{ "cells": [ { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "from surprise import Reader\n", "from surprise import Dataset\n", "from surprise.model_selection import cross_validate\n", "from surprise import SVD\n", "from surprise.accuracy import rmse\n", "from surprise import accuracy\n", "from surprise.model_selection import train_test_split" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "user = pd.read_csv('/Users/muzalevskiy/Desktop/BX-CSV-Dump/BX-Users.csv', sep=';', error_bad_lines=False, encoding=\"latin-1\")\n", "user.columns = ['userID', 'Location', 'Age']\n", "rating = pd.read_csv('/Users/muzalevskiy/Desktop/BX-CSV-Dump/BX-Book-Ratings.csv', sep=';', error_bad_lines=False, encoding=\"latin-1\")\n", "rating.columns = ['userID', 'ISBN', 'bookRating']" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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userIDLocationAge
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" ], "text/plain": [ " userID Location Age\n", "0 1 nyc, new york, usa NaN\n", "1 2 stockton, california, usa 18.0\n", "2 3 moscow, yukon territory, russia NaN\n", "3 4 porto, v.n.gaia, portugal 17.0\n", "4 5 farnborough, hants, united kingdom NaN" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "user.head()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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userIDISBNbookRating
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" ], "text/plain": [ " userID ISBN bookRating\n", "0 276725 034545104X 0\n", "1 276726 0155061224 5\n", "2 276727 0446520802 0\n", "3 276729 052165615X 3\n", "4 276729 0521795028 6" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "rating.head()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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userIDISBNbookRating
0201951534480
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" ], "text/plain": [ " userID ISBN bookRating\n", "0 2 0195153448 0\n", "1 7 034542252 0\n", "2 8 0002005018 5\n", "3 8 0060973129 0\n", "4 8 0374157065 0" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.merge(user, rating, on='userID', how='inner')\n", "df.drop(['Location', 'Age'], axis=1, inplace=True)\n", "df.head()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1149780, 3)" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.shape" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Int64Index: 1149780 entries, 0 to 1149779\n", "Data columns (total 3 columns):\n", "userID 1149780 non-null int64\n", "ISBN 1149780 non-null object\n", "bookRating 1149780 non-null int64\n", "dtypes: int64(2), object(1)\n", "memory usage: 35.1+ MB\n" ] } ], "source": [ "df.info()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/html": [ " \n", " " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "linkText": "Export to plot.ly", "plotlyServerURL": "https://plot.ly", "showLink": false }, "data": [ { "text": [ "6.8 %", "5.9 %", "9.0 %", "6.6 %", "3.2 %", "4.4 %", "0.8 %", "0.5 %", "0.2 %", "0.2 %", "62.3 %" ], "textfont": { "color": "#000000" }, "textposition": "auto", "type": "bar", "uid": "6af0eb02-2c2e-4354-a780-018e37c14952", "x": [ 10, 9, 8, 7, 6, 5, 4, 3, 2, 1, 0 ], "y": [ 78610, 67541, 103736, 76457, 36924, 50974, 8904, 5996, 2759, 1770, 716109 ] } ], "layout": { "title": { "text": "Distribution Of 1149780 book-ratings" }, "xaxis": { "title": { "text": "Rating" } }, "yaxis": { "title": { "text": "Count" } } } }, "text/html": [ "
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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from plotly.offline import init_notebook_mode, plot, iplot\n", "import plotly.graph_objs as go\n", "init_notebook_mode(connected=True)\n", "\n", "data = df['bookRating'].value_counts().sort_index(ascending=False)\n", "trace = go.Bar(x = data.index,\n", " text = ['{:.1f} %'.format(val) for val in (data.values / df.shape[0] * 100)],\n", " textposition = 'auto',\n", " textfont = dict(color = '#000000'),\n", " y = data.values,\n", " )\n", "layout = dict(title = 'Distribution Of {} book-ratings'.format(df.shape[0]),\n", " xaxis = dict(title = 'Rating'),\n", " yaxis = dict(title = 'Count'))\n", "fig = go.Figure(data=[trace], layout=layout)\n", "iplot(fig)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "linkText": "Export to plot.ly", "plotlyServerURL": "https://plot.ly", "showLink": false }, "data": [ { "name": "Ratings", "type": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data = df.groupby('ISBN')['bookRating'].count().clip(upper=50)\n", "\n", "trace = go.Histogram(x = data.values,\n", " name = 'Ratings',\n", " xbins = dict(start = 0,\n", " end = 50,\n", " size = 2))\n", "layout = go.Layout(title = 'Distribution Of Number of Ratings Per Book (Clipped at 50)',\n", " xaxis = dict(title = 'Number of Ratings Per Book'),\n", " yaxis = dict(title = 'Count'),\n", " bargap = 0.2)\n", "\n", "fig = go.Figure(data=[trace], layout=layout)\n", "iplot(fig)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ISBNbookRating
24740809718801072502
4737103166663431295
833590385504209883
96370060928336732
410070312195516723
101670044023722X647
1667050679781587639
281530142001740615
166434067976402X614
1536200671027360586
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" ], "text/plain": [ " ISBN bookRating\n", "247408 0971880107 2502\n", "47371 0316666343 1295\n", "83359 0385504209 883\n", "9637 0060928336 732\n", "41007 0312195516 723\n", "101670 044023722X 647\n", "166705 0679781587 639\n", "28153 0142001740 615\n", "166434 067976402X 614\n", "153620 0671027360 586" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.groupby('ISBN')['bookRating'].count().reset_index().sort_values('bookRating', ascending=False)[:10]" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "application/vnd.plotly.v1+json": { "config": { "linkText": "Export to plot.ly", "plotlyServerURL": "https://plot.ly", "showLink": false }, "data": [ { "name": "Ratings", "type": "histogram", "uid": "65475b5b-7e6e-4c60-a0cd-75e6b7daef7d", "x": [ 1, 1, 18, 3, 2, 1, 4, 2, 7, 1, 1, 4, 1, 2, 3, 1, 2, 3, 1, 5, 1, 7, 3, 1, 4, 1, 6, 1, 1, 4, 1, 1, 1, 1, 1, 1, 2, 1, 3, 1, 1, 3, 1, 1, 12, 1, 1, 1, 1, 1, 8, 1, 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2, 1, 1, 27, 1, 1, 1, 1, 4, 1, 1, 1, 2, 11, 2, 43, 1, 1, 1, 1, 1, 1, 1, 4, 1, 1, 1, 1, 7, 1, 1, 2, 1, 9, 8, 3, 1, 1, 1, 1, 2, 2, 1, 1, 1, 1, 3, 1, 1, 1, 15, 1, 1, 1, 1, 1, 1, 1, 1, 1, 12, 1, 16, 1, 2, 45, 1, 1, 3, 1, 1, 3, 1, 1, 1, 1, 1, 1, 18, 1, 1, 1, 1, 1, 1, 1, 5, 1, 50, 1, 6, 1, 3, 2, 1, 1, 1, 1, 1, 1, 6, 1, 4, 1, 1, 3, 1, 1, 1, 3, 5, 2, 1, 2, 1, 2, 1, 2, 1, 1, 1, 1, 12, 1, 1, 1, 1, 3, 12, 8, 2, 1, 10, 1, 1, 1, 37, 10, 2, 1, 1, 1, 2, 1, 5, 8, 3, 3, 7, 15, 2, 3, 1, 23, 5, 1, 1, 1, 1, 50, 6, 1, 2, 1, 1, 4, 1, 1, 1, 1, 1, 1, 50, 1, 1, 20, 6, 3, 1, 4, 1, 1, 1, 1, 6, 2, 8, 1, 1, 1, 5, 4, 1, 1, 1, 1, 1, 9, 1, 1, 1, 1, 1, 4, 1, 7, 1, 1, 1, 3, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 12, 1, 5, 7, 1, 1, 1, 5, 1, 1, 1, 2, 1, 1, 3, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 3, 1, 7, 50, 3, 2, 4, 23, 1, 8 ], "xbins": { "end": 50, "size": 2, "start": 0 } } ], "layout": { "bargap": 0.2, "title": { "text": "Distribution Of Number of Ratings Per User (Clipped at 50)" }, "xaxis": { "title": { "text": "Ratings Per User" } }, "yaxis": { "title": { "text": "Count" } } } }, "text/html": [ "
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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "data = df.groupby('userID')['bookRating'].count().clip(upper=50)\n", "\n", "trace = go.Histogram(x = data.values,\n", " name = 'Ratings',\n", " xbins = dict(start = 0,\n", " end = 50,\n", " size = 2))\n", "layout = go.Layout(title = 'Distribution Of Number of Ratings Per User (Clipped at 50)',\n", " xaxis = dict(title = 'Ratings Per User'),\n", " yaxis = dict(title = 'Count'),\n", " bargap = 0.2)\n", "\n", "fig = go.Figure(data=[trace], layout=layout)\n", "iplot(fig)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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userIDbookRating
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" ], "text/plain": [ " userID bookRating\n", "4213 11676 13602\n", "74815 198711 7550\n", "58113 153662 6109\n", "37356 98391 5891\n", "13576 35859 5850\n", "80185 212898 4785\n", "105111 278418 4533\n", "28884 76352 3367\n", "42037 110973 3100\n", "88584 235105 3067" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.groupby('userID')['bookRating'].count().reset_index().sort_values('bookRating', ascending=False)[:10]" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The original data frame shape:\t(1149780, 3)\n", "The new data frame shape:\t(140516, 3)\n" ] } ], "source": [ "min_book_ratings = 50\n", "filter_books = df['ISBN'].value_counts() > min_book_ratings\n", "filter_books = filter_books[filter_books].index.tolist()\n", "\n", "min_user_ratings = 50\n", "filter_users = df['userID'].value_counts() > min_user_ratings\n", "filter_users = filter_users[filter_users].index.tolist()\n", "\n", "df_new = df[(df['ISBN'].isin(filter_books)) & (df['userID'].isin(filter_users))]\n", "print('The original data frame shape:\\t{}'.format(df.shape))\n", "print('The new data frame shape:\\t{}'.format(df_new.shape))" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": true }, "outputs": [], "source": [ "reader = Reader(rating_scale=(0, 9))\n", "data = Dataset.load_from_df(df_new[['userID', 'ISBN', 'bookRating']], reader)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": true }, "outputs": [], "source": [ "benchmark = []\n", "for algorithm in [SVD()]:\n", " results = cross_validate(algorithm, data, measures=['RMSE'], cv=3, verbose=False)\n", " \n", " tmp = pd.DataFrame.from_dict(results).mean(axis=0)\n", " tmp = tmp.append(pd.Series([str(algorithm).split(' ')[0].split('.')[-1]], index=['Algorithm']))\n", " benchmark.append(tmp)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": true }, "outputs": [], "source": [ "surprise_results = pd.DataFrame(benchmark).set_index('Algorithm').sort_values('test_rmse')" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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test_rmsefit_timetest_time
Algorithm
SVD3.5449346.1658440.386021
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" ], "text/plain": [ " test_rmse fit_time test_time\n", "Algorithm \n", "SVD 3.544934 6.165844 0.386021" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "surprise_results" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'fit_time': (6.052642107009888, 5.9322569370269775, 5.808143854141235),\n", " 'test_rmse': array([ 3.55705693, 3.51894157, 3.54420403]),\n", " 'test_time': (0.4752070903778076, 0.3359720706939697, 0.36897897720336914)}" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "algo = SVD()\n", "cross_validate(algo, data, measures=['RMSE'], cv=3, verbose=False)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "RMSE: 3.5384\n" ] }, { "data": { "text/plain": [ "3.5384137354079792" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "trainset, testset = train_test_split(data, test_size=0.25)\n", "algo = SVD()\n", "predictions = algo.fit(trainset).test(testset)\n", "accuracy.rmse(predictions)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def get_Iu(uid):\n", " try:\n", " return len(trainset.ur[trainset.to_inner_uid(uid)])\n", " except ValueError: \n", " return 0\n", " \n", "def get_Ui(iid):\n", " try: \n", " return len(trainset.ir[trainset.to_inner_iid(iid)])\n", " except ValueError:\n", " return 0\n", " \n", "df = pd.DataFrame(predictions, columns=['uid', 'iid', 'rui', 'est', 'details'])\n", "df['Iu'] = df.uid.apply(get_Iu)\n", "df['Ui'] = df.iid.apply(get_Ui)\n", "df['err'] = abs(df.est - df.rui)" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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uidiidruiestdetailsIuUierr
019460003454391040.06.374761{'was_impossible': False}74696.374761
13878105535825260.00.202147{'was_impossible': False}9700.202147
2143837044900378710.06.612249{'was_impossible': False}21773.387751
3203017044651862X10.04.230841{'was_impossible': False}9745.769159
420975605532853430.00.429579{'was_impossible': False}102330.429579
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uidiidruiestdetailsIuUierr
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305421737504522821520.00.0{'was_impossible': False}2491820.0
1581725161300609283360.00.0{'was_impossible': False}1242800.0
158106904204402140410.00.0{'was_impossible': False}902240.0
30602376806710141960.00.0{'was_impossible': False}326830.0
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uidiidruiestdetailsIuUierr
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