accuracy_measure.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import csv\n",
    "import itertools"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "link='shuffled_preprocessed_data.csv'\n",
    "\n",
    "input1 = open(link, 'r')\n",
    "\n",
    "lines = itertools.islice(input1,1,None)\n",
    "reader = csv.reader(lines)\n",
    "\n",
    "full_len = len(list(reader))\n",
    "thres = int((full_len*90)/100)\n",
    "\n",
    "with open(link, newline='', encoding='utf8') as f:\n",
    "    lines = itertools.islice(f,1+thres,None)\n",
    "    reader = csv.reader(lines)\n",
    "    \n",
    "    cnt={}\n",
    "    for row in reader:\n",
    "        # Including only tags which are not empty\n",
    "        for i in range(6,len(row)):\n",
    "                if row[i]:\n",
    "                    cnt[row[i]]=0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'funny': 61, 'reaction': 6, 'couple': 5, 'hilarious': 6, 'comedy': 64, 'end': 1, 'streets': 1, 'snow': 1, 'eighteen': 1, 'video': 34, 'trucker': 2, 'highway': 2, 'interstate': 1, 'roadway': 1, 'central': 2, 'driver': 4, 'semis': 1, 'rain': 1, 'customer': 1, 'durant': 1, 'semi': 2, '18': 3, 'move': 10, 'trucking': 1, 'trailer': 17, 'go': 10, 'meet': 1, 'road': 2, 'bus': 2, 'educational': 6, 'family': 25, 'little': 4, 'mouse': 9, 'step2': 2, 'toy': 12, 'surprise': 10, 'family fun pack': 2, 'adventure': 7, 'mask': 2, 'chuck e cheese': 2, 'frozen': 7, 'fisher price': 2, 'play': 15, 'pig': 8, 'game': 23, 'good': 5, 'learn': 22, 'baby': 14, 'family friendly': 4, 'daddy': 3, 'paw patrol': 8, 'five nights': 2, 'toy story': 3, 'cartoon': 38, 'playtime': 3, 'happy': 5, 'updo': 1, 'hairdresser': 1, 'bun': 1, 'wedding': 9, 'party': 22, 'hairdo': 1, 'haircut': 1, 'beautiful': 16, 'fashion': 8, 'hair': 5, 'tech': 3, '3d printing': 1, 'proxy': 1, 'movie': 15, 'dawn': 1, 'air': 8, 'wall street': 3, 'fox business': 4, 'bell': 2, 'apple news': 4, 'politics': 18, 'special': 6, 'personality': 5, 'medley': 2, 'ukulele': 4, 'music': 21, 'hide': 8, 'short': 2, 'whole new world': 1, 'feel coming': 3, 'testing': 2, 'shooting': 3, 'demolition': 1, 'vet': 1, 'handgun': 1, 'test': 7, 'pistol': 1, 'gun channel': 1, 'rifle': 1, 'ammunition': 1, 'bullet': 2, 'shotgun': 1, 'ranch': 1, 'gun': 1, 'ammo': 1, 'princess': 2, 'cooking': 6, 'fun': 5, 'talking': 3, 'little pony': 1, 'slither io': 1, 'nail salon': 1, 'baby feeding': 1, 'make': 9, 'frozen anna': 1, 'explorer': 1, 'sago': 2, 'hair salon': 1, 'baby hazel': 2, 'spa': 1, 'girl': 16, 'v': 3, '4': 22, 'interactive entertainment': 20, 'ps4share': 6, 'grand theft auto': 1, 'money': 8, '2017': 85, 'united': 6, 'jimmy': 8, 'clip': 6, 'slow': 2, 'comedian': 5, 'airplane': 1, 'tell': 23, 'police': 5, 'doctor': 3, 'comedic': 2, 'live': 16, 'plane': 1, 'controversy': 1, 'night': 1, 'talk': 4, 'android': 4, 'shakti': 16, 'new': 47, 'preview': 39, 'today': 41, 'shakti serial': 5, 'colors shakti 4 may 2017': 1, 'full episode': 77, 'may 4 day year': 12, 'full': 6, 'shakti location': 2, 'shakti 4th may 2017': 2, 'serial': 64, '4th may 2017': 26, 'shakti full episode 4th may 2017': 2, 'shakti full episode': 9, 'shakti 4th may 2017 full episode': 2, 'shakti preview': 3, 'show': 4, 'colors shakti': 1, 'latest': 45, 'tonight show': 2, 'tonight': 1, 'variety': 2, 'talk show': 2, 'interview': 8, 'lip sync battle': 1, 'television': 12, 'funny video': 8, 'talent': 1, 'monologue': 2, 'musical performance': 1, 'highlight': 5, 'history': 3, 'university': 1, 'cute': 17, 'field day': 1, 'pool': 2, 'easter': 5, 'family fun': 2, 'pretend play': 1, 'learning': 15, 'racing': 6, 'family4pak': 1, 'pool party': 1, 'hobby': 2, 'inflatable': 1, 'family 4': 1, 'park': 3, 'egg': 2, 'egg hunt': 1, 'school': 13, 'challenge': 12, 'autumn': 2, 'colin': 7, 'easter 2017': 1, 'family game': 1, 'swimming': 1, 'footage': 12, 'battle': 12, 'event': 9, 'fifth': 7, '2k16': 7, '2k17': 9, 'field': 7, 'review': 24, 'fat': 20, 'band': 15, 'dancing': 9, 'drumline': 8, 'stadium': 7, 'rivalry': 7, 'comparison': 8, '2016': 11, 'percussion': 7, 'clips': 8, 'zero': 9, 'high school': 8, 'quarter': 7, '5th': 7, 'streaming': 7, 'begin': 2, 'hot': 4, 'public': 4, 'cricket': 4, 'schedule': 1, 'actress': 4, 'college': 2, 'match': 1, 'loreal': 1, 'stream': 9, 'pregnancy': 3, 'search': 1, 'mother': 2, 'black mob violence': 6, 'black white crime': 6, 'white girl bleed lot': 6, 'dont make black angry': 6, 'sesame': 2, 'street': 2, 'shopping': 2, 'producer': 2, 'rap instrumental': 1, 'studio': 1, 'hop': 3, 'underground': 3, 'hip': 3, 'beat': 4, 'trap beat': 1, 'instrumental': 5, 'rap': 3, 'rap battle': 1, 'para cantar rap': 1, 'de': 2, 'drake': 4, 'black': 1, 'bad': 3, 'trap': 5, 'de rap': 1, 'hip hop culture': 1, 'tempo': 2, 'hip hop instrumental base de rap': 1, 'ps4live': 14, 'grand theft auto v': 1, 'puzzle po': 2, 'logical reasoning puzzle': 1, 'problem puzzle': 1, 'solve puzzle reasoning': 1, 'reasoning': 2, 'sir': 2, 'solve puzzle': 1, 'puzzle': 3, 'amar sir': 1, 'math': 1, 'puzzle bank po': 1, 'amar': 1, 'tricky': 1, 'aptitude': 1, 'puzzle test reasoning': 1, 'cricket news today': 3, 'sports news 71': 1, 'cricket news 2017': 2, 'cricket news update': 1, 'sports news': 2, 'cricket news': 2, 'cricket 2017': 1, 'cricket live': 2, 'cricket news update 2017': 1, 'cricket today': 1, 'cricket team': 1, 'al hasan': 1, 'sports': 5, 'movie news': 2, 'film news 2017': 1, 'twist': 4, 'upcoming': 13, 'news latest': 1, 'latest news today': 2, 'latest news': 11, 'news': 148, 'colors': 42, 'new serial': 5, 'episode': 46, 'romantic': 24, 'se colors': 4, 'may 5': 1, 'se': 3, 'scene': 5, 'full launch video': 1, 'se 5th may 2017': 1, 'dance': 9, 'chandelier': 1, 'clothing': 3, 'use': 1, 'gym': 2, 'weight loss': 1, 'weight loss journey': 1, 'world': 3, 'healthy eating': 1, 'new girl 6x19': 1, 'season 4': 1, 'compilation': 9, 'pig 2016': 1, 'music 2017': 1, 'anna': 2, 'contest': 2, 'song': 28, '43': 1, 'recap': 1, 'he2017': 1, 'canada': 3, 'look': 4, 'rebel media': 1, 'injury': 1, 'rain sound': 16, 'rainy': 11, 'gentle rain': 4, 'rain roof': 4, 'sound': 10, 'rain shower sound': 4, 'rain shower': 8, 'thunderstorm': 12, 'forest rain sound': 4, 'playstation4 edition': 1, 'kingdom hearts': 2, 'dream drop distance': 2, 'kingdom hearts 28': 2, 'ps4': 7, 'police chase': 1, 'beach': 3, 'dark': 4, 'pursuit': 1, 'police brutality': 2, '1 2 3 4 5 6 7 bmw8 m1 m2 m3 m4 m5': 1, 's8': 1, 'q7 q8 sq7 q5 rs3 s2': 1, 'car crash compilation': 1, 's3': 1, 'm6 m7 stuck snow drift 20 30 v1 v2 v3 v4 v5 v6': 1, 's7': 1, 's6': 1, 's5': 1, 's4': 1, 'a1': 1, 'a3': 1, 'a2': 1, 'a5': 1, 'a4': 1, 'a7': 1, 'a6': 1, 'a8': 1, 's9 rs1 a9 q3 rs2': 1, 's3 s4 s5 s6 s7 s8': 1, 'el': 2, 'diplomat': 2, 'la': 2, 'prime minister': 2, 'national movement': 1, 'crime': 6, 'environment': 3, 'movement': 2, 'ambassador': 2, 'president': 6, 'primer': 1, 'patriot': 2, 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1, 'sketch': 3, 'season 42': 3, 'beck': 1, 'night live': 2, 'laugh': 4, 'guest': 1, 'coast coast': 1, 'new york': 2, 'host jimmy': 1, 'impersonation': 1, 'episode 18': 1, 'day': 8, 'host': 1, 'late night': 2, 'episode 1722': 1, 'strong': 1, 'harry': 1, 'kyle': 4, 'wrestle': 2, 'undertaker': 1, 'drive': 3, 'wrestler': 2, 'rowan': 2, 'fury': 3, 'mythology': 2, 'saga': 1, 'heathenism': 1, 'new saga': 1, 'viking faith': 1, 'old ways': 1, 'v sa': 1, 'paganry': 1, 'iceland': 1, 'paganism': 1, 'heathenry': 1, 'group': 4, 'remember': 2, 'people': 3, '720phd': 2, 'aka': 2, 'dodge': 1, 'test drive': 2, 'f250': 1, 'diesel': 2, 'ford': 3, 'chevy': 1, '2500': 1, 'hand made': 1, 'letter': 1, 'paper': 2, 'alphabet': 2, 'jo': 1, 'new trick': 1, 'unlimited cash': 1, 'slide': 1, 'hack slide': 1, 'wallet': 2, 'unlimited': 2, 'hack trick': 2, 'refer get': 1, 'refer earn': 1, '10 cash': 1, 'earn cash': 1, 'free money': 1, 'free8': 1, 'new offer': 2, 'hack': 10, 'cash loot': 1, 'comment': 1, 'skit': 1, 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sin': 1, 'lee sin main': 1, 'sick lee lee sin montage': 1, 'lee sin jungle': 1, 'master': 1, 'ms04': 1, 'expedition 5152': 1, 'international space station': 2, 'try sing along': 1, 'try sing': 1, 'sing along': 1, 'teens react': 1, 'sing lose': 1, 'try sing along challenge': 1, 'viral funny': 1, 'discuss': 1, 'bodyguard': 2, 'l': 1, 'action': 2, 'alien documentary': 1, 'nebula': 2, 'hidden universe': 1, 'space documentary': 1, 'hidden universe documentary': 1, 'space documentary national geographic': 1, 'space telescope': 2, 'collide': 1, 'hidden universe secret life cell': 1, 'space telescope launch': 1, 'alien beyond solar system': 1, 'galaxy': 2, 'space telescope documentary': 2, 'red velvet': 1, 'joy': 1, 'em': 1, 'follow': 2, 'ultimate team': 2, 'ea sports': 2, 'toty': 2, 'fan': 2, 'like4lhappy': 2, 'fut': 2, 'rage': 3, 'costume': 1, 'inside edition offbeat': 1, 'cracking': 1, 'presidency': 1, 'economics': 1, 'transparency': 1, 'screening chunky': 1, 'chunky begum special screening': 2, 'chunky begum screening': 1, 'sweet': 1, 'gummy bear crying': 1, 'finger': 1, 'finger family song': 3, 'gummy bear song': 1, 'family finger': 1, 'daddy finger': 1, 'daddy finger song': 1, 'finger song': 1, 'eat clean': 1, 'eat': 1, 'inspiration': 2, 'physique': 2, 'love life': 1, 'motivation': 3, 'aesthetics': 1, 'ink': 1, 'tanning': 1, 'tan': 1, 'homework': 1, 'milk': 1, 'dewy': 1, 'stick': 1, 'holographic': 1, 'runway': 1, 'khalifa': 1, 'faker': 1, 'fail': 4, 'send': 1, 'jinx': 1, 'fizz': 1, 'pink ward': 1, 'pro player': 1, 'faker best': 1, 'sample': 1, 'number': 1, 'colored': 1, 'rainbow': 1, 'coloring book': 1, 'simple example': 1, 'flower': 1, 'book': 1, 'wale': 1, 'rap monster': 1, 'climate change': 2, 'earth day': 1, 'demonstration': 1, 'brown university': 4, 'international institute': 2, 'institute': 2, 'brown u': 4, 'live reaction': 1, 'presentation': 1, 'tribute': 1, 'celebration': 2, 'vidya': 1, '2nd may 2017 full episode': 2, 'rex': 1, 'completion': 1, 'golem': 1, 'elemental': 1, 'quest': 1, 'commentary': 1, 'pirate': 1, 'warlock': 1, 'born': 1, 'druid': 1, 'beast': 1, 'rogue': 1, 'fatigue': 1, 'perfection': 1, 'mage': 1, 'warrior': 1, 'purify': 1, 'ramp': 1, 'paladin': 1, 'experience': 1, 'shaman': 1, 'priest': 1, 'miracle': 1, 'discard': 1, 'control': 1, 'campaign': 1, 'jade': 1, 'michigan': 1, 'mi': 1, 'essay': 1, 'sexy': 2, 'sans': 1, '9999999': 1, 'shorts': 2, 'papyrus': 1, 'frisk': 1, 'live show': 1, 'live 2017': 1, 'rainbow six siege': 1, 'space x': 1, 'hubble space telescope': 1, 'game review': 1, 'press conference': 1, 'go90 saga': 1, 'fate furious': 2, 'comedy sketch': 1, '4 may 2017 full episode': 1, 'scary': 1, 'psychology': 1, 'maza': 1, 'media': 1, 'terrorism': 1, 'episode 146': 1, 'may 2': 1, 'vine': 2, 'hanging': 1, 'throwback': 1, 'teacher': 2, 'sheep': 5, 'sheep cartoon': 1, 'cartoon series': 1, 'cartoon animation': 1, 'new cartoon full': 1, 'animated cartoon': 1, 'sheep house': 1, 'cartoon baby': 1, 'animated series': 1, 'j': 1, 'destiny': 1, 'awful': 2, 'affordable care act': 1, 'wall street journal': 1, 'repeal': 1, 'progressive news': 1, 'health care act': 2, 'bill burr': 2, 'works': 1, 'portal': 1, 'burr': 1, 'best bill burr': 1, 'joe rogan': 1, 'man': 2, 'rogan': 1, 'food revolution network': 1, 'today upcoming episode': 1, 'simar ka latest news': 1, 'simar ka 4th may 2017': 2, 'simar': 1, 'simar ka': 3, 'simar ka latest': 1, 'upcoming twist': 1, 'make money 2017': 2, 'make money 2014': 2, 'make money 2016': 2, 'make money free 2017': 2, 'make money free': 2, 'make money phone': 2, 'color grading': 1, 'mo': 1, 'transition': 1, '4k video': 1, 'a6500': 2, 'final cut pro': 1, 'fashion major': 1, 'cooper': 1, 'design major': 1, 'design technology major': 1, 'design': 1, 'fashion design major': 1, 'design school': 1, 'school design': 1, 'new york city': 1, 'strategic design major': 1, 'computer science major': 1, 'art major': 1, 'new school': 1, '07': 1, 'series': 1, 'ultimate': 1, '2007': 1, 'iron': 1, 'progress': 1, 'total': 1, 'ironman': 1, 'ie': 1, 'interracial': 2, 'acting': 1, 'best fidget spinner': 1, 'best fidget': 1, 'fidget spinner review': 1, 'business news live stream': 1, 'financial news live stream': 1, 'rent runway': 3, 'business news': 1, 'financial news live': 1, 'stock market': 1, 'investment news': 1, 'financial news today': 1, 'business news today': 1, 'live stream': 1, 'financial news': 1, 'ivy league': 1, 'providence': 1, 'brown providence': 1, 'delete account': 1, 'obstacle course': 1, 'extreme sports': 1, 'race': 3, 'action sports': 2, 'racist': 1, 'episode 148': 1, 'may 4': 1, 'cry': 1, '1 10': 1, 'baby cry': 1, '5minute': 1, 'useful': 1, 'less': 1, 'budget': 2, 'frugal': 2, 'eight': 1, 'let go': 1, 'homemade': 2, 'debt': 1, 'ted': 1, 'supreme court': 1, 'smart home': 2, 'free club': 1, 'get item': 1, 'earn': 1, 'get quick': 1, 'club': 1, 'doe': 2, 'item hack': 1, 'friendly': 2, 'preschool toy': 2, 'baby toy': 2, 'paw patrol baby': 2, 'bad bad chase': 2, 'bad baby': 2, 'bad baby video': 2, 'toddler': 2, 'paw patrol toy': 2, 'preschool': 2, 'best learn colors': 2, 'bad baby cry': 2, 'fun video': 2, 'nickelodeon': 2, 'toy surprise': 2, 'fair': 1, 'disruptor': 1, 'gross': 1, 'dirty mind test': 2, 'intelligence': 1, 'mind': 2, 'bath': 1, 'whats hard': 1, 'long sticky': 1, 'bath challenge': 1, 'exility': 1, 'intelligent': 1, 'illusion': 1, 'pepper': 1, 'dirty mind test 2': 1, 'brain test': 1, 'ask': 2, 'ten': 1, 'dirty mind': 1, '97 fail': 1, 'genius test': 1, 'intelligence test': 1, 'moose': 1, 'happy meal': 1, 'chi': 1, 'educational toy company': 1, 'shop': 1, 'boy': 1, 'ghost recon part 1': 2, '2017 open world': 1, 'ghost recon commentary': 1, 'ghost recon': 3, 'full game': 1, 'ending': 1, 'part 1': 1, 'ghost recon full game': 1, 'ghost recon ending': 1, 'open world': 1, 'fidget toy': 1, 'hand': 1, 'narcissism': 1, 'wisdom': 1, 'god': 1, 'victim': 1, 'narcissist': 1, 'accident prevention': 1, 'safety baby': 1, 'fun educational': 1, 'baby panda': 1, 'baby bus': 1, 'educational game': 1, 'learn safety knowledge': 1, 'learn safety': 1, 'massage': 2, 'traveler': 1, 'apple': 1, 'phantom': 1, 'york': 1, 'empire state building': 1, 'iphone7': 1, 'idea': 1, 'karma': 1, 'mister bean': 1, 'bean f': 1, 'bean compilation': 1, 'bean official': 1, 'bean cartoon': 1, 'bean full episode': 1, 'ice age': 1, 'rio': 1, 'vintage': 1, 'dee': 1, 'dangerous': 1, 'expensive': 1, 'motivational speech': 3, 'motivational video': 1, 'never give': 2, 'success': 2, 'nick never give': 2, 'must watch': 2, 'nick inspirational video': 2, 'inspirational': 3, 'inspirational video': 2, 'nick motivational speech': 2, 'always hope': 2, 'inspirational speech': 2, 'nick arms': 2, 'unstoppable faith': 2, 'se news': 1, 'se latest': 1, 'se full episode': 1, 'evolution': 1, 'mortality': 1, 'new girl 6x20': 1, 'service': 1, 'hill': 1, 'certified': 1, '2014': 1, '14': 1, 'mint': 1, 'library congress': 1, 'top5': 1, 'woman': 2, 'fail army': 1, 'fail compilation': 1, 'driving': 1, 'sliding': 1, 'drifting': 1, 'rider': 1, 'ricer fail': 1, 'gas': 1, 'racer': 1, 'funny car fail': 1, 'tuning car': 1, 'failure': 1, 'gas station': 1, 'road rage': 1, 'burnout': 1, 'welcome': 1, 'walt': 1, 'simar ka new episode': 1, 'simar ka latest episode': 1, 'simar ka full episode 4th may 2017': 1, 'simar ka full episode': 1, 'simar ka full episode 4 may 2017': 1, 'simar ka today episode': 1, 'simar ka 4th may 2017 full episode': 1, 'simar ka location': 1, 'spooky': 1, 'vainglory spring season': 1, 'vainglory 8': 1, 'vainglory': 1, 'vainglory spring opener': 1, 'fast furious 8': 2, 'fast furious': 4, 'best trap': 1, 'trap city': 1, 'trap 2017': 1, 'fast 8': 2, 'fate furious album': 1, 'trap mix': 1, 'full album': 1, 'trap nation': 1, 'trap bass': 1, 'magic music': 1, 'trap music': 1, 'dead men tell tales': 1, 'educational video': 1, 'licensee': 1, 'ho': 1, 'crew': 1, 'body': 2, 'behind': 1, 'workout video': 1, 'natural': 3, 'deep': 2, 'environmentalism': 1, 'seaman': 1, 'pollution': 1, 'best work': 1, 'muscle gain': 1, 'gain muscle': 2, 'machine grit': 1, 'lean muscle': 1, 'build muscle': 2, 'muscle training': 1, 'gaining muscle': 1, 'muscle weight gain': 1, 'machine': 1, 'marc': 1, 'muscle fitness': 1, 'building muscle': 1, 'bodybuilder': 1, 'grit': 1, 'muscle growth': 1, 'primary world': 1, 'practice': 1, 'basket': 1, 'team game': 1, 'topic': 1, 'star last trailer': 1, 'sequel': 1, 'star last panel': 1, 'star 8': 1, 'winter': 1, 'chaos': 1, 'cheetah': 1, 'complete': 1, 'line': 1, 'desert': 1, 'stage': 1, 'cathedral': 1, 'na se door': 3, 'na se door full episode': 1, 'na se door 5th may 2017': 1, 'na se door full episode 5th may 2017': 1, 'hammer lord': 1, 'free play': 1, 'sword hero': 1, 'sword': 1, 'vigor': 1, 'direct': 1, 'part 2': 1, 'team clash deluxe': 1, 'planet': 1, 'colossal dee': 1, 'fire fragment': 1, 'water fragment': 1, 'heroic': 1, 'beam mage': 1, 'gem': 1, 'anger': 1, 'spoken': 1, 'whispering': 1, 'soft': 1, 'wire': 1, 'boat': 1, 'heart': 1, 'cap': 1, 'hey': 1, 'episode 10': 1, 'walking': 1, '1': 1, 'azure': 1, 'season 1': 1, 'get fall': 1, 'faith': 1, 'life without nick': 1, 'inspiring speech nick': 1, 'believe': 1, 'prospect': 1, 'diamond rank': 1, 'market': 1, 'platinum rank': 1, 'decal': 1, 'roulette': 1, 'octane': 1, 'crimson': 1, '1k': 2, 'turbo': 1, 'g2': 1, '1000': 1, 'crate': 1, 'turbo crate': 1, 'grand champion': 1, 'painted': 1, 'rocket league ranked': 1, 'special effect charity': 1, 'special effect': 1, 'batman knight': 1, 'special effects': 1, 'marathon': 1, 'jerry cartoon': 1, 'today trump news': 1, 'jerry full': 1, 'latest news today news': 1, 'today news': 3, 'trump speech': 1, 'today news live': 1, 'astrophysics documentary': 1, 'astrophysics': 2, 'astrophysics lecture': 1, 'season 2 episode 59': 1, '2 colors': 1, '2 full episode 5th may 2017': 1, 'colors serial': 1, '2 episode 59': 1, 'season 2': 1, '2 5th may 2017': 1, 'season 2 5th may 2017 full episode': 1, '2 full episode': 1, 'uncharted 4 end': 1, 'tee': 1, 'thug': 1, 'lee': 1, 'puffy': 1, 'montana': 1, 'enjoy': 1, 'tory': 1, 'robin': 1, 'come play': 1, 'chef': 1, 'mommy': 1, 'recycle': 1, 'reuse': 1, 'sugar charm shop': 1, 'froggy stuff': 1, 'kitchen': 1, 'dollhouse': 1, 'craft': 1, 'seven super': 1, 'result': 1, 'referendum': 1, 'news agency': 1, 'march': 2, 'finance': 1, 'video news': 1, 'mustard': 1, 'dessert': 1, 'chocolate': 1, 'cook': 1, 'bake': 1, 'hot dance': 1, 'sexy dance': 1, 'fumble': 1, 'referee': 3, 'ko': 1, 'mental health': 1, 'prince': 1, '4th may 2017 watch': 1, 'serial 2017': 1, 'jay': 1, 'piano cover': 1, '59': 1, 'got7': 1, 'logic pro x': 1, 'experimental': 1, 'beyond vine': 1, 'vine compilation': 1, 'beyond vine compilation': 1, 'age': 1, 'us military': 1, 'environmental': 1, 'climate': 1, 'conflict': 1, 'school district lee county': 1, 'news 24': 3, 'live news': 3, 'everyday': 2, 'drugstore': 1, 'boss baby movie': 1, 'boss': 1, 'boss baby trailer': 1, 'boss baby trailer 2017': 1, 'alec': 1, 'kodak black': 2, 'call duty modern warfare': 1, 'prank box': 4, 'funny moment': 2, 'prank video': 1, 'jake tapper': 1, 'mum': 1, 'buzz': 1, 'bole 5th may 2017': 1, 'bole full video': 1, 'bole full launch video': 1, 'bole new show': 1, 'monthly': 1, 'august': 1, 'stuffing': 2, 'automata': 1, 'bad bunny': 1, 'consciousness': 1, 'soul': 1, 'spirit': 1, 'loving': 1, 'chrome': 2, 'vision': 2, 'gain': 1, 'sham': 1, 'cracked': 1, 'grow channel': 1, 'car chase': 1, 'mojo': 1, 'pine': 1, 'peace': 1, '80s': 1, 'tiffany mack': 1, 'hap collins': 1, 'thriller': 1, 'p hall': 1, 'country': 1, 'hap': 1, 'discrimination': 1, 'racism': 1, 'religion': 1, 'immigration': 1, 'hasan': 1, 'voting': 1, 'fabric': 1, 'tech insider': 1, 'ti': 1, 'jacket': 1, 'digital culture': 1, 'innovation': 1, 'retail': 1, 'answer': 1, 'naik': 1, 'android gaming': 1, 'android gaming tablet': 1, 'conte': 1, 'creed unity': 1, 'small beautiful': 1, 'jack speech': 1, 'jack success': 2, 'start dream': 1, 'company': 1, 'dont help successful people': 1, 'billionaire jack successful': 1, 'help people want successful': 1, 'success motivation': 1, 'successful people': 1, 'growing business small': 1}\n"
     ]
    }
   ],
   "source": [
    "# Dictionary of occurrences of each tag in the data set\n",
    "with open(link, newline='', encoding='utf8') as f:\n",
    "    lines = itertools.islice(f,1+thres,None)\n",
    "    reader = csv.reader(lines)\n",
    "    \n",
    "    for row in reader:\n",
    "            for i in range(6,len(row)):\n",
    "                if row[i]:\n",
    "                    cnt[row[i]]+=1\n",
    "\n",
    "    print(cnt)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "link='predicted_data.csv'\n",
    "\n",
    "with open(link, newline='', encoding='utf8') as f:\n",
    "    lines = itertools.islice(f,1,None)\n",
    "    reader = csv.reader(lines)\n",
    "    \n",
    "    cnt_pred={}\n",
    "    for row in reader:\n",
    "        # Including only tags which are not empty\n",
    "        for i in range(6,len(row)):\n",
    "                if row[i]:\n",
    "                    cnt_pred[row[i]]=0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'couple': 2, 'hilarious': 2, 'adventure': 5, 'baby': 9, 'bus': 2, 'cartoon': 16, 'chuck e cheese': 2, 'comedy': 23, 'daddy': 2, 'educational': 2, 'family': 4, 'family friendly': 2, 'family fun pack': 2, 'fisher price': 2, 'frozen': 3, 'game': 14, 'good': 2, 'happy': 2, 'learn': 16, 'little': 2, 'mask': 2, 'mouse': 5, 'paw patrol': 7, 'pig': 6, 'play': 11, 'playtime': 2, 'step2': 2, 'surprise': 5, 'toy': 7, 'toy story': 3, 'hair': 1, 'updo': 1, 'wedding': 8, 'baby feeding': 1, 'baby hazel': 1, 'cooking': 3, 'explorer': 1, 'frozen anna': 1, 'fun': 2, 'girl': 10, 'hair salon': 1, 'little pony': 1, 'make': 3, 'nail salon': 1, 'princess': 1, 'sago': 2, 'slither io': 1, 'spa': 1, 'talking': 3, '4': 14, 'grand theft auto v': 1, 'interactive entertainment': 12, 'android': 3, '2017': 66, '4th may 2017': 25, 'colors': 25, 'episode': 42, 'full': 6, 'full episode': 48, 'latest': 43, 'may 4 day year': 13, 'preview': 44, 'serial': 44, 'shakti': 5, 'shakti 4th may 2017': 3, 'shakti full episode': 5, 'shakti full episode 4th may 2017': 3, 'shakti location': 2, 'shakti preview': 3, 'shakti serial': 4, 'today': 40, 'history': 2, 'university': 1, '2016': 9, '2k16': 7, '2k17': 8, '5th': 7, 'band': 7, 'battle': 8, 'clips': 8, 'comparison': 7, 'dancing': 7, 'drumline': 7, 'event': 7, 'fat': 14, 'field': 7, 'fifth': 7, 'footage': 11, 'high school': 8, 'percussion': 7, 'quarter': 7, 'review': 14, 'rivalry': 7, 'stadium': 7, 'tell': 13, 'zero': 7, 'black mob violence': 6, 'black white crime': 6, 'colin': 6, 'dont make black angry': 6, 'white girl bleed lot': 6, 'sesame': 2, 'street': 2, 'bad': 2, 'beat': 1, 'black': 1, 'de': 1, 'de rap': 1, 'drake': 1, 'hip': 1, 'hip hop culture': 1, 'hip hop instrumental base de rap': 1, 'hop': 1, 'instrumental': 4, 'para cantar rap': 1, 'producer': 2, 'rap': 2, 'rap battle': 1, 'rap instrumental': 1, 'studio': 1, 'tempo': 2, 'trap': 1, 'trap beat': 1, 'underground': 1, 'amar': 1, 'amar sir': 1, 'amar sir math': 1, 'math': 1, 'po': 1, 'quantitative aptitude': 1, 'sir': 1, 'al hasan': 1, 'cricket': 1, 'cricket 2017': 1, 'cricket news': 1, 'cricket news today': 1, 'cricket news update': 1, 'cricket news update 2017': 1, 'cricket team': 1, 'cricket today': 1, 'sports': 1, 'sports news': 1, 'sports news 71': 1, 'full launch video': 1, 'latest news': 4, 'latest news today': 1, 'new serial': 4, 'news': 59, 'news latest': 1, 'romantic': 18, 'scene': 3, 'se': 3, 'se 4th may 2017': 3, 'se colors': 3, 'twist': 3, 'upcoming': 11, 'new girl 6x19': 1, 'compilation': 4, 'funny': 32, 'new': 18, 'forest rain sound': 4, 'gentle rain': 4, 'rain roof': 4, 'rain shower': 4, 'rain shower sound': 4, 'rain sound': 4, 'rainy': 4, 'sound': 6, 'thunderstorm': 4, 'playstation4 edition': 1, 'ps4share': 4, '1 2 3 4 5 6 7 bmw8 m1 m2 m3 m4 m5': 1, 'a1': 1, 'a2': 1, 'a3': 1, 'a4': 1, 'a5': 1, 'a6': 1, 'a7': 1, 'a8': 1, 'car crash compilation': 1, 'm6 m7 stuck snow drift 20 30 v1 v2 v3 v4 v5 v6': 1, 'q7 q8 sq7 q5 rs3 s2': 1, 'rs4 rs5 rs6 rs7 rs8 q1 q2': 1, 's3': 1, 's3 s4 s5 s6 s7 s8': 1, 's4': 1, 's5': 1, 's6': 1, 's7': 1, 's8': 1, 's9 rs1 a9 q3 rs2': 1, 'ambassador': 2, 'crime': 2, 'diplomat': 2, 'diplomate': 2, 'environment': 2, 'esclavage': 2, 'movement': 2, 'national': 2, 'national anthem': 2, 'parliament': 2, 'patriot': 2, 'patriotic': 2, 'politics': 4, 'premier minister': 2, 'president': 2, 'prime minister': 2, 'senator': 2, 'slavery': 2, 'traffic': 2, 'un': 2, 'united': 2, 'bill': 5, 'debate': 5, 'election 2016': 4, 'fox news': 3, 'mike pence': 3, 'news channel': 4, 'next news network': 3, 'presidential election': 4, 'trump': 24, 'confidence': 1, 'degree': 1, 'future': 1, 'marketing': 1, 'marketing career': 1, 'marketing graduate': 1, 'marketing major': 1, 'polytechnic': 1, 'successful': 1, 'branch': 1, 'candy': 1, 'crying': 1, 'poppy': 1, 'north': 3, '3rd may 2017': 1, 'today episode': 26, 'harman': 4, 'shakti colors': 3, 'watch shakti': 2, 'dont laugh': 1, 'laugh lose': 1, 'try laugh': 1, 'try laugh challenge': 2, 'try laugh grin': 1, 'tiger shroff': 3, 'tiger shroff dance': 2, 'angel': 1, 'angel guidance': 1, 'angel healing': 1, 'angel message': 1, 'angel messenger': 1, 'angel oracle': 1, 'angel reading': 1, 'archangel': 1, 'archangel healing meditation': 1, 'archangel prayer': 1, 'free angel card reading': 1, 'free angel reading': 1, 'free reading': 1, 'harper': 1, 'oracle': 1, 'psychic reading': 1, 'virtue': 1, 'location': 21, 'star plus': 22, 'blake': 3, 'singing': 1, 'team': 5, 'team blake': 2, 'television': 5, 'voice': 3, 'voice 2017': 3, 'voice new season': 3, 'voice season 12': 3, 'old': 3, 'boss baby': 3, 'color': 6, 'colors learn': 2, 'finger family': 6, 'finger family nursery': 2, 'finger family nursery wrong': 2, 'gummy': 1, 'gummy bear': 2, 'masha': 2, 'masha bear': 2, 'pig en': 2, 'wrong': 2, 'orbital fantasy': 1, 'video tutorial': 2, 'twitch': 5, 'listening': 1, 'listening practice test 2017': 1, 'listening test': 1, 'beautiful': 10, 'cute': 8, 'love': 21, 'dev': 2, 'new show': 3, 'rang': 2, 'rang 4th may 2017': 1, 'rang 4th may 2017 full episode': 1, 'rang full episode': 2, 'rang full episode 4th may 2017': 1, 'title song': 2, 'jordan': 1, '2015': 1, 'soda': 1, 'boss': 2, 'entrepreneur': 1, 'financial freedom': 1, 'money': 2, 'tube': 1, 'twitter': 1, 'easter': 2, 'trucks': 1, 'video': 9, 'application': 3, 'entertainment': 7, 'free': 3, 'free mobile': 4, 'free streaming': 4, 'go 90': 4, 'go 90 video': 4, 'go90': 4, 'go90 original series': 3, 'mobile': 4, 'mobile video streaming': 4, 'social': 4, 'streaming': 5, 'animation': 7, 'bean': 7, 'bean funny': 7, 'ben': 6, 'cartoon network': 6, 'entertainment television': 6, 'grey matter': 6, 'sab': 6, 'set': 8, 'sunny hot': 6, 'sunny hot scene': 6, '00': 1, '01': 1, '12u': 1, '14u': 1, '16u': 1, '18u': 1, '1st': 1, '2018': 1, '2019': 1, '2020': 1, '2021': 1, '98': 1, '99': 1, 'athletics': 1, 'best': 7, 'big': 3, 'ca': 1, 'cal': 1, 'catcher': 1, 'champion': 1, 'class': 1, 'combine': 1, 'division': 1, 'fast': 1, 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'ransom cast': 1, 'ransom show cast': 1, 'gayatri': 3, 'joshi': 3, 'khan': 3, 'singh': 4, 'ye': 3, 'oh': 3, 'star': 5, 'learn colors': 9, 'learning': 8, '20170404': 1, '201744': 1, 'cheer': 1, 'dance': 4, 'sex': 2, 'bole': 3, 'bole 4th may 2017': 2, 'bole full episode': 3, 'bole preview': 2, 'bole serial': 3, 'bole star plus': 3, 'bole today': 3, 'om': 2, 'movie': 7, 'official': 3, 'trailer': 11, 'double pedal': 1, 'eliminator': 1, 'gold star': 1, 'inform': 3, 'legacy adapter': 1, 'one': 2, 'pearl': 1, 'pro': 4, 'rb1': 1, 'rb2': 1, 'rb3': 1, 'rb4': 1, 'rock band': 1, 'rock band 1': 1, 'rock band 2': 1, 'rock band 3': 1, 'rock band 4': 1, 'td4': 1, 'athlete': 1, 'athletic': 1, 'every damn day': 1, 'fitness': 1, 'functional': 1, 'hick hop': 1, 'infinite': 1, 'logical': 1, 'moccasin creek': 1, 'nutrition': 2, 'real men real style': 1, 'shaw': 1, 'teaching fashion': 1, 'tiger fitness': 1, 'workout': 1, 'yoga': 1, 'cut': 1, 'dash mining': 1, 'digital cash': 1, 'genesis': 1, 'genesis 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'place': 7, 'planet x': 2, 'planet x 2016': 2, 'planet x 2017': 2, 'planet x arrival': 1, 'planet x news': 2, 'planet x orbit': 1, 'planet x update': 2, 'solar system': 1, 'wormwood': 1, 'cast': 3, 'adobe stock': 2, 'architect': 2, 'architecture': 2, 'builder': 2, 'building': 2, 'buy video': 2, 'compare': 1, 'construction': 2, 'contractor': 2, 'corporate': 2, 'development': 2, 'electricity': 1, 'engineer': 2, 'equipment': 2, 'expert': 2, 'horizontal': 2, 'industrial': 2, 'industry': 2, 'job': 2, 'manager': 2, 'occupation': 2, 'outdoors': 3, 'partnership': 2, 'people': 2, 'plan': 3, 'pond5': 2, 'profession': 2, 'professional': 2, 'project': 2, 'protective': 1, 'showing': 2, 'stock': 2, 'stock video': 2, 'teamwork': 2, 'transformer': 1, 'uniform': 1, 'worker': 2, 'workplace': 2, 'comic': 1, 'doctor': 1, 'dragon ball': 1, 'geek': 1, 'grace': 1, 'hulk': 2, 'joker': 1, 'mark': 2, 'new 52': 1, 'one punch man': 1, 'super hero': 1, 'superman': 1, 'venom': 1, 'adoption': 1, 'bicornuate uterus': 1, 'choice motherhood': 1, 'donor': 1, 'embryo adoption': 1, 'infant': 1, 'infertility': 1, 'international adoption': 1, 'mother': 1, 'motherhood daily': 1, 'private adoption': 1, 'single mother choice': 1, 'snowflake adoption': 1, 'sperm donor': 1, 'syndrome': 1, 'syndrome adoption': 1, 'trying conceive': 1, 'peter': 1, 'bonus candy': 1, 'bonus illusion': 1, 'bonus monody': 1, 'deep space': 1, 'ghost dance': 1, 'kung fu': 1, 'level': 2, 'level 10': 1, 'level 4': 1, 'rolling sky': 1, 'skin collection': 1, 'speed': 1, 'speed 150': 1, 'speed 80': 1, 'ford': 1, 'bluedrake42': 2, 'big data': 1, 'center': 1, 'cloud': 1, 'computer': 1, 'computer technology': 1, 'data': 1, 'e7intel': 1, 'technology information': 1, 'technology solution': 1, 'special': 2, 'fox business': 1, 'original composition': 4, 'alien': 1, 'empire': 1, 'fallen angel': 1, 'fossil': 1, 'japan': 2, 'sea anomaly': 1, 'ugly': 1, '360': 1, '360 live': 1, '360 video': 1, 'earth': 1, 'exploration': 1, 'exploration space': 1, 'live': 7, 'moon': 1, 'science': 6, 'science documentary': 2, 'science fair': 2, 'space': 2, 'voyager 1': 2, 'conference': 3, 'global academic research institute': 3, 'international scientific research conference organizer': 3, 'mice tourism': 3, 'scientific research conference': 3, 'sri mice': 3, 'best face shape': 1, 'best glasses': 1, 'best men': 1, 'cheap': 1, 'control 80': 1, 'decide': 1, 'fashion grinding': 1, 'glasses': 1, 'glasses worth': 1, 'lens': 1, 'look': 2, 'look smart glasses': 1, 'men': 1, 'miss universe 2017': 1, 'pick best glasses face shape': 1, 'prescription': 1, 'remove scratches glasses': 1, 'sa': 1, 'sa full episode': 1, 'sa last episode': 1, 'sa serial': 1, 'sa today episode': 1, 'sa zee': 1, 'wo sa': 1, 'zee sa': 1, 'se today episode': 2, 'cream': 1, 'ice': 1, 'spicer': 2, 'action game': 2, 'android game': 2, 'child game': 2, 'computer game': 2, 'girl game': 2, 'latest game': 2, 'mobile game': 2, 'racing best game': 2, 'sky game': 2, 'sport game': 2, 'top 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'shakti 5th may 2017 full episode': 1, 'shakti cast': 1, 'shakti latest episode': 1, 'shakti latest news': 1, 'shakti today episode': 1, 'studio six': 1, 'culture': 1, 'exploring': 1, 'food': 1, 'globe trekker': 1, 'holly morris': 1, 'lonely planet': 1, 'pacific': 1, 'south': 1, 'tourism': 1, 'travel guide': 1, 'wright': 1, 'media bullying': 1, 'ram': 1, 'ram day': 1, 'ram tiger shroff': 1, 'ram tweet': 1, 'social media': 1, 'social media bullying': 1, 'tiger shroff ram': 1, 'tiger shroff reaction': 1, 'tiger shroff reaction ram': 1, 'last': 2, 'fall': 1, 'toby': 1, 'watching': 1, 'album': 1, 'dance music': 1, 'electronic': 1, 'female': 1, 'got': 1, 'pop': 1, 'vocalist': 1, 'astrologer': 1, 'astrology may 2017': 1, 'astrology video may 2017': 1, 'may 2017': 1, 'monthly 2017': 1, 'monthly may 2017': 1, 'bole 2nd may 2017': 1, 'bole 2nd may 2017 full episode': 1, 'may 2 day year': 4, 'behind voice': 1, 'coach exclusive': 1, 'digital exclusive': 1, 'exclusive content': 1, 'guava juice': 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'special effect': 1, 'special effect charity': 1, 'special effects': 1, 'full episode 4th may 2017': 1, 'nuclear': 1, 'experimental': 1, 'logic pro x': 1, 'beyond vine': 1, 'beyond vine compilation': 1, 'vine compilation': 1, 'alec': 1, 'boss baby movie': 1, 'boss baby trailer': 1, 'boss baby trailer 2017': 1, 'official trailer': 1, 'jake tapper': 1, 'bole full launch video': 1, 'bole full video': 1, 'bole new show': 1, 'type beat': 1, 'type beat 2017': 1, 'comedian': 1, 'comedy central': 1, 'daily show': 1, 'discrimination': 1, 'funny clips': 1, 'funny video': 1, 'hasan': 1, 'hilarious clips': 1, 'immigration': 1, 'late night talk show': 1, 'racism': 1, 'religion': 1, 'stand': 1, 'voting': 1, 'clothing': 1, 'digital culture': 1, 'fabric': 1, 'innovation': 1, 'jacket': 1, 'retail': 1, 'style': 1, 'tech': 1, 'tech insider': 1, 'technology': 1, 'ti': 1, 'bear': 1, 'pig 2016': 1, 'billionaire jack successful': 1, 'dont help successful people': 1, 'growing business small': 1, 'help people want successful': 1, 'jack success': 1, 'small beautiful': 1, 'start dream': 1, 'success': 1, 'success motivation': 1, 'successful people': 1}\n"
     ]
    }
   ],
   "source": [
    "# Dictionary of occurrences of each tag in the data set\n",
    "with open(link, newline='', encoding='utf8') as f:\n",
    "    lines = itertools.islice(f,1,None)\n",
    "    reader = csv.reader(lines)\n",
    "    \n",
    "    for row in reader:\n",
    "            #print(row[6])\n",
    "            for i in range(6,len(row)):\n",
    "                if row[i]:\n",
    "                    cnt_pred[row[i]]+=1\n",
    "\n",
    "    print(cnt_pred)\n",
    "    #print('YouTube Editor' in cnt_pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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['bean cartoon', 1, 1], ['bean compilation', 1, 1], ['bean f', 1, 1], ['bean full episode', 1, 1], ['bean funny', 7, 7], ['bean official', 1, 1], ['comedy', 64, 23], ['mister bean', 1, 1], ['rowan', 2, 1], ['trailer', 17, 11], ['oh', 3, 3], ['real estate', 10, 10], ['residential', 8, 8], ['sale', 10, 8], ['virtual tour', 8, 8], ['hurry', 2, 1], ['2017', 85, 66], ['4th may 2017', 26, 25], ['episode', 46, 42], ['full episode', 77, 48], ['gayatri', 3, 3], ['joshi', 3, 3], ['khan', 4, 3], ['latest', 45, 43], ['news', 148, 59], ['preview', 39, 44], ['serial', 64, 44], ['singh', 6, 4], ['star plus', 26, 22], ['today', 41, 40], ['today episode', 32, 26], ['upcoming', 13, 11], ['video', 34, 9], ['ye', 3, 3], ['2017', 85, 66], ['4th may 2017', 26, 25], ['colors', 42, 25], ['episode', 46, 42], ['full episode', 77, 48], ['latest', 45, 43], ['latest news', 11, 4], ['location', 22, 21], ['love', 39, 21], ['news', 148, 59], ['preview', 39, 44], ['romantic', 24, 18], ['se', 3, 3], ['se 4th may 2017', 2, 3], ['se colors', 4, 3], ['se today episode', 2, 2], ['serial', 64, 44], ['today', 41, 40], ['2016', 11, 9], ['2017', 85, 66], ['2k16', 7, 7], ['2k17', 9, 8], ['5th', 7, 7], ['band', 15, 7], ['battle', 12, 8], ['clips', 8, 8], ['comparison', 8, 7], ['dancing', 9, 7], ['drumline', 8, 7], ['event', 9, 7], ['fat', 20, 14], ['field', 7, 7], ['fifth', 7, 7], ['footage', 12, 11], ['high school', 8, 8], ['percussion', 7, 7], ['preview', 39, 44], ['quarter', 7, 7], ['review', 24, 14], ['rivalry', 7, 7], ['stadium', 7, 7], ['tell', 23, 13], ['zero', 9, 7], ['dark 3', 4, 2], ['dark 3 2016', 2, 2], ['dark 3 guide', 2, 2], ['dark 3 ringed city', 8, 2], ['dark 3 ringed city boss', 2, 2], ['dark 3 ringed city ending', 2, 2], ['dark 3 ringed city part 1', 2, 2], ['new girl 6x20', 1, 1], ['old', 7, 3], ['80years', 2, 2], ['anniversary', 2, 2], ['mount abu', 2, 2], ['peace mind', 2, 2], ['2017', 85, 66], ['4 may 2017', 8, 3], ['colors', 42, 25], ['full episode', 77, 48], ['may 4 day year', 12, 13], ['simar ka', 3, 2], ['simar ka 4th may 2017', 2, 1], ['simar ka 4th may 2017 full episode', 1, 1], ['simar ka full episode', 1, 2], ['simar ka full episode 4 may 2017', 1, 1], ['simar ka full episode 4th may 2017', 1, 1], ['simar ka latest episode', 1, 1], ['simar ka location', 1, 1], ['simar ka new episode', 1, 1], ['simar ka today episode', 1, 1], ['today', 41, 40], ['spooky', 1, 1], ['strange', 4, 1], ['ukulele', 4, 1], ['vainglory', 1, 1], ['vainglory 8', 1, 1], ['vainglory spring opener', 1, 1], ['vainglory spring season', 1, 1], ['0132', 2, 2], ['022', 2, 2], ['023', 2, 2], ['024', 2, 2], ['2017', 85, 66], ['game', 23, 14], ['mechanic', 2, 2], ['neat', 2, 2], ['play', 15, 11], ['review', 24, 14], ['scrap', 2, 2], ['scrap mechanic', 4, 2], ['stream', 9, 3], ['tutorial', 23, 12], ['update', 3, 4], ['compilation', 9, 4], ['musically', 3, 1], ['beautiful', 16, 10], ['comedy', 64, 23], ['cute', 17, 8], ['girl', 16, 10], ['love', 39, 21], ['2017', 85, 66], ['bass', 2, 1], ['fast furious', 4, 1], ['fast furious 8', 2, 1], ['trap bass', 1, 1], ['trap mix', 1, 1], ['5', 0, 1], ['5 trailer', 0, 1], ['dead men tell tales', 1, 1], ['film', 8, 3], ['movie', 15, 7], ['trailer', 17, 11], ['color', 6, 6], ['colors', 42, 25], ['learn', 22, 16], ['police', 5, 1], ['licensee', 1, 1], ['showcase', 3, 2], ['trailer', 17, 11], ['funny', 61, 32], ['new', 47, 18], ['best work', 1, 1], ['bodybuilder', 1, 1], ['build muscle', 2, 1], ['building muscle', 1, 1], ['gain muscle', 2, 1], ['gaining muscle', 1, 1], ['grit', 1, 1], ['lean muscle', 1, 1], ['machine', 1, 1], ['machine grit', 1, 1], ['marc', 1, 1], ['muscle fitness', 1, 1], ['muscle gain', 1, 1], ['muscle growth', 1, 1], ['muscle training', 1, 1], ['muscle weight gain', 1, 1], ['nutrition', 4, 2], ['work', 3, 2], ['spicer', 6, 2], ['trump', 42, 24], ['4', 22, 14], ['interactive entertainment', 20, 12], ['ps4share', 6, 4], ['live', 16, 7], ['9ja', 3, 2], ['9ja news', 3, 2], ['breaking news', 6, 3], ['news', 148, 59], ['television', 12, 5], ['top', 11, 5], ['baby doll', 3, 2], ['baby song', 5, 5], ['baby toy', 2, 2], ['bad baby', 2, 2], ['bad baby cry', 2, 2], ['bad baby video', 2, 2], ['bad bad chase', 2, 2], ['best learn colors', 2, 2], ['channel', 7, 4], ['doll', 6, 2], ['friendly', 2, 2], ['fun video', 2, 2], ['funny', 61, 32], ['learn', 22, 16], ['learn colors', 8, 9], ['nickelodeon', 2, 2], ['paw patrol', 8, 7], ['paw patrol baby', 2, 2], ['paw patrol toy', 2, 2], ['preschool', 2, 2], ['preschool toy', 2, 2], ['surprise', 10, 5], ['toddler', 2, 2], ['topic', 1, 1], ['toy', 12, 7], ['toy surprise', 2, 2], ['last', 3, 2], ['star', 8, 5], ['trailer', 17, 11], ['4th may 2017', 26, 25], ['dance', 9, 4], ['episode', 46, 42], ['fat', 20, 14], ['full episode', 77, 48], ['latest', 45, 43], ['may 4 day year', 12, 13], ['na se door', 3, 1], ['na se door 4th may 2017', 0, 1], ['na se door full episode', 1, 1], ['na se door full episode 4th may 2017', 0, 1], ['new show', 4, 3], ['preview', 39, 44], ['romantic', 24, 18], ['scene', 5, 3], ['singh', 6, 4], ['star plus', 26, 22], ['today', 41, 40], ['3ds', 3, 1], ['adventure', 7, 5], ['beam mage', 1, 1], ['colossal dee', 1, 1], ['direct', 1, 1], ['fire fragment', 1, 1], ['free', 12, 3], ['free play', 1, 1], ['gem', 1, 1], ['hammer lord', 1, 1], ['heroic', 1, 1], ['king', 2, 1], ['planet', 1, 2], ['switch', 2, 1], ['sword', 1, 1], ['sword hero', 1, 1], ['team clash deluxe', 1, 1], ['vigor', 1, 1], ['water fragment', 1, 1], ['diet', 11, 2], ['diet consultant', 2, 2], ['diet daily', 2, 2], ['diet dual dynamics', 2, 2], ['diet honest review', 2, 2], ['diet plan', 2, 2], ['diet review', 2, 2], ['diet success', 2, 2], ['diet week 1', 2, 2], ['diet week one', 2, 2], ['diet weight loss', 2, 2], ['lose weight', 2, 2], ['music', 21, 5], ['giveaway', 7, 1], ['4', 22, 14], ['charity', 3, 1], ['interactive entertainment', 20, 12], ['marathon', 1, 1], ['play', 15, 11], ['ps4live', 14, 6], ['special effect', 1, 1], ['special effect charity', 1, 1], ['special effects', 1, 1], ['streaming', 7, 5], ['twitch', 9, 5], ['game', 23, 14], ['2017', 85, 66], ['4th may 2017', 26, 25], ['5th may 2017', 21, 4], ['colors', 42, 25], ['episode', 46, 42], ['full episode', 77, 48], ['latest', 45, 43], ['news', 148, 59], ['serial', 64, 44], ['today', 41, 40], ['4', 22, 14], ['interactive entertainment', 20, 12], ['ps4live', 14, 6], ['2017', 85, 66], ['4 may 2017', 8, 3], ['4th may 2017', 26, 25], ['episode', 46, 42], ['full episode', 77, 48], ['full episode 4th may 2017', 3, 1], ['last episode', 15, 11], ['latest', 45, 43], ['latest episode', 12, 10], ['life', 16, 8], ['may', 8, 4], ['news', 148, 59], ['preview', 39, 44], ['serial', 64, 44], ['today', 41, 40], ['today episode', 32, 26], ['twist', 4, 3], ['upcoming', 13, 11], ['big', 7, 3], ['game', 23, 14], ['news', 148, 59], ['bedroom', 2, 2], ['home', 9, 3], ['house', 7, 3], ['long term', 2, 2], ['real estate', 10, 10], ['rent', 2, 2], ['japan', 3, 2], ['news', 148, 59], ['north', 6, 3], ['nuclear', 2, 1], ['2016', 11, 9], ['2017', 85, 66], ['2k16', 7, 7], ['2k17', 9, 8], ['5th', 7, 7], ['band', 15, 7], ['battle', 12, 8], ['clips', 8, 8], ['comparison', 8, 7], ['dancing', 9, 7], ['drumline', 8, 7], ['event', 9, 7], ['fat', 20, 14], ['field', 7, 7], ['fifth', 7, 7], ['footage', 12, 11], ['high school', 8, 8], ['percussion', 7, 7], ['preview', 39, 44], ['quarter', 7, 7], ['review', 24, 14], ['rivalry', 7, 7], ['stadium', 7, 7], ['tell', 23, 13], ['zero', 9, 7], ['4 may 2017', 8, 3], ['full episode', 77, 48], ['last episode', 15, 11], ['latest episode', 12, 10], ['love', 39, 21], ['romantic', 24, 18], ['serial', 64, 44], ['star plus', 26, 22], ['today episode', 32, 26], ['watch', 8, 2], ['zee', 15, 9], ['zee serial', 5, 5], ['hide', 8, 2], ['fa radio', 6, 2], ['hot news', 6, 2], ['radio free', 6, 2], ['radio news', 6, 2], ['radio news 2017', 6, 2], ['san', 6, 2], ['sound', 10, 6], ['experimental', 1, 1], ['logic pro x', 1, 1], ['music', 21, 5], ['new', 47, 18], ['song', 28, 2], ['2017', 85, 66], ['beyond vine', 1, 1], ['beyond vine compilation', 1, 1], ['compilation', 9, 4], ['new', 47, 18], ['vine compilation', 1, 1], ['last episode', 15, 11], ['today episode', 32, 26], ['upcoming', 13, 11], ['e sports', 3, 3], ['gen', 3, 3], ['montage', 9, 5], ['overwatch', 14, 3], ['soldier', 3, 3], ['2017', 85, 66], ['alec', 1, 1], ['baby', 14, 9], ['boss', 1, 2], ['boss baby', 5, 3], ['boss baby movie', 1, 1], ['boss baby trailer', 1, 1], ['boss baby trailer 2017', 1, 1], ['film', 8, 3], ['movie', 15, 7], ['official', 7, 3], ['official trailer', 2, 1], ['trailer', 17, 11], ['5th may 2017', 21, 4], ['full episode', 77, 48], ['kilo', 2, 2], ['kilo 5th may 2017', 2, 2], ['kilo 5th may2017 full episode', 2, 2], ['kilo 5th may2017 full episode watch', 2, 2], ['kilo full', 2, 2], ['kilo full episode 5th may 2017', 2, 2], ['kilo latest episode', 2, 2], ['latest', 45, 43], ['news', 148, 59], ['serial', 64, 44], ['today', 41, 40], ['funny', 61, 32], ['jake tapper', 1, 1], ['trump', 42, 24], ['funny', 61, 32], ['2017', 85, 66], ['bole', 3, 3], ['bole 4th may 2017', 1, 2], ['bole full episode', 2, 3], ['bole full launch video', 1, 1], ['bole full video', 1, 1], ['bole new show', 1, 1], ['bole serial', 2, 3], ['bole star plus', 3, 3], ['bole today', 2, 3], ['episode', 46, 42], ['full episode', 77, 48], ['latest', 45, 43], ['latest news', 11, 4], ['location', 22, 21], ['may 4 day year', 12, 13], ['new', 47, 18], ['preview', 39, 44], ['serial', 64, 44], ['shoot', 7, 2], ['television', 12, 5], ['tell', 23, 13], ['today', 41, 40], ['2017', 85, 66], ['instrumental', 5, 4], ['type beat', 0, 1], ['type beat 2017', 0, 1], ['bill', 8, 5], ['debate', 8, 5], ['election 2016', 7, 4], ['fox news', 10, 3], ['mike pence', 9, 3], ['news', 148, 59], ['news channel', 8, 4], ['presidential election', 7, 4], ['trump', 42, 24], ['comedian', 5, 1], ['comedy', 64, 23], ['comedy central', 4, 1], ['daily show', 6, 1], ['discrimination', 1, 1], ['family', 25, 4], ['funny', 61, 32], ['funny clips', 2, 1], ['funny video', 8, 1], ['hasan', 1, 1], ['hilarious', 6, 2], ['hilarious clips', 2, 1], ['immigration', 1, 1], ['late night talk show', 2, 1], ['racing', 6, 2], ['racism', 1, 1], ['rage', 3, 3], ['religion', 1, 1], ['stand', 2, 1], ['trump', 42, 24], ['voting', 1, 1], ['beautiful', 16, 10], ['comedy', 64, 23], ['cute', 17, 8], ['girl', 16, 10], ['love', 39, 21], ['clothing', 3, 1], ['digital culture', 1, 1], ['fabric', 1, 1], ['fashion', 8, 3], ['innovation', 1, 1], ['jacket', 1, 1], ['make', 9, 3], ['outdoors', 3, 3], ['retail', 1, 1], ['science', 12, 6], ['style', 2, 1], ['tech', 3, 1], ['tech insider', 1, 1], ['technology', 2, 1], ['ti', 1, 1], ['bear', 0, 1], ['boss baby', 5, 3], ['color', 6, 6], ['colors', 42, 25], ['colors learn', 8, 2], ['finger family', 8, 6], ['finger family nursery', 3, 2], ['finger family nursery wrong', 2, 2], ['gummy bear', 4, 2], ['hulk', 8, 2], ['learn', 22, 16], ['masha', 2, 2], ['masha bear', 2, 2], ['paw patrol', 8, 7], ['pig', 8, 6], ['pig 2016', 1, 1], ['pig en', 0, 2], ['wrong', 2, 2], ['e sports', 3, 3], ['gen', 3, 3], ['montage', 9, 5], ['overwatch', 14, 3], ['soldier', 3, 3], ['level', 3, 2], ['oh', 3, 3], ['real estate', 10, 10], ['residential', 8, 8], ['sale', 10, 8], ['virtual tour', 8, 8], ['billionaire jack successful', 1, 1], ['dont help successful people', 1, 1], ['growing business small', 1, 1], ['help people want successful', 1, 1], ['jack success', 2, 1], ['small beautiful', 1, 1], ['start dream', 1, 1], ['success', 2, 1], ['success motivation', 1, 1], ['successful people', 1, 1]]\n"
     ]
    }
   ],
   "source": [
    "with open(link, newline='', encoding='utf8') as f:\n",
    "    lines = itertools.islice(f,1,None)\n",
    "    reader = csv.reader(lines)\n",
    "    \n",
    "    # Header\n",
    "    list1=['Label', 'Actual Number of Videos', 'Predicted Number of Videos']\n",
    "    tot_list=[]\n",
    "    tot_list.append(list1)\n",
    "    \n",
    "    for row in reader:\n",
    "            # List of label, actual number of videos and predicted number of videos\n",
    "            for i in range(6,len(row)):\n",
    "                if row[i]:\n",
    "                    if(row[i] in cnt):\n",
    "                        list1=[row[i],cnt[row[i]],cnt_pred[row[i]]]\n",
    "                        tot_list.append(list1)\n",
    "                    else:\n",
    "                        list1=[row[i],0,cnt_pred[row[i]]]\n",
    "                        tot_list.append(list1)\n",
    "\n",
    "    print(tot_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Writing to file the accuracy data\n",
    "\n",
    "write_link='accuracy_data.csv'\n",
    "\n",
    "with open(write_link, 'w', newline='') as f:\n",
    "    writer = csv.writer(f)\n",
    "    writer.writerows(tot_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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