubtKOKa+f38ucc69U1JsOLHfYxMoaia+txmAGjHGtF+eSbcOCTSs3fCE5FBVBYqaxz7YCkCt6tV4fngHup2eSJ06dSKcXXQLFjWfPeNtqFGHomH/JOaMSyKbWBUQLGpW+H87qhWHGzYda/+zyCZWBQSLmpWveBtiG+KumI617RPZxKqCQFHz5RzvfZ1GMPI/kHhOZPOqCgJFzZpXvff1msOv5kHzTqUeVppj/R6bV1dk8sg7a9myO48WDWtzx8Vn8Iuup/zg85/s6tWrR25ubqXE1vfYlF+cf74c/30boDmwINDALzA+wOvlKUl9oAAI/Gk7BcjF6xUJWALsLyNOCvBhoKjxvYPXS9S6hGNuAFaXUdTUBLoTcl2+BSXl4x9zI7AXSCuhzY1mlmpmqdu3by/p9BVuf6FjVur35ysscsxZvoV9OXmlHCXlsftgdWat2Bl8X3DoMHPTstm/Z0cEs6oaqh/aT7VV877fUHiAaqv/Q37W15FLqoqoUXQAS5///YaCffDVGxzMzohcUlVE9YP7sK9Dehfzd0PGAg7uzoxYTlVG7lZIf/379wd2wrr34FB+5HKqKvZlwddvff8+dyts+BCKCk/I6V9dkcld/15J5u48HJC5O4+7/r2SV1cc/383//rXv/jJT35Cly5duOmmm/j00085++yzyc/PZ//+/XTs2JFVq1axePFizj//fAYPHsxZZ53Fb3/7Ww4fPgzA7Nmz6dy5M506dWLs2LEAFBUVce2119KpUyc6d+7M448/DsA333zDJZdcQvfu3enduzdfffUVAOvXryclJYUePXrw5z//+bivqyo7kYXNFLwP7Z/475v7z9nF2mWH7DuCP2/mfuBZ59yhkDjbQ3tY/NfbSooTcly4c4fmFnruBsAVwLOlxARoDMSUEPuIuGZ2uZnlAvnAGKC/c674cQA4555xziU755KbNGlSRgoVp32rRJ4ZnkTLBrUA6Ns2jnE/a0OrFoknLIeqqu2ppzD9qjNpGlcDgEvPqM8dFyTSJPHUMo6UslQ/NZlDw2Z4f5UF3JkDKfjJrcQmdohwZtHPTu2JG/ZPiG0IgOt8BYe6/pqazdpHNrEqwE5LwQ39J9TyRmO7riM51GUkNRtW3b88nzCJ58CIV6CG3xt+3u3Q/ddQPTayeVUFLbrB1S9Dde9zAn3uhi4jIKbGCTn9I++sJa+w6IhteYVFPPJO2AE75Zaens5LL73EkiVLSEtLIyYmhrVr1zJw4EDuuece7rzzTn71q1/RqZPXM/XZZ5/x2GOPsXLlSr755hv+/e9/s2XLFsaOHcuiRYtIS0tj2bJlvPrqq6SlpZGZmcmqVatYuXIlv/71rwG48cYbefLJJ1m+fDmPPvoot9xyCwC///3vufnmm1m2bBnNm5f20VZOyBd0mtkkvHkk5znniortLj7ky8Jsw8zqAvOBTLw5N6XFOCKOma0GTvO3f+icG1DKuUuK9yu8giU4d8dfECDkzxTcBAQGRZfnuv4HdMErhm4AXjazFOdcVpjzR8xZbU7hmeHwr9QtXN+zBaefqv/JVpSzTj+V6VfB7M+z+W3PxpzSqk2kU6oyqp/em0PDZhCz6hUKut1AbMvOkU6pyrB2fb3i5qs3ONRlFDVaajhPRbEO/b3i5pt3OdR1FDWanxXplKqO1ud5xc2Gj+AnN0Gd+EhnVDWYQZsLvOImcwX0uA5i65+w02/ZHX4ESUnby+u9995j+fLl9OjRA4C8vDyaNm3K+PHj6dGjB7GxsTzxxBPB9j/5yU84/fTTAbjqqqv46KOPqFGjBhdeeCGBP0iPGDGCDz74gD//+c98++23jB49mssuu4yLLrqI3NxcPv74Y6644opgzIKCAgCWLFnCvHneKISRI0cGe37kaJVe2JjZ48BwoI9z7tuQXVv95+bAppDtTSnW2+HPz3nTf3u5cy6073gr0NTMLNBr48/faRIS51Ig8KeDvJDjipe9Tf3ncL0mNwDznHO7Qral4hUmAdl4w+SKSoh9RFzn3H5gnf9Y6s/DuR6vV+qkclabU/hD/ViaNmpUdmM5Jmedfip/ql+DBo3VC1bRqp/em/y4VsQ2aR3pVKoca9eXg3GnUbNZ20inUuVYh/4cbHwmNRNaRTqVqqf1eZDYBWpp8nWFChQ3p/SAWnVP6KlbNKxNZpgipkXD2scV1znHqFGjmDhx4hHbt27dSm5uLoWFheTn51O3rne9IYvqBt+XNI89Pj6eL774gnfeeYepU6fy8ssvM3nyZBo2bEhaWlrYY4rHl/AqdSiamU0Brgb6Oue+KrZ7PV5x0T+kfSzQm5D5Mv4KaW/j9ZZc6pwrPlvqE6Ae3pyZgBSgbiCOc26jc26d/8gMOa63f86A/ngLGmwodh09gXMoNgzNOZcXEnedc26fc+4gsDz0ukJilzg3x1cNqFVGm4hRUVN5VNRUHhU1lUdFTeVRUVOJVNRUDrMTXtQA3HHxGdSuEXPEtto1Yrjj4jOOK26/fv2YO3cu27ZtA2DXrl1s3LiRG2+8kfvvv58RI0Yc0XPy2WefsX79eg4fPsxLL73EeeedR8+ePXn//ffZsWMHRUVFzJ49mwsuuIAdO3Zw+PBhhg4dyv3338/nn39O/fr1adOmDa+84i0e4pzjiy+81ft69erFnDnewhcvvPDCcV1XVVdpPTZmNhUYCfwCyDGzQA9GrnMu1znnzGwycLeZfQV8DdyDtxDAi36MOLxJ9/X9OHX9IWkAu5xzB51z6Wb2NjDNzG7AG/I1DXijpBXRfC8CfwGmm9kDQAdgHHBfmBXRbgAygPfLefmTgFlm9hneQga/xVuU4B/+ddXHG043H8jC6136HdCSMpaSFhERERFPYPWzil4V7ayzzuKBBx7goosu4vDhw9SoUYNBgwZRvXp1rr76aoqKijj33HNZtGgR1apVIyUlhXHjxrFy5crgQgLVqlVj4sSJ9OnTB+ccl156KYMGDeKLL77g17/+dXCBgUCv0AsvvMDNN9/MAw88QGFhIcOHD+ecc85hypQpXH311UyZMoWhQ4ce3w2r4iptuWczKynwfc65e/02hldc3ATEA58Cv3POrfL3X8j3c1aK6+OcW+y3SwCeAAb6+14HbnXO7S4jx87AVOAneKu1/QOYEFrY+MVVlr/9b6XFKxb7FrziJRFYBYxxzn3g76sDvAD0BBoBO4FlwEPOuTK/le1ELvcsIiIiciId63LPkbZ48WIeffRR3njjjUinctyifbnnSuuxcc6VORjQLyDu9R/h9i/m+wn9pcXZhTe5/5g451bifeFnaW324Q11O9bYf8f7gtJw+w4Ag481poiIiIiIhHdCVkUTEREREamKLrzwQi688MJIpyGc2O+xERERERERqRQqbEREREREJOqpsBERERERkainwkZERERERKKeChsRERERkQq2YcMGXnzxxWM+bvr06dx6662VkFHVp8JGRERERKLXly/D453g3obe85cnx3edl1bYHDp06ARn8+Og5Z5FREREJDp9+TLMvw0K87z3ezZ57wHO/uVxhZ45cyaPPvooZsbZZ5/NAw88wG9+8xu2b99OkyZN+Oc//8mpp57KtddeS/369UlNTWXr1q387W9/Y9iwYYwbN4709HS6dOnCqFGjiI+P57///S/5+fns37+fuXPn8pvf/IZvv/2WOnXq8Mwzz3D22Wcf5w35cVOPjYiIiIhEp/cmfF/UBBTmeduPw+rVq3nwwQdZtGgRX3zxBVOmTOHWW2/lmmuu4csvv2TEiBHcdtttwfZZWVl89NFHvPHGG4wbNw6Ahx9+mN69e5OWlsaYMWMA+OSTT5gxYwaLFi3iL3/5C127duXLL7/koYce4pprrjmunEWFjYiIiIhEqz2bj217OS1atIhhw4bRuHFjABISEvjkk0+4+uqrARg5ciQfffRRsP0vfvELqlWrxllnnUV2dnaJcfv3709CQgIAH330ESNHjgSgb9++7Ny5kz179hxX3j92KmxEREREJDo1aHls28vJOYeZldomdH+tWrWOOLYkdevWLbVdWeeU0qmwEREREZHo1G881Kh95LYatb3txxO2Xz9efvlldu7cCcCuXbs499xzmTNnDgAvvPAC5513Xqkx4uLi2LdvX4n7zz//fF544QUAFi9eTOPGjalfv/5x5f1jp8UDRERERCQ6BRYIeG+CN/ysQUuvqDnOhQM6duzI3XffzQUXXEBMTAxdu3bliSee4De/+Q2PPPJIcPGAUlM7+2yqV6/OOeecw7XXXkt8fPwR+++9915+/etfc/bZZ1OnTh1mzJhxXDkLWGndZXJySk5OdqmpqZFOQ0RERKTCpaenk5SUFOk0fpTC3XszW+6cS45QSsdEQ9FERERERCTqqbAREREREZGop8JGRERERESingobERERERGJeipsREREREQk6qmwERERERGRqKfCRkRERESqlHvvvZdHH320xP2vvvoqa9asOYEZyYmgwkZEREREflRU2FRNKmxEREREJOo9+OCDnHHGGfzsZz9j7dq1ADz77LP06NGDc845h6FDh3LgwAE+/vhjXn/9de644w66dOnCN998wzfffMMll1xC9+7d6d27N1999VWEr0Z+CBU2IiIiIhLVli9fzpw5c1ixYgX//ve/WbZsGQBDhgxh2bJlfPHFFyQlJfH8889z7rnnMnDgQB555BHS0tJo27YtN954I08++STLly/n0Ucf5ZZbbonwFckPUT3SCYiIiIiIHI8PP/yQwYMHU6dOHQAGDhwIwKpVq7jnnnvYvXs3ubm5XHzxxUcdm5uby8cff8wVV1wR3FZQUHBiEpcKpcJGRERERKKemR217dprr+XVV1/lnHPOYfr06SxevPioNocPH6Zhw4akpaVVfpJSqTQUTURERESi2vnnn89//vMf8vLy2LdvH/Pnzwdg3759JCYmUlhYyAsvvBBsHxcXx759+wCoX78+bdq04ZVXXgHAOccXX3xx4i9CjpsKGxERERGJat26dePKK6+kS5cuDB06lN69ewNw//3307NnT/r378+ZZ54ZbD98+HAeeeQRunbtyjfffMMLL7zA888/zznnnEPHjh157bXXInUpchzMORfpHOQYJScnu9TU1EinISIiIlLh0tPTSUpKinQaP0rh7r2ZLXfOJUcopWOiHhsREREREYl6KmxERERERCTqqbAREREREZGop8JGRERERESingobERERERGJeipsREREREQk6qmwEREREREJsWnTJvr06UNSUhIdO3ZkypQpAOzatYv+/fvTvn17+vfvT05ODgALFy6ke/fudO7cme7du7No0aJgrOXLl9O5c2fatWvHbbfdRklftVJSuzFjxtClSxe6dOlChw4daNiwYdjjCwoKuPLKK2nXrh09e/Zkw4YNwX0xMTHBGAMHDqyAO3RyUmEjIiIiIlHrrbfe4vLLL6dHjx5cfvnlvPXWW8cds3r16jz22GOkp6ezdOlSpk6dypo1a3j44Yfp168fGRkZ9OvXj4cffhiAxo0bM3/+fFauXMmMGTMYOXJkMNbNN9/MM888Q0ZGBhkZGbz99tthz1lSu8cff5y0tDTS0tIYPXo0Q4YMCXv8888/T3x8POvWrWPMmDGMHTs2uK927drBGK+//vpx35+TlQobEREREYlKb731Fg8++CBbt27FOcfWrVt58MEHj7u4SUxMpFu3bgDExcWRlJREZmYmr732GqNGjQJg1KhRvPrqqwB07dqVFi1aANCxY0fy8/MpKCggKyuLvXv3kpKSgplxzTXXBI8JVd52s2fP5qqrrgqbc2huw4YN47333iuxd6iqqrTCxszuMrNlZrbXzLab2Xwz61SsjZnZvWa2xczyzGyxmXUM2Z9gZk+a2Vf+/k1m9rSZNSoWJ97MZpnZHv8xy8waliPHzmb2vh8708zGm5mF7J9uZi7MY38Zcc83s9f9mM7Mrg3TptRrPxntydkZ6RSqrNycbZFOocoqyMmMdApV1nb9ThCRUAW5J/yUU6dOJT8//4ht+fn5TJ06tcLOsWHDBlasWEHPnj3Jzs4mMTER8IqfbduO/v/3vHnz6Nq1K7Vq1SIzM5OWLVsG97Vs2ZLMzKP/v1Sedhs3bmT9+vX07ds3bJ6ZmZm0atUK8HqcGjRowM6d3u/p/Px8kpOT+elPfxq2YKoqKrPH5kLg78C5QF/gEPCumSWEtLkT+CMwGugBbAMWmlmcv78FcIrfrjPwK+B8YHaxc70IdAMGAJf4r2eVlpyZ1QcWAtn+uW8D7gBuD2n2eyCx2ONb4OUyrr0esMo/Pq+ENmVd+0ll29bNxGYuYd++vZFOpcrZl5VB3cyPjvrFLMevMHMlNTOXRjqNKunbzZl8senEf4gRkZPU9q8hM/WEnzY7O/uYth+r3Nxchg4dyuTJk6lfv36Z7VevXs3YsWOZNm0aQNgek5C/oQeVp92cOXMYNmwYMTExYc9dWozvvvuO1NRUXnzxRf7whz/wzTfflHkt0ajSChvn3MXOuX8651Y551YCI4EmQC/weiyAPwAPO+fmOedWAaOAOOBqP8Yq59wQ59zrzrl1zrn38YqPn/mFCWaWhFfM3Oic+9g59wlwE3C5mZ1RSoojgDrAKP8884C/ArcHem2cc3ucc1sDD6AtcDrwbBnX/qZz7v+cc3OBw8X3l+faTyY7tm+j1uZPqPWf38D2tRQUFEQ6pSpj984t1PluMfbaLVTfuoK8vJLqYDlWeTs2UH3D/7D5v8d992mk06lStmRn8/7XO/njf9by1XdbI52OiETagRz4cg7890+Qs/GEnrpZs2bHtP1YFBYWMnToUEaMGBGc19KsWTOysrIAb/hY06ZNg+03b97M4MGDmTlzJm3btgW8npfNmzcf0aZFixYUFRUFJ/OPHz++xHah5syZc8QwtLvvvjsYI3CuTZs2AXDo0CH27NlDQoLXnxCIdfrpp3PhhReyYsWK474/J6MTOccmzj9fjv++DdAcWBBo4JzLAz7A6+UpSX2gADjgv08BcoGPQ9osAfaXEScF+NA/Z8A7eL1ErUs45gZgtXPu4xL2l9cPvfYTbt+OzdT9bDIN3rgeigqJe/Ey3OpX2b1ze6RTi3qHdq6nwUcPEfPWn6Awj+ovDCY24w3251TMX5l+zA7v/JbY9x/AFv4ZCvZh/xqMW/M6+RqWdty27NzNwwvXc9+CTezJK+SK57/gw/TN7NqzO9KpiUgk7MmEl0fCh4/Bzgx4rh9sWQGHi07I6X/3u98RGxt7xLbY2Fh+97vfHVdc5xzXXXcdSUlJ3H7794N5Bg4cyIwZMwCYMWMGgwYNAmD37t1cdtllTJw4kV69egXbJyYmEhcXx9KlS3HOMXPmTAYNGkRMTExwMv+ECRNKbBewdu1acnJySElJCW578MEHgzGK5zZ37lz69u2LmZGTkxP8o/SOHTtYsmQJZ5111nHdn5PViSxspgBpwCf+++b+c/FPcdkh+47gz5u5H3jWOXcoJM52F9L/5r/eVlKckOPCnTs0t9BzNwCuoIzemnL6Idd+o5mlmlnq9u0nrqiIa9yS/Z1/xZ7O1wKw+/wJ7Gv2Exo2anLCcqiqqjdqQ0GXURxO+gUARX3Gs7/R2dSNP/6/Mv3YVWt0Oq77dbgOAwBwP5tAYcN2xMafEuHMol+jOrW48dxTuKRDHNUMHrqsNa0bVCehQcNIpyYikRDXHC6eCK1+CjXqwOBnIKEtVAs/XKqiDRgwgLvvvpvmzZtjZjRv3py7776bAQMGHFfcJUuWMGvWLBYtWhTsFXnzzTcZN24cCxcupH379ixcuJBx48YB8NRTT7Fu3Truv//+YPvA/Junn36a66+/nnbt2tG2bdsScyut3ezZsxk+fHjYYWwB1113HTt37qRdu3ZMmjQpuGJbeno6ycnJnHPOOfTp04dx48ZV2cLGTsRqCWY2CRgOnOec+9bfdi5ez8qpzrlNIW3/CSQ65y4pFqMu8DZQBFzinMv3t/8fcJ1zrm2x9uuBac65h81sNXCav+tD59wAM1sAbHLOXRdyzGnABiDFObe0WLzfAY8BLZxzu/xtvYHQZTducs69UOy4XOBW59z0kG3HdO3FJScnu9TUEzuOded3X1Hv00nsueBemjZtUfYBUm75G5ZRa8Xz7D7vz8Q30QfvilS04WOqfTmH/PPupHZCy7IPkHL7ct0m/rt6G789vw3x8QllHyAiVdumzyBzOfz05uMOlZ6eTlJSUgUkJccq3L03s+XOueQIpXRMqlf2Cczscbyipk+gqPEFBmY3BzaFbG9KsZ4MM6sHvOm/vTxQ1ITEaWpmFui18eewNAmJcylQw3+dF3Jc8d6RwEDJcGOBbgDmBYoaXyrQJeR9eccQlfvaTxaNTj2TvHr30jRBRU1Fi23dg0NxjYlvpKKmosW0PpfD9ZqqqKkE7U+J51f166ioERFP87Ohgf4/JpFVqUPRzGwK3mT4vs65r4rtXo/3Ab9/SPtYoDch82X8VcLeBmKAS51zxZfh+QRvFbKUkG0pQN1AHOfcRn/xgXXOucyQ43r75wzoD2zB67UJvY6ewDkUG4bmnMsLibvOObevtPtxrNd+sqmtoqbSVG/UJtIpVFnVGreLdApVUu3a9WjVtFHZDUXkx6FGLNRXYSORVZnfYzMV+DVwFZBjZs39Rz0IzoOZDIwzsyH+d9xMx1sI4EU/RhzeBPt44Fqgbkicmn6cdLzCZ5qZ/dTMUoBpwBvOubWlpPgi3gIE082sk5kNAcYBk0Ln6/huADKA98t57fXMrIuZdcG7x6f6708t77WLiIiIiEj5VeZQtFv85/eKbb8PuNd//TegNjAVr3j5FLgopOejO/BT//XXxeL0ARb7r0cAT/D9KmOvA7eWlpxzbo+Z9ffPnYq3WttjwKTQdn5xNRyYEKbgKUky8L+Q9/f5jxl4BRqUfe0iIiIiIlJOlVbYOOdKXrbh+zYOr8i5t4T9i4HyxNmF9+Wdx8T/fp3zy2izD2+o27HEXUwZeZd17SIiIiIiUn4ncrlnERERERGRSqHCRkREREQkxKZNm+jTpw9JSUl07NiRKVOmALBr1y769+9P+/bt6d+/Pzk53vfOL1y4kO7du9O5c2e6d+/OokWLgrGWL19O586dadeuHbfddhslzWwoqd2YMWOC343ToUMHGjZsGPb4goICrrzyStq1a0fPnj3ZsGHDEfv37t3LKaecwq23ljpbI6qpsBERERGRqFRYWMjo0aMZPXo0Bw4cCL4uLCw8rrjVq1fnscceIz09naVLlzJ16lTWrFnDww8/TL9+/cjIyKBfv37BL8Fs3Lgx8+fPZ+XKlcyYMYORI0cGY918880888wzZGRkkJGRwdtvvx32nCW1e/zxx0lLSyMtLY3Ro0czZMiQsMc///zzxMfHs27dOsaMGcPYsWOP2P/nP/+ZCy644Ljuy8lOhY2IiIiIRKXbb7+dzz//nM8//5xLL700+Pr2228/rriJiYl069YNgLi4OJKSksjMzOS1115j1KhRAIwaNYpXX30VgK5du9Kihfe1GB07diQ/P5+CggKysrLYu3cvKSkpmBnXXHNN8JhQ5W03e/ZsrrrqqrA5h+Y2bNgw3nvvvWCvz/Lly8nOzuaiiy46ntty0lNhIyIiIiJRraCggNzcXAoKCio89oYNG1ixYgU9e/YkOzubxMREwCt+tm3bdlT7efPm0bVrV2rVqkVmZiYtW37/JdEtW7YkMzPzqGPK027jxo2sX7+evn37hs0zMzOTVq1aAV6PU4MGDdi5cyeHDx/mj3/8I4888sixX3yUUWEjIiIiIlHpr3/9KzVq1DhiW40aNfjb3/5WIfFzc3MZOnQokydPpn79+mW2X716NWPHjmXatGkAYefTmB29cG552s2ZM4dhw4YRExMT9twlxfj73//OpZdeGix6qjIVNiIiIiISlcaOHXvUfJrCwkLuvPPO445dWFjI0KFDGTFiRHBeS7NmzcjKygK84WNNmzYNtt+8eTODBw9m5syZtG3bFvB6XjZv3nxEmxYtWlBUVBRcEGD8+PEltgs1Z86cI4ah3X333cEYgXNt2rQJgEOHDrFnzx4SEhL45JNPeOqpp2jdujV/+tOfmDlzJuPGjTvu+3MyUmEjIiIiIlGtVq1a1KtXj1q1alVIPOcc1113HUlJSUfM1xk4cCAzZswAYMaMGQwaNAiA3bt3c9lllzFx4kR69eoVbJ+YmEhcXBxLly7FOcfMmTMZNGgQMTExwQUBJkyYUGK7gLVr15KTk0NKSkpw24MPPhiMUTy3uXPn0rdvX8yMF154ge+++44NGzbw6KOPcs011wQXPahqVNiIiIiISFSaNGkS3bp1o1u3brz55pvB15MmTTquuEuWLGHWrFksWrQo2Cvy5ptvMm7cOBYuXEj79u1ZuHBhsOfjqaeeYt26ddx///3B9oH5N08//TTXX3897dq1o23btgwYMCDsOUtrN3v2bIYPHx52GFvAddddx86dO2nXrh2TJk2qssVLaayktbTl5JWcnOxSU1MjnYaIiIhIhUtPTycpKSnSafwohbv3ZrbcOZccoZSOiXpsREREREQk6qmwERERERGRqKfCRkREREREop4KGxERERERiXoqbEREREREJOqpsBERERERkainwkZEREREJMSmTZvo06cPSUlJdOzYkSlTpgCwa9cu+vfvT/v27enfvz85OTkALFy4kO7du9O5c2e6d+/OokWLgrGWL19O586dadeuHbfddhslfdVKSe3GjBkT/G6cDh060LBhw7DHFxQUcOWVV9KuXTt69uzJhg0bgvu+++47LrroIpKSkjjrrLOO2FeVqLAREREREQlRvXp1HnvsMdLT01m6dClTp05lzZo1PPzww/Tr14+MjAz69esX/BLMxo0bM3/+fFauXMmMGTMYOXJkMNbNN9/MM888Q0ZGBhkZGbz99tthz1lSu8cff5y0tDTS0tIYPXo0Q4YMCXv8888/T3x8POvWrWPMmDGMHTs2uO+aa67hjjvuID09nc8++4ymTZtW1K06qaiwEREREZGodf7555OcnBx8nH/++ccdMzExkW7dugEQFxdHUlISmZmZvPbaa4waNQqAUaNG8eqrrwLQtWtXWrRoAUDHjh3Jz8+noKCArKws9u7dS0pKCmbGNddcEzwmVHnbzZ49m6uuuipszqG5DRs2jPfeew/nHGvWrOHQoUP0798fgHr16lGnTp3juT0nLRU2IiIiIhK1Dhw4UOr747VhwwZWrFhBz549yc7OJjExEfCKn23bth3Vft68eXTt2pVatWqRmZlJy5Ytg/tatmxJZmbmUceUp93GjRtZv349ffv2DZtnZmYmrVq1ArwepwYNGrBz506+/vprGjZsyJAhQ+jatSt33HEHRUVFx34jooAKGxERERGRMHJzcxk6dCiTJ0+mfv36ZbZfvXo1Y8eOZdq0aQBh59OY2VHbytNuzpw5DBs2jJiYmLDnLinGoUOH+PDDD3n00UdZtmwZ3377LdOnTy/zWqKRChsRERERkWIKCwsZOnQoI0aMCM5radasGVlZWYA3fCx0rsrmzZsZPHgwM2fOpG3btoDX87J58+Yj2rRo0YKioqLgggDjx48vsV2oOXPmHDEM7e677w7GCJxr06ZNABw6dIg9e/aQkJBAy5Yt6dq1K6effjrVq1fnF7/4BZ9//nkF3qmThwobEREREYlaxeeLVMT8Eecc1113HUlJSdx+++3B7QMHDmTGjBkAzJgxg0GDBgGwe/duLrvsMiZOnEivXr2C7RMTE4mLi2Pp0qU455g5cyaDBg0iJiYmuCDAhAkTSmwXsHbtWnJyckhJSQlue/DBB4Mxiuc2d+5c+vbti5nRo0cPcnJy2L59OwCLFi3irLPOOu57dDKykpack5NXcnKyS01NjXQaIiIiIhUuPT2dpKSkiObw0Ucf0bt3bzp37ky1al4/wEMPPUTPnj355S9/yXfffcepp57KK6+8QkJCAg888AATJ06kffv2wRgLFiygadOmpKamcu2115KXl8eAAQN48sknww5HK63dvffeS35+fnAVtnDy8/MZOXIkK1asICEhgTlz5nD66acD3nLUf/zjH3HO0b17d5555hlq1qx5VIxw997Mljvnko/9Lp54KmyikAobERERqapOhsLmxyraCxsNRRMRERERkainwkZERERERKKeChsREREREYl6KmxERERERCTqqbAREREREZGop8JGRERERESingobEREREZEQmzZtok+fPiQlJdGxY0emTJkCwK5du+jfvz/t27enf//+5OTkAN73xHTv3p3OnTvTvXt3Fi1aFIy1fPlyOnfuTLt27bjtttso6atWSmo3ZswYunTpQpcuXejQoQMNGzYMe3xBQQFXXnkl7dq1o2fPnmzYsCG4784776Rjx44kJSWVmkO0U2EjIiIiIlHt/PPPJzk5mfPPP79C4lWvXp3HHnuM9PR0li5dytSpU1mzZg0PP/ww/fr1IyMjg379+gW/MLNx48bMnz+flStXMmPGDEaOHBmMdfPNN/PMM8+QkZFBRkYGb7/9dthzltTu8ccfJy0tjbS0NEaPHs2QIUPCHv/8888THx/PunXrGDNmDGPHjgXg448/ZsmSJXz55ZesWrWKZcuW8f7771fIfTrZqLARERERkah24MCBI56PV2JiIt26dQMgLi6OpKQkMjMzee211xg1ahQAo0aN4tVXXwWga9eutGjRAoCOHTuSn59PQUEBWVlZ7N27l5SUFMyMa665JnhMqPK2mz17NldddVXYnENzGzZsGO+99x7OOcyM/Px8Dh48SEFBAYWFhTRr1uw479DJqXqkExARERER+SHOP/98Dhw4QExMDEVFRcTExJCcnEydOnX44IMPKuQcGzZsYMWKFfTs2ZPs7GwSExMBr/jZtm3bUe3nzZtH165dqVWrFpmZmbRs2TK4r2XLlmRmZh51THnabdy4kfXr19O3b9+weWZmZtKqVSvA63Fq0KABO3fuJCUlhT59+pCYmIhzjltvvZWkpKRjvxFRQD02IiIiIhKVAj00RUVFRzxXVM9Nbm4uQ4cOZfLkydSvX7/M9qtXr2bs2LFMmzYNIOxcFjM7alt52s2ZM4dhw4YRExMT9twlxVi3bh3p6els3ryZzMxMFi1aVGFF38lGhY2IiIiIRKU6deoABD/sB54D249HYWEhQ4cOZcSIEcF5Lc2aNSMrKwvwho81bdo02H7z5s0MHjyYmTNn0rZtW8Dredm8efMRbVq0aEFRUVFwQYDx48eX2C7UnDlzjhiGdvfddwdjBM61adMmAA4dOsSePXtISEjgP//5Dz/96U+pV68e9erVY8CAASxduvS478/JSIWNiIiIiESlDz74gNTU1CN6bFJTU4+7R8I5x3XXXUdSUhK33357cPvAgQOZMWMGADNmzGDQoEEA7N69m8suu4yJEyfSq1evYPvExETi4uJYunQpzjlmzpzJoEGDiImJCS4IMGHChBLbBaxdu5acnBxSUlKC2x588MFgjOK5zZ07l759+2JmnHrqqbz//vscOnSIwsJC3n//fQ1FExERERE5GQV6aCqipwZgyZIlzJo1i0WLFgV7Rd58803GjRvHwoULad++PQsXLmTcuHEAPPXUU6xbt477778/2D4w/+bpp5/m+uuvp127drRt25YBAwaEPWdp7WbPns3w4cPDDmMLuO6669i5cyft2rVj0qRJwRXbhg0bRtu2bencuTPnnHMO55xzDj//+c8r5D6dbKyy1rE2s7uAIcAZQAGwFLjLObcqpI0BfwFuBOKBT4HfOedW+/sTgPuA/sBpwA7gDeAe59zOkDjxwBPAQH/T68Bo59zuMnLsDDwF/ATYBUwD7nf+TTGz6cCoMIcecM7VLSP2LcAdQCKwGviDc+7DkP3NgL8CFwENgQ/8nDNKiwuQnJzsUlNTy2pWofLz89mZd5hT4ivmF4Z8b3fuPuoW7qFGfMuyG8sxyduTTa1D+6nW6PRIp1Ll7Ny5gz1FtTi9aVykU6lyCvbtwh3YSWyz9pFORSQi0tPTq2yPwsku3L03s+XOueQIpXRMKrPH5kLg78C5QF/gEPCuX6wE3An8ERgN9AC2AQvNLPB/yhbAKX67zsCvgPOB2cXO9SLQDRgAXOK/nlVacmZWH1gIZPvnvg2vELk9pNnv8QqT0Me3wMtlxL4SmAI8BHQFPgbeMrNT/f0GvAq0B37ht9mId39KLZgi5Yst+xk9ewVfZe2JdCpVTlH2Otyrt5CdnRXpVKqcGjvWYm/dwYHsbyOdSpXz1c5C/vrOWnbs3B7pVKqcg1mrOPzhZA7u1+9bEZFjUWmFjXPuYufcP51zq5xzK4GRQBOgFwQ/3P8BeNg5N8/vyRkFxAFX+zFWOeeGOOded86tc869j1d8/MwvTDCzJLxi5kbn3MfOuU+Am4DLzeyMUlIcAdQBRvnnmYfXg3K7nxvOuT3Oua2BB9AWOB14tozLvx2Y7px71jmX7pwbDWQBN/v72wM/BW5xzn3mnFvr76sNhF+cPILy8/NZvHY7n3+3m6+zcyOdTpWyO3cfNde+Rs2N71Nrx+pIp1Ol5O3Jptrqudi6d6mZszbS6VQpO3fu4OXlWbyzOps12w9FOp0qpWDfLqqnPked1S9QkLUm0umIiESVEznHJs4/X47/vg3QHFgQaOCcy8MbknVuKXHq4w1tC6zjlwLk4vWKBCwB9pcRJwX40D9nwDt4vUStSzjmBmC1c+7jEvZjZjWB7oRcl29BSD61/Of8wE7n3GG86zqvhLg3mlmqmaVu335i/0L6xZb9/PPj9QD84/1v1GtTgYqy1xG3fCoAdT55TL02FajGjrVUS/sXADGfPq1emwr01c5CXv/S+1md9dlm9dpUoINZq6j99WvgHDFp/1KvjYjIMTiRhc0UIA34xH/f3H/OLtYuO2TfEcysIXA/8KxzLvBnwubA9sC8GAD/9baS4oQcF+7cobmFnrsBcAVl99Y0BmJKiB2I+xXe0LOHzCzBzGqa2VigJd5wt6M4555xziU755KbNGlSRgoVJ9Bbk194GIA1WfvUa1NBAr01FB0EoObmj9VrU0ECvTUc9lbJsfXvq9emggR6awK/cReu2aZemwoS6K0JUK+NiMixqX4iTmJmk/B6Is5zzhUV21189QILsw1/7sl8IBNvzk1pMY6IY2ar8RYfAK+XZkAJx1kJ28Gb3xNDyNwdM+sNvBXS5ibgf6XEdgDOuUIzGwo8D+wEioB3i8U6KaRvO8AHGdtp2+T7qT8L12RzRrN6nJHYIIKZRT/btZG4jQuh8fcThOtlvEZ24440axa2vpVyqrlnI9U2f3bEvY355l0OxJ9BnWZaSOB4bNznWJ2174jfCR99s5ukJjE0adS0lCOlLEU7v6XOrvQjfm5rffchBxPPomZd/b4VESlLpRc2ZvY4MBzo45wLHQuy1X9uDmwK2d6UYr0dZlYPeNN/e7lzLj9k91agqZlZyGpmhjefJxDnUqCG/zov5LjiPTOB/ysX720BbxjaPOfcrpBtqUCXkPfZeMPJikqIHYzrnFsOdPF7gmo657ab2ad+zJNG47oxTLnq7KO2V48peblBKZ/CuolkD5t31PbDViNMazkWhfVaUHjFC0dtd9V1b4/XqQ2MWSOPXq1IvxKOX7WENuSNmH/U9hrVa0YgGxGR6FOphY2ZTcErai50zn1VbPd6vOKiP7DMbx8L9MZbICAQIw6vJ8OAS5xzxcdBfQLUw5szE5j7kgLUDbx3zm0Mk94nwF/NLDakUOoPbAE2FLuOnsA5eIsdBPnzc9aFue7lfqxXQjb3B476FOuc2+Mf0x5IBv4cJteIadVIfyWsLI0bNYp0ClVWbIKWzq4sjeMbRzqFKiu2vn4niJwsNm3axDXXXMPWrVupVq0aN954I7///e/ZtWsXV155JRs2bKB169a8/PLLxMfHB7/T5uDBg9SsWZNHHnmEvn37ArB8+XKuvfZa8vLyuPTSS5kyZUrY76Mpqd2YMWP43/+8AUEHDhxg27Zt7N69+6jjCwoKuOaaa1i+fDmNGjXipZdeonXr1mzcuJEhQ4ZQVFREYWEho0eP5re//W2l3r+Icc5VygOYCuzFW+q5ecijXkibsX6bIUAnYA5eYRHn74/DK0BW460kFhqnZkict4CVeCuNpfiv55eRXwO8wmqOf+4hfi5/DNP2OeBr/O/9Kce1XwkcBK4HkvDmF+UCp4W0uQLog7fK2iC8YmpeeeJ3797diYiIiFRFa9asOeZjli1b5n72s5+5ZcuWVUgOW7ZsccuXL3fOObd3717Xvn17t3r1anfHHXe4iRMnOuecmzhxorvzzjudc859/vnnLjMz0znn3MqVK12LFi2CsXr06OE+/vhjd/jwYXfJJZe4N998M+w5y9PuiSeecL/+9a/DHj916lR30003Oeecmz17tvvlL3/pnHOuoKDA5efnO+ec27dvnzvttNOCuRYX7t4Dqa6S6oWKflRmYeNKeNwb0saAe/GWQs4H3gc6hey/sJQ4F4a0SwD+5Rcme/3XDcuRY2e8Vdjy/Rz+Urx48YurXODOY7z+W/xipQBYDpxfbP9teEPwDuItJHB/aLFW2kOFjYiIiFRVx1rYLFu2zPXq1ct1797d9erVq8KKm1ADBw50CxYscB06dHBbtmxxznnFT4cOHY5qe/jwYZeQkODy8/Pdli1b3BlnnBHc9+KLL7obb7zxqGPK2y4lJcUtWLAgbI4XXXSR+/jjj51zzhUWFrpGjRq5w4cPH9Fmx44drlWrVlW2sKm0oWjOuTJHXPs3617/EW7/Yr6f0F9anF14k/uPifO+X+f8Mtrswxvqdqyx/473BaUl7X8CeOJY44qIiIiIJzU1lT/84Q/k53uzCvLz8/nDH/7A5MmTSU5OrpBzbNiwgRUrVtCzZ0+ys7NJTPQW+ElMTGTbtm1HtZ83bx5du3alVq1aZGZm0rLl98OjW7ZsSWZm5lHHlKfdxo0bWb9+fXCIW7gYrVq1AqB69eo0aNCAnTt30rhxYzZt2sRll13GunXreOSRR2jRosWx34gocCKXexYRERERqTB33XVXsKgJyM/P56677qqQ+Lm5uQwdOpTJkydTv379MtuvXr2asWPHMm3aNIDAKJ0jhJtfU552c+bMYdiwYcTExIQ9d2kxWrVqxZdffsm6deuYMWMG2dnh1smKfipsRERERCQqTZw4kdjY2CO2xcbGMnHixOOOXVhYyNChQxkxYgRDhgwBoFmzZmRleV9QnJWVRdOm3y9zv3nzZgYPHszMmTNp27Yt4PW8bN68+Yg2LVq0oKioiC5dutClSxfGjx9fYrtQc+bM4aqrrgq+v/vuu4MxAufatMlbaPjQoUPs2bOHhISEI2K0aNGCjh078uGHHx7v7TkpqbARERERkaiUnJzM5MmTg8VNbGxshQxDc85x3XXXkZSUxO233x7cPnDgQGbMmAHAjBkzGDRoEAC7d+/msssuY+LEifTq1SvYPjExkbi4OJYuXYpzjpkzZzJo0CBiYmJIS0sjLS2NCRMmlNguYO3ateTk5JCSkhLc9uCDDwZjFM9t7ty59O3bFzNj8+bN5OV533aSk5PDkiVLOOOMM47r/pysVNiIiIiISNQKFDfx8fEVNrdmyZIlzJo1i0WLFgV7Rd58803GjRvHwoULad++fXCJZ4CnnnqKdevWcf/99wfbB+bfPP3001x//fW0a9eOtm3bMmDAgLDnLK3d7NmzGT58eNhhbAHXXXcdO3fupF27dkyaNImHH34YgPT0dHr27Mk555zDBRdcwJ/+9Cc6d+583PfoZGThxuPJyS05Odmlpp5U3+MpIiIiUiHS09NJSjr6i4Cl8oW792a23DlXMSsxVDL12IiIiIiISNRTYSMiIiIiIlFPhY2IiIiIiEQ9FTYiIiIiIhL1VNiIiIiIiEjUU2EjIiIiIiJRT4WNiIiIiEiITZs20adPH5KSkujYsSNTpkwBYNeuXfTv35/27dvTv39/cnJyAFi4cCHdu3enc+fOdO/enUWLFgVjLV++nM6dO9OuXTtuu+02SvqqlZLajRkzJvjdOB06dKBhw4Zhj//ggw/o1q0b1atXZ+7cuUfsmzFjBu3bt6d9+/bBL/GsilTYiIiIiEhUy87OZuDAgWRnZ1dIvOrVq/PYY4+Rnp7O0qVLmTp1KmvWrOHhhx+mX79+ZGRk0K9fv+CXYDZu3Jj58+ezcuVKZsyYwciRI4Oxbr75Zp555hkyMjLIyMjg7bffDnvOkto9/vjjpKWlkZaWxujRoxkyZEjY40899VSmT5/O1VdffcT2Xbt2cd999/Hpp5/y2Wefcd999wULsqpGhY2IiIiIRLXJkyezdevWYM/K8UpMTKRbt24AxMXFkZSURGZmJq+99hqjRo0CYNSoUbz66qsAdO3alRYtWgDQsWNH8vPzKSgoICsri71795KSkoKZcc011wSPCVXedrNnz+aqq64Km3Pr1q05++yzqVbtyI/377zzDv379ychIYH4+Hj69+9fYnEV7VTYiIiIiEhUys7O5q677uL999/n8OHDLF68mLvuuqvCem4ANmzYwIoVK+jZsyfZ2dkkJiYCXvGzbdu2o9rPmzePrl27UqtWLTIzM2nZsmVwX8uWLcnMzDzqmPK027hxI+vXr6dv377HlH9mZiatWrUqM4eqoHqkExARERER+SFuuOEGtm7dyuHDhwE4ePAg7733HqtXr+b1118/7vi5ubkMHTqUyZMnU79+/TLbr169mrFjx7JgwQKAsPNpzOyobeVpN2fOHIYNG0ZMTEx50z+mHKoC9diIiIiISFR69tln+dnPfkbNmjUBqFmzJj/72c949tlnjzt2YWEhQ4cOZcSIEcF5Lc2aNSMrKwvwho81bdo02H7z5s0MHjyYmTNn0rZtW8DrHdm8efMRbVq0aEFRUVFwQYDx48eX2C7UnDlzjhiGdvfddwdjlKZly5Zs2rSp1NhVhQobEREREYlKzZo146GHHuKCCy6gWrVqXHjhhTz00EM0a9bsuOI657juuutISkri9ttvD24fOHBgcFWxGTNmMGjQIAB2797NZZddxsSJE+nVq1ewfWJiInFxcSxduhTnHDNnzmTQoEHExMQEFwSYMGFCie0C1q5dS05ODikpKcFtDz74YDBGaS6++GIWLFhATk4OOTk5LFiwgIsvvvi47s/JSoWNiIiIiES1P/zhDzRv3pzf//73FRJvyZIlzJo1i0WLFgV7Rd58803GjRvHwoULad++PQsXLmTcuHEAPPXUU6xbt477778/2D4w/+bpp5/m+uuvp127drRt25YBAwaEPWdp7WbPns3w4cNLHUK2bNkyWrZsySuvvMJNN91Ex44dAUhISODPf/4zPXr0oEePHowfP56EhIQKuU8nGytpLW05eSUnJ7vU1NRIpyEiIiJS4dLT00lKSop0Gj9K4e69mS13ziVHKKVjoh4bERERERGJeipsREREREQk6qmwERERERGRqKfCRkREREREop4KGxERERERiXoqbEREREREJOqpsBERERERCbFp0yb69OlDUlISHTt2ZMqUKQDs2rWL/v370759e/r3709OTg4ACxcupHv37nTu3Jnu3buzaNGiYKzly5fTuXNn2rVrx2233UZJX7VSUrsxY8YEvxunQ4cONGzYMOzxBQUFXHnllbRr146ePXuyYcOG4L6xY8fSqVMnOnXqxEsvvVQBd+jkpMJGRERERKLajh07GDRoEDt27KiQeNWrV+exxx4jPT2dpUuXMnXqVNasWcPDDz9Mv379yMjIoF+/fjz88MMANG7cmPnz57Ny5UpmzJjByJEjg7FuvvlmnnnmGTIyMsjIyODtt98Oe86S2j3++OOkpaWRlpbG6NGjGTJkSNjjn3/+eeLj41m3bh1jxoxh7NixAPz3v//l888/Jy0tjU8//ZRHHnmEvXv3Vsh9OtmosBERERGRqPbcc8+xZcsWnnvuuQqJl5iYSLdu3QCIi4sjKSmJzMxMXnvtNUaNGgXAqFGjePXVVwHo2rUrLVq0AKBjx47k5+dTUFBAVlYWe/fuJSUlBTPjmmuuCR4TqrztZs+ezVVXXRU259Dchg0bxnvvvYdzjjVr1nDBBRdQvXp16tatyznnnFNicRXtVNiIiIiISNTasWMH8+fPxznH/PnzK6zXJmDDhg2sWLGCnj17kp2dTWJiIuAVP9u2bTuq/bx58+jatSu1atUiMzOTli1bBve1bNmSzMzMo44pT7uNGzeyfv16+vbtGzbPzMxMWrVqBXg9Tg0aNGDnzp2cc845vPXWWxw4cIAdO3bwv//9j02bNh37jYgC1SOdgIiIiIjID/Xcc89x+PBhAA4fPsxzzz3HuHHjKiR2bm4uQ4cOZfLkydSvX7/M9qtXr2bs2LEsWLAAIOx8GjM7alt52s2ZM4dhw4YRExMT9twlxbjoootYtmwZ5557Lk2aNCElJYXq1atmCaAeGxERERGJSoHemsLCQgAKCwsrrNemsLCQoUOHMmLEiOC8lmbNmpGVlQV4w8eaNm0abL9582YGDx7MzJkzadu2LeD1vGzevPmINi1atKCoqCi4IMD48eNLbBdqzpw5RwxDu/vuu4MxAucK9MQcOnSIPXv2kJCQEGyblpbGwoULcc7Rvn37474/JyMVNiIiIiISlUJ7awICvTbHwznHddddR1JSErfffntw+8CBA5kxYwYAM2bMYNCgQQDs3r2byy67jIkTJ9KrV69g+8TEROLi4li6dCnOOWbOnMmgQYOIiYkJLggwYcKEEtsFrF27lpycHFJSUoLbHnzwwWCM4rnNnTuXvn37YmYUFRWxc+dOAL788ku+/PJLLrroouO6PycrFTYiIiIiEpXef//9YG9NQGFhIe+///5xxV2yZAmzZs1i0aJFwV6RN998k3HjxrFw4ULat2/PwoULg0PennrqKdatW8f9998fbB+Yf/P0009z/fXX065dO9q2bcuAAQPCnrO0drNnz2b48OFhh7EFXHfddezcuZN27doxadKk4IpthYWF9O7dm7POOosbb7yRf/3rX1V2KJqVtJa2nLySk5NdampqpNMQERERqXDp6ekkJSVFOo0fpXD33syWO+eSI5TSMVGPjYiIiIiIRD0VNiIiIiIiEvVU2IiIiIiISNSrtMLGzO4ys2VmttfMtpvZfDPrVKyNmdm9ZrbFzPLMbLGZdQzZn2BmT5rZV/7+TWb2tJk1KhYn3sxmmdke/zHLzBqWI8fOZva+HzvTzMZbyKwsM5tuZi7MY385Yt9iZuvNLN/MlptZ72L7w8V1Zja1rNgiIiIiInKkylwS4ULg78AywIAJwLtmdpZzbpff5k7gj8C1wFpgPLDQzM5wzu0DWgCn+O3W+K//DswGQtepexE4FRgAOOA5YBbw85KSM7P6wELgA6AHcAYwHdgPPOY3+z1Q/BuelvjHlMjMrgSmALcAH/nPb/nX/p3fLLHYYcnAfODl0mJHQkb2PvbmH6RRvZpk7S4gvk4NzkxsEOm0qoTD2zM4lL+PojpNiNnzHdRtRM1mZ0Y6rSohf/sGcvPyiakbT9HuTKrXa0TDZqdFOq0q4fD2rzmYn8fh2glU37MRF9ecWk3bRTotEYmUHeugRm2oWQf2bIYGraB2w0hnJT9ClVbYOOcuDn1vZiOBPUAvYL7fM/IH4GHn3Dy/zShgG3A1MM05twoYEhJmnZndAbxhZvWdc3vNLAm4BDjPOfexH+cm4EO/QFpbQoojgDrAKOdcHrDKj3W7mU1ynj1+zoFr6AWcDows4/JvB6Y755713482s0uAm4G7/Puztdj9GQR87Zw7vvUJK8HmnAP89l+f07pRXXbtP8g/r+0e6ZSqjKKd31Bz3rUQ3xoKcskfPjfSKVUZ+7d9S+PXfuX9D9YVseuXr0c6pSrj8NbVxL4xGuq3wMXU4sCwOdSKdFIiEjnb1sD826B2PJySDIP/EemM5EfqRM6xifPPl+O/bwM0BxYEGvgFxgfAuaXEqQ8UAAf89ylALvBxSJsleD0vpcVJAT70zxnwDl4vUesSjrkBWB0ooMIxs5pAd0Kuy7egpHzMLA4YDjwbbn+kNYmrRa3q1VibvY+zWzagU8v4SKdUZbh6ieAOw7Z0XKuexCaqt6aiWP1EKMyD7V+x/9R+JDRtUfZBUi6H658CBftg+1pcmwuo2/iUSKckIpFU/xTIy4Fd30LbvlAtJtIZHbdNmzbRp08fkpKS6NixI1OmTAFg165d9O/fn/bt29O/f39ycryPtQsXLqR79+507tyZ7t27s2jRomCs5cuX07lzZ9q1a8dtt91GSV+1UlK7MWPGBL8bp0OHDjRs2DDs8QUFBVx55ZW0a9eOnj17smHDBgD+97//BY/v0qULsbGxvPrqqxVzo04yJ7KwmQKkAZ/475v7z9nF2mWH7DuCP2/mfuBZ59yhkDjbXchPif96W0lxQo4Ld+7Q3ELP3QC4grKLj8ZATAmxS8rnKqAWMKOkoGZ2o5mlmlnq9u3by0ihYm3fV0DBocN0aFaPLzfvYdXmnLIPknKx3CywatDkTGzTp+RnldTBKMfK7c3yhkY0OYO6373Hrm1bIp1SlVFtbybUrAeNO2AbPmD/jsxIpyQikbQ30+utiW8D37wHh4tO6Onz8/NLff9DVK9enccee4z09HSWLl3K1KlTWbNmDQ8//DD9+vUjIyODfv36Bb8Es3HjxsyfP5+VK1cyY8YMRo78fnDPzTffzDPPPENGRgYZGRm8/fbbYc9ZUrvHH3+ctLQ00tLSGD16NEOGDAl7/PPPP098fDzr1q1jzJgxjB07FoA+ffoEj1+0aBF16tThoosuChsj2p2Qrx01s0nAeXjDxYr/tBcvWy3MNsysLt4clEy8OTelxTgijpmtBgKD6z90zg0o4TgrYTvAr/AKllkhOfUG3gppcxPwv1Jil/RtqDcArzrnSqxYnHPPAM+A9wWdJbWrDK0S6vDi9T8hoW5Ntu4toEZ1LaZXUWIateXgyP9yuE5jqu3dTEw1fWFuRanb9HR2/GoRMXUaUrRnC9VdYdkHSblUa96R/JH/pSg2nhp7N1H9cF7ZB4lI1dU0CX67xPtj0t5Mr0f3BM2xyc/Pp3fv3iQmJtKtWzc+//xzsrKy+PDDD4mNjf3BcRMTE0lM9KZDx8XFkZSURGZmJq+99hqLFy8GYNSoUVx44YX89a9/pWvXrsFjO3bsSH5+PgUFBezatYu9e/eSkpICwDXXXMOrr77KgAEDjjhfVlZWudrNnj2b++67L2zOr732Gvfeey8Aw4YN49Zbb8U5R8i6WMydO5cBAwZQp06dH3xvTmaVXtiY2eN4w6z6OOe+DdkVmGPSHNgUsr0pxXo7zKwe8Kb/9nLnXGgpvhVoamYW6LXx5+80CYlzKVDDf50XclzxHpSm/nPx3hbwio95IQsfAKQCXULeZ+MNkysqIfZRcc2sC97CAf8X5pwnhXZN44Kv2zSJK6WlHKtqTdpTM/CmsSa2V6TYJq0J/i+tcWmdt3KsqjXp8P29baKfW5Efvcbtv39dJ+GEnjo2NpbExES2bNnCli1ez3yLFi2Oq6gpbsOGDaxYsYKePXuSnZ0dLHgSExPZtm3bUe3nzZtH165dqVWrFpmZmbRs2TK4r2XLlmRmHt3LXZ52GzduZP369fTt2zdsnpmZmbRq1QrwepwaNGjAzp07ady4cbDNnDlzuP3224/h6qNLpf7p3cym4C0E0Nc591Wx3evxiov+Ie1jgd6EzJfx55+8jddbcqlzLrdYnE+AenhzZgJSgLqBOM65jc65df4jM+S43v45A/oDW4ANxa6jJ3AOxYahOefyQuKuc87tc84dBJaHXldI7HBzc270z/dumH0iIiIiUopu3bqV+v545ObmMnToUCZPnkz9+vXLbL969WrGjh3LtGnTAMLOpwntQQkoT7s5c+YwbNgwYmLCz2EqK0ZWVhYrV67k4osvPqpdVVGZ32MzFfg13vyRHDNr7j/qQXAezGRgnJkN8b/jZjreQgAv+jHi8Cbdx+MtCV03JE5NP046XuEzzcx+amYpwDTgjVJWRMM/xwFgupl1MrMheEs7T3JH/2TcAGQA5V2xbBJwrZldb2ZJfoHXAjhimRAzq4O3OttzYc4pIiIiImX4/PPPS33/QxUWFjJ06FBGjBgRnNfSrFkzsrKyAK9QaNq0abD95s2bGTx4MDNnzqRt27aA1/OyefPmI9q0aNGCoqKi4GT+8ePHl9gu1Jw5c7jqqquC7+++++5gjMC5Nm3yBkEdOnSIPXv2kJDwfQ/ayy+/zODBg6lRowZVVWX22NyCtxLae0BWyONPIW3+hlcETMUb1pUIXOR/hw14q4v9FDgL+LpYnNAVxkYAX+AVQe/4r0tdktlfyrk/XsGR6ufwmJ9PUMiKZeUuPpxzL+EtZX0P3oIJ5+H1Nm0s1vRKvJ6lf5YnroiIiIh8Lz8/n6ysLFq0aMHll19OixYtyMrKOu4FBJxzXHfddSQlJR0xdGvgwIHMmOGt9TRjxgwGDRoEwO7du7nsssuYOHEivXr1CrZPTEwkLi6OpUuX4pxj5syZDBo0iJiYmOCE/gkTJpTYLmDt2rXk5OQE5+AAPPjgg8EYxXObO3cuffv2PaLHZvbs2UcURlWRqaMg+iQnJ7vU1NRIpyEiIiJS4dLT00lKSip3+/z8/CPm1BR//0N89NFH9O7dm86dO1OtmtcP8NBDD9GzZ09++ctf8t1333HqqafyyiuvkJCQwAMPPMDEiRNp3/77+UYLFiygadOmpKamcu2115KXl8eAAQN48sknww5HK63dvffeS35+fnAVtpLuw8iRI1mxYgUJCQnMmTOH008/HfDmCfXq1YtNmzYFryeccPfezJY755LLf/ciR4VNFFJhIyIiIlXVsRY2UnGivbDRur0iIiIiIhL1VNiIiIiIiEjUU2EjIiIiIicVTZU48arCPVdhIyIiIiInjdjYWHbu3FklPmhHC+ccO3furNAvNo2E6pFOQEREREQkIPCdLtu3b490Kj8qsbGxtGzZMtJpHBcVNiIiIiJy0qhRowZt2rSJdBoShTQUTUREREREop4KGxERERERiXoqbOT/t3fm8XIVVR7//gIkAkEBQdm3BEgAIbLKGCHsKi6goMLEIbKIIKOg4IgYJ2bMyKYIshs1KMgwMyhIEERCQkgmrEEBwbAmkEUMECF7Aqn545xLV9/X/bpf3nu+Jef7+fSn+1bVre1UnVNVt251EARBEARBEPR4FCdO9DwkzQdmdUHSmwCvdEG6awJRt51H1G3nEXXbeUTddh5Rt51H1G3n0ZV1u21KadMuSrtNxMQmaBpJD6eU9u7qfPRGom47j6jbziPqtvOIuu08om47j6jbziPqtjliK1oQBEEQBEEQBD2emNgEQRAEQRAEQdDjiYlN0Bau7eoM9GKibjuPqNvOI+q284i67TyibjuPqNvOI+q2CeIdmyAIgiAIgiAIejzxxCYIgiAIgiAIgh5PTGyCIAiCIAiCIOjxrNETG0lJ0jFdnY/uhqRJki5vS5hm7ukKJG3ncv5GB8TVLcu4uvQmOdcjk3+nHpEpaZins0lnphN0D5ppV+Uw/6i22CySRkl62fM0oh3x/MPL1Zm2O2RbFU+3Klcj/tFjOknjJI3vgHg61X50la3vqPppK712YiPpvZIulfScpOWS5ki6Q9JHuzpvHUnWIV6XtF7Jb7D7dUaH+RRwbkdFJulLkhZL6pu59ZW0RNLjpbA7epkObq+cJe3lcQ2t4//fkqb6ZYeWuS30dDm7gks1PkPan8VuxYWSZnpbfFnSBEmHdXWmuhKvj7PbeE+HDlCy9je2ht+F7teqAV6NcrwEbA78sW25bR1JB3q7esX143OSbpD0zjbEsRvw78CXPI83tSNLHV7Otuj1jpDtahCyraRXcwAsaYSkRdn1KElP1Aj3OUmPNhoDlNrECpfrA5I+WisPkk7xcKdKmifpvJL/SI/j0yX3GyRNbqJuGiLpNkl31/Er7PZhwP9h9fxqT7f1Jb4KDM8dJG0p6VpJs10+cyT9RNJWpXCbSrpydexpr5zYSNoOmA4cgQlqd+BQ4Hbg6nbGvU5789dJvA4cW3I7CXixMxJLKb2WUlrYgVHeA6wH7Ju57YeVaydJ+T/eDgOWA3Nop5xTSo8Aj2J19TaS1pH0buATwE89bEeXeXXoyXK+G1Pe+aeFoevh7InJYyfgY8AdwLu7NEdrMPkgCRukfVbS+pn/2sDn6YT+k1J6K6X015TSmx0Vp6RdgDuBx4CDgN2A0zC90K8NUQ3071s8j0tXMz99O7qcq2m/G8q2I213yLZD+SRwKw3GANjkqmgTo4EVwI3UaBOSzgV+DPxzSukaYCJWpznDsLZxSA33iatfnCrGAgd7my5zEjALmJBSWuH1nJ/m1ZNtfRHn6ymlvxfXkrYHHsba9glYWx0O7Ao8VKqnm7G20HZ7mlLqdR/gd8BcoH8Nv42y3wn4IvA/wGLgeWB45r+dhzkO63RLgTOwCeFITJkuBx4HPlnjvs8B9/p9j2IKejdsdr4YmAJsX8rfx4FHgGXAC8AYoG8rZR3maY0G7s3c1wFeBr7r/ptkfgcAD3gaLwOX5GkAkzBlcSmwwD8XAX1KYS5v5bovcAEw28v6EHBEA7nNAUZm198BfglMBY7N3H+FKZ5Czt8GnvN6fhzrKBuVZDEWeMV/rwDOz+Ib6e4jSnI+0+U7278XAbdn9+3o970KvAWsAp7N5LzQ05oCbA/c4OE3czlP9+u5vV3OwDhgfA33r2GGfLHLfyywYSnMB1wuizFlPwHYwv0EfKMs/xp98XiXwzLgL8DhpTQa1VU/4Efutwy4Hxia+X/M0/lUFv43LuP3ZOGGex0tBP6G6Z4ta8j5I5geWArcB2wFHAj8CWuH44F3Z/e9z+vlDY/7T8BBpTg3qVEve5fCHOL1sAQzQHuW6ulEzLAuAW4DTgdSg349Ezi7dP1t4BrP72zgnJJ/yj4zm9WPfu8o4GfA371+RwArgWlen8sx/bE9Nqh6AbgOeLAU971UdPyiUp6KT912VaOOq67dbRdswF60hxuBzVqpyzOB2Q3qey1sMeYFL+8zWB/p4/6jyuVw932AuzA9+YaXa/9S3An4MvBrrD9eXKtc7fnQhP2m2nav9Ly8AHyhVNd/A+Zh+rmw3d/B9EjCdPZM3H5n9yXgKSp6/QXgFCq2+6E6sn0qaz/XeFl6tWwp2YTMfQSwKLseBTxRCrMO1k/f79f1xgCv+ae/u/8KmFi0iSIPnte7vE0sxcd0Lrsl2AA5YRPetzD7PI/KmG6e+z+P6Yaifxb9f6q3gWJMdyumJ150/7ewNrmu521tz/dcqnXWepgt+U5ZR2e/Cx22xOvlGqwdFbZ+EbC233+8u71JxX59H/hDJqOuGNONI7P7WH+YA6xXCreeu9/u1xt6eQ5dLR3SEYqoO32AjTFF9K0mwiYX0nBs5vh9b+jbuv92HmYmcAxmCLcCzsKUw/FYRxntDXpI6b4ZwEeBQZghfYLKysGu2MDhtiw/R3i8XwAGeLgZwMWtlKHoBDthnW2Aux+NDfYOKjqMu2/pjfJqYDA2IPsr8INSg16IrXgMAj6DGYKvtaET3IAN/g4AdsCMygpgj1bKcj1wT3Y9EZutjwGuzNznuqxWeZgZwIddPsd7+Y4syeJNL8/hXu8J2NfD7O7Xr5TkPMfzXMh5pqdZyPkWv+9FbMD3H1QmNxMxQzalkDPW1uYD/+lyvghTWof2djlTf2JzJnCwy+lAbJLzy8x/Dy/vtcAQL8upwDbuP6ZJ+c/28g3y8i7FJxRN1tWlmNE70sP8BDMsm7v/IZ7OtcCmLv97gXeWynsiphN2wFajJgKTa8j5QeBDWNt8AjOoE7AVzL0xA/nj7L7Hsf4zCNNlR+MDF9o2sXkQa0uDgN9jA7XibwH2x9r3v2Ht8BSsPacGenYmLSc2r2JtZSDwr552kd9N/fpkbBFg02b1o8f9BjbYG4gtPozwfM8HLsQmL496+W7FBk/FYKiI+wpMp4/3sl7oebra87QPjdtVuY7L15tjOucCrE3tjumJB8kGHKW6/Bw20TqolfpeB7NJ+3ian8EGSCe5f3+v2+Rl2czdD8YGfIO9PJdjA6C83SRscHUy1oa3L5erPR+atN9U2+6bMZ37JvBgqa4XYH1sAhXbvQzTu1/zMq5yWQ+hemLzCqafHqCyeHUsZrsfK8nyX/z6u95+Pl3kp7fLlvZNbA4HZmXXtcYAX/E83J+5z8UnBVkerqYyuRhJ9ZjuAPf7jH/Pc/kO9jofiemNsVgfHuPxLMD6Z6HfF2E6Z7DnbYHLeRI2EXra778s01nLPa2BVHTWrR7/1mUdnf1ejOmkgzG9P8PTL2z9SmzRb0tPo5jIFfZrDnBeVj9dMaYbh9t9GvRt4Dz33wibEC4ELgPe0WY90l5F1N0+2GAhAUc3ETYB38+u18YU3nC/3s7DfL103xyyTpU1gutL952a+Vet6Nbp+JPJVivc7ShvzKpThrxD3ASMcffx2Kro2/7uPgYzAn1K+ViOz6K9LE/naXpcs0vlrdkJMMW+Ch98ZmFuIZug1CjLSVjn7Ae8w38PwJTfUx5mkJfnFP9eDnyoFM+PgN+VZFF+yrEKe1Sfh5mZhSkGLteUyjgHU75FGctynlbIGVt1X4QNZhdjHXUMplRH+u9iRaVXyxlTcG96GYvPHTXK+WHPY7ECeQOZQSuFXd/bSDPyPy/z7+Pl/l4zdeXprAD+JfNfC5tQFnEU9f93r5PXsFWz/RrooKI9b1WK54gszBnutmfmNopskIAZ5RMatZ3MraiX8sQmT/eDpbzdCNxZivtaVm9ic2MpzDPAt7PrBBxTCtNQP3rct5XCjPD4JmJGcyk2qF3hMt4GGwjMyO6Zg60K53EvAx5pQ7sq13H5ejS2DSXP60Zkiy416nIt4Oce5mVssPw1fPLXigzOB+7Oro9pQm7CdFX+BDSRTahrlas9H5q032S2G9Mtt2O2ewU2mS30939QPbiag/WV8qD4ZUyvF2V5W7ZUbPfcTLZnl2T5QA3ZFk9Xi/bTK2VL+yY2V+CTAL+uNQY42vPwkocpdObQUh6Wu/vYzP3tMR329PUSD/N7fAENewLzGrbA8V9FXWK6ZF6pHs4qZJi1i8VUniSNwPTEcsxuTM7SPDxVdNabZPaP2hOb66m29ZPd/Sj/fgTbljcGG1uM8vraHHuamYCDs/rpijHdOCp9bz9a6duZnIsF50+7XJZh46qLaWBPi09vfMdGbQz/WPEj2T7S+cB7SmEefjtye4lvC2wFNWcK9tiyZtyYogJbWc3d1s9eENsLOE/SouKDGdf1sdWXRvwUOEHS1sBhWKMqMxiYllJaVcp7Xyp7c8EGkym7ngZs2eRLjHticniyVJYjsQ5Sj4mYMtvfP6+klJ7D6nqApM2w1YolwJ/9nr7AnaV0TquRzn3Fj5TSSo9jh1KYbSUN8t+n+vd/l8LMxeRclBHgkiztfdztcU+zH/AubIA8FXvP5L3Y6sQ3gQPWIDlPxlZFi8/JsgMg/uAvEi7EtkH0pVIP78dWW2uxC9ZempH/tOKH18kDVPpro7oagE2Gp2ZxvOVxlvv8QmxV6zJMkd8v6VuFp6Q9Jd0qaZaXt9At25TiaUZ35Hrqh8BYSfdIOi9rx20lT3eufxfpDMJWnHMe6IB0irTKerdMs/rx4Rr3rgIWp5QWYFsE98JkOiWl9CK2b3tgFu8W2OJEHvcyrO/mtNauGrEX3v+zdF9yv5p6Mtk7D1/Anj6cjT0tPgf4i6Rdi3D+IvbDkuZ7vGfRso1VIek9kq6R9LSk17G2/J4a99Wq346iLfY7b0MJs91PYAtJn3b3t1/czmz3BlTb7ylY+yjLrZBt0f8ezMLM9+/i3Zf3+fdkr+9vYU9p1gdCtvX5BPb0oqDFGICKHtqsNAYo655Cpu+X1A9ajOkmepxg/XiS//4/bNI5FZtU3OPuKz3NRVTGG2P8ewCVdvHnlFJxSMLLWJvo62H2wuzRKuB2j+tGbBL7v61VDPZ08BPAuZIWY0/wwdpwUd5hmP3qg23zepDKO8hgC20FXTGmq0Wq467cP6V0M1bWj2Pv1vwTJXtaj944sXkGq5jBTYZfWbpOtKyXxTXuqyWcstvKGn613Ppk39+levC3O7YCNZ/G3I093vwF9jh3do0wqpN3WnFvK308rn2oLstgzOjUTjyl57GX6Yb5Z5K7L8ZWJwr3Kdh+9iK/Hy+lsyv2lCen1suPZSP6EnCipHWxVS+oL+c+md/xWdrFfStd2U3HZAg20Znm6V6OyerzrDlyXpJSerb4YKtpt2PbnY7FjEBxX/HSd2sDnaLfNCP/1mhUV1UKt4Z/znhgZ+DWlNI/YZPQUbLTfdbHVgqXYHLfB3tCBZXyFrTQEz4hz93e1lMppVHYoOsWzAA8Jqmoy2LCltdlvRepW9NPrdVTW2lG75ZpVj/W0tf5pPVnVNrHjf4tbEVzCFCckHhyjbg7kj5Y+x9S+uyItaO6pJTmpJR+mVL6Mib3VdggGEmfxZ5ajsO2wgwBrqRlGytzHdYmz8La0BBsu1f5vlr121G0xX7XakMPYdvCipeu6+W1mb5cdl9Vw69P6buwBcUi1iHYoHAIvVe2b2CLd2U2xLY71UR2hHR/bMsuUHcMULSJeZn7lJI+BHjSvwcAvykmN1R0yz3YQhlY+5rkv4sJ0dbYhGdikUXP/xBs+zCYfAsZFu0ibzflNlTorG9gcjwQe0r1GrYboTWux/TbPGxRa7Kn/WyW7w8C78T0+SNepoOwRTVo2UdWl9Ua05Uo5LhrHf/B7v9c4ZBSWpZS+kNKaXTZnjbKbK8ipfQaNng4Q1L/sr+kDdsZ/xvYCkL5eOChVDrW6jIdGJQP/rJPw1NJfMVwHNbxf1on2JPA/pJy2Q/FHuE/l7ntJykfCH0AmOvlb8SjmFLYrEY55jS4dyLWMQ+ionjw3wfjKyou52I1bqdyOrRUqDsWP7xc/aisuBT8FjOKxwHrYttTynLeAqvDooxgj3OLdMuTjEnYeyIA96WUlmGG4ChM6fxmDZUz2LsifYGzUkrTUkpPU1mNKpiOyb0WT2IrU9vWSH9WKewHih9e3n2xCVURT2t19az/HprFsRa2+lfu8yOxvd53y46yfhKbwL0De+KxCbbHeHJK6S80fkrRNCmlZ1JKl6WUjsTaxcnuVQzMN8+CD1mNJJ6i+sQialx3FCuxVc2cdunHjAlUFjp+59+vYttJnk0p/RHT8TuU4u6LvYOQ01q7asR0zMjPqlGehc0Wxp9CzcMGiWDt9IGU0uUppemul5pZVR2KbUW6PaX0Z2xVf/MG93QoHWC/n8H66sY14i5s90Kq9fpQfDW6dMsHStd7UF+2T/j3bK/vKdj2pftSSjN6uWxnAHuW7AjYhG5GK/d9EntZvNx3q8YAWZvYCFuQGEblqUqtNvHv2ATmt5LeUYq3GBAvSLYbBOz9OrD36xZhk2OwyUIfbKJV2JPZNWQ4KD+Nzylsx3RM71+JbRP7IGb7f+5jgdYYlFJ6BnvvZz9MfoUtAtsZ0A97J3ElNimYhNXbYdjiZ3ex9XnfPl0tj7FeDzu44g4PV4/cntal101snNMxITws6VhJO0saJOk0Wm6BWB0uAs6WdJyknSSNxh4T/qCd8Y4Gjpc0WtJunudjJF3Yhji+hzX0X9fxvxIbPF4pOxP9SGyP7uUppSVZuC2AH3ndHYOtGF3STAZ8gHoDMM7zv4OkvSWdLelTDW6fiHW4/aie2NyLvVxZPFIG2y62CLhCdt75YZKOkvQrqjs0wBGel52xFa+1ybaROLdhA8+LsZXvC8jkjBmqzbGXyp/2MGDHOe7gK1DDS3FOojKx+WOWTvEoe+c1VM5gg5A+wJmStpd0HPaybs5F2NaCayXt4fk8WdI2blwuBi6WdKKkgZKG+FaNL5biOa0k/22Bq5qpq2RPDK8Czpf9Z8Jgv36v3wu2agb2xO4mbK/2ZGxLygQ3Hi9iE7EzvK6OxN4BaBeS1pV0haRhsj/U24/qhZZnsaeRo1xfHY7tr24rlwGHSzpH9l9SJ2H7ojuDmcAhkjaTtJG7dYR+tJcPKquMxSDhT9i2jNGy/wG5Dvim7H8oCh2/LrataEtskAWtt6tGXIGtdN8kaT9vE4d6W9+g1g2y/+S4StLhkgZI2lXSBdhWqFs82NPYQPMjLqeR2EpxI54GhkvaRdI+WBte0eCezqC99nt3Ktt2ylyEDW6/Keks2X+fHIDp0rL9Ps114rZ+vRX1ZXuZf5/q7edOzFb9eQ2Q7VXYtu4fZzr6LGyB8OJW7vsk1dvQCmqNAU7HBu8nYPX6XCttYg5WJ7thT1YE4ItdxXbAR4rArt9nYe3gWWAH7+9bYQsgN1FZCNq3hgzXAn4m2y5YPBEa5/GOxp7ynIu1idGY7d+wlXopeL+kq70M+wLLJV2T+S+msjiyNmaLXsPa60Dgf7qRrS84w/N6t2wb+taShgF/wOR0BoCkd8u2VQ+XtLuPD47FnnxNaDgZS+182a+7frAB6I+xUyKWYys1dwAfycIkWr6gOhN/0ZU6L85RfdzzCuwx4VGZf4v7sNXpBGyXuX3Y3fpnbodjW5aWYCv7DwNntFLOYZReDG7kT+Vo2+VUjgbsl/lPwladL8f2aC7AlP5apTCtnaCxDvYy2/NeR3/Fnojs1UBuW5O9KJi598cU2+ulfGyOTXpW+H1vYftyv1WSxaXYXtpl2CrSy7Xk7HlM2IpHWc6LqD7ueaCHnZ2V8d5czp7vN3M5ZzKZuabImfqnon0FM0RLsZX04tSavJ8MxSYJSz2fd1M5jUzYqVrF05v5mJI8rCTbfy7J/yOlfDSqq/y45+W0PO75ME/nUa/HJZiRqTrcAPgsNulehu2HPsLvG9aKHFu8DIz9+d4r/rsv9q7JLCq67lqyE9mw7Sd/9PxMw/ZGv62j6qS7HS312IlYf1iKTdC/Dixt0Kdn0vLwgLNLYSZR3a4+jk18V1J9qEer+rFO3CM8nvzY0aryYu3z/lLcc1yWhY7/BjYBWub3ttquyvVXpz53xPbaL/A6nYHZrZpHv2MDp+uoHG/+quf781mYvtgTuwVYf/kp9mJ0Xo+12tQeWB9Y6vF/HnsSMSoLU8tmtihXez80sN95Plx246lju6l+gbkPLY97noXbb6oPDyhkW7yUfkKWvxPc7UOl+x7N2s/jVPRBr5YttkXp95h+fN3TOqoUZhR+eAB24toyYIMacdUbAwygcvx2VZug+rjnol0MxBaTlgLnuttNHmZ0Ke7z3f3vZGM6Kv2zaC8zCxlSGdNNcBn8zdNKZAc+UNFZhd8iSrae2ocHHIJNht7AJjGPYxOjPGyR71Oo2K8VmL5bv6Rf/+FjOmrYfZfvTzD9utLlOBY/pMbD9MNOj32Iij19BnuXdONG+qM4rSMIgiAI2oSkS7D/Gnhfw8BBEASAP9E5LKX00YaBg6CNrN3VGQiCIAh6BpLOwZ6ILcL+f+lL2Ha7IAiCZpmD/cdMEHQ48cQmCIIgaApJN2FbId5F5d/VL01hSIIgCIJuQExsgiAIgiAIgiDo8fTWU9GCIAiCIAiCIFiDiIlNEARBEARBEAQ9npjYBEEQBEEQBEHQ44mJTRAEQdBt8T8dfaJxyCAIgmBNJyY2QRAEQY9G0lpdkGb8XUIQBEE3IyY2QRAEQXdnbUnXSXpM0v9KWk/STEnfkTQFOFbScZIel/SEpAsAJH1G0g/991clPe+/B/h9SDpf0pMe98XutqmkmyU95J8PuvsoSddKugv4RVdURBAEQVCfWHEKgiAIujs7AyellKZK+hlwursvSykNlbQFcD+wF7AAuEvSUcBk4BwP+yHgVUlbAkOB+yRtDBwNDEopJUkbethLgUtSSlMkbQP8HhjsfnsBQ1NKSzuxvEEQBMFqEBObIAiCoLvzUkppqv++HviK/77Jv/cBJqWU5gNIugE4IKV0i6T+kjYAtgZ+BRyATXJ+DbwBLAPGSrodGO/xHQrsIqlI/50eB8BvY1ITBEHQPYmtaEEQBEF3p/xP0sX1Yv8W9ZkGfAGYAdyHTWr2B6amlN4E9gVuBo4C7vR7+gD7p5SG+GfLlNLCUppBEARBNyMmNkEQBEF3ZxtJ+/vv44ApJf8HgAMlbeIHCRwH3Ot+k4Gz/ftR4CBgeUrpdUn9gXellH4HnAkM8XvuAs4oIpdUuAdBEATdmJjYBEEQBN2dp4ATJD0GbAxclXumlOYB5wITgT8B01NKt7r3fdg2tMkppbeAl6hMjDYAxnu89wJnuftXgL39QIEngS91WsmCIAiCDkMplZ/wB0EQBEEQBEEQ9CziiU0QBEEQBEEQBD2emNgEQRAEQRAEQdDjiYlNEARBEARBEAQ9npjYBEEQBEEQBEHQ44mJTRAEQRAEQRAEPZ6Y2ARBEARBEARB0OOJiU0QBEEQBEEQBD2e/weE9qSddiGrLgAAAABJRU5ErkJggg==", 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot.plot_scatter(df, 'browser', 'hour', 'browser vs hour', 'experiment', None)" + ] + }, { "cell_type": "markdown", "id": "0eed37e2", "metadata": {}, "source": [ - "### Distribution of the two groups" + "### Distribution of the control and exposed groups" ] }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 23, "id": "3a93145f", "metadata": {}, "outputs": [], @@ -1539,7 +1725,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 24, "id": "a25a9d3f", "metadata": {}, "outputs": [], @@ -1552,13 +1738,13 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 25, "id": "9071081a", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -1579,18 +1765,18 @@ "id": "be5b6172", "metadata": {}, "source": [ - "The " + "The data has a normal distribution" ] }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 26, "id": "4353bef3", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -1605,52 +1791,6 @@ "#comparison of control and exposed groups distribution against each other\n", "DP.cont_exp_distribution(C_aware, E_aware, C_total, E_total, C_cr, E_cr)" ] - }, - { - "cell_type": "code", - "execution_count": 47, - "id": "21d0731e", - "metadata": {}, - "outputs": [ - { - "ename": "TypeError", - "evalue": "PlottingFunctions.show_area() got multiple values for argument 'area_type'", - "output_type": "error", - "traceback": [ - "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[1;31mTypeError\u001b[0m Traceback (most recent call last)", - "\u001b[1;32mc:\\Users\\Stella\\Desktop\\week 2\\smartAd-abtesting\\Notebooks\\eda_AB_Testing.ipynb Cell 42'\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[39m#Null and alternative hypotheses plots with\u001b[39;00m\n\u001b[0;32m 2\u001b[0m \u001b[39m#statistical power and significance levels defined and represented in the plots\u001b[39;00m\n\u001b[1;32m----> 3\u001b[0m DP\u001b[39m.\u001b[39;49mnull_alt_distribution(C_total, E_total, C_cr, E_cr)\n", - "File \u001b[1;32mc:\\Users\\Stella\\Desktop\\week 2\\smartAd-abtesting\\Notebooks\\../Scripts\\eda_DistributionPlots.py:50\u001b[0m, in \u001b[0;36mDistributionPlots.null_alt_distribution\u001b[1;34m(self, C_total, E_total, C_cr, E_cr)\u001b[0m\n\u001b[0;32m 48\u001b[0m bcr \u001b[39m=\u001b[39m C_cr\n\u001b[0;32m 49\u001b[0m mde \u001b[39m=\u001b[39m E_cr \u001b[39m-\u001b[39m C_cr\n\u001b[1;32m---> 50\u001b[0m HPP\u001b[39m.\u001b[39;49mhypo_plot(C_total, E_total, bcr, mde, show_power\u001b[39m=\u001b[39;49m\u001b[39mTrue\u001b[39;49;00m, show_beta\u001b[39m=\u001b[39;49m\u001b[39mTrue\u001b[39;49;00m, show_alpha\u001b[39m=\u001b[39;49m\u001b[39mTrue\u001b[39;49;00m, show_p_value\u001b[39m=\u001b[39;49m\u001b[39mTrue\u001b[39;49;00m)\n", - "File \u001b[1;32mc:\\Users\\Stella\\Desktop\\week 2\\smartAd-abtesting\\Notebooks\\../Scripts\\eda_HypothesisPlot.py:59\u001b[0m, in \u001b[0;36mHypothesisPlot.hypo_plot\u001b[1;34m(self, Control, Exposed, bcr, mde, sig_level, show_power, show_beta, show_alpha, show_p_value, show_legend)\u001b[0m\n\u001b[0;32m 57\u001b[0m \u001b[39m# shade areas according to user input\u001b[39;00m\n\u001b[0;32m 58\u001b[0m \u001b[39mif\u001b[39;00m show_power:\n\u001b[1;32m---> 59\u001b[0m PLTF\u001b[39m.\u001b[39;49mshow_area(ax, mde, stderr, sig_level, area_type\u001b[39m=\u001b[39;49m\u001b[39m'\u001b[39;49m\u001b[39mpower\u001b[39;49m\u001b[39m'\u001b[39;49m)\n\u001b[0;32m 60\u001b[0m \u001b[39mif\u001b[39;00m show_alpha:\n\u001b[0;32m 61\u001b[0m PLTF\u001b[39m.\u001b[39mshow_area(ax, mde, stderr, sig_level, area_type\u001b[39m=\u001b[39m\u001b[39m'\u001b[39m\u001b[39malpha\u001b[39m\u001b[39m'\u001b[39m)\n", - "\u001b[1;31mTypeError\u001b[0m: PlottingFunctions.show_area() got multiple values for argument 'area_type'" - ] - }, - { - "data": { - "image/png": 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gir/OG2M+aYzZbYzZ3dLSEoE4EZkODh48yMGDB6/9xmnuhWPnWFGYydysye28MCEnnoK8hZC3ICKXu23pHHoGR9hd1xGR613V4jsgNAi1L7nPuox4mY8icm1TKn6NMf8LGAEevtJ7rLUPWWurrLVVBQU+3AwiIjFhZGSEkZGRa79xGuvqH2bvqU5uXTTbfdhQH9S9Agtvj9glb1qQR2LQ8OJxHxYmSjZAYjpUP+M+6zLiYT6KyPhMuvg1xnwMeDfwQWujfHSPiEgUbK1uJRS23LLYh1/s67d6K6eVt0XskunJCawty+XFYz4UvwnJUH4zVD8d9dPeRCS+Tar4NcbcAfwxcLe11ocjgkREYs+Lx1qYlZLAdcXZ7sOqn4GEFCjdGNHL3rKogGNnz3Omqz+i172sytug8xS0nXSfJSJyBePZ6uw7wDZgsTGm0RjzIPAlYBbwtDFmnzHmPxyPU0QkplhrefF4C5sq892f6gZe8Vu2CRJTI3rZsVXrl/xofajc4j1GqfVBRATgmptSWms/cJmnv+pgLCIyg2RnZ0d7CE4dP9tDc/cAt/hxsEV7LbRVw9pfi/ilF8+ZxdzMFF483sL9a0sifv03yS2H3AVe8bv+U26zLjHT56OIjJ8PO7KLSDwqKyuL9hCcevG4dziEL/2+J5/1Hisjd7PbGGMMtywq4MmDZxgJhd2vYi+8HfZ8E4b7I76KfTUzfT6KyPjpeGMRkUl48XgLi+fMYl6WDwVc9bPeIRER2uLsUrcsLuD8wAj7GjqdXP9NKrfASD/Uv+o+S0TkMlT8iogT+/fvZ//+/dEehhO9gyPsqu3wZ9V3ZAhqXvSKRmOcRGyszCcY8GnLs9KNEEz2CnofzeT5KCITo+JXRJwIh8OEw+FoD8OJ7TVtDIXC/vT7NmyH4d43bhZzICs1keuKs/0pfpPSoGyj7ze9zeT5KCITo+JXRGSCXjzeQmpikKqyHPdh1c9AIBHKNzuNuWVRAfsbu2jtGXSaA3iFfOsxb9szERGfqfgVEZmgV6pbubEil+SEoPuwmhegeB0kz3Ias3l0FfvVk21OcwBY8HbvseYF91kiIpdQ8SsiMgHNXQPUtPSycUG++7C+djizH8pvcR61sjCLWSkJvFrd6jyLgiWQMcfrZRYR8Zm2OhMRJ/Ly8qI9BCe2jhaHN1X68M9X9zJgocJ98RsMGNZX5LH1pA/FrzHeUcc1L3hHHTu6ke9iM3U+isjEaeVXRJwoLi6muLg42sOIuFdPtpGTlsjSuZnuw2pfgsR0KLzBfRawqTKfhvZ+TrX5cGp9xa3Q2wLnDrvPYubORxGZOBW/IiLjZK3l1ZOtbFiQRyDgfrWSmheh9CYIJrrPAjaOrmb7svo71sqh1gcR8ZmKXxFxYt++fezbty/aw4io2tZeznQNcJMf/b7dp6HthC8tD2MWFGQwJzOZV/zo+80u9o469ummt5k4H0VkclT8ioiM09bRnRA2VvpQ/I6tiPpws9sYYwwbF+Sz7WQb4bB1H1hxC9RvhdCw+ywRkVEqfkVExunV6lbmZ6VQlpfmPqz2RUjLgzkr3GddZGNlPu29QxxtPu8+rOJWGOqBpr3us0RERqn4FREZh3DYsq2mjZsq8zGudyew1rvZrWwzBPz9MT22qr3Vj9aHss2A0X6/IuIrFb8iIuNw+Ew3nX3D3LTAhy2z2k5Cd5O3HZjP5malUFGQ7s9Nb2m5MG+Vt8otIuITFb8i4kRBQQEFBQXRHkbEvDpaDPrS71v7gvdYcav7rMvYVJnPztp2hkbC7sMqboWGnTDU6zRmps1HEZk8Fb8i4kRhYSGFhYXRHkbEbK1uY0FBOnMyU9yH1bwImUWQW+E+6zJuWpBP31CI1xs73YeV3wLhYTi1zWnMTJuPIjJ5Kn5FxIlQKEQoFIr2MCJiaCTMztp2f1Z9w2HvZLeKW3w5+exybizPBWBHTZv7sOIbIZAAdVudxsyk+SgiU6PiV0ScOHDgAAcOHIj2MCLi9cZO+odD/uzve/YA9Hf4usXZpXLSk1gydxbba9rdhyVnwPzroe4VpzEzaT6KyNSo+BURuYat1a0YA+srct2HXdjf1/+b3S62viKPPfUd/vT9lm2E03ud9/2KiICKXxGRa9pe08by+ZlkpyW5D6t7BfIWQuY891lXsb4il/7hEAeaOt2HlW2C8Ag07HCfJSJxT8WviMhVDI2Eee1UJ+vKfNjiLByGhu1QepP7rGtYV+798/rS+lB8I5ig875fERFQ8SsiclUHmroYHAmztizHfdi5wzDQBSUb3GddQ256EovnzGK7Hze9Jc+C+dc57/sVEQEVvyLiyNy5c5k7d260hzFlu+q8lc+qMh/6fce2+yqNfvELXuvDnvoOhkN+9P1ugqY9MNTn5PIzZT6KyNSp+BURJ2ZKsbG7rp2K/HQKZiW7Dzu1DWbNh+xS91njcGNFHn1DIQ40dbkPK9vk7ffbuNPJ5WfKfBSRqVPxKyJODA8PMzw8HO1hTEk4bNlV10GVHy0P1kL9NihZH7X9fS+1bnS/X19aHy70/bppfZgJ81FEIkPFr4g4cejQIQ4dOhTtYUzJiXM9dPUPs9aPlofOejh/OiZudhuTn5HMojkZ/tz0lpIJ89c4K35nwnwUkchQ8SsicgVj/b5jK6BOndruPcbAzW4Xu7E8jz117f70/ZZudNr3KyICKn5FRK5oV107s2clU5Kb5j6s/lVIzoLZy9xnTcD6ijx6h0Ic9KXvdzOEhqBxl/ssEYlbKn5FRK5gV207a8tyMX704J7aBiU3QiC2fiyPrXrvqPWh9aFkPZgA1Gu/XxFxJ7Z+yoqIxIimzn5Odw34s79vbyu0Ho+5lgeAglnJVM7O8Oemt5RMmLda+/2KiFMJ0R6AiMxM8+fPj/YQpmTX6ErnWj/7fWPoZreLra/I5cd7mxgJhUkIOl4zKdsEO/4ThvshMTVil53u81FEIkcrvyLixOzZs5k9e3a0hzFpO+vamZWcwJK5me7DTm2DYLJ3ylkMurHc6/s9dLrbfVjpptG+390Rvex0n48iEjnXLH6NMV8zxpwzxhy86LlcY8zTxpgTo48+/F1QRKaTgYEBBgYGoj2MSdtd1871pTkEAz71+xbeAAk+HKQxCWN9v2O7XzhVciNg3jjtLkKm+3wUkcgZz8rvN4A7LnnuT4BnrbULgWdHvxcRueDo0aMcPXo02sOYlI7eIY6f7fFni7OhXjjzeswcaXw5czJTKMlN86f4Tc3xdryIcPE7neejiETWNYtfa+1LwKU/8e4Bvjn69TeB90Z2WCIi0bO7vgOAqlIf/qjVuAvCIzF5s9vF1pblsruuA2ut+7DSDdCwE0Ij7rNEJO5Mtud3jrX2zOjXzcCcK73RGPNJY8xuY8zulpaWScaJiPhnd107ScEAq4uz3Yed2g4YKF7nPmsK1pbl0NY7xMmWXvdhJRtgqAfOHnCfJSJxZ8o3vFlvGeCKSwHW2oestVXW2qqCgoKpxomIOLezrp1VRVmkJAbdh9W/CnNXQEqW+6wpGNv1Yrcvfb+jq+Bju2CIiETQZIvfs8aYeQCjj+ciNyQRkejpHwpxoLHLny3OQsNe20NJbG5xdrGK/HTy0pPY6Ufxm1UI2SXeLwYiIhE22X1+HwM+Cvz96OOjERuRiMwIRUVF0R7CpLzW0MFI2PpzuMWZ/TDc551sFuOMMVSV5bC7rsOfwJINcPJ5sBYicMLedJ2PIhJ549nq7DvANmCxMabRGPMgXtF7uzHmBLBl9HsRkQvy8/PJz8+P9jAmbHddB8bADaV+HG4xuqNBjB5ucam1Zbmcau/jbLcPW4aVbIDec9BeE5HLTdf5KCKRd82VX2vtB67w0m0RHouIzCB9fX0ApKWlRXkkE7Orrp3Fc2aRlZroPuzUNsgph1lz3WdFwNoy7xeCnbXtvGe14xPTxvp+61+FvAVTvtx0nY8iEnk64U1EnDh+/DjHjx+P9jAmZCQUZm99x4UizylrveI3xrc4u9jy+ZmkJQX9uemtYDGk5kbsprfpOB9FxA0VvyIio46cOU/vUMifm91aT0BfW0wfbnGphGCA60ty2OlH368x3i8Gp3TTm4hElopfEZFRYzsZ+HKz21hRNw12erhYVVkOR5u76eofdh9Wst7r+T1/1n2WiMQNFb8iIqN21bZTlJPKvKxU92H12yC9ICL9rH5aV5aLtbD3lA+rv2M3Akb4qGMRiW8qfkVEAGstu+vbWedHvy+M9vuuj8g2Xn5aU5JNQsCwq9aHvt95qyEhVcWviETUZPf5FRG5qtLS0mgPYUJqW3tp7Rnyp9+3+zR01sONn3KfFWFpSQksL8xilx83vQUToagqIoddTLf5KCLuaOVXRJzIyckhJ8eH3tkI2eVnv+9YMTcNDre4nHVlObze0MXAcMh9WOlNcPYgDHRP6TLTbT6KiDsqfkXEiZ6eHnp6eqI9jHHbVddBbnoSCwoy3Ied2g5JGTB3lfssB9aW5TIUCnOgqct9WMkGsGFo3Dmly0y3+Sgi7qj4FREnqqurqa6ujvYwxm1XXTtVpTkYP3pwT22DorUQnJ6dZ1UXHXbhXNFaMEHvBsEpmG7zUUTcUfErInHvXPcA9W19rPOj37e/E84emjZHGl9ObnoSlbMz/DnsIjkD5q2K2GEXIiIqfkUk7u0aPbShyo+dHhp2Anba9vuOWVuWy+76DkJh6z6s5CZo2g0jg+6zRGTGU/ErInFvV107qYlBls/PdB926lUIJEJhlfssh9aW5XB+YIRjzefdh5Wsh5EBOL3PfZaIzHgqfkUk7u2sbef60mwSgz78SKzfBvPXQFKa+yyH1o6uku+u96H1oWT0CGjt9ysiEaDiV0ScKC8vp7y8PNrDuKbugWGONHdTVepDy8PwAJzeO+1bHgCKclKZm5niz01vGQWQVzml4ne6zEcRcW963mosIjEvKysr2kMYl731HViLPze7nd4LoSGvh3WaM8awtjyXnbVtWGvd75JRsgGOPA7hMAQmvm4zXeajiLinlV8RcaKrq4uuLh/2gZ2iXXXtBAOG60qy3YdN88MtLrWuLIez3YM0tPe7Dyu9CQY6oeXIpD4+XeajiLin4ldEnKitraW2tjbaw7imXbUdrJifSVqSD38IO7UNCpZAmg+rzD6o8rXvd/QXhklueTZd5qOIuKfiV0Ti1uBIiH2NnRdu3nIqHPK2ORu7eWsGWDxnFrNSEi4cDe1UTjlkzNVNbyIyZSp+RSRuHWjsYmgkzFo/+n3PHoLB7ml9uMWlAgFDVWnOhX2SnTLGW/3VYRciMkUqfkUkbu0cXbGsKs1xHza2YjmDVn7Ba32oPtdDe++Q+7CSDdDVAJ0N7rNEZMZS8SsicWt3XQcLCtLJy0h2H3ZqG2QWQXax+ywfjbWM7Kn3YfV3rO+3YYf7LBGZsVT8iogTlZWVVFZWRnsYVxQOW3bXtfuzxZm13uEWpTNr1RdgVVEWScGAP32/c1ZA0qw3ds2YgFifjyLiH+3zKyJOZGRkRHsIV3Xs7Hm6B0b8udmtoxZ6mmdcywNASmKQVUVZ/hS/wQQoXjupvt9Yn48i4h+t/IqIEx0dHXR0+PCn8EnaPVqs+VL8jhVrM7D4Ba/v92BTF/1DIfdhJRvg3GHon9jcivX5KCL+UfErIk7U19dTX18f7WFc0c66DuZmplCUk+o+rP5VSMn29vidgdaV5zAcsrze2Ok+rGQDYKFh14Q+FuvzUUT8o+JXROKOtZZdte2sLc91fywveDe7lWyY1LG808ENJd7q+a5aH1ofCm+AQAKcmnjfr4gIqPgVkTjU2NFPc/cAa8t82OKspwXaqmfMkcaXk5WWyOI5s9jlx44PSWkwb432+xWRSVPxKyJxZ5ev/b6j+/vOoMMtLqeqLIe99R2EwtZ9WMl6aNoDwwPus0RkxlHxKyJxZ1ddO5kpCSyeM8t92KltkJDqrVbOYOvKc+kZHOFoc7f7sNKbIDQEZ/a5zxKRGUdbnYmIE4sWLYr2EK5oZ207VWW5BAI+9PvWvwpFVZCQ5D4riqrK3uj7XT4/y21Y8Y3eY/2r424nieX5KCL+0sqviDiRlpZGWlpatIfxFm09g5xs6aXKj37fwfPQvH9G9/uOKcxOZX5Wij99v+n5kL9oQn2/sTofRcR/Kn5FxInW1lZaW1ujPYy32D1anK3zo9+3cRfY8Izd3/dSVWW57K5rx1qf+n4btkM4PK63x+p8FBH/qfgVEScaGxtpbGyM9jDeYldtO0kJAVYWOf7TPHhHGpsAFK9znxUD1pbncrZ7kMaOfvdhJTfBQBe0HB3X22N1PoqI/6ZU/Bpjft8Yc8gYc9AY8x1jTEqkBiYi4sKu+g7WFGWTnBB0H3ZqG8xdCck+3FgXA8a2jtvpx36/Y60k2u9XRCZo0sWvMaYQ+F2gylq7AggCD0RqYCIikdY3NMKhpi7WlvvQ7zsyBI27vRXKOLFo9ixmpSSwu96H4jenDDLmar9fEZmwqbY9JACpxpgEIA04PfUhiYi48dqpTkbC1p/9fc+8DiP9UBof/b4AgYChqjSHXXU+3PRmjLf6q+JXRCZo0sWvtbYJ+CfgFHAG6LLWPhWpgYmIRNquunaMgetLfVj5HTvcIk5udhuztjyX6nM9tPcOuQ8rvQm6GqCzwX2WiMwYU2l7yAHuAcqB+UC6MeZDl3nfJ40xu40xu1taWiY/UhGZVpYsWcKSJUuiPYw32VXXztK5mWSmJLoPO7UNchdAxmz3WTFkbFV9d52ffb/XXv2NxfkoItExlbaHLUCttbbFWjsM/Ah4S3ObtfYha22VtbaqoKBgCnEiMp2kpKSQkhI798AOh8Lsre9kXbkPLQ/hsFf8xlHLw5iVhVkkBQMXtpRzavZySJr1xir7VcTafBSR6JlK8XsKWG+MSTPGGOA24EhkhiUi0925c+c4d+5ctIdxweHT3fQPh/zp9209Dv0dcXWz25iUxCCrirLY5cfKbzABiteOa+U31uajiETPVHp+dwCPAHuBA6PXeihC4xKRae706dOcPh0798COFWNr/TjZbWz7rTg42e1y1pbncrCpi/6hkPuwkpvg3GHvl42riLX5KCLRM6XdHqy1f2GtXWKtXWGt/bC1djBSAxMRiaSdte2U5qUxO9OHP33Xb4OMOZBb4T4rBq0ty2E4ZNnX0Ok+rGQ9YKFhp/ssEZkRdMKbiMx41lp213f40/IA3p/hSzZ423HFoRtKfLzprfAGCCSMq+9XRARU/IpIHDjZ0kt775A/LQ9djdB1Ku62OLtYVloii+fMYpcfN70lpcG8NdrvV0TGTcWviMx4b/T7+rDyWz+6AhmHOz1cbG15DnvrOwiFrfuw0g3QtAeGB9xnici0p+JXRJxYvnw5y5cvj/YwANhV205+RhLl+enuw0696m2/NWeF+6wYtrYsl57BEY6c6XYfVrIBQkNw+rUrviWW5qOIRJeKXxFxIjExkcREHw6TGIdd9e1UleZi/OjBPbUditdBIOg+K4ZV+XnYRfGN3uNV+n5jaT6KSHSp+BURJ5qbm2lubo72MGjuGqChvZ+1fhxu0dfubbsV5y0PAIXZqczPSvGn7zc9H/IXXbXvN1bmo4hEn4pfEXEiVoqNnaMrj+v86Pdt2OE9xuHhFpeztjyX3XXtWOtD32/JBmjY7p2udxmxMh9FJPpU/IrIjLa7rp30pCBL581yH3ZqGwSTvO23hKqyXM52D9LQ3u8+rGQDDHRBiw4aFZGrU/ErIjPaztp2ri/NISHow4+7+m0w/zpI9OEgjWlgbGs5X446HjtNT/v9isg1qPgVkRmrs2+IY2fP+9PyMNQHp/dCqVoexiyaPYvMlAR21/tQ/OaUwax52u9XRK5Jxa+IzFi76zqwFtb5cbNb4y4Ij0DpRvdZ00QgYKgqy2VnrQ/FrzHe6m+9Vn5F5OoSoj0AEZmZVq5cGe0hsLOunaRggNXF2e7D6l8FE/C2OZMLqspyeO7oOdp6BsnLSHYbVrIBDv0YOhsgu/hNL8XCfBSR2KCVXxFxIhgMEgxGd6/bHbXtrCnOJiXRh3HUb4W5KyEly33WNDJ2qt4eP7Y8u9D3+9bWh1iYjyISG1T8iogTTU1NNDU1RS2/d3CEg01d/rQ8jAx5bQ9qeXiLVUVZJCUE2O1H8TtnhXe63mVueov2fBSR2KHiV0ScaGlpoaWlJWr5e091EApbf4rf06/ByIBudruM5IQgq4uy/On7DQS9tpPLFL/Rno8iEjtU/IrIjLSztp1gwHB9aY77sPqt3mOJTna7nKqyXA42ddE/FHIfVrLBO2Wv34eVZhGZllT8isiMtKO2nRXzM8lI9uG+3vpXoWCJd8yuvMXashxGwpZ9DZ3uw8b6fht2us8SkWlJxa+IzDgDwyH2NXT60/IQDnk3WKnl4YpuKMnFGO+0PecKb4BAog67EJErUvErIjPO/sYuhkbCrCvPcx/WfACGzutmt6vISktk8ZxZ7PSj+E1Kg/lrtN+viFyR9vkVESfWrFkTteydtW3AG8frOlX/qveoft+rqirL4cd7mxgJhd0fNV2yHnb8JwwPXDhqOprzUURii1Z+RWTG2VHbzpK5s8hOS3IfVr/VO1o3q9B91jS2tiyX3qEQR5vPuw8r2QChIe+4aRGRS6j4FREnGhoaaGho8D13JBRmT33HhcMVnLLWW/ktUb/vtYz1X+/wY8uzsVX4sV04iN58FJHYo+JXRJxoa2ujra3N99xDp7vpGwr5c7NbyzHob9fNbuMwLyuV0rw0ttf4MCfScr0DL+peufBUtOajiMQeFb8iMqOMHabgS/E7trKo4ndc1pfnsbO2nXDYug8r2wSndnin74mIXETFr4jMKDtq2ynLS2NOZor7sPpXIWMu5Fa4z5oB1i/Ipat/mCPN3e7DyjbBSL/6fkXkLVT8isiMEQ5bdtW1+7PqO9bvW3oTGOM+bwa4cXTrue01PvT9jm09V/ey+ywRmVZU/IqIE4FAgEDA3x8xJ8710NU/7M/+vp31cP60Wh4mYH529Pp+ozEfRSQ2aZ9fEXFi1apVvmeO7e97oy/9vqP7++pwiwlZX57Hzw81Ew5bAgHHK+Zlm2Dvt2BkKCrzUURik34NFpEZY0dtO/OyUijKSXUfVr8VUnOgYIn7rBnkxgqv79eX/X5LN8JwH5x+zX2WiEwbKn5FxIm6ujrq6up8y7PWsr3G6/c1fvTg1r7s7e+rP6VPyI0VY32/PrQ+XNT36/d8FJHYpZ/aIuJEZ2cnnZ2dvuVVn+uhtWeQDRV+9Pue8np+yze7z5phCrNTKcn1qe83PQ9mL4e6V3yfjyISu1T8isiMsG20mNqwwIfit3Z0B4EyFb+Tsb4ilx1+7vfbsAMTHnafJSLTgopfEZkRtp1sY35WCiW5ae7D6l6G1FyYvcx91gy0viLPv77fsk0w3EdqxzH3WSIyLUyp+DXGZBtjHjHGHDXGHDHGbIjUwERExisctmyvaWP9gjz3/b7Weiu/ZZvU7ztJ0ej7zWjVTW8i4pnqT+4vAj+31i4BVgNHpj4kEZkJEhISSEjwZzfFY2fP09E37E+/b0ctdDdC+c3us2aoaPT9Zra97tt8FJHYNumfBMaYLOBm4GMA1tohQIeoiwgAK1as8C1r20n1+0436yty+cWhs77t95vx2rdZsWSR2xwRmRamsvJbDrQAXzfGvGaM+YoxJj1C4xIRGbdtNW0U56ZSlONTv2/6bChY7D5rBotG36/2+xURmFrxmwBcD/y7tfY6oBf4k0vfZIz5pDFmtzFmd0tLyxTiRGQ6qampoaamxnlOKGzZUdPmT8vDxf2+fuwlPINFo++3/bXH3GeJSMybSvHbCDRaa3eMfv8IXjH8Jtbah6y1VdbaqoKCginEich00t3dTXd3t/OcI2e66R4Y4aYF+c6zaKuGnmb1+0ZAYXYqxbmpvvX99meWk9C43X2WiMS8SRe/1tpmoMEYM/a3v9uAwxEZlYjIOPnb7/uS96jiNyLWl+exs86f/X578taQ3n4QQtrvVyTeTXW3h98BHjbG7AfWAH875RGJiEzAtpo2KvLTmZOZ4j6s7mWYNR9yK9xnxYH1FXl09vnT99uTfx3B0AA07XWeJSKxbUrFr7V232hLwypr7XuttR2RGpiIyLWMhMLsrG1nvR+rvtZC3Svekcbq942IsdX6V0+2Os/qyV/tfTG2ei8icUs7tIuIE8nJySQnJzvNOHi6m57BEX9udms5Cr0t2uIsguZnp1KRn87WavfFb0LmHAayF0HNC86zRCS2qfgVESeWLl3K0qVLnWaM9fuu96P4Hdvft1zFbyRtrMxnR207w6Gw05ylS5eSsuwOaNwJQ71Os0Qktqn4FZFpa1tNGwtnZ1Awy+0KMwB1L0FWCeSUuc+KIxsr8+kbCrGvodN9WMWtEBqCU9vcZ4lIzFLxKyJOVFdXU11d7ez6gyMhdta2cZMf/b7hkNcrql0eIm5DRR4BA6+ccNv6UF1dzcmR2RBMUuuDSJxT8SsiTvT09NDT0+Ps+nvqOhgYDrN5oQ/7h59+DQa6YMHb3GfFmay0RFYWZTvv++3p6eH8QAiKb1TxKxLnVPyKyLT0cnUrCQHjz04PJ5/3HitudZ8VhzZV5vFaQyfnB3zYg7fiVmg+AL3ub7ITkdik4ldEpqVXTrRyXUk2GckJ7sNqnoe5qyDdh1Pk4tDGynxCYcvO2nb3YRWjq/e1L7rPEpGYpOJXRKadjt4hDp7uYlOlDy0Pgz3QsFMtDw5dX5JDckKAV3zY8oz5ayA5S60PInHMhyUTEYlHqampzq699WQr1sKmhT6sxNZvhfDwGyuGEnEpiUHWlec67fu9MB8DQW+7upMveAeX6MASkbijlV8RcWLx4sUsXrzYybVfOdHKrJQEVhdlObn+m5x8HhJSoGSD+6w4trEyn+NnezjXPeDk+m+ajxW3Qtcp6Kh1kiUisU3Fr4hMK9ZaXj7RyoaKPBKCPvwIq3neK3wTU9xnxbFNld4q/qujB5c4NXbjYo36fkXikYpfEXHi2LFjHDt2LOLXrWvro6mzn81+tDx0n/aONVa/r3PL5mWSnZborO/3TfMxrxIyC9X3KxKn1PMrIk709/c7ue4rJ1oA2OTH/r5jxZH6fZ0LBAwbF+SztboVay0mwr24b5qPxnirv8eehHAYAloHEokn+jdeRKaVl0+0UpidSllemvuwk89DWj7MWeE+S9hYmc+ZrgFqWnvdh1XcCv0d0LzffZaIxBQVvyIybYyEwmw72cbmhfkRXxl8C2u9ld+KW7Uy6JOxvt+Xjre4Dyu/xXs8+az7LBGJKfqJLiLTxuuNXZwfHPHnSOOzh6D3HCx4u/ssAaAkL42K/HReOOZD8TtrjndwyYln3GeJSExR8SsiTmRkZJCRkRHRa75yohVj4CY/jjSuGT3SWDe7+eqWxQVsr2ljYDgU0etedj4uvB0adsBAV0SzRCS2qfgVEScqKyuprKyM6DVfqW5hZWEWOelJEb3uZZ18HvIXQ+Z891lywS2LChgcCbO9JrJbnl12PlZuARvSrg8icUbFr4hMC119w+w91cnNfrQ8DPVB3StQeZv7LHmT9RV5JCcE/Gl9KFrnHXV84mn3WSISM1T8iogTR44c4ciRIxG73svVLYTClrct8aH4rXsZQoPen8XFVymJQTYsyOPFCN/0dtn5GEyABbdC9bPeDY4iEhdU/IqIE4ODgwwODkbsei8cayErNZE1xTkRu+YVnXgaEtOgdKP7LHmLWxcVUNvaS31b5LY8u+J8rLwdzp/2bnAUkbig4ldEYl44bHnhWAs3LyogGPBhi7MTT3lbYSUku82Sy7p18WwAf1ofKrd4j9VqfRCJFyp+RSTmHT7TTWvPILcu8qHloa0aOuth4Rb3WXJZZfnplOWl8cKxc+7DMufBnJXa8kwkjqj4FZGY9/xRrwi6ZbEPxe+Jp7zHSvX7RtOti2ezzcGWZ5e1cAs0bIeBbvdZIhJ1Kn5FxInMzEwyMzMjcq0XjrewqiiL/Awf2hBOPO1tcZZT6j5LruiWxQUMDIfZUdseketddT5W3g7hEW15JhInVPyKiBMVFRVUVFRM+TqdfUO8dqrjQh+oU4M9UL9VuzzEgA2jW569GKG+36vOx+J1kJwJ1Wp9EIkHKn5FJKa9dKKVsIVb/Wh5qHsZQkMqfmNASmKQ9RV5vHDch77fYCJU3OoVv9ryTGTGU/ErIk4cPHiQgwcPTvk6Lxw9R05aIquLsqc+qGs58RQkZUDJBvdZck23Li6gpqWXhva+KV/rmvNx4e3Q3QTnIrc3tYjEJhW/IuLEyMgIIyMjU7pGKGx54biPW5wd1xZnsWSs1eXZI2enfK1rzsexLc+O/3zKWSIS21T8ikjMeu1UB+29Q2xZOsd9WPMB6G6ExXe6z5JxKc9PZ0FBOs8e9WPLs/kwb42KX5E4oOJXRGLW04fPkhg0/mxxduxJwMCiO9xnybhtWTaH7TVtdA8Muw9bfBc07IQeHw7XEJGoUfErIjHr6SNnWV+RR2ZKovuwY096d/1n+FBoy7jdvnQOwyEbsV0frmrxnYDV6q/IDKfiV0ScyM7OJjs7e9KfP9nSQ01Lrz8tD11NcOZ1tTzEoOtKcshLT+KZKfb9jms+zl0JWcVw7GdTyhKR2JYw1QsYY4LAbqDJWvvuqQ9JRGaCsrKyKX3+mcNesbNlmQ/F77EnvcfF73KfJRMSDBjevmQ2vzjUzHAoTGJwcms245qPxni/AO39Ngz3Q2LqpLJEJLZFYuX304D2hhGRiHrmyFmWzcukMNuHAuTYzyB3AeQvdJ8lE7Zl2Ry6B0bYFaHT3q5q8Z0w0q/T3kRmsCkVv8aYIuBdwFciMxwRmSn279/P/v37J/XZtp5B9tR3+LPqO9ANtS95RY9xvJ2aTMrmhfkkJwR4egqtD+Oej6WbvNPexv4aICIzzlRXfr8A/DEQnvpQRGQmCYfDhMOT+9Hw/LEWwhbe4Ufxe/I5CA/DErU8xKq0pAQ2VebzzJGz2EmewDbu+ZiQ5O35e+znMMn5KyKxbdLFrzHm3cA5a+2ea7zvk8aY3caY3S0t2j5GRK7t6cPNzM1MYfn8TPdhx56E1FwoWuc+SyZty7I5NLT3c+zsefdhi++C3nPQdNX/vInINDWVld+NwN3GmDrgu8DbjTH/dembrLUPWWurrLVVBQXaQkhErq5vaISXjrdy+7I5GNdtCCND3rZWi+6A4JTv/xWHbls6G2PgFwenftrbNS3cAoEEOPq4+ywR8d2ki19r7Z9aa4ustWXAA8Bz1toPRWxkIhKXXjzWQv9wiDtXznUfVvsSDHTBsnvcZ8mUzJ6VwtrSXH528Iz7sNQcqLgVDj/qHXstIjOK9vkVESfy8vLIy8ub8OeePNhMXnoS68pyHYzqEod/AkmzYMHb3GfJlN25ci5Hm89zsqVnwp+d8Hxcdg901EHz5G7aFJHYFZHi11r7gvb4FZGLFRcXU1xcPKHPDAyHeO7IWd6xfC4Jk9zPddxCw3D0p94uDwnJbrMkIu5Y4f014OcHmyf82QnPx8XvAhP0Vn9FZEbRyq+IxIyXjrfQOxTiLj9aHupegf4OtTxMI/OyUrm+JJsnD/jQ+pCeB+Wb4dBP1PogMsOo+BURJ/bt28e+ffsm9JmfHWwmOy2R9RUTb5eYsMOPQmI6VN7mPksi5q6V8zh0upv6tt4JfW4y85Fl90D7STh3eGKfE5GYpuJXRGLC4EiIZw6f5falcyZ9hO24hUNw5HFY9A4dYTvNvHO591eBn02i9WHClrwbMGp9EJlhVPyKSEzYWt3K+cER7lo5z31Y/avQ16qWh2moODeNVUVZ/MyP1oeM2VC6UcWvyAyj4ldEYsKTB5qZlZLATZU+tTwkpELl7e6zJOLuXDGP1xu7aOzocx+27B5oOQrnjrrPEhFfqPgVkagbHAnx1KFmbl86h+SEoNuw0IhX/C7cAskZbrPEibEbIp/Y78Pq79L3AAYO/dh9loj4QsWviDhRUFDAeE91fOFYC90DI9y9Zr7jUQF1L3lH1658v/sscaI0L53Vxdk8uu/0uD8zkfn4JpnzoGwTHPiBdn0QmSFU/IqIE4WFhRQWFo7rvY/uayIvPYlNlfmORwXs/wEkZ8LCd7rPEmfuWT2fw2e6OXH2/LjeP5H5+BYr3+/t+nB67+Q+LyIxRcWviDgRCoUIhULXfF/3wDDPHDnHu1fNc3+wxXC/t8vD0rshMcVtljj17tXzCBj4yb6mcb1/vPPxspbdA8Ek7xcnEZn2VPyKiBMHDhzgwIED13zfLw42MzQS5p7rJrkqNxHHfw5D52GVWh6mu9mzUthYmc+j+05jx9GOMN75eFmp2bDwHXDwh942eSIyran4FZGoenTfaUpy07iuONt92P4fQMZcKNvsPkuce++aQho7+tl7qsN92Kpf9nrFa190nyUiTqn4FZGoOdc9wKsnW7lnzXyMMW7D+trhxFOw4pcg4HhHCfHFO5bPITkhwE9eG/+Nb5O28J1er7haH0SmPRW/IhI1j+8/Q9jCPWt8aHk48hiEh9XyMIPMSklky7I5PHHgDMOhsNuwxBSvV/zI417vuIhMWyp+RSRqHt3XxIrCTCpn+7Df7v4fQN5CmLfGfZb45r1rCmnvHeLlEy3uw1a93+sZP/Yz91ki4oyKXxFxYu7cucydO/eKrx9t7mZ/Yxf3XlfkfjDtNVD/Cqy+H1y3V4ivbllUQG56Ej/Y3XjV911rPo5L2WbILIR9D0/tOiISVSp+RcSJaxUb39/VSGLQcK8fuzy89jCYAKz5oPss8VVSQoB7ryvkmSNnaesZvOL7IlL8BoKw5leg+lnounqxLSKxS8WviDgxPDzM8PDwZV8bHAnx49caeceyueSmJ7kdSDgE+/4bKrdApg8nyInvfrmqmOGQ5cevXXnP36vNxwlZ80HAwr7vTP1aIhIVKn5FxIlDhw5x6NChy772zOFzdPQN8/4qH1oeqp+F86fhug+5z5KoWDx3FquLs/n+7oYr7vl7tfk4IbnlXvvDa9+GsOOb7ETECRW/IuK77+1uYH5WCpsXFrgPe+1bkJYPi+50nyVRc39VMcfP9rCvodN92PUfgc56qHvZfZaIRJyKXxHxVVNnPy+faOG+G4oIBhzffNbT4t2Zv/oBSHDcXiFR9Z7V80hJDPD93Q3uw5a+B5KzvNVfEZl2VPyKiK9+uKcRa+G+G4rdh+3/HoRH1PIQB2alJHLXynk8/voZ+oZG3IYlpsLK++DwY9Dvw+lyIhJRKn5FxDehsOX7uxu4aUEeJXlpbsOshb3fgsIqmL3UbZbEhPuriukZHOGn+8+4D7v+wxAa1IlvItOQil8RcWL+/PnMn//m3RVeOHaOxo5+fuXGEvcDqHsZWo9B1a+6z5KYsK48l8rZGXx7W/1bbny73HycknlrvP/t+or3i5aITBsqfkXEidmzZzN79uw3PffNbfXMyUzmncunuN/qeOx8CFJzYcUvuc+SmGCM4aMbSjnQ1PWWG98uNx+nGAY3/rr3C1btS5G7rog4p+JXRJwYGBhgYGDgwvc1LT28dLyFD95YSmLQ8Y+ezgY4+oR3V35iqtssiSn3Xl9ERnIC39pW/6bnL52PEbH8fd4vWDsfiux1RcQpFb8i4sTRo0c5evTohe+/vb2exKDhgXU+3Oi25+veY9XH3WdJTMlITuC+G4p4Yv8ZWs6/ceLbpfMxIhJT4IaPwrEnvV+4RGRaUPErIs71Do7wyO5G7lo5j9mzUtyGDQ/Anm94+/rmlLrNkpj0ofWlDIXCfG/XKfdhY79g7f6a+ywRiQgVvyLi3I9fa+L84Agf2VDmPuzwT6CvDdZ9wn2WxKTK2RlsXpjPf20/xUjI8Sls2SWw+C7Y+03vFy8RiXkqfkXEKWst39pWx4rCTK4vyXYdBjv+E/IWQsWtbrMkpn1kQxnN3QP84tBZ92HrPuH9wnXwh+6zRGTKVPyKiFPPHzvH8bM9/OpN5Rjj+ES3ulfg9F5Y/ynvbnyJW29fMpvSvDQeeunkW7Y9i7jyW2D2Mnj1XyHseKVZRKZMxa+IOFFUVERRURH/8UIN87NSuHtNBPdYvZKtX4D0AljzQfdZEtOCAcMnNlfwemMX22raLsxHJ4yBjZ+GliNw4ik3GSISMSp+RcSJ/Px86nuD7Kxr59c2V7jf3qz5AFQ/Azd+StubCQD33VBEfkYy//FiDfn5+eTn57sLW/FLkFXs/QImIjFNxa+IONHX18dDzx0hOy3Rn+3Ntn4RkjJg7YPus2RaSEkM8qsby3jpeAt7a5rp6+tzFxZMhA2/Dae2wakd7nJEZMomXfwaY4qNMc8bYw4bYw4ZYz4dyYGJyPT28u79nKw+wUc2lJGWlOA2rKMODv4IbvgYpOa4zZJp5UPrS8lITuA7T+3g+PHjbsOu/7B36IVWf0Vi2lRWfkeAP7TWLgPWA79ljFkWmWGJyHT3/LFzJAYNH7upzH3Yq18CE4ANv+U+S6aVrNREfuXGEvY1dtLWM+Q2LCkd1n3SO/Ti3BG3WSIyaZMufq21Z6y1e0e/Pg8cAQojNTARmb5OtfWxt76TdWW55KYnuQ3rPgOvfRtW3Q+ZPtxUJ9POg5vKCRrDc0f92Pbsk5CYBi/9k/ssEZmUiPT8GmPKgOsANTqJCF989gQBA29fOsd92Mv/BOERuPl/uM+SaWlOZgrrK/LYVddBXWuv27D0PLjx1709f88ecpslIpMy5eLXGJMB/BD4PWtt92Ve/6QxZrcxZndLS8tU40QkxlWf6+HHrzWysTKfrNREt2Ed9bDnm3D9RyC33G2WTGtvXzqbYMD7xcy5m34XkmfB83/rPktEJmxKxa8xJhGv8H3YWvujy73HWvuQtbbKWltVUFAwlTgRmQa+8MxxUhKDfPC2GygtLXUb9tLnvF7fzVr1latbubiSzdct5Sf7mjhx9rzbsLRcb+eHoz+F06+5zRKRCZvKbg8G+CpwxFr7fyM3JBGZro6c6ean+8/w8Y3lVBTNISfH4c4LrdWw7zve1mZZut1Ari4nJ4ffeMdq0pMS+Pwzjnd9AFj/G97OI8/9jfssEZmQqaz8bgQ+DLzdGLNv9H93RWhcIjIN/fNTx5mVksAnNlfQ09NDT0+Pu7AX/g4SkmHT77vLkBmjp6eHRDvExzeV8+SBZg42dbkNTMmEjb8H1U9D/Ta3WSIyIVPZ7eEVa62x1q6y1q4Z/d+TkRyciEwf20628cyRs3zqlgVkpSVSXV1NdXW1m7DGPXDwEW91LWO2mwyZUcbm469tLicnLZG/eeII1lq3oes+CRlz4ak/g3DYbZaIjJtOeBORKQuFLX/1+CEKs1N5cJPjG8/CYfjZH0PGHK36yoRlpiTyB+9YzLaaNn5xqNltWFIabPlLaNoNB77vNktExk3Fr4hM2Xd3neJo83k+c9dSUhKDbsMO/MArJm77C++OepEJ+sDaYhbPmcVfP3GEgeGQ27BV90PhDfD0X8CgwzYgERk3Fb8iMiVd/cP881PHWVeey10r57oNG+yBZ/4C5l8Hqz/gNktmrIRggD9/zzIaO/r56iu1bsMCAbjj76GnGV7RveEisUDFr4hMyb88e4KOviH+4j3L8DaBcWjrF+D8Gbjzc15RITJJGyvzeefyOfzb89Wc7R5wG1a8zlsBfvVL0FHnNktErkn/9RCRSTt0uotvvFrHA2uLWT4/602vlZeXU14ewf7fluOw9Yuw8v1eMSEyAZebj//rrmWMjParO7flLyGQAE/8D3B9o52IXJWKXxGZlJFQmD9+ZD85aUn8zzuWvOX1rKwssrKyLvPJSQiH4bHfhsQ0eKdOzZKJu9x8LMlL49O3LeTJA838/KDjm98y58Ntn/W2PjvwA7dZInJVKn5FZFL+38u1HDrdzf+5ZznZaUlveb2rq4uurgjtpbrrK9Cww+ud1NZmMglXmo+fvLmCpfMy+eyjB+nqG3Y7iHWfhKK18LP/CT0tbrNE5IpU/IrIhNW09PD5Z45zx/K53Lly3mXfU1tbS21tBG4m6jwFz/wlLLgNVj8w9etJXLrSfEwMBvjH+1bR3jvE3z55xO0gAkG4+0sw1AM//59us0TkilT8isiEhMKWP/nhAVISAvzve5a7DbMWHv+09/V7vgCub6iTuLSiMItPbK7ge7sbePmE4xXZ2Uvg5j+Cgz+Eo0+4zRKRy1LxKyIT8uXnq9lZ186fv2c5szNT3IZt/zKcfA5u/yvILnGbJXHt97YsZEFBOn/w/ddp7Rl0G7bx92DuSnj0t6H7tNssEXkLFb8iMm47a9v5/DPHuWfNfH7p+kK3YU17vYMBFr8L1v6a2yyJeymJQf71A9fT1T/M//jB64TDDndkSEiC+74OI4Pww09A2PFBGyLyJip+RWRcOvuG+PR3X6M4N42/fu8Kt3v6DnTDIx/3jjC+50tqdxBfLJufyWfftZQXjrW4P/wifyG865+g/hV46Z/cZonImyREewAiEvvCYcsfPbKf1p5BfvgbNzErJfGan6msrJxcmLXw09+Hznr42JOQlju564hcZLzz8UPrS3mlupV/+PlRqspyuK4kx92gVn8Aal6AF/8eSm+C8s3uskTkAq38isg1feHZEzx9+Cx/cudSVhVlj+szGRkZZGRkTDxs6xfh4CPwts9A6YaJf17kMsY7H40xfO6XVjMnM4Vf//Yemrscnv5mDLzrnyG3An7wUZ3+JuITFb8iclWP7mviX549wX03FPHxjWXj/lxHRwcdHR0TCzv6hLet2fJ7YdMfTuyzIlcxkfmYlZbIVz5aRe/gCL/2rV30DznsyU2eBR/4LoRH4L8f8Fp+RMQpFb8ickWvnergjx7Zz9qyHP7m3on1+dbX11NfXz/+sOYD3s0/89fAPV+GgH48SeRMdD4unZfJFx+4jkOnu/nDH+xzewNc/kJ4/zeh9Tj88EHdACfimP7rIiKXVdfayye+tYfZs5L5jw/dQHJC0F1YZ4O36pWSCQ98B5LS3GWJjNOWZXP40zuX8OSBZv7+50ex1mEBvOBtcNfn4MRT8LM/9nrfRcQJ3fAmIm/R2NHHB7+yg1A4zNc/diN5Gcnuws43w7fuhsHz8LHHIfPyJ8aJRMMnNldwqr2Ph16qIT0pgU9vWegubO2vQXstbPsSJKXDlr/STiciDqj4FZE3Odc9wIe+soPugWG+84n1LJwzy11Ybyt86x44fxY+8hOYt9pdlsgkGGP433evoG8oxOefOU5aUpBP3FzhLvAdfw3Dfd6Nn4npcKuOQRaJNBW/InLB2dHC99z5Qb794I2sKMxyF9bTAv91r3eH+wd/AMXr3GWJTEEgYPjcL61icDjM3zx5hEDA8OCmcjdhxsBd/wzD/fDC30IgCJv/UCvAIhGk4ldEADjZ0sNHvrqTzr4hvvrRtdxQOrX9TRctWnTlF9tr4b/eB91n4P6HofzmKWWJXMtV5+M4JAQDfP7+NYyEw/yfnx6mrWeQP3rnYjeHvQQCcPeXvB0gnvs/3l9I3vm3uglUJEJU/IoI+xo6+dWv7yQYMHz3kxtYWTT1Fd+0tCvctHZmPzx8n3e060cf04qv+OKK83ECkhIC/NuvXM9nHz3El184SWvPIH9770oSgg6K0mAC3PsQpOXDjn+H3hZ47797RyOLyJSo+BWJc4/ua+JPfniAglnJfOvj6yjLT4/IdVtbWwHIz89/48kjj8OPf8Pb1eHjj8HsJRHJErmWy87HSUgIBvjbe1dQkJHEvzxXzZmuAb74wHXkpjsoSgMBuOPvIGM2PPtXcP4M3Pd1mDUn8lkicUR/QxGJU0MjYf7ysUN8+rv7WFGYySO/sSFihS9AY2MjjY2N3jehEXj6L+B7H/L2NH3waRW+4qs3zccpMsbwB+9YzD/80kp21Lbznn99hf2NnRG59mXCYPMfwPv+HzTthf+8GU5td5MlEidU/IrEoVNtfXzg/23nG6/W8eCmcv77E+u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" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "#Null and alternative hypotheses plots with\n", - "#statistical power and significance levels defined and represented in the plots\n", - "DP.null_alt_distribution(C_total, E_total, C_cr, E_cr)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "5566a054", - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { @@ -1672,7 +1812,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.4" + "version": "3.9.12" } }, "nbformat": 4, From 608b2b1376b426318ce936cac5899228b4efb5de Mon Sep 17 00:00:00 2001 From: Stella Date: Thu, 19 May 2022 02:11:08 +0300 Subject: [PATCH 2/2] Progress on EDA --- Notebooks/eda_AB_Testing_changes.ipynb | 1821 ++++++++++++++++++++++++ 1 file changed, 1821 insertions(+) create mode 100644 Notebooks/eda_AB_Testing_changes.ipynb diff --git a/Notebooks/eda_AB_Testing_changes.ipynb b/Notebooks/eda_AB_Testing_changes.ipynb new file mode 100644 index 0000000..84c7d85 --- /dev/null +++ b/Notebooks/eda_AB_Testing_changes.ipynb @@ -0,0 +1,1821 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "0b1444ce", + "metadata": {}, + "source": [ + "## Exploratory Data Analysis on SmartAd data\n" + ] + }, + { + "cell_type": "markdown", + "id": "9d99e720", + "metadata": {}, + "source": [ + "### Importing Packages" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "a2895c33", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import sklearn\n", + "import statistics\n", + "import warnings\n", + "import seaborn as sns\n", + "import random as rd\n", + "import sys\n", + "sys.path.append('../Scripts')\n", + "from eda_Read_data import ReadData\n" + ] + }, + { + "cell_type": "markdown", + "id": "e800ffaa", + "metadata": {}, + "source": [ + "### Importing Data" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "ddae977d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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auction_idexperimentdatehourdevice_makeplatform_osbrowseryesno
00008ef63-77a7-448b-bd1e-075f42c55e39exposed2020-07-108Generic Smartphone6Chrome Mobile00
1000eabc5-17ce-4137-8efe-44734d914446exposed2020-07-0710Generic Smartphone6Chrome Mobile00
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" + ], + "text/plain": [ + " auction_id experiment date hour \\\n", + "0 0008ef63-77a7-448b-bd1e-075f42c55e39 exposed 2020-07-10 8 \n", + "1 000eabc5-17ce-4137-8efe-44734d914446 exposed 2020-07-07 10 \n", + "2 0016d14a-ae18-4a02-a204-6ba53b52f2ed exposed 2020-07-05 2 \n", + "3 00187412-2932-4542-a8ef-3633901c98d9 control 2020-07-03 15 \n", + "4 001a7785-d3fe-4e11-a344-c8735acacc2c control 2020-07-03 15 \n", + "\n", + " device_make platform_os browser yes no \n", + "0 Generic Smartphone 6 Chrome Mobile 0 0 \n", + "1 Generic Smartphone 6 Chrome Mobile 0 0 \n", + "2 E5823 6 Chrome Mobile WebView 0 1 \n", + "3 Samsung SM-A705FN 6 Facebook 0 0 \n", + "4 Generic Smartphone 6 Chrome Mobile 0 0 " + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "loader = ReadData()\n", + "ad_df = loader.read_csv('../Data/AdSmartABdata.csv')\n", + "ad_df.head()" + ] + }, + { + "cell_type": "markdown", + "id": "90ef5bb5", + "metadata": {}, + "source": [ + "### Investigating the data" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "030e41fb", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "auction_id 0\n", + "experiment 0\n", + "date 0\n", + "hour 0\n", + "device_make 0\n", + "platform_os 0\n", + "browser 0\n", + "yes 0\n", + "no 0\n", + "dtype: int64" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Find missing values\n", + "ad_df.isna().sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "6e049047", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(8077, 9)" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ad_df.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "d581756c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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auction_idexperimentdatehourdevice_makeplatform_osbrowseryesno
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8065ffbc02cb-628a-4de5-87fc-5d76b7d796e5exposed2020-07-0917Generic Smartphone6Chrome Mobile00
8067ffc594ef-756c-4d24-a310-0d8eb4e11eb7exposed2020-07-051Samsung SM-G950F6Chrome Mobile WebView00
8071ffdfdc09-48c7-4bfb-80f8-ec1eb633602bexposed2020-07-034Generic Smartphone6Chrome Mobile01
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" + ], + "text/plain": [ + " auction_id experiment date hour \\\n", + "3 00187412-2932-4542-a8ef-3633901c98d9 control 2020-07-03 15 \n", + "4 001a7785-d3fe-4e11-a344-c8735acacc2c control 2020-07-03 15 \n", + "5 0027ce48-d3c6-4935-bb12-dfb5d5627857 control 2020-07-03 15 \n", + "6 002e308b-1a07-49d6-8560-0fbcdcd71e4b control 2020-07-03 15 \n", + "7 00393fb9-ca32-40c0-bfcb-1bd83f319820 control 2020-07-09 5 \n", + "... ... ... ... ... \n", + "8069 ffca1153-c182-4f32-9e90-2a6008417497 control 2020-07-10 16 \n", + "8070 ffcea781-a6e7-4f98-9d90-f95377270476 control 2020-07-03 15 \n", + "8073 ffea3210-2c3e-426f-a77d-0aa72e73b20f control 2020-07-03 15 \n", + "8074 ffeaa0f1-1d72-4ba9-afb4-314b3b00a7c7 control 2020-07-04 9 \n", + "8076 fffbb9ff-568a-41a5-a0c3-6866592f80d8 control 2020-07-10 14 \n", + "\n", + " device_make platform_os browser yes no \n", + "3 Samsung SM-A705FN 6 Facebook 0 0 \n", + "4 Generic Smartphone 6 Chrome Mobile 0 0 \n", + "5 Samsung SM-G960F 6 Facebook 0 0 \n", + "6 Generic Smartphone 6 Chrome Mobile 0 0 \n", + "7 Samsung SM-G973F 6 Facebook 0 0 \n", + "... ... ... ... ... .. \n", + "8069 Generic Smartphone 6 Chrome Mobile 0 1 \n", + "8070 Samsung SM-N976B 6 Facebook 0 0 \n", + "8073 Generic Smartphone 6 Chrome Mobile 0 0 \n", + "8074 Generic Smartphone 6 Chrome Mobile 0 0 \n", + "8076 Samsung SM-G960F 6 Facebook 0 0 \n", + "\n", + "[4071 rows x 9 columns]" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "control_group= experiment_groups.get_group('control')\n", + "control_group" + ] + }, + { + "cell_type": "markdown", + "id": "6f7e9c54", + "metadata": {}, + "source": [ + "### Cleaning data" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "54d779fb", + "metadata": {}, + "outputs": [], + "source": [ + "# sys.path.append('../Scripts')\n", + "from eda_cleaning_data import Cleaning_excel_data" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "36a3cc25", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " auction_id experiment date hour \\\n", + "2 0016d14a-ae18-4a02-a204-6ba53b52f2ed exposed 2020-07-05 2 \n", + "16 008aafdf-deef-4482-8fec-d98e3da054da exposed 2020-07-04 16 \n", + "20 00a1384a-5118-4d1b-925b-6cdada50318d exposed 2020-07-06 8 \n", + "23 00b6fadb-10bd-49e3-a778-290da82f7a8d control 2020-07-08 4 \n", + "27 00ebf4a8-060f-4b99-93ac-c62724399483 control 2020-07-03 15 \n", + "\n", + " device_make platform_os browser yes no \n", + "2 E5823 6 Chrome Mobile WebView 0 1 \n", + "16 Generic Smartphone 6 Chrome Mobile 1 0 \n", + "20 Generic Smartphone 6 Chrome Mobile 0 1 \n", + "23 Samsung SM-A202F 6 Facebook 1 0 \n", + "27 Generic Smartphone 6 Chrome Mobile 0 1 " + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cleaner = Cleaning_excel_data()\n", + "df= cleaner.drop_rows(ad_df, 'yes', 'no')\n", + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "02321506", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(1243, 9)" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.shape" + ] + }, + { + "cell_type": "markdown", + "id": "7f72c204", + "metadata": {}, + "source": [ + "The dataframe now has no rows with yes and no values both as 0. This filtered data consist of users that did not make a response on the questionnaire" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "39842a8a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " auction_id experiment date hour \\\n", + "2 0016d14a-ae18-4a02-a204-6ba53b52f2ed exposed 2020-07-05 2 \n", + "16 008aafdf-deef-4482-8fec-d98e3da054da exposed 2020-07-04 16 \n", + "20 00a1384a-5118-4d1b-925b-6cdada50318d exposed 2020-07-06 8 \n", + "39 013e45cf-e388-46a4-9c5b-a34303613940 exposed 2020-07-10 2 \n", + "46 01905bae-fc59-475e-b2b4-09b78163c961 exposed 2020-07-05 6 \n", + "\n", + " device_make platform_os browser yes no \n", + "2 E5823 6 Chrome Mobile WebView 0 1 \n", + "16 Generic Smartphone 6 Chrome Mobile 1 0 \n", + "20 Generic Smartphone 6 Chrome Mobile 0 1 \n", + "39 Generic Smartphone 6 Chrome Mobile 0 1 \n", + "46 I3312 6 Chrome Mobile WebView 0 1 " + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "experiment_dropped_groups = df.groupby('experiment')\n", + "exposed_dropped_group= experiment_dropped_groups.get_group('exposed')\n", + "exposed_dropped_group.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "7451b61a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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auction_idexperimentdatehourdevice_makeplatform_osbrowseryesno
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" + ], + "text/plain": [ + " auction_id experiment date hour \\\n", + "23 00b6fadb-10bd-49e3-a778-290da82f7a8d control 2020-07-08 4 \n", + "27 00ebf4a8-060f-4b99-93ac-c62724399483 control 2020-07-03 15 \n", + "45 018af862-486e-4da1-a85b-71872120e57c control 2020-07-03 15 \n", + "48 01985992-d70b-4258-a3a1-60ac5e17bce6 control 2020-07-03 15 \n", + "62 023458f7-122d-475f-9525-1b9a3cc7a033 control 2020-07-03 15 \n", + "\n", + " device_make platform_os browser yes no \n", + "23 Samsung SM-A202F 6 Facebook 1 0 \n", + "27 Generic Smartphone 6 Chrome Mobile 0 1 \n", + "45 Generic Smartphone 6 Chrome Mobile 1 0 \n", + "48 Generic Smartphone 6 Chrome Mobile 0 1 \n", + "62 MRD-LX1 6 Facebook 0 1 " + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "control_dropped_group= experiment_dropped_groups.get_group('control')\n", + "control_dropped_group.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "2534922c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(586, 9)" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "control_dropped_group.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "2153354a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(657, 9)" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "exposed_dropped_group.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "390bfc0b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
experimentyesno
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" + ], + "text/plain": [ + " experiment yes no\n", + "0 exposed 308 349" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df1 = exposed_dropped_group.groupby('experiment').aggregate({'yes': 'sum', \n", + " 'no': 'sum'\n", + " }).reset_index()\n", + "df1 " + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "fedfb800", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
experimentyesno
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" + ], + "text/plain": [ + " experiment yes no\n", + "0 control 264 322" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df2 = control_dropped_group.groupby('experiment').aggregate({'yes': 'sum', \n", + " 'no': 'sum'\n", + " }).reset_index()\n", + "df2" + ] + }, + { + "cell_type": "markdown", + "id": "c1dd08b8", + "metadata": {}, + "source": [ + "### Exploration on categorical columns" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "18bc00cd", + "metadata": {}, + "outputs": [], + "source": [ + " sys.path.append('../Scripts')\n", + "from eda_plot import Plot" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "bc812dc6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "control 4071\n", + "exposed 4006\n", + "Name: experiment, dtype: int64" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "\n", + "ad_df['experiment'].value_counts()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "8ebc19dc", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df ['experiment'].value_counts().plot(kind='pie')" + ] + }, + { + "cell_type": "markdown", + "id": "b5fd2be9", + "metadata": {}, + "source": [ + "### The distribution shows that the number of users in the exposed category were more than the control category" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "e7df5087", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df['device_make'].head(20).value_counts().plot(kind='pie')" + ] + }, + { + "cell_type": "markdown", + "id": "64d0d87d", + "metadata": {}, + "source": [ + "#### Several different models of samsung phones were used but generic smartphones were the most frequent " + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "1f08c7a2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "df['platform_os'].head().value_counts().plot(kind='bar')" + ] + }, + { + "cell_type": "markdown", + "id": "9229592f", + "metadata": {}, + "source": [ + "#### Most viewers of the ad were android users" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "6bdcd695", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "df['browser'].value_counts().plot(kind='bar')" + ] + }, + { + "cell_type": "markdown", + "id": "e88991da", + "metadata": {}, + "source": [ + "##### Most users targeted by the experiment were Chrome browser users." + ] + }, + { + "cell_type": "markdown", + "id": "c4d27a33", + "metadata": {}, + "source": [ + "### Checking data formats" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "537673a6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "auction_id object\n", + "experiment object\n", + "date object\n", + "hour int64\n", + "device_make object\n", + "platform_os int64\n", + "browser object\n", + "yes int64\n", + "no int64\n", + "dtype: object" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.dtypes" + ] + }, + { + "cell_type": "markdown", + "id": "98dc1852", + "metadata": {}, + "source": [ + "### Grouping users by hour" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "c42e6a6d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "hour_groups = df.groupby('hour')\n", + "hour_groups['hour'].value_counts().plot(kind='bar')" + ] + }, + { + "cell_type": "markdown", + "id": "091e1aff", + "metadata": {}, + "source": [ + "The distribution plot of hour_groups shows that majority of the users interacted with the advertisements at the 15th hour of the day(3PM)" + ] + }, + { + "cell_type": "markdown", + "id": "21d48c27", + "metadata": {}, + "source": [ + "### Grouping Users by day" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "a5da0de0", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "day_groups = df.groupby('date')\n", + "day_groups['date'].value_counts().plot(kind='bar')" + ] + }, + { + "cell_type": "markdown", + "id": "60b7a082", + "metadata": {}, + "source": [ + "The distribution plot of the day_groups shows that majority of the users interacted with the advertisement on 03/07/2020" + ] + }, + { + "cell_type": "markdown", + "id": "844829a0", + "metadata": {}, + "source": [ + "### Bivariate Analysis" + ] + }, + { + "cell_type": "markdown", + "id": "7b1bd68e", + "metadata": {}, + "source": [ + "DATE VS HOUR PLOT" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "id": "385a3b01", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from eda_plot import Plot\n", + "plot = Plot()\n", + "plot.plot_scatter(df, 'date', 'hour', 'Date vs hour', 'hour','date')" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "id": "6d0b8259", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plot.plot_scatter(df, 'browser', 'hour', 'browser vs hour', 'experiment', None)" + ] + }, + { + "cell_type": "markdown", + "id": "0eed37e2", + "metadata": {}, + "source": [ + "### Distribution of the control and exposed groups" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "3a93145f", + "metadata": {}, + "outputs": [], + "source": [ + "import sys\n", + "sys.path.insert(0, '../Scripts')\n", + "\n", + "from eda_DistributionPlots import DistributionPlots\n", + "DP = DistributionPlots() " + ] + }, + { + "cell_type": "markdown", + "id": "57e161ab", + "metadata": {}, + "source": [ + "#### Bernoulli distribution using BCR of the control and exposed groups " + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "a25a9d3f", + "metadata": {}, + "outputs": [], + "source": [ + "#initializing variables based on data\n", + "#where C stands for Control, E stands for Exposed and cr stands for Conversation rate\n", + "C_aware = 264; C_total = 586; C_cr = 0.4505\n", + "E_aware = 308; E_total = 657; E_cr = 0.4688" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "9071081a", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#control group distribution with probability of getting the result from our exposed group\n", + "DP.cont_distribution(C_aware, C_total, C_cr, E_cr)" + ] + }, + { + "cell_type": "markdown", + "id": "be5b6172", + "metadata": {}, + "source": [ + "The data has a normal distribution" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "4353bef3", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#comparison of control and exposed groups distribution against each other\n", + "DP.cont_exp_distribution(C_aware, E_aware, C_total, E_total, C_cr, E_cr)" + ] + } + ], + "metadata": { + "interpreter": { + "hash": "4ed4c3eeacb70c65ef565cff1b10adeea3c265f5f9fae060acddef7e11cbf760" + }, + "kernelspec": { + "display_name": "Python 3.10.4 ('venv': venv)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.12" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}