pytorch_rate_beer_clustering.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "source": [
    "# Using the Embeddings for Customer Clustering\n",
    "This is the second stage of creating a customer cluster, for the first notebook see `pykeen_rate_beer.ipynb`."
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "outputs": [],
   "source": [
    "from pykeen.pipeline import PipelineResult\n",
    "from pykeen.models import TransE\n",
    "from pykeen.triples import TriplesFactory\n",
    "from pykeen.constants import PYKEEN_CHECKPOINTS\n",
    "from pykeen.pipeline.plot_utils import plot_er\n",
    "\n",
    "import torch\n",
    "from clustering.rate_beer_loader import RateBeerLoader"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Load the model and data\n",
    "In our previous notebook we trained and saved the knowledge graph embedding as well as the triples factory both of which we will reload here."
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "outputs": [],
   "source": [
    "model = torch.load(\"transe_trained/trained_model.pkl\")"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/sora4222/anaconda3/envs/unsupervised/lib/python3.10/site-packages/pykeen/triples/triples_factory.py:1083: DtypeWarning: Columns (1) have mixed types. Specify dtype option on import or set low_memory=False.\n",
      "  df = pd.read_csv(\n"
     ]
    },
    {
     "data": {
      "text/plain": "33384705"
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "triples_factory = TriplesFactory.from_path_binary(\"transe_trained/training_triples\")\n",
    "triples_factory.num_triples"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "outputs": [
    {
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     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "triples_factory.entity_to_id"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "Above we see the id map that the triples factory has for the entity's. These are not the embeddings though the embeddings are vectors.\n",
    "To get the embeddings Pykeen stores them within a list for the models.\n",
    "As a `TransE` model only has a single embedding for an entity or relationship the embeddings need to be extracted as the first element in a list.\n",
    "This is different to other models which can have multiple embeddings for a single entity.\n",
    "When the embeddings ob"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "outputs": [],
   "source": [
    "entity_embeddings = model.entity_representations[0]"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "outputs": [
    {
     "data": {
      "text/plain": "['jarikumpul',\n 'Gramoit',\n 'dsean',\n 'Chubbard99',\n 'drmatt',\n 'nkwarrior',\n 'tugeagon',\n 'cengizsen',\n 'Avengedpoet',\n 'jarspag',\n 'LabattBlue1977',\n 'nearbeer',\n 'Puffy',\n 'mcox90',\n '13allison',\n 'nsa144',\n 'DRi',\n 'Brewmaster1',\n 'droepke99',\n 'polkadot80',\n 'sjge01',\n 'soulgrowl',\n 'theyshookhands',\n 'brewbeast',\n 'chestbuster99',\n 'M_Jager',\n 'Hogspit',\n 'samuelsmithman',\n 'BeerBrain',\n 'kettlekorn',\n 'engmaher1',\n 'westasleep',\n 'brian1233',\n 'westexans',\n 'brewtopian',\n 'mitch3499',\n 'Boris2',\n 'Demise',\n 'Jarmby',\n 'mark_booth',\n 'bobjbkln',\n 'zer0514',\n 'biggmike',\n 'thelordthygod',\n 'UMNBeerhunter',\n 'dhlesq',\n 'gregmsu99',\n '1Adam12',\n 'ElCommodoro',\n 'rockstar3319',\n 'Saaz',\n 'eric_victor',\n 'calcampbell99',\n 'cheme24',\n 'k9coug',\n 'Hudspart',\n 'Chipper',\n 'nflmvp',\n 'fratmonkey',\n 'dkarp',\n 'beerguy123',\n 'SavMan',\n 'NYMojoMan',\n 'annahawk',\n 'bla15',\n 'tipsytoad',\n 'stulindbrew',\n 'cexshun',\n 'HopsformyHips',\n 'bittermestupid',\n 'hillfiiiiire',\n 'Naven',\n 'Myklanjlo',\n 'lbecker',\n 'wmcpa',\n 'cmonster',\n 'evergreen0199',\n 'NachlamSie',\n 'Lithp',\n 'DwArK',\n 'cilezile',\n 'bushchr1',\n 'DougBassett99',\n 'beas',\n 'Archimedes99',\n 'GreenDean35',\n 'Yeggo',\n 'Christhedrunk99',\n 'ColoradoBobs',\n 'Vato',\n 'SteveChicago',\n 'BruderMichael',\n 'MTP',\n 'Hazeman',\n 'bps0329',\n 'volare26',\n 'Rukasu',\n 'drooge99',\n 'Sbam1',\n 'guzzler',\n 'Neo8500',\n 'lvdh',\n 'gulf690',\n 'dtcb',\n 'bmhops',\n 'Rcr84',\n 'CentennialMan',\n 'ZackTsc',\n 'Statman',\n 'alvy923',\n 'labattblue1974',\n 'gondorspit',\n 'Felonu',\n 'GullSlayer',\n 'funk44',\n 'paradigm',\n 'bsull12',\n 'RobT',\n 'jmorrissey7',\n 'josefiak',\n 'siricino',\n 'ebowman123',\n 'skaera75b',\n 'BurgelB',\n 'dreambrother',\n 'javathehop',\n 'sliplever',\n 'RIS101',\n 'ngleason',\n 'PaskaVelho',\n 'lil-dabz99',\n 'JamesMulvenon',\n 'mholeva',\n 'Jones_Radiator',\n 'ahsaul',\n 'stas1023nj',\n 'terrapin44',\n 'jpman105',\n 'ESATIKKFAN',\n 'BarryBadranath',\n 'Bedfellow',\n 'bwkrieger',\n 'NeroFiddled',\n 'Saeba',\n 'nimbleprop',\n 'dpointer74',\n 'Monkeypower',\n 'socaltay',\n 'voegeli',\n 'BeerloverEJ21',\n 'stoutmark1',\n 'mitch1261',\n 'SirLimpsalot',\n 'HLGIV',\n 'beerman08',\n 'jerryc123',\n 'Moarecords99',\n 'drugsbunny',\n 'gumbywayne',\n 'Jeanbxl',\n 'JamesCory',\n 'Zbong',\n 'DrewMaster',\n 'djackson3311599',\n 'lambiclover',\n 'Darth Maul99',\n 'Fin',\n 'devience',\n 'mkunz',\n 'CzechBrew',\n 'nigredo',\n 'nismoawan',\n 'Sauceboss',\n 'iwc046',\n 'CJMunchel',\n 'SirQuaffalot',\n 'Deathshead',\n 'toffsbury',\n 'pitboss743',\n 'starflyer59',\n 'washoppinin',\n 'dimenhetfield',\n 'biggiecolorado',\n 'dudeabides63',\n 'Riptide0',\n 'JAF737300',\n 'mickeykaline',\n 'cbkschubert',\n 'sieglerb',\n 'campy1',\n 'hoffa1',\n 'wiganstar',\n 'reedcd2',\n 'rockydog',\n 'dk99',\n 'ChrisG',\n 'DownsouthGav',\n 'DonKi11uminati',\n 'NODAK1979',\n 'Crixus',\n 'pinballpete',\n 'gagaforhops',\n 'fermental',\n 'm4nm4ch1ne',\n 'YeastBeast',\n 'DrRodis',\n 'tonka99',\n 'jmglov',\n 'tomdubbin',\n 'cyanescens',\n 'Volgon',\n 'coachfromme',\n 'tonypetrey99',\n 'DalzAle',\n 'duff',\n 'Tulle',\n 'rater1',\n 'Magni',\n 'jstrott',\n 'jkane',\n 'biff',\n 'katerade',\n 'japeke',\n 'Gunn',\n 'Terrigar',\n 'jorossian',\n 'xdream',\n 'grigoriuri',\n 'DasGrau',\n 'PetetheMeat',\n 'SimonB',\n 'jess_scott15',\n 'robbyf',\n 'peyote99',\n 'jukesk9',\n 'mkofron',\n 'Rynoplasty',\n 'aftermaths10',\n 'HighGateGuy95',\n 'SaintD',\n 'microdyke',\n 'BelgiskOlklub',\n 'charliehemlock',\n 'loginimpaired99',\n 'Absorb',\n 'lars_jkh',\n 'chaz2171',\n 'wedge226',\n 'leefy',\n 'artvandalay',\n 'pkdmbrown',\n 'cumrag',\n 'Mike191',\n 'brendanos',\n 'Spanner',\n 'R6master',\n 'Dolphy',\n 'Slopoke',\n 'Sanchex',\n 'alexlrar',\n 'asuhdds',\n 'jgentgesdo',\n 'Balthi',\n 'shalloWMeans',\n 'djordan99',\n 'epf33',\n 'Dogbrick',\n 'rustan',\n 'beerguyB',\n 'ethanol',\n 'king1679',\n 'weisinator',\n 'kingalbertstl',\n 'gluhwein',\n 'RedShoes',\n 'Pitmonkey',\n 'dwasnickpt',\n 'venturebrewer',\n 'mobilecow',\n 'jdaylett',\n 'WallyWalrus',\n 'lowry99',\n 'wetherel',\n 'monster',\n 'chick1nr',\n 'lasonovich',\n 'mcart034',\n 'onewhobikes',\n 'TypicalScarfie',\n 'cazort',\n 'sneal001',\n 'BobbyAnalog',\n 'BigDrunkOafski99',\n 'Cheeds13',\n 'joshuah99',\n 'Axebr709',\n 'bgreene',\n 'Evilchivo',\n 'BastionShaw',\n 'Pyrotek',\n 'ryankinbk',\n 'eslight',\n 'SacSirPlato',\n 'EhdeeC99',\n 'Hicks76',\n 'labattblueleaf',\n 'chwilliams',\n 'sjolles85',\n 'leadferret',\n 'karst',\n 'Tubbfan',\n 'properhops',\n 'TinyClanger',\n 'Dipso123',\n 'Haslinger',\n 'chaz01',\n 'slacktart',\n 'ccreel67',\n 'Iheartbeer',\n 'DeputyAndy',\n 'ewdrye',\n 'FeelingHoppy',\n 'hrgriffey',\n 'Tcufrog',\n 'SimonLarsen',\n 'Skvader',\n 'mkuderka',\n 'bobsand',\n 'JohnyontheSpot',\n 'cnewport99',\n 'Barnabus',\n 'Neurotek',\n 'conradbain99',\n 'ProfSlunderbus',\n 'iswain1914',\n 'Lester',\n 'molarade',\n 'Mechtly',\n 'gigfy73',\n 'DorridgeDad',\n 'jessoj',\n 'gilly87',\n 'Qslugs',\n 'yrstruly',\n 'steve88899',\n 'bombtrack99',\n 'Discofish',\n 'IvanLauridsen',\n 'sigaro64',\n 'skeils',\n 'jmusial99',\n 'bbp182',\n 'ziglovesbeer',\n 'darkguardian',\n 'GTown',\n 'OldRuffian',\n 'Skovhugger37',\n 'koopdebeer',\n 'edognight',\n 'vulgarparasite',\n 'cascade',\n 'matt20102',\n 'norlem',\n 'fc3lilley99',\n 'SCP',\n 'brewbird',\n 'AleMasterC',\n 'jturmel12',\n 'bortzilla',\n 'swanvally666',\n 'ndow',\n 'FC�logVand',\n 'ontario102',\n 'Winedude',\n 'danofalltrades',\n 'mvittone',\n 'stefanberggren',\n 'mercedesbevi',\n 'judge',\n 'iloveschlitz',\n 'Millsy',\n 'MichaelJackson',\n 'capricho4',\n 'danrc3',\n 'milljame99',\n 'noynek',\n 'kforsy',\n 'smathias',\n 'Sonia',\n 'AleHopps',\n 'TraumaTheDiva',\n 'jd_mitchell',\n 'krandy',\n 'Gimcrack',\n 'teorn88',\n 'Chrism86',\n 'Nubes',\n 'performula',\n 'Tyrone',\n 'MADpalace',\n 'John.Horton99',\n 'fibus',\n 'freek',\n 'heroincredible',\n 'yingman',\n 'lonetrucker',\n 'aquirin',\n 'AndersWarncke99',\n 'tlcookie',\n 'cbooth',\n 'maeib',\n 'downender',\n 'Tomix',\n 'Mantlesorrow',\n 'magnesium',\n 'princess85',\n 'BeerBellyOSU',\n 'edwardbass',\n 'ChazyRPh',\n 'psicodrummer',\n 'Gpack4099',\n 'antoga2000',\n 'JoeM500',\n 'urge13',\n 'thebullet',\n 'msonnenberg',\n 'KornDogg',\n 'tcu93',\n 'fodesouare',\n 'Minamizawa',\n 'godmanu',\n 'russnug',\n 'didier',\n 'TEJA',\n 'beerandIT',\n 'NZBeerBlog',\n 'ejono',\n 'gotbeach',\n 'jedwards',\n 'JohnCoyne',\n 'mallen386',\n 'md45xo',\n 'Belushi',\n 'satan165',\n 'Odalman',\n 'abc2248',\n 'JaPe',\n 'ptelg',\n 'janalovesbeer',\n 'Jessop',\n 'LuckySmarms99',\n 'theadmiral',\n 'beerbaby99',\n 'ibrew2',\n 'tex007',\n 'HansBubble',\n 'Stormfaery',\n 'underpanteel',\n 'TheKeg',\n 'ruibittencourt',\n 'MarkW',\n 'young',\n 'Nariman Dastur99',\n 'jkeller',\n 'smoorenc',\n 'cornhusker01',\n 'freakytoe13',\n 'deedub',\n 'deeVA',\n 'AlphaOmega',\n 'bigheat42',\n 'belgianHead99',\n 'ZeusMann99',\n 'leonotis',\n 'Jimmyboy30',\n 'WizardLord69',\n 'rednef3',\n 'Miamedic',\n 'MiamiMama88',\n 'squail',\n 'Imperial-John',\n 'mkade8883',\n 'Merrill',\n 'wilarr',\n 'dasMario',\n 'slavnikus',\n 'Hopbastard88',\n 'Beirater',\n 'Belgiumbill',\n 'JoeCoon',\n 'runonbeer',\n 'FineChina1023',\n 'vtbeerman',\n 'cousse99',\n 'Juelze',\n 'UCDBREWIN',\n 'tbonetke',\n 'biles1234',\n 'ipwnyou',\n 'seke',\n 'anderson',\n 'Lisbeth',\n 'pivar',\n 'SgtBeeRad',\n 'godofsky',\n 'Simeon',\n 'rockchalk2',\n 'frylock',\n 'zappafan99',\n 'MSUBeerGeek',\n 'lithian',\n 'zepher70',\n 'heybwebo',\n 'jimthechap',\n 'HOOTER',\n 'bazanimal',\n 'mekaneck',\n 'StephenWade',\n 'CIPS514',\n 'asmundgo',\n 'OaklandBrewer',\n 'smithn2283',\n 'wakeboy82',\n 'cwcollins',\n 'SonOfBrom',\n 'meisterdude',\n 'MinetoKuroda',\n 'Honchoman',\n 'webheadjessie',\n 'marioc3',\n 'Giannidegryse',\n 'BostonFox',\n 'hoppinionated',\n 'Jado',\n 'Haack',\n 'felixw',\n 'jha',\n 'tnkw01',\n 'TearsforBeers',\n 'AlephNull3',\n 'tai4ji2x',\n 'captnfun',\n 'mhassing99',\n 'milythael',\n 'Barley69',\n 'd0b',\n 'suburbanite',\n 'Stip',\n 'BeerSnob307',\n 'bbehrmann',\n 'Beermenow1960',\n 'AppVin',\n 'venichka',\n 'jtribe21',\n 'yurkdc',\n 'Tschirhart',\n 'beenjammin',\n 'jseifer',\n 'jfreethy',\n 'kellertrumpet',\n 'Jeeves',\n 'BruceinPerth',\n 'tim5cents',\n 'BeerMan2000',\n 'Jubby1976',\n 'kasandra06',\n 'JenDaveMartin',\n 'Scott Owen99',\n 'MrPositano',\n 'mnovacanes',\n 'edelbrauer',\n 'proesti',\n 'docbobvet',\n 'tsoneill',\n 'thestone23',\n 'AaronHelman',\n 'CedarGoblet',\n 'Fritz123',\n 'mcpinch11',\n 'mattcirri99',\n 'cheshirecassie',\n 'Spud69',\n 'ARC',\n 'SinnerTim',\n 'prosqtor',\n 'stiggywiggy',\n 'FastEddie',\n 'StewardofGondor',\n 'Justibone',\n 'foamdaddy99',\n 'Hoonerific',\n 'rohacu',\n 'jew02',\n 'RyanTHC',\n 'JustinBathurst',\n 'measphi',\n 'weldingglover',\n 'geeklimit',\n 'obiscoito99',\n 'willpalmer',\n 'glassprison',\n 'Jburroughs',\n 'RateandPillage',\n 'stubbie',\n 'fuzzylogick',\n 'Fathom22',\n 'joebagnell',\n 'chops',\n 'daninorlando99',\n 'CheersMate',\n 'urnes011',\n 'cpictor',\n 'CigarShrink',\n 'butters49',\n 'harmless',\n 'Colpitts',\n 'beermaker69',\n 'djembefola24',\n 'PlainsDrifter',\n 'Dutch17',\n 'ManvsCity',\n 'rambo',\n 'JINGHAY99',\n 'bduca',\n 'whatalesya',\n 'DeadMeat',\n 'herchick',\n 'waldosk8tr',\n 'jtfrogxx',\n 'anders8000',\n 'roflyer',\n 'thewrath',\n 'nogov',\n 'IPeeEh',\n 'dherbert53',\n 'boozesnoob',\n 'celebravar',\n 'Willi9899',\n '_angst_',\n 'yimbot',\n 'beerpizza',\n 'klokan44',\n 'hopdevil399',\n 'noamnesty',\n 'MatthewBondy',\n 'Twistnsplash',\n 'tooluther',\n 'ZeidleBrew',\n 'sicmonkey',\n 'SiddFinch',\n 'Warsteiner',\n 'jerohen',\n 'Navarre',\n 'Blackduck18',\n 'welho',\n 'Blondaroo99',\n 'AlanFord',\n 'mrmikey59',\n 'myrt55',\n 'DrunkenViolin',\n 'gpwasr10',\n 'haelduksf',\n 'bbrownz',\n 'weekenddrunk87',\n 'Noj880',\n 'Advocate',\n 'hauntedwolf99',\n 'craybigkid99',\n 'OliverG',\n '505',\n 'JasonGoz',\n 'RZahler',\n 'thedesertfox',\n 'TONGreenLight99',\n 'TrippFenderson',\n 'CryptOfDecay',\n 'Bayerboy',\n 'springbeer',\n 'Hopenvy',\n 'jmar8t6',\n 'bluetarget',\n 'vermeulengeert',\n 'Martian1',\n 'Boilermaker',\n 'Hibou',\n 'brewyana',\n 'Grotesque245',\n 'pacman',\n 'whiterabbit',\n 'widespreadgus',\n 'BrotherBeer',\n 'UltraViolence',\n 'bocefus',\n 'clefoodbrews',\n 'DeltaSigsWSU99',\n 'bhenry76',\n 'satanda',\n 'PaulM',\n 'winobeerofoodo',\n 'zsb19',\n 'AglassOrTwo',\n 'PlutoM',\n 'IgorJones',\n 'Hookeye',\n 'REDDOGICE',\n 'jtodd5dot1',\n 'BigDavesBwg',\n 'Streets',\n 'donfardz64',\n 'SHIG',\n 'jghartle',\n 'sasidhar79',\n 'oj83',\n 'LadyLilith',\n 'beerhunter99',\n 'jhuertao',\n 'Fruitfly',\n 'BenBallz',\n 'madtirra',\n 'michaeltrego',\n 'CraftBC',\n 'recordgrooves',\n 'ajwilliams',\n 'CletusToothrot',\n 'SalaciousCrumb',\n 'kingzope',\n 'crkluz',\n 'bluegoose',\n 'jclzony',\n 'FourJ',\n 'jmconyer',\n 'IanHall',\n 'daforrds',\n 'edubcb',\n 'APintofDoom',\n 'SlickRick',\n 'chocolateyflow',\n 'emptylemon51',\n 'ThomasWilder',\n 'mrbarylski',\n 'redlight',\n 'Bierkonig',\n 'jaseonem99',\n 'canuck99',\n 'appenguin',\n 'KOTBA',\n 'cdub939',\n 'TKA300',\n 'Roaddawg',\n 'GranvilleTim',\n 'beast_brew',\n 'aBeerMan4all',\n 'dafortyshorty99',\n 'Mpulese',\n 'mattyb83',\n 'Markys',\n 'georgethecat',\n 'swami',\n 'D_F',\n 'Dizzy17',\n 'MoistVonLipwig',\n 'wavers1',\n 'emmas49er',\n 'hairwolf',\n 'jetboy',\n 'bp17',\n 'paperpunch',\n 'Panek5299',\n 'thejiggy',\n 'Zane_Hilton',\n 'Adenila',\n 'retrovertigo',\n 'weebs',\n 'beerdawg',\n 'frankbooth',\n 'churchman66',\n 'kjohns',\n 'frpst9',\n 'RyanK',\n 'riverrat',\n 'GoApps',\n 'Cheers2U',\n 'thenewfbi',\n 'Nigeyy',\n 'RichJ7',\n 'hopdan',\n 'Delbomber',\n 'Sarcastro',\n 'rajendra82',\n 'RugbyKrunk',\n 'pax99',\n 'ColoGator',\n 'lsymms',\n 'whtguitarguy',\n 'drinkdeeper',\n 'Oycpff',\n 'goatmanstevo',\n 'broowater',\n 'paleale80',\n 'Rourkadour',\n 'mattdmb',\n 'Nick801',\n 'KiwiKid2199',\n 'BrooHa',\n 'apexthebeerguy',\n 'MrPandy',\n 'Nick4592',\n 'NickB99',\n 'jearley',\n 'beergator',\n 'fredmonte',\n 'IronArm99',\n 'marsnerd',\n 'collieman',\n 'cmw004',\n 'B�ckDich',\n 'donwe33',\n 'Bozwell99',\n 'SSSteve',\n 'NYR885',\n 'KukinskyG',\n 'tristaburd',\n 'brocker',\n 'pixeljunkie',\n 'SgtStedanko',\n 'ThomasE',\n 'Bacterial',\n 'beerfairy',\n 'macguy',\n 'BryanH70',\n 'beerhugger',\n 'TimWeber',\n 'jmulv',\n 'duuudewtf',\n 'dee99',\n 'aremsee',\n 'greedyboy13',\n 'rmpagain',\n 'TomGibson',\n 'imawayforapint',\n 'BigJeffHead',\n 'LaxJunky',\n 'BUDisGOOD',\n 'jensgam',\n 'TONGreenLight',\n 'kwik-lime',\n 'raindog',\n 'antwerpenaar',\n 'Scottmacdonald99',\n 'nsquishee',\n 'brigg',\n 'JonZ',\n 'monica',\n 'RollFizzlebeef',\n 'Ackcdent',\n 'abbamouse',\n 'moelikebeer',\n 'smartbrewing',\n 'kevnic2008',\n 'BubbaMac',\n 'tilla',\n 'Mickey1124',\n 'Dachaz',\n 'Hercules',\n 'tabmukane',\n 'GODGODGOD',\n 'caruso187',\n 'ChickenArise',\n 'ChocolateMoose',\n 'maltysfalcon',\n 'luxon',\n 'beerbumble',\n 'bikerking001',\n 'vip3r',\n 'MaryB',\n 'beanboots1912',\n 'trannylegba',\n 'crispyham',\n 'BeantownVol',\n 'nolankowal',\n 'TheJNunn',\n 'pburke',\n 'BeachBeer',\n 'hrnplr',\n 'DMorrish',\n 'gustaw',\n 'av8rneil',\n 'JesusPooped',\n 'beerspezi',\n 'rickxlcr',\n 'bnoel09',\n 'ocdrinker909',\n 'indysigner',\n 'burnjc4',\n 'defne',\n 'dsquid',\n '7ris7an',\n 'greekgazoo',\n 'mta701',\n 'CartersBrewing',\n 'charleskent',\n 'tubehead',\n 'motoman',\n 'OrochimaruAk',\n 'heykevin',\n 'ealdent',\n 'Damian',\n 'jonahp',\n 'LarvalChemist',\n 'gary07734',\n 'haraldhardrada',\n '49degrees',\n 'musereg',\n 'Enthalpy',\n 'Chriztie1502',\n 'chronictonic',\n 'Triballus',\n 'ctbrewlover',\n 'khayman70',\n 'Vreeland',\n 'johnbuck100',\n 'beermeasap',\n 'mrpeanut',\n 'thecook99',\n 'TcTango',\n 'eagleyes25',\n 'AttitudeBrew',\n 'Ham',\n 'adamwilkes14',\n 'sychosymatic',\n 'tripod407',\n 'edgelow',\n 'kiilen',\n 'recursion20',\n 'BearsOnAcid',\n 'mwieland99',\n 'butteman',\n 'kozmonaut',\n 'DJMonarch',\n 'wallou',\n 'Hopopottamus',\n 'DeadTerry99',\n 'lukethedrifter',\n 'beerauthority',\n 'golemjk',\n 'russwbeck',\n 'sftravis',\n 'esurreal',\n 'bravestranger',\n 'claus000',\n 'HHSB1SG',\n 'RCWCPACFP',\n 'bridge',\n 'josephselander',\n 'Maduro54',\n 'mintguy99',\n 'RoundSparrow',\n 'OlDirtyBrewer',\n 'WhoKnewBrew',\n 'RothausinUSA',\n 'wisepete',\n 'filipforslund',\n 'auokIdrank1299',\n 'Kemarv',\n 'kong5150',\n 'Ripped11',\n 'Aggut',\n 'ubamartian',\n 'whook',\n 'pdogg',\n 'shanes99',\n 'Marine2171',\n 'IsoMasa',\n 'sw',\n 'Livin The Dream',\n 'jamrootz',\n 'tdaddybone',\n 'Monroe1ato',\n 'MiamiRedhawk',\n 'sickgirl282',\n 'kheldar',\n 'momo',\n 'juicewarlord',\n 'rscaletta',\n 'Bitzybrew',\n 'ggaughan',\n 'chickenwing990',\n 'YoungGunn',\n 'tronraner',\n 'Maxwel',\n 'Rostie',\n 'millikeith',\n 'smolkinsquid',\n 'blueturk',\n 'yomomma',\n 'AHTOH',\n 'swenocha',\n 'revdogboy',\n 'ilikebier',\n 'alassio',\n ...]"
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Load the users/reviewers\n",
    "pykeen_rate_beer = RateBeerLoader(\"ratebeer.txt\")\n",
    "pykeen_rate_beer.load_rate_beer()\n",
    "reviewers = list(pykeen_rate_beer.all_reviewers)\n",
    "reviewers"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "outputs": [
    {
     "data": {
      "text/plain": "{'jarikumpul': 3053944,\n 'Gramoit': 3039160,\n 'dsean': 3051081,\n 'Chubbard99': 3037184,\n 'drmatt': 3051010,\n 'nkwarrior': 3058072,\n 'tugeagon': 3062765,\n 'cengizsen': 3049179,\n 'Avengedpoet': 3035411,\n 'jarspag': 3053952,\n 'LabattBlue1977': 3040939,\n 'nearbeer': 3057885,\n 'Puffy': 3043120,\n 'mcox90': 3056761,\n '13allison': 3034718,\n 'nsa144': 3058183,\n 'DRi': 3037539,\n 'Brewmaster1': 3036560,\n 'droepke99': 3051013,\n 'polkadot80': 3059094,\n 'sjge01': 3060818,\n 'soulgrowl': 3061153,\n 'theyshookhands': 3062236,\n 'brewbeast': 3048510,\n 'chestbuster99': 3049316,\n 'M_Jager': 3041368,\n 'Hogspit': 3039539,\n 'samuelsmithman': 3060258,\n 'BeerBrain': 3035747,\n 'kettlekorn': 3055306,\n 'engmaher1': 3051527,\n 'westasleep': 3063371,\n 'brian1233': 3048570,\n 'westexans': 3063377,\n 'brewtopian': 3048563,\n 'mitch3499': 3057175,\n 'Boris2': 3036430,\n 'Demise': 3037801,\n 'Jarmby': 3040170,\n 'mark_booth': 3056474,\n 'bobjbkln': 3048243,\n 'zer0514': 3063880,\n 'biggmike': 3047899,\n 'thelordthygod': 3062161,\n 'UMNBeerhunter': 3045426,\n 'dhlesq': 3050549,\n 'gregmsu99': 3052717,\n '1Adam12': 3034737,\n 'ElCommodoro': 3038322,\n 'rockstar3319': 3059935,\n 'Saaz': 3043849,\n 'eric_victor': 3051569,\n 'calcampbell99': 3048927,\n 'cheme24': 3049306,\n 'k9coug': 3055080,\n 'Hudspart': 3039715,\n 'Chipper': 3037134,\n 'nflmvp': 3057959,\n 'fratmonkey': 3052089,\n 'dkarp': 3050684,\n 'beerguy123': 3047437,\n 'SavMan': 3043944,\n 'NYMojoMan': 3042205,\n 'annahawk': 3046651,\n 'bla15': 3048061,\n 'tipsytoad': 3062358,\n 'stulindbrew': 3061607,\n 'cexshun': 3049189,\n 'HopsformyHips': 3039679,\n 'bittermestupid': 3048016,\n 'hillfiiiiire': 3053153,\n 'Naven': 3042256,\n 'Myklanjlo': 3042153,\n 'lbecker': 3055822,\n 'wmcpa': 3063558,\n 'cmonster': 3049611,\n 'evergreen0199': 3051669,\n 'NachlamSie': 3042211,\n 'Lithp': 3041129,\n 'DwArK': 3038217,\n 'cilezile': 3049497,\n 'bushchr1': 3048832,\n 'DougBassett99': 3038003,\n 'beas': 3047234,\n 'Archimedes99': 3035331,\n 'GreenDean35': 3039183,\n 'Yeggo': 3045915,\n 'Christhedrunk99': 3037169,\n 'ColoradoBobs': 3037292,\n 'Vato': 3045534,\n 'SteveChicago': 3044517,\n 'BruderMichael': 3036662,\n 'MTP': 3041362,\n 'Hazeman': 3039430,\n 'bps0329': 3048420,\n 'volare26': 3063147,\n 'Rukasu': 3043694,\n 'drooge99': 3051016,\n 'Sbam1': 3043954,\n 'guzzler': 3052848,\n 'Neo8500': 3042291,\n 'lvdh': 3056224,\n 'gulf690': 3052819,\n 'dtcb': 3051106,\n 'bmhops': 3048205,\n 'Rcr84': 3043367,\n 'CentennialMan': 3037016,\n 'ZackTsc': 3045965,\n 'Statman': 3044483,\n 'alvy923': 3046496,\n 'labattblue1974': 3055707,\n 'gondorspit': 3052576,\n 'Felonu': 3038596,\n 'GullSlayer': 3039261,\n 'funk44': 3052186,\n 'paradigm': 3058607,\n 'bsull12': 3048710,\n 'RobT': 3043567,\n 'jmorrissey7': 3054525,\n 'josefiak': 3054789,\n 'siricino': 3060791,\n 'ebowman123': 3051278,\n 'skaera75b': 3060828,\n 'BurgelB': 3036735,\n 'dreambrother': 3050943,\n 'javathehop': 3053982,\n 'sliplever': 3060939,\n 'RIS101': 3043225,\n 'ngleason': 3057962,\n 'PaskaVelho': 3042757,\n 'lil-dabz99': 3055946,\n 'JamesMulvenon': 3040142,\n 'mholeva': 3056951,\n 'Jones_Radiator': 3040481,\n 'ahsaul': 3046273,\n 'stas1023nj': 3061377,\n 'terrapin44': 3061982,\n 'jpman105': 3054842,\n 'ESATIKKFAN': 3038257,\n 'BarryBadranath': 3035630,\n 'Bedfellow': 3035701,\n 'bwkrieger': 3048884,\n 'NeroFiddled': 3042304,\n 'Saeba': 3043855,\n 'nimbleprop': 3058033,\n 'dpointer74': 3050905,\n 'Monkeypower': 3041945,\n 'socaltay': 3061095,\n 'voegeli': 3063144,\n 'BeerloverEJ21': 3035938,\n 'stoutmark1': 3061549,\n 'mitch1261': 3057172,\n 'SirLimpsalot': 3044203,\n 'HLGIV': 3039310,\n 'beerman08': 3047516,\n 'jerryc123': 3054238,\n 'Moarecords99': 3041921,\n 'drugsbunny': 3051046,\n 'gumbywayne': 3052822,\n 'Jeanbxl': 3040226,\n 'JamesCory': 3040136,\n 'Zbong': 3045980,\n 'DrewMaster': 3038082,\n 'djackson3311599': 3050643,\n 'lambiclover': 3055750,\n 'Darth Maul99': 3037665,\n 'Fin': 3038626,\n 'devience': 3050503,\n 'mkunz': 3057244,\n 'CzechBrew': 3037464,\n 'nigredo': 3058023,\n 'nismoawan': 3058043,\n 'Sauceboss': 3043940,\n 'iwc046': 3053787,\n 'CJMunchel': 3036809,\n 'SirQuaffalot': 3044207,\n 'Deathshead': 3037774,\n 'toffsbury': 3062462,\n 'pitboss743': 3058974,\n 'starflyer59': 3061373,\n 'washoppinin': 3063272,\n 'dimenhetfield': 3050590,\n 'biggiecolorado': 3047895,\n 'dudeabides63': 3051132,\n 'Riptide0': 3043539,\n 'JAF737300': 3039941,\n 'mickeykaline': 3056993,\n 'cbkschubert': 3049115,\n 'sieglerb': 3060735,\n 'campy1': 3048960,\n 'hoffa1': 3053200,\n 'wiganstar': 3063453,\n 'reedcd2': 3059616,\n 'rockydog': 3059937,\n 'dk99': 3050683,\n 'ChrisG': 3037153,\n 'DownsouthGav': 3038018,\n 'DonKi11uminati': 3037964,\n 'NODAK1979': 3042191,\n 'Crixus': 3037406,\n 'pinballpete': 3058940,\n 'gagaforhops': 3052237,\n 'fermental': 3051834,\n 'm4nm4ch1ne': 3056239,\n 'YeastBeast': 3045912,\n 'DrRodis': 3038050,\n 'tonka99': 3062535,\n 'jmglov': 3054511,\n 'tomdubbin': 3062484,\n 'cyanescens': 3049983,\n 'Volgon': 3045603,\n 'coachfromme': 3049627,\n 'tonypetrey99': 3062547,\n 'DalzAle': 3037589,\n 'duff': 3051137,\n 'Tulle': 3045367,\n 'rater1': 3059480,\n 'Magni': 3041434,\n 'jstrott': 3054931,\n 'jkane': 3054444,\n 'biff': 3047847,\n 'katerade': 3055144,\n 'japeke': 3053931,\n 'Gunn': 3039264,\n 'Terrigar': 3044869,\n 'jorossian': 3054784,\n 'xdream': 3063695,\n 'grigoriuri': 3052739,\n 'DasGrau': 3037676,\n 'PetetheMeat': 3042886,\n 'SimonB': 3044181,\n 'jess_scott15': 3054244,\n 'robbyf': 3059877,\n 'peyote99': 3058811,\n 'jukesk9': 3054999,\n 'mkofron': 3057238,\n 'Rynoplasty': 3043750,\n 'aftermaths10': 3046241,\n 'HighGateGuy95': 3039502,\n 'SaintD': 3043863,\n 'microdyke': 3057000,\n 'BelgiskOlklub': 3036002,\n 'charliehemlock': 3049252,\n 'loginimpaired99': 3056062,\n 'Absorb': 3034997,\n 'lars_jkh': 3055780,\n 'chaz2171': 3049270,\n 'wedge226': 3063324,\n 'leefy': 3055856,\n 'artvandalay': 3046810,\n 'pkdmbrown': 3059024,\n 'cumrag': 3049944,\n 'Mike191': 3041818,\n 'brendanos': 3048485,\n 'Spanner': 3044408,\n 'R6master': 3043196,\n 'Dolphy': 3037952,\n 'Slopoke': 3044297,\n 'Sanchex': 3043907,\n 'alexlrar': 3046420,\n 'asuhdds': 3046854,\n 'jgentgesdo': 3054296,\n 'Balthi': 3035585,\n 'shalloWMeans': 3060626,\n 'djordan99': 3050673,\n 'epf33': 3051548,\n 'Dogbrick': 3037938,\n 'rustan': 3060117,\n 'beerguyB': 3047442,\n 'ethanol': 3051644,\n 'king1679': 3055403,\n 'weisinator': 3063346,\n 'kingalbertstl': 3055404,\n 'gluhwein': 3052512,\n 'RedShoes': 3043406,\n 'Pitmonkey': 3042976,\n 'dwasnickpt': 3051204,\n 'venturebrewer': 3063030,\n 'mobilecow': 3057314,\n 'jdaylett': 3054107,\n 'WallyWalrus': 3045663,\n 'lowry99': 3056140,\n 'wetherel': 3063389,\n 'monster': 3057373,\n 'chick1nr': 3049329,\n 'lasonovich': 3055794,\n 'mcart034': 3056719,\n 'onewhobikes': 3058400,\n 'TypicalScarfie': 3045410,\n 'cazort': 3049097,\n 'sneal001': 3061059,\n 'BobbyAnalog': 3036362,\n 'BigDrunkOafski99': 3036142,\n 'Cheeds13': 3037080,\n 'joshuah99': 3054807,\n 'Axebr709': 3035428,\n 'bgreene': 3047794,\n 'Evilchivo': 3038481,\n 'BastionShaw': 3035651,\n 'Pyrotek': 3043146,\n 'ryankinbk': 3060163,\n 'eslight': 3051619,\n 'SacSirPlato': 3043852,\n 'EhdeeC99': 3038307,\n 'Hicks76': 3039501,\n 'labattblueleaf': 3055708,\n 'chwilliams': 3049482,\n 'sjolles85': 3060822,\n 'leadferret': 3055839,\n 'karst': 3055133,\n 'Tubbfan': 3045362,\n 'properhops': 3059214,\n 'TinyClanger': 3045165,\n 'Dipso123': 3037888,\n 'Haslinger': 3039415,\n 'chaz01': 3049269,\n 'slacktart': 3060891,\n 'ccreel67': 3049136,\n 'Iheartbeer': 3039845,\n 'DeputyAndy': 3037811,\n 'ewdrye': 3051686,\n 'FeelingHoppy': 3038592,\n 'hrgriffey': 3053414,\n 'Tcufrog': 3044838,\n 'SimonLarsen': 3044183,\n 'Skvader': 3044252,\n 'mkuderka': 3057243,\n 'bobsand': 3048251,\n 'JohnyontheSpot': 3040456,\n 'cnewport99': 3049621,\n 'Barnabus': 3035618,\n 'Neurotek': 3042310,\n 'conradbain99': 3049700,\n 'ProfSlunderbus': 3043076,\n 'iswain1914': 3053766,\n 'Lester': 3041065,\n 'molarade': 3057340,\n 'Mechtly': 3041704,\n 'gigfy73': 3052441,\n 'DorridgeDad': 3037992,\n 'jessoj': 3054255,\n 'gilly87': 3052451,\n 'Qslugs': 3043157,\n 'yrstruly': 3063810,\n 'steve88899': 3061453,\n 'bombtrack99': 3048300,\n 'Discofish': 3037901,\n 'IvanLauridsen': 3039932,\n 'sigaro64': 3060737,\n 'skeils': 3060839,\n 'jmusial99': 3054533,\n 'bbp182': 3047162,\n 'ziglovesbeer': 3063905,\n 'darkguardian': 3050175,\n 'GTown': 3038895,\n 'OldRuffian': 3042549,\n 'Skovhugger37': 3044246,\n 'koopdebeer': 3055540,\n 'edognight': 3051323,\n 'vulgarparasite': 3063180,\n 'cascade': 3049063,\n 'matt20102': 3056578,\n 'norlem': 3058132,\n 'fc3lilley99': 3051806,\n 'SCP': 3043770,\n 'brewbird': 3048511,\n 'AleMasterC': 3035130,\n 'jturmel12': 3054969,\n 'bortzilla': 3048360,\n 'swanvally666': 3061718,\n 'ndow': 3057880,\n 'FC�logVand': 3038513,\n 'ontario102': 3058411,\n 'Winedude': 3045808,\n 'danofalltrades': 3050149,\n 'mvittone': 3057681,\n 'stefanberggren': 3061407,\n 'mercedesbevi': 3056869,\n 'judge': 3054988,\n 'iloveschlitz': 3053600,\n 'Millsy': 3041867,\n 'MichaelJackson': 3041783,\n 'capricho4': 3048999,\n 'danrc3': 3050150,\n 'milljame99': 3057118,\n 'noynek': 3058167,\n 'kforsy': 3055335,\n 'smathias': 3060985,\n 'Sonia': 3044385,\n 'AleHopps': 3035125,\n 'TraumaTheDiva': 3045287,\n 'jd_mitchell': 3054102,\n 'krandy': 3055578,\n 'Gimcrack': 3039034,\n 'teorn88': 3061979,\n 'Chrism86': 3037164,\n 'Nubes': 3042446,\n 'performula': 3058766,\n 'Tyrone': 3045411,\n 'MADpalace': 3041276,\n 'John.Horton99': 3040406,\n 'fibus': 3051859,\n 'freek': 3052106,\n 'heroincredible': 3053106,\n 'yingman': 3063777,\n 'lonetrucker': 3056073,\n 'aquirin': 3046738,\n 'AndersWarncke99': 3035239,\n 'tlcookie': 3062395,\n 'cbooth': 3049119,\n 'maeib': 3056311,\n 'downender': 3050889,\n 'Tomix': 3045224,\n 'Mantlesorrow': 3041507,\n 'magnesium': 3056325,\n 'princess85': 3059192,\n 'BeerBellyOSU': 3035736,\n 'edwardbass': 3051336,\n 'ChazyRPh': 3037075,\n 'psicodrummer': 3059238,\n 'Gpack4099': 3039151,\n 'antoga2000': 3046684,\n 'JoeM500': 3040368,\n 'urge13': 3062942,\n 'thebullet': 3062092,\n 'msonnenberg': 3057573,\n 'KornDogg': 3040839,\n 'tcu93': 3061907,\n 'fodesouare': 3052012,\n 'Minamizawa': 3041869,\n 'godmanu': 3052545,\n 'russnug': 3060114,\n 'didier': 3050568,\n 'TEJA': 3044738,\n 'beerandIT': 3047305,\n 'NZBeerBlog': 3042209,\n 'ejono': 3051396,\n 'gotbeach': 3052618,\n 'jedwards': 3054155,\n 'JohnCoyne': 3040413,\n 'mallen386': 3056362,\n 'md45xo': 3056779,\n 'Belushi': 3036016,\n 'satan165': 3060294,\n 'Odalman': 3042502,\n 'abc2248': 3046074,\n 'JaPe': 3040082,\n 'ptelg': 3059255,\n 'janalovesbeer': 3053916,\n 'Jessop': 3040280,\n 'LuckySmarms99': 3041226,\n 'theadmiral': 3062056,\n 'beerbaby99': 3047319,\n 'ibrew2': 3053517,\n 'tex007': 3061996,\n 'HansBubble': 3039381,\n 'Stormfaery': 3044565,\n 'underpanteel': 3062910,\n 'TheKeg': 3045008,\n 'ruibittencourt': 3060095,\n 'MarkW': 3041544,\n 'young': 3063802,\n 'Nariman Dastur99': 3042231,\n 'jkeller': 3054447,\n 'smoorenc': 3061035,\n 'cornhusker01': 3049743,\n 'freakytoe13': 3052090,\n 'deedub': 3050386,\n 'deeVA': 3050384,\n 'AlphaOmega': 3035196,\n 'bigheat42': 3047904,\n 'belgianHead99': 3047655,\n 'ZeusMann99': 3045995,\n 'leonotis': 3055895,\n 'Jimmyboy30': 3040324,\n 'WizardLord69': 3045824,\n 'rednef3': 3059603,\n 'Miamedic': 3041771,\n 'MiamiMama88': 3041772,\n 'squail': 3061288,\n 'Imperial-John': 3039864,\n 'mkade8883': 3057222,\n 'Merrill': 3041751,\n 'wilarr': 3063457,\n 'dasMario': 3050198,\n 'slavnikus': 3060907,\n 'Hopbastard88': 3039619,\n 'Beirater': 3035981,\n 'Belgiumbill': 3036003,\n 'JoeCoon': 3040361,\n 'runonbeer': 3060103,\n 'FineChina1023': 3038629,\n 'vtbeerman': 3063170,\n 'cousse99': 3049763,\n 'Juelze': 3040537,\n 'UCDBREWIN': 3045417,\n 'tbonetke': 3061886,\n 'biles1234': 3047947,\n 'ipwnyou': 3053711,\n 'seke': 3060535,\n 'anderson': 3046571,\n 'Lisbeth': 3041124,\n 'pivar': 3058984,\n 'SgtBeeRad': 3044081,\n 'godofsky': 3052546,\n 'Simeon': 3044178,\n 'rockchalk2': 3059929,\n 'frylock': 3052157,\n 'zappafan99': 3063845,\n 'MSUBeerGeek': 3041355,\n 'lithian': 3055986,\n 'zepher70': 3063877,\n 'heybwebo': 3053117,\n 'jimthechap': 3054403,\n 'HOOTER': 3039311,\n 'bazanimal': 3047139,\n 'mekaneck': 3056838,\n 'StephenWade': 3044511,\n 'CIPS514': 3036806,\n 'asmundgo': 3046838,\n 'OaklandBrewer': 3042490,\n 'smithn2283': 3061019,\n 'wakeboy82': 3063218,\n 'cwcollins': 3049968,\n 'SonOfBrom': 3044381,\n 'meisterdude': 3056837,\n 'MinetoKuroda': 3041872,\n 'Honchoman': 3039576,\n 'webheadjessie': 3063321,\n 'marioc3': 3056468,\n 'Giannidegryse': 3039019,\n 'BostonFox': 3036445,\n 'hoppinionated': 3053341,\n 'Jado': 3040110,\n 'Haack': 3039325,\n 'felixw': 3051824,\n 'jha': 3054310,\n 'tnkw01': 3062432,\n 'TearsforBeers': 3044847,\n 'AlephNull3': 3035143,\n 'tai4ji2x': 3061809,\n 'captnfun': 3049008,\n 'mhassing99': 3056943,\n 'milythael': 3057128,\n 'Barley69': 3035609,\n 'd0b': 3050002,\n 'suburbanite': 3061627,\n 'Stip': 3044548,\n 'BeerSnob307': 3035872,\n 'bbehrmann': 3047149,\n 'Beermenow1960': 3035951,\n 'AppVin': 3035317,\n 'venichka': 3063028,\n 'jtribe21': 3054962,\n 'yurkdc': 3063820,\n 'Tschirhart': 3045357,\n 'beenjammin': 3047271,\n 'jseifer': 3054895,\n 'jfreethy': 3054285,\n 'kellertrumpet': 3055244,\n 'Jeeves': 3040233,\n 'BruceinPerth': 3036661,\n 'tim5cents': 3062321,\n 'BeerMan2000': 3035824,\n 'Jubby1976': 3040533,\n 'kasandra06': 3055135,\n 'JenDaveMartin': 3040255,\n 'Scott Owen99': 3044001,\n 'MrPositano': 3042073,\n 'mnovacanes': 3057306,\n 'edelbrauer': 3051307,\n 'proesti': 3059201,\n 'docbobvet': 3050747,\n 'tsoneill': 3062736,\n 'thestone23': 3062215,\n 'AaronHelman': 3034980,\n 'CedarGoblet': 3037008,\n 'Fritz123': 3038795,\n 'mcpinch11': 3056762,\n 'mattcirri99': 3056588,\n 'cheshirecassie': 3049314,\n 'Spud69': 3044451,\n 'ARC': 3034952,\n 'SinnerTim': 3044193,\n 'prosqtor': 3059220,\n 'stiggywiggy': 3061493,\n 'FastEddie': 3038562,\n 'StewardofGondor': 3044534,\n 'Justibone': 3040559,\n 'foamdaddy99': 3052006,\n 'Hoonerific': 3039585,\n 'rohacu': 3059966,\n 'jew02': 3054269,\n 'RyanTHC': 3043743,\n 'JustinBathurst': 3040560,\n 'measphi': 3056814,\n 'weldingglover': 3063354,\n 'geeklimit': 3052334,\n 'obiscoito99': 3058254,\n 'willpalmer': 3063490,\n 'glassprison': 3052488,\n 'Jburroughs': 3040217,\n 'RateandPillage': 3043335,\n 'stubbie': 3061594,\n 'fuzzylogick': 3052218,\n 'Fathom22': 3038575,\n 'joebagnell': 3054574,\n 'chops': 3049392,\n 'daninorlando99': 3050130,\n 'CheersMate': 3037083,\n 'urnes011': 3062946,\n 'cpictor': 3049780,\n 'CigarShrink': 3037215,\n 'butters49': 3048847,\n 'harmless': 3052977,\n 'Colpitts': 3037295,\n 'beermaker69': 3047513,\n 'djembefola24': 3050657,\n 'PlainsDrifter': 3042989,\n 'Dutch17': 3038212,\n 'ManvsCity': 3041508,\n 'rambo': 3059438,\n 'JINGHAY99': 3039999,\n 'bduca': 3047208,\n 'whatalesya': 3063398,\n 'DeadMeat': 3037758,\n 'herchick': 3053100,\n 'waldosk8tr': 3063220,\n 'jtfrogxx': 3054941,\n 'anders8000': 3046567,\n 'roflyer': 3059954,\n 'thewrath': 3062232,\n 'nogov': 3058104,\n 'IPeeEh': 3039809,\n 'dherbert53': 3050545,\n 'boozesnoob': 3048342,\n 'celebravar': 3049167,\n 'Willi9899': 3045792,\n '_angst_': 3046033,\n 'yimbot': 3063775,\n 'beerpizza': 3047579,\n 'klokan44': 3055480,\n 'hopdevil399': 3053284,\n 'noamnesty': 3058088,\n 'MatthewBondy': 3041632,\n 'Twistnsplash': 3045393,\n 'tooluther': 3062556,\n 'ZeidleBrew': 3045983,\n 'sicmonkey': 3060730,\n 'SiddFinch': 3044153,\n 'Warsteiner': 3045678,\n 'jerohen': 3054235,\n 'Navarre': 3042255,\n 'Blackduck18': 3036289,\n 'welho': 3063356,\n 'Blondaroo99': 3036326,\n 'AlanFord': 3035092,\n 'mrmikey59': 3057525,\n 'myrt55': 3057738,\n 'DrunkenViolin': 3038136,\n 'gpwasr10': 3052639,\n 'haelduksf': 3052884,\n 'bbrownz': 3047167,\n 'weekenddrunk87': 3063333,\n 'Noj880': 3042411,\n 'Advocate': 3035036,\n 'hauntedwolf99': 3053007,\n 'craybigkid99': 3049829,\n 'OliverG': 3042557,\n '505': 3034827,\n 'JasonGoz': 3040183,\n 'RZahler': 3043262,\n 'thedesertfox': 3062107,\n 'TONGreenLight99': 3044777,\n 'TrippFenderson': 3045322,\n 'CryptOfDecay': 3037429,\n 'Bayerboy': 3035662,\n 'springbeer': 3061277,\n 'Hopenvy': 3039627,\n 'jmar8t6': 3054495,\n 'bluetarget': 3048171,\n 'vermeulengeert': 3063038,\n 'Martian1': 3041565,\n 'Boilermaker': 3036386,\n 'Hibou': 3039500,\n 'brewyana': 3048565,\n 'Grotesque245': 3039230,\n 'pacman': 3058544,\n 'whiterabbit': 3063427,\n 'widespreadgus': 3063451,\n 'BrotherBeer': 3036642,\n 'UltraViolence': 3045456,\n 'bocefus': 3048260,\n 'clefoodbrews': 3049560,\n 'DeltaSigsWSU99': 3037798,\n 'bhenry76': 3047806,\n 'satanda': 3060295,\n 'PaulM': 3042796,\n 'winobeerofoodo': 3063517,\n 'zsb19': 3063940,\n 'AglassOrTwo': 3035064,\n 'PlutoM': 3042998,\n 'IgorJones': 3039843,\n 'Hookeye': 3039584,\n 'REDDOGICE': 3043214,\n 'jtodd5dot1': 3054953,\n 'BigDavesBwg': 3036139,\n 'Streets': 3044592,\n 'donfardz64': 3050812,\n 'SHIG': 3043801,\n 'jghartle': 3054297,\n 'sasidhar79': 3060291,\n 'oj83': 3058308,\n 'LadyLilith': 3040951,\n 'beerhunter99': 3047459,\n 'jhuertao': 3054337,\n 'Fruitfly': 3038815,\n 'BenBallz': 3036020,\n 'madtirra': 3056307,\n 'michaeltrego': 3056978,\n 'CraftBC': 3037371,\n 'recordgrooves': 3059574,\n 'ajwilliams': 3046307,\n 'CletusToothrot': 3037243,\n 'SalaciousCrumb': 3043868,\n 'kingzope': 3055426,\n 'crkluz': 3049865,\n 'bluegoose': 3048146,\n 'jclzony': 3054088,\n 'FourJ': 3038740,\n 'jmconyer': 3054508,\n 'IanHall': 3039817,\n 'daforrds': 3050040,\n 'edubcb': 3051330,\n 'APintofDoom': 3034950,\n 'SlickRick': 3044287,\n 'chocolateyflow': 3049376,\n 'emptylemon51': 3051506,\n 'ThomasWilder': 3045100,\n 'mrbarylski': 3057472,\n 'redlight': 3059593,\n 'Bierkonig': 3036103,\n 'jaseonem99': 3053953,\n 'canuck99': 3048978,\n 'appenguin': 3046726,\n 'KOTBA': 3040609,\n 'cdub939': 3049152,\n 'TKA300': 3044762,\n 'Roaddawg': 3043555,\n 'GranvilleTim': 3039170,\n 'beast_brew': 3047237,\n 'aBeerMan4all': 3046044,\n 'dafortyshorty99': 3050042,\n 'Mpulese': 3042011,\n 'mattyb83': 3056630,\n 'Markys': 3041552,\n 'georgethecat': 3052367,\n 'swami': 3061710,\n 'D_F': 3037556,\n 'Dizzy17': 3037910,\n 'MoistVonLipwig': 3041931,\n 'wavers1': 3063289,\n 'emmas49er': 3051492,\n 'hairwolf': 3052897,\n 'jetboy': 3054262,\n 'bp17': 3048403,\n 'paperpunch': 3058603,\n 'Panek5299': 3042718,\n 'thejiggy': 3062148,\n 'Zane_Hilton': 3045969,\n 'Adenila': 3035026,\n 'retrovertigo': 3059660,\n 'weebs': 3063330,\n 'beerdawg': 3047370,\n 'frankbooth': 3052077,\n 'churchman66': 3049480,\n 'kjohns': 3055458,\n 'frpst9': 3052155,\n 'RyanK': 3043738,\n 'riverrat': 3059790,\n 'GoApps': 3039079,\n 'Cheers2U': 3037081,\n 'thenewfbi': 3062170,\n 'Nigeyy': 3042362,\n 'RichJ7': 3043491,\n 'hopdan': 3053281,\n 'Delbomber': 3037788,\n 'Sarcastro': 3043925,\n 'rajendra82': 3059423,\n 'RugbyKrunk': 3043690,\n 'pax99': 3058681,\n 'ColoGator': 3037288,\n 'lsymms': 3056151,\n 'whtguitarguy': 3063446,\n 'drinkdeeper': 3050983,\n 'Oycpff': 3042624,\n 'goatmanstevo': 3052534,\n 'broowater': 3048643,\n 'paleale80': 3058564,\n 'Rourkadour': 3043670,\n 'mattdmb': 3056595,\n 'Nick801': 3042337,\n 'KiwiKid2199': 3040806,\n 'BrooHa': 3036638,\n 'apexthebeerguy': 3046713,\n 'MrPandy': 3042066,\n 'Nick4592': 3042336,\n 'NickB99': 3042338,\n 'jearley': 3054141,\n 'beergator': 3047410,\n 'fredmonte': 3052098,\n 'IronArm99': 3039914,\n 'marsnerd': 3056511,\n 'collieman': 3049673,\n 'cmw004': 3049617,\n 'B�ckDich': 3036772,\n 'donwe33': 3050827,\n 'Bozwell99': 3036467,\n 'SSSteve': 3043832,\n 'NYR885': 3042208,\n 'KukinskyG': 3040882,\n 'tristaburd': 3062682,\n 'brocker': 3048623,\n 'pixeljunkie': 3058994,\n 'SgtStedanko': 3044084,\n 'ThomasE': 3045096,\n 'Bacterial': 3035551,\n 'beerfairy': 3047394,\n 'macguy': 3056256,\n 'BryanH70': 3036671,\n 'beerhugger': 3047458,\n 'TimWeber': 3045151,\n 'jmulv': 3054532,\n 'duuudewtf': 3051188,\n 'dee99': 3050383,\n 'aremsee': 3046762,\n 'greedyboy13': 3052681,\n 'rmpagain': 3059849,\n 'TomGibson': 3045208,\n 'imawayforapint': 3053619,\n 'BigJeffHead': 3036151,\n 'LaxJunky': 3041011,\n 'BUDisGOOD': 3035534,\n 'jensgam': 3054214,\n 'TONGreenLight': 3044776,\n 'kwik-lime': 3055677,\n 'raindog': 3059415,\n 'antwerpenaar': 3046690,\n 'Scottmacdonald99': 3044014,\n 'nsquishee': 3058186,\n 'brigg': 3048601,\n 'JonZ': 3040476,\n 'monica': 3057356,\n 'RollFizzlebeef': 3043626,\n 'Ackcdent': 3035009,\n 'abbamouse': 3046068,\n 'moelikebeer': 3057325,\n 'smartbrewing': 3060977,\n 'kevnic2008': 3055323,\n 'BubbaMac': 3036681,\n 'tilla': 3062311,\n 'Mickey1124': 3041799,\n 'Dachaz': 3037572,\n 'Hercules': 3039475,\n 'tabmukane': 3061793,\n 'GODGODGOD': 3038877,\n 'caruso187': 3049060,\n 'ChickenArise': 3037112,\n 'ChocolateMoose': 3037138,\n 'maltysfalcon': 3056383,\n 'luxon': 3056223,\n 'beerbumble': 3047353,\n 'bikerking001': 3047942,\n 'vip3r': 3063108,\n 'MaryB': 3041586,\n 'beanboots1912': 3047221,\n 'trannylegba': 3062627,\n 'crispyham': 3049860,\n 'BeantownVol': 3035680,\n 'nolankowal': 3058111,\n 'TheJNunn': 3045000,\n 'pburke': 3058701,\n 'BeachBeer': 3035673,\n 'hrnplr': 3053419,\n 'DMorrish': 3037530,\n 'gustaw': 3052838,\n 'av8rneil': 3046901,\n 'JesusPooped': 3040284,\n 'beerspezi': 3047607,\n 'rickxlcr': 3059758,\n 'bnoel09': 3048218,\n 'ocdrinker909': 3058264,\n 'indysigner': 3053664,\n 'burnjc4': 3048818,\n 'defne': 3050399,\n 'dsquid': 3051095,\n '7ris7an': 3034865,\n 'greekgazoo': 3052684,\n 'mta701': 3057582,\n 'CartersBrewing': 3036977,\n 'charleskent': 3049249,\n 'tubehead': 3062759,\n 'motoman': 3057437,\n 'OrochimaruAk': 3042596,\n 'heykevin': 3053118,\n 'ealdent': 3051256,\n 'Damian': 3037591,\n 'jonahp': 3054727,\n 'LarvalChemist': 3040995,\n 'gary07734': 3052277,\n 'haraldhardrada': 3052958,\n '49degrees': 3034811,\n 'musereg': 3057653,\n 'Enthalpy': 3038399,\n 'Chriztie1502': 3037177,\n 'chronictonic': 3049449,\n 'Triballus': 3045306,\n 'ctbrewlover': 3049926,\n 'khayman70': 3055350,\n 'Vreeland': 3045614,\n 'johnbuck100': 3054648,\n 'beermeasap': 3047546,\n 'mrpeanut': 3057537,\n 'thecook99': 3062101,\n 'TcTango': 3044837,\n 'eagleyes25': 3051254,\n 'AttitudeBrew': 3035388,\n 'Ham': 3039352,\n 'adamwilkes14': 3046177,\n 'sychosymatic': 3061770,\n 'tripod407': 3062680,\n 'edgelow': 3051314,\n 'kiilen': 3055376,\n 'recursion20': 3059577,\n 'BearsOnAcid': 3035689,\n 'mwieland99': 3057699,\n 'butteman': 3048844,\n 'kozmonaut': 3055558,\n 'DJMonarch': 3037509,\n 'wallou': 3063231,\n 'Hopopottamus': 3039651,\n 'DeadTerry99': 3037759,\n 'lukethedrifter': 3056183,\n 'beerauthority': 3047315,\n 'golemjk': 3052570,\n 'russwbeck': 3060116,\n 'sftravis': 3060594,\n 'esurreal': 3051638,\n 'bravestranger': 3048465,\n 'claus000': 3049554,\n 'HHSB1SG': 3039309,\n 'RCWCPACFP': 3043205,\n 'bridge': 3048597,\n 'josephselander': 3054793,\n 'Maduro54': 3041422,\n 'mintguy99': 3057149,\n 'RoundSparrow': 3043668,\n 'OlDirtyBrewer': 3042534,\n 'WhoKnewBrew': 3045757,\n 'RothausinUSA': 3043661,\n 'wisepete': 3063530,\n 'filipforslund': 3051873,\n 'auokIdrank1299': 3046891,\n 'Kemarv': 3040695,\n 'kong5150': 3055533,\n 'Ripped11': 3043537,\n 'Aggut': 3035062,\n 'ubamartian': 3062852,\n 'whook': 3063441,\n 'pdogg': 3058718,\n 'shanes99': 3060638,\n 'Marine2171': 3041527,\n 'IsoMasa': 3039927,\n 'sw': 3061707,\n 'Livin The Dream': 3041136,\n 'jamrootz': 3053912,\n 'tdaddybone': 3061908,\n 'Monroe1ato': 3041949,\n 'MiamiRedhawk': 3041773,\n 'sickgirl282': 3060729,\n 'kheldar': 3055353,\n 'momo': 3057349,\n 'juicewarlord': 3054995,\n 'rscaletta': 3060050,\n 'Bitzybrew': 3036255,\n 'ggaughan': 3052404,\n 'chickenwing990': 3049333,\n 'YoungGunn': 3045930,\n 'tronraner': 3062697,\n 'Maxwel': 3041656,\n 'Rostie': 3043660,\n 'millikeith': 3057115,\n 'smolkinsquid': 3061033,\n 'blueturk': 3048172,\n 'yomomma': 3063794,\n 'AHTOH': 3034924,\n 'swenocha': 3061735,\n 'revdogboy': 3059668,\n 'ilikebier': 3053584,\n 'alassio': 3046351,\n ...}"
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reviewers_ids = {reviewer_name: triples_factory.entity_to_id[\"pro\" + reviewer_name] for reviewer_name in reviewers}\n",
    "reviewers_ids"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "Now that we have all of the reviewers ids let's get the corresponding embeddings to display that these exist."
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "outputs": [],
   "source": [
    "indices = torch.tensor(list(reviewers_ids.values()))\n",
    "entity_embeddings_tensor = entity_embeddings(indices=indices)\n",
    "entity_embeddings = entity_embeddings_tensor.cpu().detach().numpy()"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "outputs": [
    {
     "data": {
      "text/plain": "[<matplotlib.lines.Line2D at 0x7f727ea94700>]"
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "\n",
    "from sklearn.cluster import KMeans\n",
    "kmeans_clustering_models = [KMeans(n_clusters=i) for i in range(2, 10)]\n",
    "scores = []\n",
    "score_differences = []\n",
    "for clustering_model in kmeans_clustering_models:\n",
    "    clustering_model.fit(entity_embeddings)\n",
    "    scores.append(clustering_model.inertia_)\n",
    "    if len(scores) > 1:\n",
    "        score_differences.append(scores[-2] - clustering_model.inertia_)\n",
    "plt.plot(list(range(3,10)), score_differences)"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "The above plot displays the changes in separation of the embeddings from the cluster center when increasing the number of clusters.\n",
    "The elbow at 5 (the article claims it is at 4) displays the"
   ],
   "metadata": {
    "collapsed": false
   }
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}