classic-machine-learning/matrix_factorization.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "Copyright (C)\n",
    "2016 - 2019 Pinard Liu(liujianping-ok@163.com)\n",
    "\n",
    "https://www.cnblogs.com/pinard\n",
    "\n",
    "Permission given to modify the code as long as you keep this declaration at the top\n",
    "\n",
    "矩阵分解在协同过滤推荐算法中的应用 https://www.cnblogs.com/pinard/p/6351319.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import sys\n",
    "\n",
    "#下面这些目录都是你自己机器的Spark安装目录和Java安装目录\n",
    "os.environ['SPARK_HOME'] = \"C:/Tools/spark-2.2.0-bin-hadoop2.6/\"\n",
    "os.environ['PYSPARK_PYTHON'] = \"C:/Users/tata/AppData/Local/Programs/Python/Python36/python.exe\"\n",
    "os.environ['HADOOP_HOME'] = \"C:/Tools/hadoop-2.6.0\"\n",
    "\n",
    "sys.path.append(\"C:/Tools/spark-2.2.0-bin-hadoop2.6/bin\")\n",
    "sys.path.append(\"C:/Tools/spark-2.2.0-bin-hadoop2.6/python\")\n",
    "sys.path.append(\"C:/Tools/spark-2.2.0-bin-hadoop2.6/python/pyspark\")\n",
    "sys.path.append(\"C:/Tools/spark-2.2.0-bin-hadoop2.6/python/lib\")\n",
    "sys.path.append(\"C:/Tools/spark-2.2.0-bin-hadoop2.6/python/lib/pyspark.zip\")\n",
    "sys.path.append(\"C:/Tools/spark-2.2.0-bin-hadoop2.6/python/lib/py4j-0.10.4-src.zip\")\n",
    "sys.path.append(\"C:/Program Files/Java/jdk1.8.0_171\")\n",
    "\n",
    "from pyspark import SparkContext\n",
    "from pyspark import SparkConf\n",
    "\n",
    "\n",
    "sc = SparkContext(\"local\",\"testing\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<SparkContext master=local appName=testing>\n"
     ]
    }
   ],
   "source": [
    "print (sc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'196\\t242\\t3\\t881250949'"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "user_data = sc.textFile(\"C:/Temp/ml-100k/u.data\")\n",
    "user_data.first()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['196', '242', '3']\n"
     ]
    }
   ],
   "source": [
    "rates = user_data.map(lambda x: x.split(\"\\t\")[0:3])\n",
    "print (rates.first())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Rating(user=196, product=242, rating=3.0)\n"
     ]
    }
   ],
   "source": [
    "from pyspark.mllib.recommendation import Rating\n",
    "rates_data = rates.map(lambda x: Rating(int(x[0]),int(x[1]),int(x[2])))\n",
    "print (rates_data.first())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "from  pyspark.mllib.recommendation import ALS\n",
    "from pyspark.mllib.recommendation import MatrixFactorizationModel\n",
    "sc.setCheckpointDir('checkpoint/')\n",
    "ALS.checkpointInterval = 2\n",
    "model = ALS.train(ratings=rates_data, rank=20, iterations=5, lambda_=0.02)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1.0247527279555144\n"
     ]
    }
   ],
   "source": [
    "print (model.predict(38,20))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[Rating(user=38, product=966, rating=7.105754614983208), Rating(user=38, product=704, rating=6.602574630322047), Rating(user=38, product=143, rating=6.553191616139379), Rating(user=38, product=255, rating=6.362197879632264), Rating(user=38, product=595, rating=6.185609885051051), Rating(user=38, product=1164, rating=6.1297225859932105), Rating(user=38, product=313, rating=6.071157532420378), Rating(user=38, product=451, rating=5.970718466267092), Rating(user=38, product=692, rating=5.903949492186043), Rating(user=38, product=562, rating=5.836255993242025)]\n"
     ]
    }
   ],
   "source": [
    "print (model.recommendProducts(38,10))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[Rating(user=98, product=20, rating=7.11448886612415), Rating(user=531, product=20, rating=7.033999654677902), Rating(user=148, product=20, rating=6.483862698355137), Rating(user=448, product=20, rating=6.3606279513508515), Rating(user=612, product=20, rating=6.3502915572316505), Rating(user=358, product=20, rating=6.283901393579333), Rating(user=46, product=20, rating=6.09776516011452), Rating(user=772, product=20, rating=6.06177184817216), Rating(user=169, product=20, rating=5.977540934545959), Rating(user=122, product=20, rating=5.783316875752751)]\n"
     ]
    }
   ],
   "source": [
    "print (model.recommendUsers(20,10))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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Rating(user=41, product=48, rating=5.478639640795851), Rating(user=41, product=114, rating=5.402030039506478))), (409, (Rating(user=409, product=543, rating=6.039896486869309), Rating(user=409, product=1126, rating=5.949710947445688), Rating(user=409, product=644, rating=5.549130827686379))), (668, (Rating(user=668, product=813, rating=6.456807986939242), Rating(user=668, product=836, rating=5.95788742035515), Rating(user=668, product=486, rating=5.922707070857535))), (568, (Rating(user=568, product=543, rating=5.749011654556616), Rating(user=568, product=1126, rating=5.379337599314959), Rating(user=568, product=445, rating=5.375100450017261))), (837, (Rating(user=837, product=344, rating=7.568291901753182), Rating(user=837, product=1142, rating=6.871504746845199), Rating(user=837, product=896, rating=6.727699822666489))), (261, (Rating(user=261, product=860, rating=7.090141468478263), Rating(user=261, product=101, rating=7.088383532915149), Rating(user=261, product=253, rating=7.036439550145193))), (395, (Rating(user=395, product=968, rating=6.302631351739633), Rating(user=395, product=190, rating=6.071598678078785), Rating(user=395, product=251, rating=6.0509414065930915))), (666, (Rating(user=666, product=865, rating=5.308286016830752), Rating(user=666, product=1131, rating=5.157730271612515), Rating(user=666, product=1449, rating=5.050639739572799))), (578, (Rating(user=578, product=768, rating=5.213575625703332), Rating(user=578, product=1030, rating=4.790396500486665), Rating(user=578, product=1199, rating=4.756735962431734))), (617, (Rating(user=617, product=192, rating=5.433416805138255), Rating(user=617, product=74, rating=5.101540418304014), Rating(user=617, product=320, rating=5.079773756467966))), (584, (Rating(user=584, product=1368, rating=6.968791011019505), Rating(user=584, product=253, rating=6.565776092008205), Rating(user=584, product=1643, rating=6.29882819008004))), (908, (Rating(user=908, product=900, rating=4.906902748128392), Rating(user=908, product=593, rating=4.849860204041731), Rating(user=908, product=630, rating=4.676930852325259))), (213, (Rating(user=213, product=703, rating=5.673158218761404), Rating(user=213, product=915, rating=5.581277361460005), Rating(user=213, product=1449, rating=5.535022179472294))), (503, (Rating(user=503, product=169, rating=5.891918510000499), Rating(user=503, product=921, rating=5.790739547844053), Rating(user=503, product=945, rating=5.7222386079304535))), (790, (Rating(user=790, product=1282, rating=4.743352233976711), Rating(user=790, product=1449, rating=4.591075713626213), Rating(user=790, product=645, rating=4.564947439789333))), (594, (Rating(user=594, product=1073, rating=4.837210994076222), Rating(user=594, product=272, rating=4.690430084542362), Rating(user=594, product=198, rating=4.653325175256926))), (877, (Rating(user=877, product=320, rating=6.378179862581706), Rating(user=877, product=844, rating=6.324655324184469), Rating(user=877, product=507, rating=6.009979437617442))), (264, (Rating(user=264, product=1172, rating=6.32752521481483), Rating(user=264, product=613, rating=5.917448778214113), Rating(user=264, product=954, rating=5.904882588144543))), (442, (Rating(user=442, product=320, rating=5.026900069811613), Rating(user=442, product=1021, rating=4.81828229448324), Rating(user=442, product=92, rating=4.693380463871884))), (67, (Rating(user=67, product=344, rating=7.164423909609247), Rating(user=67, product=1131, rating=7.080752189486148), Rating(user=67, product=236, rating=6.672375859374563))), (811, (Rating(user=811, product=244, rating=7.798371273600213), Rating(user=811, product=760, rating=7.1833137143364505), Rating(user=811, product=1061, rating=6.953873217452644))), (425, (Rating(user=425, product=1019, rating=5.031594981132369), Rating(user=425, product=42, rating=4.995003395607959), Rating(user=425, product=156, rating=4.981452971317909))), (85, (Rating(user=85, product=543, rating=4.757772635675628), Rating(user=85, product=483, rating=4.673762554352111), Rating(user=85, product=134, rating=4.6553262198369785))), (405, (Rating(user=405, product=842, rating=5.262449878609683), Rating(user=405, product=575, rating=5.14254874212349), Rating(user=405, product=1041, rating=5.119919101324553))), (789, (Rating(user=789, product=634, rating=6.584253077103103), Rating(user=789, product=671, rating=6.468781847762084), Rating(user=789, product=219, rating=6.415904181796323))), (328, (Rating(user=328, product=1194, rating=5.342470478920014), Rating(user=328, product=1141, rating=5.160470718742151), Rating(user=328, product=515, rating=5.099007203830586))), (225, (Rating(user=225, product=1022, rating=6.930354427774228), Rating(user=225, product=1142, rating=6.904420985736305), Rating(user=225, product=511, rating=6.791948185483438))), (706, (Rating(user=706, product=1036, rating=7.369575581116125), Rating(user=706, product=394, rating=7.226863335218569), Rating(user=706, product=1185, rating=7.105128821952094))), (619, (Rating(user=619, product=1643, rating=7.474966331917431), Rating(user=619, product=6, rating=7.066777071989974), Rating(user=619, product=263, rating=6.823538572310929))), (230, (Rating(user=230, product=1426, rating=6.540729790361021), Rating(user=230, product=958, rating=5.726364301657211), Rating(user=230, product=613, rating=5.718536299827064))), (800, (Rating(user=800, product=965, rating=5.311936217836026), Rating(user=800, product=1194, rating=5.153394416042483), Rating(user=800, product=1159, rating=5.061508942584407))), (570, (Rating(user=570, product=543, rating=7.3025852527438335), Rating(user=570, product=1126, rating=6.544598729845035), Rating(user=570, product=610, rating=6.505181635379057))), (325, (Rating(user=325, product=1126, rating=5.268662592177799), Rating(user=325, product=48, rating=5.119893398216493), Rating(user=325, product=1142, rating=5.042049472970591))), (465, (Rating(user=465, product=547, rating=4.811785243914658), Rating(user=465, product=1639, rating=4.805040133388748), Rating(user=465, product=1137, rating=4.719646210753842))), (323, (Rating(user=323, product=1512, rating=5.420699861509471), Rating(user=323, product=136, rating=5.282655740169359), Rating(user=323, product=187, rating=5.245587490430841))), (407, (Rating(user=407, product=50, rating=4.7196804530963705), Rating(user=407, product=1449, rating=4.632709009915878), Rating(user=407, product=963, rating=4.627421353551769))), (55, (Rating(user=55, product=1245, rating=7.232651318502443), Rating(user=55, product=641, rating=7.017478844266899), Rating(user=55, product=616, rating=6.889795269946107))), (802, (Rating(user=802, product=1019, rating=6.110920789876452), Rating(user=802, product=250, rating=5.616973569870052), Rating(user=802, product=787, rating=5.307447854033179))), (927, (Rating(user=927, product=670, rating=6.163562820831607), Rating(user=927, product=1278, rating=6.05757377086262), Rating(user=927, product=1046, rating=5.923243918502546))), (648, (Rating(user=648, product=1199, rating=5.533558816279059), Rating(user=648, product=1093, rating=5.449604636441275), Rating(user=648, product=945, rating=5.416890116102011))), (107, (Rating(user=107, product=652, rating=6.252101267480796), Rating(user=107, product=664, rating=5.808708947567773), Rating(user=107, product=854, rating=5.7973214101136135))), (610, (Rating(user=610, product=998, rating=5.917466730935206), Rating(user=610, product=1065, rating=5.829951813101465), Rating(user=610, product=416, rating=5.7022055960346965))), (765, (Rating(user=765, product=753, rating=7.380918507588374), Rating(user=765, product=1266, rating=6.728322228840712), Rating(user=765, product=865, rating=6.717240703652079))), (792, (Rating(user=792, product=136, rating=5.4960977153633195), Rating(user=792, product=705, rating=5.357707996137708), Rating(user=792, product=1120, rating=5.30481305699466))), (50, (Rating(user=50, product=320, rating=7.279986308373255), Rating(user=50, product=1282, rating=7.2248073819150065), Rating(user=50, product=372, rating=7.187569447496413))), (179, (Rating(user=179, product=426, rating=7.335606458615404), Rating(user=179, product=267, rating=7.215437767336809), Rating(user=179, product=11, rating=6.71819918656024))), (133, (Rating(user=133, product=1022, rating=6.5658770479078985), Rating(user=133, product=863, rating=6.208906812574317), Rating(user=133, product=390, rating=6.033016595037667))), (205, (Rating(user=205, product=1066, rating=5.70248419301841), Rating(user=205, product=745, rating=5.559285901512188), Rating(user=205, product=613, rating=5.404753098499132))), (154, (Rating(user=154, product=646, rating=5.385787045481502), Rating(user=154, product=135, rating=5.297135949648377), Rating(user=154, product=175, rating=5.134594315850375))), (416, (Rating(user=416, product=64, rating=5.691145557891338), Rating(user=416, product=272, rating=5.557833915563618), Rating(user=416, product=496, rating=5.553690579393305))), (680, (Rating(user=680, product=81, rating=6.121510217168254), Rating(user=680, product=1137, rating=5.886729799262616), Rating(user=680, product=1005, rating=5.679332082016214))), (873, (Rating(user=873, product=916, rating=6.5413769394385195), Rating(user=873, product=539, rating=6.242601339287547), Rating(user=873, product=366, rating=5.989641736093627))), (183, (Rating(user=183, product=1286, rating=7.520998608338765), Rating(user=183, product=1022, rating=7.333821195085505), Rating(user=183, product=543, rating=6.715803162201277))), (422, (Rating(user=422, product=1065, rating=5.829022775586629), Rating(user=422, product=42, rating=5.095524492959704), Rating(user=422, product=56, rating=5.0711034387813765))), (596, (Rating(user=596, product=800, rating=6.0697432404355105), Rating(user=596, product=812, rating=5.973178939392113), Rating(user=596, product=101, rating=5.969425587601621))), (788, (Rating(user=788, product=1194, rating=5.355671546830838), Rating(user=788, product=887, rating=5.236161793321241), Rating(user=788, product=1063, rating=5.042163777692169))), (564, (Rating(user=564, product=900, rating=5.409741873502128), Rating(user=564, product=904, rating=4.9076232980016075), Rating(user=564, product=1157, rating=4.733712200125077))), (687, (Rating(user=687, product=1069, rating=6.381362684001112), Rating(user=687, product=1159, rating=5.697853810048102), Rating(user=687, product=806, rating=5.448130030695299))), (47, (Rating(user=47, product=960, rating=6.4024196438444685), Rating(user=47, product=60, rating=5.924263626469767), Rating(user=47, product=1021, rating=5.918907439916488))), (724, (Rating(user=724, product=219, rating=6.702335880324683), Rating(user=724, product=478, rating=6.032772877484815), Rating(user=724, product=136, rating=6.027703827062746))), (485, (Rating(user=485, product=921, rating=5.537140211912489), Rating(user=485, product=1203, rating=5.457174883078132), Rating(user=485, product=874, rating=5.449072045587727))), (276, (Rating(user=276, product=853, rating=5.117785208026142), Rating(user=276, product=603, rating=5.113073097395506), Rating(user=276, product=12, rating=5.1011785236479925))), (374, (Rating(user=374, product=1278, rating=6.698979537441865), Rating(user=374, product=951, rating=6.506872292765173), Rating(user=374, product=827, rating=6.064861148041117))), (207, (Rating(user=207, product=1242, rating=4.7067925701496955), Rating(user=207, product=496, rating=4.543877821543206), Rating(user=207, product=1066, rating=4.5404158897946445))), (521, (Rating(user=521, product=253, rating=4.529342824871663), Rating(user=521, product=1449, rating=4.501323739494637), Rating(user=521, product=774, rating=4.401310497242705))), (739, (Rating(user=739, product=634, rating=10.47919915585312), Rating(user=739, product=1174, rating=8.25026541816126), Rating(user=739, product=671, rating=7.785490361536553))), (233, (Rating(user=233, product=543, rating=6.111384075312228), Rating(user=233, product=1063, rating=6.021332187108449), Rating(user=233, product=514, rating=5.6167956018998675))), (537, (Rating(user=537, product=543, rating=4.465117279243018), Rating(user=537, product=1449, rating=4.35543261808364), Rating(user=537, product=514, rating=4.3438818692823))), (880, (Rating(user=880, product=320, rating=5.80424375794367), Rating(user=880, product=127, rating=5.571826749431251), Rating(user=880, product=1286, rating=5.464240014910492))), (604, (Rating(user=604, product=703, rating=6.616559694266031), Rating(user=604, product=962, rating=6.590542697606157), Rating(user=604, product=874, rating=6.5389985639367785))), (377, (Rating(user=377, product=64, rating=5.789686797068116), Rating(user=377, product=429, rating=5.68663824856894), Rating(user=377, product=1063, rating=5.683723983170156))), (384, (Rating(user=384, product=896, rating=5.78161306504484), Rating(user=384, product=745, rating=5.4805487490929305), Rating(user=384, product=613, rating=5.360412982241984))), (522, (Rating(user=522, product=1021, rating=6.299062453256895), Rating(user=522, product=81, rating=6.23309083429986), Rating(user=522, product=512, rating=6.216741354585814))), (315, (Rating(user=315, product=1137, rating=6.491032081921193), Rating(user=315, product=543, rating=5.842002856339769), Rating(user=315, product=1449, rating=5.790044376798785)))]\n"
     ]
    }
   ],
   "source": [
    "print (model.recommendProductsForUsers(3).collect())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[(1084, (Rating(user=165, product=1084, rating=6.550013747986581), Rating(user=270, product=1084, rating=6.317922205103175), Rating(user=335, product=1084, rating=6.313206032234378))), (1410, (Rating(user=137, product=1410, rating=5.502019134716544), Rating(user=487, product=1410, rating=5.009688289298317), Rating(user=619, product=1410, rating=4.854230003447392))), (667, (Rating(user=739, product=667, rating=6.047339602247056), Rating(user=260, product=667, rating=5.604183247472806), Rating(user=366, product=667, rating=5.400251349042385))), (1053, (Rating(user=223, product=1053, rating=6.911688342256087), Rating(user=731, product=1053, rating=6.897913251644746), Rating(user=824, product=1053, rating=5.94038406344269))), (466, (Rating(user=408, product=466, rating=6.752961767800702), Rating(user=898, product=466, rating=6.6617798312894845), Rating(user=810, product=466, rating=6.227354731197914))), (1040, (Rating(user=859, product=1040, rating=5.373581272438935), Rating(user=258, product=1040, rating=5.225013233355378), Rating(user=705, product=1040, rating=5.069606119561671))), (912, (Rating(user=159, product=912, rating=5.10953045201341), Rating(user=519, product=912, rating=5.08144840203197), Rating(user=811, product=912, rating=5.061685755734658))), (1325, (Rating(user=166, product=1325, rating=1.8395132743506089), Rating(user=39, product=1325, rating=1.6855158870987696), Rating(user=462, product=1325, rating=1.6415581728884774))), (140, (Rating(user=211, product=140, rating=5.326679908520493), Rating(user=134, product=140, rating=5.301830496089494), Rating(user=431, product=140, rating=5.278730848184977))), (204, (Rating(user=688, product=204, rating=6.485334020164283), Rating(user=801, product=204, rating=6.054466842576136), Rating(user=513, product=204, rating=5.771738757287627))), (956, (Rating(user=353, product=956, rating=6.472839824999802), Rating(user=511, product=956, rating=6.310808264488376), Rating(user=75, product=956, rating=6.122772345625705))), (291, (Rating(user=217, product=291, rating=6.00283413497496), Rating(user=471, product=291, rating=5.5351972868465396), Rating(user=98, product=291, rating=5.373799399021432))), (1, (Rating(user=282, product=1, rating=5.970247850394842), Rating(user=688, product=1, rating=5.638047129752698), Rating(user=801, product=1, rating=5.577080990498603))), (931, (Rating(user=475, product=931, rating=5.241067454404927), Rating(user=681, product=931, rating=5.170170409944573), Rating(user=98, product=931, rating=4.878584994379669))), (1466, (Rating(user=306, product=1466, rating=6.306135947054474), Rating(user=58, product=1466, rating=6.268491520689757), Rating(user=516, product=1466, rating=6.1144387730645375))), (755, (Rating(user=166, product=755, rating=5.696373098711048), Rating(user=777, product=755, rating=5.5079242176534455), Rating(user=127, product=755, rating=5.4761120161512515))), (1393, (Rating(user=689, product=1393, rating=4.897633843607563), 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rating=6.655956792447218), Rating(user=89, product=1018, rating=5.936093692141454), Rating(user=726, product=1018, rating=5.732674469729849))), (657, (Rating(user=86, product=657, rating=6.08183688202097), Rating(user=511, product=657, rating=6.044240285658577), Rating(user=626, product=657, rating=5.884148887897524))), (713, (Rating(user=111, product=713, rating=7.299843928605), Rating(user=98, product=713, rating=7.279860337275224), Rating(user=418, product=713, rating=6.645053227579695))), (1506, (Rating(user=68, product=1506, rating=5.16737248484512), Rating(user=857, product=1506, rating=5.088739733797081), Rating(user=414, product=1506, rating=5.056086731325343))), (668, (Rating(user=131, product=668, rating=5.57518399514348), Rating(user=309, product=668, rating=5.402277732413988), Rating(user=388, product=668, rating=5.250531426659011))), (1376, (Rating(user=279, product=1376, rating=4.115182580995754), Rating(user=604, product=1376, rating=3.9909474420312616), Rating(user=534, product=1376, rating=3.8230347251550265))), (568, (Rating(user=688, product=568, rating=6.03789878234392), Rating(user=513, product=568, rating=5.668125245021623), Rating(user=909, product=568, rating=5.47533683444036))), (837, (Rating(user=575, product=837, rating=6.680063830182318), Rating(user=626, product=837, rating=6.372901543889444), Rating(user=337, product=837, rating=5.9970996359779445))), (1283, (Rating(user=739, product=1283, rating=6.3485658935181615), Rating(user=98, product=1283, rating=6.095428252659018), Rating(user=242, product=1283, rating=5.727868239914088))), (1667, (Rating(user=636, product=1667, rating=4.257788620261676), Rating(user=677, product=1667, rating=3.859307438072597), Rating(user=202, product=1667, rating=3.7702207777885928))), (1589, (Rating(user=368, product=1589, rating=6.774426546386054), Rating(user=324, product=1589, rating=5.635218394280598), Rating(user=179, product=1589, rating=5.49481858819793))), (395, (Rating(user=676, product=395, rating=5.611077905479926), Rating(user=212, product=395, rating=5.528849887239618), Rating(user=818, product=395, rating=5.315648615877503))), (578, (Rating(user=534, product=578, rating=5.306056070126868), Rating(user=507, product=578, rating=5.211163785435084), Rating(user=759, product=578, rating=5.1409823947067395))), (1675, (Rating(user=762, product=1675, rating=3.6804055451658813), Rating(user=512, product=1675, rating=3.1299770514699583), Rating(user=261, product=1675, rating=3.121655777009832))), (617, (Rating(user=695, product=617, rating=6.062403142947237), Rating(user=261, product=617, rating=6.055316238875859), Rating(user=842, product=617, rating=6.014755469051124))), (947, (Rating(user=180, product=947, rating=7.308611592834531), Rating(user=366, product=947, rating=6.628335778541407), Rating(user=12, product=947, rating=6.361298019751052))), (908, (Rating(user=362, product=908, rating=7.090019417304378), Rating(user=859, product=908, rating=6.592001740546497), Rating(user=34, product=908, rating=6.501436384276283))), (1213, (Rating(user=777, product=1213, rating=4.907268092207358), Rating(user=760, product=1213, rating=4.886539857857151), Rating(user=335, product=1213, rating=4.868347600917363))), (503, (Rating(user=688, product=503, rating=5.801444625285324), Rating(user=55, product=503, rating=5.614405025864178), Rating(user=626, product=503, rating=5.593649648985655))), (790, (Rating(user=771, product=790, rating=6.05776586434258), Rating(user=706, product=790, rating=5.705957527176663), Rating(user=434, product=790, rating=5.268204028898114))), (1119, (Rating(user=801, product=1119, rating=5.9617908551614835), Rating(user=873, product=1119, rating=5.776688789572158), Rating(user=179, product=1119, rating=5.687221997979649))), (594, (Rating(user=131, product=594, rating=4.799854952774237), Rating(user=98, product=594, rating=4.651021695484321), Rating(user=519, product=594, rating=4.60156577638272))), (1361, (Rating(user=111, product=1361, rating=4.233331299427061), Rating(user=695, product=1361, rating=4.153111966328475), Rating(user=232, product=1361, rating=4.105949976401327))), (264, (Rating(user=471, product=264, rating=5.529285740810311), Rating(user=192, product=264, rating=4.837711826698292), Rating(user=604, product=264, rating=4.815190188430872))), (442, (Rating(user=776, product=442, rating=2.0147833160978763), Rating(user=362, product=442, rating=1.9641145533094804), Rating(user=941, product=442, rating=1.8581618010691252))), (67, (Rating(user=97, product=67, rating=7.248804528555117), Rating(user=304, product=67, rating=6.003597971818239), Rating(user=818, product=67, rating=5.826004726530071))), (811, (Rating(user=928, product=811, rating=6.5160001747426435), Rating(user=212, product=811, rating=6.042620313702512), Rating(user=148, product=811, rating=5.796030605527695))), (1313, (Rating(user=619, product=1313, rating=6.25614388446391), Rating(user=98, product=1313, rating=6.044876455116861), Rating(user=61, product=1313, rating=5.992841962765411))), (1309, (Rating(user=167, product=1309, rating=1.0417609094794238), Rating(user=88, product=1309, rating=0.7397141208388739), Rating(user=729, product=1309, rating=0.6516705354614991))), (85, (Rating(user=182, product=85, rating=6.258405931739882), Rating(user=282, product=85, rating=6.248794243842176), Rating(user=706, product=85, rating=5.995782199773226))), (405, (Rating(user=636, product=405, rating=5.1818434351105545), Rating(user=688, product=405, rating=5.0410067914624905), Rating(user=507, product=405, rating=4.992938457076601))), (789, (Rating(user=36, product=789, rating=5.993993834547787), Rating(user=219, product=789, rating=5.98951133269908), Rating(user=762, product=789, rating=5.653084837438306))), (1000, (Rating(user=818, product=1000, rating=6.549513797372378), Rating(user=597, product=1000, rating=6.071988306982922), Rating(user=857, product=1000, rating=5.312774576890449))), (982, (Rating(user=421, product=982, rating=6.197643295057281), Rating(user=732, product=982, rating=6.080309649033922), Rating(user=705, product=982, rating=5.98257271968478))), (1204, (Rating(user=857, product=1204, rating=7.0532687098174085), Rating(user=165, product=1204, rating=6.168570621623885), Rating(user=75, product=1204, rating=6.062050507223857))), (225, (Rating(user=562, product=225, rating=5.760058588554744), Rating(user=676, product=225, rating=5.349105285973106), Rating(user=38, product=225, rating=5.07637897487307))), (570, (Rating(user=36, product=570, rating=5.42671446244946), Rating(user=772, product=570, rating=5.3352550764703945), Rating(user=491, product=570, rating=5.2546880399597224))), (619, (Rating(user=649, product=619, rating=5.911770307190409), Rating(user=589, product=619, rating=5.573818533810776), Rating(user=347, product=619, rating=5.4255155268328075))), (465, (Rating(user=337, product=465, rating=5.990138449221497), Rating(user=850, product=465, rating=5.815594172910419), Rating(user=810, product=465, rating=5.763839332817165))), (323, (Rating(user=261, product=323, rating=5.618491328325149), Rating(user=628, product=323, rating=5.1980258848854435), Rating(user=127, product=323, rating=5.10840748206304))), (55, (Rating(user=809, product=55, rating=5.687261425493972), Rating(user=636, product=55, rating=5.483253300781276), Rating(user=287, product=55, rating=5.391228201910272))), (107, (Rating(user=148, product=107, rating=6.621591039100492), Rating(user=353, product=107, rating=5.970320581705538), Rating(user=30, product=107, rating=5.92404334130545))), (792, (Rating(user=818, product=792, rating=6.500854342989095), Rating(user=869, product=792, rating=6.357950105074627), Rating(user=762, product=792, rating=6.03006014681224))), (1647, (Rating(user=519, product=1647, rating=4.725876398131033), Rating(user=628, product=1647, rating=4.32897135969395), Rating(user=89, product=1647, rating=4.19201216191856))), (1628, (Rating(user=739, product=1628, rating=5.772567470807498), Rating(user=707, product=1628, rating=5.098714921134068), Rating(user=440, product=1628, rating=5.008783354416668))), (1633, (Rating(user=519, product=1633, rating=4.725876398131033), Rating(user=628, product=1633, rating=4.32897135969395), Rating(user=89, product=1633, rating=4.19201216191856))), (416, (Rating(user=98, product=416, rating=7.211559893475931), Rating(user=167, product=416, rating=6.867455228399063), Rating(user=86, product=416, rating=6.661081580805036))), (205, (Rating(user=9, product=205, rating=6.686637447507935), Rating(user=98, product=205, rating=6.556092909463702), Rating(user=86, product=205, rating=6.4472364765498735))), (1275, (Rating(user=93, product=1275, rating=5.624423632212228), Rating(user=507, product=1275, rating=5.268446354427103), Rating(user=599, product=1275, rating=5.020903440917278))), (1160, (Rating(user=603, product=1160, rating=8.255214032779453), Rating(user=286, product=1160, rating=7.54499446568302), Rating(user=211, product=1160, rating=6.827428407737754))), (680, (Rating(user=131, product=680, rating=7.752026543356796), Rating(user=281, product=680, rating=7.21784807335823), Rating(user=153, product=680, rating=7.036284213298957))), (873, (Rating(user=688, product=873, rating=5.442918222196582), Rating(user=127, product=873, rating=5.42430484855284), Rating(user=50, product=873, rating=5.396837598518161))), (183, (Rating(user=546, product=183, rating=5.999119376574198), Rating(user=688, product=183, rating=5.9882324690257285), Rating(user=356, product=183, rating=5.933851310778433))), (1593, (Rating(user=575, product=1593, rating=4.2355854926128425), Rating(user=409, product=1593, rating=4.1122305985112595), Rating(user=626, product=1593, rating=4.019969053653767))), (788, (Rating(user=925, product=788, rating=3.11638010408569), Rating(user=335, product=788, rating=2.950493404698928), Rating(user=300, product=788, rating=2.705387947461185))), (1391, (Rating(user=677, product=1391, rating=5.535977392733368), Rating(user=219, product=1391, rating=5.440586133690594), Rating(user=217, product=1391, rating=5.406573285384024))), (564, (Rating(user=80, product=564, rating=5.957302043972462), Rating(user=153, product=564, rating=5.722388174826623), Rating(user=433, product=564, rating=5.563285575790346))), (1444, (Rating(user=211, product=1444, rating=5.776369776261889), Rating(user=88, product=1444, rating=5.623867014955083), Rating(user=818, product=1444, rating=5.271747754439062))), (1001, (Rating(user=408, product=1001, rating=7.12332971376589), Rating(user=424, product=1001, rating=6.627664012051172), Rating(user=818, product=1001, rating=6.331744178136603))), (47, (Rating(user=842, product=47, rating=6.655234197793504), Rating(user=695, product=47, rating=6.393397403967175), Rating(user=818, product=47, rating=6.368442755386533))), (1557, (Rating(user=405, product=1557, rating=1.1125838685474596), Rating(user=609, product=1557, rating=0.7178259522195105), Rating(user=467, product=1557, rating=0.6862404861126183))), (724, (Rating(user=810, product=724, rating=6.070831896128057), Rating(user=848, product=724, rating=5.833526900107044), Rating(user=219, product=724, rating=5.7001111662531185))), (1093, (Rating(user=219, product=1093, rating=7.5867813581589285), Rating(user=603, product=1093, rating=7.5175504478387705), Rating(user=68, product=1093, rating=6.75513982901787))), (989, (Rating(user=219, product=989, rating=7.350245743098014), Rating(user=440, product=989, rating=6.838760672066284), Rating(user=928, product=989, rating=6.40980816476845))), (276, (Rating(user=362, product=276, rating=6.393349659907915), Rating(user=111, product=276, rating=6.156782015237797), Rating(user=98, product=276, rating=5.998003317504096))), (1103, (Rating(user=696, product=1103, rating=6.470956932387978), Rating(user=225, product=1103, rating=6.341516099792317), Rating(user=219, product=1103, rating=6.326290135275642))), (1536, (Rating(user=385, product=1536, rating=5.155367373338038), Rating(user=448, product=1536, rating=5.1352740585823256), Rating(user=180, product=1536, rating=4.724537877840638))), (207, (Rating(user=390, product=207, rating=6.502355719576242), Rating(user=225, product=207, rating=6.303064632054686), Rating(user=78, product=207, rating=6.283510658593953))), (1460, (Rating(user=193, product=1460, rating=3.659373494144236), Rating(user=755, product=1460, rating=3.642784367003351), Rating(user=105, product=1460, rating=3.620725772140422))), (521, (Rating(user=55, product=521, rating=6.130003514444512), Rating(user=444, product=521, rating=6.072207631639295), Rating(user=762, product=521, rating=6.005415949351253))), (739, (Rating(user=688, product=739, rating=5.675160844724664), Rating(user=801, product=739, rating=5.485524802486696), Rating(user=462, product=739, rating=5.270867742347932))), (1490, (Rating(user=689, product=1490, rating=4.58780386526624), Rating(user=89, product=1490, rating=4.574494039982861), Rating(user=180, product=1490, rating=4.533632411663378))), (991, (Rating(user=50, product=991, rating=6.512364030455609), Rating(user=150, product=991, rating=5.778350388970245), Rating(user=584, product=991, rating=5.691975536595785))), (880, (Rating(user=440, product=880, rating=6.26062311995672), Rating(user=225, product=880, rating=6.092032047660133), Rating(user=8, product=880, rating=6.001869044373712))), (604, (Rating(user=86, product=604, rating=7.008775721063351), Rating(user=928, product=604, rating=6.160935987769628), Rating(user=702, product=604, rating=6.082188135985447))), (377, (Rating(user=706, product=377, rating=4.533572343108061), Rating(user=242, product=377, rating=4.249195525465314), Rating(user=718, product=377, rating=4.235568041484277))), (384, (Rating(user=434, product=384, rating=5.20246207844421), Rating(user=839, product=384, rating=5.112448670701104), Rating(user=507, product=384, rating=5.1010957867288385))), (155, (Rating(user=935, product=155, rating=5.902111105543759), Rating(user=217, product=155, rating=5.84944305753772), Rating(user=688, product=155, rating=5.631944952768034))), (522, (Rating(user=219, product=522, rating=7.0777190491099455), Rating(user=818, product=522, rating=6.882696087093414), Rating(user=743, product=522, rating=6.704620041212051)))]\n"
     ]
    }
   ],
   "source": [
    "print (model.recommendUsersForProducts(3).collect())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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   "language": "python",
   "name": "python3"
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