Sarcasm Detection in Headlines.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Dataset From: https://www.kaggle.com/rmisra/news-headlines-dataset-for-sarcasm-detection"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Importing Libraries\n",
    "import pandas as pd\n",
    "import re\n",
    "\n",
    "from nltk.stem import WordNetLemmatizer\n",
    "from sklearn.feature_extraction.text import TfidfVectorizer\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.svm import LinearSVC\n",
    "\n",
    "#import nltk\n",
    "#nltk.download('wordnet')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                        article_link  \\\n",
      "0  https://www.huffingtonpost.com/entry/versace-b...   \n",
      "1  https://www.huffingtonpost.com/entry/roseanne-...   \n",
      "2  https://local.theonion.com/mom-starting-to-fea...   \n",
      "3  https://politics.theonion.com/boehner-just-wan...   \n",
      "4  https://www.huffingtonpost.com/entry/jk-rowlin...   \n",
      "\n",
      "                                            headline  is_sarcastic  \n",
      "0  former versace store clerk sues over secret 'b...             0  \n",
      "1  the 'roseanne' revival catches up to our thorn...             0  \n",
      "2  mom starting to fear son's web series closest ...             1  \n",
      "3  boehner just wants wife to listen, not come up...             1  \n",
      "4  j.k. rowling wishes snape happy birthday in th...             0  \n"
     ]
    }
   ],
   "source": [
    "# Obtaining Dataset\n",
    "data = pd.read_json('Sarcasm_Headlines_Dataset.json', lines = True)\n",
    "print(data.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(26709,)\n",
      "(26709,)\n"
     ]
    }
   ],
   "source": [
    "sentences = data['headline']\n",
    "labels = data['is_sarcastic']\n",
    "print(sentences.shape)\n",
    "print(labels.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "actually, cnn's jeffrey lord has been 'indefensible' for a while\n",
      "actually  cnn s jeffrey lord has been  indefensible  for a while\n"
     ]
    }
   ],
   "source": [
    "# Data Pre-Processing\n",
    "print(sentences[13])\n",
    "sentences = [re.sub('[^a-z]', ' ', sentence) for sentence in sentences]\n",
    "print(sentences[13])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['former versace store clerk sues over secret  black code  for minority shoppers', 'the  roseanne  revival catches up to our thorny political mood  for better and worse']\n",
      "[['former', 'versace', 'store', 'clerk', 'sues', 'over', 'secret', 'black', 'code', 'for', 'minority', 'shoppers'], ['the', 'roseanne', 'revival', 'catches', 'up', 'to', 'our', 'thorny', 'political', 'mood', 'for', 'better', 'and', 'worse']]\n",
      "['former versace store clerk sue over secret black code for minority shopper', 'the roseanne revival catch up to our thorny political mood for better and worse']\n"
     ]
    }
   ],
   "source": [
    "print(sentences[:2])\n",
    "sentences = [sentence.split() for sentence in sentences]\n",
    "print(sentences[:2])\n",
    "wnl = WordNetLemmatizer()\n",
    "sentences = [' '.join([wnl.lemmatize(word) for word in sentence]) for sentence in sentences]\n",
    "print(sentences[:2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(26709, 5000)\n",
      "{'former': 1739, 'store': 4295, 'clerk': 810, 'sue': 4346, 'over': 3151, 'secret': 3958, 'black': 468, 'code': 842, 'for': 1720, 'minority': 2840, 'shopper': 4059, 'the': 4502, 'revival': 3770, 'catch': 688, 'up': 4733, 'to': 4566, 'our': 3139, 'political': 3366, 'mood': 2889, 'better': 432, 'and': 168, 'worse': 4954, 'mom': 2875, 'starting': 4260, 'fear': 1619, 'son': 4176, 'web': 4861, 'series': 3998, 'closest': 823, 'thing': 4521, 'she': 4035, 'will': 4910, 'have': 2016, 'boehner': 497, 'just': 2393, 'want': 4827, 'wife': 4905, 'listen': 2590, 'not': 3035, 'come': 860, 'with': 4929, 'alternative': 145, 'debt': 1113, 'idea': 2175, 'rowling': 3836, 'wish': 4927, 'happy': 1989, 'birthday': 460, 'in': 2208, 'most': 2902, 'magical': 2669, 'way': 4852, 'world': 4949, 'woman': 4934, 'case': 677, 'eating': 1374, 'lab': 2464, 'grown': 1932, 'meat': 2757, 'this': 4525, 'ceo': 716, 'send': 3983, 'your': 4990, 'kid': 2429, 'school': 3925, 'if': 2178, 'you': 4987, 'work': 4943, 'his': 2091, 'company': 878, 'top': 4590, 'snake': 4147, 'handler': 1977, 'leaf': 2514, 'huckabee': 2148, 'campaign': 635, 'friday': 1769, 'morning': 2896, 'email': 1413, 'inside': 2252, 'trump': 4667, 'age': 91, 'airline': 108, 'passenger': 3212, 'tackle': 4422, 'man': 2687, 'who': 4898, 'rush': 3857, 'bomb': 500, 'threat': 4531, 'facebook': 1569, 'reportedly': 3714, 'working': 4946, 'on': 3095, 'healthcare': 2032, 'feature': 1621, 'apps': 231, 'north': 3031, 'korea': 2456, 'praise': 3406, 'urge': 4742, 'voter': 4809, 'reject': 3667, 'hillary': 2080, 'actually': 48, 'cnn': 833, 'lord': 2629, 'ha': 1953, 'been': 404, 'while': 4895, 'hold': 2101, 'huge': 2154, 'protest': 3494, 'support': 4365, 'of': 3070, 'refugee': 3652, 'nuclear': 3046, 'during': 1351, 'spider': 4212, 'musical': 2938, 'cosby': 981, 'lawyer': 2504, 'asks': 269, 'why': 4901, 'accuser': 30, 'didn': 1206, 'forward': 1741, 'be': 386, 'by': 616, 'legal': 2533, 'team': 4453, 'year': 4975, 'ago': 97, 'stock': 4287, 'analyst': 164, 'confused': 914, 'market': 2711, 'bloomberg': 486, 'program': 3472, 'build': 585, 'city': 793, 'got': 1879, 'bigger': 444, 'craig': 1007, 'hick': 2066, 'indicted': 2228, 'sketch': 4113, 'artist': 259, 'clear': 808, 'influence': 2234, 'assures': 281, 'nation': 2963, 'that': 4501, 'decision': 1121, 'syrian': 4419, 'came': 631, 'after': 87, 'carefully': 664, 'considering': 929, 'all': 128, 'passing': 3213, 'qatar': 3543, 'reported': 3713, 'wa': 4814, 'raped': 3585, 'is': 2305, 'shouldn': 4066, 'go': 1859, 'ted': 4463, 'cruz': 1046, 'hit': 2097, 'panic': 3186, 'button': 613, 'we': 4854, 'could': 985, 'lose': 2631, 'both': 517, 'house': 2142, 'congress': 916, 'writer': 4967, 'must': 2942, 'plan': 3324, 'surprised': 4379, 'obama': 3059, 'visit': 4800, 'national': 2964, 'honor': 2120, 'veteran': 4777, 'ex': 1503, 'con': 892, 'back': 331, 'behind': 410, 'bar': 361, 'bush': 604, 'recommends': 3630, 'oil': 3084, 'drilling': 1326, 'beginning': 408, 'ally': 139, 'killing': 2433, 'nonsense': 3029, 'what': 4884, 'it': 2316, 'like': 2572, 'kiss': 2439, 'adam': 50, 'uber': 4692, 'vow': 4811, 'nyc': 3056, 'driver': 1331, 'ten': 4475, 'million': 2829, 'tax': 4446, 'apple': 221, 'may': 2742, 'electric': 1404, 'motorcycle': 2909, 'death': 1111, 'drug': 1338, 'bacteria': 339, 'often': 3081, 'child': 764, 'dog': 1275, 'see': 3964, 'muslim': 2941, 'at': 285, 'airport': 110, 'giant': 1838, 'heading': 2026, 'toward': 4606, 'earth': 1364, 'straight': 4299, 'box': 527, 'office': 3077, 'massive': 2730, 'opening': 3106, 'money': 2879, 'baseball': 372, 'lost': 2636, 'next': 3010, 'generation': 1824, 'fan': 1595, 'robin': 3804, 'williams': 4912, 'holiday': 2105, 'eighth': 1395, 'never': 3000, 'reveal': 3763, 'source': 4185, 'surveillance': 4382, 'claim': 797, 'scott': 3935, 'used': 4749, 'stop': 4292, 'breathing': 549, 'nearly': 2977, 'time': 4557, 'an': 162, 'hour': 2141, 'device': 1192, 'changed': 730, 'life': 2565, 'rescuer': 3725, 'help': 2052, 'garbage': 1809, 'into': 2280, 'ocean': 3069, 'drop': 1334, 'soccer': 4156, 'player': 3336, 'from': 1775, 'he': 2023, 'give': 1846, 'gift': 1839, 'play': 3334, 'season': 3952, 'christian': 780, 'sikh': 4087, 'victim': 4780, 'spicer': 4210, 'denies': 1151, 'ending': 1437, 'care': 662, 'would': 4959, 'mean': 2752, 'pay': 3231, 'more': 2893, 'health': 2031, 'right': 3785, 'live': 2596, 'complete': 885, 'stunned': 4329, 'horror': 2133, 'added': 52, 'constitution': 935, 'nasa': 2959, 'now': 3041, 'almost': 140, 'positive': 3385, 'mar': 2700, 'rocky': 3808, 'monster': 2884, 'night': 3015, 'light': 2571, 'diy': 1265, 'sport': 4224, 'closet': 824, 'dead': 1104, 'injured': 2244, 'shooting': 4057, 'concert': 897, 'longtime': 2620, 'teacher': 4451, 'retires': 3755, 'without': 4931, 'changing': 731, 'single': 4100, 'student': 4323, 'donald': 1285, 'win': 4915, 'poll': 3369, 'say': 3912, 'wouldn': 4960, 'had': 1959, 'ready': 3605, 'cash': 678, 'self': 3975, 'finance': 1663, 'entire': 1455, 'analysis': 163, 'new': 3001, 'star': 4254, 'war': 4829, 'film': 1657, 'once': 3096, 'again': 89, 'die': 1207, 'hard': 1992, 'bat': 378, 'out': 3141, 'tunnel': 4675, 'summer': 4356, 'mobile': 2868, 'news': 3006, 'crew': 1026, 'report': 3712, 'own': 3157, 'van': 4763, 'breaking': 543, 'down': 1304, 'un': 4698, 'chief': 763, 'call': 625, 'situation': 4108, 'syria': 4418, 'outrage': 3147, 'how': 2146, 'track': 4614, 'santa': 3896, 'flight': 1694, 'around': 250, 'christmas': 782, 'eve': 1489, 'colorado': 857, 'trouble': 4661, 'tv': 4683, 'africa': 85, 'unveils': 4732, 'throat': 4540, 'water': 4849, 'filter': 1659, 'john': 2367, 'slowly': 4132, 'but': 610, 'list': 2589, 'greatest': 1912, 'living': 2599, 'american': 157, 'author': 309, 'ghost': 1837, 'can': 638, 'make': 2677, 'simple': 4093, 'cup': 1056, 'coffee': 843, 'everyone': 1497, 'freaking': 1759, 'truly': 4666, 'red': 3637, 'curry': 1062, 'leftover': 2530, 'one': 3097, 'planet': 3326, 'powerful': 3403, 'force': 1722, 'change': 729, 'girl': 1843, 'doe': 1273, 'green': 1915, 'take': 4425, 'game': 1805, 'level': 2551, 'area': 240, 'said': 3872, 'sorry': 4180, 'ryan': 3862, 'apologizes': 213, 'behavior': 409, 'rio': 3788, 'dakota': 1079, 'heard': 2036, 'lesson': 2546, 'prison': 3450, 'taught': 4444, 'me': 2750, 'about': 7, 'power': 3400, 'control': 952, 'sick': 4079, 'fuck': 1781, 'line': 2581, 'body': 496, 'america': 156, 'first': 1680, 'really': 3614, 'process': 3460, 'contains': 943, 'solution': 4167, 'congressman': 918, 'think': 4522, 'fix': 1688, 'economy': 1379, 'drinking': 1328, 'beer': 405, 'breast': 546, 'implant': 2198, 'found': 1744, 'cause': 694, 'problem': 3458, 'mouse': 2915, 'order': 3121, 'strike': 4311, 'chemical': 758, 'attack': 290, 'funeral': 1793, 'dream': 1320, 'round': 3830, 'pledge': 3345, 'culture': 1054, 'foster': 1743, 'abuse': 13, 'nypd': 3057, 'weighs': 4870, 'allowing': 137, 'following': 1713, 'eric': 1471, 'garner': 1812, 'foundation': 1745, 'risk': 3793, 'youth': 4992, 'tree': 4646, 'pope': 3377, 'francis': 1752, 'reminds': 3691, 'caring': 666, 'responsibility': 3743, 'old': 3088, 'cry': 1047, 'when': 4890, 'told': 4576, 'production': 3465, 'kitten': 2443, 'boyfriend': 531, 'thought': 4529, 'check': 750, 'throw': 4544, 'day': 1102, 'off': 3071, 'doctor': 1270, 'restore': 3747, 'ken': 2412, 'burn': 598, 'full': 1786, 'color': 856, 'vision': 4799, 'removing': 3695, 'slave': 4121, 'tie': 4551, 'award': 318, 'coming': 868, 'lgbtq': 2554, 'people': 3250, 'last': 2486, 'oliver': 3091, 'lay': 2505, 'disturbing': 1256, 'which': 4894, 'impact': 2196, 'gop': 1874, 'crackdown': 1005, 'continues': 949, 'sure': 4372, 'skill': 4114, 'please': 3342, 'my': 2944, 'grandson': 1903, 'queen': 3546, 'elizabeth': 1409, 'before': 406, 'meghan': 2770, 'markle': 2713, 'visiting': 4801, 'hometown': 2113, 'find': 1666, 'childhood': 765, 'still': 4285, 'there': 4513, 'look': 2621, 'bug': 584, 'clinton': 816, 'becomes': 398, 'president': 3427, 'foot': 1717, 'pole': 3362, 'hunter': 2164, 'thompson': 4527, 'shoot': 4055, 'mouth': 2916, 'grand': 1895, 'climate': 813, 'conspiracy': 931, 'theory': 4510, 'question': 3549, 'younger': 4989, 'asking': 268, 'shooter': 4056, 'loose': 2627, 'gunman': 1947, 'everything': 1498, 'flood': 1699, 'lovato': 2643, 'emotional': 1425, 'music': 2937, 'miley': 2819, 'cyrus': 1074, 'hemsworth': 2055, 'notice': 3038, 'jealous': 2342, 'gps': 1883, 'clearly': 809, 'park': 3200, 'queer': 3547, 'italy': 2318, 'tour': 4602, 'daughter': 1097, 'land': 2475, 'major': 2675, 'fashion': 1603, 'grant': 1904, 'net': 2994, 'james': 2331, 'corden': 973, 'roast': 3799, 'david': 1099, 'outfit': 3144, 'caf': 620, 'add': 51, 'heartbreaking': 2040, 'little': 2595, 'lunch': 2655, 'menu': 2786, 'mcdonald': 2749, 'percent': 3255, 'kris': 2459, 'jenner': 2349, 'turned': 4679, 'drunken': 1340, 'valentine': 4759, 'karaoke': 2401, 'whale': 4883, 'regret': 3659, 'plastic': 3331, 'chip': 771, 'fell': 1631, 'container': 942, 'ship': 4046, 'texas': 4492, 'ebola': 1376, 'patient': 3221, 'fighting': 1651, 'too': 4586, 'late': 2488, 'perfect': 3256, 'actor': 45, 'role': 3812, 'head': 2024, 'room': 3822, 'producer': 3463, 'were': 4879, 'giving': 1848, 'hope': 2126, 'robert': 3803, 'de': 1103, 'turn': 4678, 'movie': 2920, 'pruitt': 3505, 'sort': 4181, 'answer': 193, 'whether': 4893, 'belief': 414, 'accused': 29, 'father': 1612, 'thief': 4519, 'cop': 970, 'slow': 4131, 'll': 2600, 'fine': 1668, 'drunk': 1339, 'away': 322, 'stolen': 4289, 'police': 3363, 'car': 656, 'libertarian': 2557, 'fuel': 1785, 'super': 4361, 'pac': 3162, 'philadelphia': 3279, 'democratic': 1147, 'primary': 3442, 'air': 107, 'no': 3019, 'longer': 2619, 'require': 3721, 'so': 4153, 'god': 1862, 'oath': 3058, 'paul': 3228, 'dy': 1356, 'consuming': 938, 'egg': 1391, 'worried': 4952, 'phone': 3283, 'dad': 1076, 'hotel': 2139, 'mile': 2817, 're': 3596, 'explosion': 1550, 'building': 586, 'outside': 3149, 'paris': 3199, 'least': 2522, 'military': 2821, 'finally': 1662, 'revealed': 3764, 'union': 4717, 'sander': 3892, 'staffer': 4242, 'member': 2775, 'worker': 4945, 'seattle': 3955, 'mayor': 2745, 'sex': 4014, 'lawsuit': 2503, 'southern': 4187, 'comfort': 865, 'fox': 1749, 'they': 4517, 'plus': 3349, 'size': 4111, 'model': 2871, 'runway': 3854, 'baltimore': 351, 'rapper': 3588, 'inspire': 2256, 'quality': 3544, 'inner': 2247, 'spirit': 4217, 'jewish': 2360, 'boy': 529, 'being': 413, 'only': 3101, 'parenting': 3198, 'advice': 72, 'family': 1593, 'chooses': 776, 'different': 1213, 'than': 4496, 'grandfather': 1897, 'celebrity': 708, 'celebrate': 704, 'fourth': 1748, 'july': 2388, 'some': 4170, 'fun': 1788, 'sun': 4358, 'international': 2276, 'western': 4881, 'save': 3908, 'michelle': 2805, 'youtube': 4993, 'beauty': 394, 'caitlyn': 622, 'responds': 3741, 'golden': 1866, 'globe': 1854, 'joke': 2372, 'joy': 2384, 'michael': 2803, 'flynn': 1707, 'guilty': 1941, 'plea': 3340, 'pure': 3530, 'tell': 4471, 'their': 4504, 'weight': 4871, 'loss': 2635, 'journey': 2383, 'disappointed': 1232, 'learn': 2518, 'ron': 3819, 'marriage': 2714, 'break': 540, 'difference': 1212, 'yo': 4982, 'raise': 3572, 'california': 624, 'warren': 4838, 'racist': 3564, 'bully': 591, 'six': 4109, 'hurt': 2166, 'bus': 603, 'crash': 1009, 'kim': 2434, 'gordon': 1875, 'clarifies': 798, 'her': 2057, 'comment': 870, 'del': 1137, 'feminism': 1635, 'al': 112, 'assad': 271, 'try': 4671, 'tiny': 4559, 'bit': 461, 'gas': 1814, 'cancer': 643, 'arrested': 253, 'charged': 737, 'driving': 1332, 'need': 2980, 'know': 2450, 'controversy': 954, 'erupts': 1473, 'uk': 4694, 'remove': 3693, 'gender': 1821, 'label': 2465, 'clothes': 827, 'bitch': 462, 'sixth': 4110, 'grade': 1887, 'class': 801, 'insurance': 2266, 'salesman': 3879, 'celebrates': 705, 'th': 4494, 'friend': 1771, 'always': 147, 'best': 429, 'neil': 2985, 'watch': 4845, 'another': 191, 'sci': 3928, 'fi': 1644, 'physicist': 3291, 'biologist': 457, 'announce': 183, 'done': 1290, 'megyn': 2771, 'kelly': 2410, 'story': 4298, 'project': 3475, 'going': 1864, 'viral': 4792, 'creating': 1019, 'where': 4892, 'none': 3027, 'seems': 3970, 'exist': 1523, 'tap': 4436, 'love': 2644, 'newspaper': 3007, 'worry': 4953, 'spending': 4206, 'much': 2925, 'healthy': 2034, 'against': 90, 'matter': 2739, 'central': 714, 'meaning': 2753, 'amendment': 155, 'vatican': 4764, 'putting': 3540, 'public': 3510, 'react': 3599, 'wire': 4923, 'cast': 681, 'reunited': 3761, 'community': 877, 'supreme': 4371, 'court': 996, 'nominee': 3025, 'sending': 3984, 'free': 1762, 'security': 3963, 'guard': 1936, 'custody': 1065, 'ruled': 3845, 'homicide': 2114, 'leave': 2524, 'clean': 806, 'minute': 2842, 'push': 3534, 'appeal': 217, 'white': 4897, 'facing': 1573, 'rising': 3792, 'sea': 3946, 'remote': 3692, 'village': 4787, 'vote': 4807, 'move': 2917, 'memory': 2780, 'trying': 4672, 'worst': 4956, 'place': 3321, 'sentenced': 3990, 'encouraging': 1434, 'assault': 272, 'baby': 328, 'value': 4762, 'march': 2702, 'inspired': 2257, 'them': 4505, 'run': 3850, 'men': 2781, 'worth': 4957, 'senator': 3982, 'aren': 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'debate': 1112, 'utah': 4753, 'canceled': 642, 'mystery': 2948, 'beautiful': 393, 'bear': 389, 'pool': 3374, 'cutest': 1069, 'backyard': 337, 'invasion': 2283, 'dustin': 1352, 'alleged': 130, 'joint': 2371, 'interview': 2278, 'betsy': 431, 'devos': 1194, 'tip': 4560, 'boost': 509, 'very': 4775, 'release': 3673, 'haircut': 1961, 'missing': 2854, 'brief': 555, 'intended': 2270, 'epic': 1463, 'oklahoma': 3087, 'storm': 4296, 'stomach': 4290, 'aside': 265, 'few': 1642, 'figure': 1652, 'russia': 3859, 'information': 2237, 'comic': 867, 'bible': 439, 'reader': 3603, 'uniform': 4715, 'approves': 230, 'forgotten': 1736, 'fact': 1574, 'book': 506, 'dating': 1096, 'setting': 4008, 'shopping': 4060, 'guide': 1940, 'cyber': 1072, 'monday': 2878, 'crisis': 1029, 'identity': 2176, 'brexit': 551, 'fiction': 1645, 'machine': 2662, 'based': 373, 'adviser': 73, 'government': 1881, 'business': 605, 'home': 2110, 'depot': 1158, 'manager': 2690, 'rule': 3844, 'charles': 739, 'sheet': 4038, 'meeting': 2768, 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'stupid': 4333, 'law': 2499, 'state': 4263, 'shirtless': 4048, 'flag': 1689, 'underwear': 4709, 'field': 1646, 'enjoying': 1448, 'chinese': 770, 'theater': 4503, 'bitter': 466, 'breakthrough': 544, 'publishing': 3513, 'faith': 1584, 'himself': 2083, 'return': 3757, 'wielding': 4904, 'matt': 2738, 'damon': 1083, 'bid': 440, 'original': 3131, 'criticism': 1032, 'cleveland': 811, 'official': 3079, 'outline': 3146, 'teen': 4464, 'trend': 4648, 'wet': 4882, 'nude': 3047, 'couldn': 986, 'caught': 693, 'justin': 2396, 'bieber': 442, 'spanish': 4190, 'audience': 302, 'nomination': 3024, 'league': 2515, 'us': 4745, 'excuse': 1514, 'girlfriend': 1844, 'mccain': 2746, 'awareness': 321, 'financial': 1664, 'kendrick': 2414, 'lamar': 2473, 'grammy': 1893, 'frustrated': 1779, 'unable': 4699, 'use': 4748, 'word': 4941, 'murder': 2931, 'true': 4665, 'crime': 1027, 'assume': 278, 'truck': 4664, 'driven': 1330, 'berlin': 425, 'apartment': 210, 'relationship': 3671, 'orlando': 3132, 'chef': 756, 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657, 'fred': 1760, 'bridge': 554, 'showing': 4071, 'populace': 3378, 'welcome': 4874, 'mat': 2733, 'mosquito': 2901, 'carry': 672, 'lawrence': 2502, 'honored': 2121, 'bond': 503, 'jedi': 2345, 'pill': 3305, 'jimmy': 2363, 'carter': 675, 'learned': 2519, 'partner': 3206, 'costume': 983, 'gone': 1870, 'feminist': 1636, 've': 4765, 'met': 2794, 'shake': 4024, 'harry': 1998, 'reid': 3664, 'acting': 39, 'nra': 3043, 'tobacco': 4569, 'professional': 3468, 'penny': 3248, 'husband': 2168, 'critical': 1031, 'explains': 1544, 'term': 4480, 'stamp': 4247, 'cut': 1067, 'benefit': 422, 'mint': 2841, 'kristen': 2460, 'kimmel': 2435, 'er': 1469, 'boomer': 508, 'spend': 4205, 'bitcoin': 463, 'mourn': 2913, 'anne': 181, 'expert': 1540, 'bathing': 380, 'glimpse': 1852, 'blind': 478, 'backed': 332, 'therapist': 4511, 'turkish': 4677, 'expecting': 1533, 'hugh': 2155, 'walmart': 4826, 'present': 3423, 'hint': 2084, 'replacement': 3710, 'mind': 2831, 'engagement': 1444, 'temperature': 4473, 'weinstein': 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'arrives': 255, 'pistorius': 3315, 'struck': 4319, 'disorder': 1250, 'express': 1554, 'bullying': 592, 'pakistani': 3176, 'beating': 392, 'uncle': 4702, 'sam': 3883, 'spin': 4216, 'suspicious': 4394, 'montana': 2885, 'casual': 685, 'diamond': 1200, 'remind': 3688, 'undocumented': 4710, 'cold': 846, 'onto': 3102, 'loaded': 2602, 'allows': 138, 'schoolers': 3926, 'sweet': 4404, 'transparency': 4632, 'barbara': 363, 'emergency': 1420, 'duty': 1354, 'catching': 689, 'hacker': 1957, 'material': 2736, 'daily': 1078, 'registry': 3658, 'testimony': 4490, 'empty': 1431, 'chili': 766, 'stick': 4284, 'breath': 547, 'duke': 1346, 'simon': 4092, 'merger': 2788, 'warner': 4835, 'lebron': 2526, 'revealing': 3765, 'robot': 3805, 'simply': 4094, 'cannot': 648, 'collaboration': 849, 'cream': 1015, 'financially': 1665, 'houston': 2145, 'acre': 36, 'declares': 1122, 'madonna': 2666, 'scheme': 3923, 'margin': 2705, 'marco': 2704, 'fish': 1681, 'explained': 1542, 'mourns': 2914, 'signature': 4085, 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'sound': 4183, 'hunger': 2162, 'lindsey': 2580, 'graham': 1892, 'toll': 4577, 'operator': 3110, 'samantha': 3884, 'replace': 3708, 'obamas': 3061, 'cartoon': 676, 'jefferson': 2347, 'netanyahu': 2995, 'smoke': 4142, 'resource': 3738, 'fallon': 1589, 'bet': 430, 'viewer': 4786, 'virgin': 4793, 'lucky': 2653, 'suit': 4354, 'rumor': 3847, 'rabbit': 3559, 'charleston': 740, 'execution': 1518, 'embarrassing': 1415, 'casino': 680, 'sight': 4082, 'alton': 146, 'sterling': 4280, 'jersey': 2353, 'gov': 1880, 'panel': 3185, 'mandatory': 2692, 'exposure': 1553, 'penis': 3245, 'mac': 2661, 'wildlife': 4908, 'item': 2319, 'remain': 3680, 'villain': 4788, 'shower': 4070, 'turning': 4680, 'sake': 3875, 'hilary': 2078, 'duff': 1345, 'possibility': 3386, 'mock': 2869, 'endorses': 1441, 'legalization': 2534, 'oregon': 3124, 'threaten': 4532, 'hopeful': 2127, 'experience': 1537, 'trevor': 4649, 'smoking': 4144, 'weed': 4866, 'fully': 1787, 'deserves': 1166, 'transportation': 4633, 'diverse': 1259, 'brilliant': 559, 'shutdown': 4075, 'hat': 2006, 'pipe': 3310, 'cheaper': 749, 'generous': 1825, 'anonymous': 190, 'fit': 1685, 'result': 3749, 'promotion': 3482, 'gallup': 1804, 'bow': 523, 'polling': 3370, 'envelope': 1459, 'poverty': 3399, 'calling': 627, 'strapped': 4302, 'conduct': 904, 'app': 215, 'somewhere': 4175, 'flower': 1703, 'mlb': 2866, 'separate': 3991, 'pillow': 3306, 'denied': 1150, 'entry': 1458, 'sole': 4165, 'remaining': 3681, 'lung': 2656, 'filled': 1656, 'satisfying': 3903, 'flavor': 1693, 'grave': 1908, 'donated': 1287, 'existing': 1525, 'agenda': 94, 'fraud': 1757, 'beyonc': 435, 'jay': 2340, 'slide': 4128, 'keeping': 2408, 'protecting': 3492, 'brush': 576, 'awakens': 317, 'beloved': 417, 'treasure': 4640, 'douglas': 1303, 'crucial': 1040, 'survival': 4384, 'heartfelt': 2041, 'growth': 1934, 'salt': 3881, 'pepper': 3252, 'truth': 4670, 'amy': 161, 'schumer': 3927, 'admission': 62, 'pitch': 3318, 'anymore': 203, 'armed': 248, 'active': 41, 'virus': 4796, 'approval': 227, 'pb': 3234, 'dude': 1343, 'laugh': 2494, 'revenge': 3767, 'healing': 2030, 'naacp': 2950, 'howard': 2147, 'finished': 1671, 'edge': 1382, 'friendship': 1773, 'short': 4061, 'absolutely': 12, 'climb': 814, 'forbidden': 1721, 'concerned': 896, 'extends': 1558, 'deadline': 1105, 'mistakenly': 2860, 'rico': 3780, 'yes': 4979, 'century': 715, 'thrill': 4538, 'wore': 4942, 'winner': 4920, 'contest': 946, 'bull': 588, 'traveling': 4639, 'spain': 4189, 'cruise': 1043, 'talent': 4429, 'sister': 4102, 'farm': 1601, 'beef': 403, 'chipotle': 772, 'cap': 649, 'page': 3168, 'milk': 2823, 'plot': 3346, 'print': 3449, 'edition': 1383, 'trumpcare': 4668, 'appearance': 219, 'activity': 44, 'crown': 1039, 'potter': 3395, 'traveler': 4638, 'beneath': 420, 'hair': 1960, 'shame': 4027, 'curtain': 1064, 'doughnut': 1302, 'oldest': 3090, 'moderator': 2873, 'glorious': 1855, 'tomorrow': 4580, 'sexy': 4021, 'amount': 160, 'contact': 940, 'mysterious': 2947, 'essay': 1477, 'kick': 2427, 'multi': 2929, 'wednesday': 4865, 'range': 3579, 'crawling': 1013, 'budget': 583, 'vomit': 4806, 'activism': 42, 'petition': 3274, 'decided': 1119, 'sexism': 4016, 'wayne': 4853, 'hatch': 2007, 'due': 1344, 'region': 3656, 'option': 3117, 'soar': 4155, 'pacific': 3164, 'effort': 1390, 'eva': 1487, 'score': 3933, 'convicted': 958, 'badass': 341, 'owned': 3158, 'seize': 3972, 'miracle': 2843, 'splitting': 4220, 'greece': 1913, 'pre': 3409, 'desperately': 1173, 'inclusion': 2214, 'reflection': 3647, 'spouse': 4228, 'equally': 1468, 'backlash': 335, 'main': 2672, 'innovative': 2250, 'winning': 4921, 'background': 333, 'planner': 3328, 'realizing': 3613, 'harvard': 2001, 'loan': 2603, 'bride': 553, 'narrowly': 2958, 'trading': 4616, 'marathon': 2701, 'awful': 324, 'allergy': 133, 'criminal': 1028, 'premiere': 3416, 'gala': 1801, 'resistance': 3734, 'raising': 3574, 'hawaii': 2019, 'conversion': 957, 'medicine': 2763, 'method': 2796, 'payment': 3233, 'mainstream': 2674, 'outlet': 3145, 'tony': 4585, 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1336, 'condemns': 901, 'above': 8, 'strange': 4300, 'wheel': 4888, 'mindfulness': 2833, 'legacy': 2532, 'poisoned': 3359, 'senior': 3986, 'ivory': 2322, 'resort': 3737, 'nba': 2973, 'ignores': 2181, 'cub': 1049, 'graduate': 1889, 'quarter': 3545, 'beard': 390, 'celebrating': 706, 'brown': 574, 'september': 3993, 'technique': 4461, 'locked': 2611, 'hired': 2089, 'hong': 2119, 'kong': 2455, 'sold': 4163, 'lazy': 2507, 'pile': 3303, 'sink': 4101, 'glow': 1856, 'wrestling': 4965, 'sadly': 3867, 'afghan': 82, 'stroke': 4315, 'penguin': 3244, 'seaworld': 3956, 'greenspan': 1916, 'rate': 3591, 'pulled': 3518, 'ash': 261, 'rachel': 3561, 'farmer': 1602, 'lisa': 2588, 'encourages': 1433, 'bo': 491, 'cave': 697, 'wealthy': 4856, 'log': 2613, 'lip': 2586, 'soda': 4160, 'hears': 2038, 'penalty': 3243, 'pour': 3397, 'safely': 3869, 'kitchen': 2442, 'pen': 3242, 'detained': 1181, 'patrol': 3225, 'carol': 668, 'permission': 3264, 'loop': 2626, 'runner': 3852, 'kennedy': 2415, 'center': 713, 'colin': 848, 'kaepernick': 2397, 'exciting': 1512, 'except': 1508, 'limiting': 2576, 'combat': 859, 'ethic': 1482, 'arpaio': 251, 'created': 1017, 'nelson': 2987, 'mandela': 2693, 'disgusting': 1246, 'towel': 4608, 'bath': 379, 'closing': 825, 'cord': 972, 'acquaintance': 34, 'georgia': 1832, 'survive': 4385, 'requires': 3722, 'personally': 3269, 'inform': 2236, 'groped': 1924, 'warehouse': 4831, 'hitting': 2098, 'josh': 2379, 'gentrification': 1830, 'boom': 507, 'lobbyist': 2605, 'homosexual': 2115, 'highly': 2074, 'organizing': 3129, 'copy': 971, 'folk': 1711, 'blamed': 471, 'selection': 3973, 'murphy': 2934, 'drought': 1337, 'expense': 1535, 'lynch': 2659, 'teeth': 4467, 'tried': 4653, 'nutritionist': 3054, 'approved': 229, 'screaming': 3940, 'blake': 469, 'ceiling': 703, 'transforms': 4629, 'advance': 67, 'ukraine': 4695, 'comeback': 861, 'larry': 2484, 'stall': 4246, 'coal': 836, 'engineer': 1445, 'platform': 3333, 'expect': 1530, 'pair': 3174, 'breakdown': 541, 'hypocrisy': 2170, 'blocking': 481, 'embrace': 1417, 'alec': 120, 'eaten': 1373, 'deny': 1154, 'asset': 273, 'locker': 2612, 'genetic': 1826, 'vietnam': 4784, 'respond': 3740, 'topic': 4591, 'proposed': 3487, 'assistant': 275, 'luther': 2657, 'unknown': 4725, 'prejudice': 3415, 'japanese': 2336, 'michele': 2804, 'announcement': 184, 'destroy': 1175, 'thai': 4495, 'hudson': 2149, 'berry': 428, 'sharing': 4032, 'factor': 1575, 'creator': 1021, 'collect': 853, 'bastard': 377, 'clown': 830, 'bright': 558, 'delta': 1143, 'mary': 2723, 'ashley': 262, 'procedure': 3459, 'taliban': 4430, 'mediterranean': 2765, 'crude': 1041, 'cage': 621, 'lifelong': 2566, 'nature': 2970, 'rolling': 3815, 'humor': 2159, 'coach': 835, 'ignoring': 2182, 'smoker': 4143, 'diana': 1201, 'jenna': 2348, 'milo': 2830, 'vet': 4776, 'spark': 4192, 'layoff': 2506, 'cereal': 717, 'lived': 2597, 'stunt': 4332, 'scotland': 3934, 'katy': 2406, 'cheese': 755, 'slip': 4130, 'dump': 1349, 'obviously': 3068, 'hung': 2161, 'anderson': 169, 'designed': 1168, 'undecided': 4705, 'kevin': 2421, 'looked': 2622, 'pet': 3271, 'microwave': 2808, 'alarm': 115, 'apply': 224, 'rape': 3584, 'capable': 650, 'jack': 2323, 'maher': 2670, 'breach': 538, 'larger': 2482, 'sony': 4178, 'detroit': 1186, 'burned': 599, 'cohen': 844, 'breitbart': 550, 'slavery': 4122, 'monsanto': 2883, 'addressing': 58, 'spiritual': 4218, 'torture': 4594, 'shout': 4067, 'rob': 3800, 'repealed': 3704, 'nassar': 2960, 'checking': 752, 'compete': 881, 'mtv': 2924, 'lauer': 2493, 'shortage': 4062, 'performing': 3261, 'led': 2527, 'dems': 1149, 'dealing': 1108, 'afford': 80, 'emmy': 1423, 'superhero': 4362, 'anxious': 201, 'spike': 4214, 'swing': 4409, 'attending': 297, 'mccarthy': 2747, 'mistaken': 2859, 'brazil': 537, 'proudly': 3498, 'beijing': 412, 'cloud': 829, 'electoral': 1403, 'scam': 3916, 'nail': 2951, 'trophy': 4660, 'intelligence': 2269, 'capitol': 652, 'galaxy': 1802, 'highest': 2072, 'origin': 3130, 'captain': 653, 'determine': 1184, 'ear': 1360, 'heartwarming': 2042, 'impressive': 2204, 'tomato': 4579, 'replaces': 3711, 'banner': 358, 'lifetime': 2568, 'upcoming': 4734, 'proclaims': 3461, 'base': 371, 'morgan': 2894, 'cabinet': 618, 'disappear': 1230, 'reaction': 3600, 'pushed': 3535, 'bruce': 575, 'springsteen': 4232, 'aol': 208, 'access': 22, 'standing': 4252, 'booth': 510, 'humanity': 2157, 'regulation': 3662, 'habitat': 1955, 'session': 4005, 'guinness': 1942, 'boycott': 530, 'cure': 1058, 'extinct': 1559, 'describes': 1164, 'staring': 4257, 'treat': 4642, 'poster': 3390, 'landing': 2476, 'route': 3832, 'tournament': 4604, 'seed': 3965, 'medical': 2760, 'sum': 4355, 'craving': 1012, 'closer': 822, 'silicon': 4090, 'bean': 388, 'impressed': 2202, 'sitcom': 4104, 'putin': 3539, 'disclose': 1236, 'coverage': 999, 'midterm': 2813, 'technology': 4462, 'jerry': 2352, 'motion': 2908, 'pancake': 3183, 'opera': 3108, 'toast': 4567, 'targeted': 4440, 'destroys': 1178, 'diagnosed': 1197, 'guantanamo': 1935, 'drain': 1311, 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4327, 'suv': 4396, 'pace': 3163, 'grieving': 1919, 'bringing': 561, 'middleton': 2811, 'psychological': 3507, 'bile': 449, 'determined': 1185, 'meant': 2754, 'principle': 3448, 'syndrome': 4417, 'rome': 3817, 'rain': 3570, 'keith': 2409, 'presentation': 3424, 'reef': 3641, 'dumb': 1347, 'prep': 3417, 'pot': 3392, 'gilmore': 1840, 'according': 25, 'repeatedly': 3707, 'abroad': 10, 'shave': 4034, 'effect': 1388, 'needed': 2981, 'outage': 3142, 'whose': 4900, 'medication': 2762, 'cheering': 754, 'oh': 3082, 'relief': 3675, 'dive': 1258, 'journalism': 2381, 'lifestyle': 2567, 'disastrous': 1235, 'radio': 3566, 'broadcast': 566, 'eco': 1377, 'nato': 2968, 'annoyed': 186, 'murdered': 2932, 'dan': 1084, 'listener': 2591, 'vegetable': 4768, 'confidence': 908, 'discovery': 1241, 'consumption': 939, 'sat': 3900, 'surge': 4375, 'tragedy': 4620, 'delay': 1138, 'mormon': 2895, 'especially': 1475, 'bannon': 360, 'necessary': 2978, 'math': 2737, 'promised': 3478, 'investigator': 2287, 'egyptian': 1393, 'appoints': 225, 'utter': 4754, 'chaos': 733, 'favor': 1614, 'organ': 3125, 'citing': 790, 'mutant': 2943, 'fisher': 1682, 'lawn': 2501, 'manafort': 2688, 'vladimir': 4803, 'spoof': 4223, 'informed': 2238, 'princeton': 3446, 'committed': 873, 'pressure': 3430, 'ingredient': 2241, 'pepsi': 3253, 'specifically': 4201, 'outraged': 3148, 'tissue': 4563, 'tank': 4435, 'buddy': 582, 'virtual': 4795, 'loyal': 2651, 'impeachment': 2197, 'ongoing': 3098, 'whatsoever': 4886, 'casually': 686, 'streaming': 4305, 'traffic': 4619, 'pakistan': 3175, 'executed': 1516, 'intern': 2275, 'annually': 189, 'stepping': 4278, 'anywhere': 207, 'wisconsin': 4924, 'nephew': 2989, 'sponsor': 4222, 'nine': 3018, 'fired': 1675, 'brutal': 577, 'islam': 2307, 'silver': 4091, 'atlanta': 289, 'pulling': 3519, 'unaware': 4701, 'dallas': 1080, 'navy': 2971, 'skull': 4117, 'mirror': 2845, 'acceptance': 18, 'complain': 883, 'los': 2630, 'angeles': 174, 'bias': 438, 'incompetent': 2216, 'woe': 4932, 'unclear': 4703, 'romantic': 3816, 'medicare': 2761, 'expand': 1527, 'actress': 46, 'harris': 1996, 'unit': 4719, 'ok': 3085, 'yelling': 4976, 'hazing': 2021, 'chancellor': 728, 'loom': 2624, 'threw': 4537, 'slain': 4119, 'switch': 4411, 'supremacy': 4370, 'greater': 1911, 'jean': 2343, 'charlie': 741, 'exploring': 1549, 'familiar': 1592, 'abrams': 9, 'billy': 454, 'logo': 2614, 'donates': 1288, 'sailor': 3873, 'strongest': 4317, 'flint': 1695, 'pocket': 3351, 'cocktail': 841, 'blog': 482, 'aziz': 327, 'ansari': 192, 'accusation': 27, 'desire': 1170, 'griffin': 1920, 'iii': 2185, 'irs': 2304, 'marry': 2717, 'rapist': 3587, 'bought': 521, 'manhattan': 2694, 'direct': 1222, 'greek': 1914, 'entrepreneur': 1457, 'paula': 3229, 'couch': 984, 'arrival': 254, 'athlete': 288, 'increasing': 2219, 'promoting': 3481, 'solo': 4166, 'archaeologist': 236, 'antibiotic': 198, 'blaming': 472, 'thick': 4518, 'sweater': 4400, 'hut': 2169, 'asia': 263, 'melt': 2774, 'starbucks': 4255, 'pattern': 3227, 'initiative': 2242, 'easter': 1370, 'hashtag': 2003, 'batman': 382, 'superman': 4363, 'breathe': 548, 'bernardino': 426, 'improve': 2205, 'garage': 1808, 'carrie': 671, 'excellent': 1507, 'berkeley': 424, 'curb': 1057, 'wow': 4962, 'sept': 3992, 'unveil': 4731, 'sheer': 4037, 'european': 1486, 'urine': 4744, 'headed': 2025, 'forgive': 1733, 'april': 232, 'proper': 3484, 'adventure': 69, 'rented': 3699, 'chat': 747, 'taped': 4438, 'everyday': 1496, 'phelps': 3278, 'repair': 3702, 'sympathy': 4415, 'pours': 3398, 'plunge': 3348, 'obesity': 3063, 'fault': 1613, 'mistake': 2858, 'flip': 1696, 'january': 2334, 'nate': 2962, 'seat': 3953, 'businessman': 606, 'nap': 2956, 'monopoly': 2882, 'cdc': 700, 'contain': 941, 'peanut': 3237, 'fargo': 1600, 'tesla': 4487, 'elon': 1411, 'musk': 2940, 'jury': 2392, 'mit': 2861, 'gene': 1822, 'gain': 1799, 'millennial': 2825, 'exercise': 1520, 'motel': 2905, 'error': 1472, 'indiana': 2227, 'actual': 47, 'complaint': 884, 'flat': 1692, 'constantly': 933, 'gingrich': 1842, 'hairstyle': 1962, 'info': 2235, 'sequel': 3994, 'sxsw': 4413, 'extreme': 1561, 'floating': 1698, 'suspends': 4392, 'cookie': 964, 'learns': 2521, 'abusive': 15, 'xbox': 4973, 'roof': 3820, 'nancy': 2955, 'pelosi': 3241, 'mixed': 2865, 'chairman': 723, 'native': 2967, 'principal': 3447, 'randomly': 3578, 'earn': 1363, 'grip': 1922, 'crushing': 1045, 'eu': 1484, 'schedule': 3922, 'wash': 4839, 'aleppo': 121, 'develop': 1188, 'infection': 2233, 'badly': 343, 'sexuality': 4019, 'chapter': 734, 'cease': 701, 'uninsured': 4716, 'homeland': 2111, 'seeking': 3968, 'brought': 573, 'liquor': 2587, 'privacy': 3452, 'physically': 3290, 'empire': 1427, 'guitar': 1943, 'aunt': 305, 'snap': 4148, 'melissa': 2773, 'hart': 2000, 'gratitude': 1907, 'reverse': 3768, 'biting': 465, 'motorist': 2910, 'gina': 1841, 'rodriguez': 3809, 'explanation': 1545, 'unique': 4718, 'mission': 2855, 'brady': 534, 'twin': 4686, 'replaced': 3709, 'absence': 11, 'pat': 3217, 'mob': 2867, 'ankle': 179, 'bigot': 446, 'rocket': 3807, 'application': 223, 'manufacturer': 2697, 'introduce': 2281, 'reese': 3642, 'criticized': 1033, 'preserve': 3425, 'twice': 4685, 'rural': 3856, 'lane': 2478, 'impossible': 2201, 'miller': 2828, 'bay': 385, 'condemn': 900, 'dept': 1162, 'henson': 2056, 'reacts': 3601, 'mill': 2824, 'stuns': 4331, 'proving': 3504, 'dreamed': 1321, 'shed': 4036, 'empower': 1430, 'develops': 1191, 'honey': 2118, 'irma': 2302, 'nostalgic': 3034, 'organization': 3127, 'michigan': 2806, 'sasha': 3899, 'insult': 2265, 'treating': 4644, 'innovation': 2249, 'collar': 851, 'tsarnaev': 4673, 'gallery': 1803, 'organic': 3126, 'dancer': 1086, 'wisdom': 4925, 'returned': 3758, 'stain': 4244, 'brooklyn': 571, 'startup': 4261, 'devil': 1193, 'arriving': 256, 'tongue': 4583, 'gwen': 1950, 'stefani': 4274, 'confusing': 915, 'marries': 2716, 'surfer': 4374, 'wave': 4851, 'arianna': 244, 'visa': 4797, 'purchased': 3528, 'susan': 4388, 'contestant': 947, 'vulnerable': 4813, 'showed': 4069, 'italian': 2317, 'theron': 4515, 'furious': 1796, 'seven': 4011, 'yield': 4981, 'played': 3335, 'autism': 311, 'creative': 1020, 'aware': 320, 'denny': 1152, 'minded': 2832, 'playoff': 3339, 'neither': 2986, 'sacrifice': 3864, 'lifting': 2570, 'dj': 1266, 'ability': 4, 'emotion': 1424, 'successfully': 4341, 'helicopter': 2049, 'grandkids': 1898, 'lonely': 2617, 'curious': 1059, 'awarded': 319, 'pit': 3316, 'stealing': 4272, 'hostage': 2137, 'ill': 2186, 'farewell': 1599, 'saint': 3874, 'memoir': 2778, 'shaken': 4025, 'ignored': 2180, 'jacket': 2324, 'expects': 1534, 'pundit': 3523, 'loyalty': 2652, 'wind': 4916, 'management': 2689, 'coaster': 838, 'crate': 1011, 'jason': 2338, 'ward': 4830, 'ncaa': 2975, 'bolton': 499, 'drawn': 1318, 'choose': 775, 'flame': 1690, 'aniston': 178, 'agrees': 100, 'martial': 2720, 'representative': 3717, 'vp': 4812, 'mommy': 2877, 'simpson': 4095, 'finale': 1661, 'happening': 1985, 'tampon': 4434, 'overturn': 3155, 'cultural': 1053, 'sugar': 4351, 'lobster': 2606, 'blogger': 483, 'liked': 2573, 'diabetes': 1196, 'dignity': 1217, 'mount': 2911, 'kendall': 2413, 'sudden': 4344, 'lyric': 2660, 'surviving': 4386, 'homosexuality': 2116, 'grows': 1933, 'capital': 651, 'backup': 336, 'haunted': 2014, 'intact': 2268, 'analytica': 165, 'islamophobia': 2309, 'aquarium': 233, 'cooking': 965, 'either': 1396, 'stabbing': 4239, 'slaying': 4123, 'fashioned': 1604, 'sheriff': 4042, 'unpopular': 4728, 'bloody': 485, 'safer': 3870, 'baton': 383, 'rouge': 3828, 'clinic': 815, 'pitbull': 3317, 'auto': 312, 'previous': 3436, 'podium': 3353, 'writes': 4968, 'embassy': 1416, 'excitedly': 1511, 'carey': 665, 'metoo': 2797, 'obsession': 3067, 'transition': 4631, 'include': 2212, 'santorum': 3897, 'npr': 3042, 'handed': 1975, 'wed': 4863, 'jam': 2330, 'fossil': 1742, 'elevator': 1407, 'lining': 2582, 'insane': 2251, 'properly': 3485, 'accuses': 31, 'passage': 3210, 'airplane': 109, 'martha': 2719, 'belt': 418, 'lied': 2564, 'environmental': 1461, 'purse': 3533, 'amber': 153, 'astronaut': 282, 'spoiler': 4221, 'misery': 2848, 'asleep': 270, 'sneak': 4149, 'patriot': 3224, 'proved': 3500, 'standard': 4251, 'scale': 3914, 'bucket': 581, 'alive': 127, 'salute': 3882, 'jane': 2332, 'recap': 3620, 'saddam': 3866, 'victoria': 4781, 'oxford': 3161, 'doorstep': 1295, 'damn': 1082, 'doritos': 1297, 'disick': 1248, 'kourtney': 2458, 'realistic': 3608, 'blank': 473, 'plain': 3323, 'rather': 3592, 'tease': 4457, 'rap': 3583, 'detainee': 1182, 'dreading': 1319, 'shield': 4043, 'moderate': 2872, 'pretending': 3432, 'banning': 359, 'associated': 276, 'ignore': 2179, 'shadow': 4023, 'exec': 1515, 'nevada': 2999, 'shared': 4031, 'facial': 1571, 'gut': 1948, 'stadium': 4240, 'bottle': 519, 'contribution': 951, 'leno': 2542, 'barber': 365, 'buried': 597, 'load': 2601, 'tout': 4605, 'square': 4236, 'cameron': 633, 'hank': 1981, 'roth': 3827, 'picnic': 3296, 'philly': 3282, 'patent': 3218, 'divide': 1261, 'op': 3103, 'zimmerman': 4996, 'rhino': 3775, 'tide': 4550, 'elaborate': 1398, 'rejected': 3668, 'publisher': 3512, 'vegetarian': 4769, 'thrilled': 4539, 'subject': 4337, 'resist': 3733, 'seal': 3947, 'glowing': 1857, 'removed': 3694, 'explore': 1547, 'beyonce': 436, 'punk': 3525, 'mega': 2769, 'protesting': 3496, 'example': 1506, 'confession': 907, 'mart': 2718, 'harrowing': 1997, 'suffers': 4350, 'psychology': 3509, 'pokemon': 3360, 'jackpot': 2325, 'newsroom': 3008, 'skeleton': 4112, 'hip': 2085, 'hop': 2125, 'tenant': 4476, 'hippie': 2086, 'madness': 2665, 'parental': 3196, 'recession': 3625, 'pilot': 3307, 'recount': 3633, 'psychic': 3506, 'hiring': 2090, 'preview': 3435, 'improved': 2206, 'riot': 3789, 'leonardo': 2543, 'dicaprio': 1203, 'todd': 4571, 'chilling': 768, 'emma': 1422, 'fucker': 1783, 'steak': 4270, 'shell': 4040, 'cube': 1052, 'technician': 4460, 'additional': 56, 'resolve': 3736, 'overlooked': 3153, 'gum': 1945, 'crap': 1008, 'bare': 366, 'approve': 228, 'nominated': 3023, 'motherhood': 2907, 'louisiana': 2642, 'runaway': 3851, 'wheat': 4887, 'renewed': 3697, 'heritage': 2059, 'cannon': 647, 'mariah': 2706, 'junior': 2391, 'fallen': 1587, 'frame': 1750, 'pep': 3251, 'clooney': 819, 'knight': 2447, 'warming': 4833, 'mario': 2709, 'attacking': 291, 'renamed': 3696, 'benedict': 421, 'hacking': 1958, 'bachelorette': 330, 'establishment': 1479, 'mini': 2835, 'secure': 3962, 'playlist': 3338, 'murderer': 2933, 'causing': 696, 'diego': 1209, 'seated': 3954, 'nest': 2993, 'whenever': 4891, 'increased': 2218, 'latin': 2491, 'benghazi': 423, 'polar': 3361, 'historian': 2093, 'offense': 3073, 'reached': 3598, 'ham': 1969, 'hateful': 2009, 'fellow': 1632, 'pumpkin': 3521, 'guardian': 1937, 'screw': 3943, 'loudly': 2640, 'visitor': 4802, 'complicated': 889, 'fighter': 1650, 'khan': 2425, 'editorial': 1385, 'pearl': 3238, 'feinstein': 1630, 'piano': 3292, 'milestone': 2818, 'tennis': 4478, 'fantastic': 1596, 'stylish': 4335, 'expansion': 1529, 'harper': 1995, 'flooding': 1700, 'concludes': 898, 'masturbating': 2732, 'dinosaur': 1220, 'monthly': 2887, 'bureau': 595, 'pirate': 3312, 'pee': 3239, 'sample': 3886, 'spotlight': 4226, 'standoff': 4253, 'charter': 745, 'aaron': 0, 'serve': 4001, 'destroyed': 1176, 'grandparent': 1902, 'stampede': 4248, 'refrigerator': 3650, 'poetry': 3356, 'franken': 1755, 'jewelry': 2359, 'opioid': 3112, 'mentor': 2785, 'toothbrush': 4589, 'jonas': 2374, 'recommendation': 3629, 'backing': 334, 'ihop': 2183, 'waffle': 4815, 'helmet': 2051, 'heavily': 2045, 'cardinal': 661, 'recently': 3624, 'squirrel': 4237, 'conservation': 925, 'earlier': 1361, 'penn': 3246, 'illusion': 2190, 'snack': 4146, 'consecutive': 923, 'peyton': 3275, 'manning': 2695, 'bullshit': 590, 'styrofoam': 4336, 'stir': 4286, 'condom': 903, 'fridge': 1770, 'handling': 1978, 'semitism': 3979, 'peak': 3236, 'forecast': 1725, 'organize': 3128, 'sand': 3891, 'duterte': 1353, 'invisible': 2289, 'doodle': 1293, 'existence': 1524, 'swimmer': 4406, 'shock': 4051, 'janitor': 2333, 'disappears': 1231, 'reflects': 3648, 'funded': 1790, 'intense': 2271, 'fastest': 1607, 'doping': 1296, 'denying': 1155, 'mishap': 2849, 'kissing': 2440, 'screening': 3942, 'rider': 3782, 'dominates': 1283, 'newt': 3009, 'ourselves': 3140, 'mic': 2802, 'salary': 3877, 'constituent': 934, 'taxpayer': 4447, 'spare': 4191, 'legalize': 2535, 'monument': 2888, 'beware': 434, 'reflect': 3646}\n"
     ]
    }
   ],
   "source": [
    "# TF-IDF Vectorizer\n",
    "tv = TfidfVectorizer(max_features = 5000)\n",
    "sentences = tv.fit_transform(sentences).toarray()\n",
    "print(sentences.shape)\n",
    "print(tv.vocabulary_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train, X_test, Y_train, Y_test = train_test_split(sentences, labels, test_size = .05, random_state = 42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training Score: 0.9129389508532693\n",
      "Testing Score: 0.8330838323353293\n"
     ]
    }
   ],
   "source": [
    "# Model Training\n",
    "lsvc = LinearSVC()\n",
    "lsvc.fit(X_train, Y_train)\n",
    "print(\"Training Score:\", lsvc.score(X_train, Y_train)) # Training Score\n",
    "print(\"Testing Score:\", lsvc.score(X_test, Y_test)) # Testing Score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sarcasm\n"
     ]
    }
   ],
   "source": [
    "# Testing Model\n",
    "# https://www.theonion.com/coronavirus-assumed-white-house-would-be-bigger-in-pers-1843412682\n",
    "headline = 'Coronavirus Assumed White House Would Be Bigger In Person'\n",
    "headline = headline.lower()\n",
    "headline = re.sub('[^a-z]', ' ', headline)\n",
    "headline = headline.split()\n",
    "headline = [wnl.lemmatize(word) for word in headline]\n",
    "headline = [' '.join(headline)]\n",
    "headline = tv.transform(headline).toarray()\n",
    "predicted = lsvc.predict(headline)\n",
    "if predicted == 1:\n",
    "    print(\"Sarcasm\")\n",
    "else:\n",
    "    print(\"Not Sarcasm\")"
   ]
  }
 ],
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