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March 3, 2018 06:56
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| { | |
| "cells": [ | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "# movielens数据集\n", | |
| "使用的数据集大小是10万数据量的微小数据集，其官网也给出了全部数据集，且数据集一直在不断更新\n", | |
| "由于代码写的搓，没有任何优化，只用了文件前2000行数据作为基础数据" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 54, | |
| "metadata": { | |
| "collapsed": true | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "from collections import defaultdict\n", | |
| "\n", | |
| "from tqdm import tqdm" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "# 获取评分邻接矩阵" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 55, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "process over\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "readAdjacentMatrix=defaultdict(dict)\n", | |
| "item_user_matrix=defaultdict(dict)\n", | |
| "with open('/Users/leiyang/Desktop/ml-latest-small/test.csv','r') as f:\n", | |
| " fisrtline=f.readline()\n", | |
| " linedata=f.readline().strip()\n", | |
| " while linedata:\n", | |
| " rawdata=linedata.split(',')\n", | |
| " readAdjacentMatrix[rawdata[0]][rawdata[1]]=1 \n", | |
| " item_user_matrix[rawdata[1]][rawdata[0]]=1\n", | |
| " linedata=f.readline().strip()\n", | |
| "print 'process over'" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "# 计算用户的度" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 56, | |
| "metadata": { | |
| "collapsed": true | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "DegreeUser=dict()\n", | |
| "for user in readAdjacentMatrix:\n", | |
| " DegreeUser[user]=len(readAdjacentMatrix[user])" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 57, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "{'11': 38, '10': 46, '13': 53, '12': 61, '15': 1037, '14': 20, '1': 20, '3': 51, '2': 76, '5': 100, '4': 204, '7': 88, '6': 44, '9': 45, '8': 116}\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "print DegreeUser" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "# 计算电影的度" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 58, | |
| "metadata": { | |
| "collapsed": true | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "DegreeItem=dict()\n", | |
| "for item in item_user_matrix:\n", | |
| " DegreeItem[item]=len(item_user_matrix[item])" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 59, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "{'2581': 1, '4446': 1, '4027': 1, '4025': 2, '4022': 2, '4023': 1, '4020': 1, '165': 2, '4029': 1, '198': 2, '3556': 1, '3555': 1, '5989': 3, '4149': 1, '3552': 1, '3250': 1, '3251': 1, '3253': 1, '3255': 3, '3256': 1, '1945': 1, '344': 3, '345': 2, '3854': 1, '2078': 1, '3852': 1, '5650': 2, '342': 1, '3998': 1, '3996': 2, '3994': 1, '3993': 1, '349': 3, '3990': 1, '2858': 3, '2912': 1, '4308': 2, '2915': 1, '2916': 2, '2006': 1, '2918': 5, '1792': 1, '43871': 1, '32': 2, '2857': 1, '1266': 1, '54286': 1, '44191': 1, '5464': 3, '6157': 1, '1499': 1, '1264': 1, '2991': 1, '1994': 2, '5308': 1, '5266': 2, '79132': 1, '1704': 4, '1625': 2, '2318': 2, '4571': 1, '1061': 1, '1060': 1, '4738': 1, '2313': 1, '5269': 1, '2311': 1, '84236': 1, '2427': 2, '2096': 1, '6303': 1, '296': 7, '1259': 5, '292': 2, '293': 2, '3773': 1, '1129': 2, '593': 5, '592': 5, '595': 3, '594': 4, '597': 2, '596': 2, '6598': 1, '196': 1, '1125': 2, '1089': 3, '1127': 3, '4654': 1, '272': 2, '273': 1, '3146': 2, '277': 2, '3148': 2, '3624': 2, '2826': 1, '3671': 2, '4658': 1, '2822': 1, '3386': 1, '2542': 1, '2541': 1, '58559': 2, '5410': 1, '3967': 1, '3006': 1, '2987': 2, '2986': 1, '2985': 1, '3020': 1, '524': 3, '2268': 3, '527': 6, '520': 2, '2387': 1, '2568': 1, '1373': 1, '2263': 1, '1016': 1, '1407': 1, '1011': 1, '1405': 3, '799': 1, '1234': 1, '1235': 3, '2769': 1, '5000': 1, '1230': 3, '1231': 2, '1233': 1, '2763': 1, '442': 2, '2761': 3, '440': 3, '1544': 3, '1333': 1, '1332': 1, '4306': 3, '5673': 1, '588': 6, '5679': 2, '101': 1, '107': 1, '104': 3, '4148': 1, '2046': 1, '903': 4, '39': 3, '2042': 1, '4816': 1, '904': 1, '2041': 1, '26614': 1, '6502': 1, '31': 2, '909': 1, '36': 2, '1845': 1, '34': 3, '6378': 2, '1240': 4, '1243': 2, '1242': 1, '1244': 1, '1247': 2, '1246': 1, '1249': 1, '648': 1, '434': 2, '435': 2, '2161': 2, '2160': 1, '1201': 2, '6377': 5, '8368': 1, '2616': 1, '2993': 1, '3809': 1, '3267': 1, '335': 1, '3801': 2, '3800': 1, '333': 1, '42007': 1, '3298': 2, '1120': 1, '8464': 1, '1909': 2, '1904': 1, '4085': 1, '851': 1, '4744': 1, '3512': 1, '3510': 2, '858': 4, '748': 1, '541': 3, '91529': 1, '6203': 1, '3892': 1, '3893': 1, '2686': 1, '1022': 2, '3896': 1, '3897': 2, '2683': 4, '4914': 1, '3635': 1, '3999': 1, '1211': 1, '3421': 1, '48783': 1, '3633': 1, '4776': 1, '1020': 1, '3864': 1, '104841': 1, '94': 1, '32587': 1, '150': 3, '5952': 3, '4079': 1, '5954': 1, '1997': 2, '5956': 1, '5959': 1, '5222': 1, '5400': 1, '3785': 1, '5225': 1, '3208': 1, '33679': 1, '41566': 1, '5792': 1, '5791': 1, '2145': 1, '2574': 1, '5816': 2, '3969': 1, '2861': 1, '2366': 1, '745': 2, '3638': 1, '2867': 1, '555': 1, '3016': 1, '3634': 1, '556': 1, '551': 3, '550': 1, '552': 1, '3060': 2, '2949': 1, '2947': 1, '235': 2, '237': 1, '41569': 1, '231': 2, '232': 1, '233': 1, '1199': 1, '1198': 5, '93363': 1, '2340': 1, '1059': 2, '1193': 2, '562': 1, '1194': 1, '1197': 7, '1196': 6, '1': 4, '1694': 1, '1690': 2, '1754': 2, '1753': 1, '1752': 1, '2403': 1, '1278': 2, '1176': 1, '144': 1, '145': 1, '1173': 1, '1172': 1, '1171': 1, '141': 3, '1270': 4, '1271': 1, '610': 3, '616': 2, '1275': 1, '1276': 2, '149': 1, '2360': 1, '1484': 1, '1889': 1, '2678': 1, '1887': 1, '1884': 1, '1883': 1, '1882': 1, '914': 2, '1285': 2, '97938': 1, '1287': 3, '2125': 1, '2124': 2, '1283': 1, '1282': 1, '2080': 1, '2081': 2, '2086': 1, '1288': 3, '2085': 1, '2539': 3, '1476': 1, '2060': 1, '45': 1, '1573': 1, '8644': 1, '1479': 1, '6037': 1, '680': 1, '534': 2, '6155': 1, '1304': 1, '2713': 1, '5171': 1, '1307': 4, '2716': 5, '2717': 1, '1302': 3, '1303': 1, '2396': 2, '2718': 1, '2657': 2, '4262': 2, '916': 1, '2348': 1, '549': 1, '494': 1, '4225': 1, '4226': 2, '497': 2, '3418': 1, '5075': 1, '25': 1, '26': 1, '1831': 1, '3799': 1, '21': 2, '35836': 1, '4383': 1, '3794': 2, '4381': 1, '4380': 1, '3791': 1, '4386': 1, '3793': 2, '5620': 1, '1371': 3, '1370': 1, '405': 1, '1372': 2, '1375': 1, '1374': 3, '1377': 2, '1376': 2, '1378': 1, '931': 1, '2011': 1, '2010': 1, '2409': 1, '34162': 2, '788': 2, '3831': 1, '1028': 2, '5388': 1, '1344': 1, '5995': 2, '1954': 2, '4033': 1, '1956': 1, '5991': 1, '4034': 2, '1953': 3, '1952': 1, '457': 3, '48516': 1, '6711': 1, '8873': 1, '3566': 1, '8874': 2, '3243': 1, '2502': 4, '3569': 1, '3246': 1, '3841': 1, '2997': 2, '3844': 1, '44': 1, '371': 2, '370': 2, '373': 1, '372': 2, '4489': 1, '377': 5, '2903': 1, '4310': 2, '911': 1, '708': 2, '1391': 1, '2905': 1, '1280': 1, '2908': 2, '3915': 1, '4878': 2, '1483': 1, '2710': 1, '3150': 1, '33794': 1, '82': 1, '3307': 1, '5669': 5, '3300': 2, '3301': 1, '910': 2, '5319': 1, '1717': 1, '6299': 1, '5254': 1, '5313': 1, '77455': 1, '1719': 2, '2302': 3, '4720': 1, '4723': 1, '5968': 1, '1653': 1, '1290': 1, '1272': 1, '913': 2, '2288': 1, '2289': 2, '585': 1, '3747': 1, '2282': 1, '3745': 1, '3742': 1, '1136': 3, '30707': 1, '589': 5, '3152': 1, '247': 2, '4623': 1, '3157': 2, '1179': 1, '4975': 2, '3210': 2, '1178': 1, '248': 1, '4546': 1, '6874': 1, '3390': 1, '3019': 2, '2273': 3, '2579': 1, '1663': 2, '3010': 1, '2575': 1, '2572': 2, '2278': 2, '2571': 6, '2378': 1, '1639': 3, '2841': 4, '2795': 2, '515': 2, '2371': 2, '2594': 1, '3948': 3, '2596': 1, '6287': 1, '1223': 2, '1222': 2, '1221': 2, '1220': 5, '2455': 2, '2454': 1, '1342': 1, '628': 2, '454': 2, '2599': 1, '1228': 1, '1876': 3, '5662': 1, '318': 7, '176': 1, '175': 1, '4344': 1, '173': 2, '172': 1, '170': 1, '4731': 1, '288': 1, '2881': 2, '2054': 2, '222': 1, '2058': 1, '5541': 1, '1500': 2, '3707': 1, '1502': 1, '1503': 1, '180': 1, '2': 1, '186': 1, '185': 3, '2110': 1, '3089': 1, '2114': 1, '2115': 2, '6365': 1, '3082': 1, '8376': 1, '3879': 1, '4322': 1, '96861': 1, '2624': 1, '1284': 1, '3871': 1, '1265': 4, '3873': 1, '1918': 3, '1148': 2, '5893': 1, '193': 1, '1281': 1, '3285': 1, '81834': 1, '1914': 1, '1917': 2, '48385': 1, '3885': 1, '2143': 1, '33166': 2, '3886': 1, '3448': 1, '17': 3, '16': 1, '19': 1, '3081': 1, '2126': 1, '225': 2, '866': 2, '2025': 1, '1923': 3, '2020': 2, '3083': 1, '2699': 2, '2023': 1, '2694': 2, '2028': 4, '2692': 2, '6218': 2, '3780': 1, '4823': 1, '3114': 5, '2303': 1, '2014': 1, '1289': 1, '3147': 3, '2001': 1, '1079': 3, '2087': 1, '307': 1, '1225': 4, '4014': 2, '5218': 1, '5219': 1, '4167': 1, '2827': 1, '1968': 3, '4161': 1, '356': 8, '1964': 1, '1617': 2, '1615': 1, '4005': 1, '1962': 1, '4168': 1, '322': 1, '5809': 1, '51084': 1, '58295': 1, '3977': 1, '3979': 1, '3988': 2, '4321': 2, '329': 3, '2628': 4, '1073': 3, '2872': 1, '2871': 1, '2877': 1, '5957': 1, '207': 1, '208': 2, '3623': 2, '78499': 1, '5416': 1, '4995': 3, '3626': 1, '3354': 1, '3477': 1, '4144': 1, '70': 2, '2973': 1, '2598': 1, '2976': 1, '3358': 1, '3578': 2, '5363': 1, '5449': 1, '800': 1, '2334': 1, '5364': 1, '3527': 1, '2231': 1, '2232': 1, '4718': 3, '4719': 1, '5445': 2, '5444': 1, '1680': 2, '1682': 3, '1687': 1, '1361': 1, '1689': 1, '96079': 1, '804': 1, '3577': 1, '7143': 1, '2959': 4, '4302': 1, '3717': 1, '1147': 1, '3499': 1, '1131': 1, '1262': 1, '665': 1, '1260': 1, '1267': 1, '2659': 1, '8622': 2, '5419': 1, '2094': 1, '5170': 1, '2091': 1, '5508': 1, '3286': 1, '5507': 1, '5504': 1, '5502': 1, '3504': 1, '5500': 1, '8784': 2, '1546': 1, '3128': 1, '4621': 1, '4666': 1, '6003': 1, '4679': 1, '1541': 1, '1343': 1, '1297': 1, '4675': 1, '4902': 1, '2529': 2, '2528': 2, '4903': 1, '543': 2, '540': 1, '2269': 1, '2248': 2, '2249': 1, '2174': 3, '1464': 1, '1466': 1, '2243': 1, '4007': 1, '994': 1, '2467': 2, '2709': 1, '230': 1, '10': 4, '4881': 1, '2707': 1, '2706': 2, '2701': 1, '2700': 1, '4886': 3, '2702': 2, '3265': 2, '123': 1, '125': 1, '4239': 1, '4238': 1, '3409': 1, '3408': 3, '4235': 1, '8533': 1, '4232': 1, '14': 1, '4011': 2, '5618': 1, '4873': 1, '5477': 1, '2460': 1, '7438': 1, '1827': 1, '3882': 1, '5617': 1, '529': 1, '2410': 1, '2413': 1, '2144': 1, '1388': 1, '4979': 1, '2141': 1, '2140': 3, '4974': 1, '1385': 1, '922': 1, '2791': 3, '1380': 3, '2797': 3, '926': 1, '4973': 2, '3827': 2, '3826': 1, '319': 1, '33493': 1, '3823': 1, '1029': 1, '3943': 1, '317': 2, '316': 2, '3829': 1, '314': 1, '1921': 1, '3275': 1, '3272': 1, '3273': 1, '3040': 1, '1339': 2, '223': 2, '2447': 1, '832': 1, '3476': 1, '5071': 1, '836': 1, '3471': 1, '4343': 1, '7361': 4, '4121': 1, '3571': 1, '784': 1, '737': 2, '3044': 1, '2344': 1, '3': 1, '5074': 1, '91500': 1, '2762': 7, '367': 5, '364': 5, '4223': 1, '362': 1, '441': 1, '2668': 1, '2021': 1, '5008': 1, '785': 2, '1777': 3, '380': 3, '3318': 1, '382': 2, '923': 2, '95': 1, '1836': 1, '3783': 1, '3317': 1, '3316': 1, '1645': 1, '1644': 1, '4734': 1, '4018': 2, '5463': 1, '4052': 1, '1729': 1, '1396': 2, '2324': 2, '1722': 1, '1721': 5, '5872': 1, '924': 2, '215': 1, '5878': 1, '2759': 1, '2329': 2, '1732': 2, '3617': 1, '3751': 3, '81158': 1, '3753': 1, '3752': 1, '3755': 1, '4056': 1, '2294': 4, '3005': 2, '3004': 1, '3007': 1, '2193': 2, '2194': 3, '3000': 1, '3168': 1, '3169': 1, '252': 1, '253': 3, '4639': 1, '4638': 1, '3008': 1, '3160': 1, '4372': 1, '1408': 2, '6327': 1, '1423': 1, '88125': 1, '7090': 1, '2407': 1, '2560': 1, '1580': 3, '7153': 3, '3361': 1, '3362': 1, '88129': 1, '733': 2, '2405': 1, '735': 1, '5481': 1, '64614': 1, '736': 4, '1032': 2, '2150': 2, '1030': 1, '1031': 1, '1036': 4, '500': 4, '2018': 2, '2428': 1, '6271': 1, '4271': 1, '1358': 5, '468': 1, '1214': 2, '2580': 1, '1353': 1, '464': 1, '1218': 1, '1219': 3, '2424': 2, '786': 2, '1200': 3, '1860': 1, '4378': 1, '1862': 1, '168': 1, '169': 1, '5553': 1, '4447': 2, '80489': 1, '780': 2, '4370': 1, '586': 3, '161': 2, '162': 1, '163': 1, '3863': 2, '282': 1, '3770': 1, '1177': 1, '5418': 1, '3683': 1, '6296': 1, '3639': 1, '2890': 3, '50068': 1, '5577': 1, '2109': 1, '2108': 2, '6059': 1, '1100': 1, '1101': 2, '2102': 1, '587': 3, '2100': 3, '1459': 1, '1513': 1, '2513': 1, '2734': 1, '1094': 1, '3869': 1, '3868': 1, '5110': 1, '5298': 1, '5299': 2, '5296': 1, '1649': 1, '3861': 2, '919': 4, '5293': 1, '3865': 1, '5291': 1, '5528': 1, '1097': 3, '3535': 1, '3534': 1, '3536': 1, '3538': 1, '4678': 1, '5459': 1, '4993': 3, '1816': 1, '4055': 1, '1810': 1, '3129': 1, '5391': 1, '1183': 1, '1387': 4, '112': 3, '4958': 1, '4369': 1, '1208': 2, '3185': 1, '91548': 1, '2034': 1, '4848': 1, '3181': 1, '3182': 1, '2005': 2, '4844': 1, '466': 1, '3825': 2, '2038': 1, '3916': 1, '2064': 2, '647': 1, '3911': 1, '3910': 1, '3949': 2, '899': 1, '1834': 1, '410': 2, '5458': 1, '1248': 1, '2803': 1, '2167': 1, '1805': 2, '1608': 1, '4019': 2, '6373': 2, '6281': 1, '4030': 1, '3225': 1, '1393': 3, '4158': 1, '4010': 1, '4017': 1, '4015': 1, '3396': 1, '357': 4, '1616': 1, '355': 3, '353': 1, '3989': 1, '7502': 1, '350': 1, '3984': 1, '802': 1, '3986': 2, '3987': 1, '1263': 2, '3981': 1, '805': 1, '3983': 1, '216': 1, '2617': 1, '214': 1, '1967': 1, '4037': 1, '5064': 1, '762': 1, '158': 1, '4036': 1, '1784': 3, '2968': 2, '2840': 2, '1961': 5, '3320': 1, '920': 1, '3324': 1, '4006': 2, '6879': 1, '3328': 1, '339': 2, '1611': 1, '1033': 1, '5478': 1, '6870': 1, '6283': 1, '2321': 1, '1084': 1, '5378': 2, '4701': 1, '4700': 1, '1077': 1, '5377': 1, '1779': 1, '5279': 1, '27369': 1, '289': 1, '5903': 1, '608': 3, '1674': 2, '1676': 1, '5909': 1, '2291': 2, '1673': 1, '3489': 1, '1095': 1, '5066': 1, '3763': 1, '1092': 1, '1093': 1, '674': 1, '8636': 3, '1912': 1, '40583': 1, '3484': 1, '673': 1, '3134': 1, '261': 1, '260': 4, '267': 1, '266': 1, '265': 2, '5902': 1, '2000': 2, '1334': 2, '574': 1, '5515': 1, '1562': 1, '60': 1, '1552': 2, '2012': 1, '3039': 2, '1215': 2, '6016': 1, '4642': 1, '2490': 2, '1556': 1, '3030': 1, '62': 2, '3033': 1, '537': 1, '3034': 1, '2394': 1, '2395': 1, '2501': 2, '2259': 1, '4643': 1, '3735': 1, '1411': 1, '1295': 1, '5060': 1, '538': 1, '164': 1, '1320': 1, '5013': 1, '5015': 1, '2770': 4, '1589': 1, '4890': 1, '22': 1, '4896': 2, '50': 5, '2724': 1, '111': 2, '110': 6, '4901': 1, '1047': 1, '52': 2, '1080': 1, '5135': 1, '1027': 2, '1858': 1, '2712': 1, '5568': 1, '40819': 2, '2720': 1, '3618': 1, '2788': 1, '4082': 1, '4410': 1, '429': 1, '1257': 1, '1254': 1, '1527': 1, '1252': 1, '2804': 3, '1250': 2, '1251': 1, '106487': 1, '2072': 1, '1394': 2, '4963': 3, '1529': 1, '1258': 3, '912': 1, '308': 1, '2605': 1, '153': 3, '2600': 1, '531': 1, '3543': 1, '300': 2, '3952': 1, '4270': 1, '2391': 2, '3956': 1, '306': 1, '778': 3, '3261': 1, '1035': 2, '3263': 1, '3262': 1, '5128': 1, '246': 1, '3266': 1, '2076': 1, '5120': 1, '5630': 2, '1955': 1, '4299': 1, '3462': 1, '3461': 1, '1747': 2, '69757': 1, '4888': 1, '3505': 1, '2671': 1, '539': 3, '2406': 3, '160': 1, '3435': 1, '1209': 1, '1610': 1, '4448': 2, '5010': 1, '2902': 1, '44004': 1, '2925': 1, '663': 1, '2926': 1, '81562': 1, '724': 2, '1584': 2, '5339': 1, '2907': 1, '80906': 1, '5220': 1, '1517': 1, '5945': 1, '4066': 1, '1635': 1, '3052': 2, '3474': 1, '1735': 1, '3219': 1, '431': 2, '4388': 1, '4351': 1, '480': 5, '3113': 1, '750': 1, '2369': 1, '6942': 1, '4210': 1, '661': 1, '6': 1, 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'1206': 2, '3598': 1, '2729': 1, '1356': 2, '4367': 1, '535': 1, '2551': 1, '485': 2, '5026': 1, '483': 1, '481': 1, '4728': 1, '1807': 1, '509': 2, '3429': 1, '3786': 1, '3787': 1, '2105': 3, '3481': 1, '3788': 1, '803': 1, '3798': 2, '2722': 1, '3424': 1, '2002': 1, '2003': 2, '2019': 2, '471': 1, '4992': 1, '6331': 1, '474': 2, '6333': 1, '3728': 1, '2423': 1, '1217': 1, '126': 1, '4727': 1, '2995': 1}\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "print DegreeItem" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "# 计算二部图权重矩阵" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 65, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stderr", | |
| "output_type": "stream", | |
| "text": [ | |
| "100%|██████████| 1330/1330 [00:10<00:00, 122.76it/s]\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "def calculateW_molecular(x,y):\n", | |
| " \"\"\"\n", | |
| " x,y均表示电影，此处计算\n", | |
| " \"\"\"\n", | |
| " result=0\n", | |
| " for user in all_users:\n", | |
| " # 判断x movie中是否存在用户的评分\n", | |
| " if user not in item_user_matrix[x]:\n", | |
| " p=0\n", | |
| " else:\n", | |
| " p=item_user_matrix[x][user]\n", | |
| " if user not in item_user_matrix[y]:\n", | |
| " q=0\n", | |
| " else:\n", | |
| " q=item_user_matrix[y][user] \n", | |
| " \n", | |
| " result+=(p+q)*1.0/DegreeUser[user]\n", | |
| " return result\n", | |
| "#初始化电影与电影的全总矩阵，初始值都是0\n", | |
| "item_item_w=defaultdict(dict)\n", | |
| "\n", | |
| "all_movies=item_user_matrix.keys()\n", | |
| "all_users=readAdjacentMatrix.keys()\n", | |
| "for x in all_movies:\n", | |
| " for y in all_movies:\n", | |
| " item_item_w[x][y]=0.0\n", | |
| "#迭代更新权重矩阵\n", | |
| "for x in tqdm(all_movies): \n", | |
| " for y in all_movies:\n", | |
| " item_item_w[x][y]=calculateW_molecular(x,y)/DegreeItem[y]\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 66, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "{'2581': 0.0290528233151184,\n", | |
| " '4446': 0.0290528233151184,\n", | |
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| " '4025': 0.019526411657559202,\n", | |
| " '4022': 0.019526411657559202,\n", | |
| " '4023': 0.0290528233151184,\n", | |
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| " '410': 0.0230741793409915,\n", | |
| " '5458': 0.0290528233151184,\n", | |
| " '1248': 0.0290528233151184,\n", | |
| " '2803': 0.0290528233151184,\n", | |
| " '2167': 0.0290528233151184,\n", | |
| " '1805': 0.016977392049716062,\n", | |
| " '1608': 0.0290528233151184,\n", | |
| " '4019': 0.018836756485145406,\n", | |
| " '6373': 0.019526411657559202,\n", | |
| " '6281': 0.0290528233151184,\n", | |
| " '4030': 0.0290528233151184,\n", | |
| " '3225': 0.0290528233151184,\n", | |
| " '1393': 0.01589117099009694,\n", | |
| " '4158': 0.0290528233151184,\n", | |
| " '4010': 0.0290528233151184,\n", | |
| " '4017': 0.0290528233151184,\n", | |
| " '4015': 0.0290528233151184,\n", | |
| " '3396': 0.046956427689129054,\n", | |
| " '357': 0.014619078799977647,\n", | |
| " '1616': 0.0290528233151184,\n", | |
| " '355': 0.02000810093866989,\n", | |
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| " '3989': 0.0290528233151184,\n", | |
| " '7502': 0.046956427689129054,\n", | |
| " '350': 0.041246397897669276,\n", | |
| " '3984': 0.0290528233151184,\n", | |
| " '802': 0.0290528233151184,\n", | |
| " '3986': 0.0395264116575592,\n", | |
| " '3987': 0.0290528233151184,\n", | |
| " '1263': 0.0395264116575592,\n", | |
| " '3981': 0.0290528233151184,\n", | |
| " '805': 0.03670919281599959,\n", | |
| " '3983': 0.0290528233151184,\n", | |
| " '216': 0.0290528233151184,\n", | |
| " '2617': 0.0290528233151184,\n", | |
| " '214': 0.0290528233151184,\n", | |
| " '1967': 0.0329904639451409,\n", | |
| " '4037': 0.0290528233151184,\n", | |
| " ...}" | |
| ] | |
| }, | |
| "execution_count": 66, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "item_item_w['2268']" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "# 统计用户没有评价的商品列表" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 67, | |
| "metadata": { | |
| "collapsed": true | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "User_unrate_movie=defaultdict(list)\n", | |
| "for user in all_users:\n", | |
| " for movie in all_movies:\n", | |
| " if movie not in readAdjacentMatrix[user]:\n", | |
| " User_unrate_movie[user].append(movie)\n", | |
| " " | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "# 计算用户没有评价商品的评分" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 68, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stderr", | |
| "output_type": "stream", | |
| "text": [ | |
| "100%|██████████| 15/15 [00:03<00:00, 3.78it/s]\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "def calculateScore(user,item):\n", | |
| " \"\"\"\n", | |
| " 计算评分\n", | |
| " \"\"\"\n", | |
| " score=0\n", | |
| " for movie in all_movies:\n", | |
| " if movie==item:\n", | |
| " continue\n", | |
| " #判断当前的user是否在电影的观看者中，存在则计算对应的分数\n", | |
| " if user in item_user_matrix[movie]:\n", | |
| " score+=item_item_w[movie][item]*item_user_matrix[movie][user]\n", | |
| " \n", | |
| " return score\n", | |
| "\n", | |
| "\n", | |
| "User_unrate_movie_score=defaultdict(dict)\n", | |
| "\n", | |
| "#循环遍历所有的用户，为每个用户的未评分商品进行打分预测\n", | |
| "for user in tqdm(all_users):\n", | |
| " for unrate_movie in User_unrate_movie[user]:\n", | |
| " \n", | |
| " User_unrate_movie_score[user][unrate_movie]=calculateScore(user,unrate_movie)\n", | |
| " \n", | |
| "\n", | |
| " \n", | |
| " \n", | |
| " " | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 69, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "{'2581': 1.1434441327450007,\n", | |
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| " '339': 0.7033010137409216,\n", | |
| " ...}" | |
| ] | |
| }, | |
| "execution_count": 69, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "User_unrate_movie_score['1']" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "# 排序\n", | |
| "计算出所有的用户未观看电影的喜欢程度降序选取topN作为推荐结果输出" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 73, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "result=defaultdict(list)\n", | |
| "for dd in User_unrate_movie_score:\n", | |
| " sortlist=sorted(User_unrate_movie_score[dd].items(),key=lambda x :x[1],reverse=True)\n", | |
| " for x in sortlist[:5]:\n", | |
| " result[dd].append(x[0])\n", | |
| " " | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 74, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "defaultdict(list,\n", | |
| " {'1': ['2861', '3354', '2038', '2394', '2724'],\n", | |
| " '10': ['1061', '2861', '1172', '3354', '1343'],\n", | |
| " '11': ['1061', '2861', '1172', '3354', '1343'],\n", | |
| " '12': ['1061', '2861', '1172', '3354', '1343'],\n", | |
| " '13': ['1061', '2861', '1172', '3354', '1343'],\n", | |
| " '14': ['1061', '1172', '1343', '1029', '79132'],\n", | |
| " '15': ['1343', '1061', '2394', '1029', '2720'],\n", | |
| " '2': ['1061', '2861', '1172', '3354', '1343'],\n", | |
| " '3': ['1061', '2861', '1172', '3354', '1343'],\n", | |
| " '4': ['1061', '2861', '1172', '3354', '1343'],\n", | |
| " '5': ['1061', '2861', '1172', '1343', '3354'],\n", | |
| " '6': ['1061', '2861', '1172', '3354', '1343'],\n", | |
| " '7': ['1061', '2861', '1172', '3354', '1343'],\n", | |
| " '8': ['1061', '2861', '1172', '1343', '3354'],\n", | |
| " '9': ['1061', '2861', '1172', '3354', '1343']})" | |
| ] | |
| }, | |
| "execution_count": 74, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "result" | |
| ] | |
| } | |
| ], | |
| "metadata": { | |
| "kernelspec": { | |
| "display_name": "Python 2", | |
| "language": "python", | |
| "name": "python2" | |
| }, | |
| "language_info": { | |
| "codemirror_mode": { | |
| "name": "ipython", | |
| "version": 2 | |
| }, | |
| "file_extension": ".py", | |
| "mimetype": "text/x-python", | |
| "name": "python", | |
| "nbconvert_exporter": "python", | |
| "pygments_lexer": "ipython2", | |
| "version": "2.7.13" | |
| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 2 | |
| } |
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