Session 3 Appendix - PyLDAVis.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Session 3 Appendix: PyLDAVis\n",
    "\n",
    "This appendix demonstrates the PyLDAVis utility for visualizing LDA topic models. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from gensim.corpora.dictionary import Dictionary \n",
    "from gensim.models.ldamodel import LdaModel\n",
    "from gensim.corpora import MmCorpus"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load or Generate LDA Model with Gensim \n",
    "\n",
    "### Option 1: Load pre-generated models from disk.\n",
    "\n",
    "If you would prefer to load the models from disk, uncomment the block below, and do not run option 2! "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# id2word = Dictionary.load(\"data/corpus.dict\")\n",
    "# mmcorpus = MmCorpus(\"data/corpus.mm\")\n",
    "# lda = LdaModel.load(\"data/corpus.lda\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Option 2: Generate model from sample corpus.\n",
    "\n",
    "The next few blocks of code will generate the LDA model from the sample corpus and store them on disk. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from utils.normalize import normalize_text\n",
    "from utils.reader import PickledCorpusReader\n",
    "\n",
    "# Create our corpus reader to access our data\n",
    "corpus = PickledCorpusReader(\"data/corpus\")\n",
    "\n",
    "# Normalize our text for better topic modeling\n",
    "docs = list(normalize_text(corpus.docs()))\n",
    "\n",
    "# Create the dictionary and matrix market corpora \n",
    "id2word = Dictionary(docs) \n",
    "id2word.save(\"data/corpus.dict\")\n",
    "\n",
    "MmCorpus.serialize(\"data/corpus.mm\", [id2word.doc2bow(doc) for doc in docs])\n",
    "mmcorpus = MmCorpus(\"data/corpus.mm\")\n",
    "\n",
    "# Run the LDA model \n",
    "lda = LdaModel(corpus=mmcorpus, id2word=id2word, num_topics=12, update_every=1, passes=20)\n",
    "lda.save(\"data/corpus.lda\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## PyLDAVis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/benjamin/Workspace/ddl/brookings/venv/lib/python3.6/site-packages/pyLDAvis/_prepare.py:257: FutureWarning: Sorting because non-concatenation axis is not aligned. A future version\n",
      "of pandas will change to not sort by default.\n",
      "\n",
      "To accept the future behavior, pass 'sort=True'.\n",
      "\n",
      "To retain the current behavior and silence the warning, pass sort=False\n",
      "\n",
      "  return pd.concat([default_term_info] + list(topic_dfs))\n"
     ]
    },
    {
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       "\n",
       "<link rel=\"stylesheet\" type=\"text/css\" href=\"https://cdn.rawgit.com/bmabey/pyLDAvis/files/ldavis.v1.0.0.css\">\n",
       "\n",
       "\n",
       "<div id=\"ldavis_el2298547318659921260124537\"></div>\n",
       "<script type=\"text/javascript\">\n",
       "\n",
       "var ldavis_el2298547318659921260124537_data = {\"mdsDat\": {\"x\": [-0.09474736629891711, -0.04116716988847067, 0.0495299296965835, 0.07874827517034011, 0.09163910662672375, -0.0376291621898047, 0.07785201926756824, -0.07455490617430136, 0.12757473099960073, 0.09106651297698007, -0.261028403940767, -0.007283566245535086], \"y\": [-0.11887789800165392, -0.11442982006413117, -0.06068781101473963, -0.10801661908665657, -0.07713310023311123, 0.11254352701618583, 0.015292605172849435, -0.00729205118922145, 0.10895539754329314, -0.0001508165530454104, 0.027428485890061447, 0.22236810052016925], \"topics\": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12], \"cluster\": [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1], \"Freq\": [18.69390330301704, 17.549614116709108, 14.680026452316469, 11.941031110199788, 8.37054594754314, 7.287294297405367, 4.245636171533396, 4.239456072028898, 4.059759975915166, 3.6899101520548845, 3.0459436122991423, 2.19687878897758]}, \"tinfo\": {\"Category\": [\"Default\", 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\"online\", \"build\", \"service\", \"design\", \"new\", \"$\", \"make\", \"also\", \"like\", \"work\", \"one\", \"need\", \"time\", \"world\", \"include\", \"see\", \"say\", \"get\", \"clearview\", \"cambareri\", \"apocalypse\", \"connie\", \"peraza\", \"filmmaker\", \"hyperakt\", \"mueller\", \"zeltser\", \"meeker\", \"pinball\", \"bros\", \"laila\", \"beyonc\\u00e9\", \"disney\", \"mutant\", \"toyon\", \"varidesk\", \"windshield\", \"typeface\", \"sequel\", \"daviau\", \"malia\", \"premiere\", \"alicia\", \"shepard\", \"capsule\", \"painting\", \"holthhouser\", \"amethyst\", \"movie\", \"cannes\", \"film\", \"festival\", \"comedy\", \"script\", \"bezos\", \"museum\", \"batman\", \"katherine\", \"anna\", \"desk\", \"female\", \"x\", \"actor\", \"woman\", \"glass\", \"highway\", \"hollywood\", \"character\", \"male\", \"designer\", \"studio\", \"men\", \"star\", \"audience\", \"show\", \"story\", \"space\", \"like\", \"young\", \"one\", \"new\", \"work\", \"time\", \"see\", \"say\", \"life\", \"design\", \"first\", \"go\", \"book\", \"get\", \"make\", \"feel\", \"also\", \"come\", \"live\", \"year\", \"take\", \"want\", \"many\", \"know\", \"even\", \"portland\", \"blazers\", \"olshey\", \"lillard\", \"lazada\", \"cubs\", \"inning\", \"clippers\", \"grizzlies\", \"lender\", \"postseason\", \"angels\", \"mets\", \"dodgers\", \"memphis\", \"wells\", \"buffon\", \"mccollum\", \"conley\", \"aldridge\", \"oakland\", \"batum\", \"spurs\", \"lakers\", \"pitcher\", \"noaa\", \"lightning\", \"harkless\", \"zaldua\", \"ppp\", \"hurricane\", \"rebound\", \"playoff\", \"seed\", \"tournament\", \"eng\", \"league\", \"0\", \"season\", \"trail\", \"murray\", \"quarter\", \"streak\", \"team\", \"game\", \"nba\", \"1\", \"4\", \"3\", \"2\", \"score\", \"player\", \"6\", \"5\", \"point\", \"win\", \"year\", \"round\", \"last\", \"second\", \"$\", \"four\", \"first\", \"play\", \"two\", \"run\", \"percent\", \"per\", \"hit\", \"say\", \"three\", \"one\", \"time\", \"make\", \"back\", \"lead\", \"go\", \"cavs\", \"mcilroy\", \"rodgers\", \"sandusky\", \"zhou\", \"lue\", \"lavabit\", \"celtic\", \"djokovic\", \"arians\", \"mixtape\", \"hennessy\", \"wal\", \"outwork\", \"bijendra\", \"wings\", \"hamburger\", \"helper\", \"mh17\", \"defamation\", \"ono\", \"paterno\", \"goffin\", \"spieth\", \"springform\", \"sewell\", \"hastert\", \"arg\", \"richards\", \"cloverfield\", \"fitzpatrick\", \"rabe\", \"rivalry\", \"singh\", \"grace\", \"raptors\", \"hamilton\", \"queen\", \"music\", \"palace\", \"jackson\", \"song\", \"iron\", \"play\", \"book\", \"january\", \"joe\", \"pic\", \"make\", \"love\", \"get\", \"day\", \"one\", \"like\", \"would\", \"2016\", \"two\", \"look\", \"work\", \"take\", \"come\", \"go\", \"time\", \"know\", \"way\", \"think\", \"year\", \"say\", \"back\", \"use\", \"well\", \"start\", \"call\", \"tell\", \"u\", \"tsa\", \"sater\", \"fields\", \"neffenger\", \"egyptair\", \"hoggan\", \"bsi\", \"styles\", \"que\", \"ransomware\", \"spann\", \"tattoo\", \"804\", \"restitution\", \"lovato\", \"airbus\", \"wwe\", \"khattala\", \"recorder\", \"1mdb\", \"oberlander\", \"hare\", \"tacos\", \"screener\", \"egyptian\", \"lajoye\", \"precheck\", \"stirewalt\", \"solutions\", \"blackberry\", \"lewandowski\", \"pluto\", \"aviation\", \"plane\", \"rivera\", \"jenner\", \"taco\", \"rubio\", \"instagram\", \"airport\", \"debris\", \"crash\", \"florida\", \"ink\", \"beckham\", \"aircraft\", \"school\", \"navy\", \"fox\", \"student\", \"flight\", \"en\", \"mr\", \"thompson\", \"email\", \"news\", \"photo\", \"security\", \"trump\", \"say\", \"new\", \"passenger\", \"press\", \"district\", \"clinton\", \"twitter\", \"department\", \"post\", \"show\", \"one\", \"also\", \"two\", \"tell\", \"year\", \"report\", \"high\", \"include\", \"cosby\", \"recipe\", \"shuttle\", \"turmeric\", \"watt\", \"makemake\", \"mashablereads\", \"mashreads\", \"climber\", \"cargo\", \"tomato\", \"hefner\", \"garlic\", \"carlee\", \"skillet\", \"mk2\", \"dish\", \"calais\", \"knowles\", \"finalists\", \"shakespeare\", \"tofu\", \"everest\", \"olive\", \"cartagena\", \"marquez\", \"relmicro\", \"constand\", \"spice\", \"bean\", \"flavor\", \"milk\", \"cheese\", \"butter\", \"accuser\", \"cake\", \"delicious\", \"pasta\", \"bake\", \"egg\", \"sauce\", \"kitchen\", \"cook\", \"food\", \"oven\", \"moon\", \"nasa\", \"chicken\", \"pan\", \"tank\", \"sugar\", \"eat\", \"v\", \"2016\", \"king\", \"make\", \"1\", \"add\", \"space\", \"use\", \"2\", \"get\", \"one\", \"well\", \"like\", \"part\", \"two\", \"3\", \"april\", \"time\", \"earthquake\", \"theranos\", \"crockett\", \"tubbs\", \"seiu\", \"usgs\", \"episodes\", \"calderone\", \"bayesian\", \"ni\\u00f1o\", \"clia\", \"shandling\", \"palmer\", \"garry\", \"hoverboard\", \"mann\", \"vuong\", \"celsius\", \"ats\", \"lumpur\", \"kuala\", \"wastewater\", \"ces\", \"mfa\", \"podcasts\", \"poet\", \"hoverboards\", \"techno\", \"rodent\", \"mccanns\", \"irondequoit\", \"hazard\", \"clinical\", \"annie\", \"lowry\", \"literary\", \"podcast\", \"thrones\", \"episode\", \"lab\", \"prince\", \"ocean\", \"fish\", \"water\", \"specie\", \"miami\", \"temperature\", \"vice\", \"salt\", \"show\", \"book\", \"quake\", \"song\", \"pilot\", \"series\", \"season\", \"science\", \"like\", \"year\", \"new\", \"time\", \"test\", \"best\", \"make\", \"one\", \"also\", \"come\", \"two\", \"california\", \"look\", \"start\", \"go\", \"even\", \"get\", \"way\", \"include\", \"find\", \"say\", \"sanders\", \"ballot\", \"canova\", \"voting\", \"amc\", \"arpaio\", \"antidepressant\", \"aus\", \"absentee\", \"polling\", \"leinster\", \"ulster\", \"mrs\", \"bernie\", \"turnout\", \"gilroy\", \"pollster\", \"voter\", \"dooley\", \"tha\", \"dnc\", \"paducah\", \"swe\", \"fra\", \"gab\", \"merrill\", \"voters\", \"delegate\", \"schmitz\", \"husted\", \"vermont\", \"primary\", \"clinton\", \"democratic\", \"poll\", \"rhode\", \"vote\", \"latino\", \"hillary\", \"convention\", \"caucus\", \"nomination\", \"contest\", \"michigan\", \"republicans\", \"election\", \"ohio\", \"democrats\", \"candidate\", \"cruz\", \"race\", \"presidential\", \"supporter\", \"state\", \"party\", \"republican\", \"win\", \"campaign\", \"trump\", \"donald\", \"gop\", \"tuesday\", \"say\", \"minicamp\", \"workouts\", \"ota\", \"nfl\", \"rugby\", \"fiji\", \"rio\", \"49ers\", \"broncos\", \"championships\", \"econet\", \"garnett\", \"comcastcaresday\", \"rousteing\", \"unreel\", \"sevens\", \"peyton\", \"rapoport\", \"bills\", \"elon\", \"saharan\", \"kaepernick\", \"kwes\\u00e9\", \"hooch\", \"nrl\", \"olympic\", \"schwartz\", \"offseason\", \"atlassian\", \"ufo\", \"mandatory\", \"silva\", \"comcast\", \"june\", \"dolphins\", \"cowboys\", \"medal\", \"olympics\", \"africa\", \"24\", \"australia\", \"31\", \"sport\", \"may\", \"bowl\", \"april\", \"16\", \"nba\", \"26\", \"media\", \"champion\", \"14\", \"9\", \"team\", \"report\", \"18\", \"1\", \"world\", \"new\", \"6\", \"2\", \"2016\", \"year\", \"3\", \"$\", \"first\", \"one\"], \"Total\": [2477.0, 1837.0, 721.0, 1566.0, 962.0, 511.0, 586.0, 1418.0, 716.0, 1137.0, 1047.0, 1291.0, 8270.0, 602.0, 824.0, 449.0, 893.0, 518.0, 788.0, 491.0, 1192.0, 360.0, 929.0, 2808.0, 435.0, 3514.0, 1277.0, 340.0, 814.0, 351.0, 115.66261140196522, 111.52933070292082, 116.60040489952081, 59.527784700495, 56.98859652805745, 56.6753976447657, 53.39456602011834, 55.92160714498259, 56.263800811732516, 47.18068072603131, 47.076362425647126, 67.44044510057395, 44.64753067470605, 44.01570939188168, 42.95484584224076, 42.52579822329826, 42.010046218653336, 41.690560767310146, 40.2012879352844, 39.366697078035436, 68.33416787267282, 39.05373542226622, 38.520359583101744, 37.88855888934504, 281.1359727345838, 36.41624300628576, 36.93564478894493, 34.61922983210373, 134.52598118839325, 33.03086641800774, 814.309886218463, 155.04517296965625, 104.35416661079529, 50.71436965338032, 223.74062971266378, 206.86255001881855, 225.6568269645703, 62.428217922013545, 153.01250117114117, 2477.2533873383904, 1026.5803146581586, 251.26350702119504, 61.26270421241484, 276.0993983251723, 423.5376829547838, 457.02486633132514, 111.8739368430738, 142.05072961024752, 297.3463517644212, 314.12675887334643, 545.7658248015308, 421.25284033730304, 481.1976495457244, 556.7000722315873, 716.4098485516478, 452.6711718834277, 290.68842993512243, 247.92781708958057, 221.29889340670272, 824.0776297127316, 502.079715255914, 506.85361218055516, 1087.9728953890951, 2593.84252351474, 428.58223209099424, 8270.392527807617, 1978.2372269866946, 962.8544152156572, 1047.5660031647303, 893.5272146401436, 518.7817439766321, 674.7241561914467, 1837.6436076579917, 1458.1395453355508, 3349.824071837942, 3514.2941303741086, 602.4621719448114, 2808.214634076774, 2549.1639268498975, 906.701141601909, 2730.07919863304, 2219.546205576393, 3631.5701984043058, 1631.1228259622665, 2551.0140469395806, 1749.5181554678263, 1633.419274327809, 197.53646987701725, 120.45256314458055, 112.65102407605197, 198.547027320405, 62.248679515622314, 59.964476018145476, 58.337038711603135, 56.29586685215044, 55.850291523083285, 54.820153355237295, 52.30133323863625, 51.94946313486284, 50.69958687209367, 50.360466345447755, 50.1089108669584, 57.42987792432546, 42.232409727894606, 40.63706222030975, 39.3808194544604, 39.38081721697064, 627.0974232225664, 39.14832171977859, 38.91590414807914, 38.57677172524244, 80.951992042791, 37.77272276837165, 87.63982239137712, 35.48580850252147, 34.801724538239355, 39.132531684277915, 101.54069899620056, 103.02632577355394, 206.50497742713375, 253.7784168775172, 99.7565870321342, 148.17375879548905, 102.63349298094084, 107.9126668746256, 71.52381221791535, 109.5736455361769, 283.33809774683857, 304.36787127425526, 238.94032725084193, 205.08493378452027, 193.2261303994621, 279.86105448859706, 99.12623686714387, 688.0172349011661, 84.37539495674855, 247.58093184765676, 172.59763791953822, 182.537493233527, 182.6096882187374, 504.60675215069267, 306.2309805617747, 460.5111291160317, 873.2239207924414, 8270.392527807617, 401.38487712015086, 215.4252330043188, 177.41952489212113, 286.8720244590038, 422.1988299088277, 562.3919000499181, 923.8205682499611, 671.1314072887442, 866.6781129560362, 676.9190861628457, 1087.9728953890951, 2381.105345748944, 1837.6436076579917, 637.74844928552, 489.0947632004722, 1631.1228259622665, 3514.2941303741086, 1277.7554616508078, 1870.5590500623061, 3631.5701984043058, 2549.1639268498975, 741.7969575018323, 893.5272146401436, 1978.2372269866946, 2593.84252351474, 1674.0210403359865, 2219.546205576393, 1165.910513061838, 2730.07919863304, 1175.8847195304666, 2808.214634076774, 1633.419274327809, 236.00194456134767, 86.73994824905942, 81.56733740852903, 73.86201584360245, 56.14628969745459, 63.01199468444235, 53.96712884171064, 50.398664309521806, 50.17132663016273, 49.13537157321596, 45.112361527061275, 45.112356007305635, 44.764867121536575, 39.131248406998196, 38.32277925865547, 38.32277822975332, 37.9817780982569, 37.04568581109468, 34.072283292433255, 34.29951554709297, 31.88700483121821, 31.53959607277279, 31.312265519462716, 32.45709015814995, 28.552246317908264, 104.43021587533539, 26.366964314894634, 26.366964315603987, 25.79222738313892, 24.29534911253171, 131.98906515718997, 161.76132803696092, 193.1956095126521, 46.18263378588806, 45.343107965275124, 86.90625327877211, 1566.4402195659782, 128.05068108536648, 2782.443308531564, 1038.96562226413, 1432.8049075947995, 1709.1754170226957, 161.7041536250594, 713.0471777145065, 2730.07919863304, 710.8364819533529, 2677.3468219788256, 329.17747871543605, 2381.105345748944, 1439.460609827022, 1294.9243912780905, 3631.5701984043058, 1422.4830499614145, 1268.4957617698524, 524.4225759341238, 3349.824071837942, 1640.5153907284082, 2219.546205576393, 1468.028339123334, 2551.0140469395806, 922.7438439530124, 1407.009071028564, 851.4925837561634, 8270.392527807617, 1286.3588518870797, 1749.5181554678263, 1471.7525056767665, 1739.598033950217, 2058.557390381173, 1092.5045817692276, 3514.2941303741086, 1266.9308537040997, 2593.84252351474, 223.46400139371264, 127.51645083850545, 86.30927829757498, 80.06825271304412, 74.63620462325974, 67.70367981093051, 66.99871865424824, 65.35642814066031, 385.05082448846775, 63.12541616038067, 63.125397171014185, 58.410942382728656, 57.47328766224489, 58.056604867528385, 55.93404248280584, 377.3857960688339, 51.821075149862835, 49.58359653965149, 181.06144732186365, 44.04077378933137, 48.351466400311246, 43.446144518585214, 72.05769848307293, 42.043000598985856, 40.86560272071073, 39.44321596463632, 41.681189618289885, 36.740085815328264, 36.267778652830145, 34.864796515587614, 334.9849309270566, 226.88499296010855, 73.58856433407692, 197.16124113342624, 83.45981126628473, 113.0554044444878, 226.3058495347907, 74.17317713788624, 747.5619746244137, 363.4240023205473, 213.78877666715772, 194.71727771252696, 1418.2702173218352, 283.53842448169894, 307.6441913246158, 179.2369644515418, 200.16901922993492, 387.8638508522454, 386.3966397175959, 168.9519635236079, 176.15209771395465, 124.70044200570169, 782.7677487874626, 554.1469497570149, 165.23594024492255, 203.87678637285956, 524.0257146650688, 384.5412256136921, 614.8967096371222, 779.3024353237548, 1870.5590500623061, 583.2692966158144, 338.45941229767635, 520.5887411645863, 697.6965702727588, 454.5287121578199, 2808.214634076774, 1458.1395453355508, 3349.824071837942, 2549.1639268498975, 2677.3468219788256, 1739.598033950217, 3631.5701984043058, 1286.3588518870797, 2551.0140469395806, 1164.2274722954253, 1313.431384542134, 1640.5153907284082, 8270.392527807617, 2782.443308531564, 87.264356987306, 53.36815254798631, 51.30763711100435, 49.769429860204205, 44.11820799310924, 43.33367374279018, 41.034911787259986, 35.63737932015022, 34.86831915466714, 34.863417113884246, 32.80752994108245, 30.359112099203294, 28.701754426083397, 32.409086299808415, 56.34561366214578, 25.872391214879304, 25.618450411873486, 25.618450411873486, 55.290708301914755, 25.61533951677654, 25.091096822637866, 23.424020420891694, 23.29703720590215, 37.20955722047755, 23.941121681229863, 22.53515340443871, 23.67962851560853, 29.576416797506088, 19.451839127990148, 19.451826031407624, 296.68502682231843, 30.709349886340817, 445.9512593663775, 65.24622465364229, 86.0562010967051, 54.864188942310285, 52.809419775225045, 81.86179150338327, 55.570977175659465, 38.6183147825957, 75.8677969696402, 90.03438789433717, 143.17243701562623, 145.86419337735572, 99.21263319744995, 929.0251517424706, 151.65870435348947, 137.07181718423857, 94.42936742668114, 282.0187766186272, 112.61375596289504, 94.9411627776447, 133.3177236689066, 474.14813937606465, 433.0996285606113, 184.31171263276727, 1425.5499567198601, 988.2016126267705, 399.0902219002878, 2677.3468219788256, 477.283533705851, 3631.5701984043058, 2808.214634076774, 1739.598033950217, 2551.0140469395806, 1640.5153907284082, 8270.392527807617, 851.4925837561634, 454.5287121578199, 2058.557390381173, 2730.07919863304, 478.1804238846759, 2782.443308531564, 3349.824071837942, 476.22858237818605, 2549.1639268498975, 1749.5181554678263, 598.1763237458525, 3514.2941303741086, 2219.546205576393, 1439.460609827022, 1269.643556163678, 1709.1754170226957, 1471.7525056767665, 130.0190280320556, 105.08934865665108, 78.74257725675672, 70.76400969130073, 68.76952481950762, 58.540519567584106, 54.628787625566304, 45.57452715933482, 39.68751251671447, 38.58670741985436, 42.959192958623724, 35.604649441419376, 35.10713994145432, 34.440716849680506, 31.78443729097976, 31.688285235813144, 30.871442437725943, 30.87146604822736, 29.292169435565224, 28.128258742282448, 27.379752891346293, 24.88913288091903, 56.71207801643035, 85.96247536377217, 23.554741291521754, 23.472591040604357, 23.393082404263158, 22.8929557453595, 22.892955480170876, 20.980521233020717, 84.87491671051201, 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      "text/plain": [
       "PreparedData(topic_coordinates=              x         y  topics  cluster       Freq\n",
       "topic                                                \n",
       "6     -0.094747 -0.118878       1        1  18.693903\n",
       "2     -0.041167 -0.114430       2        1  17.549614\n",
       "4      0.049530 -0.060688       3        1  14.680026\n",
       "8      0.078748 -0.108017       4        1  11.941031\n",
       "5      0.091639 -0.077133       5        1   8.370546\n",
       "9     -0.037629  0.112544       6        1   7.287294\n",
       "7      0.077852  0.015293       7        1   4.245636\n",
       "10    -0.074555 -0.007292       8        1   4.239456\n",
       "11     0.127575  0.108955       9        1   4.059760\n",
       "0      0.091067 -0.000151      10        1   3.689910\n",
       "1     -0.261028  0.027428      11        1   3.045944\n",
       "3     -0.007284  0.222368      12        1   2.196879, topic_info=      Category         Freq          Term        Total  loglift  logprob\n",
       "term                                                                    \n",
       "5272   Default  2477.000000         trump  2477.000000  30.0000  30.0000\n",
       "1547   Default  1837.000000         state  1837.000000  29.0000  29.0000\n",
       "6939   Default   721.000000       clinton   721.000000  28.0000  28.0000\n",
       "2668   Default  1566.000000          game  1566.000000  27.0000  27.0000\n",
       "658    Default   962.000000         party   962.000000  26.0000  26.0000\n",
       "8401   Default   511.000000       sanders   511.000000  25.0000  25.0000\n",
       "4637   Default   586.000000          vote   586.000000  24.0000  24.0000\n",
       "1528   Default  1418.000000       company  1418.000000  23.0000  23.0000\n",
       "6242   Default   716.000000    republican   716.000000  22.0000  22.0000\n",
       "779    Default  1137.000000          team  1137.000000  21.0000  21.0000\n",
       "1643   Default  1047.000000            mr  1047.000000  20.0000  20.0000\n",
       "493    Default  1291.000000           may  1291.000000  19.0000  19.0000\n",
       "353    Default  8270.000000           say  8270.000000  18.0000  18.0000\n",
       "5245   Default   602.000000     candidate   602.000000  17.0000  17.0000\n",
       "2233   Default   824.000000      campaign   824.000000  16.0000  16.0000\n",
       "930    Default   449.000000       primary   449.000000  15.0000  15.0000\n",
       "2333   Default   893.000000        season   893.000000  14.0000  14.0000\n",
       "3974   Default   518.000000  presidential   518.000000  13.0000  13.0000\n",
       "2430   Default   788.000000           win   788.000000  12.0000  12.0000\n",
       "4072   Default   491.000000          cruz   491.000000  11.0000  11.0000\n",
       "1467   Default  1192.000000             1  1192.000000  10.0000  10.0000\n",
       "3546   Default   360.000000         voter   360.000000   9.0000   9.0000\n",
       "213    Default   929.000000         woman   929.000000   8.0000   8.0000\n",
       "22     Default  2808.000000           new  2808.000000   7.0000   7.0000\n",
       "2537   Default   435.000000      election   435.000000   6.0000   6.0000\n",
       "69     Default  3514.000000          year  3514.000000   5.0000   5.0000\n",
       "908    Default  1277.000000        report  1277.000000   4.0000   4.0000\n",
       "8713   Default   340.000000      delegate   340.000000   3.0000   3.0000\n",
       "8609   Default   814.000000         obama   814.000000   2.0000   2.0000\n",
       "10852  Default   351.000000    democratic   351.000000   1.0000   1.0000\n",
       "...        ...          ...           ...          ...      ...      ...\n",
       "20691  Topic12    25.522596      olympics    34.158976   3.5267  -6.5259\n",
       "3219   Topic12    58.697121        africa   115.592515   3.1405  -5.6931\n",
       "6924   Topic12    96.039262            24   257.758775   2.8309  -5.2007\n",
       "4879   Topic12    51.803559     australia   106.074890   3.1014  -5.8180\n",
       "6122   Topic12    72.540575            31   177.880122   2.9212  -5.4813\n",
       "6959   Topic12    77.164756         sport   214.686641   2.7949  -5.4195\n",
       "493    Topic12   212.698397           may  1291.558478   2.0144  -4.4056\n",
       "6356   Topic12    46.509993          bowl    95.606169   3.0976  -5.9258\n",
       "379    Topic12   131.826184         april   594.158631   2.3125  -4.8840\n",
       "282    Topic12    87.967706            16   299.027197   2.5946  -5.2885\n",
       "7732   Topic12    76.974706           nba   237.457436   2.6916  -5.4220\n",
       "6911   Topic12    71.168582            26   215.507538   2.7102  -5.5004\n",
       "917    Topic12    40.771644         media    81.917143   3.1204  -6.0575\n",
       "13248  Topic12    46.046849      champion   107.482921   2.9705  -5.9358\n",
       "116    Topic12    65.572801            14   242.229119   2.5114  -5.5823\n",
       "1487   Topic12    76.322293             9   355.025661   2.2809  -5.4305\n",
       "779    Topic12   127.794664          team  1137.207226   1.6322  -4.9151\n",
       "908    Topic12   113.472067        report  1277.755462   1.3968  -5.0339\n",
       "5604   Topic12    60.891729            18   296.127691   2.2364  -5.6564\n",
       "1467   Topic12    96.460766             1  1192.688308   1.3033  -5.1963\n",
       "35     Topic12    92.084437         world  1164.227472   1.2810  -5.2428\n",
       "22     Topic12   110.791384           new  2808.214634   0.5855  -5.0578\n",
       "292    Topic12    67.228085             6   480.277470   1.8519  -5.5574\n",
       "898    Topic12    74.907917             2   933.669192   1.2953  -5.4492\n",
       "293    Topic12    70.996641          2016   952.146216   1.2220  -5.5029\n",
       "69     Topic12    87.133797          year  3514.294130   0.1210  -5.2980\n",
       "1419   Topic12    63.203031             3   860.554394   1.2069  -5.6191\n",
       "281    Topic12    65.680605             $  1458.139545   0.7180  -5.5807\n",
       "60     Topic12    58.905126         first  2058.557390   0.2643  -5.6896\n",
       "18     Topic12    57.634827           one  3631.570198  -0.3252  -5.7114\n",
       "\n",
       "[951 rows x 6 columns], token_table=       Topic      Freq     Term\n",
       "term                           \n",
       "281        1  0.323014        $\n",
       "281        2  0.039091        $\n",
       "281        3  0.039091        $\n",
       "281        4  0.268836        $\n",
       "281        5  0.029490        $\n",
       "281        6  0.223573        $\n",
       "281        8  0.015774        $\n",
       "281        9  0.009601        $\n",
       "281       10  0.005486        $\n",
       "281       12  0.045263        $\n",
       "1420       3  0.014422        0\n",
       "1420       4  0.124993        0\n",
       "1420       6  0.769189        0\n",
       "1420       7  0.019230        0\n",
       "1420       9  0.019230        0\n",
       "1420      10  0.024037        0\n",
       "1420      11  0.019230        0\n",
       "1467       1  0.134151        1\n",
       "1467       2  0.025153        1\n",
       "1467       3  0.088875        1\n",
       "1467       4  0.039407        1\n",
       "1467       5  0.023476        1\n",
       "1467       6  0.382330        1\n",
       "1467       7  0.026830        1\n",
       "1467       8  0.032699        1\n",
       "1467       9  0.109836        1\n",
       "1467      10  0.041084        1\n",
       "1467      11  0.015092        1\n",
       "1467      12  0.080490        1\n",
       "116        1  0.099080       14\n",
       "...      ...       ...      ...\n",
       "69         9  0.011382     year\n",
       "69        10  0.046382     year\n",
       "69        11  0.005406     year\n",
       "69        12  0.024756     year\n",
       "3592       1  0.982113    yemen\n",
       "156        1  0.037713    young\n",
       "156        2  0.305898    young\n",
       "156        3  0.073332    young\n",
       "156        5  0.322659    young\n",
       "156        6  0.102664    young\n",
       "156        7  0.027237    young\n",
       "156        8  0.027237    young\n",
       "156        9  0.002095    young\n",
       "156       10  0.014666    young\n",
       "156       11  0.064951    young\n",
       "156       12  0.020952    young\n",
       "38876      6  0.960994   zaldua\n",
       "42398      5  0.975097  zeltser\n",
       "35576      7  0.971838     zhou\n",
       "6565       2  0.970818     zika\n",
       "1567       3  0.851492        £\n",
       "1567       6  0.057533        £\n",
       "1567       7  0.023013        £\n",
       "1567       8  0.057533        £\n",
       "2918       1  0.003609        â\n",
       "2918       3  0.073988        â\n",
       "2918       4  0.651452        â\n",
       "2918       6  0.249031        â\n",
       "2918       7  0.003609        â\n",
       "2918       8  0.016241        â\n",
       "\n",
       "[2913 rows x 3 columns], R=30, lambda_step=0.01, plot_opts={'xlab': 'PC1', 'ylab': 'PC2'}, topic_order=[7, 3, 5, 9, 6, 10, 8, 11, 12, 1, 2, 4])"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pyLDAvis\n",
    "import pyLDAvis.gensim\n",
    "\n",
    "pyLDAvis.enable_notebook()\n",
    "pyLDAvis.gensim.prepare(lda, mmcorpus, id2word)"
   ]
  }
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