{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import tempfile, subprocess, urllib.request, zipfile\n", "import pandas as pd, numpy as np\n", "import datetime\n", "%matplotlib inline\n", "from diagnose import diagnose" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## load data and some formatting" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "movies.dat\n", "ratings.dat\n", "README\n", "users.dat\n", "\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/yifeim/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:11: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support regex separators (separators > 1 char and different from '\\s+' are interpreted as regex); you can avoid this warning by specifying engine='python'.\n", " # This is added back by InteractiveShellApp.init_path()\n", "/home/yifeim/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:16: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support regex separators (separators > 1 char and different from '\\s+' are interpreted as regex); you can avoid this warning by specifying engine='python'.\n", " app.launch_new_instance()\n", "/home/yifeim/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:22: ParserWarning: Falling back to the 'python' engine because the 'c' engine does not support regex separators (separators > 1 char and different from '\\s+' are interpreted as regex); you can avoid this warning by specifying engine='python'.\n" ] } ], "source": [ "with tempfile.TemporaryDirectory() as tmpdir:\n", " urllib.request.urlretrieve(\n", " 'http://files.grouplens.org/datasets/movielens/ml-1m.zip',\n", " tmpdir + '/ml-1m.zip')\n", " zipfile.ZipFile(tmpdir + '/ml-1m.zip').extractall(tmpdir)\n", " print(subprocess.check_output(['ls', tmpdir+'/ml-1m']).decode('utf-8'))\n", " \n", " interactions = pd.read_csv(\n", " tmpdir + '/ml-1m/ratings.dat',\n", " sep='::',\n", " names=['USER_ID','ITEM_ID','RATING', 'TIMESTAMP'])\n", "\n", " users = pd.read_csv(\n", " tmpdir + '/ml-1m/users.dat',\n", " sep='::',\n", " names=['USER_ID','GENDER','AGE','OCCUPATION','ZIPCODE'],\n", " )\n", "\n", " items = pd.read_csv(\n", " tmpdir + '/ml-1m/movies.dat',\n", " sep='::', encoding='latin1',\n", " names=['ITEM_ID', '_TITLE', 'GENRES'],\n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## run diagnostics" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "########################################\n", "# DIAGNOSING INTERACTIONS TABLE, SAMPLE:\n", "########################################\n", " USER_ID ITEM_ID RATING TIMESTAMP\n", "469615 2893 3827 3 971998397\n", "581637 3553 2841 4 966813741\n", "449938 2774 1387 4 973098874\n", "562035 3458 2297 4 967224700\n", "19908 149 3178 4 993154261\n", "491979 3026 3255 3 970462119\n", "653316 3939 527 4 965697418\n", "102035 678 2463 4 988637609\n", "658721 3969 3324 5 965660410\n", "765742 4560 1827 4 964648658\n", "\n", "=== Interactions table, original shape=(1000209, 4) ===\n", "\n", "missing rate in fields ['USER_ID', 'ITEM_ID', 'TIMESTAMP'] 0.0\n", "dropna shape (1000209, 4)\n", "duplication rate 0.0\n", "drop_duplicates shape (1000209, 4)\n", "user item repeat rate 0.0\n", "\n", "=== Describe interactions table ===\n", "\n", " RATING TIMESTAMP\n", "count 1.000209e+06 1.000209e+06\n", "mean 3.581564e+00 9.722437e+08\n", "std 1.117102e+00 1.215256e+07\n", "min 1.000000e+00 9.567039e+08\n", "25% 3.000000e+00 9.653026e+08\n", "50% 4.000000e+00 9.730180e+08\n", "75% 4.000000e+00 9.752209e+08\n", "max 5.000000e+00 1.046455e+09\n", "\n", "=== USER_ID top 10 categories ===\n", "4169 2314\n", "1680 1850\n", "4277 1743\n", "1941 1595\n", "1181 1521\n", "889 1518\n", "3618 1344\n", "2063 1323\n", "1150 1302\n", "1015 1286\n", "dtype: int64\n" ] }, { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== Hourly activity pattern ===\n", "0 55397\n", "1 58223\n", "2 59068\n", "3 62396\n", "4 55443\n", "5 42064\n", "6 33987\n", "7 27519\n", "8 20547\n", "9 12959\n", "10 9370\n", "11 8617\n", "12 13221\n", "13 20917\n", "14 28865\n", "15 40385\n", "16 48954\n", "17 53565\n", "18 59138\n", "19 59201\n", "20 59709\n", "21 65491\n", "22 55098\n", "23 50075\n", "dtype: int64\n", "\n", "=== Day of week activity pattern ===\n", "0 173931\n", "1 159272\n", "2 141176\n", "3 142722\n", "4 129438\n", "5 108692\n", "6 144978\n", "dtype: int64\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/yifeim/anaconda3/lib/python3.7/site-packages/pandas/plotting/_matplotlib/converter.py:102: FutureWarning: Using an implicitly registered datetime converter for a matplotlib plotting method. The converter was registered by pandas on import. Future versions of pandas will require you to explicitly register matplotlib converters.\n", "\n", "To register the converters:\n", "\t>>> from pandas.plotting import register_matplotlib_converters\n", "\t>>> register_matplotlib_converters()\n", " warnings.warn(msg, FutureWarning)\n" ] }, { "data": { "image/png": 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\n", 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== Temporal shift analysis ===\n", "\n", "temporal total variation, freq=5d, hist_len=0, avg_loss=29.4%, time=1.3s\n", "temporal total variation, freq=5d, hist_len=1, avg_loss=23.9%, time=1.1s\n", "temporal total variation, freq=5d, hist_len=10, avg_loss=20.0%, time=1.0s\n", "temporal total variation, freq=5d, hist_len=100, avg_loss=20.3%, time=1.1s\n", "temporal total variation, freq=5d, hist_len=1000, avg_loss=20.3%, time=1.1s\n" ] }, { "data": { "image/png": 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\n", 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== session time delta describe ===\n", "count 9.941690e+05\n", "mean 4.986574e+04\n", "std 9.525371e+05\n", "min 0.000000e+00\n", "25% 0.000000e+00\n", "50% 0.000000e+00\n", "75% 3.000000e+01\n", "max 8.892327e+07\n", "Name: TIMESTAMP, dtype: float64\n" ] }, { "data": { "image/png": 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/G7S/DLxsLg+u0WhcHKcxJqaztrcw/PD/rpSqdK1ojQsS2tbYAI5sMDrnY0c7VieNRlNvNGgzl4jMEWPFuZ3lzo8SkUQR2S8ij5unOwDfKaXuwPAIq2msJPwTfvo7FBc6WhONRlNPNHSfyTwMz7DnMF0wz8RY5rYzcJMYy85uASaKyAqMhVg0jZUbPoQpi8DiAdoDg0bTKGhwdyoiEoOx7kQX83gghpvmK8zjJ8xLCzGWZl0tIl8ppa6rJL5pwDSAyMjI3gsWLKixTsezSkhKzcHf1xt3N8HdDXMT3IVzxx5ugqVUJiBiz3pQF56srCz8/eu6AKQDUIo2B+dTbPHlcKvrQcR182KDxpKXxpIP0HkpZcSIEZuVUn3qUx9H9JlEU3b5y2SMBezfwVjgaBLGOgE2UUrNFpHjwJiAgIDe8fHxNVbgzeX7eHfP7xjrZtmPh0XwtLjh4e5m/Frc8HI3fj3c5dw5T1Pu6X7++Py1QpCPB6H+XoT6eRIW4EWYnxe+XhY83Y1rPC1uNTJcCQkJ1OY+OJySEkhbAF4+tI6PBxHXzYsNGkteGks+QOelIXGEMbH1llRKqZ2AzdqIjYsXA4v79OkztTYKTOzXgsCsP+jaoycFRYrC4hIKikqMX3O/oLiEwqISCotVhXMFxea1RarCufyiErLyi6ziVOfCFhQZW26hrUUfyxLm70WLJj60CPGlWZA3wb6ehPh64OvljkUEd4vQrXkQzYJ8anMLnAM3N7h2lrEvAtmpoKq/NxqNxvlwhDFJpuwa3c0x1vi2GxEZA4xp1642S1FDRIA3MUEWerdqUqvwdSW/qJjUrAJSswo4nZXP6ax8cguLKSgyjFF+YTEpGfkkp+ew9Ug6S3flUVBUYjOuzs0CiXDPZ33uHgK83PH3cifA2wN/b3cCvN0J8Dq/7+/ljpd7zWo9DY6b2W1XmAvzriLW0gxGXOpYnTQaTY1xhDHZCLQXkdYYy5tOBCY5QA+H4eVuISrYh6hg+2oVSilyC4tJzykkp6CIEgW5BcWsP5jKst0pbD5exLpjSRQU2zY41nhYxDA2puEJ9HEnxNeTED9Pmvh6EuTjgY+nBR8PC94eFgJ93OnZMgR/rwYuKh4+0Ps2Uo4X0KxhU9JoNA1Ag74hROQzjHWdw0QkGXhGKfWBiNyPsTi9BWNd8101ibeuzVyuhojg6+mOr2fZx9W9RTD3DG97ru00v6iYrLwisvKLyMwztqz8IrLyC8scZ+YVnrvubG4h+05mkZZdQFpOASU2xmN4WISYUD8CfTwI9HYnxM+T6GAfooN9aBPuT9foIHw8LXXP6IB7SE9IMPb3L4Po3uATUvd4NRpNg9OgxkRVsu62UmoJsKS28da1masqiouLsVjq4cXoALzcLXj5Wwj196pV+JISRVZBEXkFxeQVGn07pzLzWbP/FH+k5pCRV8jprAIST2RyIiPvnOFxE2jZxJd2EQFEBHoR7ONBiK8nof6eRAZ6ExnoRUSgNwFe7vY1sWWnwue3QLfrYcwbtcqLRqO5sDjNDPiaUFozadas2dQ33niDhx56CICnnnqKyMhI8vPz+eKLL8jPz2fcuHE8++yzAFx77bUcOXKEvLw8Ro0adW4khL+/Pw8//DA//PADr776KkOGDHFQzhyLm5sQ6O1BoLfHuXOxTQMY0j6swrWFxSWcOJtH4olMdhw9y76Tmew/mcWWP9JIzy2k2EYVx9fTQmSgNxEBXkQGetMs2JvmwT5Eh/gQHexL+whzmKNfKNz8FUTGNVheNRpN/eKSxqS0ZtKqVSvmz5/PQw89RElJCQsWLODFF19k+fLlbNiwAaUUY8eOZfXq1QwbNow5c+bQpEkTcnNz6dy5M08++SShoaFkZ2fTpUsXnnvuOUdnzWXwsLjRookvLZr4MrJzZBmZUorM/CJOZ+aTkpHPycw8UjLySMnIJyUjj5MZ+Ww9ks73O3MpLD5vdNqE+xHtmc9vBYm0i4whztdCa/dC3JY+Bv2mQUTHC51NjUZjJy5pTKz7TEJCQtiyZQspKSn07NmTjRs38uOPP9KzZ0/AmNizb98+hg0bxptvvsmiRYsAOHXqFPv27SM0NBSLxcKECRMcmKPGhcj5Gk6b8MonVZWUKE5l5XM0PZe9xzNZvO0YO47m8POx/eea0Np5pvKl+9esTQkht9ttdI4KpENkAJ7u2uG1RuNMuKQxse4zefTRR5k3bx4nTpzgjjvuYPny5TzxxBPcfffdZcIkJCSwbNky1q9fj6+vLz169CAvLw8Ab29vl+0ncWXc3MTsU/GmV8sQJvVvSUJCAoOGDGPfyUx2Hctg97EM/pw8m02HS8jetx1PCsHiRf82TWgX4U+nZoHEmQbGw6INjEbjKFzSmFjXTMaNG8ff//53CgsL+fTTT3F3d+fpp59m8uTJ+Pv7c/ToUTw8PDh79iwhISH4+vqyd+9edu/e7ehsaCrB092NuKgg4qJKFz+Lo6REcfTgTkIXXs+i6EeYf8qXTUlp5yaAhvp5MqBtKPEdwrmkY0StByFoNJra4ZLGpJTTp0/zySefEBUVhY+PDx9++CFxcXFMmjSJAQMGkJ6ejre3N1OnTiUkJISkpCTat29Pjx496NSpE99//z2HDh2iqKiIuXPnAtC3b1+6dOnC2bNn+frrryukOWjQIGJjYzl9+jSLFy+uIB82bBht27bl+PHjLF26tIL80ksvpWXLlvzxxx8sX768gnzUqFE0a9aMAwcOsHr16gryMWPGEBYWRmJiIuvWrQMgPT2dQ4cOATB+/HiCgoLYuXMnGzdurBD+hhtuwM/Pjy1btrB169YK8smTJ+Pp6cmGDRvYtaviiO3bb78dgJ9//pnff/+9jMzDw4Obb74ZgFWrVnHw4MEycl9fX2688UYAli1bxpEjR8rIAwMDCQ0NBeD777/nxIkTZeShQf6Mbd6NyVcMJ2DdHlKDU8krLCYrv4i07EKO7vfi0e3RuAlcFXCEMK9ic06NxejjadGCkSNHAvD555+Tk5NTJv42bdowfPhwAD7++GMKC8t6Ne7QoQODBw8GOFderImLi6Nfv34UFBTwySeflHkuAD169KBnz55kZ2fzxRdfVAjvrGWvNB+2yp41rl72Spu6bZa90FDGjh0LwDfffENqamoZedOmTRk92lhSYeHChWRkZJSRN0TZsy5f5cteeaore/WBSxqT0mau5s2bU1JSwoEDB7jvvvvOyR966CHuvffeCjf14YcfPndTf/zxR44ePQrArFmzLqT6mtri7gWTS/8Ie6AgC29Pf7w9LIT5ezEksil/7TaQZXtOcmRzMsfP5nH8rNGU6WERDuf5EB2XQadmgY7Lg0bTSGlwr8ENSVxcnMrNzWXcuHG8+uqrNQrrbE7S6sJFmZfEpfDZjTDxM+h4pc1LzuYWsv9kFtuT09mYdIZlu09SUFxCmzA/4qKDGNkpgvjYCIJ8PGyGryuN5bk0lnyAzkspItIovAbXGz4+Pjarw5qLgHYjYfS/of3llV4S5ONB71Yh9G4Vwu2DW5OWXcDC35LZcOgMvx5MZfG2Y7gJ9GoZwpSBrbgirineHnoghkZTG1zamGguYizu0H+asZ+XARvehcF/Mc5XQoifJ3cNbcNdQ9tQXKLYlHSGn/efZuFvR3lowVZ8PCz0bd2EgW1CGdg2lE7NAvBy18ZFo7EHbUw0rs/ebyHhJWhzCTTvbVcQi5vQv00o/duE8sCl7dl46Aw/7DrB+oOpvLx0LwB+nhZ6tgwhPjacK+Ka0qKJb0PmQqNxaVzSmDSkby6NC9JjEjTvC2HtjWOljPVR7MTD4sagdmEMame4jTmVmc+GQ2dYu/80vx1O4/nv9vDikj1c2imS0V2acnlc04b3oqzRuBgu+Y+42LwGa+yg1JAkrTVqKTd8CL61W68mPMCLq7o146puhjP8pNPZvL/2ID/uSuGn3Sl4WnYwsG0o8bHhDGkXRrsIf+daI0ajcQAuaUw0mkrJTYe8dKN2Uk/EhPnx/LVdeW5sF7YcSWfJjuMs35PCs4tPAdCxaQD3jWjHqLim2s2L5qJFGxNN46LT1RA7Gtwsxhrz2acgILL6cHbg5ibnRoc9fXVnjpzJIeH3U7y3+iAPfraF8AAvJvVryaT+LYkM9K6XNDUaV8FpjImIDAUmY+jUWSk1yMEqaVwVN3ME1ornYNsCuGct+FV0o19XWjTxZcqAVkzu15LV+04xf10Sb67Yx6xVB5g2tA3RhdWvfKnRNBYaeqXFOcDVwEmlVBer86OANzBWWnxfKfWSUmoNsEZErsVY2lejqRtdbwAPP/ANbdBk3NyE+FhjAmTS6WxeXrqXt1buB+Dr5HXc1K8lV3ZtpuewaBo1Dd3AOw8YZX1CRCzATGA00Bm4SUQ6W10yCfisgfXSXAxEdobhjxoju9KPGJ3zDUxMmB+zbu7Nr09eynUdPEjNKuDhL7bR74VlvLViHydM9y4aTWOjwd2piEgM8G1pzUREBgLTlVJXmMdPACil/ikiLYGnlVKVjtISkWnANIDIyMjeCxYsqJVeWVlZ+PtXvtaGK6HzUj1xO/9J0Nm9/DJgNiWWC+NROCsrCz8/PxLTSvj2YCE7TxcjwJBod0bFeBAd4Bqd9bp8OSd1ycuIESMahTuVaMDaZWcy0N/cvxOo6I7VCqXUbBE5DowJCAjoXVvfNNpHj3PSYHnp1w3SkhgW3av+466E0ryMAO4BDpzKYv66JD7feIQ1R3O5tGMED1/ewcrVvnOiy5dz4mx5ccSnka0B+QpAKfWMUqqib2uNpq74NoFSQ7L1M/h19gVXoW24P89d04VfnriURy7vwKbDaVz15lr+9MlvbD6cRkmJ6zpd1WgcYUySgRZWx82BYzWJQCm1WCk1LSjIub/oNE6IUpC4BBK/g5Jih6gQ4ufJ/Ze0Z/XfRvDgJe1ISDzJhFnrGPnaKhZvO6aNisYlcYQx2Qi0F5HWIuIJTAS+qUkEIjJGRGafPXu2QRTUNGJE4Lq5MPFTYwhxUb4xH8UBBPl48PDlsax/8lJeu6E7HhY3HvhsC+NnrePXg6nVR6DROBENakxE5DNgPRArIskicqdSqgi4H/gB2AN8oZSqkR95XTPR1AmLO3j6QXERfH4zLH6wXmfM15RAbw/G92rOkoeG8u/rupGclsuNs3/htrkb2H8yy2F6aTQ1oUE74JVSN1VyfgmwpLbxakePmnrBzQJRvSCgaY0cQzYUFjfh+j4tuLpbFJ/8epjXf/qdka+t4toeUTx5ZSci9Kx6jRPjGmMTy9HQNZP09HTefvvtc8cJCQlcffXVDZKWxoGIwIgnoI+xtjgpuyHf8TUBH08Ldw1tw+q/jeDe+LYs2XGCS15dxftrDlJYrGfVa5wTlzQmDd1nUt6YaC4C8rPgw7FGk5eTEOrvxWOjOvLjX4bRNyaE57/bw5gZa1m3/7SjVdNoKuCSxsS6ZpKUlETHjh2566676NKlC5MnT2bZsmUMHjyY9u3bs2HDBs6cOcO1115Lt27dGDBgANu3bwdg+vTp3HHHHcTHx9OmTRvefPNNAB5//HEOHDhAjx49ePTRRwFjgtB1111Hx44dmTx5Mg092VNzgfHyh7Ez4JKnHa1JBWLC/JhzW1/eubkXaTkFTHr/Vx74bAspGXo2vcZ5cBpHjzWhfJ/J/v37+fLLL5k9ezZ9+/bl008/Ze3atXzzzTe8+OKLtGjRgp49e/Lf//6XFStWcMstt/Cf//wHgL1797Jy5UoyMzOJjY3l3nvv5aWXXmLnzp1s3boVMJq5tmzZwq5du4iKimLw4MH8/PPPDBkyxFG3QNMQxI4+v79+JnS8CkJiHKaONSLCqC7NGNExglkJB3h75QGW7U5hysBW3H9JOwK9PRytouYix+VrJgCtW7ema9euuLm5ERcXx6WXXoqI0LVrV5KSkli7di1TpkwB4JJLLiE1NZWsLKNt/KqrrsLLy4uwsDAiIiJISUmxmWa/fv1o3rw5bm5u9OjRg6SkpAuSV40DyEyB1f+GTVU6Y3AIXu4W/jyyAz89PIxRXZry3pqDXPbaKjYfTnO0apqLHJc0JuXx8jrva8nNze3csZubG0VFRTabpEpXxrMOa7FYKCoqqjYscGqGAAAgAElEQVSNqq7TNAICImHaKrj078axEzZptgr14/Ube/D1vYPw9rAwcfZ6XvkhkbxCx0zE1GhcupkrLqoDpz/ZQ1FaHiffNfpBCk/lAFBSUHxONiC2H7P//CoPX3U3m9lPWFgYAR5+ZG9KAa/Mc2GL0vLI3Z1KRP8YMs9mnDuflniA/D+M44Ch0QAUZ+afk1sTeEkLvNuHUHAsi/TFByvIg0bF4NUqkPzDGZxdmlRBHjymDZ5R/uTtSyNjxZEK8pDx7fAI9yV3dyqZa44CEJ3uxslEQ5cmN8biHuxFzrZTZP1yvEL40Js7YfHzIHtTCtmbK9bCwm6Pw83TQtb6Y+Rsr9jRG3F3NwAyVyeTu+dMGZl4uBF+h7HSQMbyP8jbn15GbvF1J3SK4SD67NJD5B/OLCN3D/KEpsZ++uIDFBzLLiP3CPchZLyxPG/a1/soPJVbRu4Z5UfwmLYAnFmwl6KzBWXkXq0CCBrVGoDUj3ZTnFP2g8C7XTCBl7YE4NSiTFThLigphJN7ILglPj3bEDCsOYDNZ+/bLQz/gVFG2Zu7q8xzAfDrHYlfn0iKswtJ/XhPhfD+A5rh2z2covR8znyeWEEeMDQan86hFJ7KIe1rw8V9NPCZfwhJeZ68tvIQ3+88zvuj4/BbU/HZ17bslebDVtmzxtXLXpOJHQEnKHtzdqLKrYXj06lJhbJnXb7Kl73yVFf26gOXrJmUNnO5u9tnCx+9+l62Ht5N/D+u45m3XmD+/PlVXh8aGsqg/gMZ9tx4nl34Wn2orHFVlAJVjOk+zilxd3OjXUQAj13RkdTsAv68YAunMvNwZp01jRCllMtuvXv3VrVl5cqVtQ7rbOi8NDDFxef305PtDuaIvBw+na2ueH2VavXYt2rye7+otOz8OsfplM+klui8GACbVD2/j12yZqLRXFDczL/JkY3wZk/Y+bVj9amClqG+fPfgUF4Y14UNh85w2eurtZ8vzQXBJY2JdvSocQhNu0L/u6HtCEdrUiUWN2Fy/1YsvHcQ/l7uTHr/Vz5Ye0jPjdI0KC5pTJR29KhxBB7ecPk/wCfEcF+/9VOHeRy2h67Ng/jf/YO5pGME//h2Nw8t2EpOgR6FqGkYXNKYaDQOZ/f/4L/3woEVjtakSgK9PXj35t48ekUsi7cfY/zb6ziWnlt9QI2mhmhjotHUhrhxcMs30H6kozWpFjc34U8j2jH/9n4cTctl/NvrSDyRWX1AjaYGOI0xERE3EXlBRGaIyK2O1kejqRIRaDPc2D9zEBZOdQqPw1UxrEM4X9wzEIXiunfW8YvumNfUIw29ONYcETkpIjvLnR8lIokisl9EHjdPX4MxB6sQY2lfjcY1OL4NDiZAZsWJes5Gp2aBfH3fYCIDvbnlgw18vvEPR6ukaSQ0dM1kHjDK+oSIWICZwGigM3CTiHQGYoH1SqmHgXsbWC+bxMfHs2nTJkckrXFl4sbBg1sgzJghTUGOY/WphuhgH766ZyC9WgXz2MIdzEo4oEd6aepMgxoTpdRq4Ey50/2A/Uqpg0qpAmABRq0kGSj1VqcdDGlcCy9/43fzfJg1CDKcu5YS7OvJvNv7MbJTJC8v3cvs1RVd/2g0NcERvrmiAWunU8lAf+ANYIaIDAVWVxZYRKYB0wD8/f154IEHmDBhAjNnzuTAgQO89tprbN68maVLl3L55Zczb948CgsLiYqK4rHHHsPHx4fExERmzJhBQUEBQUFBPP7444SGhpKens7mzZvJyMjg5ZdfJiIigjvvvLMBb0X9kJWVRUJCgqPVqBdcPS8BGXlEe7YicdMusnLynD4vE1soTpy08M/v95J27BADmlV8Jbj6M7FG56UBqe8p9eU3IAbYaXV8PfC+1fEUYEYN4xwDzG7evLm67rrrlFJKDRkyRPXt21cVFBSo6dOnq5deekkNHTpUZWVlKaWUeumll9Szzz6rCgoK1MCBA9WiRYuUUkotWLBA3X777UoppYYPH67Wr1+vJk6cqJ5//vlaOClwDNpFhHOy+qclSh3b5mg1qiWvsEiNm7lWtX9qifr9REYFeWN6JjovBjQSdyrJQAur4+bAsdpE5OXlxebNm8nMzMTLy4uBAweyadMm1qxZg4+PD7t372bw4MH06NGD+fPnc/jwYRITE9m5cyePPPIIPXr04Pnnnyc5+Xx//913302XLl146qmn6pZLzUVPu/3vw/yrIde51xrxcrfwzpTe+HpauOm9X/U8FE2tcIQx2Qi0F5HWIuIJTAS+qUkEypwBHxwcTExMDHPnzmXQoEEMHTqUlStXcuDAAVq3bs1ll13G1q1b2bp1K7t37+aDDz5AKUVcXBzvv/8+W7duZceOHfz444/n4h40aBArV64kL08viaqpG4daT4ZrZhoz5p2ciABvPps6gJyCIu6cv0kvCaypMQ3aZyIinwHxQJiIJAPPKKU+EJH7gR8ACzBHKVXRAX/V8Y4BxrQMDyOmcyzPPf1/3HPNlaTmpjFj/ucMGDyY3j17cPvNk3njwbtpGhpCfkEhqRmZxI8dx6lTp9j+22ZSVi2lqLiY46lnaBERzsmkg9w/ZRLt27dn3DXXMKV/dyyWsva2z9XjaNu7P2eOJfPTe29V0G3AuIm06taDk0kHWTl/dgX5kIm3Eh3biaOJe1i7oKIr/BG3TiMipg2Ht2/ll0ULKsgvm3o/TaKac2Dzr2z6dhEA6enppKxaCsDoP/2VwLBw9q5bzbafllQIP+YvT+AbGMTOhGXsWrWsgnz849Px8PJm6w/fkfjLmgryG595CYCNi7/m4G8bysjcPb2Y8MSzAKxf+Bl/7NxWRu7jH8jYvz4JwJpP53Fs394y8oAmYfh27QPAynmzOXm4bKdwSLNoLp/2AAA/zp5B2vGya2pEtGrDiNumAbBkxitknim7JkZU+44MnXQbAN+8+iK5WRll5C27dGfghJsAWPjPZygqyC8jb9OrH33HjAfg82cfpzyxA4bS44qrKMzP4+uXppOens6R4GDgZ8jLIK5zNF2mPEVOxlkWv/7PCuG7X3YlHQcNI+P0Kb6f+WoF+YUoe29M7Mk/3/8fMx/5jHYR/nh5uJ0rX7bKnjWuXvaufOARwHXKnvX/vnzZK0/c8JF0iR9ZadmrDxrUmCilbqrk/BKgYmmrBR1bNee/a9bTvkUU3p6eeHp6MHToUMLDw7n32qt4c+E3FBUZg8NuuGQoHh4efPXVV9xy882cPX2SkpISRg/oQ4uI8HNxPvzww5w8foyZi77l/vFjcHOT+lBVczGTcQx+3wFFjzhakyq5rHMkJ4e0ZvP/NrE9+Sxdm2v/dxr7EOXC48v79OmjajsvJCEhgfj4+PpVyEHovDgnZfJSlG/0nQQ0Pb8MsDjvR8rh1GyufnMt0SE+3NmhiOuvvMTRKtULjbZ81RAR2ayU6lOf+jiNO5WaoF3Qa1wOd6/zhuSHp2Dp4065tnwprUL9eO3GHhxNz+Xtrfl6UqOmWlzSmCjtgl7j0rjGi/myzpE8ProjhzJK+PhX7XZFUzUuaUw0GpdFBK54EUa9ZOxnpkCh846curFPC7qEWXhu8S6On9VDhjWV45LGRDdzaVwaEWMrKoAPx8JC5/Wy4G5xY0onT4pLFM9/t0c3d2kqxSWNiW7m0jQK3D1hyF9gwH2O1qRKIv3cePSKjny3/TifbtDNXRrbuKQx0WgaDd0nQsxgY3/vEqd1EHnP8Db0aRXC7NUHde1EYxOXNCa6mUvT6MhNh//eA8ufc7QmNhERJvZryeHUHNbsO119AM1FR6XGREQyRSSjsu1CKlke3cylaXT4BMOti2H0y47WpFKu6tqMmFBfHlywhRNnnXfQgMYxVGpMlFIBSqlA4D/A4xiu45sDjwHPXxj1NJqLiGbdwTsQigth0T2Q7FwLtfl4WphzW19y8ot5Z9UBR6ujcTLsaea6Qin1tlIqUymVoZSaBUxoaMU0mouWnFT44xdjOWAno024P8Njw/lpd4ruO9GUwR5jUiwik0XEIiJuIjIZB6+EqPtMNI2agKZw78/Q1xwynJ/lWH3KcVmnSI6m57ItWf//NOexx5hMAm4AUsztevOcw9B9JppGj6ef8Zt6AGb0gp0LHauPFaO6NsXL3Y0P1yc5WhWNE1GtMVFKJSmlrlFKhSmlwpVS1yqlki6AbrVi+vTpvPLKK45WQ6OpH/wjofUwaNbD0ZqcI9Dbg1sGtmLRlqPsPKprJxqDSl3Qi8gMqnAipJR6sEE00mg05/Hyhwnvnz8+tAZihjjc4/D9l7Tnq83JzFp1gJmTejlUF41zUFXNZBOwuYqtXhGReBFZIyLviEh8TcK+8MILxMbGMnLkSBITEwF477336Nu3L927d2fChAnk5OSQmZlJ69atKSwsBCAjI4OYmJhzxxqNU7N/ubEMsBM0eQX5eDAiNoJfD57RHfEaoOqhwfOtN+BrYKHVcbWIyBwROSkiO8udHyUiiSKyX0RKl6xTQBbgjbFOvF1s3ryZBQsWsGXLFr7++ms2btwIwPjx49m4cSPbtm2jU6dOfPDBBwQEBBAfH893330HwIIFC5gwYQIeHh72JqfROI42I+DaWdD5WkdrAkCfmCaczsonKTXH0aponIBq+0xEpIuIbAF2ArtFZLOIxNkZ/zxgVLn4LMBMYDTQGbhJRDoDa5RSozHmsTxrbwbWrFnDuHHj8PX1JTAwkLFjxwKwc+dOhg4dSteuXfnkk0/YtctYGfiuu+5i7ty5AMydO5fbb7/d3qQ0Gsfi5gY9JoHFHfLOwk9/d6jH4b4xxtr2G5POOEwHjfNgz2iu2cDDSqlWSqmWwF+B9+yJXCm1Gihf0voB+5VSB5VSBcAC4BqlVIkpTwO87NLeRGy0H99222289dZb7Nixg2eeeYa8PONPN3jwYJKSkti6dSvFxcV06dKlJklpNM7BgZXwyyyHzkVpG+5PsK8HGw5pY6Kxbw14P6XUytIDpVSCiPjVIc1o4IjVcTLQX0TGA1cAwcBblQUWkWnANIDm4W1I3+nNnMUfEZU/gOKSYj775AuuHT+GM2fOkDB/Pxu8U/jPghmEBIQx9+kVBLcWBg8ezHPP/YOrB0xh7tMrysTfpL0Q1FIozFYk/1KxLTisoxAQLeRnKI5trCgPjxP8mwq5aYoTv1WUR3YXfMOEnNOKlG0V5U17CT4hQtYJxaldFeVRfQWvQCHzqOL0XkNeXFzMoeVGPpoPEDz8hLN/KM7sqxi+xRDB3UtIO6hIP1RR3mq44OYunNmnOPtHRXnrS43vj9N7FZlHy8rd3KHVcEN+cqciO6Ws3OIFLYcY8pRtJeSUc/Hk4QvBXXNISEjg+G8l5KWVlXsFQFQ/I/yxDSXkZ5aVe4dAs16GPHl9CYXlWl98wyCyuyH/Y20Jxfll5X6RQkQX48Pk8KoSSorKygOihbCOhvzQ8hLKE9RSaNJeKClSHF6lyjwXgODWQkgboShfcWRtxXtbs7IXiFvJx5S8lw0YaTRU2SvNh62yd0O2G5mrTjJ76wpaD3L+speVlcXnb6ywWfaaDzTCu0rZsy5f5cteeaore/WBPcbkoIg8DXxkHt8MHKpDmraGoSil1NcY/TJVopSaLSLHgTEWi6V39079GHZ0NM/NuZfwkKYM6DWYtm3b8sLzL/KPZx4kPKQZraLak5efTXBwMB07NmPglX/ngw8+4PJB4/DzCSgTf+fO0bTvE0nmmTyW7d1dIf0uXVvSulsYaSeySdiXWEHevXsMLTo14dSRTNYe3FdB3rNnW5q1DeL4gbP8criiS4o+fdoT3iKAI3vOsOloUgV5v36xhDT149D202w9YbgDT09PJzg4GIABAzsT0MSbfZtS2HnqaIXwgwd3wcffkz2ex9mbVtFD7dBh3fHwtLCDZPZnnKwgj483Ru5sKfiDpOyy/0h3Tzfi440hrBuzD5GcX/Yf6e3vQXx8VwDWpx3gRFHZYaX+IV54+J8iPj6eNSd/57QqO1kvONKX+PiOAKxM3kt6Stl/bFhzf4bGdwDgp4O7yEor+49t2jKIgfFtAfg+cQd5WWUHXjRvHULf+NYALN6xlaKCsgYjpk0YPeNbApC2+bcK96Zd+wi6xjensKCYs9u2lXkuAB07NqPToGbkZhWwdOfOCuFrXfby0iEtie7th9Gid7t6L3ul+bBV9nwDSth2JJ1T+W5M7N+fwDAfpy57CQkJhLZsYbPsxccbrfeuUvasy1f5slee6spevaCUqnIDQoA3gd+ALcAbQEh14azCxwA7rY4HAj9YHT8BPGFvfGaYMcDsdu3aqdrw5Zdfqssuu6xWYZ2RlStXOlqFekPnpRYcXKXUeyOVyk5tkOiry8f8dYdUq8e+VZuSGib9+kSXLwNgk6rBO9eezZ5Ji2lKqQeVUr2UUj2VUg8ppdKqC1cFG4H2ItJaRDyBicA3NYlA1WEG/AMPPMDjjz/OlClTahxWo3FKWg+DO38E3yZQUgxphy9o8uN6RuNpceO77ScuaLoa58Ke0VwdRGS2iPwoIitKN3siF5HPgPVArIgki8idSqki4H7gB2AP8IVSaldNlK6Lb64ZM2awf/9+WrRoUeOwGo3TUjoIZeUL8O6wC7rIVoC3B8M6hPH9zuOUlOg5Jxcr9vSZfAm8A7xPDR08KqVuquT8EmBJTeLSaDR20OsW8AmBwGYXNNnRXZqxbM9JtiWn07NlyAVNW+Mc2DM0uEgpNUsptUEptbl0a3DNqqAuzVwaTaMmJAYGPWDspx2GxO8vSLLDY8MB2Hy4Li3gGlemqpUWm4hIE2CxiNwnIs1Kz5nnHYZ2Qa/R2MGKf8D//kSFcawNQJi/F6F+nhw45Vzu8jUXjqqauTZjuDgpHcr7qJVMAW0aSqnqUEotBhb36dNnqqN00GicnjFvwJlDxiSJC0CrUF8Oa9cqFy2VGhOlVOsLqYhGo6lnPP2gqenh4beP4GwyxD/eYB6Ho4J92HUso0Hi1jg/9ozmul5EAsz9/xORr0WkZ8OrVqVOuplLo6kJyRsgeSMVplbXI9HBPhxNz9VehC9S7OmAf1oplSkiQzDcnczHGN3lMHQHvEZTQ65+AyZ+ChYPKMiB4vo3KlHBPhQUlXA6q6De49Y4P3atAW/+XgXMUkr9D/BsOJU0Gk294+YGHt5QUgKf3wxf3Qb1XIOICvYB4Gh6br3Gq3EN7JlnclRE3gVGAi+LiBf2GaEGQ0TGAGPatWvnSDU0GtfDzQ06jAIPn3rvO2kW5A3AibN5oOcEX3TYYxRuwJitPkoplQ40oezIrguObubSaOpA/2nQy3QndGwr5NSPC/kwf2PliNNZ+dVcqWmM2OObKwc4CQwxTxUBFV2SajQa16IwFz690ZiLUg808TNav7UxuTiptplLRJ4B+gCxwFzAA/gYGNywqmk0mgbFwweu+wCC6qdNytPdjRBfD05lamNyMWJPM9c4YCyQDaCUOgZcmFlQlaCHBms09UTMEAhpZeyveRVSauRztQLhAV66ZnKRYo8xKTD93yuAOq6yWC/oPhONpp7JToUN78O2BXWKJjzAi5O6ZnJRYs9ori/M0VzBIjIVuAM714DXaDQugl8oTEsAP8NhIyXF4GapcTSRAd78qteEvyixpwP+FeArYCFGv8nflVIzGloxjUZzgQmINIYO55yB90bAnsU1jiI80ItTmfl6FvxFSJU1ExGxYCyxOxL4qaGVMZvQVgPPKKW+bej0NBqNDUTAK9DYakhEgDcFxSWk5xQS4qfnNl9MVFkzUUoVAzkiUqvOCRGZIyInRWRnufOjRCRRRPaLyONWoseAL2qTlkajqSd8QuDWxdBmuHGYc8zuoBEBxlwT3W9y8WFPn0kesENEfsIc0QWglHrQjrDzgLeAD0tPmLWdmcBlQDKwUUS+AaKA3YC3vcprNJoGonR2/NHf6LvxAWhafH6iYxWcNyZ5xDZ16KBPzQXGHmPynbnVGKXUahGJKXe6H7BfKXUQQEQWANcA/oAf0BnIFZElSqmS2qSr0WjqiabdONzqRlp3HmvX5RGBxrfgyQxdM7nYkIbuKDONybdKqS7m8XUYrlnuMo+nAP2VUvebx7cBpyvrMxGRacA0gMjIyN4LFtRuKGNWVhb+/v61Cuts6Lw4J40lL6X5kJJioo4t5VjUFSg329+heUWKe5blcH0HD65q43x9Jo3lmUDd8jJixIjNSqk+9amPPTPgBwPTgVbm9QIopVRtV1q05V3unEVTSs2rKrBSaraIHAfGBAQE9I6Pj6+VEgkJCdQ2rLOh8+KcNJa8nMtH4lJYPZv2feKh48hKr/df8wN+YdHEx8ddMB3tpbE8E3C+vNjTzPUB8BeMZXyLq7nWHpIp61O0OWB/D59Go3EMsaNg6gqI7l3lZREBXtqlykWIPTPgzyqlvldKnVRKpZZudUhzI9BeRFqLiCcwEfimtpElJSXRpUuXOqij0WjsptSQpB4wnETa8DhszILPu8CKaRxNpcZERHqJSC9gpYj8W0QGlp4zz1eLiHwGrAdiRSRZRO5UShUB92O4td8DfKGUqpFDoIZ2p1JU1HBLm2o0jYIzh+DETpvGJCLQWw8Nvgipqpnr1XLH1p01CrikusiVUjdVcn4JsKRa7Sqh/OJYxcXFTJ06lXXr1hEdHc3//vc/EhMTueeee8jJyaFt27bMmTOHkJAQ4uPjeeWVVwA4ffo0ffr0ISkpiXnz5vHdd9+Rl5dHdnY2K1asqK16Gk3jp/1IePA3cDeGApObDj7BgNHMdTLDmAUv9bwAl8Z5qbRmopQaoZQaAdxZum917q4Lp6JN3crUTPbt28ef/vQndu3aRXBwMAsXLuSWW27h5ZdfZvv27XTt2pVnn3222njXr1/P/PnztSHRaOyh1JBsngcz+0FaEmAYk9zCYrLydQ3/YsKePpOvbJz7sr4VqQnlXdC3bt2aHj16ANC7d28OHDhAeno6w4cbM3hvvfVWVq9eXW28l112GU2aNGk4xTWaxkjLgRB7JQRGAxARqGfBX4xU2swlIh2BOCBIRMZbiQJx8Cx1pdRiYHGfPn2mAnh5eZ2TWSwW0tPTKw3r7u5OSYkxFzIvr2wnoZ+fw73razSuR3gsjPmPsZ+XQbtcw3tSSkYebcMbx5wOTfVUVTOJBa4GgoExVlsvYGrDq1Z7goKCCAkJYc2aNQB89NFH52opMTExbN68GYCvvrJV6dJoNLVm2XTiVtxOEzL08OCLjGpnwIvIQKXU+gukj12UdsB3CgycOvuSS7lz5Qp+HGO4e5hfUkxJ+/aMHTWKO8eMIa+oiBb+/rwycBBBXl6k9O3LXe+/R0lhISPc3Vl06BA/jxvPlwcOsCM1lRmvv0bglVdSePw4x/72WIW0m9x+OwGXjCD/4CFOPPNMBXnYvffgN2gQeXv2kPLiPyvIw//yF3x79STnty2cev31CvLIJ5/Au1Mnstet4/SsdyrImz77LF5tWpO5YiVn5s4FID09neBgo/Mz6l8v49GsGRlLlpD2WUXvANFvvoF7SAjpXy/i7KJFFeQtZr+Lm48PZz79lMzvl1aQt/rIcLOW+sEcshISysjE25uW780G4NTbb5Oz/pcycktwMM1nvAnAyVdfI3fr1jJy96ZN2XfVlcTHx3PixRfJ37O3jNwzJoZm/3gOgONP/52CpKQycq9OHWn65JMAHH30bxSdOFFG7tOjBxF/fRiA5AcepLhcDdZ34ADC77sPgD+mTkOVq7n6x8cTeucdAByeckv5W0PA6FE0mTSJktxcjky7u8xzAQgaN47g8eMoSkvj6IMPVQgfctNEpyx7pfmwVfasifrXy3gEe3Pyw1ms/PBnWoX60SzofCOGM5S9hIQEOm/+zWbZi/73vwBcpuxZl6/yZa885ctezMcfXfgZ8M5mSOB8M1e30NCpLfz9zxkSgPuvuurcTf3vqNEVwnZo3pzt27ez6ttvifn8Cx7p0ROA69u25fq2bS9UFjSaxolPCF7Ne+Am63DLPwsZZyAwytFaaS4ESimX3Xr37q1qy8qVK2sd1tnQeXFOGkteapOPIS8vV+tfu1GpGX2Vys+uf6VqSWN5JkrVLS/AJlXP72N7RnM5HeVHc2k0GuciIsCbN30fgNuXgKcvlJQYm6bRUq0xEZFIEflARL43jzuLyJ0Nr1rlqAaeAa/RaOpGRIAXKVmF4BcGSsHSx2HR3cba8ppGiT01k3kYrk9KGz5/B/7cUAppNBrXJzLQu+yaJv4RxiYu2RiisQN7vAaHKaW+EJEnAJRSRSKiPy80Gk2lNA/xITO/iLTsAmMt+GGPGDUUETh7FLwDwUuvxNiYsOczIVtEQjHXHBGRAYBDOyt0n4lG49y0CTcmAB88nX3+pAgUF8HHE+Dzmw3jomk02GNMHsZwEd9WRH7GWM/9gQbVqhp0n4lG49y0DjNmvh88lVVWYHGHkdMh/onz68xrGgX2zDP5TUSGY8yIFyBRKVXY4JppNBqXpXmIDx4WYX95YwLGIlul7FoETbtBqJ7j5erYs2xv+am+vUQEpdSHDaSTRqNxcTwsbsQ2DWDX0YzKL8rPgiV/gzbDYcL7F045TYNgTwd8X6t9b+BS4DeM5q56Q0Q6AQ8BYcBypdSs+oxfo9FcWLpGB/Pd9mOVr2vi5Q+3fw8BTS+8cpp6p9o+E6XUA1bbVKAn4GlP5CIyR0ROisjOcudHiUiiiOwXkcfNdPYope4BbqDsQlwajcYF6d48iIy8Ig5Zd8KXJ6ydYVSKCuCLW2H/8gunoKZeqc2g7xygvZ3XzgNGWZ8QEQswExgNdAZuEpHOpmwssBbQJUqjcXF6twoBYNPhtOovLsgy1pVP/6OBtdI0FPb0mSzGHBaMYXw6A1/YE7lSarWIxJQ73Q/Yr5Q6aMa/ALgG2K2U+gb4RkS+Az61Jw2NRuOctIvwJzzAizX7TnNDnxZVX+zbBKauAHez0ekZSQsAAB7YSURBVCPnjHFO4zLY44J+uNVhEXBYKZVsdwKGMflWKdXFPL4OGKWUuss8ngL0x1jRcTzgBWxXSs2sJL5pwDSAyMjI3gsWVHSzbg9ZWVn4+zeOhXt0XpyTxpKXuuTjve35bD1VxJsjfLG42TcU2Dv3OL03P8rBNrdwPOryWqVbGY3lmUDd8jJixAiHuKBfVZ8JYgwvtpGMSgAS7NBntogcB8YEBAT0jo+Pr5USCQkJ1Dass6Hz4pw0lrzUJR/54Sf4+aPNWKLjiI+NsC9QUQEUbyR20F3ENmlTq3Qro7E8E3C+vFTaZyIimSKSYWPLFJEqxvtVSzJgXedtDhyrQ3wajcZJiY8NJ9Dbna9/O2p/IHdPuPo1KDUkiUu1x2EXoFJjopQKUEoF2tgClFKBdUhzI9BeRFqLiCcwEWOGvUajaWR4uVuY0Ls5S3Yc5/jZ3JpHkLQWPrsRtukuVGfH7tFcIhIhIi1LNzvDfAasB2JFJFlE/r+9O4+TqjrzP/75VrPvINouMCyCIqigEBXXBhlADcoYDTKanxCEYKKjEh0xZhRNVIzGKBJjiFGcUUFEo0gIuLBHjCyCoIASQWlliQgoKEvD8/vj3paiqaaruvbmeb9e/eKu5z4P91adOvdWnTPIzEqA6wh6Il4OTDCz9xMJ2rtTcS5//PisVgD8cdbHie/c4izo9wx07J/iqFyqxTOeycWSPgJWA7OANcDf4inczPqb2VFmVt3MmpnZn8PlU8zsODM71szuSTRo7+jRufzRvEkdLul0DOPnf8rGr3dUvEM0CU7oA5EC+HYzTL4JdiRzl92lSzwtk18BZwAfmlkrgl/A/z2tUVXAWybO5Zfru7ehZI/xwNSVlS+keAEsGQ8bErqR4TIknspkt5ltAiKSImY2A+iU5rgOylsmzuWXlk3rcs05rXlhYTHz13xZuULa/jvcuBRadA3m95SkLkCXtHgqky2S6gGzgWclPULwe5Os8ZaJc/nn+u5taNa4NsMmLGbrt5XseLxu0+Dff06Hx06HL1enLkCXlHgqk0sIulC5CZgK/BPok86gKuItE+fyT92a1Xjkik6s27KDYc8vZu/eJAbHqt0YGhwDtRulLkCXlHgqkyHA0WZWYmZPm9mo8LZX1njLxLn81LlFE3550Qm8uWIj905ZXvmCjj4Frp4UVCp798DGFakL0lVKPJVJA2CapDmSfiapMN1BOeeqrqvPbMnVXVvwxNzVPPrmR8kXOOt++FM37yQyy+LpTuUu4C5JJwP9gFmSis2sR9qjc85VOZK4o08HvtpRwm9f/5CdJXv5ec/jYo95Eo/vXQN1D4dGcf38zaVJPINjldoIrAc2AXF2spMekvoAfdq0aZPNMJxzlVQQEQ9cdjI1q0UYPWMVW77dxV0Xnxh3Z5D7qXcEnDY4mP7yY1g7Hzr2S23ArkLx/GjxWkkzCcYYaQoMNrOT0x3YwfgzE+fyX7WCCPddehJDzm3NM29/yqCn57N5+67kCp37MEwdHvzA0WVUPM9MWgA3mlkHM7vTzD5Id1DOuUODJH5x4QncdXEH/r7qC77/6FwWfZpERXDhg/DjacGDeZdR8QzbO9zMFmciGOfcoenqM1vywtAzAbj88Xn8fsYq9lTmq8PVasDhxwXTC56Cv97sPQ5nSGWG7c06/52Jc1VPp+aNmHLDOfRsX8gD01bygz+8xYcbvq58gZvXwJZPwPakLEZXvrysTPyZiXNVU8Pa1XnsylO579KTWLVxGxc8Mof7pixn+85KdLrRYwRc8RwUVIed22B3JbrAd3HLy8rEOVd1SaL/af/GG8POo8cJR/DH2R/T/bczeWlRcWK/mpeCisQMnr8KnusH5re80sUrE+dcTjqyYS3++KMuvHjtmRQ2qMWwCUu49A9vJd5RpASnXBWMiSJ/y0uXnPqfldRX0p8kvSKpZ7bjcc5lX+cWjXn5p2fx4OUd+XzLt1z++DwGPPUOyz5L4JnpSZdBp3CAreIFsDWBYYRdXNJemUh6UtJGScvKLO8taaWkVZKGA5jZy2Y2GBhA8Gt755wjEhGXdW7GzFuKuKXX8Sz6ZDPff3QuQ/9vISvXx/+QXnt3wwsDYNJ16Qv2EJWJlslYoHf0AkkFwO+BC4D2QH9J7aM2+WW4PiUmTZrEyJEjU1Wccy5L6tSoxs+6tWHOf3fn2qJjmfXhv+j18Gyue24RK9ZXPAKjRaoHwwD3GZWBaA8tMkuiG+h4DyK1BCab2YnhfFdghJn1CudvCzcdGf69bmZvlFPWEIKejCksLOw8fvz4SsW0bds26tWrV6l9c43nkpuqSi65nMdXO42/fryLN9eWULIXOhwWoW+bGrRtXBBz+/1yMaPlmuf4ssmpfNXwhAxGnRrJnJdu3botNLMuqYwnkb65UukYYG3UfDFwOnA90ANoKKmNmT1edkczGwOMAejSpYu1bNmS3r17c/bZZ/P222/TsWNHBg4cyJ133snGjRt59tln+eCDD1iwYAGjR49mwIABNGjQgOnTp/PNN9/wm9/8hssuuywDKafPzJkzKSoqynYYKeG55J5cz+NiYOPXOxg9fRX/O+8T3t+0g07NG3HD+W3p1m7/bgT3y2XHVlh2My2PKYSiazMed7Jy7bxk6wF8rN7cLBwrpbOZDY1VkXy3c5kfLa5atYobbriB9957jxUrVvDcc88xd+5cHnzwQe69994D9l+3bh2jRo1i8uTJDB8+PGVJOeey44j6tbj7khOZf3sPBpzZkveKtzBw7Hy6PziT5+d/Ssw7MLUawjVvQI+7g/mSJPsFO8RlqzIpBppHzTcDPq9sYa1ateKkk04iEonQoUMHzj//fCRx0kknsWbNmgO279u3L5FIhPbt27Nhw4bKHtY5l2MOr1+TERd34N07evKzbsdSvPlbbn1xKSff9Rqj3vyInXvKVCq1G0MkAts3wZjz4N1nsxN4FZCtymQ+0FZSK0k1gCuASZUtrGbNmt9NRyKR7+YjkQglJQf+cjZ6+0w8M3LOZVbD2tW5pVc73r+7F7+4sB01q0V46PUP+cnr33DLC0tY++U3++9QvRY0aQ2NW2Qn4Cog7c9MJI0DioCmkoqBO83sz5KuA6YBBcCTZvZ+vGWa2avAq02Pazr45lk389m2zxg4dSAAq7euBuDbkm8pXffE0ifY9OkmBk4dyKdfBaOxbduzjYFTB7Jzz87v9gXod3w/erfqzfrt67ltzm0HHPvqDldT1LyI1VtXc/e8uw9YP+TkIXQ9uisrvlzB/e/cf8D6G069gU5HdGLxxsU8suiRA9bfetqttGvSjnmfz2PMe2MOWH9H1zto1bAVM9fO5On3nwZgy5YtPD01mL7vnPs4su6RTF09ledXPn/A/g8VPUTjWo15edXLvLLqlQPWP9bjMWpXq834FeOZtmbaAeuf6v0UAGOXjWVW8az91tWsVpPHewR3Jx9f8jj/WPeP/dY3qtmI33X7HQAPL3yYJf9ast/6wrqF9A6/+Hf/O/ez4sv9h2Jt0aAFI84cAcCIt0bwyVef7Le+XZN23HrarQAMnzOcDdv3b3V2PLwjN3a+EYCbZtzElp1b9lt/+lGnM7TjUACGvjGUnSU791t/XrPzGHDiAID9rplSvVr24op2V/Btybf89I2f7ndeAC5pcwl92/Rl847NDJs57ID9c/XaK80j1rUXLZevvXPOakT3JrfwwOQlvPLpE0we/wkN61SnWaM61K9VjcK6hYy8ImiV3P/O/axYvxBq1P1u/1y89qKvr7LXXlkVXXupkPbKxMz6l7N8CjClMmWWDo7VsJX3zeWci0+fjkdTf/OHvE4zpq9Zx5ZvdrH1m63Uql5AmyZ12b1nL9ULIrD9C1i3GBq3ggZHZzvsvJGRrwanS5cuXWzBggWV2jfXvgmRDM8lN1WVXKpKHrB/Lhu+2sHDb3zEuHf2jR3fp+PR3NrrOJp99EzQ/UqtBlmKtGLJnBdJKf9qcE51pxIv74LeOZeswga1gt6J77mAwee0oiAiXl3yOWf/Zia9553Am6u/hT27Yc5vvcfhOORlZeJd0DvnUqVaQYTbL2rPqnsuYFT/U2h9eF1WrP+aQU8v4Md3PYy9+St2rZia7TBzXl5WJt4ycc6lmiQu7ng0039exIybizi/3RFM39Wef995P8c9W4Nrnp7P2k3bsx1mzsrLysRbJs65dGrVtC5/HvA9Pri7Fz3POw+A1Sve5fNHunPZyAm8/sEG/1lBGdnqTsU553JenRrV+O/e7bi55/G8M3sKR8/6ii+2fsXg/11AzWoRBp/Tmht6tA2+BXaIy8v/Ab/N5ZzLpEhEnFF0Ec1/uZQnbupHz/aF1CvZzOgZq2h7+98YNmExX2zbWXFBVVheViZ+m8s5lxUF1WhzRH3GdFjGgoa3ckvnoJvBlxZ9Rpdfv8HQ/1vIl9sPzT6+8rIycc65rDr2fHTKj/jZpT358NcXcEuv4wGY+v56Tv3V6wx7fjG79xxa4817ZeKcc4lq1Bx63wsF1ahR8jU/a7aaVfdcwJ19gjH+Xnr3M9re/jemLluf5UAzxysT55xLxsyRMP5Kqm3fwMCzWvHPey/k0lOPAWDoMwvp8+hcvtqxO8tBpl9eVib+AN45lzO6/w9cNREaHAVAQUQ89MNOzLy5iFrVIyz9bCsnj3iNdVur9q/o87Iy8QfwzrmcUaMOtDo3mF49G6bfEwwJ3LQuH9zVmzOPPQyArvdNZ1MV/sZXXlYmzjmXk1ZOheWvwq5tQPCV4mcGnU6vDoUA/OAPb2UzurTyysQ551Kl1z3w46lQsz7s3Qt7dhOJiMev6kyTujVYs+kbpq+omqO75kxlIqm1pD9LmpjtWJxzrlIkqN0omP7bLTD+StizG0k8P+QMAB5546MsBpg+aa1MJD0paaOkZWWW95a0UtIqScMBzOxjMxuUzniccy5jCk+EwvZQUB2AtoX1aVynOkuKq+YXh9LdMhkL4TisIUkFwO+BC4D2QH9J7dMch3POZVaXgdBjRDC95VPY/gXd2wXPTnaW7MlaWOmS9pEWJbUEJpvZieF8V2CEmfUK528DMLP7wvmJZnbZQcobAgwBKCws7Dx+/PhKxbVt2zbq1atXqX1zjeeSm6pKLlUlD8hSLraXLgtuYk9BTX7T+Nc8u3I3j3avQ/0aSqrYZHLp1q1bykdazEavwccAa6Pmi4HTJR0G3AOcIum20sqlLDMbI2kd0Kd+/fqdKztsZVUdijTfeS65p6rkAVnMpfUfIFKdFqubwMoVnNCpC22OqJ9Ukbl2XrLxAD5WdWxmtsnMhprZseVVJFEb++9MnHP5o8WZ0Px7HNmwNn0jc6nxxfvZjijlslGZFAPNo+abAZ8nUoD/At45l4+q7d3Bz6u9QOOFj2Y7lJTLRmUyH2grqZWkGsAVwKQsxOGccxllBbW5fNcdrCt6KFxQdUZrTPdXg8cB84DjJRVLGmRmJcB1wDRgOTDBzBJq8/ltLudcPpJgPYext3ptKNkF4/rDshezHVZKpPUBvJn1L2f5FGBKZcuV1Afo06ZNm8oW4ZxzGVf6wNgMKNkBO7bCru3ZDCllcuYX8InwlolzLh8prE3MgFoNYMBkOPX/BQu/zu+xT/KyMvEH8M65/BTUJkb4rCRSEPy7eQ38/jR4a3R2wkqBvKxMvGXinMtHkeiWSbSGzaHLIDihT8ZjSpW8rEy8ZeKcy0cK73MdUJlECqDHndC4RTC/dCLsya/RGfOyMvGWiXMuH333AJ6DfCW4eAG8OAgWPZ2RmFIlG92pOOfcIUnl3eaK1qwL/OhlaHVeRmJKlbxsmfhtLudcPvquMqlow2O7QSQC33wJLw6G7V+kO7Sk5WVl4re5nHP5aN8zkzh/+b5xOXz0GnzxYRqjSg2/zeWccxlS+sxkb7y9qLQ8C258D2qFH5x374DqtdIRWtLysmXinHP5qLRlEseNrn1KK5JVb8CoU4LWSg7yysQ55zJkv+5UEtWoJRx9CjQ4OoURpU5eVib+AN45l4/ifgAfS9M20P+5fS2VHJOXlYk/gHfO5SNRzo8Wq4C8rEyccy4f7etOperVJl6ZOOdcpoSVSdzf5sojOfPVYEl1gceAXcBMM3s2yyE551xKqWyvwVVIukdafFLSRknLyizvLWmlpFWShoeLLwUmmtlg4OJ0xuWcc9lQmW8G54t03+YaC/SOXiCpAPg9cAHQHugvqT3QDFgbbrYnzXE551zGldYl89dszmoc6aB0PwiS1BKYbGYnhvNdgRFm1iucvy3ctBjYbGaTJY03syvKKW8IMASgsLCw8/jx4ysV17Zt26hXr16l9s01nktuqiq5VJU8IPu5bNm5lxtnfEvXowr4ScfkfsmeTC7dunVbaGZdkgqgjGw8MzmGfS0QCCqR04FRwGhJFwGvlrezmY2RtA7oU79+/c5FRUWVCmLmzJlUdt9c47nkpqqSS1XJA3Ijl4eWzODIIxtTVNQpqXJyIZdo2ahMFGOZmdl2YGA8BZjZq8CrXbp0GZzSyJxzzlVKNr4aXAw0j5pvBnyeSAH+C3jnnMst2ahM5gNtJbWSVAO4ApiUhTicc86lSLq/GjwOmAccL6lY0iAzKwGuA6YBy4EJZvZ+IuV6dyrOOZdb0vrMxMz6l7N8CjClsuVK6gP0adOmTWWLcM45l0J52Z2Kt0yccy635GVl4g/gnXMut+RlZeItE+ecyy1p/wV8OpQ+MwGuJHiIX6ohsDXO6abAF0mEEV1moutjrSu7LFO5VJRHRdscLO5Yy2JNRy/LVi6JnpOy8/mci79W4pPu10omr6+2ZpbaT+Nmlrd/wJjy5iuaBhak8tiJrI+1Llu5VJRHorlUlFs58Ucvy0ouiZ6TqpSLv1bSf04SvZ5y4fpK9C8vb3NFKdvtyqsJTqfy2Imsj7UuW7nEU0YiuVSUW6zpTJ2Tg22T6DkpO5/PufhrJT7pfq3k2vWVkLy8zZUKkhZYijs6yxbPJTdVlVyqSh7guaRTvrdMkjEm2wGkkOeSm6pKLlUlD/Bc0uaQbZk455xLnUO5ZeKccy5FvDJxzjmXNK9MnHPOJc0rk5CkupKelvQnSVdmO55kSGot6c+SJmY7lmRJ6huek1ck9cx2PJUl6QRJj0uaKOnabMeTrPD1slDS97MdSzIkFUmaE56bomzHU1mSIpLukfSopKuzEUOVrkwkPSlpo6RlZZb3lrRS0ipJw8PFlwITzWwwcHHGg61AIrmY2cdmNig7kVYswVxeDs/JAKBfFsItV4J5LDezocAPgZz5OmepBF8rALcCEzIbZXwSzMWAbUAtgoH7ckaCeVxCMCT6brKVR6p/BZlLf8C5wKnAsqhlBcA/gdZADWAJ0B64DegUbvNctmNPJpeo9ROzHXcKc/ktcGq2Y08mD4IPKW8B/5nt2JPJBehBMKjdAOD72Y49yVwi4fpC4Nlsx55EHsOBn4TbZOV1X6VbJmY2G/iyzOLTgFUWfHrfBYwnqNWLCYYQhhxssSWYS05LJBcF7gf+ZmaLMh3rwSR6TsxskpmdSdCnXE5JMJduwBnAfwKDJeXU6yWRXMxsb7h+M1Azg2FWqBLvX5vDbfZkLsp90jo4Vo46BlgbNV8MnA6MAkZLuog0dDWQJjFzkXQYcA9wiqTbzOy+rESXmPLOy/UEn4QbSmpjZo9nI7gElHdOighupdYkiYHhMixmLmZ2HYCkAcAXUW/Iuay883Ip0AtoBIzORmAJKu918gjwqKRzgNnZCOxQrEwUY5mZ2XZgYKaDSVJ5uWwChmY6mCSVl8sogoo+X5SXx0xgZmZDSVrMXL6bMBubuVCSVt55eQl4KdPBJKG8PL4BsvqcNKeapxlSDDSPmm8GfJ6lWJLlueSeqpIHeC65KGfzOBQrk/lAW0mtJNUgeJA4KcsxVZbnknuqSh7gueSi3M0j299YSOcfMA5Yx76vyw0Kl18IfEjwrYjbsx2n55KfuVSVPDyX3PzLtzy8o0fnnHNJOxRvcznnnEsxr0ycc84lzSsT55xzSfPKxDnnXNK8MnHOOZc0r0ycc84lzSuTQ4ikmZLS3v25pP+StFzSs+k+VmWEY1hMzsBxnpDUPpz+RdTylmW7FU/R8UZIujnV5SZLUidJF0bNpyVOSWMlXZbA9uWeh0y9VqoSr0xcXCQl0o/bT4ELzSznesfNJDO7xsw+CGd/cdCN84CkGpLqVmLXTgQ/tEvkWMq13ojdwfnJyjHhp6XlCkYXfF/Sa5Jqh+u++7QkqamkNeH0AEkvS3pV0mpJ10kaJuldSW9LahJ1iKskvSVpmaTTwv3rhgPxzA/3uSSq3BckvQq8FiPWYWE5yyTdGC57nGCshUmSbiqzfYGkB8LjvCfpJ+Hy/5D0RvgGcpSkDyUdGf5fzJG0KPw7M9y+SNIsSRPCbUdKulLSO5KWSjo23G6sghH05oTbHTAq4EFy7xCWtziMtW2Z/X4o6aFw+gZJH4fTx0qaG32+JI0EaodllbbWCmKd46jyG0paU/qGKqmOpLWSqksaHMa7RNKLkurEyKu8ayXmOTgYBaNE/hZYCRxX0fZl9q0B3A30C/MvHeCsfRjjx5L+K9y29Np/DFgENJfUU9K88Py/IKleuO1ISR+EOTwYdchzw+v7Y4WtlPC6eiC8TpdGxRAdZ21J48Pyngdql93GVSDbP8H3v/3/gJZACfsG6poAXBVOzwS6hNNNgTXh9ABgFVAfOBzYCgwN1/0OuDFq/z+F0+cSDroD3Bt1jEYEXTXUDcstBprEiLMzsDTcrh7wPnBKuG4N0DTGPkOAX4bTNYEFQKtw/hngOmAy0D9cVgeoFU63BRaE00XAFuCosJzPgLvCdTcAD4fTY4GpBB+a2oa51Ar3n1xB7o8CV4bLawC1y+RyJDA/nJ5I0GfSMcDVwH0xzte2eM5xmWO8AnQLp/sBT4TTh0Vt82vg+nB6BHBzBddKueegzLHrEvSiPRf4O3ANUD9q/e+AxTH+hscoawAwOmp+BMEgYTXD2DYB1cP/l73AGVFxzwbqhvO3AncATQgqttIePBpFne8XwvPdnmDcD4AfAK8TDCxVCHxKcO20ZN9rYBjwZDh9cnh+umT7/SCf/g7FLujzwWozWxxOLyS46Csyw8y+Br6WtJV9Y7IsJXhxlBoHwcA7khpIagT0BC7WvvvYtYB/C6dfN7OyA/QAnA38xYKu+5H0EnAO8O5BYuwJnKx997UbErzJryYYt2QZ8LaZjQvXVycYY6YTwYA/0Z+K55vZuvDY/2Rfy2kpweBNpSZYMN7GR2HroV2MmGLlPg+4XVIz4CUz+yh6JzNbL6mepPoEvbg+R1BBn0N8XZrHc46fJ6hEZhB06PdYuPxESb8mqPzqAdPiOF6pg52DaOuA94BrzGxF2ULM7KayyxL0VzPbCeyUtJHgTR7gEzN7O5w+g6BS+LskCCr1ecBXwA7gCUl/JfgAUurl8Hx/IKm0zLOBcWa2B9ggaRbwvTC/UucSDnVgZu9Jil7n4uCVSW7aGTW9h31N7hL23ZqsdZB99kbN72X/81y2MzYjGCPhB2a2MnqFpNOB7eXEGGtchYqI4FN0rDe/Y8JYCyVFwjeEm4ANQEeCvHdEbZ9MvmVjOiB3YLmkfwAXAdMkXWNm08tsM4/g0/tKYA7wY6Ar8PMY+ZVV3jmONgm4T8Ftys5A6fHHAn3NbImCAaqKYuxb3rVysHMQ7TKC8TH+Imkc8LSZffJdIdLv2L/SLjXezEZWUDYcmH/pOYu+3kTwYaZ/2Z0V3KI9n6CSvQ7oHqNclfm3It5RYRL8mUl+WUPwpgLBi70y+gFIOhvYamZbCT7ZXq/w45+kU+IoZzbQN7yXXxf4D4I31IOZBlwrqXp4nOPCZxbVgKcIhoFdTnDLAYJPzevCiuVHBLcpEnW5pEj4HKU1wRt/2ZgOyF1Sa+BjCwbnmsT+rbtSs4Gbw3/fJXhz3Rn+n5a1uzTveJnZNuAdglH0JoefrCG4nbkuLK+8LzmsIfa1EvMcxDj2a2bWj+BT/VbgFQXPtVqG628ys04x/mJVJF+HMSfqbeAsSW3CWOuE8dYDGprZFOBGggf8BzOb4JlNgaTDCVoh78TY5srwOCcS+3y7g/CWSX55EJgg6Ufs+5SaqM2S3gIaEHySBvgV8DDwXvimugY44GF1NDNbJGks+16UT5jZwW5xATxBcDtnUXicfwF9CT7JzzGzOZIWA/PD2xePAS9KupzgVk95raSDWQnMIriNMtTMdoT1Rqnycu9H8GWF3cB6gofIZc0huMU128z2SFoLHHBLKDQmPMYi4PYE4n+e4DlAUdSy/wH+AXxCcFsv1ht1eddKeecgJgtG7XwEeCRsDVRmfPEZwPDw3MY9hLSZ/StseY2TVDo++y8JKqdXJNUiaHVUdMvtLwQtxiUErY//Dm9Ttoza5g/AU+HtrcUcWNm4CngX9K7KCiu7yWY2MduxOFfV+W0u55xzSfOWiXPOuaR5y8Q551zSvDJxzjmXNK9MnHPOJc0rE+ecc0nzysQ551zSvDJxzjmXtP8PJRvNAquL0l8AAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "=== user time span describe ===\n", "count 6.040000e+03\n", "mean 8.207777e+06\n", "std 1.917298e+07\n", "min 1.060000e+02\n", "25% 1.207500e+03\n", "50% 4.068500e+03\n", "75% 2.021375e+06\n", "max 8.924779e+07\n", "Name: TIMESTAMP, dtype: float64\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "########################################\n", "# DIAGNOSING USERS TABLE, SAMPLE:\n", "########################################\n", " USER_ID GENDER AGE OCCUPATION ZIPCODE\n", "752 753 M 1 10 42754\n", "4608 4609 F 25 4 53951\n", "978 979 M 1 10 48073\n", "160 161 M 45 16 98107-2117\n", "1991 1992 M 18 4 85259\n", "527 528 F 18 17 83843\n", "5847 5848 M 50 20 20009\n", "73 74 M 35 14 94530\n", "5539 5540 M 35 1 19149\n", "4278 4279 M 25 16 43215\n", "\n", "=== Users table, original shape=(6040, 5) ===\n", "\n", "Missing rate of all user meta-data 0.0\n", "User coldstart rate 0.0\n", "\n", "=== Describe ===\n", "\n", " AGE OCCUPATION\n", "count 6040.000000 6040.000000\n", "mean 30.639238 8.146854\n", "std 12.895962 6.329511\n", "min 1.000000 0.000000\n", "25% 25.000000 3.000000\n", "50% 25.000000 7.000000\n", "75% 35.000000 14.000000\n", "max 56.000000 20.000000\n", "\n", "=== GENDER top 10 categories ===\n", "M 4331\n", "F 1709\n", "dtype: int64\n", "\n", "=== ZIPCODE top 10 categories ===\n", "48104 19\n", "22903 18\n", "94110 17\n", "55104 17\n", "55455 16\n", "10025 16\n", "55105 16\n", "94114 15\n", "02138 15\n", "55408 15\n", "dtype: int64\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "/local/home/yifeim/g/amazon-personalize-samples/diagnose/diagnose.py:74: UserWarning: \n", " Heavy-tail ZIPCODE distributions are usually hard to learn (slope=-0.5392588567551565)!\n", " Consider rolling up ZIPCODE or dropping its rare values.\n", " \n", " \"\"\".format(name, slope))\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "########################################\n", "# DIAGNOSING ITEMS TABLE, SAMPLE:\n", "########################################\n", " ITEM_ID _TITLE \\\n", "816 827 Convent, The (Convento, O) (1995) \n", "379 383 Wyatt Earp (1994) \n", "3776 3846 Easy Money (1983) \n", "1006 1019 20,000 Leagues Under the Sea (1954) \n", "1495 1532 Sprung (1997) \n", "1517 1556 Speed 2: Cruise Control (1997) \n", "2087 2156 Best Man, The (Il Testimone dello sposo) (1997) \n", "2876 2945 Mike's Murder (1984) \n", "2868 2937 Palm Beach Story, The (1942) \n", "1614 1660 Eve's Bayou (1997) \n", "\n", " GENRES \n", "816 Drama \n", "379 Western \n", "3776 Comedy \n", "1006 Adventure|Children's|Fantasy|Sci-Fi \n", "1495 Comedy \n", "1517 Action|Romance|Thriller \n", "2087 Comedy|Drama \n", "2876 Mystery \n", "2868 Comedy \n", "1614 Drama \n", "\n", "=== Items table, original shape=(3883, 3) ===\n", "\n", "Missing rate of all item meta-data 0.0\n", "Item coldstart rate 0.04558331187226372\n", "\n", "=== Describe ===\n", "\n", " _TITLE GENRES\n", "count 3883 3883\n", "unique 3883 301\n", "top Pet Sematary II (1992) Drama\n", "freq 1 843\n", "\n", "=== _TITLE top 10 categories ===\n", "eXistenZ (1999) 1\n", "Forrest Gump (1994) 1\n", "Friday the 13th Part 2 (1981) 1\n", "Friday the 13th (1980) 1\n", "Friday (1995) 1\n", "Fresh (1994) 1\n", "Frequency (2000) 1\n", "Frenzy (1972) 1\n", "French Twist (Gazon maudit) (1995) 1\n", "French Kiss (1995) 1\n", "dtype: int64\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/yifeim/anaconda3/lib/python3.7/site-packages/matplotlib/axes/_base.py:3507: UserWarning: Attempting to set identical bottom==top results\n", "in singular transformations; automatically expanding.\n", "bottom=1.0, top=1.0\n", " self.set_ylim(upper, lower, auto=None)\n" ] }, { "data": { "image/png": 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bTnr2NeY8eAN/nXkvj6yzLwDbvnQFS3o18tg6+wCw3UuX8V5DPx5fe28APjrnYt7pM5gnhu4FwA4vXsD8xnV4auhnANjxxfN5c7XhPLPW7gDs9MI45q4+kmeHjAZgl9nn8Eq/zXl+zd0A+NisPzGn/xZMXfNjAIya9UdmD9iW6YN3hgh2m3UmMwbtwMxBO6BYwqhZZzF90E7MGvRRGpa9x66zz2ba4F2YPXA7+ix9h51f+DPPr7kbLw74MI1LFrDTi3/h2SGf4KX+W9J3yTx2ePECnlnrU7zc70OsvvgNtp9zEU+t9Wle7bc5/d57nY+8dAlPDt2T19bYlP6LXma7l6/g8bX3Zu7qIxm4aA7bvHwVj639Od5YfUMGvzubD79yLY+ssx/z+g5nzXdmstWr1/P3JTtx37tPMeSdaWz56k08uO4BLGhch6FvP8+/vHYzU9Y9iIWNa7HOwmf44Ou3Mnm9Q3inz2CGLXiSzefexn3DD2NR74Gsu+BxNpt7O/cO/wrv9e7P8PmPsOkbk7h7/SNZ0tCXEW89yMZv3s1dI45maa9GNpj3ACPn3cukDY4l1JuN5t3HhvMmM3HDEwAY+eY9jJj/EJM2OB6ATd64k/UWPMGdGxwDwAfm3sHabz/H3SOOBGCzuRMY8s507l1/DAAffP3vDFr0IvcNPxyAD712C/0Xv8bk9Q4BYIvX/srqi9/kgfW+DMCWr95A49K3eXDdAwH48CvX0hBLeGjYFwHY5uWrCPWqat2bOfM9lk47zeteK+veQ8O+yPzV1q1q3Vtv2pX8bn7fbr/u7f3h9dhq/UHNbuc6QjUXqc9r78Qj4g5JIysG7wg8FxFTASRdDOxLkSxGAA/RwpGNpGOBYwGGDRvGhAkT2hzXNc+9x4Fv3MmyN8TYJ7cC4OI+17AgVmfsk1sAcEWfq3gl1mTsEx8E4Lo+VzI11mPs45sBsF+fK3g8Nmbs48V7kw5qvIx7lv0LY5cUi3tY46X8Y9l2jF2yAQBHNF7Cc0t3YezS4QAc13ghjy3dnbFL1wXgxMYLmbL0DcYuXRsITm4czz0zFzJ26RAaWcw3G8dzx8xFnLV0MP14h280jufvM5fy56UDWZO3+HrjeG6a0YsLlq3BOrzBCY3juXZGI5cu68sIXuH4xvFcPmMNrl7Wh431Isf1Gc9FMwZyw7IGNtcsjukznr/MWJNblsFWmsrRfcZz9ox1mLBsKdvpGY7sM54zpw/nzljMTnqCMX3G89vpG3J/vMMoPcJX+4znl4s35qFZz/PJXlP4Su/x/Gz65jweG7Nnr/s4rPd4fjx9S56NEXyu170c0ns8P5i+NdNjPb7Y6x4O7j2eb0/7CC+yNgf1uosv9x7PKdN25FXW5LBed/Kl3uM5cdquvMkAjmyYyAENF3PstE/wNn05ruEO9m+4jCOm7c5ienNiw+18oeEqDpu2JwCnNtzGZxtu4vCpxQb1Ow3/4NMNt/GVqZ8C4IcNtzKq4V7GPP8JAH7S+xZ27PUwRz5XbFB/3vtmNtLTHPXsrgD8qvdfGaEZHPPMTgCc3vsm1tUcxj6zAwB/7H0DQzWPsU9/BIBzel/PGlrE2Ke2AeD8PtexjGrXveAEr3utr3vTN+Gh2KzKde9afnH3qG6/7i2ZO5vXhlezj99+Kn7i0EIF6WPAacBGFAlFQEREVW+USwni+ojYKvUfQPFcp6NT/+HAThS/1v49xSmtSdVcg9h+++1j8uTJ1YSxkgkTJjB69Oh2jWt5btOO5zbteG5TkPRARGzfWr1q0s85wCkUryDtiFM/ygyLiFgIHNEB0zczsw5QTYKYFxE3deA8ZwMblPpHAC924PTNzKwDNJsgJH0kdd4m6X+BK4FFTeURMaWd87wf2EzSxsALwJeBQ9o5LTMzq5GWjiB+VdFfPl8VwKdam7iki4DRwFBJs4H/jIhzJJ1I8Y6JBuDciHi8TVGbmVnNNZsgIuKTAJI2abrjqImkqi5QR8TBzQy/EbixDXGamVknq+aHcpdnhl3W0YGYmVnX0tI1iA8BWwKDJH2xVDQQ6FvrwMzMrL5augbxQeBzwGBgn9Lw+cAxtQzKzMzqr6VrENcA10jaJSLu7sSYzMysC2j1GoSTg5nZqqmai9RmZrYKcoIwM7OsVhOEpGHpXRA3pf4tJB1V+9DMzKyeqjmCGEfxq+fhqf8Z4ORaBWRmZl1DNQliaERcCiwDiIgl1PiFPmZmVn/VJIiFktaieP4SknYGavp+ajMzq79qHvd9KnAtsKmkO4G1gQNqGpWZmdVdNa8cnSLpExS/rBbwdEQsrnlkZmZWV60mCElfqRj0EUlExF9qFJOZmXUB1Zxi2qHU3RfYHZgCOEGYmfVg1Zxi+ka5X9Ig4PyaRWRmZl1Ce35J/TawWUcHYmZmXUs11yCuI93iSpFQtgAurWVQZmZWf9Vcg/hlqXsJMCMiZtcoHjMz6yKquQZxe2cEYmZmXUtLrxydz/JTSysUARERA2sWlZmZ1V1Lb5Qb0JmBmJlZ11LNNQgAJK1D8TsIACJiZk0iMjOzLqGa90F8XtKzwDTgdmA6cFON4zIzszqr5ncQ/wXsDDwTERtT/JL6zppGZWZmdVdNglgcEa8DvST1iojbgG1rHJeZmdVZNdcg3pTUH7gDuEDSKxS/hzAzsx6smiOIfSker3EK8FfgeWCfWgZlZmb1V80RxLHAZenX0+fVOB4zM+siqjmCGAjcLGmipK9LGlbroMzMrP5aTRAR8eOI2BL4OjAcuF3SrTWPzMzM6qotj/t+BXgJeB1YpzbhmJlZV1HND+W+JmkC8HdgKHBMRGxd68DMzKy+qrlIvRFwckQ8VOtgzMys66jmcd/f7YxAzMysa2nPK0fNzGwV4ARhZmZZThBmZpblBGFmZllOEGZmluUEYWZmWU4QZmaW5QRhZmZZThBmZpblBGFmZllOEGZmluUEYWZmWU4QZmaW5QRhZmZZThBmZpblBGFmZllOEGZmluUEYWZmWU4QZmaW5QRhZmZZThBmZpblBGFmZllOEGZmluUEYWZmWU4QZmaW5QRhZmZZThBmZpblBGFmZllOEGZmluUEYWZmWU4QZmaW5QRhZmZZThBmZpblBGFmZllOEGZmluUEYWZmWU4QZmaW5QRhZmZZThBmZpblBGFmZllOEGZmluUEYWZmWU4QZmaW5QRhZmZZThBmZpblBGFmZllOEGZmluUEYWZmWU4QZmaW5QRhZmZZThBmZpblBGFmZllOEGZmluUEYWZmWU4QZmaW5QRhZmZZThBmZpblBGFmZllOEGZmluUEYWZmWU4QZmaW5QRhZmZZThBmZpblBGFmZllOEGZmluUEYWZmWU4QZmaWpYiodwztJulVYAYwCJhXUVw5rLJ/KPBaTQPMz7cW41ZTr7k6bRnuNq2uvLu1aWe0ZzV1O6JNq2ljtylsFBFrtzr1iOj2H+Cs1oZl+ifXK7aOHreaes3Vactwt2l15d2tTTujPTurTatsY7dplZ+ecorpuiqG5ep0hvcz32rHraZec3XaMtxtWl15d2vTzmjPaup2RJtW08adoTu0aau69Smm90PS5IjYvt5x9CRu047nNu14btPq9ZQjiPY4q94B9EBu047nNu14btMqrbJHEGZm1rJV+QjCzMxa4ARhZmZZThBmZpblBJFI6ifpPEl/knRovePpCSRtIukcSZfXO5aeQtJ+aR29RtIe9Y6nu5P0L5L+KOlySV+rdzxdTY9OEJLOlfSKpMcqhu8l6WlJz0n6bhr8ReDyiDgG+HynB9tNtKVNI2JqRBxVn0i7jza26dVpHR0DHFSHcLu8NrbnkxFxPPAlwLe+VujRCQIYB+xVHiCpAfgD8K/AFsDBkrYARgCzUrWlnRhjdzOO6tvUqjOOtrfpD1K5rWwcbWhPSZ8HJgF/79wwu74enSAi4g5gbsXgHYHn0t7te8DFwL7AbIokAT28Xd6PNrapVaEtbarC/wA3RcSUzo61O2jrOhoR10bEroBPLVdYFTeE67P8SAGKxLA+cCWwv6Qzqd8jJLqrbJtKWkvSH4HtJH2vPqF1W82tp98APg0cIOn4egTWTTW3jo6WdLqkscCN9Qmt6+pd7wDqQJlhERELgSM6O5geork2fR3wRqx9mmvT04HTOzuYHqC59pwATOjcULqPVfEIYjawQal/BPBinWLpKdymHc9t2rHcnu2wKiaI+4HNJG0sqRH4MnBtnWPq7tymHc9t2rHcnu3QoxOEpIuAu4EPSpot6aiIWAKcCNwMPAlcGhGP1zPO7sRt2vHcph3L7dlx/LA+MzPL6tFHEGZm1n5OEGZmluUEYWZmWU4QZmaW5QRhZmZZThBmZpblBLEKkTRBUs0faSzpJElPSrqg1vNqj/T8nes7YT5nl54Y+v3S8JGVj6LuoPmdJulbHT3d90vStpL2LvXXJE5J4yQd0Ib6zX4PnfW/0tU5QVhVJLXluV0nAHtHxCr9dMyIODoinki932+xcjcgqVFSv3aMui2wd6u1VpyXJHn7VGf+ArqYtFfzZHpr2OOSbpG0eir7516NpKGSpqfuMZKulnSdpGmSTpR0qqQHJd0jaUhpFodJukvSY5J2TOP3Sy9ZuT+Ns29pupdJug64JRPrqWk6j0k6OQ37I7AJcK2kUyrqN0j63zSfRyQdl4Z/QdKtaaOwnqRnJK2b2mKipCnps2uqP1rS7ZIuTXV/LulQSfdJelTSpqneOBVvC5uY6n0uswzNLfuWaXoPpVg3qxjvS5L+L3V/U9LU1L2ppEnl70vSz4HV07Sajqoact9xafqDJE1v2khKWkPSLEl9JB2T4n1Y0hWS1sgsV3PrSvY7aImKt679Cnga2Ly1+hXjNgI/AQ5Ky9/0kqMtUoxTJZ2U6jat+2cAU4ANJO0h6e70/V8mqX+q+3NJT6Rl+GVplh9P6/dUpaOJtF79b1pPHy3FUI5zdUkXp+ldAqxeWWeVFBH+dKEPMBJYAmyb+i8FDkvdE4DtU/dQYHrqHgM8BwwA1gbmAcensl8DJ5fG/1Pq/jjwWOr+79I8BgPPAP3SdGcDQzJxfhR4NNXrDzwObJfKpgNDM+McC/wgda8GTAY2Tv3jKR6FcD1wcBq2BtA3dW8GTE7do4E3gfXSdF4AfpzKvgn8JnWPA/5KsSO0WVqWvmn861tZ9t8Bh6bhjcDqFcuyLnB/6r6c4lk/6wNfBX6W+b4WVPMdV8zjGuCTqfsg4OzUvVapzk+Bb6Tu04BvtbKuNPsdVMy7H8XTjScBdwJHAwNK5b8GHsp8vpuZ1hjg96X+04C70vyHAq8DfVK7LAN2LsV9B9Av9X8H+BEwhCJZNT0JYnDp+74sfd9bULz/AWB/4G9AAzAMmEmx7oxk+f/AqcC5qXvr9P1sX+/tQb0/q+LjvruDaRHxUOp+gGJFbs1tETEfmC9pHsvfafEoxQrf5CIoXqoiaaCkwcAewOe1/LxwX2DD1P23iKh8+QrAKOCqKB6TjqQrgd2AB1uIcQ9gay0/TzyIYsM9jeI9B48B90TERam8D/B7SdtSvOWvvPd6f0TMSfN+nuVHOI8CnyzVuzQilgHPpr38D2Viyi373cB/SBoBXBkRz5ZHioiXJPWXNIDiKaEXUiTd3SjeLdKaar7jSygSw20UD5c7Iw3fStJPKRJaf4rnC1Wrpe+gbA7wCHB0RDxVOZGIOKVyWBvdEBGLgEWSXqHYcAPMiIh7UvfOFBv6OyVBkajvBt4C3gXOlnQDxU5Fk6vT9/2EpKZpjgIuioilwMuSbgd2SMvX5OOkx6hHxCOSymWrLCeIrmlRqXspyw93l7D8tGDfFsZZVupfxorfc+XDt4LiWfn7R8TT5QJJOwELm4kx93z91ohibze3QVs/xTpMUq/0T34K8DKwDcVyv1uq/36WtzKmlZYdeFLSvcBngZslHR0R/6ioczfFXvbTwETgSGAX4N8yy1epue+47FrgZypOEX4UaJr/OGC/iHhY0hiKI6JKza0rLX0HZQcARwFXqXj43XkRMeOfE5F+zYqJuMnFEfHzVqYNKy9/03dWXt9EsYNycOXIKk6P7k6ROE8EPpWZrir+tsYPpqvgaxDdy3SKDQUU/8DtcRCApFHAvIib3MpxAAACE0lEQVSYR7EH+g2l3TRJ21UxnTuA/dK58X7AFyg2ki25GfiapD5pPpunawC9gT8Dh1A8afPUVH8QMCcli8MpThG01YGSeqXrEptQbMwrY1pp2SVtAkyN4gU917LiUViTO4Bvpb8PUmwwF6U2rbS4abmrFRELgPuA31KcEmt6V/oAYE6aXnM3Akwnv65kv4PMvG+JiIMo9r7nAdeouE40MpWfEhHbZj655DA/xdxW9wAfk/SBFOsaKd7+wKCIuBE4meIieEvuoLgG0iBpbYqjhfsydQ5N89mK/Pe9yvERRPfyS+BSSYezfG+yrd6QdBcwkGKPF+C/gN8Aj6QN5XRgpQu6ZRExRdI4lv+jnR0RLZ1eAjib4lTKlDSfV4H9KPa4J0bEREkPAfenUwdnAFdIOpDiNEtzRzMteRq4neIUxvER8W7KBU2aW/aDKC7oLwZeorjQWmkixemlOyJiqaRZwEqnY5Kz0jymAP/RhvgvoTivPro07IfAvcAMilNquY1vc+tKc99BVhRvBfwt8Nu01760ubotuA34bvpuf1btSBHxajpCukjSamnwDygSzjWS+lIcHbR2uusqiiO7hymOEr6dThGOLNU5E/hzOrX0ECsnkFWSH/dtPVZKYNdHxOX1jsWsO/IpJjMzy/IRhJmZZfkIwszMspwgzMwsywnCzMyynCDMzCzLCcLMzLKcIMzMLOv/ATM8DZq8wxB+AAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "=== GENRES top 10 categories ===\n", "Drama 1603\n", "Comedy 1200\n", "Action 503\n", "Thriller 492\n", "Romance 471\n", "Horror 343\n", "Adventure 283\n", "Sci-Fi 276\n", "Children's 251\n", "Crime 211\n", "dtype: int64\n", "CREATION_TIMESTAMP not found in items table\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/local/home/yifeim/g/amazon-personalize-samples/diagnose/diagnose.py:74: UserWarning: \n", " Heavy-tail _TITLE distributions are usually hard to learn (slope=0.0)!\n", " Consider rolling up _TITLE or dropping its rare values.\n", " \n", " \"\"\".format(name, slope))\n" ] } ], "source": [ "diagnose(interactions, users, items)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 2 }