{ "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": [ "genome-scores.csv\n", "genome-tags.csv\n", "links.csv\n", "movies.csv\n", "ratings.csv\n", "README.txt\n", "tags.csv\n", "\n" ] } ], "source": [ "with tempfile.TemporaryDirectory() as tmpdir:\n", " urllib.request.urlretrieve(\n", " 'http://files.grouplens.org/datasets/movielens/ml-20m.zip',\n", " tmpdir + '/ml-20m.zip')\n", " zipfile.ZipFile(tmpdir + '/ml-20m.zip').extractall(tmpdir)\n", " print(subprocess.check_output(['ls', tmpdir+'/ml-20m']).decode('utf-8'))\n", " \n", " interactions = pd.read_csv(\n", " tmpdir + '/ml-20m/ratings.csv',\n", " ).rename({\n", " 'userId':'USER_ID', 'movieId':'ITEM_ID', 'timestamp':'TIMESTAMP'\n", " }, axis=1)\n", "\n", " items = pd.read_csv(\n", " tmpdir + '/ml-20m/movies.csv',\n", " encoding='latin1',\n", " ).rename({\n", " 'movieId':'ITEM_ID'\n", " }, axis=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## show data template" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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USER_IDITEM_IDratingTIMESTAMP
0123.51112486027
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21323.51112484819
31473.51112484727
41503.51112484580
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" ], "text/plain": [ " USER_ID ITEM_ID rating TIMESTAMP\n", "0 1 2 3.5 1112486027\n", "1 1 29 3.5 1112484676\n", "2 1 32 3.5 1112484819\n", "3 1 47 3.5 1112484727\n", "4 1 50 3.5 1112484580" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "interactions.head()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ITEM_IDtitlegenres
01Toy Story (1995)Adventure|Animation|Children|Comedy|Fantasy
12Jumanji (1995)Adventure|Children|Fantasy
23Grumpier Old Men (1995)Comedy|Romance
34Waiting to Exhale (1995)Comedy|Drama|Romance
45Father of the Bride Part II (1995)Comedy
\n", "
" ], "text/plain": [ " ITEM_ID title \\\n", "0 1 Toy Story (1995) \n", "1 2 Jumanji (1995) \n", "2 3 Grumpier Old Men (1995) \n", "3 4 Waiting to Exhale (1995) \n", "4 5 Father of the Bride Part II (1995) \n", "\n", " genres \n", "0 Adventure|Animation|Children|Comedy|Fantasy \n", "1 Adventure|Children|Fantasy \n", "2 Comedy|Romance \n", "3 Comedy|Drama|Romance \n", "4 Comedy " ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "items.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## run diagnostics" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "########################################\n", "# DIAGNOSING INTERACTIONS TABLE, SAMPLE:\n", "########################################\n", " USER_ID ITEM_ID rating TIMESTAMP\n", "3514111 23960 485 1.5 1115163292\n", "4094437 27854 3578 3.5 1228960917\n", "15516049 107307 367 3.0 850121631\n", "5636665 38798 1263 4.0 1400987438\n", "10288798 71170 5876 3.5 1105714991\n", "9155663 63254 173 2.5 1197241543\n", "8137693 56063 1380 3.0 974806310\n", "6600844 45412 1747 4.5 1349486433\n", "5160635 35313 541 4.5 1213670006\n", "8958830 61929 6350 4.5 1328492321\n", "\n", "=== Interactions table, original shape=(20000263, 4) ===\n", "\n", "missing rate in fields ['USER_ID', 'ITEM_ID', 'TIMESTAMP'] 0.0\n", "dropna shape (20000263, 4)\n", "duplication rate 0.0\n", "drop_duplicates shape (20000263, 4)\n", "user item repeat rate 0.0\n", "\n", "=== Describe interactions table ===\n", "\n", " rating TIMESTAMP\n", "count 2.000026e+07 2.000026e+07\n", "mean 3.525529e+00 1.100918e+09\n", "std 1.051989e+00 1.621694e+08\n", "min 5.000000e-01 7.896520e+08\n", "25% 3.000000e+00 9.667977e+08\n", "50% 3.500000e+00 1.103556e+09\n", "75% 4.000000e+00 1.225642e+09\n", "max 5.000000e+00 1.427784e+09\n", "\n", "=== USER_ID top 10 categories ===\n", "118205 9254\n", "8405 7515\n", "82418 5646\n", "121535 5520\n", "125794 5491\n", "74142 5447\n", "34576 5356\n", "131904 5330\n", "83090 5169\n", "59477 4988\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 946689\n", "1 891222\n", "2 893318\n", "3 880206\n", "4 761767\n", "5 693646\n", "6 640515\n", "7 582846\n", "8 552690\n", "9 519421\n", "10 524195\n", "11 546619\n", "12 613826\n", "13 691889\n", "14 786165\n", "15 879910\n", "16 958747\n", "17 1007302\n", "18 1087910\n", "19 1144854\n", "20 1157567\n", "21 1163521\n", "22 1083166\n", "23 992272\n", "dtype: int64\n", "\n", "=== Day of week activity pattern ===\n", "0 3114661\n", "1 3084949\n", "2 2865378\n", "3 2696561\n", "4 2710068\n", "5 2626447\n", "6 2902199\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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RBVJdsvv7wGMiUgbUAv+EJyxPicg3gTXAhS7vbODLQA2wx+VFVbeJyK+ABS7fzaq6zW3/K/Ag0A94yf0ZhmEYWSIlcVDV94GpCQ6dliCvAt9Ncp37gfsTpC8EjkmlLIaRK6jNdDBymN4dSmEYOYjYTAcjDzBxMAwjZarrGrnjzRqq6xqzXRSjm7HXhBpGhslXd1J1XSOX3lNFSyhMWUkRj101zd71kcdYz8HoFqxlmX88U13P/tYwYYWW1rC9PjbPMXEwMoZfEC67t6pgBSJfxxyGDiyLbpeWFNnrY/McEwcjY/hbktayzD/GDxsAwOTRg82lVACYOBgZw9+SLOSWZXNrGIDF9TuyXJLu4YiRg0wYCgATByNj+CuMQm1ZVtc1sm2Pt/De9x9/r2Bda0buY+JgdAuFKAwQ51oL5ZdrzZvfmr9jKkYsJg5Gu9Q0hrJdhJwixrVWXLiuNSP3MXEwAvhdIf+5YJ+5RjrBlHHlDB/gRfX8ccYJBduDMnIfEwcjgN8V0homr1wjPUFZifezmjx6cJZL0j3k6yQ/IxYTByOA3xVSUoS5RjqJ2AsdjDzAxMEI4HeFXHNSX3ONpInmaQPbBqQLAxMHo10OKy/OdhEMw8gCJg6GYRhGABMHo10slNUwChMTByOAhbIaicjTIRQjCSYORgALZTUMw8TBCGChrF0jXyNZ89QsIwkmDkYAC2XNDPkaymoUBiYORrtYKGvnydeeg1FYmDgYRjeRb8tMRKwx8SsMTBwMI8PYDGIjHzBxMIxuwsYcjFzGxMEwMoy5XYx8wMTBMLoJ6zgYuYyJg2FkGOs4GPmAiYPRLdiSG23vXDaMXMTEwcgYfkG47N6qghUIe9mPkQ+kLA4iUiwi74nIX93+BBGZJyKrRORJESlz6X3cfo07Pt53jZ+59JUicpYvfbpLqxGR6zJnntGT+NdgamkN25pMhpHDdKbn8ENguW//P4DbVHUS0Ah806V/E2hU1cOA21w+RORo4BJgMjAd+JMTnGLgDuBs4Ghghstr5Bj+NZhKS4psTaZ8w3nJrF9UGKQkDiIyBvgH4F63L8CXgKddloeA89z2uW4fd/w0l/9c4AlV3a+qnwA1wMnur0ZVa1W1GXjC5TVyDP8aTI9dNa3g12SyEQcjlylJMd/twDXAILc/DNiuqq1uvx442G0fDKwFUNVWEdnh8h8MVPmu6T9nbVz6KYkKISJXA1cDjBgxgsrKyhSLnzl27dqVlftmiw/X74I07G365AMqP8l8ebqbTHy+e/fsAWD+vPmsHdi7h/U6Y++K+hYANm7cSGVlbo4nFdrvF9K3uUNxEJFzgM2qWi0iFZHkBFm1g2PJ0hP9ehI2ulR1JjATYOrUqVpRUZEoW7dSWVlJNu7bk3gDyXMA+N8lwuOfOS71XsDLLwLk7DPKxOfbf2El7NnNSSefzGEHDcxIubqLzti7ecFaWPIhI0aOpKLiuO4tWDdRCL/feNK1OZVmzWeAfxSR1Xguny/h9SQOEJGIuIwB1rvteuAQAHd8CLDNnx53TrJ0I0vYy366SL465fPVLiMhHYqDqv5MVceo6ni8AeW/qeplwJvABS7blcDzbvsFt487/jf1Ar5fAC5x0UwTgEnAfGABMMlFP5W5e7yQEeuMtLCX/WSKPBt1sAHpgiLVMYdEXAs8ISK3AO8B97n0+4BHRKQGr8dwCYCqLhWRp4BlQCvwXVUNAYjI94BXgGLgflVd2oVyGV3EXvbTNazyNPKBTomDqlYClW67Fi/SKD7PPuDCJOf/Gvh1gvTZwOzOlMXoGexlP+ljE6SNXKZ3h1IYRg5iM6SNfMDEwTC6iXztOJj2FQYmDoaRYfK97jR3WWFg4mAY3YRVokYuY+JgGIZhBDBxMAzDMAKYOBhGhsn3Adt8t8/w6MokOCPPqK5rpKq2wWZEZwjNs3ilfLPHaB8TBwPwhGHGzCpaw2HKSqxD2RUk7+OVjELAxMEAvMX1mkNhwHuLm2EYhY01EQ0g+BY3o+tYKKuRy1gtYADBt7gZ6WMDtkY+YOJgBLBVWDOD9RyMXMbEwegWvLfJGYaRq5g4GAHSrdj95112b1XBC4SFfhq5jImDAQQr9s6cd8ebNdE5EhFaWsMF+3rRfF+y20J1CwMLZTWA2PdEN7e0hbLWNIaoSHLOwtXbuGRmFWFVykqKuOGcydFjpSVFBT+ZLt/GHPLNHqN9rOdgAFDevyy67Z/l8J8L9iV1Dz08t47WsBJWr6fQuKc5euyxq6YV7MB2pF391MK1Be9aM3IXEwcDIKZi9zsNWsMkdQ+NH9Y/uh3fUyhUYQDY09wKwCNz62zsxchZTBwMIHYSXHFxmzyUFJHUPTRu2AAAjh41uKB7CvE07PKEVsmvsZc8H0ox4jBxMAL4vxTXnNS3w0r/iJGDTBiSYGMvRq5i4mAAsa6jULht5PGw8uLotj8yCawlmYjqukaa9rdG9284Z3LeCKcNSBcWFq1kAMG1lUItsYvvRVZtbQ6F6VNSxKxvTbPKIgHxLiT/WI5h5BLWczCAjtdWilm1NZQ/fvRM44/6SrRvGLmCiYMRIJEbZNrEYRQ5N1JxkZgfPQnxPYV87DmYO7EwMHEwAiQKvZwyrjwqGj86/fAYAbG6oo1pE4fFPI987DmYO7EwMHEwgNSWzzjAVXQTDxwYk251RRtTxpVT3r80un/zX5faPAcjJzFxMAAC6yJ1lUKuEP1PL5/mORiFhYmDAaT2Jrg2d4kmTLdVWT36l7aF/+bjPAcbcygMOhQHETlERN4UkeUislREfujSh4rIayKyyv0vd+kiIn8UkRoR+VBETvRd60qXf5WIXOlLnyIii905f5R8X9ayF5IsWqmmMRTdTvapRKTCVmX16OsTh3ycOb5s/c6CFf5CIpWeQyvwE1U9CpgGfFdEjgauA95Q1UnAG24f4Gxgkvu7GrgTPDEBbgROAU4GbowIistzte+86V03zcgEt85PvvBePPG9j3xrMadDPgnD6obdAHy4bkdB9wwLhQ7FQVU3qOoit90ELAcOBs4FHnLZHgLOc9vnAg+rRxVwgIiMAs4CXlPVbaraCLwGTHfHBqvqXFVV4GHftYws8Myi+uh2q8buQ/JolfjeRz5VjJ0iT/u9n2zdHd0u5J5hodCpGdIiMh44AZgHjFDVDeAJiIgc5LIdDKz1nVbv0tpLr0+QbmSJ+LpNov9Tr/UKURgiLzza1xzqOHMOMmG4t9CiYD3DQiBlcRCRgcAzwL+p6s52hgUSHdA00hOV4Wo89xMjRoygsrKyg1Jnnl27dmXlvj1JadNG355S2rSRysoGtmzdB8CSpUvp17CSFetaANi0aVPgmeTqM0r3861pDHHr/H20xn1ze/tz6Iy9+7Z6n/e4wUV8/agymj75gMpPurFw3UAh/H7jSdfmlMRBRErxhOExVX3WJW8SkVGu1zAK2OzS64FDfKePAda79Iq49EqXPiZB/gCqOhOYCTB16lStqKhIlK1bqaysJBv37RFefhGAAw+ZAMtWAl5v4cBDJlBRcRhP1lfDpo1MnjyZimNH0VBdD4s/YMSIEVRUHB9zjVx9Rul+vkvfrKFVVwbSe/tz6Iy9G+evgaWLmXbEwVz11U91b8G6ibz+/SYhXZtTiVYS4D5guar+wXfoBSAScXQl8Lwv/QoXtTQN2OHcT68AZ4pIuRuIPhN4xR1rEpFp7l5X+K5lZAG/uyDR+xxshmwQ/zPK0yEHm+xYYKQSrfQZ4HLgSyLyvvv7MnArcIaIrALOcPsAs4FaoAa4B/gOgKpuA34FLHB/N7s0gH8F7nXnfAy8lAHbjDTxjxd857iy6L7fk1hd18gbyzd56QmuUWiRLP5nNmpI3yyWxOgs8UvRGx4dupVU9R2SN4ZOS5Bfge8mudb9wP0J0hcCx3RUFiO7rHGhjM+9V89bq7bS7GZSN+zeD8QKwoyZc3n86lMLcmC6b1lxx5lymHyahVRd18iMe6poDYUpKykq7Ci7OGyGtBHAX8n/6YNmqusamVVVx5L1TQC8vnxzVBgAtjZ5K4/6Q16bQxoIgTWM3kZVbQPNrWHCauG58Zg4dDO52GWNmekc9vaf/yBhjAAAwwd5C/IlC4E18ouleTRD2iZuJsfEoRuprmvkkplz+a9XVubUjNJEL6z50pEHxaSVFbdV/VubvN7F105sCzorEpg8ekj3FtToUercJLgP6/NnhrRN3EyOiUOGSNRDqKptoCWkKLnVZV2yfkdg31/xXzR1DP3K2oarlm7YGVjmO6zwy+eXMGvemu4trNFjfNKQ3zOkTRhiMXHIAJEewu9fje0h5GqXtSP30KcPHY7GxbMmqixCYeWXzy/JixamAYceaDOkCwkThwxQVbuVlpASVtjfEub21z+iuq4xZ7us/mq/RIjpNXjHNRDzXlycuLIIhzXvWpiFyvhh3kueJo8enFPfZyM9TBwywJB+bT56Bd5etTXgk82lH9IT89tcQd/2zXOIEE70LiBVVm5sCiQXegszFwMSkuK6kEeOGpxT32cjPTq18J6RmG0uzt9PLvtkw75uwfjBwZh9BUKhOLdSSHlpyYZA3se/VYAtTN+jufCuOahCn9Lcj6EvchMcwjZFviCwnkMGmDpuaCAtmZsl11i9M7jCaFiV1nBsBaHA5FGDA3lzuTJMlz3NrdHtsJJzAQnJKIoMPpk2FAQmDhkglKAlddyYITlfGQDM/LA56BJRX0XhEGDn/lYM2JXgOeSDey0yM7onew555ZbLMcyt1EWq6xq58r75gfQFqxtZsLpnvtCR9whMmzgs7ZZ6sh9fq5sEN3Zo/2haogHp0uLOvO0hv9m9P9jbynWXErS5lXpKGqrrGrnAueX65oFbLtcwcegiVbUNJBqf7Smq6xq59J4qWrq4NkyyXo5IcFXWT7buZn9rOJAx1UlvmRCz3kyiyjOf7Az3kDpU1TZEVwCOuOXy6Tn2dsyt1EWy7Sqoqm1gfwbWhomfFR3hU8OKAj/IRQl6Gc2tYRr3NAfS43sk1XWNXHjXHH73ykpm3NM7Z9m258pIdqw32pFpenpAOlfnCeUL1nPoIonCNxMxa94aLj1lbMbvn6kfUOXKzQnTP9wa5rTfV3LxSYckPO6naW9LIO2ye6tiejPPLqqPtjybW8M8u6g+Y63Bhau3UVXbwKmHDk/7mjWNIW59dS6hsEYjjMAT4fL+Zdz4whJCYY3ppVXXNXLZPVXtXjd+3ktPkclemvTwgHSuzhPKF0wcushtrwXf/pWIl5Zs6BZxyNQPaNPOfQnTw8DHW3bzm9kromnHjS1nfoLxlKUbdgbSmuPcAas2xYppe/VMZyo2zz89F4C+pTVpP4sV20LRSKyW1jDPLKrnmep6WkJhikRijkXsqqptYF+8my2ObCxhXl3XyGX3VtHcmpnlqNvGHHo+XMmEoecxt1IXmDVvDVt2BV0piUgU5tmbOLUTPY5DyvslTB82IOiaKhKJ9mZmzVsTEJVjkoxTVK7czIV3zQksSZKMmJVkfe61zka7HDm0bV5HcXERAlG3XdjnbPf30qZNHNbhYHxzSLnr7x9H93siCqeqtoH9LV7ZmzMQShuJUEs4CdLIO6zn0AXuf6c25bwPzl3NGZNHZrwF5K9c4l04nWHRmtQrqTUNexKmL1i9LZB21WcnRMuTaJJconEKgAfeXR11P6UyGOl3pxUXeYIUWfPK7wZClXdqtvLZSQd2/JxUYwbZS4qFZjf573zfkiJTxpVzxMhBrOjAxfi3FZujn5e/XDecM5nGPc1puX7a611NmziMoiIhFNYYkU4fTx1qtuzqcTdZT9wvW66/3or1HLrA1t2p9RoA9rWEY1qOmSJZi7mz1GzZ3XEmx18/WJcwfWMC19SgfqXR7bOPGRU4nmwgPBI6m9Yib879EVkVNzJY/8yiei6eWcVtr6/i0iSD4Su2tYWhhsIau0Kt7xVoj89fE9OjGX1A4t6UH1VvnSl/uZpbwvziL4u9AfqZnRug9y8Jf/Hdc/j5c4sDS7ac8ynvmV9y0tiUXHPt9WZqt+4CoGbzLmbMnBu4X6aJb/h0x7264x75MjfDxKEL7EwwANsery3blPElrDM1IH2YW3EzFTYndaUFnSv+yv9gnMszAAAWX0lEQVTSU8YyNs4l9WaSgfCDXb6Txpen1Bvyi2IoFI4OIEcoLfFcRNExg1BiIfW7lRSY/0lbbygUavOnxEeH1Tcm7k35KXGz5v2fkUhbaGhzKMzdCRoQySqbZxbVR5eEbw3DY/PWBCq4ke591qPL23+vdeXKzZx/Z/tuvFWbdkW3m0Oa8H6ZJFMNn568x7s1W7no7uAKzbmIiUMXSCei78kFbeIwa94aLr9vXpcEw19p3nDO5LS7xdeefVTKeZPFuQ/tXxpIi383RGucw/q1ZZu4dfbymLTKlZv5uxONE8Z69nTUEosXyUhkUYQbzpkc+zKioo7dLGH1WskRiuOmhUeWSJk1bw0f+SrOZPQv9YTH/xnFf17xDYjqukZmuN7BjJlzY57B1qb21/SqrmvkvTXbOywXwOzFnsuvvZDogX2CXujmlu5bFiTRZ5rpFnmmw2XvqvyYUFjz4rWjNubQBfqXFbO7OTgbtj12N4fcj7aRW170KsW3V20FSCuayf9Duen/lnLEyEFZ85smWjbib8s3wVePBbyyrt8RrNDueqs2Oh5TXdfINx5YED32Yf12Zr5di0C7ETf+tGEDyvjNi8to8S0OuGT9jhihin8fBXhi/Zt5iaO2ACqOOIhXl21q2z/cG7e4/fWPkp7jZ/veFi64cw6/ds8DoGlf7DNT4PrnFvPI3NWcOK6cJfU7ouMckUHte66Y6l0vwXhNpIJ7a+UWvvHg/KiQv59EJGoaQyx9s4YBfYoD14hnXoKKLgx8sHZ7t/jr/df7xqnjuemFpbSGux55lWycJhPhsmNcjzcf3nlh4tAFLp82jrveSn1QGtr8tSXFsZ22JxcE50GkEsr57KL66HZX5g34r5MuraFghbtx5/7oHI9n2rnHjc8v4d/PPSZQjuUbm1C3eF18WGwy1m0PVvB/XrCWFl+XJxQmpqKtrmvkl88vaX+2e5x5Kzbu4NqnP6BpX+ruxUjlH2F5kkHs5RubEh57Y/kmfv7cYiaPHpIwnPgbp45nyrhyvvI/b8f08F5fvimmAq+ua+SZRfU8NX8fIVZSWuR9H8cN7c8fLj4+KtS3vrSctdv2cN7xB1O7NfG41KvLNvHGis386txjYr7Dyb6/s+at4aUlGzj7mFHtNoj8DZ973/kkYRhxZ6lpDPG712NXFIiQCXEb48bKTp4wlGumH9mla0ae36pNTdElbM47YUzawQudxcShCzSludBcc0hpDsX2OEYMjvUJJ4q0SfRl+Chu3kD8fqpkInK9JYm/6efPLeaIkYMSukEiLFm/k4vumkO8vjS3tj2nsLaNYUQqNyH4MqJUy/a6c+FcespYqmobCHWwLsSryzfF7K/Zto8127ouqp0hrN7YQjIerqqjdutuFq+LnXMSVm+Moqq2gaa9LYFGTbMbTxk7rH9UGM6/c070eEeNoFBY+flzi1nTsJtB/UrZtHMfj1bVEVbvfeMXTj2Er504hpUbm6Li+Paqraxp2M11X07s0vQ3FEJJwog7y4ptoejSL93h9onELKzbvpeVG5u61LuZMbMq+rmA19Cav7oRoWeWgDdx6AKZmgpUJHDgoD4xLTtv4lXHLaX1O/a1u58qe7pxRVUFbn1pOYePGNRuvgQdD/Y0x7bll6zfEai4nliwJjpBq7Pluv65xTw45xMG982Pn8Ke5lCM6yuCAH9euJbWUPtT2Jat3xltsXYWJbGIRAav/7xwLQPjnvPdzqUIxPQyqusaedz30il/mSOV4qx5a3hywRpGDO5LxREHpdSi9gIOvJ5ed7h9PlzruS7rG/dGRTAdd3FVbUOMMPhRvDdOdvdaU/nxi8gS5584JiPRR5HW4JML1nKz65qPG9a2Cmp7X+J+pcXt7qfK+2tTG7hMlwWrGwOzo9Ph5cUbWLoudpA7FIZQF6Q6lcHkXEeEmDGYZDTsbmbGzLn0L0vve9QezSFl2+5YF5wCP3jiPdY37gW81X0vnHoIi+t3JA18uKuyhqXrd/jGr3bw6rJNKbWoDytvsys+gKO6rpGVG5tiXF6z5q3hsXmrCYe9Ma+LTxrbbmUfP9cnkbs4FTr6rSjJw8AzhYlDF8i0areGlRueX8IRIwcxfrgXWnrogQP5zws+lfRepx95UExEzelHHhTd7szyE9Mnj+z0+Eln2b63672TbXta2LZnR8cZjRg6s5Jqc0hpzsBnlSrrnDBE7t2e2wzgteWJw5+VtvlEm3fui+lRlPcvo3FPM1vWtonT9c8tZvbi9dF9f2/07VVb+ePrK9nYFDvo/0H9Yl5esoExQ/uxauMumkNhLj5pLEeMHOQWwYx1F7fEtf6rV29jbm0DQwf0SdrTmTVvDX95fz0d8ebKzd2yJE8EE4cukOk5C+AJRFVtA4e6eQfxL9X57ezlvLR4A18+dhTXffko/v7Rlpjjf/9oC9d9+aiUxywiXDP9yG4XB8PoCV6LutV2JHSx+XmnJrn7LF4YIrzlogsjfFC/mGRrEu7Y28L1z3nHJ48ewi/+sjhGqMtKinj8W9PYtquZjzbvZNrE4dz/7iftljnCsgRrmWUSE4c0mTVvTUzUSSZ5ZO5qRgzyBqhXbd7FxXfP4clvf5pH5q6OtigiFXl8BEnNFq8XEZmFC15rqiP/pL350TDSJ9nvZ932fe02Iptbw1x2T1V04cZi+YhUh892dGKFhnQwcUiTG57vHmEALyph4862yJ7WMHz7kYVsjZuZ/NDc1YF4/ZaQUl3XyLK4yWd/cZEf/gE/v8vJXhpvGNnBv6JvSEm5pbY/yYB1pjBxSINbZy+ngxWaM068MADsbUlciIvvnhMo36otu/ndKysRYNigMhqamlG8bu1NX5nM31a03/02DKN3UVbSvQtc9JrlM0RkuoisFJEaEbku2+Vpj3ve7t2++faES4GtThjA69Ze/9xiXk8yyGekz7ih/Tnv+NHZLoaRp5T3Cy5Xk0l6Rc9BRIqBO4AzgHpggYi8oKrLMn2vrr4Z66qXd5NswYzzjh/NpBGDmDZxGCs3NnH/O7WdWu3UyB9KiiU60/jkCcPsu2BknFEprATcFXqFOAAnAzWqWgsgIk8A5wIZFYfIrMPWcJiSoiKuPfsIDjuobWJWxH8f4/LTyD/l248sJFmA3wH9Srj9khOi+1PGlUfjpO94c1VgSYeSovZb+L2RYoGLTx7Llqb9voiQxPQvK6K0uIgd7YREjhvanzXb9uTlYLi/S37pKWOj34X2ghjOO340J08YFoho6c0IFszQEyR6zh1NKu3yPRMtQNbTiMgFwHRVvcrtXw6coqrfi8t3NXA1wIgRI6Y88cQTnbrPXz9u5ulVnVtmO1UenN7+ktdPrdhP5dpWEKgYU8JFR/YJlKcI2l/bJysoxSKoeoJ2zUl9Oay8mJrGECu2hThyaDH1TWEeXBY7JvKNo8uoGFtK5ZoWHl/RzP4Ehv3ilL4s2tTK7NVtAjJ2oPClsaXsalFeWd1CU5ofV7JnOaQMdviK2rfYE+myImhVGFyqHHtgKZ85uITZtS0s2tLWTxxUCscMK2ZxQ4hdvnINKIaBfYQhZcKq7WHU3f9rk0o559DYiUo1jSFm1zazfT98fkwJYwYVRZ9jZIKW/9mCt+TDuqYwKxpDtIZgfxj6FHm9k1NHFXPiiBJWbAsxsFSYtaKZlrBXmRx/UDF9imDuxmBfd/QA4cxxpVRv3M/SRgmIUTFEe8jF4uXfvl8ZNaCIT48uYVeLRsv37roWljaE2LyXjDK6P4QQJg4uYn9IWbMzzN6Q93k1h9sqy2OGFtEcVrbshab9mrQB56EkWlq+NzO8D/zXFwdw9/v7op9lSRFc536LHbFr1y4GDhwIwBe/+MVqVZ2ayn17izhcCJwVJw4nq+r3k50zdepUXbhwYafuU13XyIx7qmgNeT2Hm/7xaI4YGVFfcWXxlautfABcdNec6AqZfvqVFLH8lrM7VZZIeS67t4qW1jClJUVMnzwypckvPUGRePYXC9x07rEdLk1QXdcYnXwUP4s0sux05NmdPL6ca88+KnqtZAuxReZqREJyxf0d0L+UEYP7csjQ/hw4qA+TRw/hzZWb2bxzH6dOHMagfqXRGeV3/f1jPtmyi4kHDuTbXzg0YaSWn8rKSioqKmLK3RJSSosl+g7o+B7Ab756LJeeMjbweXb32jeJSGRbpPe6fvu+aBDC49/yylZZWcmgCcfxzKJ6nq6uJxRqKzvQKRes/94rNzZxw/NLCKtSUuTNep48ekjMhLTy/mUsWb8juj5WR59NR3bGH2va28Lc2gb6lBTRtK+Vuobd7GkJeyumFseWKVLml5ZsQIAl63Z4794uLeaiKWM4Y/LI6DVfX76Jva1hSkTY0rSPfe41spHvZyYbeJMOHMBrP6lIye5k+L/TIpJz4nAqcJOqnuX2fwagqr9Ndk464gBdH3M4/Gcv0ux7ZOkKQ7Ly3Dp7OQ/PXc2eJJFIyRC8Bc72p7BEQkd8ftJwfnj64VTVNtBnex1XffW0Ll8z3eceOS9SoXT3apT+H5L//qmuLNrV71d3kqhs8WKYybL3xmdx73NvsP+AcVktU3ur0nbHM0tXHFDVrP/hjX3UAhOAMuADYHJ750yZMkWzwZtvvpmV+2YLsze/MXvzH7/NwEJNsV7uFQPSqtoqIt8DXsFzd96vqkuzXCzDMIyCpVeIA4CqzgZmZ7schmEYRi+aBGcYhmH0HkwcDMMwjAAmDoZhGEaAXhHKmg4isgWoy8KthwNbO8yVP5i9+Y3Zm//4bR6nqgemclLOikO2EJGFmmqccB5g9uY3Zm/+k67N5lYyDMMwApg4GIZhGAFMHDrPzGwXoIcxe/Mbszf/SctmG3MwDMMwAljPwTAMwwhg4mAYhmEEMHEwDMMwApg4JEBEes2ChD2JiOTWK7LSRET6u/+FYm/3vom+l1Eon2sEEZksIn0zfV0TBx8icqqI3AOclO2y9AQi8lkRuVNEvgOgeRydICJFIjJURF4F/h/kt70AIjLNvY/9dyJyTLbL092IyCnu93utiKQ0CziXEZFPicg7wC3AsExf38TBISLfwgv5WgS8JyIdv5w1hxGRE4E7gWrgyyJym4gcn+VidRuqGgZagSHARBE5HfK3lelevXsn8FegL/Bjl5539opIsYj8Fu/3+y5wInCjiIzIbsm6nV8AT6vqV1V1HWT28zVxaGMs8HNVvVNV96lq8K3s+cXJwAJVvRe4CtiDJxLDs1usbuVoYCPwNvAVEemXx72HScD/qeqjwG3guZfy1N4iYA1woao+CPwbMA3ol81CdReuF3wosEtVb3dpZ4jIAXgvS8uISBSsOIjIBBHp47aHAscA80XkSyLyiohcLyJfc8dzvrUlIheJyI9F5NMuaREwUERGqupG4G94C3R9JmuFzCA+e6f5kuuApcBHeO+Bny4iI7NSwAzjs/dUl7QS+JqIXAPMBUYDd4hIXrhMncvscLcbBh5X1Y9EpI+qrgfq8b7PeYHfXtcL3gx8TkT+QUT+AvwU+CMZdJkWnDiIyHgReQm4F5glIkep6jagAXgMOA/4E7ABuEFEjsvl1pbrct8AXOuS7haRrwC7gdXAF1z634EdwCHuvJwUxAT23hMReeB4YICqvgVsB/4HuEVESvLM3n8EngV+CHweuEJVpwNbgPNzWRBF5AAReRF4DbhIRAaqakhVtwOo6n4RGYT3Pvr12SxrJkhg7wAAVW0CHgB+hfda5bPw6rRpcQ2itCkIcYj74f8UmKeqp+G1lm8RkQnAjcCxwHpVfV5VH8B7bem5PV7gDOLcY0cAP1HVPwD/Dnwf7xWxG4DjReRoVW3Fa21+1Z2Xk4KYwN4bgR+4Vtd6YLeIPAD8E14P4kNVbc0ze38EHK6qbwD78D5XgOeBT+E1DHKVAXjvmv++2/5cgjynAEtVdb2IDBSRST1ZwAwTb+/nfcf+CowHyt3+QmATsD8TNy4IccAbkPOHqC4FUNU7gCnA1XitqnuBC3znHQTM6bliZgYRuUJEvuB8kOB9YcpFpERVnwY+Bk4HIpXHLS7fwcCCXAvl7cDeZ/E+73OBA4EzgSbgOOB3wAkiMr7nS50+Hdj7DJ69l7gewse0fadPwPu8cwqfvYPdwOtM4Ck8W04RkdEuX+R7ewCwVkT+CViA12PMGVKw92AAVf0Qz430PTdW+HU893hDRsqRow2mlBCRM4Br8FpOb6nqUyJyM16r+UmX7Td4LoYbVbVGRJ7Fa1FW4LU0v6uqG3q88J3E9Y5GArPwfLAf47U0vg38AM/mP6rqdhE5EngCmK6qG0XkfmAEnhjOUNWabNjQGTpp71Eu35nAflXd6a4xCmhV1S1ZMKFTpPn5noHXU/gu3pjDLuB7qrqi5y3oHO3Y+0NV3eryfAa4CC+w4lHfuY8AlwEPAbe5SrRX00l7F6rqI75zfwxMxAtC+JGqLstIoVQ1L/+Aw4B5eC3GE4DHge8Ag4Bf4nXJ3gGmug/kR+68wcCRwJnZtqETtha7/4cDj7rtEryxk/vwWlKv4HVJ+7vjT/lsLgUOzLYdPWDvD912EVCUbTu62d4/A99x2wOBY7NtRwbs/R/g2bi8P8Lr+Q4GBrq0S4ALsm1HN9s7BBjkSy/NdLlyyn3QESJSBNHR/FOAalV93h17Hfg98GdV/ZWITFTVWnfsXdr8dE3qtaxyoXVVAtwMFIvIbLwfSAhAVVtF5Ht4oZt/wBPAS4BReL2mFpzLTFVb8NxqvZoM2Fvl8oZ7vvSdp4v2NuPNYUFVdwGLe9yATpKCvT8A1ovIF1T17+60e/AqyzeAsSJyvKo+kYXid5ou2vsaME5ETlDV9e43nFHyZszB+Rfr8UbvwfsxzPD5k0vwumq3uf1P3HlXA9/EC+1EnQz3dkTkC3g//nKgBs/uFuCLInIyRCvBfwd+p6oPAa8CV4jIe3jPo9dXGBHMXrPX/TZvBm7ynfoPeB6B9/F6R73eBQwZsfcDPHu7LyIr212qDHXLBgJ/wQvdWwQc6dJvx3MnvQs8iheN9CIwwh3/N7wBq5OybUMaNn8OuNy3/yfgX4Fv4PWYwBP/kcDTwCEubSQwMdvlN3vN3i7Y+xQw3qWdC3w+2+XPR3uz/pAy+LDHuv+3Ak+67WJgKPBZt38I8CDQx+33z3a5u2Bvf6APbf7Ky4Dfuu33ge+77al4E4SyXmaz1+w1e3PH3rxxK6nqGrd5OzBBRM5SLwZ8h6q+4479C94yEa3unD09X9LMoKp7VHW/ti3zcQZt4wb/BBwlIn/F6zktykYZM4nZa/bG25urExchN+zNqwFpAPVCM+8DrgdeUdWQ8+H9HC8q5581j9ZNEm+BQMULRX3BJTfh2X8M8Im6RbnyAbMXMHvXQe6MD7ZHb7Y378RBRIpU9W7xFqL6H7wopNeBH6vqx1kuXncQBsqArcCnROR2vEkw3/f1mPIJs9fszSd6rb15Jw6qGhbvZS4H4U1ku1lVX85uqboPVVUROQHPZzkBeEBV78tysboNs9fszSd6s715OUNaRH4KjAGuVdWMrDPSmxGRMcDlwB/M3vzD7M1vequ9+SoORZojE50MwzB6I3kpDoZhGEbXyJtQVsMwDCNzmDgYhmEYAUwcDMMwjAAmDoZhGEYAEwfDMAwjgImDYRiGEeD/A9ow3foLw3UzAAAAAElFTkSuQmCC\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=30.0%, time=33.1s\n", "temporal total variation, freq=5d, hist_len=1, avg_loss=24.0%, time=27.9s\n", "temporal total variation, freq=5d, hist_len=10, avg_loss=20.7%, time=29.0s\n", "temporal total variation, freq=5d, hist_len=100, avg_loss=25.2%, time=29.7s\n", "temporal total variation, freq=5d, hist_len=1000, avg_loss=38.0%, time=30.3s\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 1.986177e+07\n", "mean 1.184378e+05\n", "std 2.127205e+06\n", "min 0.000000e+00\n", "25% 3.000000e+00\n", "50% 1.100000e+01\n", "75% 3.600000e+01\n", "max 4.645970e+08\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": [ "=== user time span describe ===\n", "count 1.384930e+05\n", "mean 1.698559e+07\n", "std 5.423238e+07\n", "min 0.000000e+00\n", "25% 8.980000e+02\n", "50% 3.398000e+03\n", "75% 2.641789e+06\n", "max 5.534154e+08\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", "# USERS TABLE NOT FOUND\n", "########################################\n", "########################################\n", "# DIAGNOSING ITEMS TABLE, SAMPLE:\n", "########################################\n", " ITEM_ID title \\\n", "10005 32917 Boccaccio '70 (1962) \n", "14602 73031 Too Shy to Try (Je suis timide... mais je me s... \n", "21198 103269 Unconditional (2012) \n", "20557 100611 Escape from Planet Earth (2013) \n", "15210 77667 MacGruber (2010) \n", "9259 27274 Cremaster 2 (1999) \n", "21283 103543 Lifeguard, The (2013) \n", "22713 108758 Temptation (Tentação) (1997) \n", "8805 26375 Silver Streak (1976) \n", "21005 102487 Man with a Cloak, The (1951) \n", "\n", " genres \n", "10005 Comedy|Fantasy|Romance \n", "14602 Comedy \n", "21198 Drama \n", "20557 Adventure|Animation|Comedy|Sci-Fi \n", "15210 Action|Comedy \n", "9259 Drama \n", "21283 Comedy|Drama \n", "22713 Drama|Romance \n", "8805 Action|Comedy|Crime \n", "21005 Drama|Thriller \n", "\n", "=== Items table, original shape=(27278, 3) ===\n", "\n", "Missing rate of all item meta-data 0.0\n", "Item coldstart rate 0.019576215265048713\n", "\n", "=== Describe ===\n", "\n", " title genres\n", "count 27278 27278\n", "unique 27262 1342\n", "top Beneath (2013) Drama\n", "freq 2 4520\n", "\n", "=== title top 10 categories ===\n", "Offside (2006) 2\n", "Darling (2007) 2\n", "Girl, The (2012) 2\n", "Blackout (2007) 2\n", "Men with Guns (1997) 2\n", "Casanova (2005) 2\n", "Beneath (2013) 2\n", "Clear History (2013) 2\n", "Johnny Express (2014) 2\n", "Chaos (2005) 2\n", "dtype: int64\n" ] }, { "data": { "image/png": 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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 13344\n", "Comedy 8374\n", "Thriller 4178\n", "Romance 4127\n", "Action 3520\n", "Crime 2939\n", "Horror 2611\n", "Documentary 2471\n", "Adventure 2329\n", "Sci-Fi 1743\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=-0.0029748976193251604)!\n", " Consider rolling up title or dropping its rare values.\n", " \n", " \"\"\".format(name, slope))\n" ] } ], "source": [ "diagnose(interactions, None, 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 }