LDA Topic modeling.ipynb

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   "source": [
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import nltk\n",
    "import string\n",
    "import matplotlib.pyplot as plt\n",
    "import scipy.sparse as sparse\n",
    "import spacy\n",
    "import seaborn as sns\n",
    "nlp = spacy.load('en')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "pet = pd.read_json('/Users/harishprabhala/Downloads/Pet_Supplies_5.json', lines=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from gensim import corpora, models\n",
    "from gensim.corpora import Dictionary, MmCorpus\n",
    "from gensim.models.ldamulticore import LdaMulticore\n",
    "from nltk.corpus import stopwords\n",
    "import re"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "stop = stopwords.words('english')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "colname = pet.reviewText"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "col = colname.astype(str).apply(lambda x:x.split())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "col = [w for w in col if not w in stop]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "dictionary = corpora.Dictionary(col)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "corpus = [dictionary.doc2bow(text) for text in col]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "tfidf = models.TfidfModel(corpus)\n",
    "corpus_tfidf = tfidf[corpus]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "lda = LdaMulticore(corpus_tfidf, id2word=dictionary, num_topics=20, workers=3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import pyLDAvis.gensim\n",
    "pyLDAvis.enable_notebook()\n",
    "vis=pyLDAvis.gensim.prepare(lda, corpus, dictionary)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
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\"this\", \"of\", \"to\", \"with\", \"in\", \"on\", \"her\", \"and\", \"that\", \"love\", \"they\", \"not\", \"as\", \"like\", \"have\", \"was\", \"but\", \"My\", \"she\", \"so\", \"Train\", \"Waggin\", \"greenies\", \"Variety\", \"chihuahuas\", \"Raw\", \"Finnex\", \"Maggie\", \"5lb\", \"idea!\", \"subscription\", \"Pioneer\", \"sisters\", \"Purina.\", \"cute!\", \"chihuahuas.\", \"small/medium\", \"genie,\", \"Genie,\", \"digestion,\", \"mushy\", \"future,\", \"enjoys.\", \"bones!\", \"crumbs.\", \"monkey\", \"button.\", \"leaks.\", \"Ordering\", \"pate.\", \"shirt\", \"disposal\", \"Havahart\", \"Chef\", \"tough.\", \"cookie\", \"remote\", \"breath,\", \"openings\", \"lights.\", \"rain.\", \"pup's\", \"hairs\", \"nutritious\", \"Bio\", \"ingredient,\", \"lovely\", \"compliments\", \"tank\", \"filter\", \"Fluval\", \"washes\", \"water\", \"tank.\", \"gallon\", \"you\", \"is\", \"it\", \"my\", \"the\", \"in\", \"are\", \"for\", \"of\", \"I\", \"a\", \"jerky.\", \"IAMS\", \"soy,\", \"Eyes\", \"deshedding\", \"by-products,\", \"beef.\", \"floor!\", \"them!!\", \"pea\", \"mattress\", \"vest.\", \"pail\", \"Japanese\", \"L-Lysine\", \"Jackson\", \"drooling\", \"coon\", \"Frisbee\", \"Morkie\", \"scissors.\", \"plates\", \"storms\", \"smell!\", \"corrugated\", \"sill\", \"compliments.\", \"organic,\", \"storms.\", \"friends,\", \"condo\", \"litters.\", \"Arm\", \"Hammer\", \"OK.\", \"older.\", \"matching\", \"proteins\", \"fillers,\", \"s\", \"clipping\", \"Tidy\", \"pink.\", \"tolerated\", \"kitties,\", \"Capstar\", \"day!\", \"built.\", \"wheat,\", \"nails\", \"clippers\", \"mice.\", \"furniture.\", \"tasty\", \"chow\", \"carrier\", \"fussy\", \"using.\", \"pumpkin\", \"her\", \"I\", \"my\", \"cat\", \"is\", \"to\", \"it\", \"My\", \"are\", \"these\", \"nap\", \"buy!\", \"Wouldn't\", \"zippered\", \"wash,\", \"swinging\", \"It&#8217;s\", \"sewed\", \"lounging\", \"Smart\", \"travel,\", \"for!\", \"antler.\", \"dachshund.\", \"Iams.\", \"Lucy\", \"climbs\", \"bedtime\", \"Washes\", \"Spot's\", \"approve\", \"Flavors\", \"U.S.A.\", \"cranberry\", \"smarter\", \"youtube\", \"fast!\", \"openings.\", \"smooth,\", \"previously,\", \"socks\", \"enjoy.\", \"tear.\", \"terrier.\", \"love,\", \"Kyjen\", \"fox\", \"smoke\", \"snacks\", \"Feliway\", \"antlers\", \"carrier\", \"noses\", \"snout\", \"handles\", \"buffalo\", \"nails.\", \"ignores\", \"USA.\", \"Need\", \"chicken,\", \"Treats\", \"treats!\", \"bought.\", \"Cats\", \"Puppy\", \"love\", \"trim\", \"are\", \"they\", \"My\", \"toy\", \"loves\", \"them\", \"for\", \"these\", \"it\", \"dogs\", \"is\", \"cats\", \"dog\", \"in\", \"hammock\", \"colors,\", \"sweater\", \"backpack\", \"memory\", \"wagging\", \"roomy\", \"wave\", \"smelly,\", \"planned\", \"steps.\", \"IBD\", \"bulky.\", \"bike\", \"red.\", \"seat.\", \"quilted\", \"knotted\", \"squeeky\", \"toothless\", \"REAL\", \"task.\", \"belts\", \"well;\", \"raw.\", \"entirely.\", \"dear\", \"additives,\", \"special,\", \"moist.\", \"comfy.\", \"shepard\", \"knots\", \"60lb\", \"Extremely\", \"pace\", \"strap\", \"heaters\", \"seat\", \"inclined\", \"individually\", \"riding\", \"snug\", \"protects\", \"harness.\", \"heater\", \"temp\", \"belt\", \"fit,\", \"degrees\", \"Zymox\", \"car\", \"temperature\", \"thermometer\", \"degrees.\", \"in\", \"Kitchen\", \"seafood\", \"Honest\", \"Milo's\", \"Real\", \"Collar\", \"requested\", \"tipping\", \"nutrition,\", \"greasy,\", \"citronella\", \"Grain-Free\", \"Cesar\", \"loading\", \"waist\", \"overpowering.\", \"boys.\", \"diets.\", \"charger\", \"grain.\", \"bowl!\", \"forever!\", \"sized.\", \"Buffalo.\", \"pricy\", \"cranberries,\", \"program.\", \"Support\", \"veggies.\", \"Tiny\", \"WAS\", \"TO\", \"WE\", \"IT\", \"BE\", \"OF\", \"FOR\", \"AS\", \"PRODUCT\", \"WITH\", \"THE\", \"IN\", \"unscented\", \"THEY\", \"THIS\", \"HAVE\", \"MY\", \"DOG\", \"AND\", \"IS\", \"ARE\", \"ON\", \"YOU\", \"classic\", \"A\", \"THESE\", \"BUT\", \"NOT\", \"GREAT\", \"SO\", \"Sweet\", \"thunder\", \"gift.\", \"peas\", \"ropes\", \"adjustable,\", \"collapsible\", \"glycerin,\", \"Bacon\", \"pocket,\", \"disappointment.\", \"pounds).\", \"Oral\", \"XS\", \"boxers\", \"wakes\", \"similarly\", \"pounder\", \"Bella\", \"hesitated\", \"evil\", \"dress\", \"re-order\", \"doggies.\", \"together!\", \"thyroid\", \"wobbles\", \"Tzu.\", \"american\", \"decent.\", \"Ocean\", \"knocks\", \"hounds\", \"magic.\", \"whistle\", \"do!\", \"ages\", \"cozy\", \"Smoky\", \"hesitation\", \"blankets\", \"cut,\", \"Pill\", \"teacup\", \"feast\", \"waits\", \"wholesome\", \"rest.\", \"pill\", \"Brown\", \"guy.\", \"Care\", \"pockets\", \"my\", \"My\", \"he\", \"them\", \"it\", \"I\", \"dog\", \"her\", \"for\", \"she\", \"they\", \"cat\", \"these\", \"love\", \"are\", \"Ideal\", \"Charles\", \"justify\", \"Bites\", \"Greenie\", \"grain,\", \"Wilderness\", \"overwhelming.\", \"flipping\", \"chewy.\", \"flaps\", \"outfit\", \"firm.\", \"grind\", \"Bed\", \"sizing\", \"Sadie\", \"apprehensive\", \"fiber,\", \"sole\", \"reseal\", \"treats.I\", \"liner.\", \"zips\", \"stomachs\", \"Cavalier\", \"Max,\", \"King\", \"Adams\", \"pleasant,\", \"Halo\", \"dinner.\", \"pooches\", \"washing.\", \"inhales\", \"description.\", \"calories.\", \"by-products\", \"seams\", \"rewards\", \"gifts\", \"kennel.\", \"Work\", \"use!\", \"carrier\", \"german\", \"loves\", \"he\", \"dog\", \"My\", \"for\", \"is\", \"it\", \"are\", \"barrier\", \"tails\", \"collapse\", \"Target\", \"Yorkies\", \"Ingredients\", \"clickers\", \"Pockets\", \"Vetri-Science\", \"Food.\", \"Kinda\", \"future!\", \"too!!\", \"varieties.\", \"sized,\", \"bolts\", \"Pride\", \"visit.\", \"deboned\", \"lounger\", \"biodegradable.\", \"christmas\", \"bedtime.\", \"Up\", \"sounding\", \"dug\", \"lbs.)\", \"seldom\", \"em.\", \"Butter\", \"stinky.\", \"Rogz\", \"Peanut\", \"favorite,\", \"Free\", \"paws.\", \"beg\", \"devoured\", \"chicken,\", \"cat!\", \"Tuna\", \"chi\", \"City\", \"pooping\", \"carrot\", \"messy,\", \"pumpkin\", \"hole.\", \"Brown\", \"Fun\", \"carrier\", \"carrots,\", \"sulfate,\", \"mutts\", \"semi\", \"extract,\", \"beet\", \"vine\", \"nap.\", \"DVD\", \"it&#34;\", \"Fur\", \"chubby\", \"reflective\", \"visits.\", \"trust.\", \"kitchen,\", \"Wow\", \"Sadly\", \"Bigger\", \"lotion\", \"gag\", \"refill,\", \"barley,\", \"observed\", \"chickens\", \"25lb\", \"mealtime\", \"poodles\", \"decent,\", \"VET\", \"rope.\", \"adorable\", \"slows\", \"corded\", \"bouncy\", \"worked!\", \"barked\", \"banana\", \"sodium\", \"flour,\", \"supplement,\", \"washable\", \"oil,\", \"ball!\", \"attachments\", \"lasted.\", \"buckles\", \"LEDs\", \"rabbits.\", \"Pack\", \"Company\", \"Bully\", \"Control\", \"Hairball\", \"straps.\", \"Steak\", \"dogs...\", \"Expensive\", \"fitted\", \"therefore,\", \"chopped\", \"soup\", \"aggression\", \"well-made,\", \"Fountain\", \"hooves\", \"r\", \"mighty\", \"&#34;I\", \"harnesses,\", \"rains\", \"Temptations.\", \"room!\", \"safer.\", \"down.I\", \"tightening\", \"acne\", \"occupied.\", \"disappeared.\", \"gas.\", \"Taste\", \"50lb\", \"cow\", \"try!\", \"rabbit.\", \"vitamins,\", \"gravy.\", \"Feliway\", \"dull\", \"Wild\", \".\", \"reflective\", \"straps\", \"bags!\", \"Ray\", \"Dingo\", \"insane\", \"chihuahua,\", \"cuz\", \"gravy,\", \"Lupine\", \"Sturdy,\", \"center.\", \"approval\", \"Rat\", \"Bird\", \"kibbles.\", \"locker\", \"wolfed\", \"sit,\", \"meats\", \"gulps\", \"reflects\", \"consumption.\", \"attitude\", \"scooping.\", \"excellent!\", \"Retriever.\", \"ups\", \"counts.\", \"Freedom\", \"narrower\", \"leash!\", \"wrong!\", \"Bags\", \"diaper\", \"shredding\", \"cattle\", \"shih\", \"awesome,\", \"tree,\", \"saver.\", \"breeze\", \"tzu\", \"interactive\", \"leashes,\", \"relax\", \"clipper\", \"Oster\", \"daughter's\", \"scare\", \"genie\", \"biodegradable\", \"Shepherd.\", \"slept\", \"oven\", \"collects\", \"noticeable.\", \"naps\", \"Pug\", \"clawed\", \"these...\", \"cushy\", \"Stella\", \"Yorkie.\", \"types.\", \"collars.\", \"husky.\", \"antlers.\", \"reccommend\", \"Flavor\", \"deaf\", \"costly.\", \"incontinent\", \"Chewy's\", \"Pad\", \"snubbed\", \"hat\", \"snatched\", \"Roasted\", \"pearly\", \"chinchilla\", \"trade\", \"occupy\", \"FDA\", \"matters.\", \"gulping\", \"corners.\", \"dining\", \"feature.\", \"novelty\", \"gobbling\", \"USA!\", \"Jerky\", \"Breeze\", \"Active\", \"scratching,\", \"heaven\", \"Own\", \"(3)\", \"crude\", \"chewy,\", \"hamsters\", \"potty.\", \"stretchy\", \"training!\", \"linked\", \"coughing\", \"immediately!\", \"handles.\", \"bolster\", \"modern\", \"Maltese.\", \"clicker.\", \"lately,\", \"buzz\", \"scissor\", \"soon!\", \"panting\", \"wasteful\", \"leaf\", \"padding.\", \"country.\", \"salmon,\", \"pockets.\", \"comfortable,\", \"DOGS\", \"favorites\", \"item!\", \"~\", \"Decent\", \"crumbly\", \"make.\", \"CAT\", \"LIKE\", \"THAT\", \"Grain\", \"calorie\", \"snacks.\", \"US.\", \"Loved\", \"tuck\", \"pickiest\", \"sling\", \"poles\", \"porch.\", \"fasten\", \"leftovers\", \"Chewable\", \"years)\", \"potatoes.\", \"(along\", \"pheromone\", \"wobbler\", \"sweet,\", \"&#34;treats&#34;\", \"Petite\", \"cards\", \"Easier\", \"deodorant\", \"varieties,\", \"disappointed!\", \"exploring\", \"Whiskas\", \"Beautiful\", \"Multi\", \"assemble.\", \"Glucosamine\", \"hunger\", \"recycled\", \"larger.\", \"Returned\", \"breathe\", \"tool,\", \"maltese\", \"Havanese\", \"challenge.\", \"buddy\", \"drags\", \"driving.\", \"washed.\", \"height.\"], \"Total\": [47117.0, 45458.0, 39774.0, 41673.0, 41309.0, 34890.0, 37757.0, 34921.0, 39125.0, 39178.0, 35120.0, 36589.0, 37495.0, 34530.0, 36787.0, 39374.0, 34024.0, 34147.0, 33844.0, 34583.0, 31770.0, 27156.0, 34063.0, 31228.0, 33777.0, 32523.0, 23777.0, 35342.0, 29412.0, 29595.0, 883.1639291922019, 731.6376338349203, 698.0574317761885, 695.1587415815907, 2929.970192929367, 557.1595044890281, 542.3394656721264, 501.903173413196, 742.5112299389284, 590.33211756264, 462.13668241274326, 469.4501317284462, 552.3725825812251, 417.0654566597784, 781.7778438126079, 412.61995688609477, 2346.7981697387168, 461.7634020269134, 417.98080454021533, 826.6705928827502, 853.1370680365792, 468.828076957755, 391.67503089369427, 590.0472754918688, 617.5360608853176, 384.268809399346, 368.2484201427286, 407.74960098132317, 383.33140979311503, 484.57701420608157, 4560.616576457108, 6411.541214660045, 2108.341622108631, 2450.625841294566, 2188.7838885801393, 1148.9767422614075, 2272.911848784085, 1955.7862563059161, 1074.0211028676804, 894.5848233651923, 920.3685422846941, 1195.122094669575, 2002.539335998651, 749.2830608250267, 984.8312836792036, 1114.1486084536502, 832.0850122689926, 25075.91779253642, 3699.592656648826, 1370.8730555318102, 4563.766339315492, 1805.2445566391427, 14031.356114505506, 4180.859255560243, 5698.3429258004535, 3853.0745075560053, 2155.676561099625, 4190.963778387605, 2543.39858885835, 1394.5791009171978, 16892.44125630231, 3857.406355816078, 4765.085924516356, 11582.057794996037, 6036.49574258308, 4719.546371660129, 5620.191166699032, 3631.9897692544664, 5503.08515706688, 47117.08782234494, 45458.005118495894, 24620.995160355506, 35342.996221428366, 39374.34890768131, 41673.490729993035, 36787.43539114775, 39178.03552590727, 29595.601003850366, 41309.77149154249, 32308.06666813027, 32630.099277269703, 34147.79975923483, 27956.88035164861, 34063.21455036585, 39125.44219409216, 33777.14691486343, 29929.716665219174, 23985.218198021736, 37757.40982457654, 36589.079187442774, 29306.248583317203, 24513.14384881779, 24912.174376290972, 34583.527687001915, 26778.431493565797, 33844.78721574291, 34024.271681348895, 39774.792416568474, 31770.3612270021, 34530.485119225326, 34890.64082269126, 34921.3293245145, 35120.65717283668, 37495.6387641648, 31592.3836595858, 32523.78383335775, 31228.24754709931, 680.5531795810111, 357.68676542502186, 299.42279461798347, 911.2274049254673, 209.95573554152156, 845.0814961610798, 294.02882654693866, 699.9642642960681, 179.03569798886545, 171.21021235743402, 168.27164943361643, 159.07155127372368, 291.68956714189875, 254.68911972930763, 151.18246761302007, 138.41925843814786, 261.04618290432614, 157.38442707915755, 142.7906601031394, 309.39772575616445, 131.97077658066164, 164.44020007084174, 611.7807579302741, 175.58919265959923, 125.95867948666394, 175.5213213318908, 120.13719023825905, 175.14986471205182, 252.42405846292692, 119.25342313728198, 442.9017150074139, 247.7451968324164, 173.05539605787015, 825.1079580460216, 221.63742524350195, 232.55958288095235, 209.4633198442431, 530.9272140221451, 446.5359591841564, 318.643289375596, 402.6411274091168, 264.10894987145457, 395.9733624472047, 321.0376989476434, 893.7973297862816, 684.0266274869932, 475.9604700531357, 550.9654804984825, 1023.7883763672614, 719.379919325054, 1337.771716363309, 1754.8524409391357, 577.8914925408917, 422.1110769305998, 709.134451925046, 786.9486010790563, 594.0537973706702, 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339.83408310211667, 239.81674604932263, 206.35768038741944, 200.01289381722978, 183.93711523247316, 202.0803256827476, 177.67545348860398, 464.67075157982293, 164.20739288097442, 160.10082212329962, 178.1019993320149, 157.68801276570454, 235.44227538023895, 148.2391358090735, 143.9509580678299, 139.12634011964226, 138.2428078527819, 148.92308356243868, 149.04790954542213, 340.183426332317, 133.65489176372807, 134.55189291079546, 130.30877477582547, 216.49819398540754, 131.85646284774123, 126.90517002778893, 747.8494876367467, 398.85226286304913, 350.38320250427313, 419.0159386871355, 409.0647876166724, 194.78832853006978, 914.2168693462033, 347.2816186027522, 293.04228725568527, 315.54544475064347, 334.79866985740733, 1309.066052174082, 462.80028778356194, 348.67088130049274, 724.214558083591, 499.60472265561526, 1292.5110981781384, 437.9847146039817, 297.5733869433734, 685.495248056118, 812.1444081038859, 433.44064122954336, 5000.370283758797, 970.1298793487405, 636.8397465299846, 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       "\n",
       "function LDAvis_load_lib(url, callback){\n",
       "  var s = document.createElement('script');\n",
       "  s.src = url;\n",
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       "   // already loaded: just create the visualization\n",
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       "       new LDAvis(\"#\" + \"ldavis_el79272111874246161762445118\", ldavis_el79272111874246161762445118_data);\n",
       "   }(LDAvis);\n",
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       "   // require.js is available: use it to load d3/LDAvis\n",
       "   require.config({paths: {d3: \"https://cdnjs.cloudflare.com/ajax/libs/d3/3.5.5/d3.min\"}});\n",
       "   require([\"d3\"], function(d3){\n",
       "      window.d3 = d3;\n",
       "      LDAvis_load_lib(\"https://cdn.rawgit.com/bmabey/pyLDAvis/files/ldavis.v1.0.0.js\", function(){\n",
       "        new LDAvis(\"#\" + \"ldavis_el79272111874246161762445118\", ldavis_el79272111874246161762445118_data);\n",
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       "    LDAvis_load_lib(\"https://cdnjs.cloudflare.com/ajax/libs/d3/3.5.5/d3.min.js\", function(){\n",
       "         LDAvis_load_lib(\"https://cdn.rawgit.com/bmabey/pyLDAvis/files/ldavis.v1.0.0.js\", function(){\n",
       "                 new LDAvis(\"#\" + \"ldavis_el79272111874246161762445118\", ldavis_el79272111874246161762445118_data);\n",
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