Sarcasm_Classifier.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Sarcasm Classifier.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "authorship_tag": "ABX9TyPdx1r70wopVu3ntuvT0JsJ",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/shivam-01/Sarcasm-Classifier/blob/master/Sarcasm_Classifier.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "JaYi4JxsjTbC"
      },
      "source": [
        "# Sarcasm Classifier"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "8uXF1m8biO5k"
      },
      "source": [
        "import json\n",
        "import numpy as np\n",
        "import tensorflow as tf\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "from tensorflow.keras.preprocessing.text import Tokenizer\n",
        "from tensorflow.keras.preprocessing.sequence import pad_sequences"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "s9R78_cpjtlH"
      },
      "source": [
        "# Hyperparameters\n",
        "vocab_size = 2000\n",
        "embedding_dim = 16\n",
        "max_length = 16\n",
        "trunc_type='post'\n",
        "padding_type='post'\n",
        "oov_tok = \"<OOV>\"\n",
        "training_size = 20000"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "2PcHj6gkkHn0",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "447464ce-31c4-4102-aad1-2cf7dc0bbae9"
      },
      "source": [
        "# Get the data\n",
        "!wget --no-check-certificate \\\n",
        "    https://storage.googleapis.com/laurencemoroney-blog.appspot.com/sarcasm.json \\\n",
        "    -O /tmp/sarcasm.json"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "--2021-10-22 10:23:47--  https://storage.googleapis.com/laurencemoroney-blog.appspot.com/sarcasm.json\n",
            "Resolving storage.googleapis.com (storage.googleapis.com)... 108.177.111.128, 108.177.121.128, 142.250.103.128, ...\n",
            "Connecting to storage.googleapis.com (storage.googleapis.com)|108.177.111.128|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 5643545 (5.4M) [application/json]\n",
            "Saving to: ‘/tmp/sarcasm.json’\n",
            "\n",
            "\r/tmp/sarcasm.json     0%[                    ]       0  --.-KB/s               \r/tmp/sarcasm.json   100%[===================>]   5.38M  --.-KB/s    in 0.04s   \n",
            "\n",
            "2021-10-22 10:23:47 (120 MB/s) - ‘/tmp/sarcasm.json’ saved [5643545/5643545]\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "jmMnUPpqkMwV"
      },
      "source": [
        "# Read and split data into sentences and labels\n",
        "with open(\"/tmp/sarcasm.json\", 'r') as f:\n",
        "    datastore = json.load(f)\n",
        "\n",
        "sentences = []\n",
        "labels = []\n",
        "\n",
        "for item in datastore:\n",
        "    sentences.append(item['headline'])\n",
        "    labels.append(item['is_sarcastic'])"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9QM7R0YUkVqb"
      },
      "source": [
        "# Define training and testing sets\n",
        "training_sentences = sentences[0:training_size]\n",
        "testing_sentences = sentences[training_size:]\n",
        "training_labels = labels[0:training_size]\n",
        "testing_labels = labels[training_size:]"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "dP8xwOJmkkO4",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "6b95915c-1dc4-46ff-b4a0-a5d1774fa48f"
      },
      "source": [
        "# Tokenize and pad the data\n",
        "tokenizer = Tokenizer(num_words=vocab_size, oov_token=oov_tok)\n",
        "tokenizer.fit_on_texts(training_sentences)\n",
        "\n",
        "word_index = tokenizer.word_index\n",
        "print(len(word_index))\n",
        "print(word_index)\n",
        "\n",
        "training_sequences = tokenizer.texts_to_sequences(training_sentences)\n",
        "training_padded = pad_sequences(training_sequences, maxlen=max_length, padding=padding_type, truncating=trunc_type)\n",
        "print(training_padded[0])\n",
        "print(training_padded.shape)\n",
        "\n",
        "testing_sequences = tokenizer.texts_to_sequences(testing_sentences)\n",
        "testing_padded = pad_sequences(testing_sequences, maxlen=max_length, padding=padding_type, truncating=trunc_type)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "25637\n",
            "{'<OOV>': 1, 'to': 2, 'of': 3, 'the': 4, 'in': 5, 'for': 6, 'a': 7, 'on': 8, 'and': 9, 'with': 10, 'is': 11, 'new': 12, 'trump': 13, 'man': 14, 'from': 15, 'at': 16, 'about': 17, 'you': 18, 'by': 19, 'this': 20, 'after': 21, 'be': 22, 'up': 23, 'out': 24, 'that': 25, 'how': 26, 'as': 27, 'it': 28, 'not': 29, 'are': 30, 'your': 31, 'what': 32, 'his': 33, 'all': 34, 'he': 35, 'will': 36, 'who': 37, 'just': 38, 'has': 39, 'more': 40, 'one': 41, 'year': 42, 'into': 43, 'report': 44, 'have': 45, 'why': 46, 'over': 47, 'area': 48, 'u': 49, 'donald': 50, 'says': 51, 'day': 52, 'can': 53, 's': 54, 'first': 55, 'woman': 56, 'time': 57, 'like': 58, 'get': 59, 'old': 60, 'no': 61, 'her': 62, \"trump's\": 63, 'off': 64, 'now': 65, 'an': 66, 'obama': 67, 'life': 68, 'people': 69, 'women': 70, 'house': 71, \"'\": 72, 'was': 73, 'still': 74, 'white': 75, 'back': 76, 'make': 77, 'than': 78, 'clinton': 79, 'down': 80, 'when': 81, 'my': 82, '5': 83, 'could': 84, 'world': 85, 'americans': 86, 'if': 87, 'i': 88, 'we': 89, 'way': 90, 'their': 91, 'most': 92, 'study': 93, 'they': 94, 'before': 95, 'family': 96, 'do': 97, 'gop': 98, 'best': 99, 'black': 100, \"it's\": 101, 'bill': 102, 'school': 103, 'but': 104, 'only': 105, 'police': 106, 'him': 107, 'so': 108, 'years': 109, 'president': 110, 'know': 111, '3': 112, 'being': 113, 'watch': 114, 'should': 115, 'would': 116, 'last': 117, 'really': 118, '10': 119, 'video': 120, 'show': 121, \"can't\": 122, 'going': 123, 'death': 124, 'hillary': 125, 'during': 126, 'finds': 127, 'american': 128, 'things': 129, 'good': 130, 'state': 131, 'against': 132, 'she': 133, 'home': 134, 'or': 135, 'may': 136, 'love': 137, 'health': 138, 'say': 139, 'need': 140, 'nation': 141, 'too': 142, '000': 143, 'every': 144, 'right': 145, 'take': 146, 'gets': 147, 'campaign': 148, \"'the\": 149, 'work': 150, 'little': 151, '2': 152, 'mom': 153, 'court': 154, 'some': 155, 'getting': 156, 'party': 157, 'high': 158, 'john': 159, \"here's\": 160, 'our': 161, '7': 162, 'kids': 163, 'calls': 164, 'where': 165, 'takes': 166, 'makes': 167, 'child': 168, 'parents': 169, 'dead': 170, 'big': 171, 'these': 172, 'local': 173, 'while': 174, 'own': 175, 'never': 176, 'election': 177, 'real': 178, 'go': 179, \"doesn't\": 180, 'other': 181, \"he's\": 182, 'news': 183, 'america': 184, 'see': 185, 'self': 186, 'through': 187, '4': 188, 'plan': 189, 'stop': 190, 'want': 191, 'college': 192, 'guy': 193, 'its': 194, 'change': 195, '6': 196, 'look': 197, 'sex': 198, 'gay': 199, 'office': 200, 'again': 201, \"don't\": 202, 'two': 203, 'bush': 204, 'next': 205, \"nation's\": 206, 'around': 207, 'war': 208, 'even': 209, '1': 210, 'got': 211, 'another': 212, 'wants': 213, 'baby': 214, 'million': 215, 'long': 216, \"man's\": 217, 'dog': 218, 'them': 219, 'week': 220, 'thing': 221, 'dad': 222, 'congress': 223, 'made': 224, 'gun': 225, 'north': 226, 'much': 227, 'care': 228, 'under': 229, 'job': 230, 'ever': 231, 'national': 232, 'finally': 233, 'debate': 234, 'actually': 235, 'help': 236, 'ways': 237, '20': 238, 'us': 239, 'been': 240, 'students': 241, '9': 242, 'shows': 243, 'sexual': 244, 'give': 245, \"won't\": 246, 'season': 247, 'live': 248, 'game': 249, 'making': 250, 'better': 251, 'climate': 252, 'senate': 253, 'shooting': 254, 'without': 255, 'anti': 256, 'history': 257, 'media': 258, 'night': 259, 'had': 260, 'star': 261, 'god': 262, 'couple': 263, 'money': 264, 'entire': 265, 'everyone': 266, 'there': 267, 'city': 268, 'free': 269, 'trying': 270, 'any': 271, 'end': 272, 'me': 273, 'children': 274, 'announces': 275, 'tv': 276, 'law': 277, 'top': 278, 'found': 279, 'away': 280, 'paul': 281, 'supreme': 282, 'face': 283, '8': 284, 'men': 285, 'government': 286, 'teen': 287, 'come': 288, 'story': 289, 'tell': 290, 'business': 291, 'food': 292, 'part': 293, 'film': 294, 'bad': 295, 'reveals': 296, 'think': 297, 'deal': 298, 'introduces': 299, 'morning': 300, 'attack': 301, 'find': 302, 'james': 303, 'son': 304, 'car': 305, '11': 306, 'enough': 307, 'fire': 308, 'facebook': 309, 'does': 310, 'power': 311, 'pope': 312, 'movie': 313, 'friend': 314, 'fight': 315, 'york': 316, 'wedding': 317, 'used': 318, 'body': 319, 'book': 320, 'call': 321, 'middle': 322, \"didn't\": 323, 'girl': 324, 'run': 325, 'same': 326, 'use': 327, 'former': 328, 'tax': 329, 'single': 330, 'thinks': 331, 'friends': 332, 'public': 333, 'second': 334, 'email': 335, 'support': 336, 'line': 337, 'photos': 338, 'republican': 339, 'great': 340, 'asks': 341, 'rights': 342, 'company': 343, 'behind': 344, 'sanders': 345, 'marriage': 346, 'speech': 347, 'looking': 348, 'must': 349, 'claims': 350, 'room': 351, 'security': 352, 'already': 353, 'because': 354, 'each': 355, '2016': 356, 'keep': 357, 'judge': 358, 'team': 359, 'republicans': 360, 'christmas': 361, 'goes': 362, 'vote': 363, 'democrats': 364, 'talk': 365, \"world's\": 366, 'presidential': 367, 'violence': 368, 'case': 369, 'inside': 370, 'voters': 371, 'control': 372, 'open': 373, 'ban': 374, 'future': 375, 'name': 376, 'human': 377, 'department': 378, 'between': 379, 'might': 380, 'ad': 381, 'wife': 382, 'coming': 383, 'perfect': 384, 'win': 385, 'having': 386, 'twitter': 387, 'killed': 388, 'secret': 389, 'political': 390, 'fans': 391, 'full': 392, 'sure': 393, 'group': 394, 'very': 395, 'pretty': 396, 'student': 397, 'texas': 398, 'three': 399, 'record': 400, 'once': 401, 'music': 402, '12': 403, 'bernie': 404, '15': 405, 'missing': 406, 'releases': 407, 'poll': 408, 'doing': 409, 'teacher': 410, 'ready': 411, 'living': 412, 'super': 413, 'boy': 414, 'always': 415, 'scientists': 416, 'art': 417, 'here': 418, 'reports': 419, 'unveils': 420, 'save': 421, 'kim': 422, 'until': 423, 'meet': 424, 'photo': 425, 'race': 426, 'something': 427, 'working': 428, 'comes': 429, 'were': 430, 'post': 431, 'obamacare': 432, 'start': 433, 'word': 434, 'running': 435, 'summer': 436, 'ryan': 437, 'lives': 438, 'fucking': 439, 'shot': 440, 'month': 441, 'mike': 442, 'thousands': 443, 'gives': 444, 'days': 445, 'wall': 446, 'leaves': 447, 'drug': 448, 'water': 449, 'california': 450, 'class': 451, 'female': 452, 'age': 453, 'looks': 454, 'social': 455, 'many': 456, 'let': 457, 'country': 458, 'person': 459, 'breaking': 460, 'everything': 461, 'head': 462, 'father': 463, 'plans': 464, 'minutes': 465, 'russia': 466, 'states': 467, 'town': 468, 'candidate': 469, 'forced': 470, 'put': 471, 'cancer': 472, 'yet': 473, 'education': 474, 'left': 475, 'probably': 476, 'korea': 477, 'cruz': 478, \"'i\": 479, 'air': 480, 'tells': 481, 'place': 482, 'past': 483, 'admits': 484, 'employee': 485, 'taking': 486, 'hot': 487, 'believe': 488, 'biden': 489, 'did': 490, 'hard': 491, 'red': 492, 'dream': 493, \"you're\": 494, 'mother': 495, 'half': 496, 'street': 497, 'eating': 498, 'pay': 499, \"i'm\": 500, 'justice': 501, 'secretary': 502, 'beautiful': 503, 'guide': 504, 'romney': 505, 'administration': 506, 'south': 507, 'heart': 508, 'list': 509, 'military': 510, '50': 511, 'isis': 512, 'internet': 513, 'tips': 514, 'personal': 515, 'small': 516, 'young': 517, 'talks': 518, '30': 519, 'needs': 520, 'together': 521, 'fbi': 522, 'rock': 523, 'nuclear': 524, 'lost': 525, 'times': 526, 'wins': 527, 'questions': 528, 'michael': 529, 'fan': 530, 'lot': 531, 'those': 532, 'letter': 533, 'hollywood': 534, 'set': 535, 'crisis': 536, 'officials': 537, 'king': 538, 'owner': 539, 'latest': 540, 'idea': 541, 'ex': 542, 'thought': 543, 'dies': 544, 'march': 545, 'kill': 546, 'excited': 547, 'restaurant': 548, 'iran': 549, 'director': 550, 'warns': 551, 'chris': 552, 'birthday': 553, 'congressman': 554, \"what's\": 555, 'issues': 556, 'ask': 557, 'service': 558, 'system': 559, 'birth': 560, 'federal': 561, 'sleep': 562, 'ceo': 563, 'holiday': 564, 'following': 565, 'daughter': 566, 'celebrates': 567, 'move': 568, 'assault': 569, 'wrong': 570, 'china': 571, 'rise': 572, 'ice': 573, 'someone': 574, 'majority': 575, 'cat': 576, 'muslim': 577, 'giving': 578, 'phone': 579, 'fun': 580, \"women's\": 581, 'problem': 582, 'abortion': 583, 'special': 584, 'mark': 585, 'wearing': 586, 'buy': 587, 'trip': 588, 'third': 589, 'knows': 590, \"isn't\": 591, 'tweets': 592, 'less': 593, 'nothing': 594, 'series': 595, 'earth': 596, 'chief': 597, 'percent': 598, 'favorite': 599, 'washington': 600, 'few': 601, 'cover': 602, 'talking': 603, 'meeting': 604, 'girls': 605, 'online': 606, 'syrian': 607, 'ted': 608, 'bar': 609, 'box': 610, 'hour': 611, 'play': 612, 'hours': 613, 'fashion': 614, 'late': 615, 'outside': 616, 'al': 617, 'community': 618, 'minute': 619, 'using': 620, 'message': 621, 'florida': 622, 'career': 623, 'become': 624, 'kid': 625, 'moment': 626, 'today': 627, 'huffpost': 628, 'watching': 629, 'stephen': 630, 'break': 631, 't': 632, 'un': 633, '2015': 634, 'democratic': 635, 'fox': 636, 'shit': 637, 'offers': 638, 'thinking': 639, 'george': 640, 'adorable': 641, 'response': 642, 'read': 643, 'weekend': 644, 'months': 645, 'visit': 646, 'hair': 647, 'victims': 648, \"america's\": 649, 'told': 650, 'hope': 651, 'least': 652, 'different': 653, 'point': 654, 'travel': 655, 'front': 656, 'billion': 657, 'since': 658, 'rules': 659, 'russian': 660, 'feel': 661, 'happy': 662, 'protest': 663, 'straight': 664, 'gift': 665, 'union': 666, 'bus': 667, 'crash': 668, \"she's\": 669, 'anything': 670, 'dating': 671, 'k': 672, 'scott': 673, 'david': 674, 'accused': 675, \"obama's\": 676, 'taylor': 677, 'trailer': 678, 'kind': 679, 'names': 680, 'well': 681, 'key': 682, 'order': 683, 'true': 684, 'reasons': 685, 'cop': 686, 'pence': 687, 'reason': 688, 'joe': 689, 'dinner': 690, 'oil': 691, 'syria': 692, 'powerful': 693, 'sick': 694, '100': 695, 'brings': 696, 'global': 697, 'date': 698, 'lead': 699, 'policy': 700, 'spends': 701, 'learned': 702, 'millions': 703, 'lessons': 704, 'francis': 705, 'c': 706, 'struggling': 707, 'low': 708, 'discover': 709, 'song': 710, 'opens': 711, 'far': 712, 'himself': 713, 'girlfriend': 714, 'j': 715, 'vows': 716, 'worried': 717, 'leave': 718, 'surprise': 719, 'kills': 720, 'united': 721, 'hate': 722, 'leader': 723, 'nfl': 724, 'oscar': 725, 'style': 726, 'whole': 727, 'anniversary': 728, 'turns': 729, 'conversation': 730, 'hit': 731, 'waiting': 732, 'general': 733, 'fighting': 734, 'schools': 735, 'host': 736, '2017': 737, 'killing': 738, 'apple': 739, '40': 740, 'prison': 741, '2014': 742, 'adds': 743, 'drunk': 744, \"they're\": 745, 'd': 746, 'near': 747, 'rubio': 748, 'reality': 749, 'weird': 750, 'senator': 751, 'feels': 752, 'possible': 753, 'moving': 754, 'stars': 755, 'signs': 756, 'politics': 757, 'sign': 758, 'jr': 759, 'immigration': 760, 'leaders': 761, 'stand': 762, 'called': 763, 'tour': 764, 'returns': 765, 'totally': 766, 'reportedly': 767, 'massive': 768, 'sports': 769, 'major': 770, 'force': 771, 'advice': 772, 'weight': 773, 'breaks': 774, 'number': 775, 'bring': 776, 'transgender': 777, 'west': 778, 'mass': 779, 'spring': 780, 'door': 781, 'fall': 782, 'investigation': 783, 'tom': 784, 'employees': 785, 'test': 786, 'relationship': 787, 'important': 788, 'puts': 789, 'iowa': 790, 'stage': 791, 'murder': 792, 'candidates': 793, 'close': 794, 'magazine': 795, 'early': 796, 'trans': 797, 'side': 798, 'store': 799, 'huge': 800, 'artist': 801, 'christian': 802, 'die': 803, 'abuse': 804, 'longer': 805, 'members': 806, 'worst': 807, 'peace': 808, 'loses': 809, 'act': 810, 'kardashian': 811, 'return': 812, 'audience': 813, 'five': 814, 'steve': 815, 'sean': 816, 'suspect': 817, 'prince': 818, 'ben': 819, 'attacks': 820, 'suicide': 821, 'program': 822, 'decision': 823, 'hits': 824, 'awards': 825, 'queer': 826, 'whether': 827, 'cops': 828, 'workers': 829, 'responds': 830, 'push': 831, 'fuck': 832, 'iraq': 833, 'google': 834, 'leaving': 835, 'carolina': 836, 'final': 837, 'voice': 838, 'chinese': 839, '13': 840, 'lgbt': 841, 'executive': 842, 'seen': 843, 'jimmy': 844, 'given': 845, 'keeps': 846, 'shares': 847, 'industry': 848, 'biggest': 849, 'protesters': 850, 'results': 851, 'press': 852, 'center': 853, 'lose': 854, 'almost': 855, 'light': 856, 'risk': 857, 'asking': 858, 'emotional': 859, 'paris': 860, 'michelle': 861, 'male': 862, 'hands': 863, 'road': 864, 'bathroom': 865, 'allegations': 866, 'bowl': 867, 'begins': 868, 'planned': 869, 'homeless': 870, 'poor': 871, 'planet': 872, 'hoping': 873, 'governor': 874, 'non': 875, 'east': 876, 'fails': 877, 'cool': 878, 'wait': 879, 'moms': 880, 'humans': 881, 'mind': 882, 'defense': 883, 'pizza': 884, 'ferguson': 885, 'feeling': 886, 'amazon': 887, 'hall': 888, 'worse': 889, 'starting': 890, 'fear': 891, 'nasa': 892, 'problems': 893, 'check': 894, 'ebola': 895, 'role': 896, 'building': 897, 'arrested': 898, 'driving': 899, 'four': 900, 'scandal': 901, 'space': 902, 'moore': 903, 'science': 904, 'dance': 905, 'easy': 906, 'hand': 907, 'israel': 908, 'picture': 909, 'eyes': 910, 'voter': 911, \"there's\": 912, 'mental': 913, 'action': 914, 'cut': 915, 'spend': 916, 'spot': 917, 'board': 918, 'chance': 919, 'words': 920, 'suggests': 921, 'urges': 922, 'williams': 923, 'coffee': 924, 'green': 925, 'apologizes': 926, 'celebrate': 927, 'documentary': 928, 'supporters': 929, 'remember': 930, 'depression': 931, 'halloween': 932, 'deadly': 933, 'louis': 934, 'pro': 935, 'oscars': 936, 'interview': 937, 'park': 938, 'completely': 939, 'harassment': 940, 'card': 941, 'university': 942, 'success': 943, 'coworker': 944, 'pick': 945, 'doctor': 946, 'harvey': 947, 'happens': 948, 'throws': 949, 'band': 950, 'pregnant': 951, 'hear': 952, 'crowd': 953, 'deep': 954, 'amazing': 955, 'official': 956, 'chicken': 957, 'ideas': 958, 'refugees': 959, 'forward': 960, 'opening': 961, 'reveal': 962, 'mean': 963, 'simple': 964, 'economy': 965, 'reminds': 966, 'which': 967, 'turn': 968, 'healthy': 969, 'senators': 970, 'swift': 971, 'eat': 972, 'hurricane': 973, '17': 974, 'rest': 975, 'album': 976, 'despite': 977, \"woman's\": 978, 'chicago': 979, 'movies': 980, 'happened': 981, 'officer': 982, 'across': 983, 'desperate': 984, 'uses': 985, 'apartment': 986, 'plane': 987, 'realizes': 988, 'funding': 989, 'holding': 990, 'leading': 991, 'crime': 992, 'demand': 993, \"we're\": 994, 'explains': 995, 'seeing': 996, 'slams': 997, 'residents': 998, 'sales': 999, \"let's\": 1000, 'truth': 1001, 'episode': 1002, 'rape': 1003, 'nearly': 1004, 'orders': 1005, 'lgbtq': 1006, '18': 1007, 'hotel': 1008, 'dreams': 1009, 'loss': 1010, 'clean': 1011, 'worth': 1012, 'review': 1013, 'football': 1014, 'repeal': 1015, 'shop': 1016, 'walking': 1017, 'justin': 1018, 'financial': 1019, 'kerry': 1020, \"year's\": 1021, 'museum': 1022, 'among': 1023, 'playing': 1024, 'reform': 1025, 'likely': 1026, 'website': 1027, 'try': 1028, 'older': 1029, 'fda': 1030, 'historical': 1031, 'users': 1032, 'olympic': 1033, 'dying': 1034, 'anyone': 1035, 'foreign': 1036, 'dress': 1037, 'avoid': 1038, 'daily': 1039, '25': 1040, 'short': 1041, 'budget': 1042, 'wishes': 1043, 'legal': 1044, 'track': 1045, 'said': 1046, 'culture': 1047, 'eric': 1048, 'color': 1049, 'queen': 1050, 'clearly': 1051, 'robert': 1052, 'primary': 1053, 'lawsuit': 1054, 'six': 1055, 'done': 1056, 'kelly': 1057, 'spending': 1058, 'club': 1059, 'voting': 1060, 'miss': 1061, 'fast': 1062, 'steps': 1063, 'address': 1064, 'prevent': 1065, \"hasn't\": 1066, 'netflix': 1067, 'bear': 1068, 'manager': 1069, \"that's\": 1070, 'jeff': 1071, 'families': 1072, 'e': 1073, 'sad': 1074, 'quietly': 1075, 'telling': 1076, 'am': 1077, 'passes': 1078, '14': 1079, 'reporter': 1080, 'question': 1081, 'st': 1082, 'leads': 1083, 'hospital': 1084, 'books': 1085, 'rally': 1086, 'apparently': 1087, 'puerto': 1088, 'went': 1089, 'demands': 1090, 'send': 1091, 'threat': 1092, \"'star\": 1093, 'flight': 1094, 'level': 1095, 'beer': 1096, 'elizabeth': 1097, 'jenner': 1098, 'guilty': 1099, 'announce': 1100, 'matter': 1101, \"aren't\": 1102, 'writing': 1103, 'trade': 1104, 'airlines': 1105, \"mother's\": 1106, 'performance': 1107, 'divorce': 1108, 'receives': 1109, 'chair': 1110, 'amid': 1111, 'finding': 1112, 'blood': 1113, 'staff': 1114, 'launch': 1115, 'teens': 1116, 'gold': 1117, 'somehow': 1118, 'rich': 1119, 'helping': 1120, 'also': 1121, 'data': 1122, 'event': 1123, '60': 1124, 'gave': 1125, 'boys': 1126, 'jones': 1127, 'asked': 1128, 'labor': 1129, 'search': 1130, 'hilarious': 1131, 'bag': 1132, 'movement': 1133, 'committee': 1134, 'evidence': 1135, 'colbert': 1136, 'died': 1137, 'sound': 1138, 'refuses': 1139, 'glass': 1140, \"shouldn't\": 1141, 'forces': 1142, 'becomes': 1143, \"you'll\": 1144, 'driver': 1145, 'golden': 1146, 'comments': 1147, 'putting': 1148, 'votes': 1149, 'stunning': 1150, 'retirement': 1151, \"'snl'\": 1152, 'fake': 1153, 'comey': 1154, 'moves': 1155, 'epa': 1156, 'church': 1157, \"clinton's\": 1158, 'reading': 1159, 'tired': 1160, 'release': 1161, 'incredible': 1162, 'promises': 1163, 'unable': 1164, \"'game\": 1165, 'probe': 1166, 'hero': 1167, 'common': 1168, 'floor': 1169, 'festival': 1170, 'ahead': 1171, 'congressional': 1172, 'dark': 1173, 'jobs': 1174, 'nice': 1175, 'terrible': 1176, 'co': 1177, 'dozens': 1178, 'growing': 1179, 'san': 1180, 'hearing': 1181, 'taken': 1182, 'award': 1183, 'piece': 1184, 'vacation': 1185, 'activists': 1186, 'issue': 1187, 'extra': 1188, 'tweet': 1189, 'marketing': 1190, 'popular': 1191, 'lady': 1192, 'lets': 1193, 'ends': 1194, 'mayor': 1195, 'trial': 1196, 'suit': 1197, 'turning': 1198, 'experience': 1199, 'market': 1200, 'cities': 1201, \"'we\": 1202, 'recommends': 1203, 'giant': 1204, 'teachers': 1205, 'learn': 1206, 'tries': 1207, 'insurance': 1208, 'cast': 1209, 'boss': 1210, 'sea': 1211, 'fifth': 1212, 'dnc': 1213, 'planning': 1214, 'learning': 1215, 'refugee': 1216, 'cnn': 1217, 'killer': 1218, \"thrones'\": 1219, 'afghanistan': 1220, 'civil': 1221, 'marijuana': 1222, 'hundreds': 1223, 'beauty': 1224, 'commercial': 1225, 'proud': 1226, 'faces': 1227, 'ceremony': 1228, 'winter': 1229, 'archives': 1230, 'met': 1231, 'table': 1232, 'worker': 1233, 'martin': 1234, 'walk': 1235, 'bank': 1236, 'roundup': 1237, 'soon': 1238, 'paper': 1239, 'recalls': 1240, 'skin': 1241, 'scene': 1242, 'cold': 1243, 'sweet': 1244, 'stuck': 1245, 'pass': 1246, 'concerned': 1247, 'racist': 1248, 'loved': 1249, 'create': 1250, 'itself': 1251, 'boehner': 1252, 'magical': 1253, 'assures': 1254, 'came': 1255, 'slowly': 1256, 'heard': 1257, 'drinking': 1258, 'cause': 1259, 'doctors': 1260, 'theory': 1261, 'lunch': 1262, 'actor': 1263, 'parenting': 1264, 'fourth': 1265, 'gender': 1266, 'project': 1267, 'viral': 1268, 'inspired': 1269, 'released': 1270, 'meal': 1271, 'immigrants': 1272, 'shut': 1273, 'debuts': 1274, 'jennifer': 1275, 'launches': 1276, 'saying': 1277, 'wanted': 1278, 'private': 1279, 'guest': 1280, 'sets': 1281, 'cia': 1282, 'average': 1283, 'protect': 1284, 'mccain': 1285, 'immediately': 1286, 'cost': 1287, 'hell': 1288, 'jesus': 1289, 'wild': 1290, 'wake': 1291, 'threatens': 1292, 'named': 1293, 'celebrity': 1294, 'disney': 1295, 'ride': 1296, 'jong': 1297, 'grandma': 1298, 'tech': 1299, 'suddenly': 1300, 'rare': 1301, 'thanks': 1302, 'allegedly': 1303, 'bob': 1304, 'energy': 1305, 'enters': 1306, 'hold': 1307, 'battle': 1308, 'shirt': 1309, 'palestinian': 1310, 'breakfast': 1311, 'royal': 1312, 'aid': 1313, 'onto': 1314, 'marco': 1315, 'mexico': 1316, 'thanksgiving': 1317, 'trevor': 1318, 'fit': 1319, 'saudi': 1320, 'husband': 1321, 'funniest': 1322, 'medical': 1323, 'stay': 1324, 'elderly': 1325, 'attempt': 1326, 'likes': 1327, 'lawyer': 1328, 'nyc': 1329, 'airport': 1330, 'toward': 1331, 'player': 1332, 'boyfriend': 1333, 'gas': 1334, 'price': 1335, 'noah': 1336, 'religious': 1337, 'roy': 1338, 'speak': 1339, 'perfectly': 1340, 'course': 1341, 'ground': 1342, 'caught': 1343, 'disease': 1344, 'network': 1345, 'border': 1346, 'recipes': 1347, 'terror': 1348, 'stories': 1349, 'london': 1350, 'foot': 1351, 'accidentally': 1352, 'youth': 1353, 'claim': 1354, 'step': 1355, 'within': 1356, 'ohio': 1357, 'discovered': 1358, 'french': 1359, 'form': 1360, 'loves': 1361, 'character': 1362, 'naked': 1363, 'citizens': 1364, 'carpet': 1365, 'failure': 1366, 'pregnancy': 1367, 'others': 1368, 'increase': 1369, 'toddler': 1370, '2018': 1371, 'pre': 1372, 'n': 1373, 'blue': 1374, 'created': 1375, 'according': 1376, 'fired': 1377, 'meat': 1378, 'holds': 1379, 'honor': 1380, 'drop': 1381, 'concert': 1382, 'changing': 1383, 'polls': 1384, 'greatest': 1385, '90': 1386, \"who's\": 1387, 'international': 1388, 'raise': 1389, \"child's\": 1390, 'helped': 1391, 'happen': 1392, 'meets': 1393, 'freedom': 1394, 'virginia': 1395, 'domestic': 1396, 'choice': 1397, 'sitting': 1398, 'tree': 1399, 'won': 1400, 'writer': 1401, 'machine': 1402, 'bed': 1403, 'convention': 1404, 'christie': 1405, 'laws': 1406, 'grader': 1407, 'screen': 1408, 'stress': 1409, 'confirms': 1410, 'burger': 1411, 'jeb': 1412, 'm': 1413, 'numbers': 1414, 'update': 1415, 'hopes': 1416, 'else': 1417, \"father's\": 1418, 'block': 1419, 'harry': 1420, '200': 1421, 'speaks': 1422, 'quick': 1423, 'mexican': 1424, 'focus': 1425, 'sees': 1426, 'bird': 1427, 'mall': 1428, 'points': 1429, 'mueller': 1430, 'silence': 1431, 'controversial': 1432, 'train': 1433, \"'a\": 1434, 'species': 1435, 'critics': 1436, 'instagram': 1437, 'treatment': 1438, 'allows': 1439, 'fat': 1440, 'shutdown': 1441, 'winning': 1442, 'guys': 1443, 'wars': 1444, \"son's\": 1445, 'debt': 1446, 'ago': 1447, 'surprised': 1448, 'uber': 1449, 'baseball': 1450, 'santa': 1451, 'process': 1452, 'foundation': 1453, 'hurt': 1454, 'charged': 1455, 'grade': 1456, 'challenge': 1457, 'moon': 1458, 'sarah': 1459, 'spent': 1460, 'vs': 1461, 'warning': 1462, 'places': 1463, 'speed': 1464, 'disaster': 1465, 'brother': 1466, 'inequality': 1467, 'held': 1468, 'artists': 1469, 'crazy': 1470, 'prime': 1471, 'rnc': 1472, 'matt': 1473, 'beat': 1474, 'sentence': 1475, 'safety': 1476, 'station': 1477, \"'no\": 1478, 'trash': 1479, 'works': 1480, 'parking': 1481, 'muslims': 1482, 'desk': 1483, 'training': 1484, 'sense': 1485, 'sends': 1486, 'falls': 1487, 'failed': 1488, 'seconds': 1489, 'annual': 1490, 'economic': 1491, 'guns': 1492, 'drive': 1493, 'anymore': 1494, 'note': 1495, 'losing': 1496, 'technology': 1497, 'complete': 1498, 'crew': 1499, 'fix': 1500, 'throw': 1501, 'mouth': 1502, 'wish': 1503, 'helps': 1504, 'answer': 1505, 'customers': 1506, 'total': 1507, 'huffpollster': 1508, 'credit': 1509, 'camera': 1510, 'friday': 1511, 'historic': 1512, 'couples': 1513, '400': 1514, 'alone': 1515, 'vegas': 1516, 'inauguration': 1517, 'ivanka': 1518, 'customer': 1519, 'figure': 1520, 'site': 1521, 'truck': 1522, 'eye': 1523, 'iphone': 1524, 'journalists': 1525, 'ring': 1526, 'pays': 1527, 'groups': 1528, 'democracy': 1529, 'blasts': 1530, 'games': 1531, 'kansas': 1532, 'married': 1533, 'dangerous': 1534, 'era': 1535, 'experts': 1536, 'turkey': 1537, 'animals': 1538, 'prepares': 1539, 'attempts': 1540, 'parenthood': 1541, 'yourself': 1542, 'television': 1543, 'mcconnell': 1544, 'pants': 1545, 'classic': 1546, 'pull': 1547, 'bee': 1548, 'cars': 1549, 'kate': 1550, 'sunday': 1551, \"'you\": 1552, 'porn': 1553, 'changes': 1554, 'research': 1555, 'israeli': 1556, 'potential': 1557, 'corporate': 1558, 'emergency': 1559, 'declares': 1560, 'headquarters': 1561, 'means': 1562, 'rick': 1563, 'term': 1564, 'sandwich': 1565, 'legacy': 1566, '16': 1567, 'cheese': 1568, 'radio': 1569, 'stops': 1570, 'putin': 1571, 'listen': 1572, 'passing': 1573, \"children's\": 1574, 'generation': 1575, 'injured': 1576, 'cup': 1577, 'continues': 1578, 'feet': 1579, 'heads': 1580, 'vatican': 1581, 'nominee': 1582, 'offering': 1583, 'thank': 1584, 'ass': 1585, 're': 1586, 'later': 1587, 'proof': 1588, 'write': 1589, 'asshole': 1590, 'grandmother': 1591, 'beach': 1592, 'explain': 1593, 'wear': 1594, 'comedy': 1595, 'fair': 1596, 'pool': 1597, 'becoming': 1598, 'faith': 1599, 'com': 1600, 'dogs': 1601, 'safe': 1602, 'channel': 1603, 'conference': 1604, 'ruling': 1605, 'decides': 1606, 'stewart': 1607, 'bunch': 1608, 'image': 1609, 'cuba': 1610, 'diversity': 1611, 'kanye': 1612, 'per': 1613, 'pop': 1614, \"show'\": 1615, 'vice': 1616, 'african': 1617, 'rescue': 1618, 'jim': 1619, 'allow': 1620, 'army': 1621, 'wondering': 1622, 'link': 1623, 'busy': 1624, 'product': 1625, 'fund': 1626, 'mitch': 1627, 'seek': 1628, 'adult': 1629, 'barack': 1630, 'whatever': 1631, 'horse': 1632, 'cheney': 1633, 'buying': 1634, 'misconduct': 1635, 'singer': 1636, 'diet': 1637, 'costs': 1638, 'empty': 1639, 'cream': 1640, 'brand': 1641, 'rico': 1642, 'yes': 1643, 'century': 1644, 'appearance': 1645, 'missile': 1646, 'premiere': 1647, \"mom's\": 1648, 'paid': 1649, 'effort': 1650, 'johnson': 1651, 'recent': 1652, 'protests': 1653, 'runs': 1654, 'stuff': 1655, \"he'll\": 1656, 'senior': 1657, 'intelligence': 1658, 'brown': 1659, 'jury': 1660, 'teach': 1661, 'double': 1662, 'healthcare': 1663, 'features': 1664, 'musical': 1665, 'stock': 1666, 'clear': 1667, 'beginning': 1668, 'soccer': 1669, '—': 1670, 'behavior': 1671, 'skills': 1672, 'visiting': 1673, 'shoots': 1674, 'jewish': 1675, 'joy': 1676, 'journey': 1677, 'tiny': 1678, 'cake': 1679, 'modern': 1680, 'model': 1681, 'defends': 1682, 'increasingly': 1683, '23': 1684, 'creepy': 1685, 'boat': 1686, 'gym': 1687, 'nbc': 1688, 'tim': 1689, 'bible': 1690, 'monday': 1691, 'threats': 1692, 'rule': 1693, 'asian': 1694, 'bid': 1695, 'frustrated': 1696, 'epidemic': 1697, 'b': 1698, 'remains': 1699, 'gifts': 1700, 'parent': 1701, 'blame': 1702, 'attend': 1703, 'realize': 1704, 'several': 1705, 'anger': 1706, 'studio': 1707, 'ball': 1708, 'weeks': 1709, 'officers': 1710, 'window': 1711, 'memorial': 1712, 'holidays': 1713, 'korean': 1714, 'english': 1715, 'famous': 1716, 'kylie': 1717, 'instead': 1718, 'defend': 1719, 'partner': 1720, 'weinstein': 1721, 'terrified': 1722, 'legend': 1723, 'cuts': 1724, 'brain': 1725, 'pound': 1726, 'veteran': 1727, \"'it's\": 1728, 'camp': 1729, 'terrifying': 1730, 'continue': 1731, 'accident': 1732, 'took': 1733, 'olympics': 1734, 'able': 1735, 'article': 1736, 'france': 1737, 'impression': 1738, 'bizarre': 1739, 'joke': 1740, 'strike': 1741, 'nomination': 1742, 'saving': 1743, 'researchers': 1744, 'raises': 1745, 'higher': 1746, \"dad's\": 1747, 'currently': 1748, 'items': 1749, 'struggle': 1750, 'calling': 1751, 'filled': 1752, 'jay': 1753, 'schumer': 1754, 'edge': 1755, 'absolutely': 1756, 'conservative': 1757, 'mysterious': 1758, 'gap': 1759, 'rolls': 1760, 'share': 1761, 'escape': 1762, 'interest': 1763, 'nra': 1764, 'p': 1765, 'fires': 1766, 'pounds': 1767, 'build': 1768, 'visits': 1769, 'ocean': 1770, 'mars': 1771, 'cash': 1772, \"wars'\": 1773, 'africa': 1774, 'childhood': 1775, 'plastic': 1776, 'fine': 1777, 'celebrities': 1778, 'sun': 1779, 'warren': 1780, 'seems': 1781, 'guard': 1782, 'progressive': 1783, 'friendly': 1784, 'dr': 1785, 'target': 1786, 'proves': 1787, 'flying': 1788, 'harder': 1789, 'throughout': 1790, 'exclusive': 1791, 'awkward': 1792, 'attention': 1793, 'lawyers': 1794, 'mothers': 1795, 'universe': 1796, 'sent': 1797, 'field': 1798, 'theater': 1799, 'plant': 1800, 'violent': 1801, 'dear': 1802, 'hill': 1803, 'themselves': 1804, 'presidency': 1805, 'threatened': 1806, 'stupid': 1807, 'awesome': 1808, 'attorney': 1809, \"'i'm\": 1810, 'charges': 1811, 'wage': 1812, 'dressed': 1813, 'owners': 1814, 'themed': 1815, 'weather': 1816, 'agent': 1817, 'resigns': 1818, 'anxiety': 1819, 'charity': 1820, 'victim': 1821, 'yoga': 1822, 'f': 1823, 'lee': 1824, 'bin': 1825, 'previously': 1826, 'richard': 1827, 'neighborhood': 1828, 'digital': 1829, 'latino': 1830, 'agree': 1831, 'rep': 1832, 'saved': 1833, 'strategy': 1834, 'weapons': 1835, 'jon': 1836, 'sit': 1837, 'countries': 1838, 'user': 1839, 'drink': 1840, 'sale': 1841, 'grow': 1842, 'lack': 1843, 'survivors': 1844, 'chrissy': 1845, 'saves': 1846, 'literally': 1847, 'crying': 1848, 'fish': 1849, 'decades': 1850, 'covered': 1851, 'roll': 1852, 'replace': 1853, 'traveling': 1854, 'chuck': 1855, 'nba': 1856, 'disgusting': 1857, 'hitting': 1858, 'tried': 1859, 'immigrant': 1860, 'destroy': 1861, 'member': 1862, 'pet': 1863, 'cases': 1864, 'cabinet': 1865, 'access': 1866, 'standing': 1867, 'sources': 1868, 'waste': 1869, 'needed': 1870, 'largest': 1871, 'thomas': 1872, 'tank': 1873, \"friend's\": 1874, 'grown': 1875, 'changed': 1876, 'spicer': 1877, 'positive': 1878, 'strikes': 1879, 'drops': 1880, 'gps': 1881, 'l': 1882, 'corden': 1883, 'sort': 1884, 'size': 1885, 'bit': 1886, 'controversy': 1887, 'finish': 1888, 'heroin': 1889, 'companies': 1890, 'perry': 1891, 'quiet': 1892, 'speaking': 1893, 'wolf': 1894, 'along': 1895, 'pride': 1896, 'storm': 1897, 'offer': 1898, 'approves': 1899, 'solar': 1900, 'drag': 1901, 'delivers': 1902, 'shocked': 1903, 'orlando': 1904, 'subway': 1905, 'normal': 1906, 'cook': 1907, 'prize': 1908, 'council': 1909, 'businesses': 1910, 'relieved': 1911, 'account': 1912, 'row': 1913, 'author': 1914, 'w': 1915, 'players': 1916, 'tribute': 1917, 'then': 1918, 'statue': 1919, 'misses': 1920, 'journalist': 1921, 'honors': 1922, 'broken': 1923, 'arizona': 1924, 'outbreak': 1925, 'snow': 1926, 'factory': 1927, 'exactly': 1928, 'tears': 1929, 'current': 1930, 'welcome': 1931, 'leadership': 1932, 'nude': 1933, 'upset': 1934, 'anthem': 1935, 'value': 1936, 'alabama': 1937, 'indian': 1938, 'cute': 1939, 'legislation': 1940, 'cross': 1941, 'reaches': 1942, 'newly': 1943, 'hiv': 1944, 'expected': 1945, 'hampshire': 1946, 'jail': 1947, 'zoo': 1948, 'princess': 1949, 'minister': 1950, 'large': 1951, 'acting': 1952, 'eyed': 1953, 'view': 1954, 'add': 1955, 'society': 1956, 'urban': 1957, 'depressed': 1958, 'lobby': 1959, 'opinion': 1960, 'fame': 1961, 'transportation': 1962, 'protecting': 1963, 'due': 1964, 'criminal': 1965, 'hawaii': 1966, 'equal': 1967, 'victory': 1968, 'everywhere': 1969, 'terrorism': 1970, 'ford': 1971, 'feature': 1972, 'shape': 1973, 'population': 1974, 'picks': 1975, \"people's\": 1976, 'georgia': 1977, 'pack': 1978, 'ray': 1979, 'aims': 1980, 'pot': 1981, 'remove': 1982, 'island': 1983, 'ii': 1984, 'tony': 1985, 'fully': 1986, 'both': 1987, \"wouldn't\": 1988, 'funeral': 1989, 'vision': 1990, 'conspiracy': 1991, 'gunman': 1992, \"mcdonald's\": 1993, 'turned': 1994, 'miles': 1995, 'disappointed': 1996, 'creating': 1997, 'magic': 1998, 'lines': 1999, 'g': 2000, 'embarrassed': 2001, 'herself': 2002, 'india': 2003, 'officially': 2004, 'forever': 2005, 'serious': 2006, 'content': 2007, 'section': 2008, 'barely': 2009, 'flu': 2010, 'characters': 2011, 'devos': 2012, 'information': 2013, 'based': 2014, \"couldn't\": 2015, 'bell': 2016, 'smith': 2017, 'mr': 2018, 'unexpected': 2019, 'bombing': 2020, 'related': 2021, 'details': 2022, 'arrest': 2023, 'tea': 2024, 'campus': 2025, 'conservatives': 2026, 'ancient': 2027, 'recommend': 2028, 'carson': 2029, 'freak': 2030, 'selling': 2031, 'urge': 2032, 'text': 2033, 'matters': 2034, 'seriously': 2035, 'honored': 2036, \"parents'\": 2037, 'inspires': 2038, 'emails': 2039, 'missed': 2040, 'successful': 2041, 'listening': 2042, 'land': 2043, 'songs': 2044, 'authorities': 2045, 'quickly': 2046, 'portrait': 2047, 'strip': 2048, 'code': 2049, 'incident': 2050, 'confirm': 2051, 'loud': 2052, 'cheap': 2053, 'discuss': 2054, 'rush': 2055, 'tale': 2056, 'las': 2057, 'dick': 2058, 'communities': 2059, 'became': 2060, 'catholic': 2061, 'starts': 2062, 'dads': 2063, 'respect': 2064, 'knew': 2065, 'lies': 2066, 'app': 2067, 'fraud': 2068, 'amy': 2069, 'sounds': 2070, '21': 2071, 'kick': 2072, 'miracle': 2073, 'realizing': 2074, 'trolls': 2075, 'remembers': 2076, 'ones': 2077, 'strong': 2078, 'drugs': 2079, 'pulls': 2080, 'kevin': 2081, 'looked': 2082, 'capable': 2083, 'jack': 2084, 'lifetime': 2085, 'bannon': 2086, 'begin': 2087, 'unaware': 2088, 'actual': 2089, 'creative': 2090, 'michigan': 2091, 'huckabee': 2092, \"friday's\": 2093, 'bomb': 2094, 'cosby': 2095, 'horror': 2096, 'breast': 2097, 'italy': 2098, 'patient': 2099, 'jokes': 2100, 'sending': 2101, 'failing': 2102, 'fail': 2103, '19': 2104, 'melania': 2105, 'knowing': 2106, 'affair': 2107, 'europe': 2108, \"'not\": 2109, 'seth': 2110, 'practice': 2111, 'davis': 2112, 'drone': 2113, 'happiness': 2114, 'mentally': 2115, 'tall': 2116, 'paying': 2117, 'joins': 2118, 'betsy': 2119, 'epic': 2120, 'oklahoma': 2121, 'directly': 2122, 'flag': 2123, \"you'\": 2124, 'original': 2125, 'criticism': 2126, 'trend': 2127, 'meals': 2128, 'routine': 2129, 'teaches': 2130, 'inmates': 2131, 'survivor': 2132, 'serial': 2133, 'taco': 2134, 'hide': 2135, 'reminder': 2136, 'christ': 2137, 'equality': 2138, 'environment': 2139, 'rebels': 2140, '45': 2141, 'horrified': 2142, 'panicked': 2143, 'therapy': 2144, 'professor': 2145, 'enjoys': 2146, 'linked': 2147, 'cards': 2148, '35': 2149, 'staying': 2150, 'pennsylvania': 2151, \"'this\": 2152, 'costume': 2153, 'backed': 2154, 'angry': 2155, 'lie': 2156, 'income': 2157, 'overweight': 2158, 'exhausted': 2159, 'moments': 2160, 'threatening': 2161, 'computer': 2162, 'deliver': 2163, 'clip': 2164, 'marine': 2165, 'cleaning': 2166, 'wine': 2167, 'figures': 2168, 'laid': 2169, 'heat': 2170, 'enjoy': 2171, 'dvd': 2172, 'alert': 2173, 'glasses': 2174, 'teigen': 2175, 'falling': 2176, 'teenage': 2177, 'conflict': 2178, 'blames': 2179, 'gore': 2180, 'gov': 2181, 'remain': 2182, 'shower': 2183, 'ties': 2184, 'oregon': 2185, 'laugh': 2186, 'cruise': 2187, 'farm': 2188, 'edition': 2189, 'amount': 2190, 'contact': 2191, 'memory': 2192, 'lower': 2193, 'funny': 2194, 'survive': 2195, 'larry': 2196, 'maher': 2197, 'banks': 2198, 'taste': 2199, 'upcoming': 2200, 'elections': 2201, \"girls'\": 2202, 'relief': 2203, 'dangers': 2204, 'traffic': 2205, 'religion': 2206, 'navy': 2207, 'easter': 2208, 'walks': 2209, 'brought': 2210, 'reach': 2211, 'streets': 2212, 'alive': 2213, \"'black\": 2214, 'web': 2215, 'passengers': 2216, 'veterans': 2217, 'adam': 2218, 'denies': 2219, 'closet': 2220, 'colorado': 2221, 'trouble': 2222, 'dakota': 2223, 'taught': 2224, 'round': 2225, 'shooter': 2226, \"valentine's\": 2227, 'de': 2228, 'believes': 2229, 'stolen': 2230, 'staffers': 2231, 'removes': 2232, 'clothes': 2233, 'neil': 2234, 'newspaper': 2235, 'sentenced': 2236, 'bacon': 2237, 'scalia': 2238, 'strangers': 2239, '70': 2240, 'lawmakers': 2241, 'nick': 2242, 'sexist': 2243, 'unless': 2244, 'fcc': 2245, 'title': 2246, 'loving': 2247, 'interior': 2248, 'net': 2249, 'easier': 2250, 'carrying': 2251, 'kasich': 2252, 'sen': 2253, 'rescued': 2254, 'mystery': 2255, 'boost': 2256, 'forgotten': 2257, 'facts': 2258, 'setting': 2259, 'identity': 2260, 'such': 2261, 'anyway': 2262, 'enjoying': 2263, 'deserve': 2264, \"today's\": 2265, 'annoying': 2266, \"president's\": 2267, 'jordan': 2268, 'dreamers': 2269, 'delicious': 2270, 'migrants': 2271, 'mail': 2272, 'novel': 2273, 'drinks': 2274, 'nobody': 2275, 'buys': 2276, 'charlottesville': 2277, 'defeat': 2278, 'tough': 2279, 'glad': 2280, 'reunion': 2281, 'horrible': 2282, 'importance': 2283, 'apology': 2284, 'jared': 2285, 'politicians': 2286, 'mad': 2287, 'production': 2288, 'exchange': 2289, 'thankful': 2290, 'secrets': 2291, 'mississippi': 2292, 'frantically': 2293, 'q': 2294, 'benefits': 2295, 'engagement': 2296, 'resign': 2297, 'false': 2298, 'known': 2299, 'dirty': 2300, 'ultimate': 2301, 'dancing': 2302, 'burning': 2303, 'searching': 2304, 'conditions': 2305, 'puppy': 2306, '500': 2307, 'proposal': 2308, \"girlfriend's\": 2309, 'britney': 2310, 'receive': 2311, 'hannity': 2312, 'handle': 2313, '80': 2314, 'impact': 2315, 'meditation': 2316, 'appear': 2317, 'fears': 2318, 'stares': 2319, 'responsible': 2320, 'dropped': 2321, 'prescription': 2322, 'boring': 2323, 'slightly': 2324, 'nervous': 2325, 'split': 2326, 'guests': 2327, 'racism': 2328, 'aging': 2329, 'smart': 2330, 'documents': 2331, 'born': 2332, 'bikini': 2333, 'neck': 2334, 'attractive': 2335, 'quit': 2336, 'position': 2337, 'inspiring': 2338, \"company's\": 2339, 'supporting': 2340, 'creates': 2341, 'thoughts': 2342, 'disorder': 2343, 'duty': 2344, 'blow': 2345, 'x': 2346, 'rose': 2347, 'graham': 2348, 'viewers': 2349, 'lucky': 2350, 'adviser': 2351, 'flavor': 2352, 'beyoncé': 2353, 'approval': 2354, '24': 2355, 'page': 2356, 'milk': 2357, 'shame': 2358, 'resistance': 2359, 'raising': 2360, 'broke': 2361, 'deeply': 2362, 'gorgeous': 2363, 'pentagon': 2364, 'ambassador': 2365, 'crimes': 2366, 'ads': 2367, 'aides': 2368, 'argument': 2369, 'mid': 2370, 'natural': 2371, 'plays': 2372, 'kitchen': 2373, 'ukraine': 2374, 'coworkers': 2375, 'anderson': 2376, 'detroit': 2377, 'shoot': 2378, 'afford': 2379, 'sessions': 2380, 'coverage': 2381, 'habits': 2382, 'abandoned': 2383, 'speaker': 2384, 'lake': 2385, 'films': 2386, 'torture': 2387, 'bringing': 2388, 'effects': 2389, 'whose': 2390, 'tragedy': 2391, 'silver': 2392, 'los': 2393, 'ellen': 2394, 'direct': 2395, \"dead'\": 2396, 'creator': 2397, 'exercise': 2398, 'toxic': 2399, 'type': 2400, 'neighbors': 2401, 'ability': 2402, 'profile': 2403, 'sues': 2404, 'alternative': 2405, 'bigger': 2406, 'considering': 2407, 'allies': 2408, 'electric': 2409, 'source': 2410, 'ending': 2411, 'lands': 2412, 'slow': 2413, 'seattle': 2414, 'inner': 2415, 'globes': 2416, 'assad': 2417, 'sixth': 2418, 'worry': 2419, 'amendment': 2420, 'completes': 2421, 'rice': 2422, 'circle': 2423, 'unemployed': 2424, 'started': 2425, 'ordered': 2426, 'path': 2427, 'designer': 2428, \"'don't\": 2429, 'appears': 2430, 'heaven': 2431, 'solve': 2432, 'discrimination': 2433, 'match': 2434, 'available': 2435, 'painful': 2436, 'grateful': 2437, \"'new\": 2438, 'babies': 2439, \"'american\": 2440, 'meyers': 2441, 'neutrality': 2442, 'okay': 2443, 'status': 2444, 'makeup': 2445, 'knife': 2446, 'surgery': 2447, 'inmate': 2448, 'alleged': 2449, 'brief': 2450, 'aside': 2451, 'shopping': 2452, 'purchase': 2453, 'stone': 2454, 'prosecutor': 2455, 'sites': 2456, 'tiger': 2457, \"family's\": 2458, 'brothers': 2459, 'checks': 2460, 'difficult': 2461, 'astronomers': 2462, 'admit': 2463, 'troops': 2464, 'comic': 2465, 'kfc': 2466, 'secretly': 2467, 'february': 2468, 'fantasy': 2469, 'pictures': 2470, 'australia': 2471, 'kushner': 2472, 'personality': 2473, 'broadway': 2474, 'insists': 2475, 'lawmaker': 2476, 'census': 2477, 'basketball': 2478, 'elected': 2479, 'bored': 2480, 'map': 2481, \"alzheimer's\": 2482, 'lena': 2483, 'summit': 2484, 'highway': 2485, 'minimum': 2486, 'promise': 2487, 'beyond': 2488, 'written': 2489, 'gross': 2490, 'seeks': 2491, 'carry': 2492, 'gone': 2493, \"you've\": 2494, 'anne': 2495, 'shift': 2496, 'racial': 2497, 'actors': 2498, 'photographer': 2499, 'lone': 2500, 'lying': 2501, 'entertainment': 2502, 'letting': 2503, 'glimpse': 2504, 'tops': 2505, 'estate': 2506, 'tip': 2507, 'hole': 2508, 'laden': 2509, \"china's\": 2510, 'founder': 2511, \"wasn't\": 2512, 'join': 2513, 'apart': 2514, 'updates': 2515, 'kimmel': 2516, 'unsure': 2517, 'drives': 2518, 'aged': 2519, 'addiction': 2520, 'delivery': 2521, 'palin': 2522, 'gather': 2523, 'perspective': 2524, 'regular': 2525, \"'very\": 2526, 'suspects': 2527, 'stays': 2528, 'eats': 2529, 'version': 2530, 'roommate': 2531, 'neighbor': 2532, 'kept': 2533, 'hates': 2534, 'blocks': 2535, 'perform': 2536, 'sue': 2537, 'ditch': 2538, 'parkland': 2539, 'bike': 2540, 'nursing': 2541, 'capture': 2542, 'foods': 2543, 'benefit': 2544, 'pledges': 2545, 'trapped': 2546, 'beating': 2547, 'remind': 2548, 'hackers': 2549, 'policies': 2550, 'reduce': 2551, 'clock': 2552, 'hunger': 2553, 'toll': 2554, 'sight': 2555, 'jersey': 2556, 'expert': 2557, 'weed': 2558, 'poverty': 2559, 'crashes': 2560, 'remaining': 2561, 'z': 2562, 'virus': 2563, 'friendship': 2564, 'garden': 2565, 'winner': 2566, 'sister': 2567, 'lights': 2568, 'feelings': 2569, 'catch': 2570, 'retired': 2571, 'suspended': 2572, 'walker': 2573, 'earthquake': 2574, 'thrown': 2575, 'lesbian': 2576, 'shuts': 2577, 'afghan': 2578, 'pulled': 2579, 'opportunity': 2580, 'soda': 2581, 'exciting': 2582, 'expect': 2583, 'led': 2584, 'homes': 2585, 'nails': 2586, 'trick': 2587, 'base': 2588, 'bruce': 2589, 'rips': 2590, 'closer': 2591, 'charge': 2592, 'jerry': 2593, 'cooper': 2594, 'assistant': 2595, 'repeatedly': 2596, 'links': 2597, 'lawn': 2598, 'committed': 2599, 'pulling': 2600, 'actress': 2601, 'april': 2602, 'mistakes': 2603, 'eu': 2604, 'seat': 2605, 'italian': 2606, 'played': 2607, 'shark': 2608, 'ill': 2609, 'poster': 2610, 'either': 2611, 'rather': 2612, 'causing': 2613, 'minority': 2614, 'kiss': 2615, 'drivers': 2616, 'constitution': 2617, 'longtime': 2618, 'van': 2619, 'situation': 2620, 'ghost': 2621, 'truly': 2622, 'curry': 2623, 'chemical': 2624, '150': 2625, 'please': 2626, 'younger': 2627, 'miley': 2628, 'whale': 2629, 'eggs': 2630, 'plus': 2631, 'spirit': 2632, 'july': 2633, 'caitlyn': 2634, 'feminism': 2635, 'uk': 2636, 'exist': 2637, 'meaning': 2638, 'burns': 2639, 'touching': 2640, 'german': 2641, 'toilet': 2642, 'cry': 2643, 'zuckerberg': 2644, 'shelter': 2645, 'affleck': 2646, 'wonders': 2647, 'mostly': 2648, 'goodbye': 2649, 'advocates': 2650, 'ruin': 2651, 'footage': 2652, 'profit': 2653, 'trust': 2654, 'detail': 2655, 'smartphone': 2656, 'civilians': 2657, 'daughters': 2658, 'rant': 2659, 'firing': 2660, 'steven': 2661, 'boston': 2662, 'ed': 2663, 'brad': 2664, 'rises': 2665, 'county': 2666, \"week's\": 2667, 'intended': 2668, 'cyber': 2669, 'charles': 2670, 'involves': 2671, 'captures': 2672, 'bieber': 2673, 'awareness': 2674, 'lamar': 2675, 'smell': 2676, 'independence': 2677, 'housing': 2678, 'tattoo': 2679, 'consumers': 2680, 'stands': 2681, 'jake': 2682, 'warm': 2683, 'don': 2684, 'miranda': 2685, 'consider': 2686, 'agents': 2687, 'hilariously': 2688, 'tourist': 2689, 'follow': 2690, 'products': 2691, 'australian': 2692, 'audio': 2693, 'understand': 2694, 'sleeping': 2695, 'wears': 2696, 'shirts': 2697, 'graduation': 2698, 'minnesota': 2699, 'terrorists': 2700, 'stressed': 2701, \"they'll\": 2702, 'carter': 2703, 'feminist': 2704, 'shake': 2705, 'gorsuch': 2706, 'worked': 2707, 'fruit': 2708, 'pain': 2709, 'expensive': 2710, 'h': 2711, 'attempting': 2712, 'editor': 2713, 'newborn': 2714, 'shitty': 2715, 'blows': 2716, 'taxes': 2717, 'negative': 2718, 'evil': 2719, 'qaeda': 2720, 'zika': 2721, 'ally': 2722, 'lasting': 2723, 'worldwide': 2724, 'acquires': 2725, 'remembering': 2726, 'sorry': 2727, 'coast': 2728, 'prayers': 2729, 'chocolate': 2730, 'hiding': 2731, 'settlement': 2732, 'mess': 2733, 'orange': 2734, 'damage': 2735, 'purchases': 2736, 'soldier': 2737, 'pipeline': 2738, 'challenges': 2739, 'mitt': 2740, 'academy': 2741, 'hosts': 2742, 'timberlake': 2743, 'lesson': 2744, 'testing': 2745, 'river': 2746, 'nationwide': 2747, 'pissed': 2748, \"we've\": 2749, 'surgeon': 2750, 'league': 2751, 'saw': 2752, \"gop's\": 2753, 'injury': 2754, 'tonight': 2755, 'donation': 2756, 'joan': 2757, 'rudy': 2758, 'comedian': 2759, 'calm': 2760, 'arrives': 2761, 'sam': 2762, 'undocumented': 2763, 'dollar': 2764, 'remake': 2765, 'yemen': 2766, 'prove': 2767, 'lindsey': 2768, 'samantha': 2769, 'smoking': 2770, 'slide': 2771, 'keeping': 2772, 'armed': 2773, 'beef': 2774, 'plot': 2775, '85': 2776, 'stance': 2777, '300': 2778, 'parody': 2779, 'independent': 2780, 'warn': 2781, 'soul': 2782, \"i've\": 2783, 'grammys': 2784, 'increases': 2785, 'illness': 2786, 'smiling': 2787, 'records': 2788, 'genius': 2789, 'graduates': 2790, '26': 2791, 'celebrating': 2792, 'sold': 2793, 'rate': 2794, 'rachel': 2795, 'blake': 2796, 'platform': 2797, 'respond': 2798, 'mary': 2799, 'coach': 2800, '32': 2801, 'capitol': 2802, 'determine': 2803, 'iraqi': 2804, 'reaction': 2805, 'billionaire': 2806, 'theme': 2807, 'jackson': 2808, 'seaworld': 2809, 'highlights': 2810, 'stuffed': 2811, 'grieving': 2812, 'determined': 2813, 'scientist': 2814, 'confidence': 2815, 'spoof': 2816, 'outraged': 2817, 'wisconsin': 2818, 'relationships': 2819, 'penis': 2820, 'r': 2821, 'billy': 2822, 'latinos': 2823, 'bags': 2824, 'couch': 2825, 'treat': 2826, 'arm': 2827, 'starbucks': 2828, 'design': 2829, 'v': 2830, 'improve': 2831, 'activist': 2832, 'marks': 2833, 'aunt': 2834, 'approach': 2835, 'rates': 2836, 'solution': 2837, 'agrees': 2838, 'causes': 2839, 'square': 2840, \"'s\": 2841, 'mood': 2842, 'praises': 2843, 'eve': 2844, 'freaking': 2845, 'contains': 2846, 'nypd': 2847, 'grand': 2848, 'ship': 2849, \"life'\": 2850, 'pruitt': 2851, 'pac': 2852, 'revealed': 2853, 'pure': 2854, 'fi': 2855, \"me'\": 2856, 'rising': 2857, 'remote': 2858, 'memories': 2859, 'accept': 2860, 'watched': 2861, 'comfortable': 2862, 'holy': 2863, 'silent': 2864, \"'it\": 2865, 'demographic': 2866, 'fundraising': 2867, 'progress': 2868, 'destruction': 2869, 'peter': 2870, 'iconic': 2871, 'accepts': 2872, 'traditional': 2873, 'contract': 2874, 'massacre': 2875, 'commencement': 2876, \"'real\": 2877, 'pieces': 2878, 'affected': 2879, 'sing': 2880, 'pitt': 2881, 'bold': 2882, 'returning': 2883, 'gaza': 2884, 'raised': 2885, 'blown': 2886, 'toys': 2887, \"couple's\": 2888, 'backyard': 2889, 'brexit': 2890, 'egg': 2891, 'roger': 2892, 'kendrick': 2893, 'grammy': 2894, 'heroes': 2895, 'heroic': 2896, 'british': 2897, 'programs': 2898, 'allen': 2899, 'islamic': 2900, 'accepting': 2901, 'enter': 2902, 'youtube': 2903, 'dave': 2904, 'toy': 2905, 'lin': 2906, 'minor': 2907, 'concern': 2908, 'wildly': 2909, 'golf': 2910, 'paint': 2911, 'november': 2912, 'nazi': 2913, 'colleges': 2914, 'quality': 2915, 'strength': 2916, 'angel': 2917, 'throwing': 2918, 'jazz': 2919, 'shrimp': 2920, 'drama': 2921, 'muhammad': 2922, 'surprising': 2923, 'disabled': 2924, 'divorced': 2925, 'services': 2926, 'bans': 2927, 'austin': 2928, 'crack': 2929, 'language': 2930, 'period': 2931, 'halfway': 2932, 'showing': 2933, 'populace': 2934, 'bond': 2935, 'blast': 2936, 'professional': 2937, \"out'\": 2938, 'commercials': 2939, 'recall': 2940, 'debates': 2941, 'frank': 2942, 'connection': 2943, 'decide': 2944, 'microsoft': 2945, 'corruption': 2946, 'prepare': 2947, 'developing': 2948, 'collection': 2949, 'freshman': 2950, 'chef': 2951, 'tuesday': 2952, 'fate': 2953, 'finger': 2954, 'tape': 2955, 'mix': 2956, 'nsfw': 2957, 'wide': 2958, 'parade': 2959, 'loser': 2960, 'jet': 2961, 'brian': 2962, 'turnout': 2963, 'sauce': 2964, 'liberty': 2965, 'alan': 2966, 'chase': 2967, 'compares': 2968, \"'love\": 2969, 'spotted': 2970, 'workplace': 2971, 'japan': 2972, 'cashier': 2973, 'pushes': 2974, 'built': 2975, 'struggles': 2976, 'riding': 2977, 'fly': 2978, 'hires': 2979, 'tied': 2980, 'attendees': 2981, 'rough': 2982, 'december': 2983, 'jessica': 2984, 'spider': 2985, \"thursday's\": 2986, 'rand': 2987, 'exit': 2988, 'marvel': 2989, 'passenger': 2990, \"california's\": 2991, 'entirely': 2992, 'revolution': 2993, 'opposition': 2994, 'wings': 2995, 'effective': 2996, 'difference': 2997, 'giuliani': 2998, 'graphic': 2999, 'openly': 3000, 'valley': 3001, 'registry': 3002, 'testimony': 3003, 'lebron': 3004, 'shaped': 3005, 'fallon': 3006, 'panel': 3007, 'somewhere': 3008, 'grave': 3009, 'millennials': 3010, \"'what\": 3011, 'wore': 3012, 'contest': 3013, 'shoes': 3014, 'winners': 3015, 'sexy': 3016, 'essay': 3017, 'multi': 3018, '87': 3019, 'backlash': 3020, 'awful': 3021, 'gala': 3022, 'resolutions': 3023, 'gaga': 3024, 'ups': 3025, 'praise': 3026, 'knowledge': 3027, 'owns': 3028, 'singing': 3029, 'birds': 3030, 'scientific': 3031, 'touch': 3032, 'francisco': 3033, 'condemns': 3034, 'wheels': 3035, 'la': 3036, 'pile': 3037, 'kennedy': 3038, 'ethics': 3039, 'execution': 3040, 'highly': 3041, 'teeth': 3042, 'screaming': 3043, 'eaten': 3044, 'luther': 3045, 'japanese': 3046, 'announcement': 3047, 'taliban': 3048, 'nature': 3049, 'obviously': 3050, 'larger': 3051, 'pushed': 3052, 'treats': 3053, 'grief': 3054, 'endangered': 3055, 'sexually': 3056, 'sniper': 3057, 'nato': 3058, 'iranian': 3059, 'sat': 3060, 'promised': 3061, 'favor': 3062, 'images': 3063, 'casually': 3064, 'mirror': 3065, 'angeles': 3066, 'ok': 3067, 'targets': 3068, \"woman'\": 3069, 'humanity': 3070, 'unveil': 3071, 'stranger': 3072, 'fact': 3073, 'january': 3074, 'indiana': 3075, \"biden's\": 3076, 'native': 3077, 'sons': 3078, \"'90s\": 3079, 'criticized': 3080, 'nostalgic': 3081, 'presents': 3082, 'seven': 3083, '21st': 3084, 'organization': 3085, 'animal': 3086, 'levels': 3087, 'transition': 3088, 'insane': 3089, 'spots': 3090, 'asleep': 3091, 'ignore': 3092, 'hearts': 3093, 'deaths': 3094, 'aide': 3095, 'revival': 3096, 'catches': 3097, 'airline': 3098, 'apps': 3099, 'confused': 3100, 'indicted': 3101, 'reported': 3102, 'panic': 3103, 'bacteria': 3104, 'robin': 3105, 'device': 3106, 'added': 3107, 'monster': 3108, 'pledge': 3109, 'weighs': 3110, 'allowing': 3111, \"he'd\": 3112, 'oliver': 3113, 'crackdown': 3114, 'meghan': 3115, 'hometown': 3116, 'loose': 3117, 'cyrus': 3118, 'menu': 3119, 'answers': 3120, 'baltimore': 3121, 'plea': 3122, \"kids'\": 3123, 'custody': 3124, 'whites': 3125, 'carly': 3126, 'flights': 3127, 'reboot': 3128, 'voted': 3129, 'dorm': 3130, 'updated': 3131, 'lottery': 3132, 'podcast': 3133, 'legendary': 3134, 'evening': 3135, 'poses': 3136, 'floods': 3137, 'stream': 3138, 'tourists': 3139, 'scenes': 3140, 'fed': 3141, 'o': 3142, 'teaching': 3143, 'bread': 3144, 'tracks': 3145, 'library': 3146, 'obsessed': 3147, 'dustin': 3148, 'depot': 3149, 'wildfire': 3150, 'fresh': 3151, 'underwear': 3152, 'cleveland': 3153, 'wet': 3154, 'spanish': 3155, 'excuse': 3156, 'driven': 3157, 'provide': 3158, 'candy': 3159, 'assure': 3160, 'billions': 3161, 'deportation': 3162, 'selfie': 3163, 'exhibit': 3164, 'woody': 3165, 'goddamn': 3166, 'bodies': 3167, 'confederate': 3168, 'kentucky': 3169, 'restrictions': 3170, 'manuel': 3171, 'zone': 3172, 'jailed': 3173, 'tower': 3174, 'drawing': 3175, 'phrase': 3176, 'adele': 3177, 'discovers': 3178, 'request': 3179, 'resolution': 3180, 'midnight': 3181, 'anchor': 3182, 'bottom': 3183, 'liberal': 3184, 'grill': 3185, 'spray': 3186, 'construction': 3187, 'va': 3188, 'ross': 3189, 'ali': 3190, 'string': 3191, 'holocaust': 3192, 'horses': 3193, 'whispers': 3194, \"'to\": 3195, 'habit': 3196, 'evolution': 3197, 'johnny': 3198, 'moved': 3199, 'jerusalem': 3200, 'pills': 3201, 'stamp': 3202, 'turkish': 3203, 'rex': 3204, 'tillerson': 3205, 'objects': 3206, 'caused': 3207, \"o'reilly\": 3208, '600': 3209, 'welcomes': 3210, 'statement': 3211, 'el': 3212, 'sells': 3213, 'provides': 3214, 'selves': 3215, 'christopher': 3216, 'binge': 3217, 'triple': 3218, 'arab': 3219, 'ugly': 3220, 'aliens': 3221, 'spears': 3222, 'jill': 3223, 'palestinians': 3224, 'complex': 3225, 'panda': 3226, '98': 3227, 'considered': 3228, 'nobel': 3229, 'involved': 3230, 'bomber': 3231, \"'80s\": 3232, 'billboard': 3233, 'serena': 3234, 'newest': 3235, 'quite': 3236, 'oval': 3237, 'spills': 3238, 'gates': 3239, 'collapses': 3240, 'conversations': 3241, 'backs': 3242, 'chelsea': 3243, 'corner': 3244, 'stormy': 3245, 'daniels': 3246, 'affordable': 3247, 'siblings': 3248, 'illegal': 3249, 'conscious': 3250, 'steal': 3251, 'philadelphia': 3252, 'wakes': 3253, 'maps': 3254, 'shocking': 3255, 'afraid': 3256, 'swears': 3257, 'medicaid': 3258, 'zero': 3259, \"america'\": 3260, 'leg': 3261, 'packed': 3262, 'experiment': 3263, 'deputy': 3264, 'stick': 3265, 'houston': 3266, 'disabilities': 3267, 'innocent': 3268, 'retire': 3269, 'sued': 3270, 'endorsement': 3271, 'frozen': 3272, 'alaska': 3273, 'briefing': 3274, 'closed': 3275, 'virgin': 3276, 'bites': 3277, '43': 3278, 'wildlife': 3279, 'canada': 3280, 'endorses': 3281, 'deserves': 3282, 'anonymous': 3283, 'polling': 3284, 'separate': 3285, 'sole': 3286, 'beloved': 3287, 'growth': 3288, 'finished': 3289, 'attraction': 3290, 'range': 3291, \"'please\": 3292, 'efforts': 3293, 'spouse': 3294, 'icon': 3295, 'shifts': 3296, 'donors': 3297, 'arabia': 3298, 'troubling': 3299, 'eight': 3300, 'feed': 3301, 'meryl': 3302, 'illinois': 3303, 'fill': 3304, 'sweat': 3305, 'daddy': 3306, 'salad': 3307, 'arms': 3308, 'slept': 3309, 'extremely': 3310, 'kaine': 3311, 'consumer': 3312, 'cancels': 3313, 'ann': 3314, 'option': 3315, 'horrific': 3316, 'horrifying': 3317, \"city'\": 3318, 'above': 3319, 'resort': 3320, 'encourages': 3321, 'detained': 3322, 'permission': 3323, 'colin': 3324, 'combat': 3325, 'lots': 3326, 'nelson': 3327, 'covers': 3328, 'idiot': 3329, 'ten': 3330, 'ceiling': 3331, 'roommates': 3332, 'views': 3333, 'distance': 3334, 'proposed': 3335, 'sharing': 3336, 'bastard': 3337, 'rolling': 3338, 'lived': 3339, 'designed': 3340, 'rob': 3341, 'experiences': 3342, \"'one\": 3343, 'morgan': 3344, 'shootings': 3345, 'hotels': 3346, 'impressed': 3347, \"time'\": 3348, '22': 3349, 'dunham': 3350, 'weak': 3351, 'miami': 3352, 'drake': 3353, 'chain': 3354, 'informs': 3355, 'folks': 3356, 'journal': 3357, 'chaos': 3358, 'letters': 3359, 'brutal': 3360, 'atlanta': 3361, 'acceptance': 3362, 'feds': 3363, \"tuesday's\": 3364, 'surprises': 3365, 'greek': 3366, 'athletes': 3367, \"sanders'\": 3368, 'archaeologists': 3369, 'streep': 3370, 'contain': 3371, 'constantly': 3372, 'extreme': 3373, 'mixed': 3374, 'politician': 3375, 'develop': 3376, 'seeking': 3377, 'executives': 3378, 'supporter': 3379, 'mission': 3380, 'injuries': 3381, 'miller': 3382, 'vulnerable': 3383, 'autism': 3384, 'finale': 3385, 'sudden': 3386, 'haunted': 3387, 'dallas': 3388, 'cooking': 3389, 'impossible': 3390, 'furious': 3391, 'andrew': 3392, 'stadium': 3393, 'beyonce': 3394, \"they've\": 3395, 'hip': 3396, 'hiring': 3397, 'emma': 3398, \"iran's\": 3399, 'masturbating': 3400, 'scout': 3401, 'opioid': 3402, 'rain': 3403, 'consecutive': 3404, 'clerk': 3405, 'lab': 3406, 'snake': 3407, 'accusers': 3408, 'carefully': 3409, 'qatar': 3410, 'button': 3411, 'drilling': 3412, 'nonsense': 3413, 'surveillance': 3414, 'garbage': 3415, 'stunned': 3416, 'rocky': 3417, 'responsibility': 3418, 'ken': 3419, 'thompson': 3420, 'hemsworth': 3421, 'heartbreaking': 3422, 'kris': 3423, 'producers': 3424, 'influence': 3425, 'models': 3426, 'inspire': 3427, 'western': 3428, 'flynn': 3429, 'ron': 3430, 'facing': 3431, \"'all\": 3432, 'mountain': 3433, 'lion': 3434, 'passed': 3435, 'placed': 3436, 'plate': 3437, 'arctic': 3438, 'cats': 3439, 'supports': 3440, 'myths': 3441, 'scouts': 3442, 'butt': 3443, 'oppose': 3444, 'andy': 3445, 'rohingya': 3446, 'nurse': 3447, 'monitor': 3448, 'diagnosis': 3449, 'sky': 3450, \"live'\": 3451, 'sport': 3452, 'baldwin': 3453, 'leather': 3454, 'khloe': 3455, 'stomach': 3456, 'comics': 3457, 'readers': 3458, 'goals': 3459, 'fiction': 3460, 'jump': 3461, 'inches': 3462, 'fucked': 3463, 'builds': 3464, 'prom': 3465, 'tests': 3466, 'shirtless': 3467, 'wielding': 3468, 'damon': 3469, \"'walking\": 3470, 'nominations': 3471, 'laser': 3472, '911': 3473, 'bills': 3474, 'ruins': 3475, 'regret': 3476, 'pushing': 3477, 'promote': 3478, '2008': 3479, 'kellyanne': 3480, 'confident': 3481, 'danny': 3482, 'welfare': 3483, \"'get\": 3484, 'pastor': 3485, 'nominees': 3486, 'gently': 3487, 'signing': 3488, 'cycle': 3489, 'opponents': 3490, \"onion'\": 3491, 'agriculture': 3492, 'corn': 3493, 'britain': 3494, 'grab': 3495, 'quiz': 3496, 'investigate': 3497, \"jenner's\": 3498, 'smaller': 3499, 'priebus': 3500, 'preparing': 3501, 'deals': 3502, 'carbon': 3503, \"'big\": 3504, 'critical': 3505, 'russians': 3506, 'patients': 3507, 'boomers': 3508, 'blind': 3509, 'therapist': 3510, 'expecting': 3511, 'present': 3512, 'hints': 3513, 'advertising': 3514, 'firm': 3515, 'oath': 3516, 'parliament': 3517, 'pleads': 3518, 'hook': 3519, 'imagine': 3520, 'surface': 3521, 'laptop': 3522, 'gear': 3523, 'rejects': 3524, 'butter': 3525, 'tearfully': 3526, 'nervously': 3527, 'poet': 3528, 'ariana': 3529, 'grande': 3530, 'cambridge': 3531, 'instructor': 3532, 'prefer': 3533, 'goldman': 3534, 'sachs': 3535, 'uncomfortable': 3536, 'gary': 3537, 'wrote': 3538, 'swimming': 3539, 'investigating': 3540, 'object': 3541, 'injection': 3542, 'spill': 3543, 'daca': 3544, 'invitation': 3545, 'depressing': 3546, 'selena': 3547, 'gomez': 3548, 'limits': 3549, 'scare': 3550, 'urged': 3551, 'supremacist': 3552, 'treated': 3553, 'location': 3554, 'valuable': 3555, 'alcohol': 3556, 'sell': 3557, 'pathetic': 3558, 'interests': 3559, 'felt': 3560, 'detective': 3561, 'pretend': 3562, 'woods': 3563, 'arrests': 3564, 'defiant': 3565, 'mention': 3566, 'spread': 3567, 'forget': 3568, 'ruined': 3569, 'deceased': 3570, 'banana': 3571, 'willing': 3572, 'workout': 3573, 'bedroom': 3574, 'raid': 3575, 'convinced': 3576, 'beats': 3577, 'balcony': 3578, 'supposed': 3579, 'abused': 3580, 'blowing': 3581, 'briefly': 3582, 'northern': 3583, 'coat': 3584, 'cable': 3585, 'braces': 3586, 'bullying': 3587, 'montana': 3588, 'casual': 3589, 'barbara': 3590, 'catching': 3591, 'robot': 3592, 'generations': 3593, 'mourns': 3594, 'adding': 3595, 'prisoners': 3596, 'honoring': 3597, 'kit': 3598, 'leslie': 3599, 'cartoon': 3600, 'jefferson': 3601, 'netanyahu': 3602, 'charleston': 3603, 'mentions': 3604, 'agenda': 3605, 'pitch': 3606, 'dishes': 3607, 'healing': 3608, 'naacp': 3609, 'howard': 3610, 'extends': 3611, 'bull': 3612, 'chipotle': 3613, 'oldest': 3614, 'tomorrow': 3615, \"wednesday's\": 3616, 'crawling': 3617, 'options': 3618, 'score': 3619, 'greece': 3620, 'desperately': 3621, 'medicine': 3622, 'mainstream': 3623, \"2'\": 3624, 'usa': 3625, 'suffering': 3626, 'repeat': 3627, 'agency': 3628, 'protection': 3629, 'picked': 3630, 'humiliating': 3631, 'viewer': 3632, 'irish': 3633, 'cheer': 3634, 'dates': 3635, 'fiorina': 3636, 'rating': 3637, 'allowed': 3638, 'makeover': 3639, 'invited': 3640, 'pink': 3641, 'phase': 3642, 'rat': 3643, 'dropping': 3644, 'ivory': 3645, 'sadly': 3646, 'wednesday': 3647, 'wealthy': 3648, 'pen': 3649, 'everybody': 3650, 'except': 3651, 'soldiers': 3652, 'josh': 3653, 'hat': 3654, \"things'\": 3655, 'pair': 3656, 'embrace': 3657, 'deny': 3658, 'decade': 3659, 'posts': 3660, 'ignoring': 3661, 'stunt': 3662, 'alarm': 3663, 'cohen': 3664, 'performing': 3665, 'cigarette': 3666, 'brazil': 3667, 'galaxy': 3668, 'lay': 3669, 'condition': 3670, 'fights': 3671, 'inch': 3672, 'disclose': 3673, 'motion': 3674, 'emerges': 3675, 'abc': 3676, 'wilson': 3677, 'daring': 3678, 'aclu': 3679, 'pace': 3680, 'dumb': 3681, 'prep': 3682, \"'gilmore\": 3683, 'abroad': 3684, '34': 3685, 'cheering': 3686, 'dan': 3687, 'discovery': 3688, 'fisher': 3689, 'vladimir': 3690, 'specifically': 3691, 'impeachment': 3692, 'purpose': 3693, 'islam': 3694, 'ticket': 3695, 'nations': 3696, 'flint': 3697, 'hire': 3698, 'grant': 3699, 'melt': 3700, 'hashtag': 3701, 'garage': 3702, 'curb': 3703, 'marry': 3704, 'obesity': 3705, 'flip': 3706, 'aids': 3707, 'democrat': 3708, 'musk': 3709, 'millennial': 3710, 'gingrich': 3711, \"she'll\": 3712, 'roof': 3713, 'shots': 3714, 'district': 3715, 'gina': 3716, 'parts': 3717, '0': 3718, 'quotes': 3719, 'kicks': 3720, 'twice': 3721, 'rural': 3722, 'reader': 3723, 'irma': 3724, 'treating': 3725, 'gallery': 3726, 'startup': 3727, \"denny's\": 3728, \"go'\": 3729, \"daughter's\": 3730, 'flames': 3731, 'sugar': 3732, 'lyrics': 3733, 'effect': 3734, 'classified': 3735, 'vaccine': 3736, \"'that\": 3737, 'trips': 3738, 'basic': 3739, 'include': 3740, \"'pretty\": 3741, 'rebel': 3742, 'recap': 3743, 'damn': 3744, 'rap': 3745, 'shadow': 3746, 'touts': 3747, 'costumes': 3748, 'mile': 3749, 'rapper': 3750, 'nominated': 3751, 'louisiana': 3752, 'clooney': 3753, 'attacking': 3754, 'flooding': 3755, 'tackle': 3756, 'lord': 3757, \"man'\": 3758, 'sketch': 3759, 'writers': 3760, 'con': 3761, 'motorcycle': 3762, 'often': 3763, 'eighth': 3764, 'breathing': 3765, 'sikh': 3766, 'retires': 3767, \"student's\": 3768, 'throat': 3769, 'solutions': 3770, 'caring': 3771, 'restore': 3772, 'tie': 3773, 'disturbing': 3774, 'grandson': 3775, 'markle': 3776, 'grants': 3777, 'regrets': 3778, 'container': 3779, \"'just\": 3780, 'fuel': 3781, 'require': 3782, 'explosion': 3783, 'comfort': 3784, 'differences': 3785, 'erupts': 3786, 'salesman': 3787, 'sci': 3788, 'central': 3789, 'homicide': 3790, 'appeal': 3791, 'village': 3792, 'encouraging': 3793, 'champion': 3794, 'patron': 3795, 'agreement': 3796, 'breakup': 3797, 'refusing': 3798, 'wasted': 3799, 'goal': 3800, 'recipe': 3801, 'offered': 3802, 'hottest': 3803, 'focused': 3804, 'seem': 3805, 'experiencing': 3806, 'keys': 3807, 'degrees': 3808, 'hunt': 3809, 'doj': 3810, 'chamber': 3811, 'behold': 3812, \"story'\": 3813, 'posting': 3814, 'anthony': 3815, 'rage': 3816, 'spielberg': 3817, 'compared': 3818, 'notes': 3819, 'productive': 3820, 'arkansas': 3821, 'canceled': 3822, 'invasion': 3823, 'joint': 3824, 'luke': 3825, 'eddie': 3826, \"teacher's\": 3827, 'breakthrough': 3828, 'cleans': 3829, \"'my\": 3830, 'yorkers': 3831, 'wonder': 3832, 'haul': 3833, 'quest': 3834, 'volunteer': 3835, 'forgot': 3836, 'theaters': 3837, 'unity': 3838, 'pm': 3839, 'nightmare': 3840, 'swiss': 3841, 'orleans': 3842, 'considers': 3843, 'koch': 3844, 'matthew': 3845, 'mosque': 3846, 'conway': 3847, 'assured': 3848, 'bully': 3849, 'starving': 3850, 'endorse': 3851, 'recalled': 3852, 'lewis': 3853, 'mama': 3854, 'grotesque': 3855, 'patrick': 3856, 'reviews': 3857, 'aisle': 3858, 'hbo': 3859, 'stole': 3860, 'soap': 3861, 'distant': 3862, 'vin': 3863, 'diesel': 3864, 'neo': 3865, 'pan': 3866, 'disgusted': 3867, 'vehicle': 3868, 'leaked': 3869, 'wounded': 3870, 'accepted': 3871, 'scary': 3872, 'suspected': 3873, 'drawer': 3874, 'wasting': 3875, 'castle': 3876, 'headline': 3877, '75': 3878, 'bother': 3879, 'obese': 3880, 'garland': 3881, \"race'\": 3882, 'barrier': 3883, 'mask': 3884, 'tickets': 3885, 'camps': 3886, \"'too\": 3887, 'cent': 3888, 'cell': 3889, 'peers': 3890, 'professors': 3891, 'bridge': 3892, \"'in\": 3893, 'bloomberg': 3894, 'kristen': 3895, 'walmart': 3896, 'replacement': 3897, \"country's\": 3898, 'doll': 3899, 'visible': 3900, 'endless': 3901, 'missouri': 3902, 'alex': 3903, 'william': 3904, 'realized': 3905, 'usher': 3906, 'caucus': 3907, 'captured': 3908, 'shy': 3909, 'measles': 3910, 'presence': 3911, 'dolphins': 3912, 'canadian': 3913, 'cbs': 3914, 'referred': 3915, 'blues': 3916, 'quits': 3917, 'seasons': 3918, 'fatally': 3919, 'publicist': 3920, '27': 3921, 'degree': 3922, 'citizen': 3923, 'rainbow': 3924, 'cutting': 3925, 'bartender': 3926, '65': 3927, 'discovering': 3928, 'laura': 3929, 'donut': 3930, 'morris': 3931, 'cigarettes': 3932, 'lethal': 3933, 'sustainable': 3934, 'mocked': 3935, 'concept': 3936, 'june': 3937, 'balance': 3938, 'tested': 3939, 'stopped': 3940, 'relations': 3941, 'obituary': 3942, 'cites': 3943, 'lover': 3944, 'rent': 3945, 'seventh': 3946, 'dry': 3947, 'castro': 3948, 'rihanna': 3949, 'funds': 3950, 'memo': 3951, 'fewer': 3952, 'tearful': 3953, 'iron': 3954, 'sanctions': 3955, 'hug': 3956, 'terrorist': 3957, 'massachusetts': 3958, 'russell': 3959, 'chick': 3960, 'germany': 3961, 'count': 3962, 'grandpa': 3963, 'upon': 3964, 'happiest': 3965, 'beings': 3966, 'musicians': 3967, 'exposes': 3968, 'samsung': 3969, '38': 3970, 'crossing': 3971, \"men's\": 3972, 'recovering': 3973, 'angela': 3974, 'citizenship': 3975, 'cousin': 3976, 'mate': 3977, 'alike': 3978, 'document': 3979, 'incredibly': 3980, 'physical': 3981, 'aftermath': 3982, 'interesting': 3983, 'restaurants': 3984, 'firefighters': 3985, 'clever': 3986, 'paintings': 3987, 'individual': 3988, 'hobby': 3989, 'murray': 3990, 'gays': 3991, 'haters': 3992, 'cooler': 3993, '2012': 3994, 'essential': 3995, 'explaining': 3996, 'stereotypes': 3997, 'directions': 3998, 'struck': 3999, 'express': 4000, 'uncle': 4001, 'spin': 4002, 'spirits': 4003, 'merger': 4004, 'warner': 4005, 'revealing': 4006, 'cannot': 4007, 'acres': 4008, 'explained': 4009, 'signature': 4010, 'parks': 4011, 'stamps': 4012, 'disappointing': 4013, 'bears': 4014, 'operator': 4015, '72': 4016, 'casino': 4017, 'sterling': 4018, 'hopeful': 4019, 'gallup': 4020, 'mlb': 4021, 'entry': 4022, 'lung': 4023, 'satisfying': 4024, 'crucial': 4025, 'salt': 4026, 'weapon': 4027, 'revenge': 4028, 'cracks': 4029, 'talent': 4030, 'piss': 4031, 'print': 4032, 'trumpcare': 4033, 'beneath': 4034, 'sexism': 4035, 'seize': 4036, \"panther'\": 4037, 'bride': 4038, 'trading': 4039, 'method': 4040, 'skip': 4041, 'multiple': 4042, 'mortgage': 4043, '96': 4044, 'twist': 4045, 'decline': 4046, 'infant': 4047, 'moral': 4048, 'corporation': 4049, 'videos': 4050, 'kittens': 4051, 'intimate': 4052, \"us'\": 4053, 'infrastructure': 4054, 'cups': 4055, 'rover': 4056, 'notice': 4057, \"it'\": 4058, 'healthier': 4059, 'blasted': 4060, 'esteem': 4061, 'regularly': 4062, 'entering': 4063, 'doug': 4064, 'roller': 4065, 'opinions': 4066, 'strange': 4067, 'giants': 4068, 'voices': 4069, 'seniors': 4070, \"husband's\": 4071, 'rocks': 4072, 'hired': 4073, \"netflix's\": 4074, \"earth's\": 4075, 'bo': 4076, \"france's\": 4077, 'kaepernick': 4078, 'requires': 4079, 'copy': 4080, \"'stranger\": 4081, 'transforms': 4082, 'stall': 4083, 'locker': 4084, 'lifelong': 4085, 'sparks': 4086, 'cereal': 4087, 'katy': 4088, 'corporations': 4089, 'direction': 4090, 'undecided': 4091, 'microwave': 4092, 'apply': 4093, 'compete': 4094, 'grace': 4095, 'emmy': 4096, 'reforms': 4097, 'superhero': 4098, 'anxious': 4099, 'mistaken': 4100, 'firefighter': 4101, 'proudly': 4102, 'beijing': 4103, 'nail': 4104, 'trophy': 4105, \"state's\": 4106, 'springsteen': 4107, 'cure': 4108, 'events': 4109, 'loans': 4110, 'rankings': 4111, 'rivers': 4112, 'display': 4113, 'targeting': 4114, 'reporting': 4115, 'cd': 4116, 'nsa': 4117, 'sometimes': 4118, 'scores': 4119, '92': 4120, 'trail': 4121, 'misleading': 4122, 'statements': 4123, 'meant': 4124, 'regulations': 4125, '28': 4126, 'systems': 4127, 'cancel': 4128, 'swimsuit': 4129, 'eco': 4130, 'annoyed': 4131, 'consumption': 4132, 'surge': 4133, 'math': 4134, 'priest': 4135, 'loyal': 4136, 'radical': 4137, 'whatsoever': 4138, 'intern': 4139, 'annually': 4140, 'anywhere': 4141, 'pressure': 4142, 'conviction': 4143, 'complain': 4144, 'unclear': 4145, 'looms': 4146, 'threw': 4147, 'supremacy': 4148, 'greater': 4149, 'jeans': 4150, 'exploring': 4151, 'logo': 4152, 'pacific': 4153, 'liberals': 4154, 'files': 4155, 'pocket': 4156, 'aziz': 4157, 'ansari': 4158, 'accusations': 4159, 'solo': 4160, 'initiative': 4161, 'carrie': 4162, 'delays': 4163, 'european': 4164, 'urine': 4165, 'headed': 4166, 'migrant': 4167, 'everyday': 4168, 'globe': 4169, 'sympathy': 4170, 'appeals': 4171, 'plunge': 4172, 'dude': 4173, 'seats': 4174, 'businessman': 4175, 'cdc': 4176, 'elon': 4177, 'gene': 4178, 'oh': 4179, 'error': 4180, 'file': 4181, 'hairstyle': 4182, 'sequel': 4183, 'sxsw': 4184, 'onion': 4185, 'abusive': 4186, 'earn': 4187, 'uninsured': 4188, 'gratitude': 4189, \"night's\": 4190, 'brady': 4191, \"'good\": 4192, 'twins': 4193, 'pat': 4194, 'reese': 4195, 'limit': 4196, 'preserve': 4197, 'lane': 4198, 'develops': 4199, 'wisdom': 4200, 'returned': 4201, 'shelves': 4202, 'confusing': 4203, \"ryan's\": 4204, 'overcome': 4205, 'neither': 4206, 'dj': 4207, '89': 4208, 'emmys': 4209, 'helicopter': 4210, 'sisters': 4211, 'memoir': 4212, 'ignored': 4213, \"haven't\": 4214, 'choose': 4215, 'machines': 4216, 'mount': 4217, 'surviving': 4218, 'backup': 4219, 'intact': 4220, 'burn': 4221, 'graduate': 4222, 'wave': 4223, 'bloody': 4224, 'brilliant': 4225, 'previous': 4226, 'writes': 4227, 'excitedly': 4228, '–': 4229, 'obsession': 4230, 'santorum': 4231, 'accuses': 4232, 'passage': 4233, 'scale': 4234, 'ladies': 4235, 'oxford': 4236, 'doubt': 4237, 'nevada': 4238, 'bottle': 4239, 'buried': 4240, 'cameron': 4241, 'removed': 4242, 'master': 4243, 'suffers': 4244, 'buddy': 4245, 'madness': 4246, 'recession': 4247, 'leonardo': 4248, 'crap': 4249, 'bare': 4250, 'mariah': 4251, 'pep': 4252, 'warming': 4253, 'nazis': 4254, 'benghazi': 4255, 'polar': 4256, 'tennis': 4257, 'bureau': 4258, 'grandparents': 4259, 'stampede': 4260, 'application': 4261, 'cuban': 4262, 'daniel': 4263, 'ages': 4264, 'reject': 4265, 'houses': 4266, 'heading': 4267, 'diy': 4268, 'garner': 4269, 'trees': 4270, 'removing': 4271, 'visual': 4272, 'lays': 4273, 'café': 4274, 'drunken': 4275, 'fell': 4276, 'consuming': 4277, 'southern': 4278, 'featured': 4279, 'runway': 4280, \"i'd\": 4281, 'chooses': 4282, 'grandfather': 4283, 'yo': 4284, 'clarifies': 4285, 'del': 4286, 'bashar': 4287, 'taps': 4288, 'reunited': 4289, 'rae': 4290, 'nightclub': 4291, 'debut': 4292, 'fries': 4293, 'tpp': 4294, 'windows': 4295, 'thursday': 4296, \"coworker's\": 4297, 'reference': 4298, \"stars'\": 4299, 'instant': 4300, 'hangs': 4301, 'merkel': 4302, 'alcoholic': 4303, 'devastating': 4304, 'myanmar': 4305, 'powers': 4306, 'feared': 4307, 'tragic': 4308, 'finishes': 4309, 'fatal': 4310, 'outfit': 4311, 'tension': 4312, 'mug': 4313, 'poem': 4314, \"'saturday\": 4315, 'metal': 4316, 'hidden': 4317, 'bowie': 4318, 'cardboard': 4319, 'ratings': 4320, \"guy'\": 4321, 'haircut': 4322, '250': 4323, 'studies': 4324, 'jonathan': 4325, 'powered': 4326, 'dole': 4327, 'assume': 4328, 'faa': 4329, 'turtle': 4330, 'genocide': 4331, 'pixar': 4332, 'ordinary': 4333, 'holder': 4334, 'waitress': 4335, 'egypt': 4336, 'bryan': 4337, \"ain't\": 4338, 'tales': 4339, 'espn': 4340, 'feud': 4341, 'addresses': 4342, 'cruel': 4343, 'accuse': 4344, 'sunglasses': 4345, 'photograph': 4346, 'clothing': 4347, 'venus': 4348, 'nukes': 4349, 'hacks': 4350, 'reads': 4351, 'jews': 4352, 'rehab': 4353, 'faster': 4354, 'gotten': 4355, 'donuts': 4356, 'prisoner': 4357, 'interviews': 4358, \"'bad\": 4359, 'unarmed': 4360, '10th': 4361, 'crashing': 4362, 'hilton': 4363, 'traced': 4364, 'shelf': 4365, 'font': 4366, 'usda': 4367, 'fills': 4368, 'gray': 4369, 'nose': 4370, 'emotionally': 4371, 'suspension': 4372, 'chart': 4373, 'lemon': 4374, 'merrick': 4375, 'awkwardly': 4376, 'busted': 4377, 'soft': 4378, 'facility': 4379, 'bombings': 4380, 'reince': 4381, 'brooks': 4382, 'phones': 4383, 'sanctuary': 4384, 'locations': 4385, 'touched': 4386, 'script': 4387, 'lawrence': 4388, \"jedi'\": 4389, 'mcdonald': 4390, 'terms': 4391, 'bitcoin': 4392, 'chanting': 4393, 'rookie': 4394, 'overnight': 4395, 'treasury': 4396, 'surprisingly': 4397, 'ceasefire': 4398, 'reporters': 4399, 'repeated': 4400, 'staffer': 4401, 'rated': 4402, 'evangelical': 4403, 'filibuster': 4404, 'sandy': 4405, 'wheelchair': 4406, 'package': 4407, 'tricks': 4408, 'reduces': 4409, 'portraits': 4410, 'cow': 4411, 'bitch': 4412, 'tunnel': 4413, 'tools': 4414, 'types': 4415, 'definition': 4416, \"'hamilton'\": 4417, 'pleasure': 4418, 'yelp': 4419, 'knocked': 4420, 'sweeps': 4421, 'elementary': 4422, 'reagan': 4423, '360': 4424, 'waits': 4425, 'maine': 4426, 'nuts': 4427, 'militants': 4428, 'kenya': 4429, 'profits': 4430, 'scared': 4431, 'sexiest': 4432, 'managing': 4433, \"'you're\": 4434, 'serving': 4435, 'vacationing': 4436, 'stores': 4437, 'recipients': 4438, \"people'\": 4439, 'scholarship': 4440, 'barrel': 4441, \"o'malley\": 4442, 'divided': 4443, 'doors': 4444, 'grocery': 4445, 'connecticut': 4446, 'editors': 4447, 'hanging': 4448, 'random': 4449, 'possibly': 4450, 'trends': 4451, 'remark': 4452, \"teen's\": 4453, 'unlikely': 4454, 'expanding': 4455, 'bleeding': 4456, 'promotes': 4457, 'remarks': 4458, 'ridiculous': 4459, 'arguments': 4460, 'asylum': 4461, 'pr': 4462, 'robbery': 4463, 'communications': 4464, 'critic': 4465, 'unions': 4466, 'convince': 4467, 'mar': 4468, 'lago': 4469, 'alien': 4470, 'celebs': 4471, 'upside': 4472, 'heavy': 4473, '49': 4474, 'flash': 4475, 'crush': 4476, 'tragically': 4477, 'teaser': 4478, 'weary': 4479, 'gaining': 4480, 'id': 4481, 'purple': 4482, '2020': 4483, 'charlotte': 4484, 'producer': 4485, 'balloon': 4486, 'engaged': 4487, 'rhetoric': 4488, 'storms': 4489, 'rip': 4490, 'recovery': 4491, 'bars': 4492, 'bone': 4493, 'dental': 4494, 'lift': 4495, 'dramatic': 4496, 'suffer': 4497, 'pollution': 4498, 'casting': 4499, 'pistorius': 4500, 'pakistani': 4501, 'suspicious': 4502, 'schoolers': 4503, 'simply': 4504, 'context': 4505, 'cvs': 4506, 'dialogue': 4507, 'pic': 4508, 'counselor': 4509, 'wise': 4510, 'reputation': 4511, 'rumsfeld': 4512, 'produce': 4513, 'attendant': 4514, 'maybe': 4515, 'bite': 4516, 'obamas': 4517, 'rumors': 4518, 'alton': 4519, 'mandatory': 4520, 'exposure': 4521, '93': 4522, 'sake': 4523, 'threaten': 4524, 'curiosity': 4525, 'collapse': 4526, 'pipe': 4527, 'cheaper': 4528, 'envelope': 4529, 'squad': 4530, 'donated': 4531, \"monday's\": 4532, 'forbidden': 4533, 'thrill': 4534, 'travelers': 4535, 'glorious': 4536, 'vomit': 4537, 'activism': 4538, 'wayne': 4539, 'region': 4540, 'actions': 4541, 'ambitious': 4542, 'owned': 4543, 'equally': 4544, 'loan': 4545, 'narrowly': 4546, '37': 4547, 'conversion': 4548, 'listing': 4549, 'libya': 4550, 'bobby': 4551, 'cole': 4552, 'wooden': 4553, 'expressing': 4554, 'feeding': 4555, \"patrick's\": 4556, 'deaf': 4557, 'trillion': 4558, 'killings': 4559, 'wealth': 4560, 'narrative': 4561, 'donate': 4562, 'hurting': 4563, 'development': 4564, 'shades': 4565, 'resignation': 4566, 'satellite': 4567, 'settle': 4568, 'worthy': 4569, 'ruining': 4570, 'pete': 4571, 'ate': 4572, 'defending': 4573, 'christina': 4574, 'mindfulness': 4575, 'opposing': 4576, 'ignores': 4577, 'beard': 4578, 'september': 4579, 'accent': 4580, 'locked': 4581, 'hong': 4582, 'kong': 4583, 'lazy': 4584, 'wrestling': 4585, 'closes': 4586, 'sinks': 4587, \"russia's\": 4588, 'towel': 4589, 'bath': 4590, 'inform': 4591, 'gentrification': 4592, \"nra's\": 4593, 'selection': 4594, 'drought': 4595, 'approved': 4596, 'comeback': 4597, \"'n\": 4598, 'coal': 4599, 'hypocrisy': 4600, 'blocking': 4601, 'genetic': 4602, 'operating': 4603, 'farmers': 4604, 'unknown': 4605, 'counts': 4606, 'flags': 4607, 'delta': 4608, 'discusses': 4609, 'crude': 4610, 'resident': 4611, 'jenna': 4612, 'monologue': 4613, 'repealed': 4614, 'checking': 4615, 'accounts': 4616, 'consequences': 4617, 'rid': 4618, 'electoral': 4619, 'highest': 4620, 'ear': 4621, 'panicking': 4622, 'disappear': 4623, 'aol': 4624, 'staring': 4625, 'olds': 4626, 'tournament': 4627, 'sitcom': 4628, \"good'\": 4629, 'opera': 4630, 'destroys': 4631, 'certificate': 4632, 'concrete': 4633, 'reminded': 4634, 'campaigns': 4635, 'explores': 4636, 'honest': 4637, 'bet': 4638, \"house'\": 4639, 'courage': 4640, 'mph': 4641, 'fitness': 4642, 'inspiration': 4643, 'graders': 4644, 'shaking': 4645, 'refuge': 4646, 'jumps': 4647, 'dump': 4648, 'documentaries': 4649, 'shave': 4650, 'journalism': 4651, \"'white\": 4652, 'delay': 4653, 'necessary': 4654, 'appoints': 4655, 'authority': 4656, 'princeton': 4657, 'streaming': 4658, 'executed': 4659, 'measure': 4660, 'reproductive': 4661, 'skull': 4662, 'hungry': 4663, 'bias': 4664, 'medicare': 4665, 'expand': 4666, 'abrams': 4667, 'donates': 4668, 'strongest': 4669, \"director's\": 4670, 'irs': 4671, 'bought': 4672, 'paula': 4673, 'increasing': 4674, \"i'll\": 4675, 'sweater': 4676, 'breathe': 4677, 'bernardino': 4678, 'berkeley': 4679, 'proper': 4680, 'answered': 4681, 'taped': 4682, \"games'\": 4683, 'pours': 4684, 'gang': 4685, 'mistake': 4686, 'jose': 4687, \"bannon's\": 4688, 'monopoly': 4689, 'wildfires': 4690, 'mit': 4691, 'deleted': 4692, 'flat': 4693, 'floating': 4694, 'hang': 4695, 'chairman': 4696, 'principal': 4697, 'criminals': 4698, 'randomly': 4699, 'requests': 4700, 'decisions': 4701, 'aleppo': 4702, 'homeland': 4703, 'privacy': 4704, 'physically': 4705, 'guitar': 4706, 'snaps': 4707, 'reverse': 4708, 'explanation': 4709, \"'do\": 4710, 'absence': 4711, 'churches': 4712, 'introduce': 4713, 'bay': 4714, 'dept': 4715, \"amazon's\": 4716, 'shed': 4717, 'organic': 4718, 'brooklyn': 4719, '8th': 4720, 'sandwiches': 4721, 'arianna': 4722, 'jean': 4723, 'mouse': 4724, 'prices': 4725, 'messages': 4726, 'successfully': 4727, 'grandkids': 4728, 'poorly': 4729, 'pit': 4730, 'stealing': 4731, 'protections': 4732, 'shaken': 4733, 'jacket': 4734, 'management': 4735, 'jason': 4736, 'bolton': 4737, 'drawn': 4738, 'aniston': 4739, 'philippine': 4740, 'martial': 4741, 'happening': 4742, 'overturn': 4743, 'cultural': 4744, 'lobster': 4745, 'dignity': 4746, 'simpson': 4747, 'grows': 4748, 'capital': 4749, 'islamophobia': 4750, 'sheriff': 4751, 'unpopular': 4752, 'safer': 4753, 'podium': 4754, 'deploys': 4755, 'tensions': 4756, \"awakens'\": 4757, 'properly': 4758, \"you'd\": 4759, 'sneaks': 4760, 'proved': 4761, 'standard': 4762, 'whales': 4763, 'doritos': 4764, 'kourtney': 4765, 'realistic': 4766, 'teases': 4767, 'dreading': 4768, 'cds': 4769, 'complaints': 4770, 'shared': 4771, 'adventures': 4772, '86': 4773, 'roberts': 4774, 'zimmerman': 4775, 'elaborate': 4776, 'vegetarian': 4777, 'subject': 4778, 'harrowing': 4779, 'ivy': 4780, 'skeleton': 4781, 'hungover': 4782, 'association': 4783, 'hop': 4784, 'improved': 4785, 'riot': 4786, 'dicaprio': 4787, 'additional': 4788, 'gum': 4789, \"on'\": 4790, 'cannon': 4791, 'fallen': 4792, 'mario': 4793, 'dems': 4794, 'vow': 4795, 'standards': 4796, 'benedict': 4797, 'mini': 4798, 'ya': 4799, 'pakistan': 4800, 'whenever': 4801, 'elephant': 4802, 'latin': 4803, 'hateful': 4804, 'fellow': 4805, 'sums': 4806, 'sober': 4807, 'standoff': 4808, 'olivia': 4809, 'destroyed': 4810, 'franken': 4811, 'described': 4812, 'forms': 4813, 'manning': 4814, 'snack': 4815, 'teams': 4816, 'huffington': 4817, 'mentor': 4818, \"'trump\": 4819, 'craig': 4820, 'hicks': 4821, 'airstrikes': 4822, 'circus': 4823, 'task': 4824, 'resistant': 4825, 'nunes': 4826, 'maternity': 4827, 'analysis': 4828, 'mobile': 4829, \"'an\": 4830, \"tv's\": 4831, 'leftovers': 4832, 'rio': 4833, 'implants': 4834, 'mice': 4835, 'youths': 4836, \"everyone's\": 4837, 'kitten': 4838, 'attacked': 4839, 'pole': 4840, 'hunter': 4841, 'flood': 4842, 'demi': 4843, 'lovato': 4844, 'notices': 4845, 'cindy': 4846, 'outfits': 4847, \"'so\": 4848, 'dealer': 4849, 'picking': 4850, 'comforts': 4851, 'dare': 4852, 'engineering': 4853, 'gordon': 4854, 'megyn': 4855, 'react': 4856, 'values': 4857, 'harsh': 4858, 'toaster': 4859, 'clue': 4860, \"voice'\": 4861, 'gaps': 4862, 'contempt': 4863, 'lloyd': 4864, 'accommodate': 4865, 'issa': 4866, 'forgets': 4867, 'groping': 4868, 'universal': 4869, 'lopez': 4870, 'rebuild': 4871, 'shorter': 4872, 'haiti': 4873, 'shuttle': 4874, 'deemed': 4875, '41': 4876, 'foster': 4877, 'pilgrimage': 4878, 'negotiating': 4879, 'extension': 4880, 'tomi': 4881, 'suing': 4882, 'glenn': 4883, 'describe': 4884, 'suggest': 4885, 'usual': 4886, 'ethical': 4887, \"friends'\": 4888, 'verizon': 4889, 'wendy': 4890, 'opened': 4891, 'kicked': 4892, 'worn': 4893, 'expectations': 4894, 'blitzer': 4895, \"hillary's\": 4896, 'stumbles': 4897, 'gwyneth': 4898, 'slice': 4899, 'visibly': 4900, 'dragging': 4901, 'clad': 4902, 'judges': 4903, 'utah': 4904, 'cutest': 4905, 'havoc': 4906, 'advisers': 4907, 'meetings': 4908, 'sabotage': 4909, 'silly': 4910, 'crazed': 4911, 'ritual': 4912, \"old's\": 4913, 'berlin': 4914, 'fool': 4915, \"grandma's\": 4916, 'shoe': 4917, 'carnival': 4918, 'fisherman': 4919, 'insufferable': 4920, \"india's\": 4921, 'abortions': 4922, 'hussein': 4923, 'otherwise': 4924, 'cuomo': 4925, 'alcoholism': 4926, 'refer': 4927, 'cannes': 4928, 'analyst': 4929, 'tapper': 4930, \"correspondents'\": 4931, 'rumored': 4932, 'theresa': 4933, 'towards': 4934, 'mindful': 4935, 'refuse': 4936, 'wonderful': 4937, 'risks': 4938, 'junkie': 4939, 'czar': 4940, 'shoulder': 4941, 'valentine': 4942, 'scrambling': 4943, 'freaked': 4944, 'compliments': 4945, 'constant': 4946, \"'sex\": 4947, \"york's\": 4948, 'unfortunately': 4949, 'telescope': 4950, 'burden': 4951, 'harm': 4952, 'jazeera': 4953, 'libyan': 4954, 'helpful': 4955, 'draws': 4956, 'reminders': 4957, 'petraeus': 4958, 'encounter': 4959, '74': 4960, 'smithsonian': 4961, 'freezer': 4962, 'lauren': 4963, 'homophobia': 4964, \"she'd\": 4965, 'predator': 4966, 'creature': 4967, 'tennessee': 4968, 'ease': 4969, 'highlight': 4970, 'refused': 4971, 'assaults': 4972, 'tradition': 4973, \"korea's\": 4974, 'emerge': 4975, \"students'\": 4976, 'cocaine': 4977, 'eleven': 4978, 'excitement': 4979, 'ultra': 4980, 'paints': 4981, 'laying': 4982, 'mat': 4983, 'diseases': 4984, 'complains': 4985, 'reid': 4986, 'tobacco': 4987, 'fathers': 4988, 'er': 4989, 'mourn': 4990, 'bathing': 4991, 'hugh': 4992, 'myth': 4993, 'maryland': 4994, 'creek': 4995, 'spectrum': 4996, '30th': 4997, 'pardon': 4998, 'christians': 4999, 'sits': 5000, 'quote': 5001, 'located': 5002, 'hurricanes': 5003, 'disability': 5004, 'serves': 5005, 'packs': 5006, 'wing': 5007, \"free'\": 5008, 'temporarily': 5009, 'precious': 5010, 'sharks': 5011, 'butterfly': 5012, 'dish': 5013, \"down'\": 5014, 'badge': 5015, 'fines': 5016, 'gulf': 5017, 'storage': 5018, 'knocking': 5019, 'waiter': 5020, 'bedtime': 5021, 'metallica': 5022, 'brutality': 5023, 'directors': 5024, '4th': 5025, 'katie': 5026, 'easily': 5027, 'philip': 5028, 'explode': 5029, 'edwards': 5030, '83': 5031, 'punishment': 5032, 'hood': 5033, 'smooth': 5034, 'satan': 5035, 'ballot': 5036, 'freddie': 5037, 'enraged': 5038, 'powerball': 5039, \"minutes'\": 5040, 'bust': 5041, 'reluctantly': 5042, 'label': 5043, 'elusive': 5044, 'apologize': 5045, 'gm': 5046, 'unite': 5047, 'crystal': 5048, 'wikileaks': 5049, 'cracked': 5050, \"actually'\": 5051, 'pfizer': 5052, 'lame': 5053, 'chip': 5054, 'mattress': 5055, 'responses': 5056, \"pope's\": 5057, 'thin': 5058, 'pug': 5059, 'tosses': 5060, 'patiently': 5061, 'bound': 5062, 'elephants': 5063, 'engine': 5064, 'simmons': 5065, 'brands': 5066, 'battling': 5067, 'connected': 5068, 'pleased': 5069, 'chest': 5070, 'delusional': 5071, 'tornado': 5072, 'conan': 5073, 'pulitzer': 5074, 'paradise': 5075, 'fairy': 5076, 'tina': 5077, 'pill': 5078, 'souls': 5079, 'investment': 5080, 'seasonal': 5081, 'chronic': 5082, 'republic': 5083, \"time's\": 5084, \"year'\": 5085, \"users'\": 5086, 'ensure': 5087, 'ridden': 5088, 'vaccines': 5089, 'ton': 5090, 'delicate': 5091, 'creeped': 5092, 'filming': 5093, 'moron': 5094, 'hammer': 5095, 'tap': 5096, 'highways': 5097, 'clark': 5098, 'sandra': 5099, 'hatred': 5100, 'hathaway': 5101, 'industrial': 5102, 'dip': 5103, 'jumping': 5104, 'dressing': 5105, 'eagles': 5106, 'shooters': 5107, 'nonprofit': 5108, 'dhs': 5109, 'ketchup': 5110, 'paramount': 5111, \"disney's\": 5112, 'islands': 5113, 'happily': 5114, 'exxonmobil': 5115, '44': 5116, 'deficit': 5117, \"it'll\": 5118, 'pompeo': 5119, 'busts': 5120, 'workday': 5121, 'cult': 5122, 'pork': 5123, 'watermelon': 5124, 'extended': 5125, 'weirdo': 5126, 'protester': 5127, 'diamond': 5128, 'rings': 5129, 'loaded': 5130, 'cameras': 5131, 'transparency': 5132, 'boxer': 5133, 'ended': 5134, 'breath': 5135, 'duke': 5136, 'simon': 5137, 'hamill': 5138, 'collaboration': 5139, 'knee': 5140, '84': 5141, 'slaves': 5142, 'august': 5143, '29': 5144, 'obsessive': 5145, 'nickname': 5146, 'cynthia': 5147, 'competition': 5148, 'maker': 5149, 'delivered': 5150, 'pose': 5151, 'chickens': 5152, 'finances': 5153, 'roads': 5154, 'graffiti': 5155, 'postal': 5156, 'fortune': 5157, 'syrians': 5158, 'reopens': 5159, 'telephone': 5160, 'smoke': 5161, 'fuels': 5162, 'rabbit': 5163, 'takeout': 5164, 'informant': 5165, 'classmates': 5166, 'enforcement': 5167, 'mac': 5168, 'hilary': 5169, 'burgers': 5170, \"girl'\": 5171, 'possibility': 5172, 'mock': 5173, 'legalization': 5174, 'identify': 5175, 'generous': 5176, 'remarkable': 5177, '450': 5178, 'strapped': 5179, 'conduct': 5180, 'pillow': 5181, 'denied': 5182, 'existing': 5183, 'icy': 5184, 'treasure': 5185, 'survival': 5186, 'worrying': 5187, 'disillusioned': 5188, 'rallies': 5189, 'walkout': 5190, 'deadline': 5191, 'mistakenly': 5192, 'pie': 5193, 'hockey': 5194, \"'mad\": 5195, 'cap': 5196, 'robots': 5197, 'acknowledge': 5198, 'races': 5199, 'decided': 5200, 'olive': 5201, 'badass': 5202, 'headlines': 5203, 'splitting': 5204, 'reflections': 5205, 'planner': 5206, 'uncertainty': 5207, 'marathon': 5208, 'allergies': 5209, 'trap': 5210, 'payment': 5211, '36': 5212, 'taunts': 5213, 'proposes': 5214, 'barbecue': 5215, 'nightlife': 5216, 'displays': 5217, 'holmes': 5218, 'strict': 5219, 'purchasing': 5220, 'strongly': 5221, 'da': 5222, '700': 5223, 'presidents': 5224, 'checked': 5225, 'transform': 5226, 'dwayne': 5227, \"zuckerberg's\": 5228, 'hastily': 5229, 'formed': 5230, 'rushing': 5231, 'keystone': 5232, 'detailed': 5233, 'bubble': 5234, 'applicant': 5235, 'planes': 5236, 'ripping': 5237, 'scathing': 5238, 'fireworks': 5239, 'password': 5240, 'smile': 5241, 'danger': 5242, 'exists': 5243, 'buffalo': 5244, \"boy's\": 5245, 'signal': 5246, 'sharply': 5247, 'doubles': 5248, 'wrapped': 5249, '78': 5250, 'flies': 5251, 'cruelty': 5252, 'assisted': 5253, 'sweating': 5254, 'miserable': 5255, 'snyder': 5256, 'jaw': 5257, 'lacks': 5258, 'poisoned': 5259, 'mogul': 5260, 'quarter': 5261, 'sink': 5262, 'posted': 5263, 'intel': 5264, 'lisa': 5265, '99': 5266, 'spice': 5267, 'lip': 5268, 'penalty': 5269, 'pour': 5270, 'safely': 5271, 'cubs': 5272, 'arpaio': 5273, \"'dark\": 5274, 'closing': 5275, 'personally': 5276, 'groped': 5277, 'lobbyist': 5278, 'homosexual': 5279, 'organizing': 5280, 'chewing': 5281, 'lynch': 5282, 'advance': 5283, 'hogan': 5284, 'breakdown': 5285, 'impersonator': 5286, 'vietnam': 5287, 'prejudice': 5288, 'michele': 5289, 'hudson': 5290, 'berry': 5291, 'collect': 5292, 'bright': 5293, 'ashley': 5294, 'procedure': 5295, 'mediterranean': 5296, 'humor': 5297, 'inevitable': 5298, 'milo': 5299, 'layoffs': 5300, 'smoothie': 5301, 'scotland': 5302, 'instructions': 5303, 'hung': 5304, 'monsanto': 5305, 'addressing': 5306, 'shout': 5307, 'nassar': 5308, 'lauer': 5309, 'curt': 5310, 'duchess': 5311, 'swing': 5312, \"men'\": 5313, 'browser': 5314, 'wardrobe': 5315, 'slope': 5316, 'cloud': 5317, 'patrons': 5318, 'captain': 5319, 'heartwarming': 5320, 'impressive': 5321, 'moderator': 5322, 'replaces': 5323, 'regulation': 5324, 'landing': 5325, 'route': 5326, 'prepared': 5327, 'toast': 5328, 'targeted': 5329, 'diagnosed': 5330, 'haunting': 5331, 'bullied': 5332, 'confirmation': 5333, 'hamas': 5334, 'sworn': 5335, 'tyson': 5336, 'redemption': 5337, 'expose': 5338, 'offended': 5339, 'pets': 5340, 'looming': 5341, \"brazil's\": 5342, 'lincoln': 5343, 'improving': 5344, 'indians': 5345, 'principles': 5346, \"prince's\": 5347, 'invasive': 5348, 'rome': 5349, \"girl's\": 5350, 'keith': 5351, 'ahmadinejad': 5352, 'presentation': 5353, 'reef': 5354, 'headphones': 5355, 'dresses': 5356, 'wolves': 5357, 'upper': 5358, 'keyboard': 5359, 'disastrous': 5360, 'gawker': 5361, 'broadcast': 5362, 'revised': 5363, \"one'\": 5364, 'survey': 5365, 'cabin': 5366, 'junk': 5367, 'damaging': 5368, 'especially': 5369, 'sub': 5370, 'utter': 5371, 'cam': 5372, 'franklin': 5373, 'critically': 5374, 'informed': 5375, 'tag': 5376, 'greenspan': 5377, 'alarming': 5378, 'nine': 5379, 'airbnb': 5380, 'woes': 5381, 'commission': 5382, 'yelling': 5383, 'chancellor': 5384, 'sigh': 5385, \"neighbor's\": 5386, 'charlie': 5387, \"shooter's\": 5388, 'familiar': 5389, 'productivity': 5390, 'blog': 5391, 'griffin': 5392, 'manhattan': 5393, \"'how\": 5394, 'styles': 5395, 'prosthetic': 5396, 'promoting': 5397, 'anecdote': 5398, 'blaming': 5399, 'thick': 5400, 'hut': 5401, 'sept': 5402, 'sheer': 5403, 'forgive': 5404, 'overworked': 5405, \"guy's\": 5406, 'bursting': 5407, 'phelps': 5408, 'murdered': 5409, 'bridges': 5410, 'fault': 5411, 'bat': 5412, 'nate': 5413, 'elect': 5414, 'teary': 5415, 'iii': 5416, 'nordstrom': 5417, 'reminding': 5418, 'info': 5419, 'nighter': 5420, 'joaquin': 5421, 'learns': 5422, 'xbox': 5423, 'nancy': 5424, 'pelosi': 5425, 'farmer': 5426, 'crushing': 5427, 'empathy': 5428, 'schedule': 5429, 'dylan': 5430, 'wash': 5431, 'savage': 5432, 'figured': 5433, 'badly': 5434, 'chapter': 5435, 'offensive': 5436, 'melissa': 5437, 'hart': 5438, 'october': 5439, 'crunch': 5440, 'biting': 5441, 'draft': 5442, 'correct': 5443, 'ominously': 5444, 'replaced': 5445, 'accountable': 5446, 'rocket': 5447, 'markets': 5448, 'kindness': 5449, 'taraji': 5450, 'henson': 5451, 'reacts': 5452, 'mills': 5453, 'dreamed': 5454, 'empower': 5455, 'pens': 5456, 'acquaintance': 5457, 'correctly': 5458, 'sasha': 5459, 'innovation': 5460, 'collar': 5461, 'tsarnaev': 5462, 'palm': 5463, 'stain': 5464, 'forcing': 5465, 'affect': 5466, 'carries': 5467, \"god's\": 5468, 'mocks': 5469, 'steals': 5470, 'waves': 5471, 'purchased': 5472, 'susan': 5473, 'charlize': 5474, 'theron': 5475, 'collecting': 5476, 'hpv': 5477, 'skater': 5478, 'hint': 5479, 'lifting': 5480, 'artificial': 5481, 'curious': 5482, 'entrepreneur': 5483, \"'f\": 5484, 'asia': 5485, 'farewell': 5486, 'saint': 5487, 'spreads': 5488, 'loyalty': 5489, 'photographs': 5490, 'breach': 5491, 'whatsapp': 5492, 'fingers': 5493, 'tampon': 5494, 'greyhound': 5495, 'hedge': 5496, 'baghdad': 5497, 'grills': 5498, 'tracking': 5499, 'homosexuality': 5500, 'desire': 5501, 'item': 5502, \"bush's\": 5503, 'analytica': 5504, 'stabbing': 5505, 'gains': 5506, 'bezos': 5507, 'beaten': 5508, 'painting': 5509, \"'n'\": 5510, 'carey': 5511, 'npr': 5512, 'jam': 5513, 'fossil': 5514, 'elevator': 5515, 'horrors': 5516, 'southwest': 5517, 'celeb': 5518, 'handing': 5519, 'largely': 5520, 'prescriptions': 5521, 'martha': 5522, 'environmental': 5523, 'amber': 5524, 'ingredients': 5525, 'astronaut': 5526, 'spoilers': 5527, 'bucket': 5528, 'borders': 5529, 'copies': 5530, 'register': 5531, 'moderate': 5532, \"comey's\": 5533, 'shield': 5534, 'watches': 5535, 'subculture': 5536, 'facial': 5537, 'cares': 5538, 'petition': 5539, 'coaster': 5540, \"swift's\": 5541, 'ava': 5542, \"'house\": 5543, 'arrive': 5544, 'picnic': 5545, 'fracking': 5546, 'origin': 5547, 'divide': 5548, 'egyptian': 5549, 'rejected': 5550, 'zip': 5551, 'swastika': 5552, 'comedians': 5553, 'seals': 5554, 'unusual': 5555, 'explore': 5556, 'punk': 5557, 'protesting': 5558, 'solidarity': 5559, 'mart': 5560, 'arena': 5561, 'psychology': 5562, 'adorably': 5563, 'troll': 5564, 'areas': 5565, 'confirmed': 5566, '33': 5567, 'widow': 5568, 'pilot': 5569, 'preview': 5570, 'cyclist': 5571, 'hispanic': 5572, 'steak': 5573, 'sudan': 5574, 'overlooked': 5575, 'approve': 5576, 'motherhood': 5577, 'creators': 5578, 'heritage': 5579, 'captivity': 5580, 'troop': 5581, 'clown': 5582, 'renamed': 5583, \"soon'\": 5584, 'employment': 5585, 'motivational': 5586, 'involve': 5587, 'exec': 5588, 'leak': 5589, \"arby's\": 5590, 'trunk': 5591, 'spy': 5592, 'increased': 5593, 'convincing': 5594, 'historians': 5595, 'reached': 5596, 'ham': 5597, 'pumpkin': 5598, 'generic': 5599, 'loudly': 5600, 'discontinues': 5601, 'bookstore': 5602, 'complicated': 5603, 'locks': 5604, 'fest': 5605, 'feinstein': 5606, 'prayer': 5607, 'pages': 5608, \"turkey's\": 5609, 'plenty': 5610, 'concludes': 5611, 'monthly': 5612, 'antonin': 5613, 'wastes': 5614, 'spotlight': 5615, \"rock'\": 5616, 'visitor': 5617, 'charter': 5618, 'aaron': 5619, '55': 5620, 'universities': 5621, 'assaulting': 5622, 'jewelry': 5623, 'smoker': 5624, 'guidance': 5625, 'conservation': 5626, 'earlier': 5627, 'nap': 5628, 'peyton': 5629, 'stirs': 5630, 'watchdog': 5631, 'solitary': 5632, 'forecast': 5633, 'dubai': 5634, 'brutally': 5635, 'portland': 5636, 'ireland': 5637, 'offshore': 5638, 'wire': 5639, \"peter's\": 5640, 'reflects': 5641, 'funded': 5642, 'traveler': 5643, 'intense': 5644, 'plunges': 5645, 'dreaming': 5646, \"'captain\": 5647, 'sidewalk': 5648, 'acts': 5649, 'closest': 5650, 'reduction': 5651, 'rowling': 5652, 'rushes': 5653, \"cnn's\": 5654, 'boar': 5655, 'influences': 5656, 'raped': 5657, 'cemetery': 5658, 'islamist': 5659, 'rescuers': 5660, 'heroically': 5661, 'temple': 5662, 'finance': 5663, 'bats': 5664, 'preparation': 5665, 'humanitarian': 5666, 'recover': 5667, 'tuning': 5668, 'lochte': 5669, 'zen': 5670, 'prevents': 5671, 'vault': 5672, 'barbra': 5673, 'streisand': 5674, 'jealous': 5675, 'nets': 5676, 'chips': 5677, '58': 5678, 'thieves': 5679, 'accuser': 5680, 'shown': 5681, 'edited': 5682, 'stephanie': 5683, 'labels': 5684, 'paycheck': 5685, 'biologists': 5686, 'ruled': 5687, \"boyfriend's\": 5688, 'cheeseburger': 5689, 'thief': 5690, 'avoiding': 5691, 'sized': 5692, \"restaurant's\": 5693, 'rewards': 5694, 'pasta': 5695, 'pin': 5696, \"canada's\": 5697, 'looney': 5698, \"francis'\": 5699, \"war'\": 5700, 'takei': 5701, 'rapidly': 5702, 'amanda': 5703, 'carcass': 5704, \"hollywood's\": 5705, 'claiming': 5706, 'kindergarten': 5707, 'boxing': 5708, 'crop': 5709, 'salads': 5710, 'crave': 5711, 'greg': 5712, \"coworkers'\": 5713, 'interested': 5714, \"times'\": 5715, 'philippines': 5716, 'bullet': 5717, 'elite': 5718, 'administrator': 5719, 'harassed': 5720, 'craigslist': 5721, 'nowhere': 5722, 'unleashes': 5723, 'lindsay': 5724, 'swarm': 5725, 'drones': 5726, 'achieve': 5727, 'formally': 5728, 'transfer': 5729, \"fan's\": 5730, 'destroying': 5731, 'faked': 5732, 'outdoor': 5733, \"'back\": 5734, \"future'\": 5735, 'weirdest': 5736, 'executes': 5737, 'pigeon': 5738, 'commander': 5739, 'ceos': 5740, 'robbins': 5741, 'cotton': 5742, 'resume': 5743, 'hoffman': 5744, 'transphobic': 5745, 'ronda': 5746, 'rousey': 5747, 'memphis': 5748, 'uniform': 5749, 'drove': 5750, 'kabul': 5751, \"day's\": 5752, 'recognition': 5753, 'botched': 5754, 'halts': 5755, 'goodell': 5756, 'borne': 5757, 'bitter': 5758, 'publishing': 5759, 'outline': 5760, 'slight': 5761, 'murders': 5762, \"'law\": 5763, 'spinoff': 5764, 'booker': 5765, 'pals': 5766, 'avid': 5767, 'fishing': 5768, 'providers': 5769, 'sculpture': 5770, 'publicly': 5771, 'maintain': 5772, 'households': 5773, 'operation': 5774, 'required': 5775, 'sears': 5776, 'prefers': 5777, 'ai': 5778, 'agreed': 5779, \"'little\": 5780, 'tokyo': 5781, 'nina': 5782, 'prank': 5783, 'torn': 5784, 'primaries': 5785, \"place'\": 5786, 'pollsters': 5787, 'veto': 5788, 'merge': 5789, 'punches': 5790, 'unsettling': 5791, 'binder': 5792, 'receiving': 5793, 'sleeps': 5794, 'laughing': 5795, 'landscape': 5796, 'recognizes': 5797, 'directed': 5798, 'synagogue': 5799, 'hbcu': 5800, 'reunites': 5801, 'client': 5802, 'poignant': 5803, 'salmon': 5804, 'teenagers': 5805, 'polish': 5806, 'pyramid': 5807, 'essentials': 5808, 'delighted': 5809, 'pumps': 5810, '000th': 5811, 'symptoms': 5812, 'participate': 5813, 'advisors': 5814, \"'rupaul's\": 5815, \"grace'\": 5816, \"wendy's\": 5817, 'genuine': 5818, 'chewbacca': 5819, 'absolute': 5820, 'removal': 5821, 'awake': 5822, 'filthy': 5823, 'complaining': 5824, 'fulfills': 5825, 'regretting': 5826, 'collide': 5827, 'fred': 5828, 'appalled': 5829, \"chicago's\": 5830, 'laquan': 5831, \"'most\": 5832, 'uncertain': 5833, 'shamed': 5834, 'battles': 5835, 'ski': 5836, 'tool': 5837, 'leftover': 5838, \"power'\": 5839, 'clashes': 5840, 'reward': 5841, 'dirt': 5842, 'stripper': 5843, 'compromise': 5844, 'landed': 5845, 'category': 5846, 'yearbook': 5847, 'donations': 5848, \"'why\": 5849, 'knees': 5850, 'barred': 5851, 'temperatures': 5852, 'skirt': 5853, \"'gay\": 5854, 'performs': 5855, 'recruit': 5856, \"illinois'\": 5857, 'fierce': 5858, 'infants': 5859, \"president'\": 5860, 'crawl': 5861, 'regime': 5862, 'nyt': 5863, 'legislators': 5864, 'steam': 5865, 'expression': 5866, 'survived': 5867, 'pressing': 5868, 'feast': 5869, 'filter': 5870, 'pics': 5871, 'boomer': 5872, 'mashup': 5873, 'tire': 5874, 'influenced': 5875, 'bergdahl': 5876, 'marching': 5877, 'formal': 5878, 'bounced': 5879, 'boarding': 5880, 'dawn': 5881, 'morrison': 5882, 'camping': 5883, 'mc': 5884, \"government's\": 5885, 'lowered': 5886, 'mine': 5887, 'illnesses': 5888, 'lea': 5889, 'debacle': 5890, 'bankrupt': 5891, 'designers': 5892, 'weddings': 5893, 'newtown': 5894, 'includes': 5895, 'gown': 5896, 'ambitions': 5897, 'outdoors': 5898, \"corden's\": 5899, 'assed': 5900, 'bangs': 5901, \"'quite\": 5902, 'fence': 5903, 'controlled': 5904, 'hitler': 5905, 'forgetting': 5906, \"'only\": 5907, 'olympian': 5908, 'gate': 5909, 'served': 5910, 'supermarket': 5911, 'entirety': 5912, 'protected': 5913, 'abandoning': 5914, 'plants': 5915, 'seemed': 5916, 'tackling': 5917, 'lance': 5918, 'fee': 5919, 'sizes': 5920, 'potato': 5921, \"'60\": 5922, 'anthropologists': 5923, 'rainforest': 5924, 'ahmed': 5925, 'continuing': 5926, 'debilitating': 5927, 'packing': 5928, 'exact': 5929, 'gearing': 5930, 'knock': 5931, 'wreck': 5932, 'screwing': 5933, 'stockholm': 5934, 'opponent': 5935, 'pact': 5936, 'foiled': 5937, 'landlord': 5938, \"world'\": 5939, 'faced': 5940, 'freed': 5941, 'mayhem': 5942, 'outrage': 5943, 'dollars': 5944, 'undergo': 5945, \"o'brien\": 5946, 'included': 5947, \"walker's\": 5948, '2009': 5949, 'definitely': 5950, 'sector': 5951, 'ebay': 5952, 'slur': 5953, 'gonna': 5954, 'retreat': 5955, 'forehead': 5956, 'meteorologist': 5957, 'hoax': 5958, 'boxes': 5959, 'delayed': 5960, 'posing': 5961, 'psa': 5962, 'forgiveness': 5963, 'designs': 5964, 'grease': 5965, 'periods': 5966, 'wistfully': 5967, 'hammers': 5968, 'bland': 5969, 'addict': 5970, 'carrier': 5971, 'overhead': 5972, 'staples': 5973, 'deadliest': 5974, 'reserve': 5975, 'ricans': 5976, 'venezuela': 5977, \"christmas'\": 5978, 'responders': 5979, 'declines': 5980, 'granted': 5981, 'dangling': 5982, 'somalia': 5983, \"'war\": 5984, 'snl': 5985, 'praised': 5986, 'convert': 5987, 'attended': 5988, 'height': 5989, 'represent': 5990, 'unicorn': 5991, 'definitive': 5992, 'acted': 5993, 'below': 5994, 'curse': 5995, 'drawings': 5996, 'deck': 5997, 'duped': 5998, 'disneyland': 5999, 'financially': 6000, 'madonna': 6001, 'afternoon': 6002, 'unhinged': 6003, \"'well\": 6004, 'dolphin': 6005, 'duo': 6006, 'invites': 6007, 'yorker': 6008, 'scottish': 6009, 'referendum': 6010, 'biopic': 6011, 'blanket': 6012, 'washed': 6013, 'hideous': 6014, 'skipping': 6015, 'thumb': 6016, 'thumbs': 6017, 'culinary': 6018, 'juice': 6019, 'hugging': 6020, 'yellowstone': 6021, 'resources': 6022, 'controlling': 6023, 'costing': 6024, 'villain': 6025, 'jungle': 6026, 'duff': 6027, 'reynolds': 6028, 'protects': 6029, 'promotion': 6030, \"wife's\": 6031, 'printer': 6032, 'ounce': 6033, 'heartfelt': 6034, 'pepper': 6035, 'pairing': 6036, 'violations': 6037, 'admissions': 6038, 'scrabble': 6039, 'volcano': 6040, 'active': 6041, 'zones': 6042, 'jeremy': 6043, \"'mr\": 6044, 'driverless': 6045, 'dudes': 6046, 'victorious': 6047, 'bio': 6048, 'ranked': 6049, 'strategies': 6050, 'spain': 6051, 'bulls': 6052, 'hunters': 6053, 'nudes': 6054, 'gallons': 6055, 'landmark': 6056, 'activity': 6057, 'crown': 6058, 'potter': 6059, 'doughnuts': 6060, 'indefinitely': 6061, \"'harry\": 6062, \"potter'\": 6063, 'colored': 6064, 'boards': 6065, 'understanding': 6066, 'bouncer': 6067, 'hatch': 6068, 'cardi': 6069, 'guess': 6070, 'eva': 6071, 'convicted': 6072, 'numerous': 6073, 'gesture': 6074, 'innovative': 6075, 'yale': 6076, 'pressured': 6077, 'spaces': 6078, 'chappelle': 6079, 'dean': 6080, 'enormous': 6081, 'screams': 6082, 'molestation': 6083, 'rides': 6084, 'leaks': 6085, 'marriages': 6086, 'matched': 6087, 'background': 6088, 'firearms': 6089, 'earliest': 6090, 'justify': 6091, 'inquiry': 6092, 'overdose': 6093, 'retirees': 6094, \"'x\": 6095, \"files'\": 6096, 'unhealthy': 6097, 'mayo': 6098, 'salon': 6099, 'kidney': 6100, 'tone': 6101, 'undercover': 6102, 'shines': 6103, 'baffled': 6104, '47': 6105, 'marital': 6106, 'scrutiny': 6107, 'nhl': 6108, 'stem': 6109, 'trucks': 6110, 'household': 6111, 'advanced': 6112, 'reasonable': 6113, 'lovely': 6114, 'rod': 6115, 'wi': 6116, 'identified': 6117, 'bucks': 6118, 'shred': 6119, 'spicy': 6120, 'surrounded': 6121, 'stranded': 6122, 'warnings': 6123, 'ipod': 6124, 'fancy': 6125, 'pabst': 6126, 'affects': 6127, 'nikki': 6128, 'aarp': 6129, 'sewage': 6130, 'criticize': 6131, 'anchors': 6132, 'bronze': 6133, 'prominent': 6134, 'supply': 6135, 'kobe': 6136, 'wallet': 6137, 'employer': 6138, 'razor': 6139, 'zayn': 6140, 'wanna': 6141, \"forever'\": 6142, 'insurers': 6143, 'aguilera': 6144, 'adopts': 6145, 'cub': 6146, 'cents': 6147, 'stroke': 6148, 'caller': 6149, 'incidents': 6150, 'core': 6151, 'maddow': 6152, 'airing': 6153, \"farmers'\": 6154, 'cave': 6155, 'hears': 6156, 'advocate': 6157, 'regional': 6158, 'le': 6159, 'patrol': 6160, 'runner': 6161, 'truman': 6162, 'lounge': 6163, 'frito': 6164, 'mrs': 6165, 'blamed': 6166, 'murphy': 6167, 'halliburton': 6168, 'abruptly': 6169, '2000': 6170, 'compulsive': 6171, 'alec': 6172, 'wiped': 6173, \"hbo's\": 6174, 'slays': 6175, 'tommy': 6176, 'thai': 6177, 'ashes': 6178, 'olsen': 6179, 'marines': 6180, 'baron': 6181, 'cope': 6182, 'cage': 6183, 'norwegian': 6184, 'diana': 6185, 'cpac': 6186, 'terrain': 6187, 'pig': 6188, 'avoids': 6189, 'believed': 6190, \"senator's\": 6191, 'dumps': 6192, 'parallel': 6193, \"guys'\": 6194, 'confronts': 6195, 'dismisses': 6196, 'burned': 6197, \"cards'\": 6198, 'spiritual': 6199, 'brick': 6200, \"obamacare's\": 6201, 'guinea': 6202, \"'there's\": 6203, 'violating': 6204, 'vogue': 6205, 'hearings': 6206, 'sweeping': 6207, 'spike': 6208, \"chili's\": 6209, 'extend': 6210, 'attending': 6211, 'invaded': 6212, \"apple's\": 6213, 'slippery': 6214, 'towns': 6215, 'jolie': 6216, 'pamela': 6217, 'hopefuls': 6218, 'groom': 6219, 'hr': 6220, \"'would\": 6221, 'console': 6222, 'peas': 6223, 'canal': 6224, 'tomato': 6225, 'awe': 6226, 'proclaims': 6227, 'result': 6228, 'tracy': 6229, 'scanning': 6230, \"up'\": 6231, 'fidel': 6232, 'booth': 6233, 'bursts': 6234, 'laughter': 6235, 'habitat': 6236, 'congresswoman': 6237, 'guinness': 6238, 'boycott': 6239, \"'hunger\": 6240, 'nicks': 6241, 'exposing': 6242, 'seeds': 6243, 'offends': 6244, 'asians': 6245, 'beans': 6246, 'monica': 6247, 'midterm': 6248, 'kinds': 6249, 'syrup': 6250, 'drain': 6251, 'neglected': 6252, \"zone'\": 6253, \"o'\": 6254, 'assembly': 6255, 'ny': 6256, \"'there\": 6257, 'topic': 6258, 'renewable': 6259, 'aggressive': 6260, 'meme': 6261, 'integrated': 6262, 'embracing': 6263, 'weiner': 6264, 'orca': 6265, 'troubled': 6266, 'occasion': 6267, 'lingerie': 6268, 'commit': 6269, 'yard': 6270, 'angelina': 6271, 'jihad': 6272, 'lesbians': 6273, 'middleton': 6274, 'psychological': 6275, 'deputies': 6276, 'bile': 6277, 'define': 6278, 'abs': 6279, '52': 6280, 'syndrome': 6281, \"'nothing\": 6282, 'wacky': 6283, 'autopsy': 6284, \"saturday's\": 6285, 'warehouse': 6286, 'coral': 6287, 'bachmann': 6288, 'goods': 6289, \"workers'\": 6290, 'ripped': 6291, 'resumes': 6292, 'compliment': 6293, 'duck': 6294, \"heart'\": 6295, 'shortage': 6296, 'needle': 6297, 'pastry': 6298, 'genital': 6299, 'maintains': 6300, 'symbol': 6301, 'hummus': 6302, 'bp': 6303, 'wobbly': 6304, 'guides': 6305, 'organs': 6306, 'citing': 6307, 'pal': 6308, 'injures': 6309, 'ingredient': 6310, 'virtual': 6311, 'homage': 6312, 'voyager': 6313, 'stepping': 6314, 'morale': 6315, 'panama': 6316, 'anna': 6317, 'plug': 6318, 'panics': 6319, 'gruesome': 6320, 'romantic': 6321, 'cory': 6322, 'hazing': 6323, 'louder': 6324, 'slain': 6325, 'chances': 6326, 'switches': 6327, '95': 6328, 'macron': 6329, 'acceptable': 6330, 'ufo': 6331, 'cocktail': 6332, 'joel': 6333, 'filing': 6334, 'perverted': 6335, 'abu': 6336, 'nutritionists': 6337, 'shade': 6338, 'kimye': 6339, 'vending': 6340, 'fifa': 6341, 'follows': 6342, 'alpha': 6343, 'isolated': 6344, 'pattern': 6345, 'bette': 6346, 'midler': 6347, 'benefactor': 6348, 'excellent': 6349, 'waving': 6350, 'aurora': 6351, 'mcconaughey': 6352, 'chills': 6353, 'drinkers': 6354, 'visited': 6355, \"tonight's\": 6356, 'versions': 6357, 'birthplace': 6358, 'guantanamo': 6359, 'decent': 6360, 'oral': 6361, 'traces': 6362, 'wells': 6363, 'groundbreaking': 6364, 'blissfully': 6365, 'motel': 6366, 'lakers': 6367, 'variety': 6368, 'homophobic': 6369, 'obvious': 6370, 'hijab': 6371, 'remembered': 6372, 'crosses': 6373, 'suggesting': 6374, 'searches': 6375, 'buzz': 6376, 'suspends': 6377, 'cookie': 6378, 'log': 6379, 'proposals': 6380, 'champagne': 6381, \"jones'\": 6382, 'spacey': 6383, 'parties': 6384, 'philosophy': 6385, 'au': 6386, 'adopted': 6387, 'bees': 6388, 'constitutional': 6389, 'twisted': 6390, 'grad': 6391, 'spelling': 6392, 'desert': 6393, 'criticizing': 6394, 'sexuality': 6395, \"'time'\": 6396, 'cease': 6397, 'dysfunctional': 6398, 'pursue': 6399, 'blasio': 6400, \"week'\": 6401, 'gilbert': 6402, 'raving': 6403, 'verdict': 6404, 'interrupted': 6405, 'cincinnati': 6406, 'unique': 6407, 'hostile': 6408, 'diverse': 6409, 'crosshairs': 6410, 'abandon': 6411, 'alito': 6412, 'layer': 6413, 'performer': 6414, 'ankle': 6415, 'channels': 6416, 'bigot': 6417, 'jan': 6418, 'unhappy': 6419, 'recognize': 6420, 'condemn': 6421, \"'empire'\": 6422, 'stuns': 6423, 'proving': 6424, 'nepal': 6425, 'cargo': 6426, 'skyscraper': 6427, 'insults': 6428, \"bachelor'\": 6429, 'brace': 6430, 'peanut': 6431, 'tackles': 6432, \"candidates'\": 6433, 'oz': 6434, 'ocd': 6435, '120': 6436, 'obsolete': 6437, 'cheers': 6438, 'arriving': 6439, 'trigger': 6440, 'boo': 6441, 'gwen': 6442, 'stefani': 6443, 'breasts': 6444, 'socks': 6445, 'seemingly': 6446, 'cockroach': 6447, 'franco': 6448, 'tearing': 6449, 'crocodile': 6450, '62': 6451, 'malfunction': 6452, \"'who\": 6453, 'shameless': 6454, \"'girls'\": 6455, 'duties': 6456, 'nor': 6457, \"day'\": 6458, 'janet': 6459, 'description': 6460, 'centers': 6461, 'inducted': 6462, 'constitute': 6463, \"could've\": 6464, \"'let\": 6465, 'emotions': 6466, 'lately': 6467, 'lonely': 6468, 'pine': 6469, 'awarded': 6470, 'confront': 6471, 'rolled': 6472, 'guacamole': 6473, 'keynote': 6474, 'stations': 6475, 'equity': 6476, 'launched': 6477, 'pockets': 6478, 'eerie': 6479, 'kits': 6480, 'daylight': 6481, 'wind': 6482, '31': 6483, 'novelty': 6484, 'ward': 6485, 'ncaa': 6486, \"rubio's\": 6487, 'vp': 6488, 'mommy': 6489, 'communists': 6490, 'departing': 6491, 'hunk': 6492, 'arts': 6493, 'snapchat': 6494, 'rupert': 6495, 'murdoch': 6496, 'concerns': 6497, 'bangladesh': 6498, 'diabetes': 6499, \"'our\": 6500, 'mutant': 6501, 'ninja': 6502, \"star's\": 6503, 'dependence': 6504, 'dennis': 6505, 'seating': 6506, 'sorority': 6507, 'hostage': 6508, 'bachelor': 6509, 'fashioned': 6510, 'papers': 6511, 'underwater': 6512, 'clinic': 6513, 'pitbull': 6514, 'auto': 6515, 'engineer': 6516, 'showdown': 6517, 'nightly': 6518, 'embassy': 6519, \"'carpool\": 6520, \"karaoke'\": 6521, 'cupboard': 6522, 'sticks': 6523, 'mounting': 6524, 'internal': 6525, 'metoo': 6526, 'staggering': 6527, 'handed': 6528, \"liars'\": 6529, \"'serial'\": 6530, 'coulter': 6531, 'cox': 6532, 'unearth': 6533, 'galactic': 6534, 'airplane': 6535, 'beg': 6536, 'owe': 6537, 'elk': 6538, 'hangover': 6539, 'counting': 6540, 'fried': 6541, 'achievement': 6542, 'salmonella': 6543, 'seed': 6544, 'silicon': 6545, 'ponytail': 6546, 'saddam': 6547, 'coasting': 6548, 'indie': 6549, 'disick': 6550, 'owning': 6551, 'flower': 6552, 'hmo': 6553, 'textbook': 6554, 'plain': 6555, 'diplomatic': 6556, 'donor': 6557, 'driveway': 6558, \"west's\": 6559, 'hostess': 6560, 'accidental': 6561, 'residence': 6562, \"off'\": 6563, 'advances': 6564, 'halt': 6565, 'banning': 6566, 'associated': 6567, 'comment': 6568, 'accessible': 6569, 'nearby': 6570, 'ridiculously': 6571, 'insider': 6572, 'justices': 6573, 'bye': 6574, 'employers': 6575, 'jerk': 6576, 'barber': 6577, 'tuition': 6578, 'cheesecake': 6579, 'diaz': 6580, 'substitute': 6581, '1989': 6582, '3d': 6583, 'duvernay': 6584, 'smells': 6585, 'undermine': 6586, 'alleges': 6587, 'dye': 6588, 'rove': 6589, 'redefine': 6590, 'overseas': 6591, \"christie's\": 6592, 'gathers': 6593, 'legalizes': 6594, \"mccain's\": 6595, 'wed': 6596, 'op': 6597, 'lifts': 6598, 'streak': 6599, 'resist': 6600, 'scams': 6601, '1998': 6602, 'uninformed': 6603, 'fantasize': 6604, 'napping': 6605, 'napkin': 6606, 'norman': 6607, 'reunite': 6608, 'mega': 6609, \"'these\": 6610, 'example': 6611, \"smith's\": 6612, 'sweatshirt': 6613, 'weighing': 6614, 'grasp': 6615, 'rowdy': 6616, 'shipment': 6617, 'tear': 6618, 'architect': 6619, 'unexpectedly': 6620, 'toddlers': 6621, 'sacrifice': 6622, 'partners': 6623, '20s': 6624, 'investigated': 6625, 'clearance': 6626, 'discarded': 6627, 'wow': 6628, 'tai': 6629, 'chi': 6630, \"industry's\": 6631, 'rom': 6632, 'sec': 6633, 'bragging': 6634, 'vast': 6635, 'girlfriends': 6636, \"'fuck\": 6637, 'partial': 6638, \"baby's\": 6639, 'cube': 6640, 'hippo': 6641, 'adjusting': 6642, 'pudding': 6643, 'payments': 6644, \"3'\": 6645, 'runaway': 6646, 'wheat': 6647, 'derek': 6648, 'angels': 6649, 'criticizes': 6650, 'quaker': 6651, 'sting': 6652, \"'super\": 6653, 'nominate': 6654, \"work'\": 6655, 'patch': 6656, 'bench': 6657, 'hacking': 6658, 'relatives': 6659, \"'america\": 6660, 'courts': 6661, 'oreos': 6662, '2011': 6663, 'visa': 6664, 'imagining': 6665, 'expands': 6666, 'diego': 6667, 'sparking': 6668, 'seated': 6669, 'tense': 6670, 'nest': 6671, 'escaped': 6672, \"game'\": 6673, 'received': 6674, 'gubernatorial': 6675, 'bones': 6676, 'algorithm': 6677, 'urging': 6678, '20th': 6679, 'choices': 6680, '2006': 6681, 'brandon': 6682, 'colorful': 6683, \"'guardians\": 6684, \"galaxy'\": 6685, 'hack': 6686, 'declared': 6687, \"'em\": 6688, 'advisor': 6689, 'explicitly': 6690, 'advisory': 6691, 'whistle': 6692, 'booed': 6693, 'jane': 6694, 'investigator': 6695, 'cantor': 6696, 'nathan': 6697, 'alumni': 6698, 'jogger': 6699, 'ballet': 6700, 'dancers': 6701, 'fiona': 6702, 'flee': 6703, 'editorial': 6704, 'pearl': 6705, 'dianne': 6706, 'renews': 6707, 'piano': 6708, 'harrison': 6709, 'deeper': 6710, \"we'll\": 6711, 'expansion': 6712, 'breitbart': 6713, 'curvy': 6714, 'alternate': 6715, 'offense': 6716, 'slave': 6717, 'futures': 6718, 'bomer': 6719, 'imagination': 6720, 'abusing': 6721, 'roast': 6722, 'notebook': 6723, 'imagined': 6724, 'wives': 6725, 'pee': 6726, 'sample': 6727, 'cord': 6728, 'checkout': 6729, '79': 6730, 'beliefs': 6731, 'weigh': 6732, 'bananas': 6733, 'serve': 6734, 'refrigerator': 6735, 'blogger': 6736, 'poetry': 6737, 'consequence': 6738, 'confessions': 6739, 'inclusion': 6740, 'toothbrush': 6741, 'prisons': 6742, 'recommendation': 6743, 'backing': 6744, 'helmet': 6745, 'pauses': 6746, 'figuring': 6747, 'gosling': 6748, 'doubled': 6749, 'recently': 6750, 'squirrel': 6751, \"nation'\": 6752, 'shkreli': 6753, \"party's\": 6754, 'penn': 6755, 'defamation': 6756, 'leaning': 6757, 'snacks': 6758, 'chilling': 6759, 'bullshit': 6760, 'styrofoam': 6761, 'noticing': 6762, 'condom': 6763, 'raids': 6764, 'fridge': 6765, 'advocacy': 6766, 'reflection': 6767, 'publisher': 6768, 'semitism': 6769, 'peppers': 6770, 'charging': 6771, 'liar': 6772, 'dive': 6773, 'coveted': 6774, 'screenwriter': 6775, 'organize': 6776, 'behaviors': 6777, 'whistleblower': 6778, 'lips': 6779, 'imitates': 6780, 'duterte': 6781, 'grass': 6782, 'retain': 6783, 'invisible': 6784, 'projects': 6785, 'unfit': 6786, 'column': 6787, 'shock': 6788, 'hamilton': 6789, 'soar': 6790, 'detector': 6791, 'kenny': 6792, 'founded': 6793, 'sand': 6794, 'explosive': 6795, 'pinterest': 6796, 'vandalized': 6797, 'disappears': 6798, 'waist': 6799, 'fastest': 6800, 'ethnic': 6801, \"jesus'\": 6802, \"love'\": 6803, 'introducing': 6804, 'celebration': 6805, 'carlos': 6806, 'doping': 6807, 'disturbingly': 6808, 'inaugural': 6809, 'kissing': 6810, \"'man\": 6811, 'gospel': 6812, 'differently': 6813, \"syria's\": 6814, 'forest': 6815, 'sings': 6816, 'uneasy': 6817, 'megan': 6818, 'juicy': 6819, 'newt': 6820, 'fey': 6821, 'lasts': 6822, 'watergate': 6823, 'retailers': 6824, 'eclipse': 6825, 'salary': 6826, 'taxpayers': 6827, '88': 6828, 'cowboys': 6829, 'tanks': 6830, 'connect': 6831, 'legalize': 6832, 'constituents': 6833, 'rotating': 6834, 'monument': 6835, 'continued': 6836, 'ears': 6837, 'testify': 6838, 'breyer': 6839, \"'roseanne'\": 6840, 'fascinating': 6841, 'handler': 6842, \"hillary'\": 6843, 'analysts': 6844, 'dutch': 6845, 'careful': 6846, 'consideration': 6847, 'remembrance': 6848, 'repay': 6849, 'devin': 6850, \"'never'\": 6851, 'beached': 6852, 'bale': 6853, \"'right\": 6854, 'northeast': 6855, 'brita': 6856, 'filters': 6857, 'grisham': 6858, 'authors': 6859, 'adolescent': 6860, 'fucks': 6861, 'fraternity': 6862, 'vicious': 6863, 'retaliation': 6864, 'networking': 6865, 'bono': 6866, 'cries': 6867, 'productions': 6868, 'tumor': 6869, 'bug': 6870, 'nye': 6871, \"'parks\": 6872, 'natalie': 6873, 'tours': 6874, 'roasts': 6875, 'beckham': 6876, 'poker': 6877, \"'is\": 6878, 'audition': 6879, 'urinal': 6880, 'newman': 6881, 'chews': 6882, 'expertise': 6883, 'swedish': 6884, 'apatow': 6885, \"'beauty\": 6886, 'lana': 6887, 'seymour': 6888, 'none': 6889, 'rapping': 6890, 'crusade': 6891, 'bragged': 6892, 'slate': 6893, 'deter': 6894, 'breakroom': 6895, 'outta': 6896, \"'make\": 6897, 'noodle': 6898, 'consume': 6899, 'avocados': 6900, 'progressives': 6901, 'toe': 6902, \"5'\": 6903, 'nasty': 6904, 'alliance': 6905, 'frontier': 6906, \"boys'\": 6907, 'casey': 6908, 'libido': 6909, 'juggler': 6910, 'transforming': 6911, 'conrad': 6912, 'kitsch': 6913, 'statistic': 6914, 'hernandez': 6915, 'inadvertently': 6916, \"'bachelor'\": 6917, 'photography': 6918, 'vince': 6919, 'kirsten': 6920, 'paves': 6921, 'spells': 6922, 'portal': 6923, 'lahren': 6924, 'hardy': 6925, 'blond': 6926, 'delaying': 6927, 'certain': 6928, 'psychologists': 6929, 'graves': 6930, 'lock': 6931, 'massage': 6932, 'entertaining': 6933, 'buyers': 6934, 'addicts': 6935, 'sentences': 6936, 'knicks': 6937, 'ceremonial': 6938, \"school's\": 6939, 'symptom': 6940, 'checklist': 6941, 'laundromat': 6942, 'keg': 6943, 'narcissist': 6944, 'governing': 6945, 'missiles': 6946, 'sadder': 6947, 'attic': 6948, 'motivation': 6949, \"'can't\": 6950, 'housefly': 6951, 'bounty': 6952, 'brawny': 6953, 'patience': 6954, 'mutual': 6955, 'canceling': 6956, 'choir': 6957, 'pageant': 6958, 'waterboarding': 6959, 'greeting': 6960, 'reno': 6961, 'fetish': 6962, 'evolving': 6963, 'classmate': 6964, 'incorrectly': 6965, 'readies': 6966, 'electronic': 6967, \"'lost\": 6968, 'merry': 6969, 'unstoppable': 6970, 'kobach': 6971, 'stray': 6972, 'darwin': 6973, 'brewing': 6974, 'approaches': 6975, 'interrogation': 6976, 'accurate': 6977, 'guesses': 6978, 'stern': 6979, \"'stupid'\": 6980, 'moviegoer': 6981, 'shakespeare': 6982, 'blunt': 6983, 'jupiter': 6984, 'interrupts': 6985, 'demonstrates': 6986, 'flake': 6987, 'mta': 6988, 'grizzly': 6989, 'ranger': 6990, 'selects': 6991, 'entrepreneurial': 6992, '1997': 6993, 'manufacturing': 6994, 'physics': 6995, 'predict': 6996, 'roe': 6997, 'assassination': 6998, \"'sleepy\": 6999, 'nemesis': 7000, 'moscow': 7001, 'cosmopolitan': 7002, \"weren't\": 7003, 'lovers': 7004, 'sheet': 7005, 'germans': 7006, 'combination': 7007, \"boy'\": 7008, 'bowling': 7009, 'scolds': 7010, 'prosecutors': 7011, 'tamir': 7012, 'pointed': 7013, 'molested': 7014, 'dee': 7015, 'soaked': 7016, \"life's\": 7017, \"'ellen'\": 7018, 'mauled': 7019, 'flyer': 7020, 'vintage': 7021, 'taiwan': 7022, 'karen': 7023, 'mason': 7024, 'roots': 7025, 'rats': 7026, 'exclusively': 7027, 'apartments': 7028, 'sensation': 7029, 'masters': 7030, 'license': 7031, 'murdering': 7032, 'nationalist': 7033, 'milwaukee': 7034, \"over'\": 7035, 'franchise': 7036, \"'religious\": 7037, \"freedom'\": 7038, 'diplomat': 7039, 'legends': 7040, 'amelia': 7041, \"nobody's\": 7042, 'burst': 7043, 'corpse': 7044, 'outsider': 7045, 'languages': 7046, \"artist's\": 7047, 'schooler': 7048, 'interviewed': 7049, 'elects': 7050, 'musician': 7051, 'purposes': 7052, 'unconscious': 7053, 'parlor': 7054, 'cans': 7055, 'alicia': 7056, 'preachers': 7057, 'resilient': 7058, 'relaxes': 7059, 'brett': 7060, 'obnoxious': 7061, 'contractors': 7062, 'tattoos': 7063, 'libertarian': 7064, 'terrier': 7065, 'chapel': 7066, 'remainder': 7067, 'solid': 7068, \"'toxic'\": 7069, 'henderson': 7070, 'rounds': 7071, 'enact': 7072, 'geography': 7073, 'competent': 7074, 'jfk': 7075, 'dependent': 7076, \"'avatar'\": 7077, 'attract': 7078, 'accidents': 7079, 'aircraft': 7080, 'division': 7081, 'stakes': 7082, 'dam': 7083, 'morbidly': 7084, 'romp': 7085, 'escalates': 7086, 'longevity': 7087, 'healthiest': 7088, 'outreach': 7089, 'explosives': 7090, 'divest': 7091, 'avery': 7092, 'floats': 7093, 'scotus': 7094, 'rewrite': 7095, 'messing': 7096, \"'will\": 7097, 'particularly': 7098, 'lengthy': 7099, 'walgreens': 7100, 'theories': 7101, 'ounces': 7102, 'fedex': 7103, 'mlk': 7104, 'spying': 7105, 'defibrillator': 7106, 'duncan': 7107, 'exam': 7108, 'vague': 7109, 'notion': 7110, 'trains': 7111, 'sheeran': 7112, 'sang': 7113, 'overwhelming': 7114, \"'on\": 7115, 'durst': 7116, 'lice': 7117, 'applause': 7118, 'coin': 7119, 'longs': 7120, 'compelling': 7121, 'engage': 7122, 'claire': 7123, 'danes': 7124, 'feig': 7125, 'mute': 7126, 'assigned': 7127, 'blindsided': 7128, 'knit': 7129, 'initial': 7130, 'identities': 7131, 'detectives': 7132, 'elevate': 7133, 'dummy': 7134, 'kremlin': 7135, 'geek': 7136, 'stark': 7137, 'goldfish': 7138, 'incarceration': 7139, 'signals': 7140, 'mosul': 7141, 'soulmate': 7142, 'undergoes': 7143, 'hails': 7144, 'suspend': 7145, \"'baby\": 7146, 'juggling': 7147, 'enroll': 7148, 'seacrest': 7149, 'corker': 7150, 'veal': 7151, 'calf': 7152, 'steakhouse': 7153, 'charts': 7154, 'monsters': 7155, 'periodic': 7156, 'elements': 7157, 'evolutionary': 7158, 'ruth': 7159, 'bader': 7160, 'ginsburg': 7161, 'swear': 7162, 'interviewer': 7163, 'arrangement': 7164, 'cheat': 7165, 'fitzgerald': 7166, 'ruby': 7167, 'stein': 7168, 'diners': 7169, 'hipster': 7170, 'permanently': 7171, \"deal'\": 7172, 'songwriter': 7173, 'guided': 7174, 'conor': 7175, 'loft': 7176, 'freeway': 7177, 'unreleased': 7178, 'jojo': 7179, 'sir': 7180, \"back'\": 7181, 'whiskey': 7182, 'patton': 7183, 'oswalt': 7184, 'licking': 7185, \"macy's\": 7186, 'pier': 7187, 'sweatshop': 7188, 'fuzzy': 7189, 'abramson': 7190, 'nerve': 7191, 'experimental': 7192, 'spencer': 7193, 'duckworth': 7194, '115': 7195, 'worship': 7196, \"ohio's\": 7197, \"news'\": 7198, 'calories': 7199, 'confrontation': 7200, \"'r'\": 7201, 'hatchimals': 7202, 'wrinkle': 7203, 'sunshine': 7204, 'privilege': 7205, 'honk': 7206, 'tyler': 7207, 'meg': 7208, 'personalities': 7209, 'contemplating': 7210, \"away'\": 7211, 'texts': 7212, 'stabbed': 7213, 'hiroshima': 7214, 'luxurious': 7215, 'tuna': 7216, 'circular': 7217, 'hallmark': 7218, 'robbers': 7219, 'spooky': 7220, \"'for\": 7221, 'trainer': 7222, 'reply': 7223, 'rosie': 7224, 'shapes': 7225, 'pierce': 7226, 'summers': 7227, 'represents': 7228, 'playground': 7229, \"kid'\": 7230, 'despondent': 7231, 'glory': 7232, 'airliner': 7233, 'grounded': 7234, 'amsterdam': 7235, 'surveys': 7236, 'sheryl': 7237, 'expires': 7238, 'walked': 7239, 'measures': 7240, 'topples': 7241, 'coup': 7242, 'frustration': 7243, 'coalition': 7244, 'chill': 7245, 'myself': 7246, 'challenging': 7247, 'bisexual': 7248, 'recruiter': 7249, \"'run\": 7250, 'ikea': 7251, 'rug': 7252, 'militias': 7253, 'raqqa': 7254, 'possession': 7255, 'swallowing': 7256, 'londoners': 7257, 'ramadan': 7258, \"ball'\": 7259, 'barrels': 7260, 'filling': 7261, \"newborn's\": 7262, 'grindr': 7263, 'trembling': 7264, 'firearm': 7265, 'recording': 7266, 'masterpiece': 7267, \"'frozen'\": 7268, \"mueller's\": 7269, 'kingdom': 7270, 'bash': 7271, \"'pocahontas'\": 7272, 'frost': 7273, 'coma': 7274, '750': 7275, 'homelessness': 7276, 'westminster': 7277, 'transit': 7278, 'hanes': 7279, 'animated': 7280, \"word'\": 7281, 'pandering': 7282, 'nerd': 7283, 'bleary': 7284, 'via': 7285, 'booby': 7286, 'analogy': 7287, 'execute': 7288, 'tastes': 7289, 'newlyweds': 7290, 'spanking': 7291, 'hey': 7292, 'renting': 7293, 'il': 7294, 'imported': 7295, 'snoop': 7296, 'dogg': 7297, 'sizzling': 7298, 'extremists': 7299, 'atheists': 7300, 'corps': 7301, 'warriors': 7302, 'panthers': 7303, '180': 7304, 'advantage': 7305, 'humble': 7306, 'halls': 7307, 'vine': 7308, 'millennia': 7309, 'ms': 7310, 'geologists': 7311, 'odom': 7312, 'oatmeal': 7313, 'protein': 7314, 'hated': 7315, 'bloated': 7316, 'austria': 7317, 'registered': 7318, 'offenders': 7319, 'skit': 7320, 'blaze': 7321, \"lowe's\": 7322, \"ocean's\": 7323, 'gentle': 7324, 'sweden': 7325, 'stare': 7326, 'wishing': 7327, 'departure': 7328, 'delegation': 7329, 'bashes': 7330, '54': 7331, 'mortar': 7332, 'paternity': 7333, 'boulder': 7334, 'fog': 7335, 'gunfire': 7336, 'salsa': 7337, 'apologies': 7338, 'thriller': 7339, 'sierra': 7340, 'leone': 7341, 'refutes': 7342, \"'reckless'\": 7343, 'cybersecurity': 7344, 'pros': 7345, 'capsule': 7346, 'unfair': 7347, 'offender': 7348, 'chili': 7349, \"'people'\": 7350, 'strained': 7351, 'scheme': 7352, 'margins': 7353, 'intellectual': 7354, 'stood': 7355, 'mobility': 7356, 'scooter': 7357, \"court's\": 7358, \"europe's\": 7359, 'gunpoint': 7360, 'trudeau': 7361, 'explodes': 7362, 'landmarks': 7363, 'males': 7364, 'norms': 7365, 'surrounding': 7366, 'supplies': 7367, \"jackson's\": 7368, 'harriet': 7369, 'tubman': 7370, 'houseguest': 7371, 'marred': 7372, 'malaysia': 7373, 'suck': 7374, 'tossed': 7375, 'clarkson': 7376, 'plows': 7377, 'reconciliation': 7378, \"house's\": 7379, \"domino's\": 7380, 'richest': 7381, 'hotline': 7382, 'ape': 7383, 'volunteers': 7384, 'judicial': 7385, 'nascar': 7386, 'executions': 7387, \"'embarrassing'\": 7388, 'newspapers': 7389, 'damning': 7390, 'disappearance': 7391, 'lt': 7392, 'buckingham': 7393, 'conflicts': 7394, 'medal': 7395, \"'me\": 7396, 'earl': 7397, 'kicking': 7398, 'martian': 7399, 'exits': 7400, 'hats': 7401, 'particle': 7402, 'tolerance': 7403, \"'nasty\": 7404, 'hammering': 7405, 'flowers': 7406, \"6'\": 7407, 'published': 7408, 'applies': 7409, 'thrilling': 7410, 'brush': 7411, 'douglas': 7412, 'membership': 7413, 'hose': 7414, 'hype': 7415, 'dwight': 7416, '82': 7417, 'climbs': 7418, 'musicals': 7419, 'trumpism': 7420, 'nicole': 7421, '18th': 7422, 'painter': 7423, 'reddit': 7424, 'hosting': 7425, 'ironclad': 7426, 'spoils': 7427, 'athletic': 7428, \"cuomo's\": 7429, 'breed': 7430, 'professionals': 7431, 'tribe': 7432, 'entertained': 7433, 'pbs': 7434, 'postponed': 7435, 'allan': 7436, 'revenue': 7437, '57': 7438, 'lionel': 7439, 'fort': 7440, 'trainee': 7441, 'autistic': 7442, 'kurds': 7443, 'impassioned': 7444, 'soars': 7445, 'churchgoer': 7446, 'undo': 7447, 'projected': 7448, 'fema': 7449, 'main': 7450, 'dildo': 7451, \"'people\": 7452, 'harvard': 7453, 'crowded': 7454, 'colombia': 7455, 'donna': 7456, 'palace': 7457, 'reaffirms': 7458, 'walter': 7459, '2010': 7460, 'outlets': 7461, 'sequence': 7462, 'monitors': 7463, 'extensive': 7464, 'revelations': 7465, 'masturbated': 7466, 'caribbean': 7467, 'aboard': 7468, 'extraordinary': 7469, 'marilyn': 7470, 'glam': 7471, 'glitter': 7472, 'accomplishments': 7473, 'recovers': 7474, 'mecca': 7475, 'slang': 7476, 'brighten': 7477, 'refund': 7478, 'sleepover': 7479, 'sucked': 7480, 'abuses': 7481, 'crashed': 7482, '2030': 7483, 'wynn': 7484, 'hawaiian': 7485, 'protagonist': 7486, 'recognizing': 7487, \"film's\": 7488, 'diagram': 7489, 'forum': 7490, 'discussion': 7491, 'placebo': 7492, 'stayed': 7493, 'blizzard': 7494, 'simultaneously': 7495, 'wealthiest': 7496, 'richer': 7497, 'insiders': 7498, \"do'\": 7499, 'remix': 7500, 'concussions': 7501, 'shaving': 7502, 'solved': 7503, 'boardroom': 7504, 'chilean': 7505, 'lynn': 7506, 'counter': 7507, 'voluntarily': 7508, 'commuters': 7509, 'slot': 7510, 'pretzel': 7511, 'yacht': 7512, 'adversity': 7513, \"grandmother's\": 7514, 'including': 7515, 'fueling': 7516, 'blindness': 7517, 'advertisers': 7518, 'fifty': 7519, 'grey': 7520, 'buffet': 7521, 'bump': 7522, 'swearing': 7523, 'haley': 7524, 'sunset': 7525, 'screwed': 7526, 'performers': 7527, 'liver': 7528, 'christianity': 7529, 'speakers': 7530, 'alter': 7531, 'egos': 7532, 'reuters': 7533, 'bryant': 7534, 'candles': 7535, 'botches': 7536, 'versus': 7537, 'krugman': 7538, 'ducks': 7539, 'processed': 7540, 'arabian': 7541, 'endorsing': 7542, 'wasteful': 7543, 'metaphor': 7544, 'rails': 7545, 'baptist': 7546, 'kidnapped': 7547, 'backstage': 7548, 'phil': 7549, 'beheaded': 7550, 'prediction': 7551, 'slaughtering': 7552, 'postmaster': 7553, 'founding': 7554, \"brown's\": 7555, 'chairs': 7556, 'technique': 7557, 'finals': 7558, 'suitcase': 7559, 'stretching': 7560, 'penguin': 7561, 'investors': 7562, 'stake': 7563, 'manhood': 7564, 'perez': 7565, 'giddy': 7566, 'dramas': 7567, 'grandchildren': 7568, 'default': 7569, 'warned': 7570, 'carol': 7571, 'overcrowded': 7572, 'limiting': 7573, 'automatically': 7574, 'olympians': 7575, 'cookies': 7576, 'maturity': 7577, 'vocal': 7578, 'cords': 7579, 'developed': 7580, 'outdated': 7581, 'oakland': 7582, 'boom': 7583, 'caroline': 7584, 'sharon': 7585, 'electricity': 7586, 'expenses': 7587, \"jobs'\": 7588, 'farenthold': 7589, 'resigned': 7590, 'hurdles': 7591, 'wonderland': 7592, 'crimea': 7593, 'sync': 7594, 'collapsed': 7595, 'timothy': 7596, 'vagina': 7597, 'disrupt': 7598, \"high'\": 7599, 'hollow': 7600, 'hyland': 7601, 'chosen': 7602, 'salvador': 7603, 'upholds': 7604, 'surfaces': 7605, 'cutout': 7606, 'destiny': 7607, 'butts': 7608, 'eccentric': 7609, 'secretive': 7610, 'stoked': 7611, 'tons': 7612, 'coroner': 7613, 'uproar': 7614, 'baylor': 7615, 'movements': 7616, 'elfman': 7617, 'patriarchy': 7618, 'vets': 7619, 'roomba': 7620, 'oasis': 7621, 'slips': 7622, 'click': 7623, 'dragged': 7624, 'wood': 7625, 'budweiser': 7626, 'counterparts': 7627, 'debbie': 7628, 'mosquito': 7629, 'manuscript': 7630, \"'real'\": 7631, 'slavery': 7632, 'typing': 7633, 'severed': 7634, 'singles': 7635, 'memorable': 7636, 'omg': 7637, 'representation': 7638, 'potatoes': 7639, 'inhumane': 7640, 'occurs': 7641, 'sufferer': 7642, 'refusal': 7643, 'unfinished': 7644, 'longingly': 7645, 'burrito': 7646, 'safari': 7647, 'willow': 7648, 'scam': 7649, \"football's\": 7650, 'agencies': 7651, 'geographic': 7652, 'byrne': 7653, 'mel': 7654, 'skateboard': 7655, 'cherry': 7656, 'prego': 7657, 'refreshed': 7658, 'banner': 7659, 'watcher': 7660, 'yeah': 7661, \"'death\": 7662, 'anxiously': 7663, 'angered': 7664, 'sin': 7665, 'frog': 7666, 'resilience': 7667, 'platter': 7668, 'complimentary': 7669, 'describes': 7670, 'diner': 7671, \"patron's\": 7672, 'posters': 7673, 'stevie': 7674, 'spell': 7675, 'slap': 7676, 'hypothetical': 7677, 'résumé': 7678, 'brave': 7679, 'cravings': 7680, 'promising': 7681, 'excerpt': 7682, 'downs': 7683, \"putin's\": 7684, 'defendant': 7685, 'unlimited': 7686, 'billing': 7687, 'wearable': 7688, 'vetoes': 7689, \"die'\": 7690, 'produces': 7691, 'decorative': 7692, 'impose': 7693, 'influential': 7694, 'stoner': 7695, 'stereotype': 7696, 'heidi': 7697, 'cheating': 7698, 'pancakes': 7699, \"family'\": 7700, \"trek'\": 7701, 'soak': 7702, 'episodes': 7703, 'stairs': 7704, 'stun': 7705, 'bloom': 7706, \"cyrus'\": 7707, 'creation': 7708, '69': 7709, 'toronto': 7710, 'loudest': 7711, 'devoted': 7712, 'dome': 7713, 'kotter': 7714, 'borrowed': 7715, 'tirade': 7716, 'grads': 7717, 'hulk': 7718, 'newsweek': 7719, 'deleting': 7720, 'desktop': 7721, 'broncos': 7722, 'besides': 7723, 'jcpenney': 7724, 'shaping': 7725, \"'greatest\": 7726, 'significant': 7727, 'nashville': 7728, 'darren': 7729, 'unnoticed': 7730, 'fearful': 7731, 'hasbro': 7732, 'concedes': 7733, 'stevens': 7734, 'suv': 7735, 'sacred': 7736, 'preschool': 7737, 'focuses': 7738, 'combating': 7739, \"baldwin's\": 7740, 'crushed': 7741, \"again'\": 7742, 'parrot': 7743, 'idiots': 7744, 'rains': 7745, 'toby': 7746, 'rooms': 7747, \"'more\": 7748, 'scarborough': 7749, 'porter': 7750, 'hamm': 7751, \"campaign's\": 7752, 'outage': 7753, 'medications': 7754, \"'oh\": 7755, 'bathrooms': 7756, 'branch': 7757, \"'today'\": 7758, 'recommended': 7759, 'lifestyle': 7760, 'goodwill': 7761, 'pussy': 7762, 'legally': 7763, 'hopefully': 7764, 'sought': 7765, 'currency': 7766, 'earns': 7767, 'popularity': 7768, 'vegetable': 7769, 'chimpanzees': 7770, 'mormon': 7771, 'strokes': 7772, 'unpublished': 7773, 'conditioner': 7774, 'giamatti': 7775, 'optimistic': 7776, 'manafort': 7777, 'prospective': 7778, \"'best\": 7779, 'pressures': 7780, 'intro': 7781, 'clears': 7782, 'pepsi': 7783, 'tissue': 7784, \"kerry's\": 7785, 'stirring': 7786, 'questioning': 7787, 'repeating': 7788, 'relevant': 7789, 'ongoing': 7790, 'collective': 7791, 'discernible': 7792, 'foul': 7793, 'margaret': 7794, 'installs': 7795, 'swayed': 7796, 'milosevic': 7797, \"'pitch\": 7798, 'aca': 7799, 'ballistic': 7800, 'silently': 7801, 'breakfasts': 7802, 'catchphrase': 7803, 'procrastinating': 7804, 'captive': 7805, 'emerging': 7806, 'begging': 7807, 'reaching': 7808, 'hovering': 7809, 'snowden': 7810, 'spark': 7811, 'turmoil': 7812, 'argue': 7813, 'ditches': 7814, 'starring': 7815, \"king's\": 7816, 'stored': 7817, 'harris': 7818, 'units': 7819, 'costner': 7820, 'lurking': 7821, '76': 7822, 'lasagna': 7823, 'rituals': 7824, 'cloak': 7825, 'dagger': 7826, 'boundaries': 7827, '2024': 7828, 'allowance': 7829, 'nears': 7830, 'eichner': 7831, 'gilmore': 7832, 'sailor': 7833, 'derails': 7834, 'cornered': 7835, 'vilsack': 7836, 'fundraiser': 7837, 'anticipated': 7838, 'pup': 7839, 'venture': 7840, 'entrepreneurs': 7841, 'dhabi': 7842, 'electing': 7843, 'servings': 7844, \"britain's\": 7845, 'atm': 7846, 'potentially': 7847, 'dangerously': 7848, 'retreats': 7849, 'flooded': 7850, 'prequel': 7851, 'boiling': 7852, 'mountains': 7853, \"'batman\": 7854, \"superman'\": 7855, 'educator': 7856, 'unsustainable': 7857, 'hoarder': 7858, 'goats': 7859, 'vacations': 7860, 'wows': 7861, 'handful': 7862, 'rahm': 7863, 'emanuel': 7864, 'wealthier': 7865, 'obstruction': 7866, 'rented': 7867, \"'grey's\": 7868, \"anatomy'\": 7869, 'chat': 7870, \"face'\": 7871, 'repair': 7872, 'defective': 7873, 'survives': 7874, 'televised': 7875, \"'ghostbusters'\": 7876, 'afro': 7877, 'patriotic': 7878, 'betrayal': 7879, '1960s': 7880, 'plague': 7881, 'y': 7882, 'asset': 7883, 'nanny': 7884, \"'dead\": 7885, 'naps': 7886, 'decrease': 7887, 'peanuts': 7888, 'fargo': 7889, 'tesla': 7890, 'cancellation': 7891, \"cosby's\": 7892, 'vermont': 7893, \"'broad\": 7894, 'gain': 7895, \"'avengers'\": 7896, 'creativity': 7897, 'hawking': 7898, 'likens': 7899, 'complaint': 7900, 'neurotic': 7901, 'handlers': 7902, 'mixing': 7903, 'promo': 7904, 'hydraulic': 7905, 'diamonds': 7906, 'edward': 7907, 'sophie': 7908, 'conforming': 7909, 'mirrors': 7910, 'cozy': 7911, '12th': 7912, 'sides': 7913, 'discussed': 7914, \"body'\": 7915, \"bean's\": 7916, 'wreckage': 7917, 'privileged': 7918, 'oceans': 7919, 'pickup': 7920, \"graham's\": 7921, 'imagines': 7922, 'prompts': 7923, 'prevention': 7924, 'mathematician': 7925, 'blocked': 7926, 'burglar': 7927, 'shakes': 7928, 'caste': 7929, 'sloppy': 7930, \"would've\": 7931, 'flesh': 7932, 'reduced': 7933, 'spree': 7934, 'pleasantly': 7935, 'liquor': 7936, 'philando': 7937, 'incapable': 7938, \"lifetime's\": 7939, '77': 7940, 'explorer': 7941, 'doomed': 7942, 'offices': 7943, 'bonding': 7944, \"'family'\": 7945, 'wax': 7946, 'rodriguez': 7947, 'trailblazing': 7948, 'scandals': 7949, 'hindus': 7950, 'partially': 7951, 'pretends': 7952, 'glitch': 7953, 'tables': 7954, 'pardons': 7955, 'provider': 7956, 'dipshits': 7957, 'exhibits': 7958, 'lid': 7959, 'bribe': 7960, 'sickly': 7961, 'tight': 7962, 'jenkins': 7963, 'someday': 7964, 'jamie': 7965, 'fetus': 7966, 'mesmerizing': 7967, 'gig': 7968, \"parkinson's\": 7969, '56': 7970, 'enriched': 7971, 'uranium': 7972, 'pulse': 7973, 'porch': 7974, 'applications': 7975, 'xi': 7976, 'terri': 7977, 'fond': 7978, \"'look\": 7979, 'fundamentalists': 7980, '46': 7981, 'rethink': 7982, 'axe': 7983, 'bend': 7984, 'longest': 7985, 'otto': 7986, 'warmbier': 7987, 'mahmoud': 7988, 'backpack': 7989, \"patient's\": 7990, 'kidnapping': 7991, 'naturally': 7992, 'malia': 7993, 'argentina': 7994, 'classroom': 7995, 'appropriate': 7996, 'stances': 7997, \"garner's\": 7998, 'charitable': 7999, 'loner': 8000, 'curly': 8001, 'fry': 8002, 'cousins': 8003, 'graphics': 8004, 'noticed': 8005, 'mastectomy': 8006, 'drew': 8007, 'dealing': 8008, 'satisfy': 8009, 'lunches': 8010, 'smug': 8011, \"blood'\": 8012, 'vmas': 8013, 'rational': 8014, 'tongue': 8015, 'honey': 8016, 'marries': 8017, 'surfer': 8018, \"irma's\": 8019, 'maid': 8020, 'visas': 8021, 'teenager': 8022, 'rupaul': 8023, 'contestants': 8024, \"colombia's\": 8025, 'showed': 8026, 'jesse': 8027, 'saturday': 8028, 'heartbroken': 8029, 'fec': 8030, 'thanking': 8031, 'absorbed': 8032, 'palestine': 8033, 'scientology': 8034, \"'going\": 8035, \"nerd's\": 8036, 'glacier': 8037, 'betrays': 8038, 'playoff': 8039, 'aerobics': 8040, 'bra': 8041, 'teddy': 8042, 'coping': 8043, 'clintons': 8044, 'colleague': 8045, 'yosemite': 8046, 'embraces': 8047, 'rogue': 8048, 'escaping': 8049, \"bear's\": 8050, 'texting': 8051, 'lashes': 8052, 'zealand': 8053, 'greatness': 8054, 'tortoise': 8055, 'silvio': 8056, 'berlusconi': 8057, 'steamy': 8058, 'dc': 8059, 'patricia': 8060, 'masturbates': 8061, 'madison': 8062, 'releasing': 8063, '63': 8064, 'expects': 8065, 'dipping': 8066, 'shady': 8067, 'kisses': 8068, 'atmosphere': 8069, 'pundit': 8070, 'yields': 8071, 'decreased': 8072, 'lawsuits': 8073, 'defines': 8074, 'lure': 8075, 'crate': 8076, 'tan': 8077, 'roker': 8078, \"'if\": 8079, 'jen': 8080, 'curling': 8081, 'boredom': 8082, \"christ's\": 8083, 'michelin': 8084, \"simpsons'\": 8085, 'ashcroft': 8086, 'disruption': 8087, 'shrink': 8088, 'laughs': 8089, 'claus': 8090, 'handled': 8091, \"days'\": 8092, 'liked': 8093, 'bean': 8094, 'shouts': 8095, 'predicts': 8096, 'laundry': 8097, 'greet': 8098, \"ranger'\": 8099, 'smear': 8100, 'began': 8101, 'kendall': 8102, 'failures': 8103, 'vomits': 8104, 'lucas': 8105, 'hardship': 8106, 'behalf': 8107, 'momentum': 8108, 'blair': 8109, 'singapore': 8110, 'popcorn': 8111, 'sane': 8112, \"killer'\": 8113, 'fearless': 8114, 'aquarium': 8115, 'cuff': 8116, 'mushrooms': 8117, 'werewolf': 8118, 'nun': 8119, 'helpless': 8120, 'weights': 8121, 'mercilessly': 8122, 'baton': 8123, 'rouge': 8124, \"money's\": 8125, 'issued': 8126, 'pottery': 8127, 'mayan': 8128, 'declining': 8129, '1994': 8130, 'tsunami': 8131, 'biblical': 8132, 'disorders': 8133, 'macarthur': 8134, 'nuke': 8135, 'huntsman': 8136, 'newscast': 8137, 'renew': 8138, 'dismayed': 8139, \"customers'\": 8140, 'sinclair': 8141, 'qualified': 8142, 'tractor': 8143, 'showering': 8144, 'bradley': 8145, 'trout': 8146, 'polluted': 8147, 'apologizing': 8148, 'spoofs': 8149, 'bashing': 8150, 'impoverished': 8151, 'noxious': 8152, 'draw': 8153, \"arpaio's\": 8154, 'reel': 8155, 'disappointment': 8156, 'lining': 8157, 'gavin': 8158, 'laverne': 8159, 'royals': 8160, 'limbo': 8161, 'burton': 8162, 'depp': 8163, 'cue': 8164, 'attempted': 8165, 'responsibilities': 8166, 'endanger': 8167, '5th': 8168, 'tent': 8169, \"'secret\": 8170, 'osama': 8171, 'lied': 8172, 'purse': 8173, 'buff': 8174, 'mortal': 8175, 'blacks': 8176, 'parked': 8177, 'worthless': 8178, 'stared': 8179, \"job'\": 8180, 'worries': 8181, 'misery': 8182, 'comprehensive': 8183, 'nabs': 8184, 'postpartum': 8185, 'ignorance': 8186, 'affairs': 8187, 'meatless': 8188, 'bishop': 8189, 'curtain': 8190, 'dynasty': 8191, 'sideways': 8192, 'grip': 8193, 'interns': 8194, 'pharrell': 8195, 'everest': 8196, 'chess': 8197, 'heartless': 8198, 'curators': 8199, 'joined': 8200, 'premier': 8201, 'congo': 8202, 'narrator': 8203, 'aly': 8204, 'raisman': 8205, 'suri': 8206, 'drags': 8207, 'doorstep': 8208, 'reelection': 8209, 'trusted': 8210, 'adjusted': 8211, 'dea': 8212, 'fabric': 8213, 'tweeters': 8214, 'scrapped': 8215, 'testament': 8216, \"'fear\": 8217, 'puppies': 8218, 'hurry': 8219, \"'party\": 8220, 'decker': 8221, \"scalia's\": 8222, 'coloring': 8223, 'demonstrate': 8224, 'shovel': 8225, 'lifeguard': 8226, 'drowning': 8227, \"australia's\": 8228, 'unsolicited': 8229, 'joining': 8230, 'educating': 8231, \"pence's\": 8232, 'programming': 8233, 'withholding': 8234, 'somali': 8235, 'toss': 8236, 'messy': 8237, 'encourage': 8238, 'equifax': 8239, 'sony': 8240, 'ushers': 8241, 'abuser': 8242, 'nightmares': 8243, 'degeneres': 8244, 'till': 8245, 'powell': 8246, \"truth'\": 8247, 'advises': 8248, 'span': 8249, 'arrival': 8250, 'classes': 8251, 'skinny': 8252, 'contributions': 8253, \"'he\": 8254, 'archbishop': 8255, 'leno': 8256, \"florida's\": 8257, 'load': 8258, 'outrageous': 8259, 'bipartisan': 8260, 'unexplained': 8261, 'mode': 8262, 'privately': 8263, 'profound': 8264, 'hanks': 8265, 'embattled': 8266, 'recognized': 8267, 'ap': 8268, 'kangaroo': 8269, \"years'\": 8270, \"hero'\": 8271, 'brock': 8272, 'romance': 8273, 'publishes': 8274, 'uphold': 8275, 'gymnast': 8276, 'enchanted': 8277, 'smoothly': 8278, 'recorded': 8279, 'rave': 8280, 'dozen': 8281, 'violently': 8282, 'rhino': 8283, 'horn': 8284, 'dumbest': 8285, 'tide': 8286, 'swab': 8287, 'thrilled': 8288, 'travels': 8289, 'bow': 8290, 'soil': 8291, 'commissioner': 8292, 'cape': 8293, \"trump'\": 8294, 'skyrockets': 8295, 'glowing': 8296, 'consent': 8297, '3rd': 8298, 'profiting': 8299, 'hides': 8300, 'midst': 8301, 'circling': 8302, 'judd': 8303, 'consultant': 8304, 'gehry': 8305, '19th': 8306, 'separated': 8307, 'narrow': 8308, 'humiliated': 8309, 'connections': 8310, 'wal': 8311, \"bee's\": 8312, 'persona': 8313, 'setback': 8314, 'embarks': 8315, 'screens': 8316, 'mtv': 8317, 'chechen': 8318, \"'coming\": 8319, 'dixie': 8320, 'jackpot': 8321, 'launching': 8322, 'prehistoric': 8323, 'wrapping': 8324, 'fever': 8325, 'somebody': 8326, 'redefining': 8327, 'ownership': 8328, 'joking': 8329, 'minnie': 8330, \"'gone\": 8331, 'sheldon': 8332, 'hippie': 8333, 'parental': 8334, 'drum': 8335, 'raucous': 8336, 'stages': 8337, 'festivals': 8338, 'slam': 8339, 'shithole': 8340, 'deposit': 8341, 'recounts': 8342, 'psychic': 8343, 'siege': 8344, 'clone': 8345, 'campaigning': 8346, 'overturns': 8347, 'evidently': 8348, 'wikipedia': 8349, 'dementia': 8350, 'pointing': 8351, 'methane': 8352, 'banned': 8353, 'upgrade': 8354, 'mercy': 8355, 'fucker': 8356, \"applebee's\": 8357, \"'downton\": 8358, \"abbey'\": 8359, 'honda': 8360, 'shell': 8361, 'coachella': 8362, 'erases': 8363, 'mankind': 8364, 'stable': 8365, 'revolutionize': 8366, 'guards': 8367, 'gratification': 8368, 'cleaner': 8369, 'though': 8370, \"town's\": 8371, 'invents': 8372, 'gums': 8373, 'classy': 8374, 'doomsday': 8375, 'casts': 8376, \"hunt'\": 8377, 'scraps': 8378, 'references': 8379, \"city's\": 8380, 'relate': 8381, 'vitamin': 8382, 'motorist': 8383, \"carey's\": 8384, 'junior': 8385, \"un's\": 8386, 'assumed': 8387, 'frame': 8388, 'slated': 8389, 'biological': 8390, 'novelist': 8391, 'unionize': 8392, 'hacker': 8393, 'knight': 8394, 'fur': 8395, 'intricate': 8396, 'fountain': 8397, \"veteran's\": 8398, 'def': 8399, 'educate': 8400, 'attracting': 8401, 'participants': 8402, \"beyoncé's\": 8403, \"'take\": 8404, '45th': 8405, 'subconscious': 8406, 'pundits': 8407, 'babysitter': 8408, 'kesha': 8409, 'heated': 8410, 'lighting': 8411, 'wanting': 8412, 'flaws': 8413, 'balancing': 8414, 'playlist': 8415, 'todd': 8416, 'charms': 8417, 'melinda': 8418, \"'making\": 8419, 'subscription': 8420, 'katrina': 8421, 'conductor': 8422, 'degrasse': 8423, 'ana': 8424, 'navarro': 8425, 'luxury': 8426, 'squandering': 8427, 'placement': 8428, 'stronger': 8429, 'rifles': 8430, 'contaminated': 8431, 'waters': 8432, 'elder': 8433, 'neglects': 8434, 'withdraws': 8435, 'crossroads': 8436, 'shrinking': 8437, 'disc': 8438, 'changer': 8439, 'takeover': 8440, 'execs': 8441, 'altogether': 8442, \"carson's\": 8443, 'investing': 8444, 'embarrassing': 8445, 'upstairs': 8446, 'witherspoon': 8447, 'ordering': 8448, 'nurses': 8449, 'signed': 8450, 'seizes': 8451, 'spite': 8452, 'digging': 8453, 'juror': 8454, 'chopping': 8455, 'spectacular': 8456, 'philly': 8457, 'penguins': 8458, 'allergic': 8459, 'vandalism': 8460, 'lapse': 8461, 'recount': 8462, 'faculty': 8463, 'sentencing': 8464, 'brightest': 8465, 'cheerleader': 8466, 'inn': 8467, 'snowing': 8468, \"'when\": 8469, 'donating': 8470, 'nabisco': 8471, 'tenants': 8472, 'screw': 8473, 'crab': 8474, 'harmful': 8475, 'capitalism': 8476, \"sorry'\": 8477, 'thigh': 8478, 'vincent': 8479, 'boil': 8480, 'ruffalo': 8481, 'nacho': 8482, 'assholes': 8483, 'rican': 8484, 'hairstylist': 8485, 'planets': 8486, 'detention': 8487, 'relaxing': 8488, 'adaptation': 8489, 'belief': 8490, 'practicing': 8491, 'pump': 8492, 'enhance': 8493, \"college's\": 8494, 'managed': 8495, 'interference': 8496, \"'smart'\": 8497, 'hermione': 8498, 'lust': 8499, 'mud': 8500, 'mannequin': 8501, 'hotshot': 8502, 'eviscerates': 8503, \"z's\": 8504, 'marrying': 8505, 'billionth': 8506, 'shack': 8507, 'fantastic': 8508, 'suitors': 8509, 'wwi': 8510, 'uncover': 8511, 'vaxxers': 8512, 'nativity': 8513, 'amal': 8514, 'stylish': 8515, 'tabs': 8516, 'theorize': 8517, 'atom': 8518, 'cricket': 8519, 'empowering': 8520, 'harper': 8521, 'hhs': 8522, 'lapierre': 8523, \"'after\": 8524, 'studios': 8525, \"members'\": 8526, 'evades': 8527, 'emoji': 8528, 'earning': 8529, 'lapd': 8530, \"victoria's\": 8531, \"working'\": 8532, 'publicity': 8533, 'satisfied': 8534, 'lander': 8535, 'shaky': 8536, 'hacked': 8537, 'fascinated': 8538, 'airs': 8539, 'harold': 8540, 'bombs': 8541, 'pension': 8542, 'certificates': 8543, 'adults': 8544, 'revolutionary': 8545, 'rack': 8546, 'dessert': 8547, 'max': 8548, 'fury': 8549, 'rockets': 8550, 'rodent': 8551, 'explosions': 8552, 'institution': 8553, 'gluten': 8554, 'superstitious': 8555, 'pad': 8556, 'acid': 8557, 'dairy': 8558, 'blistering': 8559, 'infinitely': 8560, 'goddess': 8561, 'transphobia': 8562, 'nursery': 8563, 'filipino': 8564, 'deserved': 8565, \"that'll\": 8566, 'vikings': 8567, 'hastert': 8568, 'lookalike': 8569, 'scented': 8570, 'peer': 8571, 'melts': 8572, 'steel': 8573, 'witch': 8574, 'throwback': 8575, 'controls': 8576, 'molesting': 8577, 'snowstorm': 8578, 'kardashians': 8579, 'insult': 8580, 'malcolm': 8581, \"earth'\": 8582, 'diabetic': 8583, 'assaulted': 8584, 'nixon': 8585, 'garcia': 8586, 'dixon': 8587, 'ihop': 8588, \"grader's\": 8589, 'hustler': 8590, 'soulful': 8591, \"'completely\": 8592, 'dem': 8593, 'pharmaceutical': 8594, 'fuming': 8595, 'bang': 8596, 'capacity': 8597, 'ostracized': 8598, 'terry': 8599, 'briefings': 8600, 'cancelled': 8601, 'heavily': 8602, 'couric': 8603, 'cardinal': 8604, 'unleash': 8605, 'rocker': 8606, 'shits': 8607, 'crow': 8608, 'pursuit': 8609, 'unemployment': 8610, \"'be\": 8611, 'jeter': 8612, 'mizzou': 8613, 'software': 8614, 'factors': 8615, 'getaway': 8616, 'overwhelmingly': 8617, 'rampage': 8618, 'extinction': 8619, 'tinder': 8620, 'boosts': 8621, 'tactics': 8622, 'punch': 8623, 'shrieking': 8624, 'arch': 8625, 'illusion': 8626, 'draining': 8627, 'hotter': 8628, 'ugh': 8629, 'masks': 8630, 'digestive': 8631, 'emotion': 8632, \"help'\": 8633, 'punched': 8634, 'eulogy': 8635, 'tee': 8636, 'mosques': 8637, 'confinement': 8638, 'commute': 8639, 'cardinals': 8640, 'bruno': 8641, 'venice': 8642, 'unsuspecting': 8643, 'cleared': 8644, 'glover': 8645, 'intervention': 8646, 'alt': 8647, 'poison': 8648, 'indoor': 8649, 'starr': 8650, 'travis': 8651, 'attached': 8652, 'lively': 8653, 'slammed': 8654, 'wilds': 8655, \"abc's\": 8656, 'creep': 8657, \"americans'\": 8658, 'spoon': 8659, 'retrospective': 8660, 'humors': 8661, 'bel': 8662, 'eliminates': 8663, 'savings': 8664, 'redford': 8665, 'candid': 8666, 'campuses': 8667, 'trooper': 8668, 'entitled': 8669, 'chaplain': 8670, 'evolve': 8671, 'capitalizing': 8672, 'drifting': 8673, 'haspel': 8674, \"survivors'\": 8675, \"'fast\": 8676, 'doodle': 8677, 'manly': 8678, 'basically': 8679, 'paddle': 8680, 'interpretation': 8681, 'existence': 8682, 'swimmer': 8683, \"'westworld'\": 8684, 'folded': 8685, 'literary': 8686, 'murderer': 8687, \"administration's\": 8688, 'speeches': 8689, 'supremacists': 8690, 'mentioning': 8691, 'mourners': 8692, 'discipline': 8693, 'iowan': 8694, 'schwarzenegger': 8695, 'descend': 8696, 'surrogate': 8697, 'janice': 8698, 'chokes': 8699, 'compassion': 8700, \"car'\": 8701, \"'let's\": 8702, \"home'\": 8703, 'cheddar': 8704, 'julian': 8705, 'assange': 8706, 'accomplish': 8707, \"states'\": 8708, 'basilica': 8709, 'conducting': 8710, \"governor's\": 8711, 'widower': 8712, 'begs': 8713, 'bastards': 8714, 'illustrations': 8715, 'maintenance': 8716, 'disgruntled': 8717, 'paltrow': 8718, 'yoko': 8719, 'ono': 8720, 'bereavement': 8721, 'clinging': 8722, 'blinds': 8723, 'orbit': 8724, 'dinosaur': 8725, 'smiles': 8726, 'tidal': 8727, 'withstand': 8728, 'appetizers': 8729, 'bollywood': 8730, 'stopping': 8731, 'filmed': 8732, 'karate': 8733, '42': 8734, 'lowest': 8735, 'gated': 8736, 'provision': 8737, 'paperwork': 8738, 'spotify': 8739, 'prose': 8740, 'rapist': 8741, 'wary': 8742, 'mandela': 8743, 'lunatic': 8744, 'cakes': 8745, 'crane': 8746, 'excuses': 8747, 'counterfeit': 8748, 'crushes': 8749, 'robber': 8750, 'halftime': 8751, 'brie': 8752, 'bottles': 8753, 'adderall': 8754, 'unconstitutional': 8755, 'unthinkable': 8756, 'supervisor': 8757, 'denying': 8758, 'defund': 8759, '91': 8760, 'piling': 8761, 'symbolic': 8762, 'dust': 8763, 'colleagues': 8764, 'abdul': 8765, 'backfires': 8766, \"drake's\": 8767, 'erika': 8768, 'mishap': 8769, 'millionaire': 8770, 'scream': 8771, 'carried': 8772, 'surfing': 8773, 'chaffetz': 8774, \"season's\": 8775, '―': 8776, \"simpson's\": 8777, 'chasing': 8778, 'rider': 8779, 'darfur': 8780, 'shadows': 8781, \"'he's\": 8782, 'switched': 8783, 'belt': 8784, 'yelled': 8785, 'rescues': 8786, 'ominous': 8787, 'flop': 8788, 'database': 8789, 'copycat': 8790, 'frontman': 8791, 'tucker': 8792, 'wiretapping': 8793, 'unread': 8794, 'queens': 8795, 'unbelievable': 8796, 'opts': 8797, 'artistic': 8798, 'appreciation': 8799, 'transformation': 8800, \"'diversity\": 8801, 'glows': 8802, 'ourselves': 8803, 'urgent': 8804, \"effect'\": 8805, 'problematic': 8806, 'internship': 8807, 'acquitted': 8808, 'depth': 8809, \"adele's\": 8810, 'walls': 8811, 'useful': 8812, 'malik': 8813, 'fighter': 8814, 'pinned': 8815, 'colossal': 8816, 'covering': 8817, \"'trump'\": 8818, 'dire': 8819, 'santana': 8820, 'intimacy': 8821, 'uncovers': 8822, 'broth': 8823, 'primer': 8824, 'tourism': 8825, 'cheeky': 8826, 'pokemon': 8827, 'viewing': 8828, 'toothbrushes': 8829, 'overtime': 8830, 'destructive': 8831, 'gathering': 8832, 'sucks': 8833, 'poland': 8834, 'mic': 8835, 'certainly': 8836, 'jonas': 8837, 'tweeted': 8838, 'antibiotics': 8839, 'gel': 8840, 'summons': 8841, 'arguing': 8842, 'downplays': 8843, 'civilian': 8844, 'beatles': 8845, 'rite': 8846, 'sotomayor': 8847, 'assuring': 8848, \"'any\": 8849, 'racists': 8850, \"roommate's\": 8851, \"'bachelorette'\": 8852, 'bachelorette': 8853, 'gods': 8854, 'statues': 8855, 'milking': 8856, 'joseph': 8857, 'parole': 8858, 'reflect': 8859, 'pending': 8860, 'providing': 8861, 'craft': 8862, 'shoppers': 8863, 'grandchild': 8864, 'snape': 8865, 'advancing': 8866, 'sinking': 8867, 'cockpit': 8868, 'jeffrey': 8869, 'detonates': 8870, 'rehearsal': 8871, \"'spider\": 8872, 'frightened': 8873, \"bloomberg's\": 8874, 'courtroom': 8875, 'manga': 8876, 'whims': 8877, 'deporting': 8878, \"congress'\": 8879, 'motive': 8880, 'brody': 8881, \"'moana'\": 8882, '81': 8883, 'inflicted': 8884, 'medics': 8885, 'ticked': 8886, 'equipment': 8887, 'disappoints': 8888, 'tunnels': 8889, 'surely': 8890, 'climbing': 8891, 'tupperware': 8892, 'wnba': 8893, 'yesterday': 8894, 'gape': 8895, \"ceo's\": 8896, 'sonny': 8897, 'skiing': 8898, \"'12\": 8899, 'amazed': 8900, 'insecurities': 8901, 'albuquerque': 8902, 'liam': 8903, 'smooch': 8904, 'gerber': 8905, \"crawford's\": 8906, 'clippers': 8907, 'matching': 8908, 'karaoke': 8909, \"'fighting\": 8910, 'niro': 8911, 'speeding': 8912, \"philadelphia's\": 8913, 'mayoral': 8914, \"god'\": 8915, 'boiled': 8916, 'southerner': 8917, 'selectively': 8918, 'councilman': 8919, 'qualities': 8920, 'chubby': 8921, 'empowers': 8922, 'behar': 8923, \"'racist\": 8924, 'rey': 8925, 'niece': 8926, 'supermodel': 8927, '14th': 8928, 'physicist': 8929, 'alaskan': 8930, 'pharma': 8931, 'heed': 8932, 'sonic': 8933, 'liars': 8934, 'claimed': 8935, 'markered': 8936, 'initials': 8937, \"'straight\": 8938, \"compton'\": 8939, 'jepsen': 8940, \"that'\": 8941, 'humbled': 8942, 'barista': 8943, 'tracked': 8944, 'bender': 8945, 'sticker': 8946, 'avocado': 8947, 'awaiting': 8948, 'collapsing': 8949, 'woodwork': 8950, 'frankie': 8951, 'fiasco': 8952, 'flourish': 8953, 'sibling': 8954, 'encouragement': 8955, 'northwest': 8956, 'territories': 8957, 'darrell': 8958, \"'ant\": 8959, 'infinity': 8960, 'moses': 8961, 'rocked': 8962, 'improvement': 8963, \"lopez's\": 8964, 'laureate': 8965, \"'dancing\": 8966, 'unmanned': 8967, 'soup': 8968, 'slovenian': 8969, 'decor': 8970, 'gillibrand': 8971, 'genome': 8972, 'boko': 8973, 'haram': 8974, 'participating': 8975, 'drown': 8976, 'stretches': 8977, 'palms': 8978, 'fixing': 8979, 'bumper': 8980, 'wafer': 8981, 'gchat': 8982, 'beck': 8983, 'theblaze': 8984, 'unapologetically': 8985, 'buzzword': 8986, 'dilemma': 8987, 'surrenders': 8988, 'pioneer': 8989, 'convenient': 8990, 'interactions': 8991, 'dot': 8992, \"kanye's\": 8993, 'websites': 8994, 'flyover': 8995, \"beethoven's\": 8996, 'bluetooth': 8997, 'dispute': 8998, 'montage': 8999, 'salvaged': 9000, 'employs': 9001, 'partygoer': 9002, 'handheld': 9003, '2002': 9004, 'tame': 9005, \"knicks'\": 9006, 'healed': 9007, 'subsidies': 9008, 'forests': 9009, 'dig': 9010, 'detox': 9011, 'audible': 9012, 'root': 9013, 'guam': 9014, \"paltrow's\": 9015, 'shonda': 9016, 'rhimes': 9017, 'necklace': 9018, 'relaunches': 9019, \"racist'\": 9020, 'charting': 9021, 'theoretical': 9022, 'tenure': 9023, 'stricken': 9024, 'typecast': 9025, 'relatively': 9026, 'priority': 9027, 'judaism': 9028, 'blankets': 9029, 'phenomenon': 9030, 'trove': 9031, 'eerily': 9032, 'predicted': 9033, 'gifs': 9034, 'thunder': 9035, 'compromising': 9036, 'wreaks': 9037, 'achievable': 9038, 'liking': 9039, 'sheets': 9040, 'evacuates': 9041, 'safeguarding': 9042, 'tucking': 9043, '15th': 9044, 'lego': 9045, 'tumbling': 9046, \"'weak\": 9047, 'invades': 9048, 'banjo': 9049, 'hammered': 9050, 'predicament': 9051, 'weeknd': 9052, 'inconvenience': 9053, 'avoided': 9054, \"crime'\": 9055, 'deliberately': 9056, 'chefs': 9057, 'dentist': 9058, 'paw': 9059, 'antidepressant': 9060, 'pointer': 9061, 'aimed': 9062, 'walkway': 9063, 'arrogant': 9064, 'scent': 9065, 'physicists': 9066, 'miscarriage': 9067, \"'army\": 9068, '70th': 9069, 'savvy': 9070, 'registers': 9071, 'eliminated': 9072, 'whoops': 9073, 'smashes': 9074, 'aspiring': 9075, 'underreported': 9076, 'reuniting': 9077, \"yahoo's\": 9078, 'newfront': 9079, 'antarctic': 9080, 'observational': 9081, 'spices': 9082, 'dexter': 9083, 'excruciating': 9084, 'overcomes': 9085, \"idiot'\": 9086, \"racism'\": 9087, 'echoes': 9088, 'eggers': 9089, 'ribbon': 9090, 'biscuit': 9091, 'drowned': 9092, \"brothers'\": 9093, 'mandate': 9094, 'gabrielle': 9095, 'sword': 9096, 'shrine': 9097, 'dobrev': 9098, \"'vampire\": 9099, \"diaries'\": 9100, 'bizarrely': 9101, 'witness': 9102, 'allege': 9103, 'kosovo': 9104, 'volkswagen': 9105, \"voters'\": 9106, 'glands': 9107, 'kite': 9108, \"sprint's\": 9109, 'downloadable': 9110, 'scents': 9111, 'bobsled': 9112, 'foes': 9113, 'schism': 9114, 'relative': 9115, 'cabaret': 9116, 'louvre': 9117, 'hybrid': 9118, 'attractions': 9119, 'suzanne': 9120, 'meltdown': 9121, 'hater': 9122, 'attackers': 9123, 'harrelson': 9124, 'leaf': 9125, 'touches': 9126, 'contention': 9127, 'crafts': 9128, 'feeble': 9129, 'originally': 9130, \"evening's\": 9131, 'transfers': 9132, 'latex': 9133, 'hubble': 9134, 'earhart': 9135, \"ailes'\": 9136, 'buzzer': 9137, \"'family\": 9138, 'institutes': 9139, 'notre': 9140, 'dame': 9141, 'impregnated': 9142, 'dash': 9143, 'kinda': 9144, 'pranks': 9145, 'homecoming': 9146, \"bone'\": 9147, 'regretted': 9148, 'regal': 9149, 'idling': 9150, 'mobilize': 9151, 'marathoner': 9152, 'incitement': 9153, 'prodigy': 9154, 'inaccurate': 9155, 'ratner': 9156, 'foreman': 9157, 'indicator': 9158, 'tented': 9159, 'miniskirt': 9160, 'blonde': 9161, \"heaven'\": 9162, 'flew': 9163, 'sistine': 9164, 'momentarily': 9165, 'dictator': 9166, 'exiting': 9167, 'vocalist': 9168, 'specific': 9169, 'goat': 9170, 'beast': 9171, 'erect': 9172, 'closure': 9173, 'privileges': 9174, 'motorized': 9175, 'softly': 9176, 'luigi': 9177, 'overeating': 9178, 'dumber': 9179, 'confidant': 9180, 'rbg': 9181, 'swap': 9182, 'capturing': 9183, 'viking': 9184, 'fogle': 9185, \"her'\": 9186, 'beeping': 9187, \"mom'\": 9188, 'spreading': 9189, 'antonio': 9190, 'hike': 9191, 'greeted': 9192, 'baggage': 9193, 'navigating': 9194, 'ballots': 9195, 'arne': 9196, 'standardized': 9197, 'scrambles': 9198, 'cinemax': 9199, \"show's\": 9200, \"fleek'\": 9201, 'mosquitoes': 9202, 'glaad': 9203, 'meow': 9204, 'wigs': 9205, \"eyes'\": 9206, \"'acting\": 9207, \"nra'\": 9208, 'husbands': 9209, 'mint': 9210, \"trust'\": 9211, \"'jimmy\": 9212, 'limited': 9213, 'enrollment': 9214, 'suitor': 9215, 'resented': 9216, 'pronounces': 9217, 'fitting': 9218, 'temperature': 9219, 'underscores': 9220, 'dominate': 9221, 'worsen': 9222, \"toddler's\": 9223, \"'titanic'\": 9224, 'districts': 9225, 'supportive': 9226, 'barriers': 9227, 'snapping': 9228, \"'complete\": 9229, 'ripe': 9230, 'autonomy': 9231, 'shining': 9232, 'talked': 9233, 'gummi': 9234, '39': 9235, 'delightfully': 9236, 'shipwreck': 9237, 'recess': 9238, 'arya': 9239, 'shoving': 9240, 'capabilities': 9241, 'trashes': 9242, 'raisin': 9243, 'flatly': 9244, 'shatter': 9245, 'perceptions': 9246, 'function': 9247, 'libraries': 9248, 'astoria': 9249, 'theatre': 9250, 'framed': 9251, 'gestapo': 9252, 'altitude': 9253, 'desks': 9254, \"m's\": 9255, 'redesign': 9256, 'racy': 9257, 'imprisoned': 9258, 'abandons': 9259, 'electorate': 9260, 'warden': 9261, 'tapes': 9262, 'infected': 9263, 'doubts': 9264, 'sainthood': 9265, 'triggers': 9266, 'reflex': 9267, 'speechless': 9268, 'dismissal': 9269, 'boob': 9270, 'summed': 9271, 'listens': 9272, 'scrolling': 9273, \"couple'\": 9274, 'understudy': 9275, 'cartoonists': 9276, 'prevail': 9277, 'angrily': 9278, 'utterly': 9279, 'availability': 9280, 'peaceful': 9281, 'vegan': 9282, 'ipad': 9283, 'beginner': 9284, 'godmother': 9285, 'weekly': 9286, 'lunar': 9287, 'saudis': 9288, 'scarred': 9289, \"'raw\": 9290, 'guitarist': 9291, 'convict': 9292, 'generating': 9293, 'riff': 9294, 'unsafe': 9295, 'withdraw': 9296, 'grew': 9297, 'immoral': 9298, 'woodcut': 9299, 'hay': 9300, \"genius'\": 9301, 'subpoenaed': 9302, 'voiced': 9303, 'ninth': 9304, 'asghar': 9305, 'byproducts': 9306, 'maintaining': 9307, 'sinus': 9308, 'executioner': 9309, 'tammy': 9310, 'selfies': 9311, \"'dear\": 9312, \"picasso's\": 9313, 'pubescent': 9314, 'demoted': 9315, 'liability': 9316, 'unsightly': 9317, 'revise': 9318, \"gray's\": 9319, 'hopelessly': 9320, 'relocates': 9321, 'delaria': 9322, 'butch': 9323, 'basket': 9324, 'euthanize': 9325, 'earned': 9326, \"they'd\": 9327, 'observation': 9328, 'winston': 9329, 'churchill': 9330, 'polio': 9331, 'crib': 9332, 'denver': 9333, 'shoulders': 9334, 'squandered': 9335, 'precedes': 9336, \"the'\": 9337, 'blacklivesmatter': 9338, 'limitless': 9339, 'wrap': 9340, 'sigma': 9341, \"card'\": 9342, 'tedious': 9343, 'graduating': 9344, 'demolition': 9345, 'cummings': 9346, \"generation'\": 9347, 'whitman': 9348, 'mussolini': 9349, 'ama': 9350, \"fuckin'\": 9351, 'sympathetic': 9352, 'distances': 9353, 'pyeongchang': 9354, 'celine': 9355, 'dion': 9356, 'goblet': 9357, 'bumble': 9358, 'doughboy': 9359, 'presses': 9360, 'ariel': 9361, 'mila': 9362, 'kunis': 9363, 'mckinnon': 9364, 'papa': 9365, \"john's\": 9366, 'radicals': 9367, \"'historic'\": 9368, 'caesars': 9369, 'patio': 9370, \"hawking's\": 9371, 'quaint': 9372, '1973': 9373, 'extraterrestrial': 9374, 'sanction': 9375, 'ugliness': 9376, \"'ridiculous'\": 9377, 'opportunities': 9378, 'peel': 9379, 'ancestor': 9380, \"'clock\": 9381, 'podcasts': 9382, 'seekers': 9383, 'solely': 9384, 'tolerate': 9385, 'triumphant': 9386, 'retiree': 9387, 'intermission': 9388, 'emits': 9389, 'edison': 9390, 'freshness': 9391, 'sorely': 9392, 'impress': 9393, 'strategic': 9394, 'confesses': 9395, \"website's\": 9396, 'associates': 9397, \"too'\": 9398, 'battleground': 9399, 'bicycle': 9400, \"'bathroom\": 9401, \"bill'\": 9402, 'teuwen': 9403, 'hikers': 9404, 'antics': 9405, 'wrought': 9406, 'nuns': 9407, 'addressed': 9408, '160': 9409, 'talktome': 9410, 'barking': 9411, 'haggard': 9412, \"'holy\": 9413, 'owes': 9414, 'reception': 9415, 'lennon': 9416, 'vowed': 9417, 'motorcade': 9418, 'biel': 9419, 'silas': 9420, 'medals': 9421, 'refers': 9422, 'newborns': 9423, 'mop': 9424, 'meaningful': 9425, 'bonds': 9426, 'pistachios': 9427, \"hate'\": 9428, 'homesick': 9429, 'automated': 9430, \"beast'\": 9431, 'trek': 9432, 'wrinkles': 9433, 'legs': 9434, 'styx': 9435, 'sarkozy': 9436, 'liz': 9437, 'aim': 9438, 'settings': 9439, 'boot': 9440, 'etiquette': 9441, 'watchers': 9442, 'adequately': 9443, 'guilt': 9444, \"'rick\": 9445, \"morty'\": 9446, 'drumming': 9447, \"o'clock\": 9448, 'decluttering': 9449, 'jetblue': 9450, 'twisting': 9451, 'transplant': 9452, \"'nashville'\": 9453, 'cliffhanger': 9454, 'swan': 9455, 'harmed': 9456, 'catering': 9457, 'obscure': 9458, 'telemedicine': 9459, 'taboo': 9460, 'operative': 9461, 'traps': 9462, 'recurring': 9463, 'dateline': 9464, 'leprosy': 9465, 'humane': 9466, 'spam': 9467, 'featuring': 9468, 'banksy': 9469, 'brendan': 9470, 'fraser': 9471, 'mercifully': 9472, 'kristol': 9473, 'impresses': 9474, 'insomnia': 9475, 'airstrike': 9476, 'organizers': 9477, 'porta': 9478, 'potty': 9479, \"boehner's\": 9480, 'chrome': 9481, 'announced': 9482, 'spirituality': 9483, 'warped': 9484, 'environmentalism': 9485, 'courtesy': 9486, 'brunette': 9487, 'savages': 9488, \"'give\": 9489, 'demanding': 9490, \"murray's\": 9491, 'mediating': 9492, 'judging': 9493, 'heinz': 9494, \"bears'\": 9495, 'boeing': 9496, 'beverage': 9497, 'perot': 9498, 'injects': 9499, '6x60': 9500, 'believing': 9501, \"wait'\": 9502, 'shotgun': 9503, 'abdomen': 9504, 'pollster': 9505, 'teammate': 9506, \"'cnn\": 9507, 'vienna': 9508, 'celebrations': 9509, 'noted': 9510, \"plan's\": 9511, \"cops'\": 9512, 'suggested': 9513, 'predictable': 9514, 'blowback': 9515, \"'doesn't\": 9516, 'moran': 9517, 'lactate': 9518, 'u2': 9519, \"'stop\": 9520, 'hating': 9521, 'autocratic': 9522, 'believable': 9523, 'storyline': 9524, 'frogs': 9525, 'fascist': 9526, 'pigs': 9527, 'fetishist': 9528, 'mo': 9529, 'hispanics': 9530, 'charlton': 9531, 'secondhand': 9532, 'innocence': 9533, 'promoted': 9534, 'belated': 9535, 'deaver': 9536, 'flawed': 9537, 'kitchenaid': 9538, 'rad': 9539, 'collector': 9540, 'chokehold': 9541, 'material': 9542, 'backseat': 9543, 'taxi': 9544, \"lawmakers'\": 9545, 'flock': 9546, \"'second\": 9547, 'doris': 9548, 'wade': 9549, 'opt': 9550, 'predictor': 9551, 'symphony': 9552, 'orchestra': 9553, 'mellencamp': 9554, 'hospitals': 9555, 'pristine': 9556, 'vendor': 9557, 'dorner': 9558, 'disagree': 9559, 'rosemary': 9560, 'simpler': 9561, 'tandem': 9562, 'rages': 9563, 'stockbroker': 9564, \"'butt\": 9565, 'exxon': 9566, 'mozambique': 9567, 'genie': 9568, 'pleading': 9569, \"churchill's\": 9570, 'singers': 9571, 'bots': 9572, 'influencing': 9573, 'rugged': 9574, 'verify': 9575, 'veiled': 9576, \"reason'\": 9577, 'choked': 9578, 'footballs': 9579, 'stats': 9580, 'cinnamon': 9581, 'ethiopia': 9582, 'mohamed': 9583, 'flavorless': 9584, 'besieged': 9585, 'appointed': 9586, 'harington': 9587, 'resemblance': 9588, 'dumbass': 9589, 'clicked': 9590, 'bets': 9591, 'comforting': 9592, \"right'\": 9593, 'ozzy': 9594, 'leelah': 9595, 'napkins': 9596, 'nurturing': 9597, 'sighing': 9598, 'saddest': 9599, 'participated': 9600, 'fold': 9601, 'fleetwood': 9602, \"hell's\": 9603, 'fleeing': 9604, 'findings': 9605, 'wished': 9606, 'dune': 9607, 'exploiting': 9608, 'followed': 9609, 'tanzania': 9610, 'apples': 9611, 'neglect': 9612, 'bows': 9613, 'tehran': 9614, 'demonstrations': 9615, 'ramp': 9616, 'tricky': 9617, 'motherf': 9618, \"ker'\": 9619, 'hugs': 9620, 'courthouse': 9621, 'belgian': 9622, 'damages': 9623, 'starter': 9624, 'grain': 9625, 'institute': 9626, 'bounce': 9627, 'ratio': 9628, 'unesco': 9629, 'rattled': 9630, 'snowball': 9631, 'robust': 9632, 'observations': 9633, 'borrow': 9634, 'sweetest': 9635, 'digs': 9636, 'cordless': 9637, 'transmission': 9638, \"'home\": 9639, \"improvement'\": 9640, 'piven': 9641, 'hubris': 9642, 'superstar': 9643, 'lap': 9644, \"white'\": 9645, 'propecia': 9646, 'claritin': 9647, 'broadcaster': 9648, 'odd': 9649, 'superheroes': 9650, \"y'all\": 9651, \"yo'\": 9652, 'registration': 9653, 'clinches': 9654, 'darling': 9655, 'prospects': 9656, '130': 9657, 'fascism': 9658, 'bermuda': 9659, 'peterson': 9660, \"dog'\": 9661, 'analyzes': 9662, 'vip': 9663, 'misguided': 9664, 'armageddon': 9665, 'nicely': 9666, 'discontinue': 9667, \"'breaking\": 9668, \"bad'\": 9669, 'judgment': 9670, 'tasting': 9671, 'bi': 9672, \"magazine'\": 9673, 'robotics': 9674, 'curtains': 9675, 'clutch': 9676, 'raging': 9677, 'dedicates': 9678, \"matter'\": 9679, 'slightest': 9680, 'elf': 9681, 'displayed': 9682, \"cigarettes'\": 9683, 'confounded': 9684, 'petitions': 9685, 'adopt': 9686, 'icymi': 9687, \"run'\": 9688, 'orrin': 9689, \"weapon'\": 9690, \"'emotional\": 9691, 'webpage': 9692, 'thwarting': 9693, 'longoria': 9694, 'pringles': 9695, 'outnumber': 9696, \"hiddleston's\": 9697, 'cameraman': 9698, 'downplayed': 9699, 'guarantees': 9700, 'paramedic': 9701, 'practitioner': 9702, 'dishwasher': 9703, 'rabies': 9704, 'indoors': 9705, 'bigoted': 9706, \"michelle's\": 9707, 'breastfeed': 9708, 'jindal': 9709, 'overshadowed': 9710, 'prinze': 9711, 'iranians': 9712, 'withhold': 9713, \"'million\": 9714, \"reasons'\": 9715, 'fragrance': 9716, 'lingering': 9717, 'publicists': 9718, 'hayride': 9719, 'scenic': 9720, 'railway': 9721, 'iris': 9722, 'barbie': 9723, 'americas': 9724, 'yom': 9725, 'kippur': 9726, 'rivals': 9727, 'questionable': 9728, 'debating': 9729, 'peacefully': 9730, 'atomic': 9731, 'clinch': 9732, \"reporter's\": 9733, 'björk': 9734, '280': 9735, 'tacked': 9736, 'hourly': 9737, \"'light\": 9738, \"view'\": 9739, 'unwilling': 9740, 'logical': 9741, 'eminem': 9742, 'elton': 9743, 'honestly': 9744, 'zamboni': 9745, 'bullets': 9746, 'invokes': 9747, 'ornithologist': 9748, 'sincerely': 9749, 'various': 9750, 'genitals': 9751, \"hellmann's\": 9752, 'lo': 9753, 'unlicensed': 9754, 'litter': 9755, 'jukebox': 9756, \"nixon's\": 9757, \"'fix\": 9758, 'subcommittee': 9759, \"baby'\": 9760, 'ant': 9761, 'reflecting': 9762, \"'queer\": 9763, 'overcoming': 9764, 'huma': 9765, 'starship': 9766, 'uncool': 9767, 'zookeeper': 9768, 'feminists': 9769, 'ants': 9770, 'bands': 9771, 'blackberry': 9772, 'yankee': 9773, 'translation': 9774, 'vindicates': 9775, 'listeria': 9776, 'packaged': 9777, 'lauded': 9778, 'neutral': 9779, 'mcmahon': 9780, 'autobiography': 9781, 'sustain': 9782, 'soy': 9783, 'meteorite': 9784, 'damaged': 9785, 'kilborn': 9786, 'collision': 9787, 'detains': 9788, 'seasonally': 9789, 'swipe': 9790, 'gmo': 9791, 'magnificent': 9792, 'judy': 9793, 'sustainability': 9794, 'spewing': 9795, 'difficulty': 9796, 'vandals': 9797, \"uganda's\": 9798, 'elves': 9799, 'condemned': 9800, \"'she\": 9801, 'editing': 9802, 'enemies': 9803, 'rude': 9804, \"moderator's\": 9805, 'infuriating': 9806, 'ibtihaj': 9807, 'recruitment': 9808, 'robocall': 9809, 'messi': 9810, 'burnt': 9811, 'surf': 9812, 'dale': 9813, 'brag': 9814, 'unprecedented': 9815, 'burritos': 9816, 'perspectives': 9817, 'partying': 9818, 'portuguese': 9819, 'marchers': 9820, \"'sanctuary\": 9821, 'produced': 9822, \"plug'\": 9823, 'shepard': 9824, 'punching': 9825, 'allocated': 9826, \"stuff'\": 9827, 'hamburger': 9828, 'toppings': 9829, 'unites': 9830, 'westboro': 9831, 'skywriter': 9832, 'cum': 9833, 'distinction': 9834, 'groundhog': 9835, '1914': 9836, \"james'\": 9837, 'shorts': 9838, 'heels': 9839, 'keebler': 9840, 'bummed': 9841, 'berserk': 9842, \"netanyahu's\": 9843, 'weighed': 9844, 'labored': 9845, 'recovered': 9846, 'squeak': 9847, \"seaworld's\": 9848, \"hollow'\": 9849, 'pities': 9850, \"greenspan's\": 9851, \"players'\": 9852, 'masculinity': 9853, 'muscles': 9854, 'ash': 9855, 'predicting': 9856, 'poisoning': 9857, 'snooping': 9858, 'logs': 9859, 'quantum': 9860, 'hazards': 9861, 'denounces': 9862, \"'unreal\": 9863, 'severe': 9864, 'ptsd': 9865, 'harbinger': 9866, \"hampshire'\": 9867, \"gold'\": 9868, 'accord': 9869, 'frosted': 9870, 'carrot': 9871, 'orientation': 9872, '1991': 9873, 'gypsies': 9874, 'stocked': 9875, 'receptionist': 9876, 'subscribers': 9877, 'quincy': 9878, 'theology': 9879, 'folk': 9880, 'derailing': 9881, 'choking': 9882, 'nutritional': 9883, 'outlaw': 9884, 'loretta': 9885, 'pry': 9886, 'enthusiast': 9887, 'weeping': 9888, 'millionth': 9889, 'meter': 9890, 'conditioning': 9891, 'outcome': 9892, 'questioned': 9893, 'extraction': 9894, 'valentines': 9895, 'depends': 9896, \"bank's\": 9897, 'embezzlement': 9898, 'balanced': 9899, 'fiscal': 9900, 'rabid': 9901, 'separation': 9902, 'custard': 9903, 'tuberculosis': 9904, 'economics': 9905, 'assets': 9906, 'urinator': 9907, 'wistful': 9908, 'inheritance': 9909, 'powerpoint': 9910, 'gloves': 9911, 'grizzled': 9912, 'gaunt': 9913, 'assistants': 9914, 'bridesmaids': 9915, 'congressmen': 9916, \"dangerous'\": 9917, 'battleship': 9918, 'terse': 9919, \"queens'\": 9920, 'anonymity': 9921, 'wrecking': 9922, 'atlantic': 9923, 'barron': 9924, 'halle': 9925, \"'champion\": 9926, \"hollywood'\": 9927, 'conscience': 9928, \"creator's\": 9929, 'crayon': 9930, 'noose': 9931, 'whcd': 9932, 'unwinnable': 9933, 'booze': 9934, \"revolution'\": 9935, 'boise': 9936, 'stones': 9937, \"problem'\": 9938, 'vanilla': 9939, 'buns': 9940, 'instrument': 9941, 'chased': 9942, 'skate': 9943, 'crossfit': 9944, 'yiannopoulos': 9945, 'invite': 9946, 'blender': 9947, 'pronounce': 9948, 'biker': 9949, 'obstacle': 9950, \"vote'\": 9951, 'yours': 9952, \"interview'\": 9953, 'strangely': 9954, \"'hope'\": 9955, 'nailed': 9956, 'wes': 9957, 'harley': 9958, 'davidson': 9959, 'roles': 9960, 'bud': 9961, 'trespassing': 9962, 'airbrushing': 9963, 'alerts': 9964, 'jorge': 9965, 'ramos': 9966, 'airasia': 9967, 'incest': 9968, 'examine': 9969, 'workaholic': 9970, 'unimpressive': 9971, 'doggy': 9972, 'breaches': 9973, 'bogus': 9974, \"daniels'\": 9975, 'individuals': 9976, \"reid's\": 9977, 'uniting': 9978, 'fable': 9979, 'reiner': 9980, 'nc': 9981, 'verbatim': 9982, 'decries': 9983, 'orgasm': 9984, 'orphaned': 9985, \"business'\": 9986, \"dems'\": 9987, 'floodwaters': 9988, 'extent': 9989, 'lecture': 9990, 'accusing': 9991, 'cattrall': 9992, \"uk's\": 9993, 'mashed': 9994, 'rental': 9995, 'megachurch': 9996, 'spatial': 9997, 'involving': 9998, \"driver's\": 9999, 'shingles': 10000, 'basement': 10001, 'nationalism': 10002, 'tantalizing': 10003, 'mccarthy': 10004, 'degenerates': 10005, 'certified': 10006, 'vet': 10007, 'strangled': 10008, 'intend': 10009, 'winding': 10010, 'lew': 10011, 'origins': 10012, 'softball': 10013, 'scarlett': 10014, 'stroller': 10015, 'senses': 10016, 'twentysomething': 10017, 'denzel': 10018, \"ones'\": 10019, 'dre': 10020, 'disembodied': 10021, \"'wrecking\": 10022, 'sticking': 10023, 'appointment': 10024, 'shia': 10025, \"bar's\": 10026, 'ferrell': 10027, \"humanity's\": 10028, 'batters': 10029, 'freaks': 10030, 'jug': 10031, 'extinct': 10032, 'watkins': 10033, \"'myth'\": 10034, 'institutions': 10035, 'gamble': 10036, 'grassley': 10037, 'weightlifter': 10038, 'belly': 10039, 'sow': 10040, 'completion': 10041, 'yang': 10042, 'suckers': 10043, \"cat's\": 10044, 'fuckup': 10045, 'gerrymandering': 10046, 'disillusionment': 10047, 'fireman': 10048, \"'donald\": 10049, 'stealth': 10050, 'toughest': 10051, 'prick': 10052, \"'modern\": 10053, 'bystander': 10054, \"legionnaires'\": 10055, 'cement': 10056, 'hanukkah': 10057, 'haven': 10058, 'bending': 10059, 'sacramento': 10060, 'stephon': 10061, 'substance': 10062, 'emerson': 10063, 'palmer': 10064, 'reich': 10065, \"'petty'\": 10066, 'columnist': 10067, 'hibernation': 10068, 'demise': 10069, 'browns': 10070, 'deflates': 10071, 'randy': 10072, 'gal': 10073, 'gadot': 10074, \"'hotline\": 10075, \"bling'\": 10076, 'motor': 10077, 'stripped': 10078, 'appearing': 10079, 'amusement': 10080, 'paxton': 10081, 'chadwick': 10082, 'gatorade': 10083, 'spooked': 10084, 'modeling': 10085, 'bugles': 10086, 'amend': 10087, 'fulfilling': 10088, 'grid': 10089, 'profiles': 10090, 'slick': 10091, 'rows': 10092, 'transmitted': 10093, 'rampant': 10094, \"internet's\": 10095, 'guatemalan': 10096, 'trumps': 10097, 'scratch': 10098, 'shops': 10099, 'compose': 10100, 'subsidiary': 10101, 'nook': 10102, 'standout': 10103, 'stabs': 10104, 'relaxation': 10105, 'penned': 10106, 'pueblo': 10107, 'appetite': 10108, 'musings': 10109, 'unseen': 10110, 'stigma': 10111, \"'bomb\": 10112, 'pregame': 10113, 'reclaiming': 10114, 'pipes': 10115, 'wildest': 10116, 'slurs': 10117, 'rope': 10118, 'resisting': 10119, 'treasurer': 10120, 'stack': 10121, 'deletes': 10122, \"com'\": 10123, 'aviary': 10124, 'mumbai': 10125, \"hadn't\": 10126, 'rhyme': 10127, 'funnies': 10128, \"'fun\": 10129, 'functioning': 10130, 'contracted': 10131, 'combos': 10132, 'unfazed': 10133, 'mails': 10134, 'feminine': 10135, 'copyright': 10136, 'botanists': 10137, 'trumpian': 10138, 'contender': 10139, 'crowdfunding': 10140, 'pave': 10141, 'impulse': 10142, 'wasserman': 10143, 'schultz': 10144, 'payday': 10145, 'lenders': 10146, 'cough': 10147, 'funerals': 10148, 'shortcuts': 10149, 'intake': 10150, \"2000'\": 10151, 'li': 10152, \"thiel's\": 10153, 'trace': 10154, 'gregg': 10155, 'chattanooga': 10156, 'obtained': 10157, 'interrupt': 10158, 'fingerprints': 10159, 'menstrual': 10160, 'repealing': 10161, 'lighten': 10162, 'escalating': 10163, 'teeter': 10164, 'bakery': 10165, 'listener': 10166, \"'now\": 10167, 'toback': 10168, 'grim': 10169, 'flaming': 10170, \"speaker's\": 10171, 'investigators': 10172, 'reconstruct': 10173, 'grisly': 10174, 'meatball': 10175, 'charisma': 10176, 'bon': 10177, 'supergroup': 10178, 'twain': 10179, 'empowered': 10180, 'reactions': 10181, 'airways': 10182, 'aretha': 10183, 'mutants': 10184, 'choke': 10185, \"'tiger\": 10186, 'slumber': 10187, \"station'\": 10188, \"attack'\": 10189, 'touring': 10190, \"'shake\": 10191, 'cafe': 10192, 'completed': 10193, \"employees'\": 10194, 'buddies': 10195, 'dynamic': 10196, 'prejudices': 10197, 'criticisms': 10198, 'pitched': 10199, 'odds': 10200, 'candidacy': 10201, 'halted': 10202, 'beverly': 10203, 'hills': 10204, 'atwood': 10205, \"pakistan's\": 10206, \"hits'\": 10207, 'immune': 10208, 'defiance': 10209, \"nephew's\": 10210, 'sponsor': 10211, 'filmstrip': 10212, 'reverend': 10213, 'blessed': 10214, \"'share\": 10215, \"better'\": 10216, \"question'\": 10217, 'overheard': 10218, 'mitzvah': 10219, 'prosecute': 10220, 'et': 10221, 'geared': 10222, 'blockbusters': 10223, \"ii'\": 10224, 'maiden': 10225, 'taster': 10226, 'incompetent': 10227, 'settling': 10228, 'prosecution': 10229, 'kamala': 10230, \"trap'\": 10231, 'farley': 10232, 'cardiac': 10233, 'futuristic': 10234, 'blindfolded': 10235, 'shipped': 10236, 'uc': 10237, 'jonah': 10238, 'tornadoes': 10239, 'splurge': 10240, 'acquiring': 10241, 'allegiance': 10242, 'hardworking': 10243, 'viacom': 10244, 'disciplined': 10245, \"editor's\": 10246, 'chop': 10247, \"rock's\": 10248, 'yada': 10249, 'pastors': 10250, \"rat's\": 10251, 'huddle': 10252, 'thorough': 10253, 'elsewhere': 10254, 'helen': 10255, \"'day\": 10256, 'eternal': 10257, 'darkest': 10258, 'depraved': 10259, 'mutilation': 10260, 'crock': 10261, 'athens': 10262, 'uptick': 10263, 'arrivals': 10264, 'voucher': 10265, \"mother'\": 10266, 'bravely': 10267, 'outcomes': 10268, 'bulger': 10269, 'lords': 10270, \"babies'\": 10271, 'manifest': 10272, 'shamelessly': 10273, 'stamos': 10274, \"'healthy'\": 10275, 'skittish': 10276, 'triumph': 10277, 'earmarks': 10278, 'warms': 10279, 'sepp': 10280, 'blatter': 10281, 'folly': 10282, 'airborne': 10283, 'antibiotic': 10284, 'nipples': 10285, 'revisited': 10286, 'meditate': 10287, 'barn': 10288, 'pricing': 10289, \"patients'\": 10290, 'flossing': 10291, 'tig': 10292, 'notaro': 10293, 'topless': 10294, 'outlandish': 10295, 'cutler': 10296, 'dystopia': 10297, 'sinner': 10298, \"t'\": 10299, 'crawford': 10300, 'hobbies': 10301, 'supported': 10302, 'chic': 10303, 'trained': 10304, 'affiliate': 10305, 'invade': 10306, 'recliner': 10307, 'rival': 10308, 'lyft': 10309, 'forensic': 10310, 'carousel': 10311, \"ways'\": 10312, 'dolls': 10313, 'roulette': 10314, \"'a'\": 10315, 'deems': 10316, 'sleazy': 10317, \"'fresh\": 10318, \"'hamilton\": 10319, \"mixtape'\": 10320, \"'many\": 10321, 'denial': 10322, 'praying': 10323, 'shackles': 10324, 'prays': 10325, 'cramped': 10326, 'revels': 10327, \"microsoft's\": 10328, 'splinters': 10329, 'theorist': 10330, 'brunch': 10331, 'collusion': 10332, 'adventure': 10333, 'pray': 10334, 'craze': 10335, 'welcoming': 10336, \"'e\": 10337, 'lib': 10338, 'geopolitical': 10339, 'unaffected': 10340, 'recreates': 10341, \"'angry\": 10342, 'heartedly': 10343, 'rickety': 10344, 'advancement': 10345, 'traumatized': 10346, 'lehrer': 10347, 'concealed': 10348, \"television's\": 10349, 'bmw': 10350, '6th': 10351, 'doobie': 10352, 'consumes': 10353, 'andreas': 10354, 'uva': 10355, 'trolled': 10356, 'aykroyd': 10357, 'favors': 10358, 'adventurous': 10359, 'alarmed': 10360, \"'president\": 10361, 'unanswered': 10362, 'ruptures': 10363, 'gory': 10364, \"person'\": 10365, 'personals': 10366, 'hardline': 10367, 'axes': 10368, 'jeopardy': 10369, 'chats': 10370, 'roland': 10371, 'lang': 10372, 'secures': 10373, 'feign': 10374, 'introduced': 10375, 'fawning': 10376, 'mis': 10377, 'ensures': 10378, 'satellites': 10379, 'bornstein': 10380, 'shopper': 10381, 'sordid': 10382, \"devos'\": 10383, 'confidential': 10384, \"group's\": 10385, 'thanked': 10386, \"'draft\": 10387, \"biden'\": 10388, 'reassures': 10389, 'ronald': 10390, \"cut'\": 10391, 'belittling': 10392, 'selma': 10393, 'embraced': 10394, 'blahs': 10395, 'cellulite': 10396, 'expiration': 10397, 'basics': 10398, \"refugees'\": 10399, 'smartphones': 10400, 'impending': 10401, 'choreographer': 10402, 'blossom': 10403, 'clients': 10404, 'strangulation': 10405, 'kneel': 10406, 'clueless': 10407, 'superfood': 10408, \"donald's\": 10409, 'conclusions': 10410, 'download': 10411, 'coaches': 10412, 'arrived': 10413, \"tree'\": 10414, 'dips': 10415, 'chiefs': 10416, 'channing': 10417, 'tatum': 10418, 'followers': 10419, '114': 10420, 'lease': 10421, 'stretch': 10422, 'harmless': 10423, 'intercepted': 10424, 'chases': 10425, \"special'\": 10426, 'grips': 10427, 'imperative': 10428, \"'alone\": 10429, 'underway': 10430, 'wrenching': 10431, 'yemeni': 10432, \"green'\": 10433, 'sylvia': 10434, 'jedi': 10435, 'trending': 10436, 'bailout': 10437, 'paparazzi': 10438, \"gaga's\": 10439, \"'his\": 10440, \"make'\": 10441, 'strictest': 10442, 'farrow': 10443, 'optimist': 10444, \"pistorius'\": 10445, 'toenails': 10446, 'truce': 10447, 'sludge': 10448, 'robes': 10449, 'contracts': 10450, 'infection': 10451, 'smashing': 10452, 'visibility': 10453, 'escort': 10454, 'autoerotic': 10455, 'asphyxiation': 10456, 'empire': 10457, 'manual': 10458, 'occur': 10459, 'cinemas': 10460, 'subside': 10461, 'discreetly': 10462, \"squad'\": 10463, 'newsbrief': 10464, 'ingraham': 10465, 'maniac': 10466, 'puking': 10467, 'photoshoot': 10468, 'monogamy': 10469, 'shouting': 10470, \"spears'\": 10471, 'indictment': 10472, 'civilization': 10473, 'sonoma': 10474, 'accurately': 10475, \"'gay'\": 10476, 'undermining': 10477, 'priceless': 10478, 'whiny': 10479, 'unprovoked': 10480, 'armor': 10481, \"friend'\": 10482, 'freezing': 10483, 'supercuts': 10484, 'sunscreen': 10485, \"detroit's\": 10486, 'jazzfest': 10487, 'frightening': 10488, 'england': 10489, \"tomorrow's\": 10490, 'charming': 10491, 'baskin': 10492, 'solange': 10493, 'recreated': 10494, 'comparing': 10495, 'wheelbarrow': 10496, 'sundance': 10497, 'jargon': 10498, '5k': 10499, \"'toy\": 10500, 'leonard': 10501, \"'sesame\": 10502, \"street'\": 10503, \"witherspoon's\": 10504, 'kathy': 10505, 'pedophilia': 10506, \"department's\": 10507, 'drummer': 10508, 'lyne': 10509, 'carrington': 10510, 'crops': 10511, 'apparent': 10512, 'welter': 10513, 'earnings': 10514, 'nationals': 10515, 'braves': 10516, 'contamination': 10517, 'chester': 10518, 'surgical': 10519, \"'mission\": 10520, 'judith': 10521, \"o'connor\": 10522, \"sound'\": 10523, 'heather': 10524, \"'serial\": 10525, 'huddled': 10526, 'mara': 10527, 'profiling': 10528, 'revive': 10529, 'dual': 10530, 'peppered': 10531, 'experienced': 10532, 'marked': 10533, 'bahamas': 10534, 'chateau': 10535, 'quarantine': 10536, 'antidepressants': 10537, 'uh': 10538, '1988': 10539, 'butting': 10540, 'evolved': 10541, 'organizations': 10542, \"michigan's\": 10543, 'acknowledging': 10544, \"immigrants'\": 10545, 'dull': 10546, 'erotic': 10547, 'deforestation': 10548, 'flamethrower': 10549, 'rarely': 10550, 'announcer': 10551, 'smashed': 10552, 'erase': 10553, 'mouthing': 10554, 'envoy': 10555, 'cnbc': 10556, 'inventor': 10557, 'sharp': 10558, 'latina': 10559, 'indonesian': 10560, 'madame': 10561, 'harmony': 10562, 'sporting': 10563, 'sinister': 10564, 'diplomats': 10565, 'startups': 10566, 'unusually': 10567, 'lepage': 10568, 'traffickers': 10569, 'dzhokhar': 10570, \"devil's\": 10571, 'clash': 10572, 'irony': 10573, 'pew': 10574, \"'won't\": 10575, \"safe'\": 10576, 'tarantino': 10577, 'goliath': 10578, \"muslims'\": 10579, 'diverted': 10580, 'satirical': 10581, 'eyebrows': 10582, \"'here\": 10583, 'unnerved': 10584, \"'3\": 10585, 'yanks': 10586, 'shelton': 10587, 'jenny': 10588, 'kebab': 10589, 'rewatching': 10590, 'barbados': 10591, 'cured': 10592, 'krispy': 10593, 'kreme': 10594, 'dominated': 10595, 'vie': 10596, \"'curb\": 10597, \"enthusiasm'\": 10598, \"'drag\": 10599, 'tibetan': 10600, 'displeased': 10601, 'eliminate': 10602, 'punishing': 10603, 'yield': 10604, 'irwin': 10605, \"light'\": 10606, 'injuring': 10607, 'expanded': 10608, 'inhibitions': 10609, \"alabama's\": 10610, 'lanyard': 10611, 'cock': 10612, 'topping': 10613, 'doorway': 10614, 'constituency': 10615, 'manson': 10616, 'aware': 10617, 'fentanyl': 10618, 'thwart': 10619, 'raping': 10620, 'rebirth': 10621, 'vengeance': 10622, 'minded': 10623, 'grudge': 10624, 'contemporary': 10625, 'consensus': 10626, \"hut's\": 10627, '2040': 10628, 'imaginary': 10629, 'silverman': 10630, 'bask': 10631, 'vegetables': 10632, 'ashamed': 10633, 'contradict': 10634, 'daredevil': 10635, 'rollout': 10636, '1980s': 10637, 'exposed': 10638, 'hitman': 10639, 'replica': 10640, \"welcome'\": 10641, 'renewal': 10642, 'allocates': 10643, 'companion': 10644, 'manage': 10645, \"kill'\": 10646, 'fondly': 10647, \"antarctica's\": 10648, 'gallows': 10649, 'transferred': 10650, 'penitentiary': 10651, 'hostages': 10652, 'stiller': 10653, 'terminally': 10654, \"levine's\": 10655, 'antidote': 10656, 'lucrative': 10657, 'mansion': 10658, \"jerry's\": 10659, 'smash': 10660, \"recreation'\": 10661, 'athlete': 10662, 'deniers': 10663, 'genetically': 10664, 'modified': 10665, 'coli': 10666, 'hostility': 10667, 'balls': 10668, 'convenience': 10669, 'strain': 10670, 'std': 10671, '800': 10672, 'dungeon': 10673, 'unloads': 10674, \"'dumb\": 10675, 'abby': 10676, 'disagreements': 10677, 'kenneth': 10678, '¯': 10679, 'oversized': 10680, 'preventative': 10681, 'investor': 10682, 'torso': 10683, 'philanthropist': 10684, 'spokesman': 10685, 'raiders': 10686, 'postseason': 10687, 'exhibition': 10688, 'orcas': 10689, 'sh': 10690, 'sided': 10691, 'flawless': 10692, 'representatives': 10693, 'witnessing': 10694, 'tune': 10695, 'clarity': 10696, 'priyanka': 10697, 'chopra': 10698, 'apu': 10699, 'justified': 10700, \"maria's\": 10701, 'ventimiglia': 10702, 'nutter': 10703, 'mountaintop': 10704, 'lofty': 10705, \"'wall\": 10706, \"journal'\": 10707, 'reintroduces': 10708, 'lakes': 10709, 'gears': 10710, 'bullies': 10711, 'bonkers': 10712, 'lamp': 10713, 'expels': 10714, 'sandusky': 10715, 'bloggers': 10716, 'emptied': 10717, 'din': 10718, 'aldrin': 10719, 'edgy': 10720, 'falcon': 10721, 'clapper': 10722, 'unlocks': 10723, 'quinoa': 10724, 'michelangelo': 10725, 'chains': 10726, 'unwind': 10727, 'gotham': 10728, 'gitmo': 10729, 'tweeting': 10730, 'forming': 10731, 'successes': 10732, 'toil': 10733, 'restart': 10734, \"'national\": 10735, 'pt': 10736, \"'daredevil'\": 10737, \"'underground'\": 10738, 'boldly': 10739, 'socialism': 10740, 'drastically': 10741, \"fans'\": 10742, 'goblin': 10743, 'tupac': 10744, 'desirable': 10745, 'rippon': 10746, 'shelling': 10747, 'ostrich': 10748, 'witnesses': 10749, \"employee's\": 10750, 'harasser': 10751, 'husky': 10752, 'howl': 10753, 'duet': 10754, 'styling': 10755, 'generally': 10756, 'diploma': 10757, \"merkel's\": 10758, 'atheist': 10759, 'hordes': 10760, \"line'\": 10761, \"emily's\": 10762, 'dazed': 10763, 'flashy': 10764, 'deray': 10765, 'mckesson': 10766, 'pa': 10767, 'grilled': 10768, 'howie': 10769, 'biographer': 10770, 'rushmore': 10771, 'ian': 10772, 'mckellen': 10773, 'actresses': 10774, 'proposition': 10775, \"ramsey's\": 10776, 'margin': 10777, 'rejoins': 10778, 'paddleboarder': 10779, 'networks': 10780, 'daytime': 10781, 'testifies': 10782, 'crates': 10783, 'apocalypse': 10784, 'programmatic': 10785, 'roadblocks': 10786, 'nicaraguan': 10787, 'attacker': 10788, 'erection': 10789, \"'repeal\": 10790, 'elaborately': 10791, 'autographed': 10792, 'rangers': 10793, 'bodysuit': 10794, 'lear': 10795, \"fight'\": 10796, 'dartmouth': 10797, 'whitney': 10798, \"'50s\": 10799, 'tucks': 10800, 'gravy': 10801, 'maya': 10802, 'angelou': 10803, 'surgeries': 10804, 'mh370': 10805, 'determines': 10806, 'contained': 10807, \"'absolutely\": 10808, \"loved'\": 10809, 'copying': 10810, 'rubbing': 10811, 'mulligan': 10812, 'endorsements': 10813, \"something'\": 10814, 'sewing': 10815, 'lifespan': 10816, 'encyclopedia': 10817, \"'lame\": 10818, 'tariffs': 10819, 'interracial': 10820, 'kenyan': 10821, 'picker': 10822, 'sensitivity': 10823, 'jar': 10824, 'weds': 10825, 'adams': 10826, 'rustic': 10827, 'thrones': 10828, 'roadmap': 10829, 'dripping': 10830, 'endured': 10831, 'adnan': 10832, 'syed': 10833, 'relaxed': 10834, 'divers': 10835, 'hoped': 10836, 'genuinely': 10837, 'treadmill': 10838, 'chatter': 10839, 'gossip': 10840, 'typo': 10841, 'warrant': 10842, 'coasts': 10843, 'gisele': 10844, 'ridley': 10845, 'trades': 10846, 'crowe': 10847, 'frazzled': 10848, 'heal': 10849, 'smallest': 10850, 'upgraded': 10851, 'apocalyptic': 10852, 'soothed': 10853, 'tableau': 10854, \"'glee'\": 10855, 'flashes': 10856, 'decimate': 10857, 'awed': 10858, 'toomey': 10859, 'marketed': 10860, 'reviewed': 10861, 'wyclef': 10862, 'fugees': 10863, 'belts': 10864, 'trilogy': 10865, 'aerosmith': 10866, 'skewers': 10867, 'listeners': 10868, 'revolving': 10869, 'explicit': 10870, 'sabotaging': 10871, 'heavenly': 10872, 'bustling': 10873, 'semitic': 10874, 'upstanding': 10875, 'janelle': 10876, \"'maybe\": 10877, 'awhile': 10878, \"bell's\": 10879, \"room'\": 10880, 'violate': 10881, 'fran': 10882, 'drescher': 10883, \"manager's\": 10884, 'seared': 10885, 'panties': 10886, 'levine': 10887, 'solemnly': 10888, 'undiagnosed': 10889, 'decoy': 10890, 'layout': 10891, 'sickens': 10892, 'wisely': 10893, 'cain': 10894, 'smarter': 10895, 'proven': 10896, 'statehouse': 10897, 'tortured': 10898, 'alison': 10899, 'grimes': 10900, 'leaguers': 10901, 'alexander': 10902, 'bleeds': 10903, 'scully': 10904, 'hbcus': 10905, 'turtles': 10906, 'blinded': 10907, \"alive'\": 10908, 'salutes': 10909, 'gyllenhaal': 10910, 'unafraid': 10911, 'upgrades': 10912, 'intensifies': 10913, 'pokes': 10914, 'ships': 10915, 'railroad': 10916, 'dilma': 10917, 'rousseff': 10918, 'submissions': 10919, 'chemistry': 10920, 'universally': 10921, 'clapton': 10922, 'inflation': 10923, \"kardashian's\": 10924, 'crippling': 10925, \"'rapping\": 10926, 'columbus': 10927, 'caucuses': 10928, 'impervious': 10929, 'contested': 10930, \"'lip\": 10931, 'subsequent': 10932, 'immunity': 10933, 'messiah': 10934, 'lasik': 10935, 'monocle': 10936, \"'fuller\": 10937, \"cia's\": 10938, \"ukraine's\": 10939, 'vacuum': 10940, 'implicated': 10941, 'denim': 10942, 'cows': 10943, 'greets': 10944, 'nudity': 10945, 'peeing': 10946, \"country'\": 10947, 'woo': 10948, 'wimbledon': 10949, 'retriever': 10950, \"'assassin's\": 10951, 'nostalgia': 10952, 'width': 10953, 'losers': 10954, 'bothering': 10955, 'outsmart': 10956, 'pies': 10957, 'shields': 10958, 'achieves': 10959, 'omelet': 10960, 'pretending': 10961, 'terrorized': 10962, 'lineup': 10963, \"'help\": 10964, 'multicolor': 10965, 'noble': 10966, 'tablets': 10967, \"'political\": 10968, 'flushing': 10969, \"'troubled'\": 10970, 'vomiting': 10971, 'succeed': 10972, 'aereo': 10973, 'lunchbox': 10974, \"refugee's\": 10975, \"greece's\": 10976, 'coursing': 10977, 'containing': 10978, 'neighborhoods': 10979, 'practically': 10980, 'buildings': 10981, 'politico': 10982, \"'mistake'\": 10983, 'obstacles': 10984, 'bitterly': 10985, 'fought': 10986, 'reps': 10987, 'dodge': 10988, \"'creative\": 10989, \"team'\": 10990, 'resurrection': 10991, 'stadiums': 10992, 'horizon': 10993, 'doughnut': 10994, 'womanhood': 10995, 'hooked': 10996, 'briefcase': 10997, 'excites': 10998, 'percentage': 10999, 'tucked': 11000, 'famed': 11001, 'obligation': 11002, 'marvels': 11003, \"'smart\": 11004, \"cookie'\": 11005, 'incentives': 11006, 'roasted': 11007, 'solving': 11008, 'strife': 11009, 'caps': 11010, 'displaced': 11011, 'mining': 11012, 'biased': 11013, 'oddly': 11014, \"nasa's\": 11015, 'spacecraft': 11016, 'hitch': 11017, \"'art\": 11018, 'boots': 11019, 'facilities': 11020, \"other's\": 11021, 'thoughtful': 11022, 'exercising': 11023, 'roth': 11024, 'lax': 11025, \"'giant'\": 11026, 'jobless': 11027, 'slogans': 11028, 'individually': 11029, 'peters': 11030, 'robs': 11031, 'discredit': 11032, 'guitars': 11033, 'ty': 11034, 'omarosa': 11035, 'frying': 11036, 'bail': 11037, 'experimented': 11038, 'cartoonist': 11039, '40th': 11040, 'perch': 11041, 'croatian': 11042, 'mandy': 11043, 'stained': 11044, 'censorship': 11045, \"channel's\": 11046, 'belafonte': 11047, 'homemade': 11048, \"hard'\": 11049, 'tyra': 11050, \"designer's\": 11051, 'crocs': 11052, \"'it'\": 11053, 'patents': 11054, 'intensity': 11055, 'hulu': 11056, 'hemingway': 11057, 'counselors': 11058, 'celtic': 11059, '7th': 11060, 'semen': 11061, 'costco': 11062, 'reverently': 11063, \"sniper'\": 11064, \"ever'\": 11065, 'publishers': 11066, 'patterns': 11067, \"monster'\": 11068, 'rosenstein': 11069, 'marches': 11070, 'cellar': 11071, 'laments': 11072, 'cte': 11073, 'prior': 11074, 'dummies': 11075, 'brownback': 11076, 'zeus': 11077, '2050': 11078, 'mugs': 11079, 'hospitalization': 11080, 'contestant': 11081, 'fiercely': 11082, \"'yes\": 11083, 'bony': 11084, 'proudest': 11085, 'piers': 11086, 'fist': 11087, \"'nasty'\": 11088, 'graduated': 11089, 'devil': 11090, 'pressed': 11091, 'boycotting': 11092, 'liquid': 11093, 'haunt': 11094, 'idol': 11095, 'headscarf': 11096, 'collins': 11097, \"bomber's\": 11098, 'cellphone': 11099, 'qaddafi': 11100, 'stonehenge': 11101, 'holes': 11102, 'exuberant': 11103, \"mexico's\": 11104, 'replacing': 11105, 'beyhive': 11106, 'rachael': 11107, 'watering': 11108, 'blessings': 11109, 'honeymoon': 11110, 'transparent': 11111, \"dick'\": 11112, 'describing': 11113, 'masking': 11114, 'peet': 11115, 'gentlemen': 11116, 'constructs': 11117, 'omits': 11118, 'jewry': 11119, 'unpatriotic': 11120, 'vanity': 11121, 'depart': 11122, 'chicks': 11123, 'emojis': 11124, 'shifting': 11125, 'chrysler': 11126, 'evade': 11127, 'brooke': 11128, 'easiest': 11129, 'implying': 11130, 'conceive': 11131, 'realities': 11132, 'nash': 11133, 'postpones': 11134, 'newsrooms': 11135, 'dug': 11136, \"'i'll\": 11137, \"'can\": 11138, 'pooh': 11139, 'ganymede': 11140, 'anthrax': 11141, \"mail'\": 11142, 'majestic': 11143, 'rejecting': 11144, \"moment'\": 11145, \"mac's\": 11146, 'neon': 11147, 'slump': 11148, \"may's\": 11149, 'tenant': 11150, 'denis': 11151, 'adelson': 11152, 'praising': 11153, 'premieres': 11154, 'proposing': 11155, 'slash': 11156, 'delete': 11157, 'islamophobic': 11158, 'lightsaber': 11159, 'duel': 11160, 'naughty': 11161, '11th': 11162, 'berates': 11163, 'trim': 11164, 'mocking': 11165, 'annoy': 11166, 'bros': 11167, 'gazebo': 11168, 'redrawing': 11169, 'hijacked': 11170, 'exploratory': 11171, 'divorcing': 11172, 'codes': 11173, 'positions': 11174, 'volts': 11175, 'geode': 11176, 'catalan': 11177, 'dumped': 11178, 'belgium': 11179, 'politically': 11180, 'simone': 11181, 'biles': 11182, 'devastates': 11183, 'rely': 11184, 'lohan': 11185, 'sadness': 11186, 'superdelegate': 11187, 'replay': 11188, 'cliff': 11189, 'patent': 11190, \"rico's\": 11191, 'intersection': 11192, 'kalief': 11193, 'strains': 11194, 'vastly': 11195, \"station's\": 11196, 'flopping': 11197, 'clint': 11198, 'brazilian': 11199, 'murals': 11200, \"love's\": 11201, 'haitian': 11202, 'windfall': 11203, 'commemorative': 11204, 'postage': 11205, 'burundi': 11206, 'militia': 11207, \"movement'\": 11208, 'tackled': 11209, 'technological': 11210, \"'self\": 11211, 'previews': 11212, 'felony': 11213, 'lightning': 11214, 'digitize': 11215, 'lovingly': 11216, 'nevertrump': 11217, \"'13\": 11218, \"why'\": 11219, 'intergalactic': 11220, 'technician': 11221, 'pancake': 11222, 'inducing': 11223, \"anthony's\": 11224, 'streamed': 11225, 'poultry': 11226, 'stripe': 11227, 'hardly': 11228, 'goose': 11229, 'harassing': 11230, 'otters': 11231, 'winnings': 11232, 'locate': 11233, 'standup': 11234, 'routines': 11235, 'adjacent': 11236, 'kroger': 11237, \"carl's\": 11238, 'sip': 11239, 'vuitton': 11240, 'freestyle': 11241, 'tabletop': 11242, 'winslet': 11243, 'hitchcock': 11244, 'ufos': 11245, 'conjoined': 11246, 'hogging': 11247, 'samberg': 11248, 'highlighting': 11249, 'pivotal': 11250, 'darker': 11251, 'maggot': 11252, 'cyberattack': 11253, 'contradictions': 11254, 'sneaky': 11255, 'selfless': 11256, 'ducklings': 11257, 'promposal': 11258, 'evacuated': 11259, 'swept': 11260, 'wages': 11261, 'renewed': 11262, \"boss's\": 11263, 'clips': 11264, 'broadcasts': 11265, 'bolster': 11266, \"'d'\": 11267, 'lowers': 11268, 'vat': 11269, 'patty': 11270, \"'extremely\": 11271, 'vinci': 11272, 'bauer': 11273, 'atonal': 11274, \"journalist's\": 11275, 'detainees': 11276, 'blackouts': 11277, \"x's\": 11278, 'discrediting': 11279, 'ticking': 11280, 'fig': 11281, 'closeted': 11282, 'tires': 11283, 'downey': 11284, 'formulate': 11285, 'mixes': 11286, \"bride'\": 11287, 'bodily': 11288, \"laden's\": 11289, \"'better\": 11290, '1999': 11291, 'smiley': 11292, 'ness': 11293, \"where's\": 11294, 'dryer': 11295, 'desensitized': 11296, 'looters': 11297, 'villagers': 11298, \"talk'\": 11299, '34th': 11300, '2003': 11301, 'leaping': 11302, 'vulgar': 11303, 'spontaneously': 11304, 'translate': 11305, 'rub': 11306, 'macau': 11307, 'perhaps': 11308, 'hassle': 11309, 'falcons': 11310, 'uninterested': 11311, 'amphitheater': 11312, 'cumberbatch': 11313, \"'doctor\": 11314, 'vital': 11315, 'establishment': 11316, 'alternatives': 11317, 'believers': 11318, 'sprayed': 11319, 'thaw': 11320, 'cassini': 11321, 'octogenarian': 11322, 'ovation': 11323, 'secure': 11324, \"8'\": 11325, 'brawl': 11326, 'snap': 11327, \"hawaii's\": 11328, 'breastfeeding': 11329, \"murderer'\": 11330, 'consult': 11331, 'sino': 11332, 'kashmir': 11333, \"way'\": 11334, 'fatigue': 11335, 'mt': 11336, \"'hostage'\": 11337, 'gassed': 11338, 'slip': 11339, 'impeach': 11340, 'crispy': 11341, 'craving': 11342, 'confidently': 11343, 'defrauded': 11344, 'watson': 11345, 'chippewa': 11346, 'eagle': 11347, 'vessel': 11348, 'nailing': 11349, 'encounters': 11350, 'deer': 11351, \"'historically\": 11352, 'kirkman': 11353, 'pavement': 11354, 'technicality': 11355, 'misty': 11356, \"writer's\": 11357, 'influencer': 11358, 'newlywed': 11359, \"'save\": 11360, 'insert': 11361, 'pony': 11362, 'novels': 11363, 'flirting': 11364, 'pissing': 11365, 'kissed': 11366, 'freely': 11367, 'peril': 11368, \"zoo's\": 11369, 'cobra': 11370, 'bass': 11371, 'sienna': 11372, 'winces': 11373, \"lahren's\": 11374, 'sleepy': 11375, 'skips': 11376, 'shells': 11377, 'drowns': 11378, 'australians': 11379, \"'yes'\": 11380, 'weaker': 11381, 'tightens': 11382, 'ankles': 11383, 'rev': 11384, 'goodyear': 11385, 'macklemore': 11386, 'theft': 11387, \"v'\": 11388, 'missions': 11389, 'tutoring': 11390, 'hotness': 11391, 'pepsico': 11392, '2004': 11393, 'sext': 11394, \"queen's\": 11395, 'mild': 11396, 'jumbotron': 11397, 'instructed': 11398, 'imf': 11399, 'pompous': 11400, 'aficionado': 11401, 'printed': 11402, 'splits': 11403, 'commemorated': 11404, \"'fifty\": 11405, \"grey'\": 11406, 'coordination': 11407, 'overwhelmed': 11408, 'underfunded': 11409, 'feeds': 11410, 'attendee': 11411, 'semester': 11412, 'trimester': 11413, 'slimmer': 11414, 'limbs': 11415, 'clam': 11416, 'memoriam': 11417, \"member's\": 11418, 'inventions': 11419, 'pyramids': 11420, 'andrea': 11421, 'understands': 11422, 'axelrod': 11423, 'takedown': 11424, 'rioting': 11425, 'iceberg': 11426, 'pantry': 11427, '2s': 11428, 'tricycle': 11429, 'detached': 11430, 'hersh': 11431, 'greeks': 11432, 'switch': 11433, 'pokey': 11434, 'unimpressed': 11435, 'raw': 11436, \"'top\": 11437, 'hippocratic': 11438, 'wackiest': 11439, 'quinn': 11440, \"order'\": 11441, 'cherub': 11442, 'hefner': 11443, 'excessive': 11444, 'turkeys': 11445, 'suspiciously': 11446, \"'office'\": 11447, 'encouraged': 11448, 'auction': 11449, 'reconnect': 11450, 'array': 11451, 'paralyzes': 11452, 'superpowers': 11453, \"kid's\": 11454, 'dispel': 11455, 'culturally': 11456, 'discouraged': 11457, 'smoked': 11458, 'quantity': 11459, 'stresses': 11460, 'radius': 11461, 'owls': 11462, 'puberty': 11463, 'halperin': 11464, 'futility': 11465, 'ageism': 11466, 'spectacle': 11467, 'injustice': 11468, 'nonetheless': 11469, 'lil': 11470, 'occupied': 11471, 'sausage': 11472, \"'say\": 11473, 'catastrophe': 11474, 'flavored': 11475, 'confusion': 11476, 'crooked': 11477, 'afghans': 11478, 'dysmorphia': 11479, 'sufferers': 11480, 'rediscover': 11481, 'liner': 11482, 'visitors': 11483, 'wines': 11484, 'vanquished': 11485, \"memo'\": 11486, 'darkness': 11487, 'fend': 11488, 'tending': 11489, 'edible': 11490, \"ferguson's\": 11491, 'loyalists': 11492, 'homemaker': 11493, 'jennings': 11494, \"'entourage'\": 11495, 'snowmobiles': 11496, 'paired': 11497, 'bison': 11498, 'enable': 11499, 'renée': 11500, 'zellweger': 11501, 'popsicle': 11502, 'fetal': 11503, 'reviewers': 11504, 'ugliest': 11505, 'prog': 11506, 'indonesia': 11507, 'disparaging': 11508, 'burlesque': 11509, 'asses': 11510, 'airfare': 11511, \"'til\": 11512, 'homepage': 11513, 'sliders': 11514, 'khan': 11515, 'khamenei': 11516, 'openings': 11517, 'mutation': 11518, \"north's\": 11519, \"cop's\": 11520, 'anarchy': 11521, \"'mean\": 11522, \"'fake\": 11523, 'swell': 11524, 'echo': 11525, 'impressions': 11526, 'recreate': 11527, 'extremist': 11528, 'kickstarter': 11529, 'harbor': 11530, 'mnuchin': 11531, 'timeout': 11532, 'blasting': 11533, \"'dawson's\": 11534, \"creek'\": 11535, 'hurls': 11536, 'banners': 11537, 'lupita': 11538, \"nyong'o\": 11539, 'examining': 11540, 'eager': 11541, 'effectively': 11542, 'inspector': 11543, 'repulsed': 11544, 'experimenting': 11545, 'hectic': 11546, 'goosebumps': 11547, 'flashback': 11548, 'paralyzed': 11549, 'accuracy': 11550, 'vehemently': 11551, 'upbeat': 11552, \"markle's\": 11553, 'receipt': 11554, 'recital': 11555, 'snarky': 11556, 'hormonal': 11557, 'bendy': 11558, 'altered': 11559, 'bickering': 11560, 'misogynist': 11561, 'wheel': 11562, 'answering': 11563, 'biz': 11564, 'insisting': 11565, 'attitude': 11566, 'monks': 11567, 'boozy': 11568, 'ravine': 11569, 'lockdown': 11570, \"facebook's\": 11571, \"action'\": 11572, 'broad': 11573, 'rudder': 11574, 'gripping': 11575, 'bounds': 11576, 'woos': 11577, 'mercury': 11578, \"twins'\": 11579, 'resolves': 11580, \"'friends'\": 11581, 'elena': 11582, 'steele': 11583, \"senate's\": 11584, 'lean': 11585, 'mustard': 11586, 'discourse': 11587, 'reckoning': 11588, 'recite': 11589, 'haves': 11590, 'ladder': 11591, 'contraception': 11592, 'crotch': 11593, 'credibility': 11594, 'sager': 11595, 'pas': 11596, 'veins': 11597, 'shaun': 11598, 'ravaged': 11599, 'chilly': 11600, 'pounce': 11601, 'fiat': 11602, 'manhunt': 11603, \"warren's\": 11604, 'instructs': 11605, 'finer': 11606, 'clandestine': 11607, 'guantánamo': 11608, 'racially': 11609, 'motivated': 11610, 'dinosaurs': 11611, 'vaginal': 11612, 'chained': 11613, 'finland': 11614, \"act'\": 11615, 'zachary': 11616, 'quinto': 11617, \"'last\": 11618, 'baked': 11619, 'twenty': 11620, 'frisbee': 11621, 'steamed': 11622, 'mill': 11623, 'hannibal': 11624, 'buress': 11625, 'pita': 11626, 'evokes': 11627, 'personalized': 11628, 'notch': 11629, 'sack': 11630, 'sexualized': 11631, 'borrowers': 11632, 'maoist': 11633, 'mainly': 11634, 'rotting': 11635, 'einstein': 11636, 'pouch': 11637, 'brussels': 11638, 'devotion': 11639, 'overdue': 11640, 'pharoah': 11641, 'schedules': 11642, \"victim's\": 11643, 'engulfed': 11644, 'jiffy': 11645, 'morality': 11646, 'trojan': 11647, 'licenses': 11648, 'homeowner': 11649, \"'late\": 11650, 'mural': 11651, 'mayors': 11652, 'colmes': 11653, 'nephew': 11654, 'acetaminophen': 11655, \"'kind\": 11656, \"brutal'\": 11657, 'slaying': 11658, 'hawk': 11659, '60th': 11660, 'amos': 11661, \"'anti\": 11662, 'apathy': 11663, 'pirates': 11664, 'sailors': 11665, 'chipper': 11666, \"tesla's\": 11667, 'mob': 11668, \"own'\": 11669, \"road'\": 11670, '1950s': 11671, 'unravelling': 11672, 'thriving': 11673, 'sickened': 11674, 'mayonnaise': 11675, 'altar': 11676, 'politely': 11677, 'underrepresented': 11678, 'restrained': 11679, 'creationist': 11680, \"'schoolhouse\": 11681, 'schoolchildren': 11682, 'goofy': 11683, 'ridge': 11684, 'catholics': 11685, \"'they\": 11686, 'drill': 11687, 'worthwhile': 11688, 'fees': 11689, 'jackets': 11690, \"knowledge'\": 11691, 'rodgers': 11692, 'nerds': 11693, 'stuf': 11694, 'aluminum': 11695, 'elbow': 11696, 'wiig': 11697, 'biography': 11698, \"rodriguez's\": 11699, 'mister': 11700, 'gerrymandered': 11701, 'xl': 11702, \"israel's\": 11703, 'staten': 11704, 'attends': 11705, 'granite': 11706, \"wolf's\": 11707, 'archaeological': 11708, 'poised': 11709, 'knowingly': 11710, 'drank': 11711, \"allen's\": 11712, 'preps': 11713, '103': 11714, '35th': 11715, \"aniston's\": 11716, \"'funny\": 11717, 'shampoo': 11718, 'onstage': 11719, 'nas': 11720, 'sweaters': 11721, 'gained': 11722, 'cologne': 11723, 'hello': 11724, 'peacock': 11725, 'addition': 11726, 'nutrients': 11727, 'yazidi': 11728, 'seal': 11729, 'margarita': 11730, \"park'\": 11731, 'reserves': 11732, 'alma': 11733, 'mater': 11734, 'improves': 11735, 'freshly': 11736, 'gallant': 11737, 'mailer': 11738, 'lowering': 11739, 'canned': 11740, 'congratulate': 11741, 'acquaintances': 11742, 'abducted': 11743, 'hypnotic': 11744, 'ailes': 11745, 'toilets': 11746, 'fil': 11747, 'jackie': 11748, 'ancestors': 11749, 'titans': 11750, 'gambling': 11751, 'marketers': 11752, 'indigenous': 11753, 'raccoons': 11754, 'bei': 11755, 'limbaugh': 11756, 'corpses': 11757, \"'lone\": 11758, \"myself'\": 11759, 'malala': 11760, 'laureates': 11761, 'arete': 11762, 'kimora': 11763, 'eileen': 11764, \"someone's\": 11765, 'nonviolent': 11766, 'deadpool': 11767, 'instagrams': 11768, 'gigi': 11769, \"rowling's\": 11770, 'cryptic': 11771, 'dynamite': 11772, 'complications': 11773, 'impulses': 11774, \"'life\": 11775, 'casket': 11776, 'revives': 11777, 'gibson': 11778, 'inclement': 11779, 'cleric': 11780, 'manufacturer': 11781, 'forgives': 11782, 'inspection': 11783, 'midterms': 11784, 'offbeat': 11785, 'hayley': 11786, 'adapting': 11787, 'landslide': 11788, 'vulnerabilities': 11789, 'historian': 11790, \"'planet\": 11791, 'shredding': 11792, 'premiums': 11793, 'torrent': 11794, '73': 11795, 'ideal': 11796, 'carl': 11797, \"'moron'\": 11798, 'inhofe': 11799, 'custodian': 11800, 'unsuccessful': 11801, \"'find\": 11802, 'wanda': 11803, 'buck': 11804, 'otter': 11805, 'inappropriate': 11806, \"'97\": 11807, 'colors': 11808, 'gresham': 11809, 'cherokee': 11810, 'foraging': 11811, \"paul's\": 11812, \"'blue\": 11813, \"'time\": 11814, 'frankly': 11815, 'cyclone': 11816, \"wind'\": 11817, 'disfigured': 11818, 'hearted': 11819, 'suggestions': 11820, 'instantly': 11821, 'chives': 11822, 'stoned': 11823, 'stockpiling': 11824, 'adopting': 11825, 'stumped': 11826, \"adviser'\": 11827, 'prop': 11828, 'automatic': 11829, 'frederick': 11830, 'douglass': 11831, 'blaine': 11832, 'suggestion': 11833, 'optical': 11834, 'divine': 11835, 'siri': 11836, 'bead': 11837, 'shootout': 11838, 'hearty': 11839, 'kiosk': 11840, 'recruits': 11841, 'debris': 11842, 'championship': 11843, 'indeed': 11844, 'belong': 11845, 'beaches': 11846, 'statistically': 11847, 'bartenders': 11848, \"'hot\": 11849, 'hyundai': 11850, 'wizard': 11851, 'getaways': 11852, 'yahoo': 11853, 'settlements': 11854, 'buffoon': 11855, \"burma's\": 11856, 'puzzle': 11857, 'escapes': 11858, 'disqualify': 11859, 'titles': 11860, 'handling': 11861, \"yourself'\": 11862, 'inspectors': 11863, \"'simpsons'\": 11864, 'circuit': 11865, 'partisan': 11866, 'ho': 11867, 'phoenix': 11868, 'touchscreen': 11869, 'peak': 11870, 'brainstorming': 11871, 'symbolism': 11872, 'specifics': 11873, 'commitment': 11874, 'defies': 11875, 'connecting': 11876, 'kirk': 11877, 'psychotic': 11878, 'institutional': 11879, 'invest': 11880, 'blew': 11881, 'workplaces': 11882, 'moderation': 11883, 'clothed': 11884, 'buddhist': 11885, \"google's\": 11886, 'regales': 11887, 'lows': 11888, 'vigilante': 11889, 'commemorating': 11890, 'burial': 11891, 'matches': 11892, 'ira': 11893, 'higgins': 11894, 'ajit': 11895, 'pai': 11896, 'tick': 11897, 'abraham': 11898, 'dna': 11899, 'reuben': 11900, 'clinics': 11901, 'stanford': 11902, 'dukakis': 11903, 'depicting': 11904, 'awaited': 11905, 'kinney': 11906, 'leah': 11907, 'remini': 11908, 'wherever': 11909, 'gleefully': 11910, 'slamming': 11911, 'element': 11912, 'disputed': 11913, 'delegates': 11914, 'dismembered': 11915, 'dumpster': 11916, 'costa': 11917, 'michaels': 11918, 'kalanick': 11919, \"comedian's\": 11920, 'lol': 11921, 'technicians': 11922, \"'twas\": 11923, 'covert': 11924, 'tussle': 11925, 'morton': 11926, 'pornographic': 11927, 'gabriel': 11928, 'surges': 11929, 'penny': 11930, 'untested': 11931, \"fortune'\": 11932, 'environmentalists': 11933, 'bbq': 11934, 'hen': 11935, 'accomplishment': 11936, 'lists': 11937, 'clearer': 11938, 'geo': 11939, 'gynecologist': 11940, 'cellmate': 11941, 'chargers': 11942, 'dugout': 11943, 'dermatologists': 11944, 'dancer': 11945, 'reenact': 11946, \"air'\": 11947, 'grossest': 11948, 'vestments': 11949, 'inaccuracy': 11950, 'rooftop': 11951, 'buttons': 11952, 'audubon': 11953, \"'wrong\": 11954, 'horde': 11955, 'memorabilia': 11956, 'faithful': 11957, 'stability': 11958, 'paved': 11959, 'rocking': 11960, \"ideas'\": 11961, 'imitating': 11962, 'wound': 11963, 'permanent': 11964, 'dslr': 11965, 'heartbreak': 11966, \"'perfect\": 11967, 'rockwell': 11968, 'installing': 11969, 'soaps': 11970, 'buddha': 11971, 'imagery': 11972, 'asserts': 11973, 'podiatrist': 11974, 'sudanese': 11975, 'alexa': 11976, 'atv': 11977, 'miraculously': 11978, 'rubble': 11979, 'audiences': 11980, 'djs': 11981, 'swallow': 11982, 'costars': 11983, 'uruguay': 11984, 'promotional': 11985, 'toyota': 11986, 'gurney': 11987, 'cranks': 11988, 'stocks': 11989, \"huckabee's\": 11990, 'disintegrates': 11991, 'mia': 11992, 'fathered': 11993, 'altman': 11994, 'milton': 11995, 'berle': 11996, 'premonition': 11997, 'narratives': 11998, \"'alien\": 11999, \"predator'\": 12000, \"handmaid's\": 12001, \"tale'\": 12002, 'glamorous': 12003, 'unheard': 12004, 'functional': 12005, 'monoxide': 12006, 'chesney': 12007, 'nike': 12008, 'travolta': 12009, 'guillermo': 12010, 'toro': 12011, 'carts': 12012, 'sobbing': 12013, 'defender': 12014, 'impeached': 12015, 'unwanted': 12016, 'aka': 12017, 'fm': 12018, 'interim': 12019, 'paranoid': 12020, \"'celebrity\": 12021, 'vu': 12022, 'dawkins': 12023, 'abduction': 12024, 'tri': 12025, \"mockingbird'\": 12026, 'emissions': 12027, 'naomi': 12028, 'watts': 12029, 'straw': 12030, 'curriculum': 12031, 'imports': 12032, 'gandhi': 12033, 'hazard': 12034, 'erupting': 12035, 'restrooms': 12036, 'sexting': 12037, 'commits': 12038, \"'nobody\": 12039, 'mating': 12040, 'sumptuous': 12041, 'illusions': 12042, 'dining': 12043, 'stanley': 12044, 'manages': 12045, 'showcase': 12046, '2013': 12047, 'foe': 12048, \"nam's\": 12049, '68': 12050, 'bundy': 12051, 'scuba': 12052, 'diver': 12053, 'foley': 12054, 'photojournalist': 12055, 'subtle': 12056, 'lifted': 12057, 'tampons': 12058, 'spawn': 12059, 'illustrates': 12060, 'broker': 12061, 'addictive': 12062, 'swim': 12063, 'dina': 12064, 'rouhani': 12065, 'furniture': 12066, 'breathes': 12067, 'screamed': 12068, 'meek': 12069, 'vase': 12070, 'earnest': 12071, 'glimmer': 12072, 'revolt': 12073, 'yup': 12074, 'jew': 12075, 'typical': 12076, 'nodding': 12077, 'widespread': 12078, 'fluid': 12079, \"'partying'\": 12080, \"'zero\": 12081, 'mummified': 12082, \"everything'\": 12083, 'bankrupting': 12084, 'portion': 12085, 'crews': 12086, 'stretched': 12087, 'custom': 12088, 'cages': 12089, 'rpg': 12090, 'salute': 12091, 'debunked': 12092, 'cooker': 12093, 'tract': 12094, 'nippy': 12095, 'sweatshops': 12096, \"'king\": 12097, 'sooner': 12098, 'minds': 12099, 'molten': 12100, 'puddle': 12101, 'gloria': 12102, 'sweep': 12103, 'sentient': 12104, \"first'\": 12105, 'rodeo': 12106, 'immediate': 12107, 'makers': 12108, 'vaguely': 12109, 'flipping': 12110, 'wiping': 12111, 'dolled': 12112, 'scenarios': 12113, 'resigning': 12114, 'blagojevich': 12115, 'adoption': 12116, 'dossier': 12117, 'frat': 12118, 'whopping': 12119, 'reptile': 12120, 'fright': 12121, 'airports': 12122, \"'build\": 12123, \"wall'\": 12124, 'chant': 12125, \"grandpa's\": 12126, 'solemn': 12127, 'psychiatrists': 12128, 'roman': 12129, 'exhausting': 12130, 'prostitute': 12131, 'recipient': 12132, 'decay': 12133, 'cerebral': 12134, 'palsy': 12135, 'eyeliner': 12136, 'showered': 12137, 'runners': 12138, 'sheen': 12139, 'minorities': 12140, 'flagship': 12141, 'bases': 12142, 'taunt': 12143, 'gorilla': 12144, 'unsung': 12145, 'cleaned': 12146, 'server': 12147, 'align': 12148, \"'wonder\": 12149, 'crucifixion': 12150, 'tossing': 12151, 'liberia': 12152, 'climatologists': 12153, 'spinning': 12154, 'torch': 12155, 'mexicans': 12156, 'comcast': 12157, 'elitist': 12158, \"'fair\": 12159, 'crafted': 12160, 'manic': 12161, 'planted': 12162, \"skin'\": 12163, 'liberties': 12164, 'healer': 12165, 'hog': 12166, 'pregnancies': 12167, \"'women\": 12168, 'unharmed': 12169, 'magically': 12170, 'representative': 12171, 'refreshing': 12172, 'scored': 12173, 'recycling': 12174, 'decorated': 12175, 'henchmen': 12176, 'scramble': 12177, 'luna': 12178, 'zinke': 12179, 'monkeys': 12180, 'walton': 12181, \"agent's\": 12182, 'grounds': 12183, 'robotic': 12184, \"band's\": 12185, 'quarterback': 12186, 'dried': 12187, 'spoiled': 12188, \"back's\": 12189, \"'magic\": 12190, 'carolinas': 12191, 'magnet': 12192, 'fading': 12193, 'reformers': 12194, 'galápagos': 12195, 'trey': 12196, 'gowdy': 12197, 'toner': 12198, \"'still\": 12199, 'mannequins': 12200, 'di': 12201, \"commission's\": 12202, 'fiery': 12203, 'jellyfish': 12204, 'kareem': 12205, 'enrolled': 12206, 'foolishly': 12207, 'mcbeal': 12208, 'martyr': 12209, 'oats': 12210, 'canister': 12211, 'fyi': 12212, 'cola': 12213, 'treater': 12214, 'embodies': 12215, 'plummets': 12216, 'screening': 12217, 'snooze': 12218, \"book'\": 12219, \"duff's\": 12220, 'seafood': 12221, 'acoustic': 12222, 'addicted': 12223, 'brakes': 12224, 'mercedes': 12225, 'ruehl': 12226, \"devil'\": 12227, 'diplomacy': 12228, 'fiancé': 12229, 'deported': 12230, 'frenzy': 12231, 'populism': 12232, 'seamlessly': 12233, 'racket': 12234, 'bout': 12235, 'interruption': 12236, 'evacuate': 12237, 'mudslide': 12238, 'session': 12239, 'partnership': 12240, 'karl': 12241, 'determining': 12242, \"'atlanta'\": 12243, \"'great\": 12244, 'bubbles': 12245, 'terribly': 12246, 'stalls': 12247, 'regressive': 12248, 'tailored': 12249, 'vigil': 12250, 'rupture': 12251, 'ibiza': 12252, 'retold': 12253, 'vergara': 12254, 'dietary': 12255, 'distrust': 12256, 'skilled': 12257, 'tate': 12258, 'insect': 12259, 'integrity': 12260, 'toadstool': 12261, 'input': 12262, 'dazzle': 12263, \"'she's\": 12264, 'rickles': 12265, 'shutting': 12266, 'bulldogs': 12267, 'lantern': 12268, \"daughters'\": 12269, 'motawi': 12270, 'bins': 12271, 'amtrak': 12272, 'continuous': 12273, 'demo': 12274, 'patriots': 12275, 'astonishing': 12276, 'tasty': 12277, \"'wild\": 12278, 'bulb': 12279, 'adjunct': 12280, 'scholars': 12281, 'blaster': 12282, 'wilmer': 12283, 'valderrama': 12284, 'paterno': 12285, \"'thoughts\": 12286, \"prayers'\": 12287, 'descending': 12288, 'rambling': 12289, 'banking': 12290, 'amas': 12291, 'endgame': 12292, 'excellence': 12293, 'lobbying': 12294, 'legislature': 12295, 'erections': 12296, 'verse': 12297, 'mimic': 12298, 'murderers': 12299, 'destination': 12300, 'wong': 12301, 'spews': 12302, \"'richie\": 12303, \"rich'\": 12304, 'gayer': 12305, 'masked': 12306, 'heckler': 12307, 'swimmers': 12308, 'denuclearization': 12309, 'glade': 12310, '17th': 12311, 'towels': 12312, 'despised': 12313, 'further': 12314, 'fictional': 12315, \"aliens'\": 12316, \"shit'\": 12317, 'den': 12318, \"'sgt\": 12319, \"pepper'\": 12320, 'tasked': 12321, 'bronx': 12322, 'manchester': 12323, 'corey': 12324, 'uma': 12325, 'thurman': 12326, 'twitterverse': 12327, 'sum': 12328, 'unnecessary': 12329, 'mature': 12330, 'rejection': 12331, 'lester': 12332, 'holt': 12333, 'chose': 12334, 'tanker': 12335, 'impacting': 12336, 'reverses': 12337, 'coolest': 12338, \"balls'\": 12339, 'illuminate': 12340, 'negotiate': 12341, 'convey': 12342, 'fuckers': 12343, 'firefight': 12344, 'discriminated': 12345, 'fueled': 12346, \"'bubble\": 12347, 'cholera': 12348, 'nationalists': 12349, 'truthful': 12350, 'psych': 12351, 'julianne': 12352, 'chanel': 12353, 'outback': 12354, 'bittersweet': 12355, 'sopranos': 12356, 'bonus': 12357, 'radar': 12358, 'corrects': 12359, \"'ferguson\": 12360, 'policing': 12361, 'authored': 12362, 'trivia': 12363, 'loneliness': 12364, 'plates': 12365, 'sylvester': 12366, 'impaled': 12367, 'wicker': 12368, 'emanates': 12369, 'chloe': 12370, 'gnar': 12371, 'vain': 12372, 'ultrasound': 12373, 'willie': 12374, 'appropriations': 12375, 'carnivores': 12376, \"university's\": 12377, 'monkfish': 12378, 'rogen': 12379, 'windshield': 12380, 'wipers': 12381, 'stool': 12382, 'humongous': 12383, 'largemouth': 12384, 'midwestern': 12385, 'mourning': 12386, 'exoskeleton': 12387, \"brown'\": 12388, 'mutters': 12389, 'measuring': 12390, 'rabbi': 12391, 'camaros': 12392, 'marginalized': 12393, 'stride': 12394, 'cruises': 12395, 'eyesore': 12396, 'tara': 12397, 'turret': 12398, 'maximum': 12399, 'prima': 12400, 'herb': 12401, 'criminalize': 12402, 'frontrunner': 12403, 'weasel': 12404, 'teeny': 12405, \"thing'\": 12406, 'victor': 12407, 'adrift': 12408, 'mvps': 12409, 'statewide': 12410, 'cannabis': 12411, 'concede': 12412, 'thousand': 12413, \"myanmar's\": 12414, 'methods': 12415, 'enzyme': 12416, 'mumford': 12417, \"'scandal'\": 12418, \"'jim\": 12419, 'elaine': 12420, 'chao': 12421, 'skunk': 12422, 'milan': 12423, 'casualties': 12424, 'encrypted': 12425, 'nunberg': 12426, 'needy': 12427, 'compounds': 12428, \"helmet'\": 12429, 'goodness': 12430, 'reclaim': 12431, 'corrugated': 12432, 'migration': 12433, 'violated': 12434, 'premature': 12435, 'ghastly': 12436, 'labour': 12437, 'attracts': 12438, 'disoriented': 12439, 'creme': 12440, \"spicer's\": 12441, 'rickman': 12442, 'economists': 12443, 'circumstances': 12444, 'castile': 12445, 'sketches': 12446, 'pledged': 12447, 'dwell': 12448, 'indianapolis': 12449, 'alice': 12450, 'succumbs': 12451, 'stylist': 12452, 'pajamas': 12453, 'possess': 12454, \"candidate's\": 12455, \"owner's\": 12456, 'epitome': 12457, 'waking': 12458, 'oxygen': 12459, 'reinforced': 12460, \"'despicable'\": 12461, 'clif': 12462, 'governments': 12463, 'decaying': 12464, 'revitalized': 12465, 'masochists': 12466, \"democrats'\": 12467, \"romney's\": 12468, 'retro': 12469, 'mechanic': 12470, 'crunchy': 12471, 'schilling': 12472, 'posits': 12473, 'climb': 12474, 'nepotism': 12475, 'hb2': 12476, 'firmly': 12477, 'champ': 12478, 'papal': 12479, 'beguiling': 12480, 'shaming': 12481, 'unanimously': 12482, 'patriot': 12483, 'mcgregor': 12484, 'teller': 12485, 'merriam': 12486, 'webster': 12487, 'dictionary': 12488, 'destroyer': 12489, 'predictably': 12490, 'memes': 12491, 'gravestone': 12492, 'infectious': 12493, 'retarded': 12494, 'talented': 12495, 'restoring': 12496, 'gymnastics': 12497, 'contrarian': 12498, \"brooklyn's\": 12499, 'approaching': 12500, 'shackled': 12501, 'motown': 12502, 'trauma': 12503, 'irl': 12504, \"'mona\": 12505, \"lisa'\": 12506, \"'strong\": 12507, 'particular': 12508, 'concession': 12509, 'unveiled': 12510, 'gut': 12511, 'hound': 12512, 'existential': 12513, 'washing': 12514, 'shortcomings': 12515, 'pornhub': 12516, 'alphabet': 12517, 'intelligent': 12518, \"education'\": 12519, 'primal': 12520, 'occupation': 12521, 'tyrannical': 12522, 'psychologist': 12523, 'kelley': 12524, 'finishing': 12525, \"'unprecedented'\": 12526, 'skeletons': 12527, 'declare': 12528, 'judged': 12529, 'institutionalized': 12530, 'albums': 12531, \"women'\": 12532, 'concerts': 12533, 'luck': 12534, 'clarence': 12535, 'bassist': 12536, 'sellout': 12537, 'gentleman': 12538, 'restless': 12539, 'sprite': 12540, 'sensitive': 12541, 'admiral': 12542, 'cameo': 12543, 'lobsters': 12544, \"'climate\": 12545, 'argues': 12546, 'phish': 12547, 'melanie': 12548, 'polarized': 12549, 'canvas': 12550, 'wiz': 12551, 'expresses': 12552, 'knocks': 12553, 'unbalanced': 12554, 'fishes': 12555, 'caddy': 12556, 'kuwait': 12557, 'lambert': 12558, 'burmese': 12559, 'python': 12560, 'suburban': 12561, 'bipolar': 12562, 'cheetos': 12563, 'ordeal': 12564, 'intention': 12565, \"'true\": 12566, 'poop': 12567, 'happier': 12568, 'construct': 12569, 'natives': 12570, 'flattered': 12571, \"sterling's\": 12572, 'negotiations': 12573, 'consumed': 12574, 'bobbi': 12575, 'plotting': 12576, \"customer's\": 12577, 'reshaping': 12578, 'vilify': 12579, 'nigerian': 12580, \"lil'\": 12581, 'microphone': 12582, 'helplessly': 12583, 'acclaimed': 12584, 'flare': 12585, 'usain': 12586, 'bolt': 12587, 'deepens': 12588, 'dieting': 12589, 'mailbox': 12590, 'squat': 12591, 'plantation': 12592, 'emperor': 12593, 'kinky': 12594, 'pluto': 12595, 'balding': 12596, 'whim': 12597, 'cbo': 12598, 'lobbyists': 12599, 'dubious': 12600, 'sneak': 12601, \"japan's\": 12602, 'brazilians': 12603, 'synergy': 12604, \"coach's\": 12605, 'cara': 12606, 'hairstyles': 12607, 'retelling': 12608, 'fe': 12609, 'unit': 12610, 'audiobook': 12611, 'glamour': 12612, \"museum's\": 12613, 'pencils': 12614, 'boutique': 12615, \"done'\": 12616, \"'sorry\": 12617, 'horseman': 12618, 'reprises': 12619, 'delights': 12620, 'sorrow': 12621, \"'you've\": 12622, \"masks'\": 12623, 'dow': 12624, \"executive's\": 12625, 'mickey': 12626, 'banker': 12627, 'waffles': 12628, 'playful': 12629, 'surging': 12630, 'batteries': 12631, 'milestone': 12632, 'fad': 12633, 'waaah': 12634, 'monumental': 12635, 'housekeeper': 12636, 'sassy': 12637, 'beautifully': 12638, 'henry': 12639, 'americana': 12640, 'chemicals': 12641, 'operations': 12642, 'beware': 12643, 'centuries': 12644, 'lava': 12645, 'devour': 12646, 'ferrera': 12647, \"worker's\": 12648, 'stacked': 12649, 'hedgehog': 12650, 'yellow': 12651, 'elegant': 12652, 'ego': 12653, 'icbm': 12654, 'stallion': 12655, 'leopard': 12656, 'wronged': 12657, 'stressing': 12658, 'tsa': 12659, 'ineffective': 12660, 'shall': 12661, 'unnamed': 12662, 'variant': 12663, 'markers': 12664, 'ukrainian': 12665, 'uneducated': 12666, 'materials': 12667, 'marcoses': 12668, 'scheduling': 12669, 'dumping': 12670, 'practices': 12671, 'madeleine': 12672, 'albright': 12673, 'shitting': 12674, 'hunting': 12675, 'redbox': 12676, 'reeling': 12677, 'enforce': 12678, 'relatable': 12679, 'caution': 12680, 'contribution': 12681, 'personnel': 12682, 'enjoyed': 12683, 'regarding': 12684, 'selfish': 12685, 'corny': 12686, 'petty': 12687, 'xavier': 12688, 'handicapped': 12689, 'captivating': 12690, 'childfree': 12691, 'dinners': 12692, 'beheading': 12693, 'verge': 12694, 'screenwriting': 12695, 'okays': 12696, 'provisions': 12697, 'congratulates': 12698, 'egyptians': 12699, 'polled': 12700, 'constitutionality': 12701, 'tropical': 12702, \"hudson's\": 12703, 'humiliation': 12704, \"talent'\": 12705, 'profanity': 12706, 'spare': 12707, 'thiel': 12708, 'bracing': 12709, 'machiavellian': 12710, 'chita': 12711, 'rivera': 12712, 'heap': 12713, 'brewers': 12714, \"hell'\": 12715, 'abusers': 12716, 'devises': 12717, 'kozlewski': 12718, 'juan': 12719, \"rihanna's\": 12720, 'mishandling': 12721, \"this'\": 12722, 'falsifying': 12723, 'ran': 12724, 'destinations': 12725, \"kentucky's\": 12726, 'operate': 12727, 'letterman': 12728, 'vader': 12729, 'physician': 12730, \"mo'\": 12731, 'hamsters': 12732, \"volkswagen's\": 12733, 'requiring': 12734, 'legitimate': 12735, 'coupon': 12736, 'auctioneer': 12737, 'phrases': 12738, 'pileup': 12739, \"dog's\": 12740, 'defeated': 12741, 'crippled': 12742, 'affirmations': 12743, 'fusion': 12744, 'infiltrates': 12745, 'ahca': 12746, 'blac': 12747, 'descends': 12748, \"do's\": 12749, \"don'ts\": 12750, 'glaciers': 12751, 'depleted': 12752, \"republicans'\": 12753, \"dunkin'\": 12754, \"office'\": 12755, 'abbas': 12756, \"'thank\": 12757, 'territory': 12758, 'ditched': 12759, 'newsroom': 12760, 'homer': 12761, 'boris': 12762, 'jealousy': 12763, 'induced': 12764, 'handwriting': 12765, 'vortex': 12766, 'millennium': 12767, 'blackface': 12768, 'mayer': 12769, \"teigen's\": 12770, \"harper's\": 12771, 'index': 12772, \"silver's\": 12773, 'streetcar': 12774, 'enviros': 12775, 'versace': 12776, \"code'\": 12777, 'thorny': 12778, 'presser': 12779, \"'dull\": 12780, \"'indefensible'\": 12781, 'barcelona': 12782, 'smeared': 12783, 'drugged': 12784, 'arlington': 12785, 'nemtsov': 12786, 'gillian': 12787, 'jacobs': 12788, \"'tens\": 12789, \"millions'\": 12790, 'snafu': 12791, 'poached': 12792, 'lurk': 12793, \"dogs'\": 12794, 'sandboxes': 12795, 'altoid': 12796, 'sails': 12797, 'selig': 12798, 'counted': 12799, 'moviegoers': 12800, 'stretcher': 12801, 'guarantee': 12802, 'undeterred': 12803, 'nien': 12804, 'nunb': 12805, 'shooed': 12806, 'waterslide': 12807, \"outrage'\": 12808, \"claus'\": 12809, 'appraised': 12810, \"planet's\": 12811, 'draymond': 12812, \"'sorry'\": 12813, '118': 12814, '48': 12815, 'knot': 12816, 'untangling': 12817, 'laboratory': 12818, 'schooling': 12819, 'fosters': 12820, 'chokeholds': 12821, 'mtm': 12822, \"burns'\": 12823, \"filmmaker's\": 12824, 'cortex': 12825, \"'gravity'\": 12826, \"slave'\": 12827, 'pga': 12828, 'impacts': 12829, 'disrobing': 12830, \"inhofe's\": 12831, \"'nightingale'\": 12832, 'vid': 12833, \"rec'\": 12834, 'morales': 12835, 'kaia': 12836, 'posh': 12837, 'packaging': 12838, '2025': 12839, '290': 12840, 'poking': 12841, 'flushed': 12842, 'libertarians': 12843, 'enlistment': 12844, 'oaths': 12845, '51': 12846, 'yak': 12847, 'thoughtfully': 12848, 'fells': 12849, 'posed': 12850, \"mayor's\": 12851, 'chromat': 12852, 'rappers': 12853, 'muse': 12854, 'reincarnated': 12855, 'phan': 12856, \"youtube's\": 12857, 'bestie': 12858, 'ricky': 12859, \"gervais'\": 12860, 'hubbard': 12861, 'scientologist': 12862, 'procreative': 12863, 'ne': 12864, \"bully'\": 12865, 'commuter': 12866, 'solvers': 12867, 'sarin': 12868, 'scoliosis': 12869, 'retailer': 12870, 'bitches': 12871, 'quoting': 12872, 'fletch': 12873, 'labute': 12874, 'rodents': 12875, 'leverage': 12876, 'kangaroos': 12877, 'feelers': 12878, \"wire'\": 12879, 'uplift': 12880, 'successor': 12881, 'seas': 12882, 'fondest': 12883, 'unseating': 12884, 'gouging': 12885, \"'jazz'\": 12886, \"'jeopardy\": 12887, \"patrons'\": 12888, 'wounds': 12889, 'malibu': 12890, 'belting': 12891, \"campbell's\": 12892, \"'gremlin\": 12893, \"'1989'\": 12894, 'reasonably': 12895, 'portioned': 12896, 'ventilator': 12897, \"'70s\": 12898, \"history'\": 12899, 'lancelot': 12900, \"thomas'\": 12901, \"'bogus'\": 12902, 'retweets': 12903, 'insulating': 12904, 'muniz': 12905, \"'malcolm\": 12906, \"middle'\": 12907, '3822': 12908, 'dominic': 12909, 'casulli': 12910, 'cited': 12911, 'scuffle': 12912, \"'rubiobot'\": 12913, 'sederer': 12914, \"'dsm\": 12915, 'legitimately': 12916, 'purina': 12917, \"'slovenly\": 12918, \"feast'\": 12919, 'chides': 12920, 'touting': 12921, \"wasp'\": 12922, \"'avengers\": 12923, 'swimsuits': 12924, '1981': 12925, 'disgrace': 12926, \"'cookies\": 12927, \"cash'\": 12928, 'secular': 12929, 'bankruptcy': 12930, 'timelapse': 12931, 'bain': 12932, 'slavin': 12933, 'laurie': 12934, 'val': 12935, 'chmerkovskiy': 12936, \"matthew's\": 12937, 'viall': 12938, 'demonizes': 12939, '839': 12940, '947': 12941, \"som's\": 12942, 'minestrone': 12943, 'spotlighting': 12944, 'clairvoyant': 12945, 'vaughn': 12946, 'kenan': 12947, \"'inaccurate'\": 12948, 'hid': 12949, 'oxy': 12950, 'decayed': 12951, 'badger': 12952, 'mantel': 12953, 'jodie': 12954, 'seediest': 12955, 'revisionist': 12956, 'genomic': 12957, 'technonlogy': 12958, 'uaw': 12959, 'fca': 12960, \"'hour\": 12961, \"hour'\": 12962, 'declaring': 12963, 'hooded': 12964, 'potomac': 12965, 'naptime': 12966, 'oratory': 12967, 'nilla': 12968, 'growers': 12969, \"'turn\": 12970, \"blue'\": 12971, 'isil': 12972, 'preservation': 12973, \"rooney's\": 12974, 'upkeep': 12975, 'sidebar': 12976, 'tunisian': 12977, 'blink': 12978, \"'ahs'\": 12979, 'honorary': 12980, 'scavenger': 12981, \"twine'\": 12982, 'systematic': 12983, 'allied': 12984, 'scarf': 12985, 'brookstone': 12986, 'lyricist': 12987, 'barlow': 12988, '200k': 12989, \"'just'\": 12990, 'cams': 12991, 'chattering': 12992, 'interlude': 12993, 'dogging': 12994, 'minus': 12995, 'suede': 12996, 'artie': 12997, 'lange': 12998, 'turbans': 12999, \"thanksgiving's\": 13000, 'proximity': 13001, 'carmelo': 13002, 'sprinter': 13003, 'festivities': 13004, 'wagner': 13005, 'strides': 13006, 'corridors': 13007, 'powerlessness': 13008, \"'symphony\": 13009, 'cements': 13010, 'bff': 13011, 'elle': 13012, 'headset': 13013, 'spooktacular': 13014, 'coordinator': 13015, 'pellets': 13016, 'countdown': 13017, 'decks': 13018, 'sox': 13019, 'undercuts': 13020, 'infidelities': 13021, 'undresses': 13022, 'gorillagram': 13023, 'inaction': 13024, 'framework': 13025, 'whoopi': 13026, 'goldberg': 13027, 'cucumber': 13028, 'purely': 13029, 'sherman': 13030, 'alexie': 13031, \"'noise\": 13032, \"headphones'\": 13033, 'correspondent': 13034, 'ayman': 13035, 'mohyeldin': 13036, \"'tough\": 13037, 'ditka': 13038, 'boulders': 13039, \"'largest\": 13040, \"religions'\": 13041, 'heifer': 13042, 'emp': 13043, 'disable': 13044, 'devices': 13045, \"'waist\": 13046, \"gang'\": 13047, \"found'\": 13048, 'preaching': 13049, 'xmasgiftsfromtrump': 13050, 'progressed': 13051, 'pun': 13052, 'grizzlies': 13053, 'weathered': 13054, 'synthetic': 13055, 'additives': 13056, 'digest': 13057, 'watertown': 13058, 'rapture': 13059, 'lumber': 13060, 'sunmine': 13061, 'overjoyed': 13062, 'mcmuffins': 13063, 'safran': 13064, 'foer': 13065, 'skydiver': 13066, 'aikins': 13067, 'parachute': 13068, 'shrunk': 13069, 'orkin': 13070, 'presex': 13071, 'kowtow': 13072, 'reffed': 13073, 'pogue': 13074, 'levee': 13075, 'fluent': 13076, 'mandarin': 13077, \"huang's\": 13078, \"'dope'\": 13079, 'libel': 13080, 'goofball': 13081, 'solves': 13082, 'upbraidings': 13083, 'scoffs': 13084, 'lancet': 13085, 'grasshopper': 13086, 'thorax': 13087, 'freemasons': 13088, \"nude'\": 13089, 'scold': 13090, \"'mudbound'\": 13091, 'leagues': 13092, 'wtc': 13093, 'vfw': 13094, \"'friggin''\": 13095, 'dramatize': 13096, 'menendez': 13097, \"lead'\": 13098, 'sprained': 13099, 'mauling': 13100, 'skipped': 13101, \"airport's\": 13102, 'beatty': 13103, 'tsarnaevs': 13104, 'castros': 13105, 'pacs': 13106, \"smb's\": 13107, 'dials': 13108, \"who'd\": 13109, \"asked'\": 13110, \"'witches'\": 13111, \"marks'\": 13112, '3m': 13113, 'protective': 13114, 'foam': 13115, 'plugs': 13116, \"'fahrenheit\": 13117, \"451'\": 13118, 'asteroid': 13119, 'plumber': 13120, 'modi': 13121, 'speedy': 13122, \"romney'\": 13123, 'dryers': 13124, 'snapper': 13125, 'voicing': 13126, 'pastries': 13127, 'pulses': 13128, \"aoki's\": 13129, 'edm': 13130, 'deploying': 13131, 'focusing': 13132, \"eric's\": 13133, \"bogosian's\": 13134, 'avenged': 13135, 'compendium': 13136, '812': 13137, '683': 13138, 'asterisks': 13139, 'nooses': 13140, 'delaware': 13141, 'lined': 13142, 'unbeleafably': 13143, \"drummer's\": 13144, \"mcconaughey's\": 13145, 'icantbreathe': 13146, 'bisquick': 13147, 'impossibly': 13148, 'pie\\x99': 13149, \"'symbol\": 13150, \"sides'\": 13151, 'dozing': 13152, 'outstanding': 13153, 'balsam': 13154, 'buttermilk': 13155, 'weiwei': 13156, 'commemorates': 13157, 'uno': 13158, 'kosher': 13159, 'jada': 13160, 'pinkett': 13161, 'dispatch': 13162, 'shinto': 13163, 'priestess': 13164, \"association's\": 13165, 'edging': 13166, 'glued': 13167, 'afi': 13168, 'docs': 13169, \"bogetti's\": 13170, 'meaningless': 13171, 'farce': 13172, 'hazen': 13173, \"'happy\": 13174, 'underestimated': 13175, 'adrenal': 13176, 'freestyles': 13177, 'inconveniences': 13178, 'npt': 13179, 'bloodshot': 13180, 'medalist': 13181, 'holcomb': 13182, \"fe's\": 13183, 'virtues': 13184, 'hospitality': 13185, 'backers': 13186, 'negro': 13187, '1939–1940': 13188, 'chronicle': 13189, 'revisits': 13190, 'gardens': 13191, 'teeming': 13192, \"'macarena'\": 13193, 'tipped': 13194, 'sprint': 13195, \"'dorm\": 13196, \"essentials'\": 13197, 'browsed': 13198, 'somers': 13199, 'thighmaster': 13200, 'isaac': 13201, 'hamlet': 13202, 'dirtiest': 13203, 'spieth': 13204, 'willett': 13205, \"clerk's\": 13206, 'climber': 13207, 'denouncement': 13208, \"'kumbaya\": 13209, \"nonsense'\": 13210, \"'old\": 13211, \"records'\": 13212, 'wallflower': 13213, 'verb': 13214, 'noun': 13215, 'prepositional': 13216, 'collaborative': 13217, 'delegitimize': 13218, 'rigging': 13219, 'glasgow': 13220, 'concertgoer': 13221, 'clauses': 13222, 'uzbekistan': 13223, \"'solve\": 13224, \"crisis'\": 13225, 'rehabilitate': 13226, 'buckley': 13227, \"tips'\": 13228, 'voguing': 13229, 'ruben': 13230, 'studdard': 13231, 'wafts': 13232, 'miniature': 13233, 'hannitys': 13234, 'kellie': 13235, 'pickler': 13236, \"feud'\": 13237, \"guess'\": 13238, 'coloradans': 13239, 'deregistered': 13240, \"groot'\": 13241, 'defied': 13242, 'cylinders': 13243, 'quadruple': 13244, 'repairing': 13245, 'hellish': 13246, 'chalked': 13247, 'ire': 13248, 'brownribboncampaign': 13249, 'thorogood': 13250, 'licensed': 13251, 'diversify': 13252, 'darrelle': 13253, 'revis': 13254, 'houseboat': 13255, 'buick': 13256, 'betting': 13257, 'iced': 13258, \"blm's\": 13259, 'garza': 13260, 'undeserved': 13261, 'studying': 13262, 'mathematics': 13263, 'slipping': 13264, 'fanciful': 13265, 'suspending': 13266, 'infographic': 13267, 'copenhagen': 13268, 'impersonates': 13269, 'xenomorphs': 13270, 'incompatible': 13271, '113': 13272, 'danica': 13273, 'roem': 13274, \"barrier'\": 13275, 'acknowledged': 13276, 'walling': 13277, 'goth': 13278, 'birdhouse': 13279, 'vooms': 13280, \"'7th\": 13281, 'yorkshire': 13282, 'monogrammed': 13283, \"introvert's\": 13284, \"harmony's\": 13285, 'jauregui': 13286, 'cubans': 13287, 'lukewarm': 13288, 'glassdoor': 13289, 'scampis': 13290, 'cutlery': 13291, 'nes': 13292, 'rearranged': 13293, 'americans\\x97nations': 13294, 'alphabetically': 13295, 'wheaton': 13296, 'coupling': 13297, 'insulting': 13298, 'disbelief': 13299, 'unrewarded': 13300, 'annotations': 13301, \"'victims\": 13302, \"abortion'\": 13303, \"'millennials'\": 13304, 'pageviews': 13305, 'beaver': 13306, 'org': 13307, 'cart': 13308, 'madcap': 13309, 'zany': 13310, 'hijinks': 13311, 'cultures': 13312, 'perks': 13313, 'louise': 13314, 'munson': 13315, 'playwright': 13316, \"dunham'\": 13317, 'hd': 13318, 'listened': 13319, 'williamson': 13320, 'cleats': 13321, 'snared': 13322, 'patrolmen': 13323, \"lottery'\": 13324, \"'champion'\": 13325, 'uncovered': 13326, 'debra': 13327, 'winded': 13328, 'bootleg': 13329, 'waved': 13330, \"'chewbacca\": 13331, 'hardest': 13332, 'cupid': 13333, 'roses': 13334, 'disavows': 13335, 'internment': 13336, 'panelists': 13337, 'rounding': 13338, \"late'\": 13339, \"'fee'\": 13340, 'dreamer': 13341, \"flag's\": 13342, \"'manhood\": 13343, \"east'\": 13344, 'brokaw': 13345, 'pervert': 13346, 'toyotathon': 13347, 'communication': 13348, 'skinematography': 13349, \"'chasing\": 13350, \"cars'\": 13351, 'swooning': 13352, 'rebukes': 13353, 'geologic': 13354, \"control'\": 13355, \"'bae'\": 13356, \"'limp\": 13357, \"bizkit'\": 13358, 'stacks': 13359, 'grapefruit': 13360, 'meowing': 13361, \"'jedi'\": 13362, 'plural': 13363, 'headaches': 13364, \"body's\": 13365, 'communicating': 13366, 'rosalynn': 13367, \"'full'\": 13368, \"grill'\": 13369, \"met'\": 13370, 'gadfly': 13371, 'commentary': 13372, 'puppets': 13373, 'hundred': 13374, 'rebecca': 13375, 'randstad': 13376, 'permitted': 13377, 'searing': 13378, \"wiig's\": 13379, \"kimmel'\": 13380, \"oliver's\": 13381, 'cryptocurrency': 13382, 'meara': 13383, 'glimpses': 13384, \"'shots'\": 13385, 'syllable': 13386, \"'comfortable'\": 13387, 'dancy': 13388, 'vlogger': 13389, \"'stretch'\": 13390, 'reverberate': 13391, \"'men\": 13392, 'rommel': 13393, 'hummel': 13394, 'slushing': 13395, 'fade': 13396, 'conversationalist': 13397, 'hentai': 13398, 'hootie': 13399, 'blowfish': 13400, 'pussies': 13401, 'persists': 13402, \"'deep\": 13403, \"sleep'\": 13404, 'authenticity': 13405, 'transcript': 13406, 'tabloid': 13407, 'assumes': 13408, '259': 13409, 'blurry': 13410, 'pg': 13411, 'unqualified': 13412, \"'cute'\": 13413, 'borneo': 13414, 'silmarillion': 13415, 'bowlmate': 13416, 'brawls': 13417, 'kindergartener': 13418, \"'wise\": 13419, \"not'\": 13420, 'legalizing': 13421, 'ifttt': 13422, 'prostate': 13423, 'gizmos': 13424, 'psilocybin': 13425, 'mindlessly': 13426, \"society's\": 13427, 'lemming': 13428, \"legionnaire's\": 13429, 'macy': 13430, \"acosta's\": 13431, 'assertion': 13432, 'acosta': 13433, 'neurons': 13434, 'imperioli': 13435, 'unapologetic': 13436, 'easing': 13437, 'sarajevo': 13438, 'stager': 13439, 'dolby': 13440, 'camcorder': 13441, 'drills': 13442, 'sleek': 13443, \"'break\": 13444, 'unconditional': 13445, 'hollister': 13446, 'consolidating': 13447, 'wikiconstitution': 13448, 'handjob': 13449, 'whine': 13450, 'bitten': 13451, 'radioactive': 13452, 'sloth': 13453, 'quake': 13454, 'safest': 13455, 'unconsciousness': 13456, 'anesthesiologist': 13457, 'protector': 13458, 'assemble': 13459, \"chapo's\": 13460, 'misunderstood': 13461, \"weinstein'\": 13462, 'sociable': 13463, 'insurer': 13464, 'beatifies': 13465, \"activist's\": 13466, 'inked': 13467, 'masterful': 13468, \"'stands\": 13469, 'nonbinding': 13470, 'alleging': 13471, 'snapshots': 13472, \"'squad\": 13473, \"goals'\": 13474, \"wept'\": 13475, 'demonstrated': 13476, \"'stability'\": 13477, \"'competence'\": 13478, 'placing': 13479, 'teas': 13480, 'painless': 13481, \"'winding\": 13482, \"'same\": 13483, '83rd': 13484, 'nolan': 13485, 'raffling': 13486, 'seyfried': 13487, 'lanthanum': 13488, 'voltaggio': 13489, \"amputee's\": 13490, \"rand's\": 13491, 'fer': 13492, 'policewoman': 13493, 'flashed': 13494, \"'murder\": 13495, \"craze'\": 13496, \"'cooler\": 13497, \"heads'\": 13498, 'vacancy': 13499, \"bp's\": 13500, 'hipsters': 13501, \"'hipster'\": 13502, 'lara': 13503, \"boyle's\": 13504, 'upfront': 13505, 'riverboat': 13506, 'horseracing': 13507, 'relive': 13508, 'chakras': 13509, 'prestigious': 13510, 'abiding': 13511, 'aviva': 13512, 'disrupting': 13513, 'cabins': 13514, 'jeanette': 13515, 'strobe': 13516, 'terrorizes': 13517, 'vaulter': 13518, 'classifieds': 13519, 'cowbell': 13520, 'temporary': 13521, 'richrath': 13522, 'reo': 13523, 'speedwagon': 13524, 'defined': 13525, 'bookworms': 13526, 'shareholder': 13527, 'beastie': 13528, 'unorthodox': 13529, '300th': 13530, 'ledecky': 13531, \"mcgregor's\": 13532, 'stamina': 13533, 'dashing': 13534, \"hefner's\": 13535, 'foreplay': 13536, 'unrealistic': 13537, 'multifaceted': 13538, 'monologues': 13539, 'obliterates': 13540, 'tenison': 13541, 'maman': 13542, 'bébé': 13543, 'churchgoing': 13544, 'widows': 13545, \"child'\": 13546, 'franks': 13547, 'hotdogs': 13548, \"'donut\": 13549, \"fiasco'\": 13550, \"chew'\": 13551, 'medicruelty': 13552, 'rattan': 13553, \"farhadi's\": 13554, 'elly': 13555, 'radicalized': 13556, 'surpassed': 13557, 'marlboro': 13558, 'tumblr': 13559, '565': 13560, 'etsy': 13561, 'pythons': 13562, 'creepily': 13563, 'serch': 13564, 'backdrop': 13565, 'soften': 13566, \"'america'\": 13567, \"choice'\": 13568, 'enhancing': 13569, 'waiver': 13570, 'shaft': 13571, 'spanx': 13572, 'shapewear': 13573, 'apoplectic': 13574, 'factions': 13575, \"'nightly\": 13576, 'expectancy': 13577, 'grumpy': 13578, 'esophageal': 13579, \"'teach\": 13580, \"citizens'\": 13581, 'mckinney': 13582, 'sheedy': 13583, \"jets'\": 13584, 'sage': 13585, 'allison': 13586, 'schmitt': 13587, 'intentions': 13588, 'boitano': 13589, 'sobs': 13590, \"'401\": 13591, \"soups'\": 13592, 'cookbook': 13593, 'hostings': 13594, 'thread': 13595, 'obvi': 13596, 'rollercoaster': 13597, 'ingesting': 13598, 'a1': 13599, \"coroner's\": 13600, 'nouns': 13601, 'turing': 13602, 'jumped': 13603, \"'woman\": 13604, 'jpmorgan': 13605, 'stearns': 13606, 'byrd': 13607, 'imploded': 13608, 'elijah': 13609, \"'civil\": 13610, 'notable': 13611, 'tenured': 13612, '1967': 13613, 'latinas': 13614, 'outpouring': 13615, \"scaramucci's\": 13616, \"'atheist'\": 13617, 'mineral': 13618, \"soldier's\": 13619, 'mets': 13620, 'alderson': 13621, \"'stormi'\": 13622, 'grassroots': 13623, 'sprung': 13624, \"'country\": 13625, \"x'\": 13626, 'greenwald': 13627, 'pudgy': 13628, 'rosy': 13629, 'cheeks': 13630, 'fritter': 13631, 'caress': 13632, \"wing'\": 13633, 'buffs': 13634, 'ridicules': 13635, \"'annihilate'\": 13636, 'hpps': 13637, \"twain's\": 13638, 'walt': 13639, 'brushing': 13640, 'epcot': 13641, 'hoods': 13642, 'plethora': 13643, \"'overcome'\": 13644, \"'huffington\": 13645, \"post'\": 13646, 'embarrassingly': 13647, \"'boo'\": 13648, 'hymns': 13649, 'sung': 13650, 'pyer': 13651, 'moss': 13652, 'operatives': 13653, 'schweitzer': 13654, \"o'donnell's\": 13655, 'underdraft': 13656, 'negativity': 13657, 'joanna': 13658, \"gaines'\": 13659, 'clarify': 13660, 'windsor': 13661, 'authorizing': 13662, \"'spy'\": 13663, 'fingernail': 13664, 'whisk': 13665, 'tolerant': 13666, 'linking': 13667, 'crumpled': 13668, 'flouting': 13669, 'nda': 13670, \"mohamed's\": 13671, 'cougars': 13672, 'basks': 13673, 'errands': 13674, 'bloodstream': 13675, 'blitzes': 13676, 'sob': 13677, 'hobbit': 13678, \"institute's\": 13679, 'solstice': 13680, 'imminent': 13681, \"crow's\": 13682, 'superfan': 13683, \"freezer's\": 13684, 'miter': 13685, 'faceshield': 13686, 'comply': 13687, 'chavez': 13688, 'bloodless': 13689, 'exhibitionist': 13690, \"'sustainable\": 13691, \"energy'\": 13692, 'mofo': 13693, \"ate'\": 13694, 'nationally': 13695, 'warsaw': 13696, 'bungling': 13697, \"'attention'\": 13698, 'switching': 13699, 'trio': 13700, 'cutups': 13701, 'hatala': 13702, 'larsen': 13703, 'walkers': 13704, 'décor': 13705, 'reopening': 13706, \"'entertainment\": 13707, \"weekly'\": 13708, 'redo': 13709, \"'sorority\": 13710, \"row'\": 13711, 'grumblethor': 13712, 'mischievous': 13713, 'house–fbi': 13714, 'scant': 13715, 'erecting': 13716, 'channeling': 13717, \"'belle\": 13718, 'insatiable': 13719, 'droplet': 13720, 'windowpane': 13721, 'evenly': 13722, 'grimacing': 13723, 'drafts': 13724, 'charley': 13725, 'immortal': 13726, 'pallid': 13727, 'withdrawal': 13728, 'tributes': 13729, 'gags': 13730, '71st': 13731, 'wartime': 13732, 'atrocity': 13733, 'brevity': 13734, 'permit': 13735, 'drawbridge': 13736, 'ransack': 13737, 'arnoth': 13738, \"union'\": 13739, 'prematurity': 13740, 'municipal': 13741, 'downtown': 13742, 'navajo': 13743, \"'freedom\": 13744, 'prevails': 13745, 'reservations': 13746, 'naturist': 13747, 'boner': 13748, 'enchanting': 13749, 'tilda': 13750, 'swinton': 13751, 'splash': 13752, 'boyfriends': 13753, 'homicides': 13754, 'astrazeneca': 13755, 'assorted': 13756, 'sampler': 13757, 'anatomy': 13758, \"'uncoupling'\": 13759, \"fat'\": 13760, 'finalists': 13761, 'iditarod': 13762, 'ferry': 13763, 'underworld': 13764, \"tomboy's\": 13765, 'nicolas': 13766, 'burkinis': 13767, \"miele's\": 13768, \"'damaged'\": 13769, 'persistence': 13770, \"'person\": 13771, 'cycling': 13772, 'manners': 13773, \"'g\": 13774, 'provoked': 13775, 'impregnates': 13776, 'hmm': 13777, 'pleasantries': 13778, \"'hates\": 13779, \"taking'\": 13780, 'civics': 13781, 'caved': 13782, 'understood': 13783, 'lifehouse': 13784, 'checkpoint': 13785, 'delarge': 13786, 'droogs': 13787, 'amidst': 13788, 'baboon': 13789, 'thumbtack': 13790, 'connie': 13791, \"britton's\": 13792, 'smudged': 13793, 'breadstick': 13794, 'menstruated': 13795, 'obtains': 13796, 'toured': 13797, 'injure': 13798, 'icky': 13799, 'sauna': 13800, 'imaginable': 13801, 'baaaaack': 13802, 'couscous': 13803, 'zhang': 13804, 'ziyi': 13805, 'flursday': 13806, 'tore': 13807, 'oust': 13808, \"'lose\": 13809, \"fast'\": 13810, 'schneiderman': 13811, 'baseless': 13812, 'reciprocated': 13813, 'mummy': 13814, 'batch': 13815, \"overrated'\": 13816, \"post's\": 13817, 'slimy': 13818, 'webb': 13819, 'cocksucker': 13820, 'motherfucker': 13821, 'blazes': 13822, 'zenefits': 13823, 'stairwells': 13824, 'iraqis': 13825, 'enigmatic': 13826, 'josef': 13827, 'koudelka': 13828, 'janna': 13829, 'outed': 13830, \"'bonding'\": 13831, \"december's\": 13832, 'cashiers': 13833, \"cadbury's\": 13834, 'negligent': 13835, 'oaf': 13836, 'sloppily': 13837, 'maduro': 13838, 'mousy': 13839, 'sexpot': 13840, 'willis': 13841, 'leto': 13842, \"k'\": 13843, 'invocations': 13844, 'passion': 13845, 'swalwell': 13846, 'evident': 13847, 'solomon': 13848, 'packet': 13849, 'groveling': 13850, \"'pathetic'\": 13851, 'competitive': 13852, \"we'd\": 13853, \"'col\": 13854, \"tyler's\": 13855, 'ascetic': 13856, \"axelrod's\": 13857, 'inherited': 13858, 'cüneyt': 13859, 'arkin': 13860, 'coke': 13861, \"'whoisdsharp'\": 13862, 'violin': 13863, 'infiltrated': 13864, \"'scandalous'\": 13865, 'continents': 13866, 'drifted': 13867, 'mulan': 13868, 'ps4': 13869, 'pisses': 13870, 'wilford': 13871, 'brimley': 13872, \"receptionist's\": 13873, 'mariana': 13874, 'hanger': 13875, 'cliché': 13876, 'reassured': 13877, \"raisinets'\": 13878, 'coffers': 13879, 'aruban': 13880, \"hotel'\": 13881, 'sunrise': 13882, 'joyous': 13883, 'eid': 13884, 'ugaaso': 13885, 'abukar': 13886, \"boocow's\": 13887, 'mogadishu': 13888, 'convictions': 13889, 'passports': 13890, 'grapples': 13891, \"'draw\": 13892, \"muhammad'\": 13893, 'hi': 13894, 'veggie': 13895, 'eaters': 13896, 'speculation': 13897, 'plunger': 13898, 'collapsible': 13899, 'badtz': 13900, 'maru': 13901, 'sanrio': 13902, \"'tall\": 13903, \"clogs'\": 13904, 'sectarian': 13905, 'authoritarianism': 13906, 'bahrain': 13907, 'famine': 13908, 'excercise': 13909, 'lighter': 13910, 'lipped': 13911, 'bulbous': 13912, 'deformed': 13913, 'creatures': 13914, \"consequences'\": 13915, \"grizzlies'\": 13916, \"moyers'\": 13917, 'fireeye': 13918, 'boxers': 13919, 'cloaca': 13920, 'deficiency': 13921, 'flipped': 13922, 'reprehensibly': 13923, \"'blood\": 13924, 'mohawked': 13925, 'plutocratic': 13926, 'smitten': 13927, 'slo': 13928, 'classrooms': 13929, 'terrorize': 13930, \"colleagues'\": 13931, 'heston': 13932, 'scooby': 13933, 'doo': 13934, 'latifah': 13935, \"'being\": 13936, \"corpse'\": 13937, 'faints': 13938, 'escapee': 13939, 'bystanding': 13940, 'trybeatingmelightly': 13941, \"cartoonist's\": 13942, 'heckles': 13943, 'aqsa': 13944, 'neurosurgeon': 13945, 'heckled': 13946, 'jeffery': 13947, 'zales': 13948, 'midair': 13949, 'caveats': 13950, \"'irresponsible'\": 13951, 'giggles': 13952, 'preventing': 13953, \"'madmen'\": 13954, 'urination': 13955, 'poring': 13956, 'texan': 13957, 'poke': 13958, \"raccoon's\": 13959, 'norton': 13960, 'kindred': 13961, \"t's\": 13962, 'udonis': 13963, 'haslem': 13964, \"'filthy'\": 13965, 'pollute': 13966, 'munchos': 13967, 'disodium': 13968, 'guanylate': 13969, 'flea': 13970, 'unidentifiable': 13971, 'lump': 13972, 'gloss': 13973, 'farina': 13974, 'osteoarthritis': 13975, \"'worst'\": 13976, 'squalor': 13977, 'abominable': 13978, 'betrayer': 13979, \"zohan'\": 13980, \"fed'\": 13981, \"'far\": 13982, \"left'\": 13983, \"bandit'\": 13984, 'mobil': 13985, \"'hocus\": 13986, \"pocus'\": 13987, 'sock': 13988, 'cornrow': 13989, 'circumcised': 13990, \"'artisanal'\": 13991, 'ascends': 13992, 'umbrella': 13993, 'honesty': 13994, 'emile': 13995, 'hirsch': 13996, 'assigning': 13997, 'matchmaker': 13998, 'presiding': 13999, 'chastises': 14000, 'punctuality': 14001, 'erivo': 14002, \"'harriet'\": 14003, 'anticipating': 14004, 'retainer': 14005, 'restraint': 14006, 'ballad': 14007, 'sophisticated': 14008, 'utility': 14009, 'afterbirth': 14010, 'harass': 14011, 'jebbush': 14012, 'hopping': 14013, \"tipper's\": 14014, 'combine': 14015, 'abomination': 14016, 'cranberry': 14017, 'cupcake': 14018, 'daraya': 14019, 'skype': 14020, 'gett': 14021, 'viviane': 14022, 'amsalem': 14023, 'craziness': 14024, 'magma': 14025, \"18'\": 14026, 'amish': 14027, 'quilt': 14028, \"'honorable\": 14029, 'traitor': 14030, 'silliest': 14031, 'hymn': 14032, 'zedd': 14033, 'barker': 14034, \"'price\": 14035, \"fixin's\": 14036, 'osbourne': 14037, 'coward': 14038, 'fives': 14039, 'unwarranted': 14040, \"'spectacular\": 14041, \"wreck'\": 14042, \"'immediately'\": 14043, 'alcorn': 14044, 'spied': 14045, 'restored': 14046, 'zz': 14047, \"'legs'\": 14048, 'penises': 14049, 'belles': 14050, 'springer': 14051, \"'kill\": 14052, \"'octopussy'\": 14053, 'jourdan': 14054, 'snarls': 14055, 'disclosing': 14056, 'reconcile': 14057, 'comrie': 14058, 'quagmire': 14059, 'dodd': 14060, 'ricola': 14061, 'embargo': 14062, 'panorama': 14063, 'gruff': 14064, \"'fully\": 14065, \"cooperating'\": 14066, 'beta': 14067, \"'downvote'\": 14068, 'jawa': 14069, \"'diverse'\": 14070, \"'brilliant'\": 14071, 'pompom': 14072, 'infertile': 14073, 'decree': 14074, 'lois': 14075, 'lerner': 14076, 'umbrellas': 14077, 'magritte': 14078, 'magician': 14079, 'fermilab': 14080, 'hygiene': 14081, 'differentiator': 14082, 'ledge': 14083, 'alcoholics': 14084, \"'dumbing\": 14085, 'illegally': 14086, 'sitar': 14087, 'yordano': 14088, 'ventura': 14089, 'marte': 14090, 'snuggly': 14091, \"minister's\": 14092, 'omnigrain': 14093, 'cheerios': 14094, 'clive': 14095, 'cussler': 14096, 'zapp': 14097, 'adjusts': 14098, 'fervor': 14099, 'capitalists': 14100, \"'deserve'\": 14101, 'baptized': 14102, \"laramie's\": 14103, 'awakens': 14104, 'showbiz': 14105, 'puttering': 14106, 'stepmom': 14107, \"biomom's\": 14108, \"gq's\": 14109, 'preschooler': 14110, \"classmate's\": 14111, 'ashtanga': 14112, 'waterfall': 14113, \"'2016\": 14114, \"frontrunners'\": 14115, 'dirtydenier': 14116, 'kline': 14117, 'demonstrators': 14118, \"pbs'\": 14119, \"selfridge'\": 14120, 'modifier': 14121, 'distractions': 14122, \"'portlandia'\": 14123, 'mra': 14124, \"'finding\": 14125, \"dory'\": 14126, 'slowing': 14127, \"kesha's\": 14128, \"'praying'\": 14129, \"'woman'\": 14130, 'masquerading': 14131, \"hero's\": 14132, \"'oscars\": 14133, 'xenical': 14134, 'paxil': 14135, 'drixoral': 14136, 'lipitor': 14137, 'tavist': 14138, \"stepmom's\": 14139, \"'moms\": 14140, \"capes'\": 14141, 'carbs': 14142, \"'joe\": 14143, 'cabernet': 14144, \"sauvignon'\": 14145, \"li'l\": 14146, 'dumpling': 14147, 'hunted': 14148, 'podcasting': 14149, 'interventionists': 14150, 'bucked': 14151, 'morocco': 14152, 'mediocre': 14153, \"painter's\": 14154, 'chambers': 14155, 'cuter': 14156, \"bros'\": 14157, 'behaivor': 14158, \"sopranos'\": 14159, 'woefully': 14160, 'stocking': 14161, 'alibi': 14162, 'decorations': 14163, 'blending': 14164, 'dunbar': 14165, 'newsletter': 14166, \"gilligan's\": 14167, 'gilligan': 14168, 'biracial': 14169, 'ramarley': 14170, 'atrocities': 14171, 'wizarding': 14172, 'diagon': 14173, 'alley': 14174, 'caters': 14175, \"'poverty\": 14176, \"hardee's\": 14177, \"quest's\": 14178, 'phife': 14179, 'dawg': 14180, 'powdered': 14181, 'unguarded': 14182, 'dante': 14183, 'virgil': 14184, \"movement's\": 14185, 'contradiction': 14186, 'moderators': 14187, 'vandalizes': 14188, \"asimov's\": 14189, 'favorably': 14190, 'apologized': 14191, 'statistical': 14192, \"doj's\": 14193, 'plimpton': 14194, 'coe': 14195, 'dobby': 14196, 'generosity': 14197, 'woodstock': 14198, \"'99\": 14199, 'projections': 14200, 'laminated': 14201, 'continental': 14202, 'declined': 14203, 'assistance': 14204, 'dreadlocked': 14205, 'feijoada': 14206, 'discontinued': 14207, 'richie': 14208, \"'planning\": 14209, \"'lethal\": 14210, \"abuse'\": 14211, 'goner': 14212, 'prenuptial': 14213, \"'gasps'\": 14214, 'threesome': 14215, \"amtrak's\": 14216, \"'track\": 14217, \"train'\": 14218, 'kerr': 14219, 'ferries': 14220, \"bernanke's\": 14221, 'reassuring': 14222, \"'pacific\": 14223, \"rim'\": 14224, 'tans': 14225, 'hymnal': 14226, 'nomads': 14227, 'skim': 14228, \"ts'\": 14229, \"jameson's\": 14230, 'concoction': 14231, 'mathematical': 14232, 'skill': 14233, \"'week\": 14234, \"inclusion'\": 14235, 'exclusionary': 14236, \"mcveigh's\": 14237, 'versatile': 14238, 'horny': 14239, 'truther': 14240, \"backgrounds'\": 14241, 'designing': 14242, 'quadruplets': 14243, 'seagull': 14244, 'diarrhea': 14245, 'plunged': 14246, 'farc': 14247, \"'mylanta'\": 14248, 'evaluation': 14249, 'brazile': 14250, 'rodham': 14251, 'omar': 14252, 'khadr': 14253, 'starz': 14254, 'outlander': 14255, 'tartan': 14256, 'trials': 14257, 'julia': 14258, 'dreyfus': 14259, 'minors': 14260, 'aspirin': 14261, 'adjectives': 14262, \"'tony\": 14263, \"'snarky'\": 14264, \"bunker's\": 14265, 'destruct': 14266, 'oligarch': 14267, 'unlikable': 14268, \"'incredibles\": 14269, 'muscular': 14270, 'rescind': 14271, 'directives': 14272, \"'protect\": 14273, \"everybody'\": 14274, 'float': 14275, 'courtney': 14276, 'manicurist': 14277, 'repressed': 14278, 'joey': 14279, 'arias': 14280, 'goya': 14281, 'arteries': 14282, 'ranking': 14283, \"'dragged'\": 14284, 'catamaran': 14285, 'sclerosis': 14286, 'uninspired': 14287, 'elisabeth': 14288, 'kübler': 14289, 'prioritizes': 14290, 'minter': 14291, 'gunk': 14292, 'lily': 14293, 'hefty': 14294, 'securities': 14295, 'opposed': 14296, \"o'toole\": 14297, 'unlocking': 14298, 'leap': 14299, 'footprints': 14300, 'rewrites': 14301, \"club'\": 14302, 'terminology': 14303, \"webster's\": 14304, \"'melty'\": 14305, 'lexicon': 14306, 'miscellaneous': 14307, 'intimidating': 14308, 'cruiser': 14309, 'owl': 14310, 'flaunting': 14311, 'vanish': 14312, \"'fall\": 14313, \"fest'\": 14314, 'wagons': 14315, 'nasal': 14316, 'naloxone': 14317, \"'ken\": 14318, \"boner'\": 14319, 'purring': 14320, 'overwhelm': 14321, 'apfel': 14322, 'synagogues': 14323, 'congregants': 14324, 'motives': 14325, 'luau': 14326, 'cunning': 14327, 'subtext': 14328, 'menstruate': 14329, 'swollen': 14330, 'spouting': 14331, 'chimps': 14332, 'endings': 14333, 'iverson': 14334, 'realest': 14335, 'famer': 14336, 'titanic': 14337, \"iceberg's\": 14338, 'confessed': 14339, 'assessing': 14340, 'screened': 14341, \"ferrera's\": 14342, 'firefly': 14343, \"streep's\": 14344, 'noisily': 14345, 'devours': 14346, 'aphid': 14347, 'branded': 14348, 'billionaires': 14349, \"ii's\": 14350, \"darkness'\": 14351, 'defame': 14352, 'waitlist': 14353, \"'that's\": 14354, \"raven'\": 14355, 'screenplay': 14356, 'sharia': 14357, \"'about\": 14358, 'astrological': 14359, \"outsiders'\": 14360, 'ellie': 14361, 'goulding': 14362, 'julie': 14363, 'andrews': 14364, \"always'\": 14365, 'pliers': 14366, \"'miracle\": 14367, \"ice'\": 14368, 'creaking': 14369, \"'basic\": 14370, \"bargain'\": 14371, 'embodiment': 14372, 'fleet': 14373, 'blossoms': 14374, 'unrequited': 14375, 'overtipper': 14376, 'senile': 14377, 'squiggly': 14378, 'renowned': 14379, 'massaging': 14380, \"'arrogant'\": 14381, \"'uppity'\": 14382, 'unfiltered': 14383, 'huntley': 14384, 'extralegal': 14385, 'apparatus': 14386, \"neighbors'\": 14387, 'delirious': 14388, 'hallucinates': 14389, 'underemployed': 14390, \"subway'\": 14391, 'rejoice': 14392, 'speechwriter': 14393, 'suavity': 14394, 'trenchcoat': 14395, 'saddened': 14396, \"'call\": 14397, 'crumb': 14398, 'kellyonmymind': 14399, 'gissendaner': 14400, \"eye'\": 14401, 'berk': 14402, 'abedin': 14403, 'curing': 14404, 'gorillas': 14405, 'mow': 14406, \"dave's\": 14407, \"'shrink\": 14408, 'alright': 14409, \"'despacito'\": 14410, 'giggling': 14411, 'vibrant': 14412, 'blanco': 14413, 'hopeless': 14414, '433': 14415, 'imitation': 14416, 'pagodas': 14417, 'repudiate': 14418, 'starved': 14419, 'influencers': 14420, 'drinker': 14421, \"'dishonest'\": 14422, '747': 14423, 'attainable': 14424, \"'believes\": 14425, \"amnesty'\": 14426, 'geeky': 14427, 'yalie': 14428, 'lad': 14429, 'mosquitos': 14430, 'rests': 14431, 'chevy': 14432, 'incorporate': 14433, 'lou': 14434, 'reed': 14435, 'demographics': 14436, \"'cartgate'\": 14437, 'honduras': 14438, 'gerald': 14439, 'anglican': 14440, 'baklava': 14441, 'profiled': 14442, 'saran': 14443, 'brownie': 14444, \"bow'\": 14445, 'rattlesnakes': 14446, 'observed': 14447, 'newsguild': 14448, 'fencing': 14449, 'incumbency': 14450, 'enhancement': 14451, 'squirts': 14452, 'strewn': 14453, 'petals': 14454, 'courting': 14455, 'carroll': 14456, \"'personal\": 14457, 'samsonite': 14458, 'huffing': 14459, 'gaseous': 14460, '249': 14461, 'sapphire': 14462, 'enthusiasm': 14463, 'unbearable': 14464, 'pennsylvanian': 14465, 'ding': 14466, 'dong': 14467, \"solange'\": 14468, 'opinionated': 14469, 'volley': 14470, 'purritos': 14471, \"hershey's\": 14472, 'wyoming': 14473, 'heats': 14474, \"'single\": 14475, \"satisfaction'\": 14476, 'charla': 14477, \"nash's\": 14478, 'carcinogenic': 14479, \"humbling'\": 14480, \"'concussion'\": 14481, 'prairie': 14482, 'rezoned': 14483, 'nea': 14484, 'claes': 14485, \"oldenburg's\": 14486, \"'giant\": 14487, 'duggar': 14488, 'dillard': 14489, 'hideaways': 14490, \"fairey's\": 14491, 'blatantly': 14492, \"'demagogue'\": 14493, 'induction': 14494, 'automakers': 14495, \"'laser\": 14496, \"bride's\": 14497, \"'mom'\": 14498, \"'dad'\": 14499, \"gif'd\": 14500, 'lima': 14501, 'picketing': 14502, \"arbus'\": 14503, 'fugitive': 14504, 'heroine': 14505, 'zombie': 14506, 'dreyfuss': 14507, 'cite': 14508, 'clause': 14509, 'unicyclist': 14510, \"says'\": 14511, 'sandberg': 14512, 'summa': 14513, 'laude': 14514, 'punxsutawney': 14515, 'norway': 14516, 'charmed': 14517, 'artweek': 14518, 'vidcon': 14519, \"alliance'\": 14520, \"'ethnic\": 14521, \"cleansing'\": 14522, 'restrictive': 14523, 'brangelina': 14524, 'carved': 14525, 'rescuer': 14526, 'oily': 14527, 'pelicans': 14528, 'fordham': 14529, 'fractured': 14530, \"'glow'\": 14531, 'tundra': 14532, 'emptiness': 14533, 'mike4763': 14534, 'intruder': 14535, 'breaths': 14536, 'gasoline': 14537, \"ship'\": 14538, \"'antarctica'\": 14539, 'crank': 14540, 'jerking': 14541, 'gmail': 14542, 'hotmail': 14543, 'brains': 14544, \"'yak'\": 14545, 'almanac': 14546, 'primetime': 14547, 'indivisible': 14548, 'dew': 14549, 'livestock': 14550, 'suburbanite': 14551, 'invoke': 14552, 'bice': 14553, 'calendar': 14554, 'froth': 14555, 'mouthed': 14556, '613th': 14557, 'okie': 14558, \"sam's\": 14559, 'dentists': 14560, 'rutting': 14561, 'backlog': 14562, \"'speaking\": 14563, \"spanish'\": 14564, 'neill': 14565, 'blomkamp': 14566, \"'alien'\": 14567, \"chapman's\": 14568, 'hairdresser': 14569, 'trance': 14570, \"other'\": 14571, 'rosary': 14572, 'meddling': 14573, 'loop': 14574, \"'next\": 14575, 'realness': 14576, \"africa's\": 14577, '2036': 14578, \"come'\": 14579, \"'10\": 14580, \"souls'\": 14581, \"'bring\": 14582, 'munchstrosity': 14583, 'layboratory': 14584, 'clot': 14585, 'dislodges': 14586, 'femoral': 14587, 'artery': 14588, \"mandela's\": 14589, 'relegated': 14590, 'doorways': 14591, \"bakery's\": 14592, 'éclairs': 14593, 'paleo': 14594, 'speculating': 14595, \"acquaintance's\": 14596, 'astray': 14597, 'gere': 14598, 'pewter': 14599, 'violinist': 14600, 'mozart': 14601, 'garth': 14602, 'warehouses': 14603, \"'bunker\": 14604, \"grandpa'\": 14605, 'cleopatra': 14606, '2525': 14607, \"'greedy'\": 14608, 'blockading': 14609, 'implies': 14610, 'nar': 14611, 'unstable': 14612, \"kinko's\": 14613, 'switcheroo': 14614, 'mackenzie': 14615, 'equivalence': 14616, 'sunny': 14617, 'brittany': 14618, 'kwatinetz': 14619, 'californians': 14620, 'calculated': 14621, \"'act\": 14622, \"terror'\": 14623, 'fillings': 14624, \"corpses'\": 14625, \"'girlboss'\": 14626, 'perpetuates': 14627, 'nutritionist': 14628, 'eclair': 14629, 'tombstone': 14630, 'cheech': 14631, 'chong': 14632, \"smokin'\": 14633, 'sydney': 14634, 'mclaughlin': 14635, 'frosty': 14636, 'lenient': 14637, 'arsenal': 14638, 'mientus': 14639, \"'partisan\": 14640, \"gridlock'\": 14641, 'taekwondo': 14642, 'engineers': 14643, 'ponytails': 14644, 'disinfectant': 14645, 'reinforces': 14646, 'louisa': 14647, 'gornick': 14648, 'laundering': 14649, 'shriver': 14650, 'raccoon': 14651, 'reforming': 14652, 'flandemic': 14653, 'impersonate': 14654, 'numbness': 14655, 'attributed': 14656, 'antifa': 14657, 'apprehends': 14658, 'braless': 14659, 'hash': 14660, 'topics': 14661, 'fingerless': 14662, \"'outrageously\": 14663, 'proofreader': 14664, 'headlock': 14665, 'vicente': 14666, 'nannies': 14667, 'designated': 14668, 'film\\xa0reveals': 14669, 'suffered': 14670, 'stillbirth': 14671, 'emotionless': 14672, \"'scream\": 14673, \"'sleeping\": 14674, 'outs': 14675, 'lucasfilm': 14676, 'bared': 14677, 'ridiculousexcusestostayhome': 14678, 'harming': 14679, 'converse': 14680, \"character's\": 14681, 'lumbersexual': 14682, 'awakened': 14683, 'factor': 14684, \"'heirs\": 14685, \"inheritance'\": 14686, 'narrows': 14687, 'museums': 14688, 'jostens': 14689, 'felipe': 14690, 'wrongfully': 14691, 'employed': 14692, 'ergonomic': 14693, 'lumbar': 14694, 'clowns': 14695, 'zaatari': 14696, 'bald': 14697, \"nigeria's\": 14698, 'fmr': 14699, 'zalmay': 14700, 'khalilzad': 14701, 'inclusive': 14702, 'retaken': 14703, 'subsidize': 14704, \"table'\": 14705, 'exported': 14706, 'bhp': 14707, \"'electric\": 14708, 'arabic': 14709, 'calligraphy': 14710, \"'alarmed'\": 14711, \"dc's\": 14712, 'knudsen': 14713, \"'culture\": 14714, 'smokers': 14715, 'nicer': 14716, \"o'donnell\": 14717, 'skywalker': 14718, 'flow': 14719, 'paredes': 14720, 'suade': 14721, 'photoshopped': 14722, \"'amazing'\": 14723, 'farting': 14724, 'revokes': 14725, 'disadvantaged': 14726, 'macaskill': 14727, \"'rock\": 14728, 'propels': 14729, 'intersecting': 14730, 'interdisciplinary': 14731, 'polishing': 14732, 'sculpted': 14733, 'alluring': 14734, 'ma': 14735, 'myspace': 14736, '\\xa0jacquie': 14737, 'mcnish': 14738, 'and\\xa0sean': 14739, 'silcoff': 14740, 'aggravated': 14741, 'iggy': 14742, 'azalea': 14743, 'dolezal': 14744, \"'immunity'\": 14745, 'faction': 14746, 'deadpan': 14747, 'meticulous': 14748, 'weisser': 14749, 'brewery': 14750, \"buzzfeed's\": 14751, \"'try\": 14752, 'robins': 14753, 'bouillerie': 14754, '31st': 14755, \"dunham's\": 14756, 'shameful': 14757, \"'heartbreaking'\": 14758, \"univision's\": 14759, 'lipstick': 14760, 'spaz': 14761, \"'sweetie'\": 14762, 'limestone': 14763, 'vanished': 14764, 'foolproof': 14765, \"sony's\": 14766, \"'fold\": 14767, 'affecting': 14768, 'suited': 14769, \"'nutso'\": 14770, \"'breitbart'\": 14771, '1743': 14772, '1919': 14773, \"o'reilly's\": 14774, 'rosswood': 14775, '“the': 14776, 'dads”': 14777, 'undying': 14778, 'amounts': 14779, \"'torture'\": 14780, 'aww': 14781, 'differentiation': 14782, 'shareholdaz': 14783, 'kleenex': 14784, 'inadequately': 14785, 'wallets': 14786, 'prepaid': 14787, 'debit': 14788, 'etc': 14789, 'photographers': 14790, '186': 14791, \"mtv's\": 14792, \"'scream'\": 14793, 'tub': 14794, \"'tremendous'\": 14795, 'mule': 14796, 'fantasizing': 14797, \"gorton's\": 14798, \"pharma's\": 14799, 'shortages': 14800, 'gif': 14801, 'congressperson': 14802, 'entwined': 14803, 'receding': 14804, \"area's\": 14805, 'onscreen': 14806, 'dealings': 14807, '350': 14808, 'riz': 14809, \"ahmed's\": 14810, 'wicked': 14811, 'wanderlust': 14812, 'marc': 14813, 'foxconn': 14814, 'improper': 14815, 'pynchon': 14816, 'pains': 14817, 'fracturer': 14818, 'exceptional': 14819, 'smasher': 14820, 'indispensable': 14821, 'fragmenter': 14822, 'ufc': 14823, \"'1984'\": 14824, \"conway's\": 14825, 'orwellian': 14826, \"humans'\": 14827, 'afterwards': 14828, 'bikers': 14829, 'bertha': 14830, 'cáceres': 14831, \"another'\": 14832, 'dmv': 14833, \"'sharknado\": 14834, 'pederast': 14835, 'komodo': 14836, 'dragon': 14837, \"'skyfall'\": 14838, 'possum': 14839, 'gazes': 14840, 'forth': 14841, 'rawlings': 14842, 'awardee': 14843, 'nic': 14844, 'leann': 14845, 'rimes': 14846, 'impatient': 14847, 'powerfully': 14848, 'extinguishes': 14849, 'smog': 14850, \"'rooting\": 14851, \"black'\": 14852, \"hill'\": 14853, 'jana': 14854, 'kramer': 14855, 'barks': 14856, 'collie': 14857, 'nosebleeds': 14858, '1945': 14859, \"isis's\": 14860, 'prayforpaulgeorge': 14861, 'heisman': 14862, 'inciting': 14863, 'cfl': 14864, 'unsportsmanlike': 14865, \"natural'\": 14866, 'bothers': 14867, 'radiant': 14868, 'belize': 14869, 'chuckling': 14870, 'katherine': 14871, 'heigl': 14872, \"difficult'\": 14873, 'starwarschristmascarols': 14874, 'lizards': 14875, 'cannavale': 14876, 'kiper': 14877, 'spreadsheet': 14878, 'torment': 14879, 'jackass': 14880, 'johansson': 14881, 'peeves': 14882, 'incomplete': 14883, \"equalizer'\": 14884, 'advertisement': 14885, \"webpage's\": 14886, 'doofus': 14887, 'iovine': 14888, 'cower': 14889, 'dances': 14890, 'militiaman': 14891, 'messed': 14892, \"'growing\": 14893, 'rwandan': 14894, 'actively': 14895, 'halting': 14896, \"dark'\": 14897, 'abridged': 14898, 'ah': 14899, \"'alice\": 14900, \"wonderland'\": 14901, 'longing': 14902, 'michaela': 14903, 'procter': 14904, 'inboxes': 14905, 'ribs': 14906, 'towering': 14907, 'meaty': 14908, 'corned': 14909, 'backflip': 14910, 'mockingjay': 14911, 'russiagate': 14912, 'volleyball': 14913, 'endures': 14914, 'en': 14915, 'clues': 14916, 'gchats': 14917, 'bolts': 14918, \"'silicon\": 14919, \"valley'\": 14920, 'hunks': 14921, 'rearranging': 14922, 'forks': 14923, 'heartland': 14924, 'snazzy': 14925, 'feline': 14926, 'whiskers': 14927, \"sham'\": 14928, 'luggage': 14929, 'vodka': 14930, 'lewinsky': 14931, \"anymore'\": 14932, 'mariachi': 14933, 'ulcers': 14934, \"loser'\": 14935, 'houdini': 14936, 'pegida': 14937, 'accessories': 14938, 'defy': 14939, 'expletives': 14940, 'gallon': 14941, 'sultry': 14942, 'distinctly': 14943, 'cilantro': 14944, \"'nastiness'\": 14945, \"siblings'\": 14946, 'giuliana': 14947, 'rancic': 14948, \"o'connell\": 14949, 'conceptual': 14950, 'cascading': 14951, 'stonestreet': 14952, '200th': 14953, \"guantanamo's\": 14954, 'moira': 14955, 'mactaggert': 14956, \"apocalypse'\": 14957, 'equine': 14958, 'soulcycle': 14959, \"instructor's\": 14960, 'lanterns': 14961, 'formerly': 14962, 'refinancing': 14963, 'apartheid': 14964, \"'maya\": 14965, \"marty'\": 14966, 'divergent': 14967, \"'vindictive'\": 14968, 'virtue': 14969, 'hots': 14970, 'quieter': 14971, 'performances': 14972, \"bradbury's\": 14973, 'kindle': 14974, \"priest's\": 14975, \"'propaganda'\": 14976, 'sighs': 14977, 'pixies': 14978, 'unsurprisingly': 14979, \"'everyone\": 14980, \"kanye'\": 14981, 'pronounced': 14982, \"'t'\": 14983, 'centerfold': 14984, 'awkwardness': 14985, 'angst': 14986, 'aikido': 14987, 'franzen': 14988, 'sufficiently': 14989, 'inclined': 14990, 'dynamites': 14991, 'funnel': 14992, 'chatting': 14993, 'sexton': 14994, 'stokes': 14995, 'erik': 14996, 'deutsch': 14997, \"'apology\": 14998, 'alludes': 14999, \"'crunch\": 15000, \"'20\": 15001, \"20'\": 15002, 'daylong': 15003, \"'filibuster'\": 15004, 'firefox': 15005, 'knowshon': 15006, 'moreno': 15007, 'unfortunate': 15008, 'catalog': 15009, \"told'\": 15010, 'gimmicky': 15011, 'deus': 15012, 'machina': 15013, 'brosnan': 15014, 'geico': 15015, 'discontinuing': 15016, 'jerked': 15017, 'restoration': 15018, 'purchaser': 15019, 'invincible': 15020, 'entries': 15021, \"sacagawea's\": 15022, 'stumble': 15023, \"'queen\": 15024, \"katwe'\": 15025, 'lamelo': 15026, 'hooking': 15027, 'salamander': 15028, 'rediscovered': 15029, 'ouster': 15030, \"'laughable'\": 15031, \"track's\": 15032, 'commissions': 15033, \"'clinton's\": 15034, \"theme'\": 15035, \"lawyer'\": 15036, 'slapped': 15037, 'restraining': 15038, \"rubik's\": 15039, 'broadband': 15040, 'publication': 15041, \"corporation's\": 15042, 'shelters': 15043, 'conceivable': 15044, 'heath': 15045, 'ledger': 15046, \"coulter's\": 15047, \"'bizarre'\": 15048, 'steagall': 15049, \"sister'\": 15050, 'wring': 15051, 'shovels': 15052, 'earthenware': 15053, \"'random\": 15054, 'erupt': 15055, 'elias': 15056, \"koteas'\": 15057, 'olinsky': 15058, \"'chicago\": 15059, \"pet's\": 15060, 'messaged': 15061, 'medicinal': 15062, 'fashionable': 15063, 'sneakers': 15064, 'zac': 15065, \"efron's\": 15066, 'coddling': 15067, \"trains'\": 15068, 'cornerback': 15069, '2150': 15070, \"u'\": 15071, 'forensics': 15072, 'turvy': 15073, 'entrepreneurship': 15074, 'overlap': 15075, 'normalcy': 15076, 'synchronized': 15077, 'disco': 15078, 'malaria': 15079, 'countless': 15080, \"'rhymezone\": 15081, 'crip': 15082, 'precocious': 15083, \"'firebombed'\": 15084, 'lingered': 15085, 'torrential': 15086, 'birthright': 15087, 'tile': 15088, 'backsplash': 15089, \"colbert's\": 15090, 'prophecies': 15091, \"friday'\": 15092, 'integrating': 15093, 'roma': 15094, \"victim'\": 15095, 'nytimes': 15096, \"com's\": 15097, 'iman': 15098, 'shumpert': 15099, 'spokesmodels': 15100, \"'prince\": 15101, \"pot'\": 15102, 'overenthusiastic': 15103, \"everyone'\": 15104, 'smartest': 15105, 'travelling': 15106, 'mystique': 15107, 'breweries': 15108, '205': 15109, 'warplanes': 15110, 'itunes': 15111, 'informing': 15112, 'ineptitude': 15113, 'bod': 15114, 'strangle': 15115, 'velvet': 15116, 'welcomed': 15117, 'cyberspace': 15118, 'grenade': 15119, 'launchers': 15120, 'ep': 15121, 'radicalizing': 15122, 'towed': 15123, 'pynk': 15124, 'treasured': 15125, 'heinous': 15126, 'evangelicalism': 15127, 'decapitations': 15128, 'hinder': 15129, 'mouseketeer': 15130, 'marque': 15131, \"'tate'\": 15132, 'lynche': 15133, 'frequently': 15134, \"rebel's\": 15135, 'funky': 15136, 'embezzling': 15137, \"blankenship's\": 15138, 'miners': 15139, 'dives': 15140, 'haphazardly': 15141, 'osprey': 15142, 'caloric': 15143, 'exceeded': 15144, 'assassinated': 15145, 'hughes': 15146, \"republic'\": 15147, \"'decision\": 15148, \"grieco's\": 15149, 'toni': 15150, \"braxton's\": 15151, \"'unbreak\": 15152, 'zbt': 15153, 'popovich': 15154, 'throttle': 15155, \"'soulless\": 15156, \"coward'\": 15157, \"'murder'\": 15158, 'skimming': 15159, 'orioles': 15160, 'junkies': 15161, 'eyeballs': 15162, 'springs': 15163, \"asshole's\": 15164, 'mired': 15165, 'football—nah': 15166, 'kidding': 15167, 'mikhail': 15168, 'gorbachev': 15169, \"'into\": 15170, 'ged': 15171, \"'murdered\": 15172, \"ambassador'\": 15173, 'quiver': 15174, 'pufferfish': 15175, 'friendless': 15176, \"entenmann's\": 15177, 'stimulation': 15178, 'fogelberg': 15179, 'soothe': 15180, 'lite': 15181, '108': 15182, 'raspberries': 15183, \"berrilicious'\": 15184, 'resting': 15185, 'upright': 15186, 'ginger': 15187, \"minj's\": 15188, 'peta': 15189, 'caffeine': 15190, 'colon': 15191, \"scream'\": 15192, 'terminate': 15193, \"tlc's\": 15194, 'mormons': 15195, \"tapper's\": 15196, '314': 15197, 'sabra': 15198, \"cedar's\": 15199, 'spatter': 15200, 'arcade': 15201, 'iver': 15202, 'suave': 15203, \"alcorn's\": 15204, 'peeved': 15205, 'cursing': 15206, \"'egyptian\": 15207, \"stewart'\": 15208, 'bassem': 15209, 'youssef': 15210, \"'muslim\": 15211, \"kit'\": 15212, 'postmistress': 15213, 'thrush': 15214, \"manson's\": 15215, 'embellished': 15216, 'drifts': 15217, 'freight': 15218, 'payback': 15219, \"'amazing\": 15220, 'bidding': 15221, 'resolved': 15222, \"'deadpool\": 15223, \"brolin's\": 15224, 'carabiner': 15225, 'rappel': 15226, 'spokesperson': 15227, \"beat'\": 15228, 'medvedev': 15229, 'powerless': 15230, 'wagnerism': 15231, 'macon': 15232, 'besties': 15233, 'chechens': 15234, 'applicants': 15235, \"review's\": 15236, \"'wasn't\": 15237, 'saver': 15238, 'raffi': 15239, 'sillies': 15240, 'reda': 15241, 'kateb': 15242, 'hippocrates': 15243, 'hooters': 15244, 'iteration': 15245, 'combinations': 15246, 'goer': 15247, 'vanishes': 15248, 'muppet': 15249, 'smg': 15250, 'storytelling': 15251, 'grades': 15252, 'clancy': 15253, 'jaws': 15254, 'slovenia': 15255, \"detractors'\": 15256, 'girly': 15257, \"right's\": 15258, 'processes': 15259, 'annihilating': 15260, 'tragedies': 15261, 'fouls': 15262, 'narrated': 15263, \"byrne's\": 15264, 'twine': 15265, \"'alias\": 15266, 'malkovich': 15267, \"'lady'\": 15268, 'browse': 15269, \"'gma'\": 15270, 'axact': 15271, 'tribunal': 15272, 'walsh': 15273, \"'eagles\": 15274, \"'thriller'\": 15275, 'arsenio': 15276, 'tapped': 15277, \"'bet\": 15278, \"honors'\": 15279, 'pedal': 15280, 'shan': 15281, 'forefront': 15282, '1983': 15283, 'speedboat': 15284, 'overturned': 15285, 'psychopath': 15286, 'whooping': 15287, 'cranes': 15288, 'perching': 15289, 'superstars': 15290, 'supermonster': 15291, 'wean': 15292, \"'disaster'\": 15293, \"'bed\": 15294, \"england'\": 15295, 'wad': 15296, \"guru'\": 15297, \"warhol's\": 15298, 'ize': 15299, 'industries': 15300, 'reuses': 15301, 'yazidis': 15302, 'deavere': 15303, '44th': 15304, \"'dallas'\": 15305, 'transporting': 15306, 'amputees': 15307, 'prematurely': 15308, 'tmz': 15309, 'choppers': 15310, 'revelation': 15311, 'scattering': 15312, \"'untrue'\": 15313, \"'unbroken'\": 15314, 'falafel': 15315, 'cormac': 15316, 'flaunts': 15317, 'blameless': 15318, 'coughs': 15319, 'sidelined': 15320, 'spiraled': 15321, 'outnumbered': 15322, \"'titanic\": 15323, 'voyage': 15324, 'spearmint': 15325, 'censor': 15326, 'ejaculation': 15327, \"'shameful'\": 15328, 'ark': 15329, 'covenant': 15330, \"banks'\": 15331, 'ladykiller': 15332, \"leaders'\": 15333, 'denouncing': 15334, \"statements'\": 15335, 'alarms': 15336, 'bleak': 15337, 'trickortreatin100years': 15338, 'panetta': 15339, \"'veep\": 15340, 'midwest': 15341, \"critic's\": 15342, \"'urban\": 15343, \"cousin's\": 15344, 'burr': 15345, 'hayden': 15346, 'disputing': 15347, 'staging': 15348, 'twister': 15349, '117': 15350, \"stepfather's\": 15351, 'alexandria': 15352, 'nickels': 15353, 'unhyphenated': 15354, 'missionary': 15355, 'airtight': 15356, 'bunt': 15357, 'tribeca': 15358, 'kingpins': 15359, 'seinfeld': 15360, 'boogied': 15361, 'mugabe': 15362, \"'punisher'\": 15363, 'attain': 15364, 'rory': 15365, 'belittles': 15366, \"jupiter's\": 15367, 'ammonia': 15368, 'footprint': 15369, 'implodes': 15370, \"'waitress'\": 15371, 'standby': 15372, 'cyberbullying': 15373, \"podesta's\": 15374, 'barbershop': 15375, 'democalypse': 15376, \"whuppin'\": 15377, 'solitute': 15378, 'standpoint': 15379, 'prabal': 15380, 'gurung': 15381, \"nepal's\": 15382, 'reprimanded': 15383, 'rotund': 15384, \"flint's\": 15385, 'maroulis': 15386, 'spokeswoman': 15387, 'spokeschild': 15388, 'mansplained': 15389, 'notme': 15390, 'nightmarish': 15391, 'labyrinthian': 15392, 'desires': 15393, '1963': 15394, \"iii's\": 15395, 'lebanon': 15396, 'tunisia': 15397, \"'marry\": 15398, \"rapist'\": 15399, \"'hardball'\": 15400, 'beads': 15401, \"'goodbye\": 15402, 'freeman': 15403, 'molasses': 15404, 'midas': 15405, 'crossover': 15406, 'retrieves': 15407, 'newfound': 15408, 'broadwell': 15409, \"ali's\": 15410, 'rebellion': 15411, 'weekends': 15412, 'unpaid': 15413, 'recreating': 15414, 'restores': 15415, 'glaxosmithkline': 15416, \"narcicyst's\": 15417, \"'homosexual\": 15418, \"impulses'\": 15419, \"'whitey\": 15420, \"'kuwtk'\": 15421, 'adventists': 15422, 'ordination': 15423, 'airlifted': 15424, \"'anchor\": 15425, 'keen': 15426, 'levi': 15427, 'flees': 15428, \"'grateful'\": 15429, 'pillsbury': 15430, 'broom': 15431, 'housewife': 15432, 'gridlock': 15433, \"'m4m'\": 15434, 'sodomy': 15435, 'passerby': 15436, 'restroom': 15437, 'phyllis': 15438, 'schlafly': 15439, 'kingmakers': 15440, 'robbed': 15441, 'cookout': 15442, 'strata': 15443, 'merchandise': 15444, 'lizard': 15445, 'bits': 15446, 'serif': 15447, 'cutthroat': 15448, 'oppress': 15449, 'mountainside': 15450, 'fickle': 15451, \"cnn'\": 15452, \"asia's\": 15453, \"'sole\": 15454, \"survivor'\": 15455, 'enabling': 15456, \"'highly\": 15457, \"inappropriate'\": 15458, \"'les\": 15459, \"misérables'\": 15460, \"celebrity's\": 15461, 'zenith': 15462, 'gamespace': 15463, 'trumphair': 15464, 'flattering': 15465, 'blazers': 15466, \"'bullsh\": 15467, 'mantras': 15468, \"'staff\": 15469, \"picks'\": 15470, 'ofiesh': 15471, 'kaytlin': 15472, 'bailey': 15473, \"whitby's\": 15474, 'ascent': 15475, 'vedder': 15476, \"shooters'\": 15477, 'vultures': 15478, 'suffocating': 15479, 'beekeeper': 15480, 'articulated': 15481, 'leia': 15482, 'kirkus': 15483, 'collections': 15484, 'neuroses': 15485, 'wringer': 15486, 'infested': 15487, 'bedbugs': 15488, 'underused': 15489, 'uptight': 15490, 'matron': 15491, '23andme': 15492, 'moonwalks': 15493, 'reeks': 15494, 'chainsaws': 15495, \"miners'\": 15496, 'indefensible': 15497, 'kingpin': 15498, 'alfonso': 15499, 'ribeiro': 15500, \"prince'\": 15501, 'avildsen': 15502, \"'rocky\": 15503, \"mcconnell's\": 15504, \"'borders\": 15505, \"immoral'\": 15506, 'hardwood': 15507, \"dragon'\": 15508, \"'chuck'\": 15509, 'wahlberg': 15510, 'recounting': 15511, \"towels'\": 15512, 'solitaire': 15513, 'philandering': 15514, 'peeping': 15515, 'obs': 15516, 'rightist': 15517, 'leggings': 15518, 'olay': 15519, 'moisturized': 15520, 'thrills': 15521, 'puget': 15522, 'pajama': 15523, 'bottoms': 15524, 'uninvited': 15525, \"'p'\": 15526, \"'95\": 15527, \"'96\": 15528, \"officer's\": 15529, \"suspect's\": 15530, \"'cotton\": 15531, \"lifetime'\": 15532, 'illustrators': 15533, 'depict': 15534, \"cambridge's\": 15535, 'birthdays': 15536, '258': 15537, '159': 15538, 'descended': 15539, 'czech': 15540, 'lebanese': 15541, 'disagrees': 15542, 'rhys': 15543, \"'brain\": 15544, 'puzzles': 15545, \"'newshour'\": 15546, 'restricting': 15547, 'nerdiest': 15548, 'gamestop': 15549, 'fattest': 15550, 'mozzarella': 15551, \"'catfishing'\": 15552, 'spurred': 15553, 'appearances': 15554, 'goofs': 15555, 'boast': 15556, 'wookiees': 15557, 'ernie': 15558, 'telemarketers': 15559, 'despises': 15560, \"bautista's\": 15561, 'unskewing': 15562, 'textured': 15563, 'nappy': 15564, 'perminators': 15565, 'spies': 15566, 'inc': 15567, 'olbermann': 15568, \"grabber'\": 15569, \"rebels'\": 15570, 'pleas': 15571, 'timberwolves': 15572, 'cyst': 15573, 'poets': 15574, \"society'\": 15575, 'bloodfest': 15576, \"'excellent\": 15577, 'correctness': 15578, 'fatties': 15579, \"scotland's\": 15580, 'thimble': 15581, 'token': 15582, 'shoves': 15583, 'observing': 15584, 'swelling': 15585, 'quirky': 15586, 'sparked': 15587, 'barring': 15588, 'weasels': 15589, \"ape's\": 15590, 'tits': 15591, 'compass': 15592, 'supersized': 15593, \"tff's\": 15594, 'orzabal': 15595, 'oyster': 15596, 'cracker–wise': 15597, 'baruch': 15598, 'whitefish': 15599, 'aspect': 15600, 'airlift': 15601, 'isolate': 15602, 'excels': 15603, 'pimped': 15604, 'stripping': 15605, 'indirectly': 15606, 'deflected': 15607, 'theda': 15608, 'hammel': 15609, \"'quality'\": 15610, 'sycophant': 15611, 'trickled': 15612, 'weirdos': 15613, 'breakdancing': 15614, \"pool's\": 15615, \"'doomsday\": 15616, \"'regular'\": 15617, 'twelve': 15618, 'footsteps': 15619, '134': 15620, 'attributes': 15621, 'typographical': 15622, 'mugshots': 15623, 'batboy': 15624, 'gumbel': 15625, \"'house'\": 15626, 'ventriloquist': 15627, 'uncomprehendingly': 15628, \"'framers'\": 15629, 'amendments': 15630, 'mileage': 15631, 'uninspiring': 15632, \"blair's\": 15633, \"'outburst'\": 15634, 'pathway': 15635, 'interconnected': 15636, 'solace': 15637, 'fergie': 15638, \"tufts'\": 15639, 'nutrition': 15640, 'berries': 15641, 'flogged': 15642, 'makeshift': 15643, 'viewpoint': 15644, 'dominating': 15645, 'starry': 15646, 'gershwin': 15647, 'philadelphians': 15648, 'brokered': 15649, 'wheeldon': 15650, \"gershwins'\": 15651, \"paris'\": 15652, 'beekeeping': 15653, 'dinty': 15654, \"'indifferent'\": 15655, 'trainers': 15656, 'biking': 15657, 'intensifying': 15658, 'murrow': 15659, \"dirtbag'\": 15660, 'clenches': 15661, 'clapping': 15662, \"holiday'\": 15663, 'reversing': 15664, \"gucci's\": 15665, 'opting': 15666, 'queercore': 15667, 'acorns': 15668, 'dough': 15669, \"'colbert'\": 15670, 'schulz': 15671, 'easel': 15672, 'reworked': 15673, \"'monstrous\": 15674, \"'sexy'\": 15675, \"bacon's\": 15676, 'bibhu': 15677, 'mohapatra': 15678, \"'jessica\": 15679, 'feedback': 15680, 'unlawfully': 15681, 'tracey': 15682, 'ullman': 15683, \"system'\": 15684, 'subdivisions': 15685, \"deals'\": 15686, 'bloodied': 15687, 'bruised': 15688, 'kickboxing': 15689, 'bangkok': 15690, 'pointless': 15691, 'junta': 15692, 'seller': 15693, 'oncologist': 15694, 'farberware': 15695, 'nonstick': 15696, \"london's\": 15697, \"'male\": 15698, 'lament': 15699, 'jowl': 15700, \"'lord\": 15701, \"rings'\": 15702, \"'create\": 15703, \"bullying'\": 15704, 'digitization': 15705, \"onion's\": 15706, \"leaks'\": 15707, 'sacrificed': 15708, \"nothing'\": 15709, \"nsa's\": 15710, 'stinging': 15711, 'fences': 15712, 'padres': 15713, 'salivates': 15714, 'seedless': 15715, 'cortez': 15716, 'intriguing': 15717, 'nullifying': 15718, \"'neo\": 15719, \"nazi'\": 15720, 'graciously': 15721, 'biodegrade': 15722, 'earle': 15723, \"'obi\": 15724, 'wan': 15725, \"kenobi'\": 15726, 'jaskoviak': 15727, 'swimwear': 15728, 'unedited': 15729, 'arboretum': 15730, \"'hangin'\": 15731, \"there'\": 15732, 'plotters': 15733, 'chemically': 15734, 'freelancer': 15735, 'scrape': 15736, 'livelihood': 15737, 'flustered': 15738, \"'shybot'\": 15739, 'roams': 15740, 'timothée': 15741, 'chalamet': 15742, 'perky': 15743, 'gopro': 15744, 'succinct': 15745, 'chronology': 15746, \"relatives'\": 15747, 'mumbling': 15748, 'bedsore': 15749, '155th': 15750, 'dhaka': 15751, 'expat': 15752, 'arises': 15753, 'peach': 15754, 'waitresses': 15755, 'alerted': 15756, 'spaghetti': 15757, 'strap': 15758, 'gaze': 15759, 'bacterial': 15760, 'videographer': 15761, 'voicemails': 15762, \"palin's\": 15763, 'wilder': 15764, 'cop21': 15765, 'soreness': 15766, 'muffin': 15767, 'nu': 15768, 'luminaries': 15769, 'obscene': 15770, 'blindingly': 15771, \"'beginning\": 15772, \"end'\": 15773, 'cruelly': 15774, 'separating': 15775, 'cafepress': 15776, 'improperly': 15777, \"castile's\": 15778, \"'demolish\": 15779, \"ceiling'\": 15780, 'liberalization': 15781, 'radicalism': 15782, 'ailing': 15783, 'bassett': 15784, \"'whitney\": 15785, \"houston'\": 15786, 'instruction': 15787, 'halen': 15788, \"'go\": 15789, \"rhody'\": 15790, 'amuses': 15791, 'café\\x97but': 15792, 'suicides': 15793, 'fitted': 15794, 'hyperrealistic': 15795, \"'hydroponics'\": 15796, 'weep': 15797, 'loews': 15798, \"'free\": 15799, 'measly': 15800, 'stronghold': 15801, 'nonindigenous': 15802, 'craziest': 15803, 'sara': 15804, 'anesthetizes': 15805, 'outbursts': 15806, 'trails': 15807, 'segment': 15808, \"'suicide\": 15809, '135': 15810, '2021': 15811, 'winterized': 15812, 'congregation': 15813, 'freezers': 15814, \"'we're\": 15815, 'catherine': 15816, 'zeta': 15817, 'zod': 15818, \"'repudiate'\": 15819, \"gym's\": 15820, 'kiddie': 15821, 'disrepair': 15822, 'whitey': 15823, 'commands': 15824, 'shalit': 15825, 'citations': 15826, 'motorists': 15827, 'pedestrians': 15828, 'improbable': 15829, 'absolving': 15830, 'peruvian': 15831, 'shockingly': 15832, 'knowledgeable': 15833, 'reb': 15834, \"zalman's\": 15835, 'filmmaking': 15836, 'disses': 15837, \"shot'\": 15838, 'mapplethorpe': 15839, 'reductions': 15840, 'faded': 15841, 'faint': 15842, 'bunk': 15843, 'beds': 15844, 'tca': 15845, 'dodged': 15846, 'crusades': 15847, \"obamas'\": 15848, 'declassify': 15849, \"'are\": 15850, 'sneers': 15851, 'condoleezza': 15852, 'interpreter': 15853, 'picasso': 15854, 'alyson': 15855, 'petticoat': 15856, \"tampa's\": 15857, 'unanimous': 15858, 'monk': 15859, 'somber': 15860, 'respecting': 15861, 'kirby': 15862, 'costly': 15863, \"'moonlight'\": 15864, 'barry': 15865, \"'beautiful'\": 15866, 'meanest': 15867, 'conroy': 15868, 'suicide\\xa0assistance\\xa0dogs': 15869, 'taser': 15870, 'scalped': 15871, \"'symphony'\": 15872, 'porsha': 15873, 'pulsating': 15874, 'saga': 15875, \"'mass\": 15876, \"mobs'\": 15877, 'cocoa': 15878, 'prototype': 15879, 'yayoi': 15880, 'kusama': 15881, 'benatar': 15882, 'orangutan': 15883, 'eons': 15884, \"yesterday's\": 15885, 'hotspots': 15886, 'valencia': 15887, 'knowles': 15888, 'flung': 15889, 'ceded': 15890, 'educated': 15891, 'joss': 15892, 'whedon': 15893, 'comical': 15894, 'groin': 15895, \"'lincoln'\": 15896, 'brunches': 15897, 'tiffani': 15898, \"thiessen's\": 15899, 'beatboxers': 15900, \"'god\": 15901, 'dammit': 15902, 'gladiator': 15903, \"'turbo'\": 15904, \"angel's\": 15905, 'tweetless': 15906, \"'boyfriend\": 15907, \"adam'\": 15908, 'iheartradio': 15909, 'manufacturers': 15910, 'indiscrimination': 15911, \"4'\": 15912, '2019': 15913, 'fareed': 15914, 'zakaria': 15915, 'um': 15916, 'verifies': 15917, 'preconceived': 15918, 'winks': 15919, 'eggnog': 15920, 'mink': 15921, 'widely': 15922, \"'arrogance'\": 15923, 'intentional': 15924, 'absurdity': 15925, 'valuing': 15926, 'rewinds': 15927, 'trampoline': 15928, \"palestinians'\": 15929, 'printing': 15930, \"nics'\": 15931, \"'reciprocity'\": 15932, 'chillingly': 15933, 'reappears': 15934, \"'degrading\": 15935, \"experience'\": 15936, 'farmlands': 15937, 'infighting': 15938, 'anaheim': 15939, 'mailman': 15940, \"bennington's\": 15941, \"impossible'\": 15942, 'clings': 15943, 'stubborn': 15944, 'hansom': 15945, 'cab': 15946, 'whip': 15947, 'completists': 15948, 'resettle': 15949, 'cinema': 15950, 'inkjet': 15951, 'sinead': 15952, \"'safe\": 15953, \"'eleanor\": 15954, \"rigby'\": 15955, 'minidress': 15956, 'gq': 15957, 'kindly': 15958, 'stfu': 15959, 'smuggler': 15960, 'honcho': 15961, \"'comey\": 15962, \"homey'\": 15963, 'wellbeing': 15964, 'evolves': 15965, 'darkened': 15966, 'blitz': 15967, \"honor'\": 15968, 'desperation': 15969, 'barneys': 15970, '525': 15971, 'delivering': 15972, 'politicized': 15973, 'judiciary': 15974, 'reassurances': 15975, 'sharpest': 15976, \"candy's\": 15977, 'aftertaste': 15978, 'rewriting': 15979, 'sparkling': 15980, 'douchey': 15981, 'marvelous': 15982, 'sniffing': 15983, 'honeys': 15984, 'flails': 15985, \"'rigged\": 15986, \"election'\": 15987, 'carve': 15988, \"forget'\": 15989, \"'severe'\": 15990, 'neurological': 15991, 'reviewing': 15992, 'nagging': 15993, 'accelerator': 15994, 'gag': 15995, 'sleekest': 15996, 'vloggers': 15997, 'shamefaced': 15998, 'zips': 15999, 'pamphlet': 16000, 'avenatti': 16001, 'gynecologists': 16002, 'iuds': 16003, 'expel': 16004, 'backlogged': 16005, 'womenboycotttwitter': 16006, \"'streaming'\": 16007, 'nintendo': 16008, 'intensely': 16009, 'flings': 16010, \"salon's\": 16011, \"'quiet\": 16012, \"chair'\": 16013, 'smalltalk': 16014, 'gaming': 16015, 'erects': 16016, 'fabulous': 16017, 'cersei': 16018, 'deficiencies': 16019, \"'laverne\": 16020, \"shirley'\": 16021, 'refry': 16022, 'safes': 16023, 'houthi': 16024, \"'wide\": 16025, 'dislike': 16026, 'nestlé': 16027, 'screwdriver': 16028, \"grandson'\": 16029, \"dancer'\": 16030, 'cropped': 16031, 'lightyear': 16032, \"'gaffe'\": 16033, 'butterball': 16034, 'uptown': 16035, 'beggar': 16036, 'boggle': 16037, 'pinkerton': 16038, 'busters': 16039, '393rd': 16040, 'senility': 16041, 'regretful': 16042, 'nyse': 16043, 'piles': 16044, 'imparts': 16045, 'trumpbacktoschooltips': 16046, 'revolvers': 16047, 'illegibly': 16048, 'camper': 16049, 'gondolier': 16050, 'adriatic': 16051, 'bitchy': 16052, 'swoop': 16053, 'unrest': 16054, 'quelled': 16055, \"service's\": 16056, 'prostitution': 16057, 'chartreuse': 16058, 'bonobo': 16059, \"'underground\": 16060, \"railroad'\": 16061, 'obscured': 16062, \"conflicted'\": 16063, 'montreal': 16064, 'gentrifying': 16065, 'chrysalis': 16066, 'gastropub': 16067, 'memorializes': 16068, 'glosses': 16069, 'hinged': 16070, 'outperformed': 16071, 'extrovert': 16072, 'handshake': 16073, 'angle': 16074, 'velocity': 16075, 'guillotine': 16076, 'marcellus': 16077, 'courtside': 16078, 'pacers': 16079, \"supported'\": 16080, 'gen': 16081, 'cynicism': 16082, \"killmonger's\": 16083, 'hetero': 16084, 'pepe': 16085, 'rapes': 16086, 'patronizing': 16087, \"'homeland'\": 16088, \"'crazies\": 16089, 'tapas': 16090, \"earnest's\": 16091, 'wh': 16092, 'butterworth': 16093, 'avenue': 16094, 'rec': 16095, 'subvert': 16096, 'reclines': 16097, \"offerman's\": 16098, 'jade': 16099, 'pettyjohn': 16100, \"nickelodeon's\": 16101, 'katee': 16102, 'sackhoff': 16103, 'nitroglycerin': 16104, 'chex': 16105, 'gingerly': 16106, 'grandpas': 16107, 'hubby': 16108, 'measured': 16109, 'preclude': 16110, 'overreaction': 16111, 'underlying': 16112, 'peppermint': 16113, 'mocha': 16114, \"boo'\": 16115, \"pigeon's\": 16116, 'accommodated': 16117, 'screech': 16118, 'fibs': 16119, 'grabs': 16120, \"generations'\": 16121, 'snatch': 16122, 'tensile': 16123, 'eastern': 16124, \"characters'\": 16125, 'uninhabitable': 16126, 'multipacks': 16127, \"sephora's\": 16128, 'vib': 16129, 'nauseous': 16130, 'maids': 16131, 'scarfs': 16132, 'payoff': 16133, \"'reshape'\": 16134, 'sauced': 16135, 'cheapest': 16136, \"fan'\": 16137, 'breakout': 16138, \"highway's\": 16139, 'wavy': 16140, 'loiterer': 16141, 'bumped': 16142, 'forecloses': 16143, 'mobster': 16144, 'offerings': 16145, 'eisenberg': 16146, 'lumbering': 16147, 'golem': 16148, 'nixonization': 16149, 'discount': 16150, 'sweets': 16151, 'pitching': 16152, 'dundee': 16153, 'smithereens': 16154, 'dinizio': 16155, 'muffuletta': 16156, 'sensors': 16157, \"'fate\": 16158, \"furious'\": 16159, 'tarmac': 16160, \"'pest\": 16161, 'se': 16162, \"'conscious\": 16163, 'uncoupling': 16164, 'wimping': 16165, 'spitting': 16166, 'underpublicized': 16167, 'shipping': 16168, 'bindi': 16169, 'seedy': 16170, \"bryant's\": 16171, \"novel's\": 16172, 'compilation': 16173, 'lyfe': 16174, 'pins': 16175, 'skittles': 16176, 'flirty': 16177, 'winters': 16178, 'yore': 16179, 'mediocrity': 16180, \"cheese's\": 16181, 'dirtier': 16182, 'folder': 16183, 'recidivism': 16184, \"tate's\": 16185, \"'tacky'\": 16186, 'segmented': 16187, 'rauner': 16188, \"clear'\": 16189, 'surroundings': 16190, 'witnessed': 16191, \"worrell's\": 16192, \"'100\": 16193, \"beauty'\": 16194, 'bellissima': 16195, 'disputes': 16196, \"'flood'\": 16197, 'overburdened': 16198, 'moaning': 16199, 'excludes': 16200, 'metrosexuality': 16201, 'lac': 16202, 'megantic': 16203, \"'rogue\": 16204, 'biding': 16205, 'enabler': 16206, 'sharpton': 16207, 'ravens': 16208, 'steelers': 16209, 'aerobic': 16210, 'sportscenter': 16211, 'teetering': 16212, 'sanity': 16213, 'kavolius': 16214, 'possibilities': 16215, \"'skinny\": 16216, \"slice'\": 16217, 'sally': 16218, \"yates'\": 16219, 'pneumonia': 16220, 'varied': 16221, \"scholl's\": 16222, 'lace': 16223, 'insoles': 16224, 'weakling': 16225, 'bless': 16226, 'sacrifices': 16227, 'e3': 16228, 'consoles': 16229, 'psalm': 16230, 'wackier': 16231, 'ck': 16232, 'selected': 16233, 'heady': 16234, \"kendrick's\": 16235, \"'trolls'\": 16236, \"wilder's\": 16237, 'pryor': 16238, 'cables': 16239, 'oates': 16240, 'couches': 16241, \"'confusing'\": 16242, 'commodore': 16243, 'heating': 16244, 'placenta': 16245, 'hunts': 16246, 'alliances': 16247, 'arranging': 16248, \"grandchildren's\": 16249, 'circles': 16250, 'nigel': 16251, 'seabird': 16252, 'upsets': 16253, 'thousandth': 16254, \"'firm\": 16255, \"response'\": 16256, \"biographer's\": 16257, 'marten': 16258, \"advertiser's\": 16259, 'interfered': 16260, 'convent': 16261, 'woodrow': 16262, \"wilson's\": 16263, 'scotch': 16264, 'cigars': 16265, 'shortcut': 16266, \"cover's\": 16267, 'quicksand': 16268, 'regulating': 16269, 'strengthen': 16270, 'baking': 16271, \"taste's\": 16272, 'rhea': 16273, \"maceris'\": 16274, 'remoteness': 16275, 'cloned': 16276, 'charm': 16277, \"entertainment's\": 16278, 'salke': 16279, 'sherry': 16280, 'lansing': 16281, \"muzlim'\": 16282, \"'terroist'\": 16283, 'painted': 16284, 'nbd': 16285, 'clergy': 16286, 'enlightens': 16287, \"vaccine's\": 16288, 'peels': 16289, 'nidetch': 16290, 'arquette': 16291, \"'fought'\": 16292, 'rosetta': 16293, 'tickle': 16294, 'mers': 16295, \"virus'\": 16296, 'holly': 16297, 'playboy': 16298, \"'empower\": 16299, \"mint'\": 16300, 'punny': 16301, 'cryptically': 16302, 'poo': 16303, 'weakening': 16304, \"'access\": 16305, 'scorecard': 16306, 'sandbags': 16307, 'dolce': 16308, 'gabbana': 16309, 'hijabs': 16310, 'abayas': 16311, \"something's\": 16312, 'rams': 16313, 'gigantic': 16314, 'overcame': 16315, 'indulging': 16316, 'harpies': 16317, 'crostini': 16318, 'overpasses': 16319, 'retains': 16320, 'vestiges': 16321, \"'tami\": 16322, 'cupp': 16323, 'spurlock': 16324, 'accusation': 16325, \"magazine's\": 16326, \"'double\": 16327, \"knot'\": 16328, 'rainbows': 16329, 'butterflies': 16330, 'hardier': 16331, 'litigation': 16332, 'dipshit': 16333, 'majestically': 16334, 'billowing': 16335, 'landings': 16336, 'frantic': 16337, \"lauer's\": 16338, 'sanctioned': 16339, 'rapaport': 16340, 'preemie': 16341, \"turmoil'\": 16342, 'nicu': 16343, \"coaster'\": 16344, 'honolulu': 16345, 'sunderland': 16346, 'concocted': 16347, \"history's\": 16348, 'scariest': 16349, 'quadruples': 16350, \"comfortable'\": 16351, 'breakthroughs': 16352, 'thornton': 16353, 'lobs': 16354, 'ツ': 16355, 'processor': 16356, \"'mass'\": 16357, 'taping': 16358, 'offerman': 16359, 'rsvps': 16360, 'swanson': 16361, 'esque': 16362, 'crestfallen': 16363, \"'running\": 16364, 'bleaching': 16365, 'bandai': 16366, 'banal': 16367, 'mathew': 16368, 'durning': 16369, 'hocks': 16370, 'chunk': 16371, 'phlegm': 16372, 'jaguars': 16373, 'pests': 16374, 'pesticides': 16375, 'gonzaga': 16376, 'syria—although': 16377, \"incredible'\": 16378, 'fabre': 16379, \"braun's\": 16380, 'peeking': 16381, \"'inject\": 16382, 'belatedly': 16383, 'swordfish': 16384, 'zinger': 16385, 'conair': 16386, 'contentment': 16387, 'powder': 16388, 'confounds': 16389, 'bewigged': 16390, 'mindanao': 16391, \"'cybergranny'\": 16392, 'enlargement': 16393, 'pamplona': 16394, 'teachings': 16395, 'archie': 16396, 'jughead': 16397, 'upsides': 16398, 'annul': 16399, 'dominica': 16400, 'mittenaere': 16401, 'pronunciation': 16402, 'butters': 16403, \"'ruined\": 16404, 'envisions': 16405, 'chemo': 16406, 'yearlong': 16407, 'imposing': 16408, 'snakes': 16409, 'snakebite': 16410, 'afterburners': 16411, 'partnering': 16412, 'accelerators': 16413, \"'obstacles\": 16414, \"greatness'\": 16415, \"'people's\": 16416, \"couch'\": 16417, 'hyperactive': 16418, 'congressmembers': 16419, 'dodgers': 16420, 'predisposition': 16421, 'haiku': 16422, 'consulate': 16423, 'adulthood': 16424, 'regenerating': 16425, 'sacha': 16426, \"'grimsby'\": 16427, \"'bachelor\": 16428, \"paradise'\": 16429, \"'nonsense'\": 16430, \"'defrosted\": 16431, 'diphtheria': 16432, 'recyclables': 16433, 'thunderbirds': 16434, \"'phantom\": 16435, \"thread'\": 16436, 'cardiovascular': 16437, 'jacaranda': 16438, \"music's\": 16439, 'spacex': 16440, \"assault'\": 16441, 'managers': 16442, 'sammy': 16443, 'flub': 16444, 'layers': 16445, \"'irrelevant'\": 16446, 'typeface': 16447, 'subjective': 16448, 'subdue': 16449, 'vernon': 16450, \"washington's\": 16451, 'quixote': 16452, 'kip': 16453, 'kristin': 16454, \"davis'\": 16455, 'ecstatic': 16456, 'fresco': 16457, 'trumplethinskin': 16458, \"law's\": 16459, 'bilious': 16460, 'unsaved': 16461, 'profoundly': 16462, \"lampoon's\": 16463, \"vacation'\": 16464, \"'inner\": 16465, \"monitor'\": 16466, 'braga': 16467, 'otaviano': 16468, 'canuto': 16469, 'meloni': 16470, \"kucinich's\": 16471, 'bennett': 16472, 'slipknot': 16473, 'airman': 16474, 'consults': 16475, \"'bump\": 16476, \"stock'\": 16477, 'gamer': 16478, 'gamers': 16479, \"'major\": 16480, \"speech'\": 16481, 'overestimating': 16482, 'humiliates': 16483, 'insurgents': 16484, 'unsolved': 16485, 'notorious': 16486, 'hendricks': 16487, 'vocalese': 16488, 'ramps': 16489, \"'asking\": 16490, 'tristan': 16491, \"thompson's\": 16492, 'inoperable': 16493, 'invention': 16494, 'penicillin': 16495, 'docked': 16496, \"snowflake's\": 16497, 'superficiality': 16498, 'achievment': 16499, \"'tiny\": 16500, \"dancers'\": 16501, 'cottonelle': 16502, \"'verifies'\": 16503, 'kessler': 16504, 'organizer': 16505, \"newspaper's\": 16506, 'buffett': 16507, 'doggone': 16508, 'outlines': 16509, 'frisk': 16510, 'widening': 16511, 'unbelievably': 16512, \"policeman's\": 16513, 'spruce': 16514, 'hud': 16515, 'geller': 16516, 'dice': 16517, 'effigies': 16518, 'plowing': 16519, 'hydrant': 16520, 'meatloaf': 16521, \"'reconciliation'\": 16522, 'brandishes': 16523, 'yells': 16524, 'arcane': 16525, 'handcuff': 16526, 'settled': 16527, 'mcdonnell': 16528, \"dar'\": 16529, 'ramping': 16530, 'vehicles': 16531, 'ambulances': 16532, 'gunshot': 16533, \"clintons'\": 16534, 'slayings': 16535, \"voter's\": 16536, \"'luck'\": 16537, 'wwii': 16538, 'examiner': 16539, 'amonderez': 16540, 'woken': 16541, 'booming': 16542, 'loudspeakers': 16543, 'invented': 16544, 'headband': 16545, 'unambitious': 16546, 'utterance': 16547, \"'lessons\": 16548, \"11'\": 16549, 'biodiversity': 16550, 'busses': 16551, 'ecosystems': 16552, 'marauding': 16553, \"here'\": 16554, \"'brothers\": 16555, 'reuther': 16556, 'grading': 16557, 'proceeds': 16558, 'ridiculed': 16559, 'kattan': 16560, 'essence': 16561, 'automate': 16562, 'lahood': 16563, \"'gayby'\": 16564, 'morley': 16565, 'stopwatch': 16566, 'locking': 16567, 'hearse': 16568, 'contemplated': 16569, 'tiffany': 16570, 'haddish': 16571, \"'st\": 16572, \"elsewhere'\": 16573, \"mandel's\": 16574, \"cher's\": 16575, \"'believe'\": 16576, 'faintly': 16577, 'harnesses': 16578, \"sandler's\": 16579, 'alienating': 16580, '03': 16581, '945': 16582, 'counteract': 16583, 'luis': 16584, 'gutierrez': 16585, 'gohmert': 16586, 'franchesca': 16587, 'lewd': 16588, 'reelected': 16589, 'warrior': 16590, 'vandana': 16591, 'shiva': 16592, 'wrecked': 16593, 'condé': 16594, 'nast': 16595, 'headdress': 16596, 'spade': 16597, 'omnipotent': 16598, 'simulates': 16599, \"replace'\": 16600, \"diner's\": 16601, 'shakers': 16602, 'heists': 16603, \"'guernica'\": 16604, 'triples': 16605, \"ladies'\": 16606, 'inhaler': 16607, \"attendee's\": 16608, 'lycra': 16609, 'teresa': 16610, 'giudice': 16611, 'dispelling': 16612, 'factual': 16613, \"popeye's\": 16614, 'boiglerized': 16615, \"negro'\": 16616, \"'belligerent'\": 16617, 'melee': 16618, 'christine': 16619, 'baranski': 16620, \"'jewish\": 16621, \"tartan'\": 16622, 'fulfilled': 16623, 'prophecy': 16624, 'wandering': 16625, \"bieber's\": 16626, 'umass': 16627, 'applied': 16628, 'thinker': 16629, 'clayton': 16630, \"christensen's\": 16631, 'undercurrent': 16632, 'roiling': 16633, 'marshmallows': 16634, 'arrogance': 16635, 'affirming': 16636, \"recipient's\": 16637, 'seabed': 16638, \"loser's\": 16639, 'siegel': 16640, 'armour': 16641, \"nike's\": 16642, 'playbook': 16643, 'indictments': 16644, 'nighy': 16645, \"lovers'\": 16646, 'quarrels': 16647, 'burying': 16648, 'shallow': 16649, 'skydive': 16650, 'contradicting': 16651, \"'up\": 16652, \"whatever'\": 16653, 'dove': 16654, \"deodorant's\": 16655, 'alternativefacts': 16656, 'corbett': 16657, 'bundlers': 16658, 'incessant': 16659, 'oversharing': 16660, 'toke': 16661, 'unmarked': 16662, \"'smells\": 16663, \"okay'\": 16664, 'foodborne': 16665, 'penalizes': 16666, 'kurdish': 16667, 'televisa': 16668, 'accelerate': 16669, 'logan': 16670, \"themselves'\": 16671, 'emeril': 16672, 'bams': 16673, 'groupie': 16674, \"'extremists'\": 16675, 'moneypenny': 16676, 'tnt': 16677, 'monthlong': 16678, 'racks': 16679, 'compassionate': 16680, 'temp': 16681, 'vilanch': 16682, 'sodomized': 16683, 'griswold': 16684, 'sportscast': 16685, \"al's\": 16686, \"fame'\": 16687, 'retail': 16688, \"'ferris\": 16689, \"bueller'\": 16690, 'tijuana': 16691, 'autopilot': 16692, 'schiller': 16693, 'lucy': 16694, 'stomp': 16695, 'grapes': 16696, 'slacker': 16697, 'anthems': 16698, 'tote': 16699, \"supermodel's\": 16700, 'ointment': 16701, 'minions': 16702, 'installation': 16703, 'troian': 16704, 'bellisario': 16705, \"'suits'\": 16706, \"cohn's\": 16707, \"'hypocrisy'\": 16708, 'archery': 16709, 'primitive': 16710, 'hardware': 16711, 'nutella': 16712, 'lubricant': 16713, 'affordability': 16714, 'attainment': 16715, 'hoagie': 16716, 'ruler': 16717, 'inspo': 16718, 'connery': 16719, 'plywood': 16720, 'shuttered': 16721, \"hemsworth's\": 16722, 'elsa': 16723, 'pataky': 16724, 'reaganism': 16725, \"'grotesque'\": 16726, 'solvents': 16727, 'grimm': 16728, 'painters': 16729, 'cassoulet': 16730, 'lorde': 16731, 'unforgivable': 16732, 'trafficking': 16733, 'negotiation': 16734, 'deteriorates': 16735, \"wolfman'\": 16736, 'sabotaged': 16737, 'als': 16738, 'hayes': 16739, 'jo': 16740, 'mewesyria': 16741, \"'crash\": 16742, \"bandicoot'\": 16743, 'bundchen': 16744, 'dons': 16745, 'clamps': 16746, '301': 16747, 'caterina': 16748, 'scorsone': 16749, 'divisions': 16750, \"heller's\": 16751, \"'debacle'\": 16752, 'pang': 16753, 'enduring': 16754, 'entente': 16755, 'servers': 16756, 'livable': 16757, 'continent': 16758, 'receives\\xa0the': 16759, 'sweetest\\xa0farewell': 16760, 'yogurt': 16761, 'containers': 16762, 'windowsill': 16763, 'conceiving': 16764, 'chowing': 16765, 'proxies': 16766, 'conception': 16767, '317': 16768, '622': 16769, '318': 16770, '047': 16771, 'emphasized': 16772, \"'swindle'\": 16773, 'genres': 16774, 'thunderstorm': 16775, 'mastermind': 16776, 'lever': 16777, 'supersonic': 16778, 'inconceivable': 16779, 'smuggle': 16780, 'decorating': 16781, 'waited': 16782, 'kelsea': 16783, 'ballerini': 16784, 'oxycontin': 16785, 'lypsinka': 16786, \"mozart's\": 16787, 'flute': 16788, 'insured': 16789, 'conducts': 16790, 'exhaustive': 16791, 'cruelest': 16792, \"santa'\": 16793, 'disburses': 16794, 'natalee': 16795, 'holloway': 16796, 'appétit': 16797, 'quiche': 16798, 'dots': 16799, \"'i's\": 16800, 'videotaping': 16801, \"mapmaker's\": 16802, 'valueville': 16803, \"'gutter\": 16804, 'hooligans': 16805, 'coastline': 16806, 'commenter': 16807, 'unofficial': 16808, \"husbands'\": 16809, 'greenwood': 16810, \"'minced'\": 16811, 'zeev': 16812, 'aram': 16813, 'capote': 16814, 'expansive': 16815, 'micro': 16816, 'contents': 16817, 'nugget': 16818, 'basset': 16819, 'hounds': 16820, 'overture': 16821, 'silky': 16822, 'kickabout': 16823, 'psyches': 16824, 'instinct': 16825, 'repeats': 16826, \"soccer's\": 16827, 'elude': 16828, 'pursuers': 16829, 'triumphs': 16830, 'footy': 16831, 'mcfooty': 16832, 'lowly': 16833, 'kkk': 16834, \"apatow's\": 16835, '00': 16836, 'webmd': 16837, 'psycho': 16838, 'monae': 16839, \"'none\": 16840, 'coolness': 16841, 'combined': 16842, 'klugman': 16843, 'lovell': 16844, \"'finish\": 16845, 'watchdogs': 16846, 'officemates': 16847, 'unwittingly': 16848, \"'outlander'\": 16849, 'telemarketer': 16850, 'awash': 16851, 'fluctuating': 16852, 'tarnished': 16853, 'slop': 16854, 'spiel': 16855, 'annulment': 16856, 'erdogan': 16857, \"'locker\": 16858, 'caligula': 16859, 'bagel': 16860, 'screeches': 16861, 'crowning': 16862, 'foie': 16863, 'gras': 16864, 'maroon': 16865, 'platoon': 16866, \"'starcraft\": 16867, \"void'\": 16868, '720': 16869, 'deans': 16870, 'deepest': 16871, \"'number\": 16872, \"'space\": 16873, \"jam'\": 16874, 'genitalia': 16875, \"useful'\": 16876, 'ceramic': 16877, 'aetna': 16878, 'procedures': 16879, 'fanpage': 16880, 'packers': 16881, 'champions': 16882, 'manor': 16883, 'walkable': 16884, 'developers': 16885, 'mona': 16886, 'outvets': 16887, \"boston's\": 16888, \"patriots'\": 16889, 'pistol': 16890, 'gangsta': 16891, 'lundergan': 16892, 'attracted': 16893, 'atx': 16894, 'earthlike': 16895, 'booted': 16896, 'rooted': 16897, 'cracking': 16898, 'spouses': 16899, 'sherpas': 16900, \"'untitled\": 16901, \"unmastered'\": 16902, 'tooth': 16903, 'deranged': 16904, 'scrawlings': 16905, 'bosses': 16906, 'madaya': 16907, 'sieges': 16908, 'scope': 16909, 'cushions': 16910, 'upstaged': 16911, 'afd': 16912, 'unfriendly': 16913, \"'teenage\": 16914, 'bebop': 16915, 'rocksteady': 16916, 'blinding': 16917, 'maleness': 16918, \"'lucky\": 16919, 'duct': 16920, \"'gross\": 16921, \"'brokeback\": 16922, \"mountain'\": 16923, 'segways': 16924, \"'jane\": 16925, \"virgin'\": 16926, \"'trapped'\": 16927, 'commas': 16928, 'factoids': 16929, 'bbc': 16930, 'flap': 16931, 'enrages': 16932, 'compliance': 16933, 'advertiser': 16934, 'typography': 16935, '1893': 16936, 'shambles': 16937, 'victoria': 16938, 'pout': 16939, \"tivo'\": 16940, \"moon's\": 16941, 'crater': 16942, 'losses': 16943, 'motivating': 16944, \"schieffer's\": 16945, 'dictionaries': 16946, \"'pwnage'\": 16947, 'slices': 16948, 'hominid': 16949, 'offloaded': 16950, 'hungary': 16951, \"'humor\": 16952, \"uniform'\": 16953, 'spattered': 16954, 'derangement': 16955, 'queue': 16956, 'slower': 16957, \"'layla'\": 16958, 'stuffs': 16959, 'enron': 16960, 'rerun': 16961, 'motorcyclist': 16962, 'gridiron': 16963, \"un'\": 16964, 'shattered': 16965, 'stewman': 16966, 'normality': 16967, 'enacting': 16968, \"taylor's\": 16969, 'lynette': 16970, 'spaced': 16971, \"groovin'\": 16972, 'digested': 16973, 'neptune': 16974, 'scorpion': 16975, 'gravity': 16976, 'repopulation': 16977, 'esl': 16978, 'concentrates': 16979, 'vocabulary': 16980, \"'they're\": 16981, \"proctoscope'\": 16982, 'rebrand': 16983, 'ridicule': 16984, 'cherishing': 16985, \"'morning\": 16986, \"joe'\": 16987, \"'breathing\": 16988, \"relief'\": 16989, 'blank': 16990, 'occurred': 16991, 'chimpanzee': 16992, 'revisiting': 16993, 'superrman': 16994, 'copyediting': 16995, 'incorrect': 16996, 'torches': 16997, \"service'\": 16998, 'cambodia': 16999, \"handel's\": 17000, 'herman': 17001, 'luckiest': 17002, 'andie': 17003, 'macdowell': 17004, \"audiences'\": 17005, \"older'\": 17006, 'hinders': 17007, 'shortfall': 17008, 'hypnotized': 17009, 'brennan': 17010, \"'folly'\": 17011, 'donbas': 17012, \"levi's\": 17013, 'gogh': 17014, 'remixes': 17015, \"boujee'\": 17016, 'catapults': 17017, 'eden': 17018, 'baylee': 17019, 'marathons': 17020, 'shannon': 17021, 'tweed': 17022, 'reinforcing': 17023, 'urinals': 17024, 'retakes': 17025, 'feuds': 17026, \"'kool\": 17027, \"watermelons'\": 17028, 'mauls': 17029, 'apologists': 17030, 'jessie': 17031, 'waymo': 17032, 'boca': 17033, 'raton': 17034, 'intercontinental': 17035, \"cow's\": 17036, 'fumigated': 17037, \"creed'\": 17038, 'déjeûner': 17039, 'sur': 17040, \"l'herbe\": 17041, 'monet': 17042, 'footlong': 17043, 'teriyaki': 17044, 'agony': 17045, 'pessimism': 17046, 'scaled': 17047, 'shoveling': 17048, 'detainee': 17049, 'neuter': 17050, 'ballplayers': 17051, 'populists': 17052, \"ana's\": 17053, 'rested': 17054, 'sculptor': 17055, 'aspca': 17056, \"'milwaukee\": 17057, 'infallible': 17058, 'enjoyable': 17059, \"'sh\": 17060, \"weird'\": 17061, 'tabasco': 17062, 'cashew': 17063, \"'post\": 17064, \"queer'\": 17065, \"'lifetime\": 17066, \"food'\": 17067, \"2016's\": 17068, 'critique': 17069, 'spiderman': 17070, 'distracts': 17071, 'octopus': 17072, 'loopholes': 17073, 'rethinks': 17074, 'battlebots': 17075, 'cpu': 17076, 'shapeless': 17077, 'blobs': 17078, 'nite': 17079, 'seatbelts': 17080, 'horcrux': 17081, 'oversize': 17082, 'bounding': 17083, 'pointy': 17084, 'competitors': 17085, 'chromecast': 17086, 'woe': 17087, 'barnes': 17088, \"'me'\": 17089, \"stunt'\": 17090, 'premium': 17091, 'cutbacks': 17092, 'clearing': 17093, 'piazza': 17094, \"'cavalleria\": 17095, \"rusticana'\": 17096, \"'pagliacci'\": 17097, 'assuming': 17098, 'umpires': 17099, 'decisive': 17100, 'agreeing': 17101, 'subsidy': 17102, 'prizes': 17103, 'rinpoche': 17104, 'bonuses': 17105, 'sniglets': 17106, \"nsync's\": 17107, 'bandmates': 17108, 'dell': 17109, \"privacy'\": 17110, 'unceremoniously': 17111, 'imperfect': 17112, 'hunky': 17113, \"strung'\": 17114, 'potties': 17115, 'stinky': 17116, 'overruled': 17117, 'intercultural': 17118, \"'young\": 17119, 'sr': 17120, 'dodgeball': 17121, 'steph': 17122, 'methadone': 17123, 'mischa': 17124, 'barton': 17125, '156': 17126, \"'stable\": 17127, 'zoolander': 17128, 'euphemized': 17129, 'plaza': 17130, \"exec's\": 17131, 'prejudicial': 17132, 'eclairs': 17133, 'noncitizens': 17134, \"tennessee's\": 17135, 'dutifully': 17136, 'zinfandel': 17137, \"'revitalise'\": 17138, 'são': 17139, 'paulo': 17140, 'razes': 17141, 'nonsensical': 17142, \"'goonies'\": 17143, 'overdoses': 17144, 'prevented': 17145, 'sham': 17146, 'amass': 17147, 'librarian': 17148, 'amassed': 17149, 'humbly': 17150, 'beneficiary': 17151, \"monsanto's\": 17152, \"carrey's\": 17153, 'joker': 17154, \"'gambit'\": 17155, \"'wait\": 17156, \"nutcracker'\": 17157, 'louie': 17158, 'corsets': 17159, 'improv': 17160, 'troupe': 17161, 'transvestite': 17162, 'fantasized': 17163, 'motions': 17164, 'puzzled': 17165, 'inconvenient': 17166, 'guts': 17167, 'marilu': 17168, 'henner': 17169, 'embarrass': 17170, \"'latinos\": 17171, 'necessities': 17172, 'strapping': 17173, \"honolulu's\": 17174, 'exhilarating': 17175, 'combatting': 17176, \"congressmen's\": 17177, 'homaro': 17178, 'cantu': 17179, 'streaks': 17180, 'yeti': 17181, 'abdominable': 17182, 'beau': 17183, \"duty'\": 17184, 'coronary': 17185, 'bypass': 17186, 'watchman': 17187, 'vetting': 17188, 'viable': 17189, 'kathie': 17190, 'gifford': 17191, 'sincerity': 17192, \"'ravaged'\": 17193, 'adjective': 17194, 'handbag': 17195, \"'piven'\": 17196, 'strom': 17197, 'thurmond': 17198, 'greats': 17199, 'tasks': 17200, 'undetectable': 17201, 'transmit': 17202, 'djimon': 17203, 'hounsou': 17204, 'unregulated': 17205, 'madrassa': 17206, 'sows': 17207, 'invitations': 17208, 'breuer': 17209, 'canvassed': 17210, 'canvassing': 17211, 'pledging': 17212, 'brando': 17213, 'recognizable': 17214, 'blankenship': 17215, 'brighter': 17216, 'bane': 17217, 'enforces': 17218, \"park's\": 17219, \"containers'\": 17220, 'outcropping': 17221, 'insightful': 17222, \"'flush\": 17223, 'kepler': 17224, 'archivists': 17225, 'crichton': 17226, 'operates': 17227, 'bffs': 17228, 'jb': 17229, 'smoove': 17230, 'oversight': 17231, \"'won'\": 17232, \"humanitarian's\": 17233, 'pencil': 17234, 'nub': 17235, 'unaccountable': 17236, \"'world\": 17237, \"weapons'\": 17238, 'borrowing': 17239, \"success'\": 17240, 'harms': 17241, 'commenting': 17242, 'misuse': 17243, '401': 17244, 'supervision': 17245, 'plagued': 17246, 'rumor': 17247, 'archdiocese': 17248, '324': 17249, 'honduran': 17250, 'diaspora': 17251, 'flutter': 17252, 'bernadette': 17253, 'cherished': 17254, 'chemists': 17255, \"'nano'\": 17256, 'professed': 17257, 'priorities': 17258, 'lady—remember': 17259, '—as': 17260, 'definitions': 17261, 'herndon': 17262, \"'change\": 17263, \"minds'\": 17264, 'retrievers': 17265, \"'guitar\": 17266, 'investigative': 17267, 'seeming': 17268, 'riotous': 17269, \"'partnering'\": 17270, 'retroactively': 17271, 'settler': 17272, \"middle's'\": 17273, 'ciarlelli': 17274, \"'wondersplint'\": 17275, 'fractures': 17276, 'fuller': 17277, 'tyga': 17278, 'directs': 17279, 'kaley': 17280, 'cuoco': 17281, \"'ruined'\": 17282, 'deciphering': 17283, \"metro's\": 17284, 'reckless': 17285, 'deplete': 17286, 'hydrogen': 17287, '2070': 17288, 'minneapolis': 17289, \"'un\": 17290, \"tired'\": 17291, 'blindly': 17292, 'grumbling': 17293, \"'hägar\": 17294, \"horrible'\": 17295, 'cher': 17296, 'tove': 17297, 'troy': 17298, 'turnips': 17299, 'paragraph': 17300, 'obsessing': 17301, 'hulking': 17302, 'competing': 17303, 'ingber': 17304, 'edged': 17305, 'tipping': 17306, 'norfolk': 17307, \"'misremember'\": 17308, '109': 17309, \"'die\": 17310, \"'yippee\": 17311, 'ki': 17312, \"yay'\": 17313, 'slaps': 17314, 'rinky': 17315, 'dink': 17316, 'necromancer': 17317, 'fafsa': 17318, \"'yanny'\": 17319, \"'laurel'\": 17320, 'formative': 17321, \"philly's\": 17322, 'usable': 17323, \"'tears\": 17324, 'wand': 17325, \"harrelson's\": 17326, 'petco': 17327, 'palpable': 17328, 'intentionally': 17329, 'stoking': 17330, 'equation': 17331, \"'boy\": 17332, 'difficulties': 17333, 'posthumously': 17334, 'sla': 17335, 'buttoned': 17336, 'mediaeval': 17337, 'fortress': 17338, 'monemvasia': 17339, 'mariel': 17340, 'chaplains': 17341, \"''star\": 17342, 'mapping': 17343, 'shellie': 17344, 'perjury': 17345, 'jumble': 17346, 'symbols': 17347, 'endangers': 17348, '100th': 17349, 'underage': 17350, 'chugs': 17351, 'shoplifters': 17352, 'addcandytoamovie': 17353, 'pippa': 17354, \"middleton's\": 17355, 'boats': 17356, 'boatless': 17357, 'racing': 17358, 'buncha': 17359, 'paused': 17360, 'mustang': 17361, 'subjected': 17362, 'hairdo': 17363, \"'introduction\": 17364, \"algebra'\": 17365, 'aquatic': 17366, 'mammal': 17367, 'warhead': 17368, 'sf': 17369, 'loc': 17370, 'baggies': 17371, 'suspenders': 17372, \"keys'\": 17373, \"involved'\": 17374, 'transylvania': 17375, 'kidnaps': 17376, 'mcnugget': 17377, 'interactive': 17378, 'zinc': 17379, 'workshop': 17380, 'matador': 17381, 'gored': 17382, 'bullring': 17383, 'stereo': 17384, 'installed': 17385, \"channing's\": 17386, 'outsources': 17387, 'defunded': 17388, 'jest': 17389, 'frothing': 17390, 'imbalance': 17391, 'dynamics': 17392, \"orlando's\": 17393, 'torpedo': 17394, \"giuliani's\": 17395, 'secretaries': 17396, 'tinkering': 17397, 'tallest': 17398, 'pooch': 17399, \"'icky\": 17400, 'stripes': 17401, 'renders': 17402, 'beholden': 17403, 'ghoulish': 17404, 'thinly': 17405, 'gaetz': 17406, \"'sheet\": 17407, \"garbage'\": 17408, 'willi': 17409, \"dorner's\": 17410, \"'bodies\": 17411, \"spaces'\": 17412, \"'cannibal\": 17413, \"cop'\": 17414, \"'discriminatory'\": 17415, \"building'\": 17416, \"'twisted\": 17417, 'nitty': 17418, 'gritty': 17419, 'coconut': 17420, 'monstrously': 17421, 'lemmy': 17422, 'motorhead': 17423, 'dominos': 17424, 'crust': 17425, 'arlen': 17426, 'specter': 17427, 'affiliation': 17428, 'lynching': 17429, 'exterior': 17430, 'resentful': 17431, 'epix': 17432, 'meandering': 17433, 'absentminded': 17434, 'dodger': 17435, \"'sleight\": 17436, \"hand'\": 17437, 'marker': 17438, '106': 17439, 'papua': 17440, 'tyrese': 17441, 'fragile': 17442, 'tantalizingly': 17443, \"'erectile\": 17444, \"dysfunction'\": 17445, 'evansville': 17446, 'underground': 17447, 'architecture': 17448, \"'connected'\": 17449, 'outliers': 17450, 'allergy': 17451, 'meritocracy': 17452, \"'twilight\": 17453, \"'nice\": 17454, \"bucket'\": 17455, 'demonstration': 17456, '“a': 17457, 'wedding”': 17458, 'joyful': 17459, 'widened': 17460, 'lends': 17461, 'legitimacy': 17462, \"2014's\": 17463, \"'confession'\": 17464, \"fi's\": 17465, 'romania': 17466, 'weirded': 17467, 'sixty': 17468, 'consensual': 17469, 'incumbents': 17470, 'marched': 17471, 'neolithic': 17472, 'ecstasy': 17473, 'despair': 17474, 'baja': 17475, 'villa': 17476, 'palmar': 17477, 'loreto': 17478, 'vandross': 17479, \"nutritionist's\": 17480, 'swarms': 17481, \"'bear\": 17482, \"chef'\": 17483, \"instagrammer's\": 17484, 'cisco': 17485, 'taillight': 17486, 'weeklong': 17487, \"laura's\": 17488, 'untrue': 17489, 'revived': 17490, \"howard's\": 17491, 'glow': 17492, \"'suck\": 17493, 'retrieved': 17494, 'rash': 17495, 'stingy': 17496, 'designations': 17497, 'veronaon': 17498, 'perforated': 17499, 'structurally': 17500, 'goiter': 17501, 'lulled': 17502, 'rumbling': 17503, 'cremated': 17504, 'voyeurs': 17505, 'bushes': 17506, 'dorito': 17507, 'ranch': 17508, 'ops': 17509, 'undetected': 17510, 'relax': 17511, 'indigestion': 17512, 'rené': 17513, \"magritte's\": 17514, \"discovery'\": 17515, 'segel': 17516, 'rooney': 17517, 'afterlife': 17518, \"fair's\": 17519, 'portrayal': 17520, 'auditions': 17521, 'lookers': 17522, 'passers': 17523, 'vale': 17524, 'boothe': 17525, 'experiments': 17526, \"'innovate'\": 17527, '650': 17528, \"'sexism'\": 17529, \"'pokemon\": 17530, 'heartstrings': 17531, 'conclude': 17532, 'zarin': 17533, 'ramona': 17534, \"singer's\": 17535, 'mangles': 17536, 'spangled': 17537, \"banner'\": 17538, 'puck': 17539, \"'tort\": 17540, \"reform'\": 17541, 'hasty': 17542, \"'83\": 17543, 'lebaron': 17544, 'earbuds': 17545, 'bloomed': 17546, 'zoe': 17547, 'saldana': 17548, 'tlc': 17549, \"scrubs'\": 17550, \"battle'\": 17551, 'thaler': 17552, 'pvc': 17553, 'tube': 17554, 'campfire': 17555, 'busboy': 17556, 'pilgrims': 17557, 'sailed': 17558, 'silk': 17559, 'eh': 17560, \"shields'\": 17561, 'rapid': 17562, 'daryl': 17563, \"dixon's\": 17564, 'axing': 17565, 'ortiz': 17566, 'naming': 17567, 'brides': 17568, 'grooms': 17569, 'nominating': 17570, 'verma': 17571, 'forklift': 17572, \"mind'\": 17573, 'overly': 17574, 'salvadoran': 17575, 'consciousness': 17576, 'sponsorship': 17577, 'varying': 17578, 'cornel': 17579, \"'posed\": 17580, \"counterfeit'\": 17581, 'obstruct': 17582, 'gloved': 17583, \"publicist's\": 17584, 'bentley': 17585, 'computers': 17586, 'frolics': 17587, 'winnie': 17588, 'commerce': 17589, 'atari': 17590, \"helpless'\": 17591, 'sore': 17592, 'bianchi': 17593, 'fraudulent': 17594, 'crayola': 17595, 'jarringly': 17596, 'shareholders': 17597, 'marketer': 17598, \"'junk\": 17599, \"'goddamn\": 17600, \"project'\": 17601, \"'colin\": 17602, 'enforcer': 17603, 'freezes': 17604, \"chicken's\": 17605, \"'responsible'\": 17606, \"tiger's\": 17607, 'mammograms': 17608, 'ambition': 17609, 'mains': 17610, \"pac's\": 17611, 'unreal': 17612, 'favored': 17613, 'pepa': 17614, 'antelopeater': 17615, 'polished': 17616, 'void': 17617, 'surcharge': 17618, \"'bank'\": 17619, 'leary': 17620, 'millie': 17621, \"'lost'\": 17622, 'dimension': 17623, 'milla': 17624, 'jovovich': 17625, \"'mean'\": 17626, 'evans': 17627, 'ladens': 17628, 'bellwether': 17629, \"larios'\": 17630, 'pitied': 17631, 'jameela': 17632, 'jamil': 17633, '2nd': 17634, 'baptizing': 17635, 'obsessively': 17636, 'bullsh': 17637, 'boasts': 17638, 'absorbency': 17639, 'auctioned': 17640, 'conglomerate': 17641, 'masturbation': 17642, 'doorbell': 17643, 'resolving': 17644, 'zaire': 17645, 'dogfights': 17646, 'imelda': 17647, 'bystanders': 17648, 'prefaced': 17649, \"events'\": 17650, \"'joke'\": 17651, \"iraq's\": 17652, 'adhd': 17653, \"barber's\": 17654, 'paunch': 17655, 'forgave': 17656, 'endowed': 17657, \"'shithole'\": 17658, \"'jeopardy'\": 17659, 'categories': 17660, 'nissin': 17661, 'noodles': 17662, 'merits': 17663, \"clubs'\": 17664, 'valadao': 17665, 'tk': 17666, 'carefree': 17667, 'frown': 17668, 'schooled': 17669, \"christianity's\": 17670, 'blurs': 17671, 'merkley': 17672, 'cicadas': 17673, 'committees': 17674, \"'untoward'\": 17675, \"abe's\": 17676, 'spa': 17677, 'aftershocks': 17678, 'savor': 17679, 'hardwired': 17680, \"spain's\": 17681, \"kurds'\": 17682, 'pitcher': 17683, 'cabinets': 17684, 'cinzano': 17685, 'recruited': 17686, 'headhunters': 17687, 'calais': 17688, \"'jungle'\": 17689, 'capsizing': 17690, 'wrest': 17691, 'portraiture': 17692, 'trappings': 17693, 'hotbed': 17694, 'mere': 17695, \"id'd\": 17696, 'idf': 17697, 'psychics': 17698, 'burkina': 17699, 'faso': 17700, \"'parent\": 17701, 'euthanizing': 17702, 'completing': 17703, \"'rules'\": 17704, 'repress': 17705, 'pediatricians': 17706, 'rescinded': 17707, 'stoneheart': 17708, 'necessity': 17709, \"'roe\": 17710, \"wade'\": 17711, 'frequent': 17712, \"flighter's\": 17713, 'responsibly': 17714, 'pinning': 17715, 'lucidity': 17716, 'lyte': 17717, 'waldorf': 17718, 'akon': 17719, 'browder': 17720, \"tom's\": 17721, 'chobani': 17722, 'dislikes': 17723, 'vcr': 17724, 'commence': 17725, \"'brown\": 17726, 'turner': 17727, 'grapple': 17728, 'fearmongering': 17729, 'kaminski': 17730, 'juvenile': 17731, 'aloud': 17732, \"now'\": 17733, 'dempsey': 17734, 'jurgen': 17735, 'klinsmann': 17736, 'woke': 17737, 'dis': 17738, 'tones': 17739, 'creationism': 17740, 'roadster': 17741, 'crook': 17742, 'nair': 17743, 'incendiary': 17744, 'visionary': 17745, \"'genius'\": 17746, 'trinidad': 17747, 'tobago': 17748, 'scenario': 17749, 'deere': 17750, 'lawnmower': 17751, 'sidecars': 17752, \"pluto's\": 17753, \"'heart'\": 17754, 'wasteland': 17755, \"todd's\": 17756, \"months'\": 17757, 'probation': 17758, 'misdemeanors': 17759, \"'chilling'\": 17760, \"'sick\": 17761, \"'emma'\": 17762, 'emily': 17763, 'swivel': 17764, 'formation': 17765, \"'terror\": 17766, \"gap'\": 17767, 'slathered': 17768, 'eurostar': 17769, 'labrador': 17770, \"deportation'\": 17771, 'burka': 17772, 'niqab': 17773, 'coolio': 17774, 'shamers': 17775, 'marginal': 17776, \"'91\": 17777, 'dedicated': 17778, 'raza': 17779, 'patriotism': 17780, 'idolatry': 17781, 'nebraska': 17782, 'prohibition': 17783, 'dinklage': 17784, \"'within\": 17785, 'cringeworthy': 17786, 'purdue': 17787, 'obey': 17788, 'contort': 17789, 'marbles': 17790, 'nichols': 17791, \"daniel's\": 17792, 'superbug': 17793, \"'war'\": 17794, 'enables': 17795, 'resolve': 17796, \"'six\": 17797, 'ashleigh': 17798, 'banfield': 17799, 'unrepresentative': 17800, 'truckers': 17801, \"'minotaurs\": 17802, \"vampires'\": 17803, 'vampires': 17804, 'embroidered': 17805, 'vertigo': 17806, 'grier': 17807, \"'ultra\": 17808, \"hammer'\": 17809, 'pounding': 17810, 'superdelegates': 17811, \"daughter'\": 17812, \"'seek\": 17813, \"funding'\": 17814, \"'hammered'\": 17815, 'carrey': 17816, \"'psycho'\": 17817, \"pacs'\": 17818, 'sped': 17819, '1st': 17820, 'armored': 17821, 'voiceless': 17822, 'continually': 17823, 'portrays': 17824, 'regis': 17825, 'philbin': 17826, \"'regis\": 17827, \"kelly'\": 17828, \"'active\": 17829, 'hum': 17830, '2005': 17831, 'mystified': 17832, 'wright': 17833, 'parched': 17834, \"general's\": 17835, 'andromeda': 17836, 'suffocates': 17837, 'espys': 17838, 'jacketed': 17839, 'legacies': 17840, 'alfred': 17841, 'porcelain': 17842, 'dinnerware': 17843, 'headache': 17844, 'twin': 17845, \"'brave\": 17846, 'hale': 17847, 'prepper': 17848, 'reconsider': 17849, \"mcdonnell's\": 17850, 'hassan': 17851, 'jameel': 17852, \"'witch\": 17853, '71': 17854, 'peaking': 17855, 'spratlys': 17856, 'cardell': 17857, \"hayes'\": 17858, 'ado': 17859, 'soured': 17860, 'defecating': 17861, \"plato's\": 17862, \"bump'\": 17863, 'alongside': 17864, \"'skullfucking\": 17865, \"boyfriend'\": 17866, 'gesturing': 17867, 'waterfront': 17868, \"'liberal\": 17869, \"media'\": 17870, \"football'\": 17871, 'escorts': 17872, \"'western'\": 17873, 'colonization': 17874, 'subcontinent': 17875, \"'fabulous'\": 17876, 'marty': 17877, 'dread': 17878, \"'blueprint'\": 17879, 'grind': 17880, 'sweats': 17881, \"cancer's\": 17882, 'immunotherapy': 17883, \"'wouldn't\": 17884, \"cowboys'\": 17885, 'josé': 17886, 'andrés': 17887, \"'shame\": 17888, 'clout': 17889, 'evaporates': 17890, 'nutritious': 17891, \"'accountability'\": 17892, 'chord': 17893, 'strategists': 17894, 'fabricated': 17895, 'scenery': 17896, 'coats': 17897, 'contends': 17898, \"alike'\": 17899, 'toasting': 17900, 'ketogenic': 17901, 'kool': 17902, \"boss'\": 17903, 'tardy': 17904, \"distressed'\": 17905, 'willingly': 17906, \"'wrath\": 17907, \"titans'\": 17908, 'insulted': 17909, \"marry'\": 17910, 'buyer': 17911, \"'gospel'\": 17912, 'laced': 17913, 'demolishing': 17914, 'propping': 17915, 'pankaj': 17916, \"mishra's\": 17917, 'optimists': 17918, 'accompanying': 17919, 'presumes': 17920, 'inept': 17921, 'goldstein': 17922, 'positioned': 17923, \"bezos'\": 17924, \"albany's\": 17925, 'deafening': 17926, 'ebooks': 17927, \"o's\": 17928, 'sociocultural': 17929, \"seriously'\": 17930, 'nortons': 17931, 'platinum–level': 17932, 'select': 17933, 'rebrands': 17934, \"'disappointimals'\": 17935, 'hershey': 17936, 'starred': 17937, 'banished': 17938, 'discriminate': 17939, 'mcdreamy': 17940, \"'idiotic'\": 17941, 'maze': 17942, 'arrows': 17943, 'mans': 17944, \"campus's\": 17945, \"celebrities'\": 17946, 'tr': 17947, 'jarvis': 17948, \"'croak'\": 17949, 'hoses': 17950, 'crumbs': 17951, 'deployment': 17952, 'dispensary': 17953, 'achilles': 17954, 'heel': 17955, 'numbing': 17956, 'haslam': 17957, 'hagar': 17958, 'bundles': 17959, 'robe': 17960, 'flonase': 17961, 'cary': 17962, 'elwes': 17963, 'cactus': 17964, 'juxtaposing': 17965, 'iconography': 17966, 'epiphany': 17967, 'unpauses': 17968, 'chores': 17969, 'moronic': 17970, 'mailroom': 17971, \"forward'\": 17972, \"gardens'\": 17973, 'succulent': 17974, 'fades': 17975, 'tavis': 17976, 'shove': 17977, 'admire': 17978, 'redmayne': 17979, 'premarital': 17980, \"'mainsplainer'\": 17981, 'cephas': 17982, \"'druggies'\": 17983, 'brainer': 17984, 'thirsty': 17985, 'ropes': 17986, 'unrecognizable': 17987, 'disturbance': 17988, \"arafat's\": 17989, \"'presumptive'\": 17990, 'pornography': 17991, 'orifice': 17992, 'ozzfest': 17993, 'farther': 17994, 'estimates': 17995, \"'missed\": 17996, \"connection'\": 17997, 'grin': 17998, 'menswear': 17999, 'blige': 18000, 'illegitimate': 18001, 'hemmed': 18002, 'storming': 18003, 'inhuman': 18004, 'devalue': 18005, 'wilmot': 18006, 'proviso': 18007, 'werner': 18008, 'herzog': 18009, 'treadwell': 18010, 'offspring': 18011, 'behaving': 18012, 'plymouth': 18013, \"'loyalty\": 18014, \"oaths'\": 18015, \"cantor's\": 18016, 'squadgoals': 18017, 'rightful': 18018, \"actor's\": 18019, 'wireless': 18020, 'locals': 18021, \"strange'\": 18022, \"bachelorette's\": 18023, \"'whaboom'\": 18024, 'marqkria': 18025, '260': 18026, 'ninetysomethings': 18027, 'predates': 18028, 'evaluate': 18029, \"kahneman's\": 18030, 'religions': 18031, 'glandular': 18032, 'setup': 18033, 'feverishly': 18034, 'trapping': 18035, 'bret': 18036, 'baier': 18037, 'resentencing': 18038, 'stacy': 18039, \"ruiz's\": 18040, 'resounding': 18041, \"'worship\": 18042, 'evacuation': 18043, 'unspeakable': 18044, 'thermometer': 18045, 'trusting': 18046, 'odessa': 18047, 'motto': 18048, \"smile'\": 18049, 'yankees': 18050, 'timing': 18051, \"'unfortunate\": 18052, \"coincidence'\": 18053, 'prejudiced': 18054, 'wink': 18055, \"nod'\": 18056, 'akin': 18057, 'shredyourex': 18058, \"videotape'\": 18059, 'chastised': 18060, 'gopsongsaboutethics': 18061, \"'8\": 18062, \"'sense8'\": 18063, 'dishonorably': 18064, 'discharged': 18065, 'navigation': 18066, '76ers': 18067, 'skid': 18068, 'aloha': 18069, 'aina': 18070, 'barca': 18071, 'reimagines': 18072, 'leprechaun': 18073, \"monarchy's\": 18074, 'washes': 18075, 'phillie': 18076, 'phanatic': 18077, 'dislodge': 18078, 'delhi': 18079, 'adjust': 18080, 'clothesline': 18081, '264': 18082, 'pulverizing': 18083, 'eradicate': 18084, 'disasty': 18085, 'shutter': 18086, 'subpoena': 18087, 'recreational': 18088, 'enthusiasts': 18089, 'applaud': 18090, 'departments': 18091, \"drug's\": 18092, 'kilimanjaro': 18093, 'gandalf': 18094, 'abyss': 18095, 'deprecating': 18096, 'preamble': 18097, 'tempurapedic': 18098, 'mattresses': 18099, 'debts': 18100, 'owed': 18101, 'communion': 18102, 'logically': 18103, 'perpetuating': 18104, 'buffer': 18105, 'mccullen': 18106, 'facade': 18107, 'urkel': 18108, 'vh1': 18109, \"'deadly\": 18110, \"gaps'\": 18111, 'stepson': 18112, \"hug'\": 18113, \"animal's\": 18114, 'metallurgists': 18115, \"'polonium\": 18116, \"plus'\": 18117, 'stressful': 18118, 'klemke': 18119, 'appreciably': 18120, 'monarch': 18121, 'directorial': 18122, \"'nature'\": 18123, 'tents': 18124, 'amatrice': 18125, 'frolicking': 18126, 'ticks': 18127, \"low'\": 18128, 'kowalski': 18129, 'ranks': 18130, 'aaa': 18131, 'chimp': 18132, 'immunization': 18133, 'paragliding': 18134, 'taxed': 18135, 'juggles': 18136, 'ar': 18137, '15s': 18138, 'gymnasium': 18139, 'maharishi': 18140, 'rupee': 18141, 'chicagoans': 18142, 'skulls': 18143, 'jurisprudence': 18144, 'emboldened': 18145, 'upham': 18146, 'stuyvesant': 18147, 'yep': 18148, 'trashed': 18149, 'cranston': 18150, 'jewel': 18151, 'organizes': 18152, \"unicorns'\": 18153, 'crackers': 18154, 'infections': 18155, \"rio's\": 18156, \"'dangerous'\": 18157, 'doling': 18158, 'counsel': 18159, \"'novλ'\": 18160, 'shielded': 18161, 'broadly': 18162, 'mothering': 18163, \"'march\": 18164, 'suburb': 18165, 'sweeney': 18166, 'stunted': 18167, 'palahniuk': 18168, 'horsey': 18169, 'ari': 18170, 'fleischer': 18171, 'statehood': 18172, 'peshawar': 18173, \"stylin'\": 18174, 'crushworthy': 18175, 'sardinian': 18176, 'cove': 18177, 'squirming': 18178, 'mingles': 18179, \"bird's\": 18180, 'willed': 18181, 'antebellum': 18182, 'boosting': 18183, 'metabolism': 18184, 'spilling': 18185, 'freshwater': 18186, 'humorous': 18187, 'paleontology': 18188, 'fundamentalist': 18189, 'ceremoniously': 18190, 'aggression': 18191, 'goers': 18192, 'headliner': 18193, 'conferences': 18194, 'perriello': 18195, 'algae': 18196, 'throats': 18197, \"heston's\": 18198, 'behrendt': 18199, 'preaches': 18200, 'reminisce': 18201, 'radicalization': 18202, 'busey': 18203, 'swiping': 18204, 'hottie': 18205, 'collude': 18206, 'journeys': 18207, 'metlife': 18208, 'goody': 18209, 'governess': 18210, 'hairbrushes': 18211, 'raking': 18212, 'scalps': 18213, 'insolent': 18214, 'cowardly': 18215, \"snitch'\": 18216, 'interreligious': 18217, \"sant'egidio\": 18218, \"'grand\": 18219, \"'alias'\": 18220, 'doubted': 18221, \"ordinary'\": 18222, 'multinational': 18223, \"'pink'\": 18224, \"'stink'\": 18225, 'doses': 18226, 'pancuronium': 18227, 'bromide': 18228, 'lodged': 18229, 'mannered': 18230, 'alexia': 18231, 'kosmider': 18232, 'transjourney': 18233, 'vawa': 18234, \"'around\": 18235, 'trillionaire': 18236, 'temps': 18237, 'enterprising': 18238, 'ficus': 18239, 'lockheed': 18240, 'tactical': 18241, 'lyndon': 18242, 'cigar': 18243, 'petting': 18244, 'rainforests': 18245, 'spiky': 18246, 'sahm': 18247, 'stressfest': 18248, 'taller': 18249, 'fuji': 18250, 'wrestler': 18251, \"'women's\": 18252, \"issue'\": 18253, 'probes': 18254, \"officials'\": 18255, \"weeknd's\": 18256, 'gigabyte': 18257, 'bogotá': 18258, 'biologist': 18259, \"jeb's\": 18260, 'tar': 18261, \"douchey'\": 18262, 'hoverboard': 18263, 'renoir': 18264, 'of\\xa0color': 18265, 'rendered': 18266, 'migraines': 18267, 'activated': 18268, \"'pigs\": 18269, \"blanket'\": 18270, 'freakish': 18271, 'fling': 18272, \"'contusions'\": 18273, 'cuddly': 18274, 'languish': 18275, 'mildfires': 18276, 'amble': 18277, \"thicke's\": 18278, 'humanizing': 18279, 'contending': 18280, 'hoover': 18281, 'suarez': 18282, 'paz': 18283, 'genre': 18284, \"'oliver\": 18285, \"twist'\": 18286, 'shipwrecks': 18287, '239': 18288, \"libya's\": 18289, 'councilwomen': 18290, 'filth': 18291, 'disheveled': 18292, \"offense'\": 18293, \"flu'\": 18294, 'lourea': 18295, 'corral': 18296, 'wires': 18297, 'appreciated': 18298, 'strenlow': 18299, 'dander': 18300, 'johns': 18301, 'hopkins': 18302, 'supplying': 18303, 'sensible': 18304, 'julius': 18305, \"peppers'\": 18306, 'facemask': 18307, 'tsoureki': 18308, \"yorker'\": 18309, 'exposé': 18310, 'strongman': 18311, 'trolley': 18312, 'defaulting': 18313, 'resolute': 18314, 'cardiomyopathy': 18315, 'dickipedia': 18316, 'bikram': 18317, 'exile': 18318, 'illustrated': 18319, 'manuscripts': 18320, 'sobers': 18321, 'nestle': 18322, 'amateurism': 18323, 'gumby': 18324, 'ovarian': 18325, 'earthquakes': 18326, 'railways': 18327, 'paddlers': 18328, 'fairer': 18329, \"hackers'\": 18330, 'efficiently': 18331, 'stockings': 18332, \"'i've\": 18333, 'conquer': 18334, 'masterchef': 18335, 'prawns': 18336, \"compete'\": 18337, 'lazier': 18338, 'accomplished': 18339, 'carmen': 18340, 'carrera': 18341, 'machado': 18342, 'tracee': 18343, 'ellis': 18344, 'playfully': 18345, 'deserter': 18346, 'bowe': 18347, \"rather'\": 18348, 'deceptively': 18349, 'domhnall': 18350, 'gleeson': 18351, 'hux': 18352, \"pilot's\": 18353, 'gabby': 18354, 'giffords': 18355, 'mondays': 18356, \"sonoma's\": 18357, 'wineries': 18358, \"'infuriating'\": 18359, 'wedges': 18360, 'throne': 18361, 'beside': 18362, \"playboy's\": 18363, 'monroe': 18364, \"'nazi\": 18365, 'punks': 18366, 'escalate': 18367, \"'speedy\": 18368, \"recovery'\": 18369, 'treme': 18370, 'saltines': 18371, 'storybook': 18372, 'buffoonery': 18373, \"banyan's\": 18374, 'vaults': 18375, 'gutting': 18376, \"successor's\": 18377, 'backpacker': 18378, \"europeans'\": 18379, 'preconceptions': 18380, 'claw': 18381, \"fico's\": 18382, 'necrotic': 18383, \"'got'\": 18384, 'balm': 18385, 'registering': 18386, 'bounces': 18387, \"theorist's\": 18388, 'duping': 18389, \"'embodiment\": 18390, \"exorcise'\": 18391, \"'hacks'\": 18392, 'bookshelf': 18393, 'albinism': 18394, 'precipice': 18395, 'molest': 18396, 'swallowed': 18397, \"'large\": 18398, \"marijuana'\": 18399, \"'afraid'\": 18400, \"'telling\": 18401, 'keegan': 18402, 'oxytocin': 18403, 'mediated': 18404, \"'common\": 18405, 'engineered': 18406, 'arse': 18407, 'racehorse': 18408, 'guidebook': 18409, \"'profoundly\": 18410, \"'architecturally\": 18411, \"casanova'\": 18412, 'recapped': 18413, 'publick': 18414, 'hopper': 18415, 'ppm': 18416, 'co2': 18417, 'conceals': 18418, 'soaring': 18419, \"ballet's\": 18420, 'noche': 18421, 'pasión': 18422, 'tango': 18423, 'soirée': 18424, \"adelson's\": 18425, 'crazier': 18426, 'fischer': 18427, 'pam': 18428, 'kayak': 18429, \"'mccain\": 18430, 'solidifies': 18431, 'plo': 18432, \"krippendorf's\": 18433, \"beyonce's\": 18434, 'corset': 18435, \"'con\": 18436, 'gummy': 18437, 'poacher': 18438, 'stalks': 18439, 'prey': 18440, \"'uncle\": 18441, \"tom'\": 18442, 'logos': 18443, 'frontal': 18444, 'lobe': 18445, 'waffling': 18446, 'adulting': 18447, 'thicks': 18448, 'vinnie': 18449, 'sunchips': 18450, 'bosnian': 18451, \"'election\": 18452, \"integrity'\": 18453, 'unformed': 18454, 'khalid': 18455, 'sheikh': 18456, 'mohammed': 18457, 'confessing': 18458, \"nba's\": 18459, \"'females'\": 18460, 'punishments': 18461, 'planting': 18462, \"2015's\": 18463, 'asexual': 18464, 'templeton': 18465, 'isolation': 18466, 'skewed': 18467, 'perception': 18468, \"bachelorette'\": 18469, 'dresser': 18470, 'schnauzers': 18471, 'hardened': 18472, 'snacker': 18473, 'skydivers': 18474, 'ferris': 18475, \"kramer's\": 18476, 'krispie': 18477, 'kurdi': 18478, \"'generous'\": 18479, 'connectivity': 18480, 'diligently': 18481, \"duck'\": 18482, \"heaven's\": 18483, 'begged': 18484, 'nw': 18485, 'sommelier': 18486, \"'torture\": 18487, 'outlast': 18488, 'dolezals': 18489, 'knack': 18490, 'concepts': 18491, 'poundstone': 18492, \"'crisis\": 18493, \"actor'\": 18494, \"'chaotic'\": 18495, \"nigel's\": 18496, 'bangers': 18497, 'mash': 18498, 'ignorant': 18499, 'boor': 18500, 'bungles': 18501, 'sprints': 18502, 'clarinet': 18503, 'rubbermaid\\x99': 18504, \"'another\": 18505, \"dust'\": 18506, 'nuances': 18507, 'pressuring': 18508, 'transcendent': 18509, 'preregistered': 18510, 'furloughed': 18511, 'organ': 18512, 'assails': 18513, 'illiterate': 18514, 'frustrates': 18515, 'ouija': 18516, 'mishandled': 18517, 'ashton': 18518, 'kutcher': 18519, 'processors': 18520, 'revamps': 18521, 'restarts': 18522, 'mastiff': 18523, \"'world's\": 18524, 'droopy': 18525, 'gassy': 18526, 'rockers': 18527, 'flatirons': 18528, 'platinum': 18529, 'valid': 18530, 'reasoned': 18531, 'moonlit': 18532, 'bonfire': 18533, 'conjure': 18534, 'thrives': 18535, 'haim': 18536, 'disgraced': 18537, 'delighting': 18538, 'plagiarism': 18539, 'fighters': 18540, \"fiancé's\": 18541, 'ace': 18542, 'penetrate': 18543, 'databases': 18544, 'scar': 18545, \"hammersmith'\": 18546, 'motörhead': 18547, 'uv': 18548, 'radiation': 18549, 'ahmad': 18550, 'rahami': 18551, 'inspirational': 18552, 'thrower': 18553, 'garfield': 18554, 'chew': 18555, \"'parade\": 18556, \"polls'\": 18557, 'colluding': 18558, \"peru's\": 18559, 'kuczynski': 18560, 'hispánico': 18561, 'unfunny': 18562, 'bhangra': 18563, \"'88\": 18564, 'thorpe': 18565, 'straps': 18566, 'sac': 18567, \"wsj's\": 18568, 'polluters': 18569, 'banged': 18570, 'misconception': 18571, 'firewood': 18572, 'fallujah': 18573, 'augmented': 18574, \"ring'\": 18575, 'pierced': 18576, 'chloë': 18577, 'sevign̈y': 18578, 'umlaut': 18579, 'shaven': 18580, 'tuxedoed': 18581, 'seasoned': 18582, 'bulletproof': 18583, 'vest': 18584, 'disband': 18585, 'setlist': 18586, 'stoplight': 18587, 'tulip': 18588, 'popping': 18589, \"'goodell\": 18590, \"noah's\": 18591, 'splinter': 18592, 'scrubs': 18593, 'properties': 18594, 'lithgow': 18595, 'motivate': 18596, 'calvin': 18597, 'handles': 18598, 'dzhokar': 18599, 'schoolgirls': 18600, 'stalled': 18601, 'scheduled': 18602, 'insects': 18603, 'skittering': 18604, \"'4\": 18605, \"44'\": 18606, \"definitely'\": 18607, \"list'\": 18608, 'trainwreck': 18609, 'refereeing': 18610, 'playoffs': 18611, 'gargamel': 18612, \"hotel's\": 18613, 'habsburg': 18614, \"'mom\": 18615, \"bod'\": 18616, 'turnkey': 18617, 'propped': 18618, 'heightens': 18619, 'preys': 18620, \"'ideas'\": 18621, 'flaw': 18622, 'wearhouse': 18623, 'trousers': 18624, 'confederacy': 18625, 'canoe': 18626, 'uae': 18627, 'tribes': 18628, 'qatari': 18629, 'emir': 18630, 'warp': 18631, 'saturn': 18632, 'internally': 18633, 'despicable': 18634, 'optioned': 18635, 'armstrong': 18636, \"regret'\": 18637, 'anew': 18638, 'workweek': 18639, 'medieval': 18640, 'celebrated': 18641, 'milestones': 18642, 'barnacle': 18643, 'nativist': 18644, 'weaken': 18645, 'takeaways': 18646, 'negotiators': 18647, 'shifted': 18648, \"'bohemian\": 18649, \"rhapsody'\": 18650, 'meditating': 18651, 'bhikkunis': 18652, 'thailand': 18653, 'septum': 18654, 'aman': 18655, 'sethi': 18656, 'blissed': 18657, 'hemp': 18658, \"joel's\": 18659, 'faroe': 18660, 'holler': 18661, 'darius': 18662, 'rucker': 18663, 'gamecocks': 18664, 'centenarians': 18665, 'dispensed': 18666, 'liturgy': 18667, 'atone': 18668, 'sprawling': 18669, 'cycles': 18670, 'inflections': 18671, 'portent': 18672, 'gnarled': 18673, 'divides': 18674, 'rescheduled': 18675, 'itching': 18676, 'effortless': 18677, 'eli': 18678, \"'news\": 18679, 'misusing': 18680, 'redefinition': 18681, 'claymation': 18682, \"'married\": 18683, \"children'\": 18684, 'cobweb': 18685, 'leaned': 18686, 'diddy': 18687, 'mustache': 18688, \"'therapy'\": 18689, 'wolff': 18690, \"'explosive'\": 18691, 'florist': 18692, 'kagan': 18693, 'distracting': 18694, 'citizenry': 18695, \"'historic\": 18696, \"trauma'\": 18697, 'specialists': 18698, 'havana': 18699, 'trailblazers': 18700, \"'catastrophic'\": 18701, \"'special\": 18702, \"interests'\": 18703, 'derailed': 18704, \"seniors'\": 18705, 'fernandez': 18706, \"'fantastic'\": 18707, 'dumbledore': 18708, \"'fantastic\": 18709, \"beasts'\": 18710, 'biter': 18711, \"'whenever\": 18712, \"cynical'\": 18713, \"anything'\": 18714, 'ensuring': 18715, 'fearsome': 18716, \"'representatives'\": 18717, 'sweetheart': 18718, 'biotech': 18719, 'injections': 18720, 'submerges': 18721, 'designate': 18722, \"montreal's\": 18723, 'osm': 18724, 'couche': 18725, 'tard': 18726, 'virée': 18727, 'classique': 18728, 'attendance': 18729, 'likeness': 18730, \"'criminal'\": 18731, 'colonel': 18732, 'blazer': 18733, 'derelict': 18734, 'bs': 18735, 'nexplanon': 18736, 'implant': 18737, \"'scalia\": 18738, \"ness'\": 18739, 'glazed': 18740, 'meyer': 18741, 'wiener': 18742, 'knitting': 18743, \"melania's\": 18744, 'recuperates': 18745, 'amputee': 18746, 'selecting': 18747, 'bun': 18748, 'greenlit': 18749, 'facetime': 18750, \"mckinley's\": 18751, 'assassin': 18752, 'mbta': 18753, 'invading': 18754, \"whelan's\": 18755, 'nycb': 18756, \"rain'\": 18757, 'deux': 18758, 'flattened': 18759, \"fisher's\": 18760, '1992': 18761, \"lebanon's\": 18762, \"lennon's\": 18763, 'rubbed': 18764, 'hallowed': 18765, 'meningitis': 18766, 'excedrin': 18767, \"'lights\": 18768, 'jeweler': 18769, \"vets'\": 18770, 'syrupy': 18771, 'dashcam': 18772, 'wino': 18773, 'keyes': 18774, \"campaigning'\": 18775, 'stationary': 18776, 'firefighting': 18777, 'ragtag': 18778, 'mockumentary': 18779, 'prowling': 18780, '105': 18781, 'purged': 18782, 'kissinger': 18783, 'corbusier': 18784, 'unannounced': 18785, 'perfected': 18786, 'guzman': 18787, 'committing': 18788, 'harbors': 18789, 'friar': 18790, 'penetration': 18791, 'unsold': 18792, 'ducharme': 18793, 'badpicturemonday': 18794, 'teamwork': 18795, \"'hostile\": 18796, \"crew's\": 18797, 'lyons': 18798, 'shoos': 18799, \"kaepernick's\": 18800, \"proud'\": 18801, 'conceding': 18802, 'desist': 18803, 'surplus': 18804, \"wrestler's\": 18805, 'hewitt': 18806, \"'inclined'\": 18807, \"'boys\": 18808, \"band'\": 18809, 'bracelets': 18810, 'bowery': 18811, \"kennedy's\": 18812, 'disclosure': 18813, 'salve': 18814, \"rites'\": 18815, 'trumpers': 18816, 'divorcée': 18817, 'knopfler': 18818, 'expressed': 18819, 'interpreted': 18820, 'tonga': 18821, 'taufatofua': 18822, 'colony': 18823, 'carhartt': 18824, 'thong': 18825, 'bolted': 18826, 'danson': 18827, 'mastercard': 18828, \"rick's\": 18829, 'ponders': 18830, 'controller': 18831, 'cinched': 18832, 'mongol': 18833, 'stossel': 18834, 'plaything': 18835, 'esa': 18836, 'loch': 18837, \"homos'\": 18838, 'wambach': 18839, 'virginity': 18840, 'domination': 18841, 'crystals': 18842, 'tilted': 18843, \"employers'\": 18844, 'encountered': 18845, \"ed's\": 18846, 'outgoing': 18847, 'tragicomic': 18848, 'larva': 18849, 'axl': 18850, 'ronco': 18851, 'exposer': 18852, \"postsecret'\": 18853, 'lurks': 18854, 'hissy': 18855, 'stapleton': 18856, 'conclusion': 18857, 'dax': 18858, 'supermarkets': 18859, 'streamline': 18860, 'consistently': 18861, 'ageist': 18862, 'mcneil': 18863, 'atrans': 18864, 'printout': 18865, 'deferred': 18866, 'ayesha': 18867, 'reshape': 18868, 'snubbed': 18869, 'deficient': 18870, 'realtor': 18871, 'frenzied': 18872, 'bündchen': 18873, 'italia': 18874, 'inadequate': 18875, 'merv': 18876, 'greenbuild': 18877, 'stigmas': 18878, 'snowflake': 18879, 'mcadoo': 18880, \"congratulate'\": 18881, 'blunder': 18882, 'apgar': 18883, 'corea': 18884, 'reconfirmation': 18885, \"bodybuilder's\": 18886, 'adequate': 18887, \"'lazy\": 18888, 'barborak': 18889, 'clerks': 18890, 'molding': 18891, \"'rocket\": 18892, 'silencing': 18893, 'exploited': 18894, 'multicultural': 18895, \"break'\": 18896, 'sighted': 18897, \"scouting's\": 18898, 'lollapalooza': 18899, 'cruces': 18900, \"alcoholic's\": 18901, '61': 18902, 'dosage': 18903, 'mccabe': 18904, 'requirements': 18905, \"winwood's\": 18906, \"slovakia's\": 18907, 'fico': 18908, 'bosses…': 18909, 'shortened': 18910, 'whimsically': 18911, 'tottering': 18912, 'plank': 18913, 'swaying': 18914, 'beam': 18915, 'bodybuilder': 18916, 'summertime': 18917, \"weak—they're\": 18918, 'skeptics': 18919, 'nader': 18920, '¡que': 18921, 'vivan': 18922, 'casa': 18923, 'savoring': 18924, 'wx': 18925, 'geeks': 18926, '5×5': 18927, 'subduing': 18928, 'vanishing': 18929, 'slender': 18930, \"'arrested\": 18931, \"development'\": 18932, 'pooping': 18933, 'tutus': 18934, 'sequins': 18935, 'chevron': 18936, 'platforms': 18937, 'jenni': 18938, 'konner': 18939, \"carney's\": 18940, \"lgbt'\": 18941, 'wsj': 18942, 'reneged': 18943, \"'rise\": 18944, 'algebra': 18945, 'brunt': 18946, 'surrogates': 18947, 'underpaid': 18948, 'laborers': 18949, 'caird': 18950, 'plundered': 18951, 'turks': 18952, 'pcos': 18953, 'bum': 18954, 'botanical': 18955, 'tens': 18956, 'bras': 18957, 'dubs': 18958, \"hypocrisy'\": 18959, 'golfing': 18960, \"pennsylvania's\": 18961, 'rockatansky': 18962, 'nux': 18963, 'livid': 18964, 'cassidy': 18965, 'wormhole': 18966, 'skulking': 18967, 'victorian': 18968, 'defensive': 18969, 'undoing': 18970, 'handiwork': 18971, 'cautious': 18972, 'poppy': 18973, \"'cliff\": 18974, \"clavin'\": 18975, 'fictitious': 18976, 'rendezvous': 18977, \"tell'\": 18978, \"heir's\": 18979, 'unbefitting': 18980, 'magnate': 18981, 'idlib': 18982, 'worships': 18983, 'picky': 18984, \"eater'\": 18985, 'sofa': 18986, 'abysmally': 18987, 'eia': 18988, 'carving': 18989, 'factories': 18990, 'opposes': 18991, 'stageplay': 18992, 'unconvincingly': 18993, \"'plain'\": 18994, 'tacos': 18995, 'faulty': 18996, 'dysfunction': 18997, 'homebuilding': 18998, 'sprinklers': 18999, 'nerdy': 19000, 'jubilee': 19001, 'deflategate': 19002, \"'sham'\": 19003, \"'woooo\": 19004, 'theirs': 19005, 'unfairly': 19006, 'singular': 19007, \"fuck's\": 19008, 'vitaminwater': 19009, 'somethings': 19010, 'nightstand': 19011, 'recline': 19012, 'ecuador': 19013, 'flexible': 19014, 'fleece': 19015, 'scattergories': 19016, \"'onion\": 19017, 'chartering': 19018, 'railroading': 19019, 'mistress': 19020, 'chicanery': 19021, 'munn': 19022, 'plugin': 19023, 'noir': 19024, 'levin': 19025, \"cactus'\": 19026, 'carmine': 19027, 'appice': 19028, 'mccarty': 19029, 'shimabukuro': 19030, \"kindergartener's\": 19031, 'passionate': 19032, 'incomprehensible': 19033, 'foil': 19034, 'retiring': 19035, 'villanova': 19036, 'piccolo': 19037, 'uttering': 19038, \"'marriage\": 19039, \"rogers'\": 19040, 'chafee': 19041, \"hamas'\": 19042, 'disregard': 19043, 'aligning': 19044, 'rediscovering': 19045, 'engraved': 19046, 'microaggressions': 19047, 'sired': 19048, \"cautious'\": 19049, 'tamra': 19050, 'housewives': 19051, \"county'\": 19052, 'effigy': 19053, 'aftershock': 19054, 'richly': 19055, 'telekinetic': 19056, 'treetop': 19057, 'relying': 19058, 'bana': 19059, 'surrounds': 19060, 'awakes': 19061, 'vocalize': 19062, 'unscripted': 19063, 'sentiment': 19064, 'staged': 19065, 'export': 19066, 'averting': 19067, \"'snowflakes'\": 19068, \"'unauthorized'\": 19069, 'jian': 19070, 'ghomeshi': 19071, 'rightfully': 19072, 'gauguin': 19073, 'fondation': 19074, 'beyeler': 19075, \"vatican's\": 19076, 'zippori': 19077, 'jwoww': 19078, 'appliance': 19079, 'salvation': 19080, 'wrecks': 19081, 'cayman': 19082, 'smacked': 19083, '201': 19084, \"pine's\": 19085, \"'legend\": 19086, \"korra'\": 19087, \"brady's\": 19088, 'sidelines': 19089, 'undies': 19090, 'panty': 19091, \"'weird\": 19092, \"al'\": 19093, 'vicariously': 19094, 'suppository': 19095, 'dagestan': 19096, 'busybody': 19097, 'gunshots': 19098, 'marshawn': 19099, \"phil's\": 19100, 'pelléas': 19101, 'mélisande': 19102, 'mika': 19103, 'incidence': 19104, 'beams': 19105, \"decade'\": 19106, 'lbd': 19107, '1964': 19108, \"togo's\": 19109, \"'ching\": 19110, \"chongs'\": 19111, \"clothes'\": 19112, 'treaty': 19113, \"'kyoto'\": 19114, 'complicit': 19115, 'misogynoir': 19116, \"buffett's\": 19117, \"actions'\": 19118, \"'facebook'\": 19119, 'rubenesque': 19120, 'picassoesque': 19121, 'marseille': 19122, 'handmade': 19123, 'huggers': 19124, 'clay': 19125, 'aiken': 19126, 'bojangles': 19127, 'nugent': 19128, \"'every\": 19129, \"find'\": 19130, 'bloc': 19131, 'precedent': 19132, 'dehydration': 19133, \"gates'\": 19134, \"'earned'\": 19135, \"'stripes'\": 19136, \"press'\": 19137, 'betelgeuse': 19138, 'supernova': 19139, 'brainpower': 19140, 'sakharov': 19141, 'schieffer': 19142, 'hypothesize': 19143, 'overeager': 19144, 'simpleton': 19145, 'tequila': 19146, 'raphaelite': 19147, 'contessa': 19148, 'clearheaded': 19149, 'reactionist': 19150, 'morons': 19151, 'suborbital': 19152, 'propulsion': 19153, 'pele': 19154, 'hospitalized': 19155, 'ruh': 19156, 'roh': 19157, \"'mystery\": 19158, \"machine'\": 19159, \"'pill\": 19160, \"lady'\": 19161, 'boyband': 19162, '70s': 19163, \"clarkson's\": 19164, 'pleshette': 19165, 'wrongdoing': 19166, 'defect': 19167, \"shrimp'\": 19168, 'underpants': 19169, 'mast': 19170, 'showers': 19171, 'cleansing': 19172, 'deceptive': 19173, 'molests': 19174, \"'south\": 19175, 'carjackers': 19176, 'zack': 19177, 'escalator': 19178, 'flyers': 19179, 'darn': 19180, 'dwindling': 19181, 'mentors': 19182, 'springing': 19183, 'philosophical': 19184, \"'your\": 19185, 'foulest': 19186, 'transnational': 19187, 'gladwell': 19188, 'foretells': 19189, 'mollie': 19190, 'spilman': 19191, 'criteo': 19192, \"'fringe'\": 19193, 'immersion': 19194, 'socializing': 19195, '240': 19196, 'desertion': 19197, \"'totally\": 19198, 'whom': 19199, 'drenched': 19200, 'scoggins': 19201, 'historically': 19202, 'publicize': 19203, 'oblivion': 19204, 'granta': 19205, 'derided': 19206, 'philistines': 19207, 'systemic': 19208, 'jails': 19209, 'crises': 19210, 'cheezburger': 19211, 'cheeses': 19212, 'seeker': 19213, 'chik': 19214, 'treaters': 19215, \"chan's\": 19216, 'blooper': 19217, 'jakob': 19218, '900': 19219, \"jonas'\": 19220, \"baiting'\": 19221, 'zeke': 19222, 'corroborate': 19223, 'reused': 19224, \"gorsuch's\": 19225, \"anchorman's\": 19226, \"'huge'\": 19227, 'jesuit': 19228, 'paraguay': 19229, 'peoples': 19230, 'plouffe': 19231, \"'psychopath'\": 19232, \"'goodfellas'\": 19233, 'fragments': 19234, 'beachgoers': 19235, \"'happy'\": 19236, 'szep': 19237, \"'hypocritical'\": 19238, 'evangelicals': 19239, 'waffle': 19240, 'remnant': 19241, 'jamaican': 19242, 'blvd': 19243, 'suits': 19244, 'metzger': 19245, 'parting': 19246, \"'you'\": 19247, 'rentboys': 19248, 'rentboy': 19249, 'tcby': 19250, \"'military\": 19251, \"option'\": 19252, \"'teethmarks\": 19253, \"tongue'\": 19254, 'battersby': 19255, \"'catfight'\": 19256, 'heche': 19257, \"oh's\": 19258, 'rivalry': 19259, 'naval': 19260, 'chakra': 19261, 'offenses': 19262, 'bricks': 19263, 'masturbators': 19264, 'postmodern': 19265, 'gourd': 19266, 'bumpy': 19267, 'smokes': 19268, 'jacking': 19269, \"unhinged'\": 19270, \"backpacker'\": 19271, \"billion'\": 19272, \"'extreme\": 19273, \"vetting'\": 19274, 'camouflage': 19275, 'incinerates': 19276, \"chinese'\": 19277, 'rescheduling': 19278, \"'attempt\": 19279, \"info'\": 19280, 'anytime': 19281, 'severus': 19282, 'dendy': 19283, 'labyrinth': 19284, 'seychelles': 19285, \"theory'\": 19286, 'whereas': 19287, 'recalibrates': 19288, 'honky': 19289, \"tonkin'\": 19290, 'fraught': 19291, 'negatives': 19292, 'hydropower': 19293, 'tanner': 19294, 'deletion': 19295, 'insight': 19296, 'cautionary': 19297, 'diminished': 19298, 'bawdy': 19299, 'limerick': 19300, 'architects': 19301, '2026': 19302, \"beginner's\": 19303, \"'veep'\": 19304, 'philippe': 19305, 'courtois': 19306, 'erratic': 19307, \"continues'\": 19308, 'transmasculine': 19309, 'vibe': 19310, 'mcauliffe': 19311, \"broke'\": 19312, 'misshapen': 19313, 'raisins': 19314, 'fertility': 19315, 'birther': 19316, 'schlegel': 19317, 'hyatt': 19318, 'herd': 19319, \"'payback'\": 19320, 'pub': 19321, \"mary's\": 19322, 'ricci': 19323, 'shiite': 19324, 'redacted': 19325, 'ulcerative': 19326, 'colitis': 19327, 'manufactures': 19328, 'flirts': 19329, 'mugged': 19330, 'enhanced': 19331, 'ut': 19332, 'trumpland': 19333, 'victories': 19334, \"'get'\": 19335, 'billed': 19336, 'woodpecker': 19337, \"species'\": 19338, 'heck': 19339, 'probiotic': 19340, 'johanns': 19341, 'stonewalling': 19342, \"'stonewall'\": 19343, \"'piggies'\": 19344, 'clouds': 19345, \"harry's\": 19346, 'utters': 19347, \"'craft\": 19348, \"'uncomfortable'\": 19349, 'beekeepers': 19350, \"swarms'\": 19351, 'wrath': 19352, 'nuestra': 19353, 'palabra': 19354, \"'replacement'\": 19355, 'inflating': 19356, \"busy'\": 19357, 'corrupted': 19358, 'csi': 19359, 'garnering': 19360, 'chad': 19361, 'complexity': 19362, 'foxwoods': 19363, 'radish': 19364, 'squawking': 19365, 'startling': 19366, 'harmon': 19367, \"'concentration\": 19368, \"camp'\": 19369, 'harvests': 19370, \"'middle\": 19371, \"glover's\": 19372, 'locates': 19373, 'lovelorn': 19374, 'aches': 19375, 'subtitles': 19376, \"sia's\": 19377, 'grammatical': 19378, 'trivial': 19379, 'parotid': 19380, \"careful'\": 19381, 'chiquita': 19382, 'immortality': 19383, 'credible': 19384, 'soapy': 19385, 'subsidizing': 19386, 'sagan': 19387, 'superstition': 19388, 'bestows': 19389, \"'everybody\": 19390, \"responsibility'\": 19391, 'troubles': 19392, 'silo': 19393, \"seattle's\": 19394, 'liu': 19395, 'xiaobo': 19396, 'stationed': 19397, 'enactors': 19398, \"stage'd\": 19399, 'gushing': 19400, \"brees'\": 19401, 'dui': 19402, \"user's\": 19403, \"pregnancy'\": 19404, 'cyborg': 19405, 'ingrained': 19406, 'practiced': 19407, 'dodging': 19408, \"'hugs'\": 19409, 'archangels': 19410, \"johansson's\": 19411, \"different'\": 19412, 'awoke': 19413, \"within'\": 19414, 'sykes': 19415, 'diss': 19416, 'sternly': 19417, 'dribble': 19418, 'ecclesiastic': 19419, \"weinstein's\": 19420, \"hunter'\": 19421, 'amplifyd': 19422, \"peet's\": 19423, 'asthmatic': 19424, 'asthmatics': 19425, 'scarier': 19426, 'temper': 19427, \"'actually\": 19428, 'loveless': 19429, 'offset': 19430, 'rehabilitated': 19431, 'roseburg': 19432, 'neons': 19433, \"scouts'\": 19434, 'intolerance': 19435, 'affable': 19436, 'semite': 19437, \"gods'\": 19438, 'doe': 19439, 'amended': 19440, 'gefloigel': 19441, 'trai': 19442, 'byers': 19443, 'squashes': 19444, 'fraction': 19445, \"actress's\": 19446, 'bloodline': 19447, 'oracle': 19448, 'raindrop': 19449, 'viewership': 19450, \"'impish\": 19451, \"brit'\": 19452, 'guarding': 19453, 'recruiting': 19454, 'incinerating': 19455, 'sympathizers': 19456, 'folding': 19457, 'multitasking': 19458, 'movers': 19459, 'hormone': 19460, 'servicemembers': 19461, 'doubling': 19462, 'walkover': 19463, '237': 19464, \"'pharma\": 19465, \"bro'\": 19466, \"bloods'\": 19467, \"eagles'\": 19468, 'hokey': 19469, 'ronnie': 19470, \"goodbye'\": 19471, \"'monster'\": 19472, 'devastation': 19473, 'vanuatu': 19474, 'appointing': 19475, \"'czar'\": 19476, \"'la\": 19477, \"92'\": 19478, 'rodney': 19479, 'horribly': 19480, 'deregulation': 19481, 'disorderly': 19482, 'intoxication': 19483, 'windy': 19484, 'myers': 19485, 'numb': 19486, 'benched': 19487, 'scribbles': 19488, 'painkiller': 19489, 'scrawling': 19490, \"'revenge'\": 19491, \"mornin''\": 19492, 'backwards': 19493, 'landrieu': 19494, '576': 19495, 'evaluating': 19496, \"'boomer\": 19497, \"cave'\": 19498, 'hb': 19499, 'weakest': 19500, 'youngest': 19501, 'proceed': 19502, \"'obamacare\": 19503, 'zoologists': 19504, 'neurology': 19505, 'gunfight': 19506, 'swedes': 19507, \"'didn't\": 19508, \"need'\": 19509, 'overheating': 19510, 'burger–eating': 19511, 'coloreds': 19512, 'continuously': 19513, 'manipulating': 19514, 'wowing': 19515, 'preet': 19516, 'bharara': 19517, 'residency': 19518, 'starves': 19519, 'fedexed': 19520, \"soul's\": 19521, 'summoning': 19522, 'paralympic': 19523, 'triathlon': 19524, \"vietnam's\": 19525, 'fark': 19526, 'gambit': 19527, 'mockery': 19528, 'florence': 19529, 'barbaric': 19530, 'gouges': 19531, 'shroud': 19532, 'crows': 19533, 'megadrought': 19534, 'verifying': 19535, 'establishes': 19536, 'swans': 19537, 'necks': 19538, 'corgi': 19539, 'sørvágsvatn': 19540, 'trippy': 19541, 'doggie': 19542, 'ruff': 19543, 'mosel': 19544, 'riesling': 19545, 'festering': 19546, 'roasting': 19547, 'roofs': 19548, 'fashionistas': 19549, 'licks': 19550, 'proclaiming': 19551, 'endangerment': 19552, \"browns'\": 19553, 'unidentified': 19554, 'misconceptions': 19555, 'hebrew': 19556, 'mockingly': 19557, 'misinterpreted': 19558, 'sarcasm': 19559, 'miscalculation': 19560, \"poet's\": 19561, 'heartbreakingly': 19562, 'cornfield': 19563, 'marveling': 19564, 'downgrade': 19565, 'chinaware': 19566, \"'different\": 19567, \"conservatives'\": 19568, 'paradox': 19569, 'passport': 19570, 'descent': 19571, 'chainsaw': 19572, 'disconnect': 19573, 'newton': 19574, 'nfc': 19575, 'tarot': 19576, \"cancer'\": 19577, \"poor'\": 19578, 'dade': 19579, \"'wings'\": 19580, 'socially': 19581, 'freelance': 19582, \"'careers'\": 19583, 'cartman': 19584, 'unpledged': 19585, 'wellesley': 19586, 'brochure': 19587, 'unspoken': 19588, 'chamomile': 19589, 'dacamented': 19590, 'convoy': 19591, 'bombed': 19592, \"'poll\": 19593, \"truthers'\": 19594, 'accompanied': 19595, 'juniors': 19596, 'myung': 19597, 'solicitor': 19598, 'burwell': 19599, 'conservationist': 19600, \"pizza's\": 19601, 'nipsey': 19602, 'volume': 19603, 'couplets': 19604, 'nicest': 19605, \"'conan'\": 19606, 'woodward': 19607, 'tomatoes': 19608, 'ferocious': 19609, 'spermicide': 19610, 'greeter': 19611, \"death's\": 19612, 'passive': 19613, 'libs': 19614, '97': 19615, \"'have\": 19616, 'roils': 19617, 'vape': 19618, \"francisco's\": 19619, 'audited': 19620, 'offensiveness': 19621, \"author's\": 19622, 'accessory': 19623, 'forge': 19624, 'excusing': 19625, 'testifying': 19626, \"'may\": 19627, 'googlers': 19628, 'cackling': 19629, \"twitter's\": 19630, 'timed': 19631, 'deemphasize': 19632, 'motivations': 19633, 'volunteering': 19634, 'concentration': 19635, \"electrician's\": 19636, \"grandson's\": 19637, 'jigsaw': 19638, 'reviewer': 19639, 'implementation': 19640, \"'routine'\": 19641, 'racetrack': 19642, 'seahawks': 19643, 'punt': 19644, 'propaganda': 19645, 'xabraxian': 19646, 'fads': 19647, \"complicated'\": 19648, 'mull': 19649, \"'hate\": 19650, \"watch'\": 19651, \"'unreal'\": 19652, \"pompeo's\": 19653, 'stine': 19654, \"'goosebumps'\": 19655, 'housed': 19656, 'adoptions': 19657, 'humiliate': 19658, 'urschel': 19659, \"colmes'\": 19660, 'unreported': 19661, 'flabbergasted': 19662, 'masochistic': 19663, 'seaside': 19664, 'cottage': 19665, 'greatly': 19666, 'legeno': 19667, 'hiking': 19668, 'optimism': 19669, \"'anarchy'\": 19670, \"'casting\": 19671, \"jonbenét'\": 19672, 'ireporters': 19673, 'unified': 19674, 'abcs': 19675, 'modify': 19676, \"'welcome\": 19677, \"party'\": 19678, 'redd': 19679, 'directive': 19680, \"ref's\": 19681, 'fools': 19682, \"intimidating'\": 19683, 'bulbs': 19684, \"liberty's\": 19685, 'hotlines': 19686, 'upn': 19687, 'bends': 19688, 'burrows': 19689, 'abolish': 19690, 'squatters': 19691, 'emerald': 19692, 'playgrounds': 19693, 'paste': 19694, 'apeshit': 19695, \"giver'\": 19696, 'navigate': 19697, 'declassifies': 19698, 'edgar': 19699, \"hoover's\": 19700, 'munster': 19701, 'shrivels': 19702, 'herculean': 19703, \"thresholds'\": 19704, 'traction': 19705, 'harshest': 19706, 'grandfathers': 19707, 'drapes': 19708, 'shawl': 19709, 'immodest': 19710, 'mayim': 19711, 'bialik': 19712, 'fleeting': 19713, 'ministry': 19714, \"gore's\": 19715, \"'realistic'\": 19716, 'cellist': 19717, 'classical': 19718, 'expressions': 19719, \"'ambush\": 19720, \"attacks'\": 19721, 'wissam': 19722, 'mana': 19723, 'therapists': 19724, 'kasparov': 19725, 'rezzed': 19726, 'blu': 19727, \"'spring\": 19728, \"breakers'\": 19729, 'funk': 19730, 'mechanism': 19731, 'israelites': 19732, 'sinai': 19733, 'pharaoh': 19734, 'pawns': 19735, \"'hoodie\": 19736, \"monks'\": 19737, 'impart': 19738, 'unrewarding': 19739, 'captioned': 19740, 'charismatic': 19741, 'lichen': 19742, \"'fruit'\": 19743, 'unkempt': 19744, 'highs': 19745, 'lodging': 19746, '643': 19747, '457': 19748, 'stump': 19749, 'candlelight': 19750, 'dissenters': 19751, \"'hillary\": 19752, 'detestable': 19753, \"parts'\": 19754, 'bosley': 19755, 'morbid': 19756, \"'anna\": 19757, \"karenina'\": 19758, 'fidelity': 19759, 'bushnell': 19760, 'buzzwords': 19761, \"'harlem\": 19762, \"shake'\": 19763, \"lookin'\": 19764, 'tripled': 19765, \"catcaller's\": 19766, 'nicholas': 19767, 'flagrantly': 19768, 'displaying': 19769, \"kidnappers'\": 19770, 'nachos': 19771, \"lincoln's\": 19772, \"'least\": 19773, \"artist'\": 19774, 'senatorial': 19775, 'volatility': 19776, '400th': 19777, 'feasts': 19778, 'paintball': 19779, 'fined': 19780, '175': 19781, \"enough'\": 19782, 'shittiest': 19783, 'overhauls': 19784, \"'garfield'\": 19785, 'persky': 19786, 'deputizes': 19787, \"'sexiest\": 19788, 'paraphernalia': 19789, \"terrorist's\": 19790, 'fleshlighthouse': 19791, 'texture': 19792, \"'aspershirt'\": 19793, 'relieves': 19794, 'savion': 19795, \"charms'\": 19796, 'marshmallow': 19797, 'subprime': 19798, 'stipple': 19799, \"chixx'\": 19800, \"concepts'\": 19801, 'perdue': 19802, \"'candy\": 19803, \"land'\": 19804, 'deport': 19805, \"determined'\": 19806, 'roam': 19807, 'tbilisi': 19808, 'jars': 19809, 'ballgown': 19810, 'bearded': 19811, 'converted': 19812, \"places'\": 19813, 'sleater': 19814, \"bowie's\": 19815, \"'rebel\": 19816, \"rebel'\": 19817, 'careerlink': 19818, 'connects': 19819, 'alums': 19820, 'cooperate': 19821, 'exhibited': 19822, 'enacted': 19823, 'exercises': 19824, 'thugs': 19825, 'presentness': 19826, 'lund': 19827, \"krugman's\": 19828, 'lbj': 19829, 'exhumed': 19830, 'impropriety': 19831, 'dialed': 19832, 'lorne': 19833, 'spinal': 19834, 'nominates': 19835, 'disposal': 19836, 'daley': 19837, 'nurture': 19838, 'originate': 19839, 'dataclysm': 19840, 'dolores': 19841, 'huerta': 19842, \"'newcomers'\": 19843, 'grains': 19844, 'animatronic': 19845, 'terrifies': 19846, 'cathedral': 19847, 'texters': 19848, 'bumping': 19849, 'outing': 19850, 'unbearably': 19851, \"'saved\": 19852, \"bell'\": 19853, 'alleviate': 19854, 'spoke': 19855, 'qualms': 19856, 'caging': 19857, \"'shattered\": 19858, 'uglification': 19859, 'g7': 19860, \"'g8\": 19861, \"getaway'\": 19862, 'fanatically': 19863, 'pegg': 19864, 'mack': 19865, \"'shots\": 19866, \"fired'\": 19867, \"'what's\": 19868, '270': 19869, 'conspiracies': 19870, 'shortens': 19871, 'slogan': 19872, \"few'\": 19873, 'garcía': 19874, 'márquez': 19875, 'pommel': 19876, 'shoutout': 19877, 'circulation': 19878, 'dishonor': 19879, 'gottfried': 19880, 'brisket': 19881, 'saldiva': 19882, \"'batshitzania'\": 19883, \"idea'\": 19884, 'settles': 19885, 'concise': 19886, 'instructors': 19887, \"'chauvinist\": 19888, 'generously': 19889, 'slaughters': 19890, 'middlemen': 19891, 'stuporous': 19892, 'adelanto': 19893, 'annoyingly': 19894, 'malfunctioning': 19895, 'pyrotechnics': 19896, \"oregon's\": 19897, 'platt': 19898, 'bakula': 19899, 'khaled': 19900, \"'talking\": 19901, 'diaries': 19902, \"'risky'\": 19903, 'vaquita': 19904, 'porpoise': 19905, 'suge': 19906, \"knight's\": 19907, 'beefs': 19908, '49ers': 19909, 'ot': 19910, 'tenuous': 19911, 'tweak': 19912, \"newswoman's\": 19913, 'fielder': 19914, 'chewed': 19915, 'rinsed': 19916, 'tormented': 19917, 'whitewashing': 19918, \"'peasant\": 19919, 'amc': 19920, 'demonic': 19921, 'bulging': 19922, 'sands': 19923, 'wanders': 19924, 'wtf': 19925, 'wiseau': 19926, 'mantle': 19927, 'passover': 19928, 'clarified': 19929, 'getter': 19930, 'verbalizing': 19931, 'edwards2016': 19932, 'remedies': 19933, '00000000001': 19934, 'freudian': 19935, 'overcrowding': 19936, 'libyans': 19937, 'bedford': 19938, 'forrest': 19939, 'ku': 19940, 'klux': 19941, 'klan': 19942, 'plumage': 19943, 'resourceful': 19944, 'cobble': 19945, 'annoyances': 19946, 'payer': 19947, 'sylville': 19948, \"model'\": 19949, 'beginners': 19950, 'survivalist': 19951, 'tanning': 19952, \"'quantico'\": 19953, 'ode': 19954, 'unsettled': 19955, 'possessed': 19956, 'asean': 19957, 'alvah': 19958, 'roebuck': 19959, \"sears'\": 19960, \"van's\": 19961, 'discourages': 19962, 'knocker': 19963, 'sicily': 19964, 'naples': 19965, 'revoking': 19966, 'verified': 19967, 'deflate': 19968, 'intergenerational': 19969, 'reversal': 19970, 'dings': 19971, 'wiser': 19972, 'lugar': 19973, 'hamstring': 19974, 'napkinless': 19975, \"undertaker's\": 19976, 'embalmings': 19977, '1986': 19978, 'exchanges': 19979, 'credits': 19980, 'satire': 19981, 'versa': 19982, 'bishops': 19983, 'predominantly': 19984, 'canon': 19985, '5d': 19986, 'iv': 19987, 'jpso': 19988, 'peaches': 19989, 'monroee': 19990, 'teamlogan': 19991, 'microbrewer': 19992, 'dalit': 19993, 'partnerships': 19994, 'gator': 19995, 'monaco': 19996, 'penthousing': 19997, 'pavlovian': 19998, 'maxx': 19999, 'shoplift': 20000, \"police'\": 20001, \"concur's\": 20002, \"illusion'\": 20003, 'wgn': 20004, 'redirects': 20005, \"thin'\": 20006, 'pools': 20007, 'recanting': 20008, \"hannity's\": 20009, 'rubs': 20010, \"prisoner's\": 20011, 'umpqua': 20012, \"'gun\": 20013, \"'patience\": 20014, 'yearns': 20015, 'gems': 20016, 'philanderer': 20017, 'buses': 20018, 'positively': 20019, 'aching': 20020, 'plump': 20021, 'boundless': 20022, 'skimp': 20023, \"landers'\": 20024, 'calmly': 20025, 'emptying': 20026, 'stitched': 20027, 'clinical': 20028, 'dunked': 20029, 'overhear': 20030, \"'banged\": 20031, 'stink': 20032, \"odom's\": 20033, \"c'mon\": 20034, \"'apes'\": 20035, 'surged': 20036, \"cotton's\": 20037, 'overpass': 20038, 'humanities': 20039, 'fourths': 20040, 'yauch': 20041, 'frees': 20042, 'tibet': 20043, 'kilauea': 20044, 'pity': 20045, 'eavesdropped': 20046, 'wooded': 20047, 'unsee': 20048, 'angles': 20049, 'ventures': 20050, 'benetton': 20051, 'maxine': 20052, 'linehan': 20053, \"'beautiful\": 20054, \"songs'\": 20055, 'ewen': 20056, 'tedx': 20057, 'bassnectar': 20058, \"'unlimited'\": 20059, 'cuteness': 20060, 'heineken': 20061, \"'blacks\": 20062, \"only'\": 20063, 'danube': 20064, 'cinnabontography': 20065, 'lesley': 20066, 'kagen': 20067, 'embroidery': 20068, 'rents': 20069, 'stagnant': 20070, 'terrence': 20071, 'malick': 20072, \"'knight\": 20073, \"cups'\": 20074, 'freida': 20075, 'pinto': 20076, 'bodyguards': 20077, 'caucasians': 20078, 'predictions': 20079, 'beelines': 20080, 'pinhead': 20081, 'boneless': 20082, 'weekley': 20083, 'newsom': 20084, 'contributor': 20085, 'gulp': 20086, \"farley's\": 20087, 'alumnus': 20088, \"'truly\": 20089, 'evan': 20090, 'brouhaha': 20091, 'marni': 20092, \"suarez's\": 20093, 'atms': 20094, 'sweepers': 20095, \"'odd\": 20096, \"'humane'\": 20097, 'slaughterhouse': 20098, '1993': 20099, 'camry': 20100, 'barging': 20101, 'nostalgically': 20102, 'eventually': 20103, 'incline': 20104, 'marina': 20105, 'thwarts': 20106, 'cloaked': 20107, 'rotisseries': 20108, 'wack': 20109, 'aumf': 20110, 'outfoxed': 20111, 'sheriffs': 20112, 'sinatra': 20113, 'puzo': 20114, 'mcgovern': 20115, 'perkins': 20116, 'caine': 20117, 'aiello': 20118, \"dern'\": 20119, 'ping': 20120, 'pong': 20121, \"'daily\": 20122, 'unreasonable': 20123, 'responding': 20124, \"letter'\": 20125, 'erykah': 20126, 'badu': 20127, 'arsons': 20128, 'signaling': 20129, 'enchilada': 20130, 'glaze': 20131, 'serf': 20132, 'subjugation': 20133, 'derived': 20134, 'estimated': 20135, 'collected': 20136, \"granny's\": 20137, 'suffused': 20138, 'undertones': 20139, 'dyke': 20140, 'impromptu': 20141, \"'chitty\": 20142, 'chitty': 20143, \"bang'\": 20144, '1996': 20145, 'reintegration': 20146, \"'loves\": 20147, \"bodies'\": 20148, 'tickled': 20149, 'amok': 20150, 'zee': 20151, \"nurse's\": 20152, 'publik': 20153, 'superintendent': 20154, \"'jaws'\": 20155, 'ragnar': 20156, \"'vikings'\": 20157, 'impulsive': 20158, 'zoologist': 20159, 'tranquilizing': 20160, 'asimo': 20161, 'tricked': 20162, \"d23's\": 20163, 'sanderson': 20164, 'inconveniencing': 20165, 'riaa': 20166, 'flirt': 20167, 'struggled': 20168, 'seatmates': 20169, 'landlines': 20170, 'sebastian': 20171, 'gorka': 20172, 'sour': 20173, 'detergent': 20174, 'pods': 20175, \"'sweet'\": 20176, 'raining': 20177, 'heirloom': 20178, 'costas': 20179, \"accurate'\": 20180, 'darcy': 20181, 'printable': 20182, 'procrastinators': 20183, 'celibacy': 20184, 'furries': 20185, 'pinching': 20186, \"radiohead's\": 20187, \"cheney's\": 20188, 'explored': 20189, 'creepiest': 20190, 'cuisine': 20191, \"'words'\": 20192, 'revs': 20193, 'denée': 20194, 'benton': 20195, 'modeled': 20196, 'heyday': 20197, 'foremost': 20198, 'aquaman': 20199, 'viagra': 20200, \"'sicario'\": 20201, 'villeneuve': 20202, 'senseless': 20203, 'engages': 20204, 'budapest': 20205, 'soros': 20206, \"'regular\": 20207, \"monopoly'\": 20208, 'gush': 20209, 'katif': 20210, 'disengagement': 20211, 'okcupid': 20212, \"taiwan's\": 20213, 'clicks': 20214, 'shingling': 20215, 'arnold': 20216, \"apprentice'\": 20217, 'déjà': 20218, 'seething': 20219, 'betraying': 20220, \"'franchise'\": 20221, 'midwesterners': 20222, 'asylums': 20223, 'secluded': 20224, \"probe's\": 20225, 'stoners': 20226, \"happy'\": 20227, 'brook': 20228, 'jostled': 20229, \"dakota's\": 20230, 'liev': 20231, 'schreiber': 20232, 'flips': 20233, 'asiana': 20234, 'livestreams': 20235, 'neutered': 20236, 'statuette': 20237, 'zest': 20238, 'marcus': 20239, 'mariota': 20240, 'vespa': 20241, 'enchants': 20242, \"cbs'\": 20243, \"colbert'\": 20244, \"'rising'\": 20245, 'sparing': 20246, 'spirited': 20247, 'patrols': 20248, 'mohandas': 20249, 'uncaring': 20250, 'laze': 20251, 'janitor': 20252, 'briefcases': 20253, 'yoda': 20254, 'masturbate': 20255, 'underutilized': 20256, 'biv': 20257, 'devoe': 20258, \"'backlash'\": 20259, \"'poison'\": 20260, \"care'\": 20261, \"abdul's\": 20262, 'insights': 20263, 'guru': 20264, 'berated': 20265, 'craggy': 20266, 'ogres': 20267, \"gaulle's\": 20268, 'md': 20269, \"'friendliest\": 20270, \"town'\": 20271, '\\u200breport': 20272, \"'maternal\": 20273, \"instincts'\": 20274, 'teamnocancer': 20275, 'cranky': 20276, 'quieted': 20277, 'brightly': 20278, 'pittsburgh': 20279, 'k2': 20280, 'emancipation': 20281, 'proclamation': 20282, 'imani': 20283, \"boyette's\": 20284, 'taiwanese': 20285, \"'ritual'\": 20286, 'sonata': 20287, 'colts': 20288, 'vixen': 20289, \"isis'\": 20290, 'renegotiate': 20291, 'decimating': 20292, 'populations': 20293, 'lorna': 20294, 'meditations': 20295, 'blackness': 20296, \"belly'\": 20297, 'wick': 20298, 'diffuser': 20299, 'oswald': 20300, 'rancher': 20301, 'wrestle': 20302, 'arthur': 20303, 'baghdadi': 20304, 'salma': 20305, 'hayek': 20306, 'generate': 20307, \"nice'\": 20308, 'moose': 20309, \"'anaconda'\": 20310, 'melting': 20311, 'wobbles': 20312, 'axis': 20313, 'roudup': 20314, 'ragsdale': 20315, 'homan': 20316, 'pads': 20317, 'evacuees': 20318, 'liposuction': 20319, 'comparison': 20320, \"'obstructionist'\": 20321, \"fiorina's\": 20322, 'prius': 20323, 'rudimentary': 20324, \"congressman's\": 20325, 'obstructionism': 20326, \"'hack\": 20327, \"move'\": 20328, 'pavel': 20329, 'durov': 20330, \"home's\": 20331, \"deed'\": 20332, 'outpaces': 20333, \"'dolphin\": 20334, 'bangerz': 20335, \"'lypsinka'\": 20336, 'epperson': 20337, 'unmasked': 20338, 'sprouts': 20339, 'wrapper': 20340, 'regulator': 20341, 'tail': 20342, 'petulant': 20343, 'manzo': 20344, 'mowing': 20345, 'murky': 20346, \"'russia\": 20347, 'constable': 20348, 'eviction': 20349, 'laborer': 20350, \"duvernay's\": 20351, 'artiste': 20352, 'moleskine': 20353, 'tammys': 20354, 'renaissance': 20355, 'sculptures': 20356, 'courses': 20357, 'undercut': 20358, 'jabs': 20359, 'hardliners': 20360, 'reopen': 20361, 'sweetens': 20362, \"tenant's\": 20363, 'dunks': 20364, 'rim': 20365, \"'sense\": 20366, \"belonging'\": 20367, 'arrhythmically': 20368, 'vertical': 20369, 'meeker': 20370, 'jakrapong': 20371, 'kongmalai': 20372, 'unhappier': 20373, 'banquet': 20374, 'devout': 20375, 'gardening': 20376, 'cried': 20377, \"revenant'\": 20378, 'cialis': 20379, 'tally': 20380, 'scoring': 20381, 'perps': 20382, 'plummeting—no': 20383, 'wait—skyrocketing—no': 20384, 'plummeting': 20385, 'wakeup': 20386, 'plop': 20387, \"'bullying'\": 20388, 'manufacture': 20389, 'suzy': 20390, 'qs': 20391, 'bribing': 20392, 'wideawakepatriot': 20393, 'distract': 20394, 'grift': 20395, 'divestment': 20396, 'locket': 20397, 'reclaims': 20398, 'doubletree': 20399, 'cadillac': 20400, 'legislating': 20401, 'zell': 20402, 'trademarks': 20403, 'dreamlike': 20404, 'sponsored': 20405, \"d'angelo\": 20406, \"russell's\": 20407, 'protestors': 20408, 'hemophiliac': 20409, 'generator': 20410, 'bouncers': 20411, 'depletes': 20412, \"'danish\": 20413, 'irregularities': 20414, 'puddles': 20415, 'revulsion': 20416, 'appointments': 20417, 'coco': 20418, \"community'\": 20419, 'kylo': 20420, 'ren': 20421, 'sorta': 20422, \"'measles\": 20423, 'exempt': 20424, \"'paris\": 20425, \"burning'\": 20426, 'glowed': 20427, \"'wizards\": 20428, 'waverly': 20429, \"'everything\": 20430, 'scampi': 20431, '©': 20432, 'brew': 20433, \"williams'\": 20434, \"'ex\": 20435, \"gay'\": 20436, 'plotholes': 20437, \"'round\": 20438, 'pap': 20439, 'fudge': 20440, 'tastic': 20441, 'reinvent': 20442, 'adria': 20443, 'cimino': 20444, 'striking': 20445, \"'wants\": 20446, 'fireplace': 20447, 'creeps': 20448, 'goop': 20449, 'ophthalmologist': 20450, 'pepperoni': 20451, 'clocked': 20452, '137': 20453, 'cutscenes': 20454, 'congratulations': 20455, 'tentatively': 20456, 'shanghai': 20457, 'netherlands': 20458, 'credited': 20459, \"'imagine'\": 20460, 'storylines': 20461, 'unintentionally': 20462, \"'humiliated'\": 20463, \"'seductive'\": 20464, 'worldview': 20465, 'llc': 20466, 'stricter': 20467, 'compiles': 20468, 'shortlist': 20469, 'transsexual': 20470, 'cultivate': 20471, 'cleverly': 20472, 'alters': 20473, 'materialistic': 20474, 'dachshund': 20475, 'krill': 20476, 'convicts': 20477, 'tormentor': 20478, 'muted': 20479, 'preserver': 20480, 'panels': 20481, 'ubs': 20482, \"'kayak\": 20483, 'fiance': 20484, 'burke': 20485, 'signify': 20486, 'cubicle': 20487, 'outgrown': 20488, 'embalm': 20489, 'copper': 20490, 'slime': 20491, 'cocooned': 20492, 'ooze': 20493, 'chenoweth': 20494, 'estefan': 20495, 'webber': 20496, \"primates'\": 20497, 'myopia': 20498, \"nassar's\": 20499, \"queerbaiting'\": 20500, 'uterine': 20501, 'extravagant': 20502, '66': 20503, 'thru': 20504, 'pantyhose': 20505, 'kmart': 20506, 'linger': 20507, 'delicately': 20508, 'broached': 20509, \"kevin's\": 20510, 'supervised': 20511, 'careens': 20512, 'fatherhood': 20513, 'cheyenne': 20514, 'cataclysmic': 20515, 'jointed': 20516, \"delay'\": 20517, 'headstone': 20518, 'undiscovered': 20519, 'closely': 20520, 'resembling': 20521, 'nonvoter': 20522, \"'forever\": 20523, 'euphemism': 20524, 'consistent': 20525, 'estimate': 20526, 'statisticians': 20527, 'strolling': 20528, 'thwarted': 20529, 'birchbox': 20530, 'founders': 20531, 'amateur': 20532, 'prosecutorial': 20533, 'manipulation': 20534, 'bushed': 20535, 'tirelessly': 20536, \"mubarak's\": 20537, 'severance': 20538, 'gazing': 20539, \"masterson's\": 20540, 'cornell': 20541, \"'pig\": 20542, \"roast'\": 20543, 'brutalized': 20544, 'aspen': 20545, 'souter': 20546, \"stewart's\": 20547, '2m': 20548, 'fahrenheit': 20549, 'nova': 20550, 'boobs': 20551, \"bouncin'\": 20552, 'slithers': 20553, 'debunking': 20554, 'quicker': 20555, 'huddling': 20556, 'scorpions': 20557, 'cannonball': 20558, 'prescribe': 20559, 'ketamine': 20560, 'depressant': 20561, 'jamal': 20562, 'polanski': 20563, 'controversies': 20564, 'canyon': 20565, '\\u200begyptian': 20566, '\\u200bmummies': 20567, 'worshipping': 20568, 'polka': 20569, 'loeffelmacher': 20570, \"thatcher's\": 20571, 'scattered': 20572, \"law'\": 20573, 'wildebeest': 20574, 'nighttime': 20575, 'snuggle': 20576, 'competitor': 20577, 'harness': 20578, 'macrowave': 20579, 'defrost': 20580, \"'tringle'\": 20581, 'inflates': 20582, 'dominance': 20583, 'hammerhead': 20584, 'diagnoses': 20585, 'insecure': 20586, 'vanessa': 20587, \"marcotte's\": 20588, \"'groveling'\": 20589, \"sessions'\": 20590, \"whites'\": 20591, 'expedition': 20592, 'respects': 20593, 'outlining': 20594, \"'manchester\": 20595, \"know'\": 20596, 'leveling': 20597, \"'stars\": 20598, 'thinkers': 20599, 'denominational': 20600, 'faiths': 20601, \"'anyone\": 20602, \"television'\": 20603, \"baron's\": 20604, 'clenched': 20605, 'rationality': 20606, \"'hilarious\": 20607, \"joke'\": 20608, \"'simply\": 20609, \"unworkable'\": 20610, 'abbi': 20611, 'fieri': 20612, 'assert': 20613, 'embed': 20614, 'principle': 20615, 'effectiveness': 20616, 'catalogue': 20617, 'conversational': 20618, 'lamprey': 20619, 'regurgitating': 20620, \"'henry\": 20621, 'sioux': 20622, '122': 20623, 'eyeing': 20624, \"foe's\": 20625, \"penn's\": 20626, 'koko': 20627, 'relocation': 20628, 'whipple': 20629, 'straightens': 20630, \"'melania'\": 20631, \"mermaid'\": 20632, 'yolk': 20633, \"'johnny\": 20634, \"goode'\": 20635, 'remington': 20636, 'ossoff': 20637, 'lossoff': 20638, 'maybelline': 20639, 'injectable': 20640, \"drugs'\": 20641, 'masturbatory': 20642, 'climax': 20643, 'graveyard': 20644, 'sucking': 20645, 'marrow': 20646, 'caylee': 20647, 'disables': 20648, \"'off\": 20649, \"grid'\": 20650, 'ophelia': 20651, 'sheds': 20652, 'hick': 20653, 'nobodies': 20654, 'meteor': 20655, 'streaking': 20656, 'punish': 20657, 'reign': 20658, 'yousafzai': 20659, 'molotov': 20660, 'shatters': 20661, 'domesticating': 20662, \"singapore's\": 20663, 'devotees': 20664, 'hermits': 20665, 'willem': 20666, 'dafoe': 20667, \"coast's\": 20668, 'arbitration': 20669, 'vitriol': 20670, 'mortarboard': 20671, 'extramarital': 20672, 'agribusiness': 20673, 'aatish': 20674, 'taseer': 20675, 'sanskrit': 20676, 'endeavour': 20677, 'ünited': 20678, 'stätes': 20679, 'toughens': 20680, 'umlauts': 20681, 'straws': 20682, \"'rolling\": 20683, \"stone'\": 20684, 'talents': 20685, 'inserting': 20686, 'oven': 20687, 'insta': 20688, 'raciest': 20689, 'maldives': 20690, 'legislative': 20691, 'branches': 20692, \"'send'\": 20693, '165': 20694, 'apocalypto': 20695, 'federally': 20696, 'wetlands': 20697, 'nickelback': 20698, \"simmons'\": 20699, 'wannabe': 20700, 'adamant': 20701, 'forbearance': 20702, \"qaeda's\": 20703, \"'inquiry'\": 20704, 'sealed': 20705, 'falsely': 20706, 'cons': 20707, 'lumberjack': 20708, \"'doing\": 20709, 'benchmark': 20710, \"'significant\": 20711, \"progress'\": 20712, 'asterisk': 20713, \"'fuck'\": 20714, 'pumped': 20715, 'plausible': 20716, 'deniability': 20717, 'obamaandkids': 20718, 'crimean': 20719, \"ship's\": 20720, \"'gaza'\": 20721, 'starfucker': 20722, 'multidisciplinary': 20723, 'roughed': 20724, \"voted'\": 20725, 'stickers': 20726, 'chia': 20727, 'legit': 20728, \"'jelly\": 20729, 'shriveled': 20730, 'colorblind': 20731, \"'sexist\": 20732, \"smear'\": 20733, 'rashida': 20734, \"'flip\": 20735, \"rewind'\": 20736, 'breathtaking': 20737, 'spiders': 20738, 'oat': 20739, 'barley': 20740, 'mistaking': 20741, 'gratuitous': 20742, 'mugger': 20743, 'mp3': 20744, 'weirder': 20745, 'norm': 20746, 'macdonald': 20747, 'col': 20748, \"'hedwig'\": 20749, 'disquieting': 20750, 'uzo': 20751, \"aduba's\": 20752, 'attire': 20753, 'ogre': 20754, 'unplug': 20755, 'continuity': 20756, 'farmland': 20757, \"geniuses'\": 20758, 'somalian': 20759, 'exorcism': 20760, \"'supergirl'\": 20761, 'misogynistic': 20762, 'crucifix': 20763, 'heightened': 20764, 'rosario': 20765, 'educates': 20766, 'ucsf': 20767, 'benioff': 20768, \"rockin'\": 20769, 'animator': 20770, 'unsliced': 20771, 'shames': 20772, \"'mexican'\": 20773, \"lawrence's\": 20774, 'dedication': 20775, 'ingrown': 20776, 'pillaging': 20777, 'shrek': 20778, 'shortsighted': 20779, 'coldplay': 20780, 'wither': 20781, 'mpaa': 20782, 'jameson': 20783, 'dropthecover': 20784, 'vol': 20785, 'vent': 20786, 'visor': 20787, 'sperm': 20788, \"'warcraft'\": 20789, 'blizzcon': 20790, 'jettisons': 20791, 'airlock': 20792, 'dejected': 20793, 'sustenance': 20794, 'ee': 20795, \"'golden\": 20796, \"corner'\": 20797, 'argentinian': 20798, 'caleb': 20799, 'skirmish': 20800, 'cubes': 20801, 'spec': 20802, 'reinvest': 20803, 'economies': 20804, 'blurb': 20805, 'themes': 20806, 'christophe': 20807, 'michalak': 20808, \"'oitnb'\": 20809, 'morally': 20810, 'corrupting': 20811, 'yanking': 20812, 'wincing': 20813, 'allegories': 20814, \"'blade\": 20815, \"2049'\": 20816, 'indecency': 20817, 'fisting': 20818, 'enjoyment': 20819, \"'jungle\": 20820, 'nom': 20821, 'funneled': 20822, \"orangutan's\": 20823, 'notify': 20824, \"'steak\": 20825, 'onions': 20826, 'damns': 20827, 'requested': 20828, 'bury': 20829, 'aimlessly': 20830, 'armchair': 20831, 'blitzed': 20832, 'regain': 20833, 'champs': 20834, 'triumphal': 20835, 'canoeing': 20836, 'rousing': 20837, 'invader': 20838, 'acquittal': 20839, 'houseplant': 20840, \"'iceman\": 20841, \"cometh'\": 20842, \"bale's\": 20843, \"dempsey's\": 20844, 'sparrow': 20845, \"'daddy'\": 20846, 'sharpie': 20847, 'newport': 20848, 'instagrammed': 20849, \"'facts\": 20850, \"'amnesty'\": 20851, 'buttocks': 20852, 'undulate': 20853, 'hypnotically': 20854, 'girders': 20855, '594': 20856, \"mankind'\": 20857, 'sudafed': 20858, 'congestion': 20859, 'hors': 20860, \"d'oeuvres\": 20861, \"sasha's\": 20862, 'scholarships': 20863, 'astana': 20864, \"xxs'\": 20865, 'fishermen': 20866, \"orphanage's\": 20867, 'wallpaper': 20868, \"call'\": 20869, 'recommit': 20870, 'steinem': 20871, 'hebdo': 20872, 'leppard': 20873, 'busiest': 20874, 'overlook': 20875, \"newark's\": 20876, 'cedrick': 20877, 'chatman': 20878, 'municipality': 20879, \"'wear\": 20880, \"tonight'\": 20881, 'giddily': 20882, \"'sore\": 20883, \"loserman'\": 20884, 'wedged': 20885, 'sociologists': 20886, 'emergence': 20887, 'windmill': 20888, 'toeing': 20889, 'rossdale': 20890, \"painful'\": 20891, 'napoleon': 20892, 'pieced': 20893, \"'failing\": 20894, 'motorcyclists': 20895, 'casualwear': 20896, 'plastics': 20897, 'nph': 20898, \"'hedwig\": 20899, 'radcliffe': 20900, \"'cripple\": 20901, \"immensity'\": 20902, 'changers': 20903, 'ming': 20904, 'yuan': 20905, 'mainland': 20906, 'backpage': 20907, 'pimping': 20908, 'extending': 20909, 'jumper': 20910, 'tailgate': 20911, \"belgium's\": 20912, 'rulings': 20913, 'profumi': 20914, 'firenze': 20915, 'declassified': 20916, 'fingered': 20917, 'discussing': 20918, 'vibes': 20919, 'expelled': 20920, 'loads': 20921, \"lamar's\": 20922, \"billboard's\": 20923, 'captains': 20924, 'lenses': 20925, \"'damn\": 20926, 'canonized': 20927, 'jabbar': 20928, \"gunn's\": 20929, 'switzerland': 20930, \"'state\": 20931, \"'watermelon\": 20932, 'unchallenged': 20933, 'induce': 20934, 'slapping': 20935, 'kemp': 20936, 'smartwatch': 20937, \"'repealing\": 20938, 'spur': 20939, 'blaring': 20940, \"cyclone'\": 20941, 'irreplaceable': 20942, \"'drunk'\": 20943, 'predators': 20944, 'freaky': 20945, 'marlin': 20946, \"'uptick\": 20947, 'fundamentally': 20948, 'entrusted': 20949, 'yatseniuk': 20950, 'hutcherson': 20951, 'gorge': 20952, 'prophesied': 20953, \"'tv\": 20954, \"guide'\": 20955, 'romero': 20956, 'corners': 20957, 'decked': 20958, 'relabeled': 20959, \"'drugs'\": 20960, 'timeline': 20961, 'zodiac': 20962, 'defiantly': 20963, 'scone': 20964, 'resuscitated': 20965, 'collisions': 20966, \"'flexible'\": 20967, 'gabriella': 20968, 'oddsmakers': 20969, 'alienation': 20970, \"intentions'\": 20971, \"skier's\": 20972, 'citigroup': 20973, 'clique': 20974, 'ex–goldman': 20975, 'gt': 20976, 'conservatism': 20977, \"leader's\": 20978, 'pwc': 20979, 'enrique': 20980, 'iglesias': 20981, 'kournikova': 20982, 'selflessly': 20983, 'traits': 20984, 'dreamily': 20985, 'sliding': 20986, 'deliberations': 20987, \"'syrians'\": 20988, 'goodnight': 20989, 'twitch': 20990, 'streamer': 20991, 'faker': 20992, \"'ouchless'\": 20993, 'adhesive': 20994, \"'guinness\": 20995, 'outlived': 20996, 'geist': 20997, \"'flame'\": 20998, \"saturn's\": 20999, 'genetics': 21000, 'emphatically': 21001, 'unplayed': 21002, 'sushi': 21003, 'yourselves': 21004, \"'rig'\": 21005, 'teri': 21006, \"hatcher's\": 21007, \"'schizophrenic'\": 21008, \"'bipolar'\": 21009, 'helberg': 21010, 'guild': 21011, \"'refugees\": 21012, '2k16': 21013, 'hurtful': 21014, 'wantonly': 21015, \"armstrong's\": 21016, 'distracted': 21017, 'plumbing': 21018, 'skews': 21019, 'vaccinations': 21020, 'stockpile': 21021, \"'expendables\": 21022, 'steroids': 21023, 'cinephiles': 21024, \"'listen\": 21025, \"philip'\": 21026, 'incite': 21027, 'rosa': 21028, 'translated': 21029, 'pathetically': 21030, 'comb': 21031, 'observes': 21032, 'impregnable': 21033, 'playplace': 21034, \"frein's\": 21035, \"brother's\": 21036, 'brackets': 21037, 'stove': 21038, 'mythbusters': 21039, 'chiropractor': 21040, 'vertebrae': 21041, \"expendables'\": 21042, 'tamp': 21043, 'conned': 21044, 'yin': 21045, 'inroads': 21046, 'horner': 21047, 'midtown': 21048, 'entomologists': 21049, 'retract': 21050, 'clump': 21051, 'della': 21052, \"robbin'\": 21053, 'reek': 21054, 'craftmatic': 21055, 'adjustable': 21056, 'washer': 21057, 'sus': 21058, \"'freakshow'\": 21059, 'awww': 21060, 'frustrations': 21061, 'mutilating': 21062, 'deadlines': 21063, \"'romeo\": 21064, \"juliet'\": 21065, \"2020'\": 21066, 'ia': 21067, 'amorphous': 21068, 'indefinable': 21069, 'fixes': 21070, 'flicker': 21071, 'electrocution': 21072, 'hscc2015': 21073, 'tattletale': 21074, \"public's\": 21075, 'endurance': 21076, 'oxiclean': 21077, 'scissors': 21078, 'distraught': 21079, 'lineups': 21080, 'spatula': 21081, 'alexandra': 21082, 'zissu': 21083, 'sónar': 21084, 'corresponding': 21085, 'shook': 21086, 'holtzclaw': 21087, \"'lopsided\": 21088, \"account'\": 21089, 'ossifies': 21090, \"mlk's\": 21091, 'agendas': 21092, '1915': 21093, 'electronica': 21094, 'botany': 21095, 'outperforming': 21096, 'fatality': 21097, \"mara's\": 21098, 'angelic': 21099, 'contractor': 21100, \"'jihadists'\": 21101, 'equivalency': 21102, 'tel': 21103, 'aviv': 21104, 'waltz': 21105, \"commercial's\": 21106, 'romanticized': 21107, 'trumpet': 21108, \"limbaugh's\": 21109, 'drains': 21110, 'cutback': 21111, 'farmworker': 21112, 'cone': 21113, 'deployed': 21114, 'hysterically': 21115, 'sawed': 21116, 'swells': 21117, 'locator': 21118, \"'humans\": 21119, \"york'\": 21120, 'guidelines': 21121, 'filmmakers': 21122, \"canby's\": 21123, 'overlong': 21124, 'paced': 21125, 'portraying': 21126, 'pranksters': 21127, 'rename': 21128, \"'chamber\": 21129, \"rats'\": 21130, 'dominates': 21131, 'wurst': 21132, \"'poopgangsta'\": 21133, \"'eyes'\": 21134, \"is'\": 21135, 'lotion': 21136, 'tastings': 21137, 'educational': 21138, 'outsize': 21139, 'owen': 21140, 'maxwell': 21141, '2651': 21142, \"'united\": 21143, 'downgraded': 21144, 'ladybug': 21145, 'wakening': 21146, 'misspeaks': 21147, 'ghouta': 21148, 'whippoorwill': 21149, 'cobb': 21150, 'unicef': 21151, 'sacking': 21152, 'rundown': 21153, \"uncle's\": 21154, \"sudan's\": 21155, 'implosion': 21156, 'trapeze': 21157, 'reassure': 21158, 'slushie': 21159, 'yutu': 21160, \"'developing\": 21161, 'quinones': 21162, 'kennel': 21163, \"founder's\": 21164, 'espionage': 21165, 'tonto': 21166, 'implores': 21167, \"'rub\": 21168, 'themeless': 21169, 'jermaine': 21170, 'dupri': 21171, 'nikolai': 21172, 'rimsky': 21173, 'korsakov': 21174, 'inventive': 21175, 'orchestrator': 21176, 'shareware': 21177, 'unbreakable': 21178, \"council's\": 21179, \"'fourth\": 21180, 'brandy': 21181, 'cecily': 21182, \"'weekend\": 21183, \"update'\": 21184, 'achievements': 21185, 'trumping': 21186, 'meanwhile': 21187, 'mush': 21188, 'satin': 21189, 'breakdowns': 21190, \"'sometimes\": 21191, 'roach': 21192, 'infestation': 21193, 'prankster': 21194, \"fsu's\": 21195, 'dalvin': 21196, 'battery': 21197, \"rnc's\": 21198, \"'birthday\": 21199, \"present'\": 21200, 'graters': 21201, 'interstate': 21202, 'mooc': 21203, \"disick's\": 21204, 'nawal': 21205, 'teleworks': 21206, \"donors'\": 21207, 'kalamazoo': 21208, 'mudslides': 21209, \"'port'\": 21210, \"'starboard'will\": 21211, \"'thunk'\": 21212, \"'moosh\": 21213, \"baroo'\": 21214, 'ebony': 21215, 'magazines': 21216, 'witty': 21217, \"'trench\": 21218, \"century'\": 21219, 'mulling': 21220, 'wltz': 21221, \"hartford's\": 21222, 'subhuman': 21223, 'ousting': 21224, 'implicating': 21225, 'serpent': 21226, 'renounces': 21227, 'weathers': 21228, 'philharmonic': 21229, \"o'callaghan\": 21230, 'candidly': 21231, 'birdman': 21232, 'speechwriting': 21233, \"hicks'\": 21234, 'unblemished': 21235, 'supple': 21236, 'crumble': 21237, 'iceland': 21238, 'aveage': 21239, \"curling'\": 21240, 'boars': 21241, 'outlive': 21242, 'centennial': 21243, \"'dearly\": 21244, \"beloved'\": 21245, 'diplomas': 21246, 'dusk': 21247, 'nights': 21248, 'enthralling': 21249, 'moderates': 21250, 'maría': 21251, 'tomás': 21252, \"keegan's\": 21253, 'emeritus': 21254, \"weekend's\": 21255, 'canonizations': 21256, \"'weighed\": 21257, 'microscopic': 21258, 'petri': 21259, 'superiors': 21260, 'khans': 21261, \"tape'\": 21262, 'mick': 21263, \"mulvaney's\": 21264, 'adidas': 21265, 'carpenter': 21266, 'dwts': 21267, 'rumba': 21268, 'simulate': 21269, 'reapplies': 21270, 'carmex': 21271, 'intervals': 21272, 'trait': 21273, 'sufficiency': 21274, 'fooled': 21275, 'retweeting': 21276, 'benito': 21277, 'endometrial': 21278, 'cartels': 21279, \"'problem\": 21280, \"solvers'\": 21281, \"'immoral'\": 21282, 'hydrated': 21283, \"'fat\": 21284, \"earther'\": 21285, 'quintillion': 21286, \"'san\": 21287, \"andreas'\": 21288, 'gaffer': 21289, 'jil': 21290, 'filmgoers': 21291, 'groceries': 21292, 'strategically': 21293, 'conveyor': 21294, \"belt's\": 21295, 'portends': 21296, 'autoplaying': 21297, 'sincere': 21298, 'miscast': 21299, 'boseman': 21300, 'dada': 21301, \"laborer's\": 21302, 'irregular': 21303, 'nemo': 21304, 'buoyant': 21305, 'counseling': 21306, 'daydreaming': 21307, 'rounded': 21308, 'chechnya': 21309, \"'terrible'\": 21310, 'pistachio': 21311, 'biscotti': 21312, 'kirsch': 21313, 'cherries': 21314, 'billboards': 21315, 'recapping': 21316, 'sheep': 21317, 'poz': 21318, \"'expect\": 21319, \"delays'\": 21320, 'collaborating': 21321, 'raft': 21322, 'sisterhood': 21323, 'defanged': 21324, 'disheartened': 21325, 'bares': 21326, 'nikes': 21327, \"'curses\": 21328, 'ringleader': 21329, \"'mrs\": 21330, \"greenspan'\": 21331, 'quitting': 21332, 'cassette': 21333, \"lieberman's\": 21334, 'overlords': 21335, 'colorism': 21336, 'stumping': 21337, 'preside': 21338, 'attenborough': 21339, 'courtship': 21340, 'logging': 21341, 'wits': 21342, 'unwieldy': 21343, 'hewn': 21344, 'bumgarner': 21345, \"freeman's\": 21346, 'fanny': 21347, \"'lumbar\": 21348, \"satchel'\": 21349, 'stereotypical': 21350, \"pizzeria's\": 21351, 'unremarkable': 21352, 'resembles': 21353, 'burt': 21354, 'idaho': 21355, 'napaquake': 21356, 'napastrong': 21357, 'raunchy': 21358, 'rehabilitation': 21359, 'wheeled': 21360, 'deserving': 21361, 'burkini': 21362, 'junot': 21363, \"'virulent\": 21364, \"misogyny'\": 21365, \"'sports'\": 21366, 'roadtrip': 21367, \"wilde's\": 21368, 'derives': 21369, 'diorama': 21370, 'axel': 21371, \"spice's\": 21372, 'stuntman': 21373, 'fisheries': 21374, '1822': 21375, 'menéndez': 21376, 'runaways': 21377, 'detour': 21378, 'om': 21379, \"'disturbing'\": 21380, 'redhead': 21381, \"'smile'\": 21382, 'homosexuals': 21383, 'confiding': 21384, 'loners': 21385, 'azores': 21386, 'buscemi': 21387, 'shiny': 21388, \"foo'\": 21389, 'practical': 21390, \"'argo'\": 21391, 'vile': 21392, 'ripa': 21393, \"'live'\": 21394, \"enbridge's\": 21395, \"goodman's\": 21396, \"o'casey's\": 21397, 'bolling': 21398, \"cap'n\": 21399, 'ruthless': 21400, \"'pride\": 21401, \"prejudice'\": 21402, 'kristofferson': 21403, 'alligator': 21404, 'unfriending': 21405, 'simulator': 21406, 'heckling': 21407, 'chaka': 21408, 'collaborates': 21409, \"sinatra's\": 21410, 'broadcasting': 21411, 'nixonian': 21412, 'juliette': 21413, \"lewis'\": 21414, 'emancipated': 21415, 'azealia': 21416, \"'faggot'\": 21417, 'preoccupation': 21418, 'manner': 21419, 'nofilter': 21420, 'hairs': 21421, 'etheridge': 21422, 'linda': 21423, 'wallem': 21424, 'engulf': 21425, \"'subway\": 21426, \"therapy'\": 21427, 'facilitated': 21428, 'lng': 21429, 'terminals': 21430, 'permits': 21431, 'posthumous': 21432, \"'kick'\": 21433, \"'chop'\": 21434, 'instructional': 21435, 'coaching': 21436, \"'stand\": 21437, \"ground'\": 21438, 'rink': 21439, 'dooming': 21440, 'strangest': 21441, 'landscapes': 21442, 'freshener': 21443, 'referring': 21444, 'babysitters': 21445, 'slayed': 21446, 'illiteracy': 21447, 'copied': 21448, 'grexit': 21449, 'auditors': 21450, 'morass': 21451, 'theall': 21452, 'showoff': 21453, 'pallbearer': 21454, 'reassigned': 21455, 'genocidal': 21456, 'slaver': 21457, 'll': 21458, 'rollerball': 21459, 'atop': 21460, 'scampers': 21461, 'detecting': 21462, 'inanimate': 21463, 'guardrail': 21464, 'aegean': 21465, 'smuggling': 21466, 'hsn': 21467, 'scratching': 21468, 'partygoers': 21469, 'drunkenly': 21470, 'harshly': 21471, 'carlson': 21472, 'croutons': 21473, 'fps': 21474, 'min': 21475, \"1850's\": 21476, 'cretaceous': 21477, 'hospice': 21478, \"accuser's\": 21479, 'minimizing': 21480, 'anus': 21481, '\\u200bexplains\\u200b': 21482, \"'dotard'\": 21483, \"'rocketman'\": 21484, 'pursues': 21485, 'rooftops': 21486, 'nonstop': 21487, 'fetching': 21488, \"'highway\": 21489, 'macaroni': 21490, 'berkus': 21491, 'jeremiah': 21492, 'brent': 21493, 'caretaker': 21494, 'country—with': 21495, 'strings': 21496, \"'liked'\": 21497, 'ivana': 21498, \"'fluidity'\": 21499, 'kacy': 21500, \"'like\": 21501, 'assing': 21502, 'civilizations': 21503, 'bumbum': 21504, \"theater'\": 21505, 'inexperience': 21506, 'appointees': 21507, 'unbelted': 21508, 'lewandowski': 21509, 'reignites': 21510, \"'birther'\": 21511, 'scan': 21512, 'flay': 21513, 'southwestern': 21514, 'buffering': 21515, 'sugary': 21516, 'quentin': 21517, \"'biggest\": 21518, 'spineless': 21519, 'caves': 21520, \"'fool'\": 21521, 'criers': 21522, 'norma': 21523, 'mafia': 21524, 'peddling': 21525, 'trumpismo': 21526, \"monroe's\": 21527, 'chaps': 21528, 'deviation': 21529, 'statistician': 21530, 'dullard': 21531, 'vocational': 21532, 'hurts': 21533, 'surmise': 21534, 'heartache': 21535, 'childless': 21536, \"shkreli's\": 21537, 'vandal': 21538, \"'phallus\": 21539, \"mouth'\": 21540, 'microchips': 21541, 'neapolitan': 21542, 'sullied': 21543, 'brookings': 21544, 'aground': 21545, 'allegation': 21546, 'wiretapped': 21547, 'brags': 21548, 'blur': 21549, 'bts': 21550, \"buttercup'\": 21551, 'gallop': 21552, 'torched': 21553, 'industrious': 21554, \"paddy's\": 21555, 'coliseum': 21556, 'chekhovian': 21557, 'signifier': 21558, 'sighting': 21559, '87th': 21560, 'holiest': 21561, 'ilana': 21562, 'glazer': 21563, 'harassers': 21564, \"'lick\": 21565, 'dusted': 21566, 'hyslop': 21567, 'niall': 21568, 'horan': 21569, \"ginuwine's\": 21570, \"'pony'\": 21571, 'insist': 21572, 'examines': 21573, 'trumpist': 21574, \"'multiple'\": 21575, 'tougher': 21576, 'walgreen': 21577, \"tamblyn's\": 21578, 'poems': 21579, 'pierre': 21580, 'albert': 21581, 'hackathons': 21582, 'plummers': 21583, 'flo': 21584, 'unlock': 21585, 'aykroyds': 21586, 'interacting': 21587, \"francis's\": 21588, 'depicted': 21589, 'betty': 21590, 'friedan': 21591, 'mirjana': 21592, 'lucic': 21593, 'baroni': 21594, 'thang': 21595, 'strang': 21596, 'souvenir': 21597, 'philanthropy': 21598, 'ceding': 21599, 'jackals': 21600, 'hellerman': 21601, 'weavers': 21602, \"'influential'\": 21603, 'drexel': 21604, \"genocide'\": 21605, \"'satirical'\": 21606, \"strength'\": 21607, 'forgetful': 21608, 'roald': 21609, 'dahl': 21610, 'ugandan': 21611, 'uganda': 21612, 'pedicure': 21613, 'tubs': 21614, 'contextless': 21615, 'probing': 21616, 'humanists': 21617, 'obelisk': 21618, \"system's\": 21619, 'digitalhealth': 21620, 'pained': 21621, 'servicewomen': 21622, 'listed': 21623, 'psychiatric': 21624, 'medication': 21625, 'schoolyard': 21626, 'coulier': 21627, 'quaaludes': 21628, 'quaalude': 21629, \"troubling'\": 21630, 'brazenly': 21631, 'politwoops': 21632, \"hacked'\": 21633, 'existed': 21634, \"'george\": 21635, 'livened': 21636, \"trio's\": 21637, \"miami's\": 21638, 'youtuber': 21639, 'sealant': 21640, 'surround': 21641, 'decoys': 21642, 'mathis': 21643, 'mancini': 21644, 'anson': 21645, 'rmh': 21646, 'whispered': 21647, 'untelevised': 21648, 'roofer': 21649, 'badmouths': 21650, 'closures': 21651, 'recanvass': 21652, \"'history\": 21653, 'quarterly': 21654, 'ramble': 21655, 'tyrion': 21656, 'betray': 21657, 'daenerys': 21658, \"neighborhood's\": 21659, 'mucus': 21660, 'radiator': 21661, 'clank': 21662, 'lime': 21663, 'okinawa': 21664, '1972': 21665, 'geithner': 21666, 'humiliations': 21667, \"nobody'\": 21668, 'specials': 21669, \"mic'\": 21670, 'torturous': 21671, 'teasers': 21672, 'infomercial': 21673, 'skeptical': 21674, 'doodles': 21675, 'violet': 21676, 'slush': 21677, 'insignia': 21678, \"indonesia's\": 21679, 'depositions': 21680, 'exaggerate': 21681, 'croft': 21682, 'crofts': 21683, 'groove': 21684, 'camila': 21685, \"cabello's\": 21686, 'scans': 21687, 'bundle': 21688, 'bronchitis': 21689, 'gosselaar': 21690, 'imdb': 21691, \"teenager's\": 21692, \"astronaut's\": 21693, 'stalking': 21694, \"'field\": 21695, \"dreams'\": 21696, 'awakening': 21697, '999': 21698, 'nondisclosure': 21699, \"stallone's\": 21700, 'bonafide': 21701, 'outlook': 21702, \"'wow\": 21703, \"coming'\": 21704, 'groans': 21705, \"norway's\": 21706, \"'kon\": 21707, \"tiki'\": 21708, \"mentalist'\": 21709, 'unseat': 21710, 'sobering': 21711, 'burrell': 21712, \"'mini\": 21713, \"satans'\": 21714, 'beanie': 21715, '226': 21716, \"'flying\": 21717, \"saucer'\": 21718, 'pastoral': 21719, 'frustrating': 21720, 'omniscient': 21721, 'rosaries': 21722, 'ashtray': 21723, 'decathlon': 21724, 'pranked': 21725, 'muhammed': 21726, 'chillax': 21727, 'ticketed': 21728, 'dismiss': 21729, 'cokes': 21730, 'fiber': 21731, 'optics': 21732, 'phasing': 21733, 'trinity': 21734, 'epidemics': 21735, 'ethic': 21736, \"dictionaries'\": 21737, 'nevertheless': 21738, 'persisted': 21739, 'cryptozoologist': 21740, 'blissful': 21741, 'zoomed': 21742, 'alohahuffpost': 21743, 'petsmart': 21744, 'enclosures': 21745, 'brownstone': 21746, 'metz': 21747, 'stepfather': 21748, 'canteen': 21749, 'dms': 21750, 'parliamentary': 21751, 'fork': 21752, 'tine': 21753, 'mouthfuls': 21754, 'overpopulation': 21755, 'bodyguard': 21756, 'lovebird': 21757, 'legged': 21758, 'posit': 21759, \"'productive\": 21760, \"weekend'\": 21761, 'rallying': 21762, 'langston': 21763, \"hughes'\": 21764, 'harlem': 21765, 'amaranth': 21766, 'plunging': 21767, 'hadid': 21768, \"upsets'\": 21769, \"'christians'\": 21770, 'townsperson': 21771, 'whiteboard': 21772, 'cliven': 21773, \"with'\": 21774, 'caged': 21775, 'sass': 21776, 'enrollees': 21777, 'await': 21778, 'flume': 21779, 'redstate': 21780, 'leon': 21781, 'erick': 21782, 'erickson': 21783, 'centered': 21784, \"caribbean's\": 21785, \"'allure'\": 21786, 'crossed': 21787, 'minson': 21788, 'unlovable': 21789, 'algeria': 21790, 'nearest': 21791, 'wheats': 21792, 'magna': 21793, 'carta': 21794, \"much'\": 21795, \"'69'\": 21796, \"'high\": 21797, \"'charlie\": 21798, 'manziel': 21799, '“drain': 21800, 'swamp”': 21801, 'dilute': 21802, \"'wipe\": 21803, 'inherently': 21804, 'halfheartedly': 21805, \"pets'\": 21806, 'critter': 21807, 'medusa': 21808, 'nebula': 21809, 'prettier': 21810, 'namesake': 21811, 'blanks': 21812, 'ineffectually': 21813, 'panders': 21814, 'mechanical': 21815, 'jumbo': 21816, \"mississippi'\": 21817, 'reggie': 21818, \"fox's\": 21819, 'atheletes': 21820, 'celestial': 21821, 'utopia': 21822, 'podcaster': 21823, 'oprah': 21824, \"impressive'\": 21825, 'habitable': 21826, '2060': 21827, 'challenger': 21828, 'birmingham': 21829, \"'frontline\": 21830, \"policies'\": 21831, \"'spirit'\": 21832, 'starlet': 21833, 'shyla': 21834, 'stylez': 21835, 'avn': 21836, \"'shitfaced\": 21837, \"drunk'\": 21838, 'cleft': 21839, 'palate': 21840, 'modernity': 21841, 'moroccan': 21842, 'mustaches': 21843, 'tatted': 21844, 'wizards': 21845, \"krieger's\": 21846, 'setbacks': 21847, 'yamaha': 21848, 'skis': 21849, 'alto': 21850, 'saxophones': 21851, 'generators': 21852, 'scooters': 21853, 'altering': 21854, 'aspirations': 21855, 'rodrigo': 21856, \"reid'\": 21857, \"conan's\": 21858, 'scanned': 21859, 'medallist': 21860, 'violation': 21861, 'emmanuelle': 21862, 'seigner': 21863, 'dial': 21864, 'assemblage': 21865, \"out's\": 21866, 'allay': 21867, \"svu'\": 21868, 'carton': 21869, 'gunner': 21870, 'guerilla': 21871, 'mantra': 21872, 'letterbox': 21873, 'strollers': 21874, \"alpert's\": 21875, \"'whipped\": 21876, \"delights'\": 21877, 'counterterrorists': 21878, 'downplaying': 21879, 'homeroom': 21880, 'nicki': 21881, \"minaj's\": 21882, 'resurrect': 21883, 'salah': 21884, 'abdeslam': 21885, 'drowsy': 21886, 'socialite': 21887, 'cunt': 21888, 'frugal': 21889, 'albany': 21890, 'dewey': 21891, 'decimal': 21892, 'categorize': 21893, 'belushi': 21894, \"'freedom'\": 21895, 'davenport': 21896, 'sbarro': 21897, 'unheeded': 21898, 'probiotics': 21899, 'prebiotics': 21900, 'morphed': 21901, 'prism': 21902, 'misinformation': 21903, 'spiritually': 21904, 'bowls': 21905, 'pickles': 21906, 'sensory': 21907, 'deprivation': 21908, 'expectant': 21909, 'thins': 21910, \"'we'll\": 21911, 'shortly': 21912, 'vietnamese': 21913, \"iowa's\": 21914, 'sephora': 21915, 'klum': 21916, \"'box\": 21917, \"lies'\": 21918, 'huffs': 21919, 'hurriedly': 21920, 'flush': 21921, 'attractiveness': 21922, 'confronting': 21923, \"'unavoidable'\": 21924, \"teller's\": 21925, 'outkast': 21926, \"huffpost's\": 21927, \"payne's\": 21928, \"'constellations'\": 21929, 'univision': 21930, 'lagarde': 21931, 'tycoon': 21932, 'payout': 21933, 'kwanzaa': 21934, 'disappoint': 21935, 'blogosphere': 21936, \"blogger's\": 21937, 'lash': 21938, \"'republican\": 21939, \"welfare'\": 21940, \"'ryancare'\": 21941, 'exonerated': 21942, 'defenseless': 21943, \"mastermind's\": 21944, 'developmental': 21945, 'condemnation': 21946, \"captor's\": 21947, \"gettin'\": 21948, 'seizures': 21949, 'consultants': 21950, 'oilman': 21951, 'recesses': 21952, 'ammunition': 21953, 'marinara': 21954, 'wilde': 21955, 'riders': 21956, 'monopolizing': 21957, 'hypocrisies': 21958, 'bunny': 21959, \"gavin's\": 21960, 'tarp': 21961, \"'phone\": 21962, \"'sister\": 21963, \"'pussy\": 21964, \"lung'\": 21965, 'romper': 21966, \"opponents'\": 21967, 'terrors': 21968, \"jarrel's\": 21969, 'insinuated': 21970, 'digger': 21971, 'biochemical': 21972, 'pogge': 21973, \"'done\": 21974, \"damage'\": 21975, 'pheromone': 21976, 'secretion': 21977, \"v's\": 21978, 'choking\\xa0black': 21979, 'shoplifting': 21980, 'passively': 21981, 'unmarried': 21982, 'mandolins': 21983, \"carlson's\": 21984, 'duca': 21985, \"'crony\": 21986, \"capitalism'\": 21987, 'hanson': 21988, 'nambla': 21989, 'halloweiner': 21990, 'frankfest': 21991, 'relic': 21992, 'anspach': 21993, 'pursued': 21994, 'invisibility': 21995, 'wallis': 21996, \"conversation'\": 21997, \"'duke\": 21998, \"burgundy'\": 21999, 'khloé': 22000, 'maisie': 22001, 'claps': 22002, 'handwritten': 22003, 'rwanda': 22004, 'grandmas': 22005, 'serengeti': 22006, 'unplanned': 22007, \"'climate'\": 22008, 'mentioned': 22009, 'ulysses': 22010, 'trimmer': 22011, 'uncommon': 22012, 'crafting': 22013, 'marketable': 22014, 'quinceañera': 22015, 'wilmore': 22016, \"egypt's\": 22017, 'spaceport': 22018, 'tiq': 22019, 'liberation': 22020, 'bern': 22021, 'ing': 22022, 'stab': 22023, 'naïve': 22024, \"teens'\": 22025, \"'rain\": 22026, 'deteriorating': 22027, 'histories': 22028, 'queso': 22029, \"h'\": 22030, 'xxxxii': 22031, 'noaa': 22032, 'refunds': 22033, \"'solo'\": 22034, 'shep': 22035, \"'hacker'\": 22036, \"meltdown'\": 22037, 'dakotan': 22038, 'gigabite': 22039, 'dyed': 22040, 'endure': 22041, \"holiday's\": 22042, 'cuddling': 22043, 'substantial': 22044, 'lipnicki': 22045, 'spaceballs': 22046, 'snowiest': 22047, 'resorts': 22048, 'individualized': 22049, 'buttery': 22050, 'investigates': 22051, 'paranormal': 22052, 'phenomena': 22053, 'modernization': 22054, 'adrenaline': 22055, 'gerbil': 22056, 'balks': 22057, 'coincides': 22058, 'fraudsters': 22059, 'reap': 22060, \"of'\": 22061, 'goldie': 22062, 'hawn': 22063, 'latinx': 22064, 'mascot': 22065, \"'touched\": 22066, 'consolidation': 22067, \"malala's\": 22068, 'foreboding': 22069, 'entrees': 22070, '535': 22071, \"'poor'\": 22072, 'labeouf': 22073, 'nissan': 22074, \"waterston's\": 22075, 'moloch': 22076, 'deloitte': 22077, 'accountant': 22078, 'audit': 22079, 'calculations': 22080, \"'cannsas'\": 22081, 'staunch': 22082, 'shedd': 22083, 'doorstops': 22084, 'doorblocker': 22085, 'appellate': 22086, 'gaziantep': 22087, \"conversion'\": 22088, 'sarandon': 22089, 'gambles': 22090, 'staplings': 22091, \"'motorcycle\": 22092, \"bomb'\": 22093, 'istanbul': 22094, 'yarn': 22095, 'comet': 22096, \"'philae'\": 22097, 'maple': 22098, 'debuted': 22099, 'paroled': 22100, 'gravestones': 22101, 'toppled': 22102, 'interventions': 22103, \"'short\": 22104, \"interviews'\": 22105, 'bucking': 22106, \"'rigged'\": 22107, 'cadbury': 22108, 'milkshakes': 22109, \"'halo\": 22110, 'multiplayer': 22111, 'exiles': 22112, 'menstruating': 22113, 'attach': 22114, 'voided': 22115, 'watered': 22116, \"nye's\": 22117, \"'ghost\": 22118, \"plane'\": 22119, 'sunk': 22120, 'jamaica': 22121, \"being'\": 22122, 'constituent': 22123, 'hollande': 22124, 'valls': 22125, 'evacuating': 22126, 'surfbort': 22127, 'cr': 22128, \"'remorseless'\": 22129, 'ozzie': 22130, 'guillen': 22131, 'morse': 22132, 'cared': 22133, 'samuel': 22134, \"'boston\": 22135, \"sucks'\": 22136, 'pilsner': 22137, \"'vagina'\": 22138, 'idly': 22139, \"blitzer's\": 22140, 'financing': 22141, 'nif': 22142, 'fracas': 22143, 'splurged': 22144, 'intimidate': 22145, 'pouring': 22146, 'caked': 22147, 'corroboration': 22148, 'reinstate': 22149, 'ambulance': 22150, 'theoretically': 22151, 'pushier': 22152, 'accusingly': 22153, \"target's\": 22154, '1948': 22155, \"'stunt'\": 22156, 'decrees': 22157, 'drafted': 22158, \"'dissent\": 22159, 'objecting': 22160, 'friendships': 22161, 'opec': 22162, 'builders': 22163, \"universe'\": 22164, 'hindsight': 22165, 'ice—and': 22166, 'baskets': 22167, \"'hit\": 22168, 'waterspout': 22169, 'comrade': 22170, 'ducts': 22171, 'pelvic': 22172, 'supplied': 22173, 'razzle': 22174, 'blend': 22175, 'constructive': 22176, \"rome's\": 22177, 'revelers': 22178, 'patti': 22179, 'lupone': 22180, \"'couldn't\": 22181, \"bag'\": 22182, 'hummingbirds': 22183, 'incubators': 22184, 'doppelgänger': 22185, 'curried': 22186, 'odorless': 22187, 'directtv': 22188, 'vivid': 22189, \"mosul's\": 22190, 'injecting': 22191, \"rey's\": 22192, \"'honeymoon'\": 22193, 'furloughs': 22194, 'nonessential': 22195, 'raffle': 22196, 'disgust': 22197, \"short'\": 22198, \"'love'\": 22199, \"pta's\": 22200, \"'inherent\": 22201, \"vice'\": 22202, 'anachronism': 22203, 'traded': 22204, 'inaccuracies': 22205, 'chops': 22206, 'rescinding': 22207, 'keqiang': 22208, 'demoralized': 22209, 'empowerment': 22210, 'overalls': 22211, 'macaulay': 22212, 'culkin': 22213, 'condo': 22214, 'bylaw': 22215, 'deb': 22216, 'fallacy': 22217, 'coerced': 22218, 'officiants': 22219, 'chaplaincy': 22220, \"boom'\": 22221, 'avalanche': 22222, \"'honoring'\": 22223, 'saliva': 22224, 'skillingsbolle': 22225, 'referee': 22226, 'hochuli': 22227, \"newton's\": 22228, 'vulgaria': 22229, 'firstborn': 22230, 'elmo': 22231, 'puppeteer': 22232, \"'skip\": 22233, \"ad'\": 22234, \"counts'\": 22235, 'sportswriter': 22236, 'weakened': 22237, 'spares': 22238, 'demography': 22239, 'demographer': 22240, \"tormund's\": 22241, 'brienne': 22242, \"'must\": 22243, \"tv'\": 22244, 'enforced': 22245, 'unload': 22246, \"'peter\": 22247, 'superficial': 22248, \"a'\": 22249, \"'shithole\": 22250, \"countries'\": 22251, 'cheesesteak': 22252, 'miracles': 22253, \"adler's\": 22254, 'bb': 22255, \"italy's\": 22256, 'etna': 22257, 'iud': 22258, \"'cautiously\": 22259, \"optimistic'\": 22260, \"'weed\": 22261, \"musical'\": 22262, 'queerness': 22263, 'plight': 22264, 'saget': 22265, \"'tarnished'\": 22266, 'taxpayer': 22267, \"arias'\": 22268, 'geddes': 22269, \"'trying\": 22270, 'savory': 22271, 'loaf': 22272, \"studio's\": 22273, 'aoki': 22274, 'burglary': 22275, \"'vogue'\": 22276, \"adams'\": 22277, \"nominee's\": 22278, 'rubber': 22279, 'hinky': 22280, 'skylight': 22281, 'yellows': 22282, 'heimlich': 22283, 'maneuver': 22284, 'royalties': 22285, \"midwife's\": 22286, \"promise'\": 22287, 'gooey': 22288, 'mace': 22289, 'sketched': 22290, \"'dick\": 22291, \"poop'\": 22292, 'hotcake': 22293, 'brisk': 22294, \"it\\x99'\": 22295, 'trademarked': 22296, \"everything's\": 22297, 'corbyn': 22298, \"interest'\": 22299, 'fryer': 22300, 'spawns': 22301, 'devastate': 22302, 'airspace': 22303, \"stouffer's\": 22304, 'steaks': 22305, \"richer'\": 22306, \"'des\": 22307, 'moines': 22308, 'des': 22309, \"perate'\": 22310, 'segregated': 22311, \"steel'\": 22312, 'foils': 22313, 'proactive': 22314, 'unregistered': 22315, 'notifies': 22316, \"'bullet\": 22317, \"box'\": 22318, 'prettiest': 22319, \"oscars'\": 22320, 'onlookers': 22321, \"'overwhelmed'\": 22322, 'looting': 22323, 'wolfs': 22324, 'inconsiderate': 22325, 'ewok': 22326, 'greenhouse': 22327, 'gases': 22328, 'fart': 22329, 'lids': 22330, 'twelfth': 22331, \"gone'\": 22332, 'rotate': 22333, 'mending': 22334, 'ewww': 22335, 'bugnado': 22336, 'westernization': 22337, 'hookup': 22338, 'linkedin': 22339, 'fixer': 22340, 'spank': 22341, 'drift': 22342, 'exasperated': 22343, 'traveled': 22344, 'flunks': 22345, \"'i'd\": 22346, \"sandwich'\": 22347, 'developer': 22348, 'scholly': 22349, 'cto': 22350, 'pirollo': 22351, \"'nonexistent'\": 22352, 'birtherism': 22353, 'lobbies': 22354, 'rookies': 22355, 'repairs': 22356, 'carolyn': 22357, 'maloney': 22358, 'recorder': 22359, 'demon': 22360, 'mercurial': 22361, 'vigils': 22362, 'distressed': 22363, 'cameltoe': 22364, 'hurl': 22365, 'researcher': 22366, \"'psychics\": 22367, 'astrology': 22368, 'billcosby': 22369, \"melo's\": 22370, 'triangle': 22371, 'relapse': 22372, 'ewan': 22373, \"grave'\": 22374, 'submit': 22375, 'hiker': 22376, 'linings': 22377, 'mediator': 22378, 'fetid': 22379, 'tanned': 22380, 'exquisitely': 22381, 'coiffed': 22382, 'transformations': 22383, 'bratz': 22384, 'duration': 22385, 'occidental': 22386, 'undertaker': 22387, \"'isis\": 22388, \"truther'\": 22389, \"lawyer's\": 22390, 'reedus': 22391, 'botanist': 22392, 'fattening': 22393, 'preventable': 22394, 'achieving': 22395, 'cooperation': 22396, 'policymaking': 22397, 'overseer': 22398, 'bluffs': 22399, 'transitional': 22400, 'mesquite': 22401, 'visine': 22402, \"'dumpster\": 22403, \"fire'\": 22404, \"pain'\": 22405, 'nyad': 22406, 'anal': 22407, '835': 22408, 'arthritis': 22409, 'fashionably': 22410, 'potemkin': 22411, 'villages': 22412, 'archbishops': 22413, 'droves': 22414, \"'theory\": 22415, \"math'\": 22416, \"'wet\": 22417, 'ca': 22418, \"'arms\": 22419, 'brass': 22420, 'urn': 22421, 'galore': 22422, 'sniff': 22423, 'cluster': 22424, 'frames': 22425, 'counties': 22426, 'corrupt': 22427, 'remorse': 22428, 'raddatz': 22429, 'mvp': 22430, 'administrators': 22431, 'generational': 22432, 'whimpers': 22433, \"'grave\": 22434, \"concerns'\": 22435, 'fisa': 22436, 'unhealthily': 22437, 'repressing': 22438, 'craps': 22439, 'trig': 22440, 'functions': 22441, 'captor': 22442, 'sundown': 22443, 'mildly': 22444, 'treatable—yet': 22445, 'faggot': 22446, \"battlefront'\": 22447, 'slicker': 22448, 'greased': 22449, '3po': 22450, 'peripheral': 22451, 'decency': 22452, 'dermer': 22453, 'protocols': 22454, 'leotards': 22455, 'cretinous': 22456, 'reprobate': 22457, 'reclusive': 22458, 'bankrolling': 22459, 'favre': 22460, 'obliges': 22461, 'snoozing': 22462, 'nratv': 22463, \"'deranged\": 22464, 'doubtful': 22465, \"'solo\": 22466, 'wrist': 22467, 'typos': 22468, \"moms'\": 22469, \"'sweet\": 22470, \"'mulan'\": 22471, 'dunst': 22472, \"islam's\": 22473, '125': 22474, 'nobannowall': 22475, 'horsepower': 22476, 'evaluations': 22477, \"meyers'\": 22478, 'overemphasize': 22479, 'albanians': 22480, \"another's\": 22481, \"'impossible'\": 22482, 'eastwood': 22483, 'rotten': 22484, 'suppers': 22485, 'aiming': 22486, 'naderite': 22487, 'prophet': 22488, \"jordan's\": 22489, 'mists': 22490, \"lebowski'\": 22491, 'consolidate': 22492, \"'shouldn't\": 22493, \"courage'\": 22494, \"baha'i\": 22495, 'articulate': 22496, 'sponsors': 22497, 'brotherly': 22498, 'stuffing': 22499, 'triangular': 22500, 'calms': 22501, 'nerves': 22502, 'combats': 22503, 'msnbc': 22504, \"'ren\": 22505, \"stimpy'\": 22506, 'centauri': 22507, 'ag': 22508, 'pekingese': 22509, \"'volunteer'\": 22510, \"'like'\": 22511, 'brink': 22512, 'hypochondriac': 22513, 'misspelled': 22514, 'feisty': 22515, 'payne': 22516, 'schnook': 22517, 'repeals': 22518, 'stepped': 22519, 'chorus': 22520, 'telecast': 22521, 'legoland': 22522, 'aussie': 22523, 'pictorial': 22524, 'paralympian': 22525, \"'proud\": 22526, \"disabled'\": 22527, 'disingenuous': 22528, 'receipts': 22529, \"gillespie's\": 22530, 'ritalin': 22531, 'gummis': 22532, 'enslaving': 22533, 'shondaland': 22534, \"'homoji'\": 22535, 'shorthand': 22536, 'tooba': 22537, 'marwat': 22538, 'signarama': 22539, 'velociraptor': 22540, \"'jurassic\": 22541, 'jumpsuit': 22542, 'onslaught': 22543, 'unscientific': 22544, 'unethical': 22545, \"'dorian\": 22546, \"gray'\": 22547, 'starks': 22548, 'slobbery': 22549, 'manpower': 22550, 'specificity': 22551, 'fatty': 22552, 'prosecuting': 22553, 'defenders': 22554, 'melanesian': 22555, 'thundered': 22556, 'roadside': 22557, 'rotary': 22558, \"school'\": 22559, 'bulleted': 22560, 'hearken': 22561, 'sherwin': 22562, 'triumphantly': 22563, \"images'\": 22564, 'coyne': 22565, \"'drugs\": 22566, 'entourage': 22567, 'partisanship': 22568, 'straightened': 22569, 'grinch': 22570, \"'hanukkah'\": 22571, \"'p\": 22572, \"ssy'\": 22573, \"'diary\": 22574, \"frank'\": 22575, 'intimately': 22576, 'sandler': 22577, 'nuanced': 22578, \"'has\": 22579, 'cheetah': 22580, 'passions': 22581, 'asparagus': 22582, 'nudge': 22583, 'psyche': 22584, 'panasonic': 22585, 'portable': 22586, 'bidder': 22587, 'kitty': 22588, 'sens': 22589, \"wound'\": 22590, 'tracing': 22591, \"'iamthegoldenstatekiller\": 22592, 'frocked': 22593, 'shine': 22594, 'gregory': 22595, 'lawler': 22596, \"erdogan's\": 22597, 'governance': 22598, 'downstairs': 22599, \"'jumpin'\": 22600, \"flash'\": 22601, 'bart': 22602, \"'98\": 22603, '–cuba': 22604, '53': 22605, 'inventing': 22606, 'techniques': 22607, 'pallbearers': 22608, \"nielsen's\": 22609, 'coffin': 22610, 'syringe': 22611, \"antebellum's\": 22612, 'nelly': 22613, 'reiterates': 22614, 'meldonium': 22615, 'microsft': 22616, 'bids': 22617, 'lightweight': 22618, 'linen': 22619, 'shag': 22620, 'ceremonially': 22621, 'lit': 22622, 'bloomsday': 22623, 'lording': 22624, 'submits': 22625, 'lucid': 22626, 'horizons': 22627, 'coins': 22628, 'pompeii': 22629, 'excavation': 22630, \"zimmerman's\": 22631, 'trayvon': 22632, 'interfaith': 22633, \"'cronyist\": 22634, \"cartel'\": 22635, 'skyline': 22636, 'catsuits': 22637, 'westbrook': 22638, 'beater': 22639, 'rebuffs': 22640, 'détente': 22641, 'reschedules': 22642, \"lover's\": 22643, 'topped': 22644, 'pizzas': 22645, \"'business\": 22646, 'unquenchable': 22647, 'thirst': 22648, 'paine': 22649, 'neocons': 22650, \"hallburton's\": 22651, 'malawi': 22652, \"'willie\": 22653, 'horton': 22654, \"style'\": 22655, 'pardoning': 22656, 'elmore': 22657, 'succinctly': 22658, 'expired': 22659, 'gloomy': 22660, 'edtech': 22661, 'wozniak': 22662, 'interviewing': 22663, 'jurors': 22664, 'relates': 22665, \"davis's\": 22666, 'islanders': 22667, 'rendition': 22668, \"'hello'\": 22669, 'busier': 22670, \"'clown\": 22671, \"blackface'\": 22672, 'disproven': 22673, 'franz': 22674, 'ferdinand': 22675, 'gavrilo': 22676, 'princip': 22677, 'ganging': 22678, 'gardner': 22679, \"'letterman'\": 22680, 'overthink': 22681, 'magnetic': 22682, 'gadget': 22683, 'engulfing': 22684, 'ankara': 22685, \"doctor's\": 22686, 'poolside': 22687, \"lady's\": 22688, 'employ': 22689, 'lube': 22690, \"kozol's\": 22691, \"heyer's\": 22692, 'whammys': 22693, 'rifle': 22694, 'clarissa': 22695, \"'clarissa\": 22696, \"all'\": 22697, 'trillions': 22698, 'derivatives': 22699, \"thones'\": 22700, 'greetings': 22701, 'baucus': 22702, 'supervillain': 22703, 'loophole': 22704, 'archaeologist': 22705, \"important'\": 22706, 'secretarian': 22707, 'receptionists': 22708, 'pansexual': 22709, 'sis': 22710, '102': 22711, 'vibrating': 22712, 'pager': 22713, 'intestinal': 22714, 'bruising': 22715, 'truths': 22716, 'dose': 22717, \"'trumpzilla'\": 22718, \"snowflake'\": 22719, \"to'\": 22720, 'forgiven': 22721, 'advertise': 22722, 'welterweight': 22723, 'sustaining': 22724, 'bloodbath': 22725, 'semifinals': 22726, \"'thor's\": 22727, 'hues': 22728, 'acadia': 22729, 'dangles': 22730, \"'espn\": 22731, 'transmuting': 22732, 'blessing': 22733, 'usc': 22734, 'verdugo': 22735, 'destined': 22736, 'idyllic': 22737, 'fugoo': 22738, 'gellar': 22739, \"'buffy'\": 22740, 'lettuce': 22741, 'urgings': 22742, 'callings': 22743, 'relocate': 22744, 'roadblock': 22745, 'strips': 22746, 'outweighs': 22747, 'tapping': 22748, 'certainty': 22749, \"salesman's\": 22750, 'hdtv': 22751, 'compatibility': 22752, '16th': 22753, 'partum': 22754, \"'bridge\": 22755, \"ahead'\": 22756, 'hinting': 22757, 'singlehandedly': 22758, 'mounted': 22759, 'horns': 22760, 'fineo': 22761, \"hutsell'\": 22762, 'valerie': 22763, 'deadlier': 22764, 'cruella': 22765, \"'small\": 22766, \"minded'\": 22767, 'bigots': 22768, \"'damn'\": 22769, 'depiction': 22770, \"'horrible'\": 22771, 'reincarnation': 22772, 'dislocates': 22773, 'blizzards': 22774, 'revel': 22775, \"'fruitvale\": 22776, \"'wacky\": 22777, \"wipers'\": 22778, 'coyote': 22779, 'soloway': 22780, 'translator': 22781, 'spectral': 22782, 'zoning': 22783, 'groot': 22784, 'gunning': 22785, 'befriend': 22786, \"one's\": 22787, 'emphasizes': 22788, 'sleeve': 22789, 'balvin': 22790, 'nicky': 22791, 'reggaetón': 22792, 'doorknob': 22793, 'falluja': 22794, 'smugglers': 22795, 'subtember': 22796, \"madonna's\": 22797, 'khalifa': 22798, 'fetty': 22799, 'wap': 22800, 'omi': 22801, \"skywalker'\": 22802, \"'perfect'\": 22803, \"'moby\": 22804, \"present's\": 22805, \"'body\": 22806, \"slam'\": 22807, 'gianforte': 22808, 'scorching': 22809, 'homeopathic': 22810, \"'feeling\": 22811, \"thermometer'\": 22812, 'usb': 22813, 'ports': 22814, 'irvin': 22815, 'yalom': 22816, \"counselor's\": 22817, \"'night\": 22818, \"judys'\": 22819, 'wharton—wharton': 22820, 'birthers': 22821, 'muster': 22822, '140': 22823, 'herointown': 22824, \"jersey's\": 22825, 'pepperidge': 22826, 'milanos': 22827, 'vitale': 22828, 'bracketological': 22829, 'examination': 22830, 'anteater': 22831, 'dimon': 22832, 'relentless': 22833, 'tylenol': 22834, 'wondrous': 22835, '67': 22836, 'carnage': 22837, \"belgrade's\": 22838, 'serbia': 22839, 'overprescribe': 22840, 'narcotics': 22841, 'mathison': 22842, 'collaborations': 22843, \"'engaged'\": 22844, 'pits': 22845, 'diary': 22846, 'paws': 22847, 'stormed': 22848, 'suppression': 22849, 'warrants': 22850, 'respected': 22851, 'rolie': 22852, 'neal': 22853, 'schon': 22854, 'g20': 22855, 'encryption': 22856, \"rouseff's\": 22857, 'webcam': 22858, 'implanted': 22859, 'isla': 22860, \"'unqualified\": 22861, \"'grabbies'\": 22862, 'jumpshot': 22863, 'allstate': 22864, 'pandas': 22865, 'secrecy': 22866, \"event'\": 22867, 'ponzi': 22868, 'surveying': 22869, 'unchecked': 22870, 'industrialization': 22871, \"cheetah's\": 22872, 'barb': 22873, \"lubitz's\": 22874, 'stigmatize': 22875, 'reprehensible': 22876, 'deception': 22877, \"duterte's\": 22878, 'stoplights': 22879, 'steady': 22880, 'gumption': 22881, 'rewarded': 22882, 'mindset': 22883, \"'lazy'\": 22884, 'bankrupts': 22885, 'mccrazy': 22886, 'gerbils': 22887, 'hygienist': 22888, 'tricking': 22889, 'millionsmarchsf': 22890, 'wreak': 22891, 'resided': 22892, \"solomon's\": 22893, 'buttigieg': 22894, 'introverts': 22895, 'extroverts': 22896, \"strikes'\": 22897, 'bondage': 22898, '1969': 22899, \"trucker's\": 22900, 'rossini': 22901, 'caramoor': 22902, 'casualty': 22903, 'assimilate': 22904, \"'sushi'\": 22905, 'smut': 22906, 'filthiest': 22907, 'sunblock': 22908, 'botox': 22909, 'granger': 22910, \"hader's\": 22911, \"hitler's\": 22912, 'coppola': 22913, \"godfather'\": 22914, 'instincts': 22915, 'activate': 22916, 'acute': 22917, 'page–driven': 22918, 'huffy': 22919, \"'serious\": 22920, \"errors'\": 22921, 'chile': 22922, \"teachers'\": 22923, 'orville': 22924, 'redenbacher': 22925, 'fastball': 22926, \"'superbly\": 22927, \"'kick\": 22928, \"shelves'\": 22929, 'dousing': 22930, 'tosh': 22931, 'chuckles': 22932, 'kale': 22933, \"hoffman's\": 22934, 'mollifying': 22935, 'adieu': 22936, 'vaccinate': 22937, 'theroux': 22938, \"browder's\": 22939, \"lives'\": 22940, \"robots'\": 22941, 'studded': 22942, 'fomo': 22943, \"'hatchet\": 22944, 'spits': 22945, 'interrogator': 22946, \"'song\": 22947, \"2017'\": 22948, 'bicyclists': 22949, 'helmets': 22950, \"carter's\": 22951, \"peanuts'\": 22952, \"'blind\": 22953, \"spot'\": 22954, 'suicidal': 22955, 'geese': 22956, 'jetliner': 22957, 'haitians': 22958, 'shrug': 22959, 'ragnarök': 22960, 'port': 22961, 'tae': 22962, 'kwon': 22963, 'mismatched': 22964, 'lynda': 22965, \"heffernan's\": 22966, 'channeled': 22967, \"kim's\": 22968, 'neuroscience': 22969, 'falsify': 22970, 'weave': 22971, 'shaved': 22972, 'drudge': 22973, 'weinsteins': 22974, 'jeeves': 22975, 'warts': 22976, 'lens': 22977, \"showerin'\": 22978, 'bridal': 22979, 'buzzfeed': 22980, 'mccartney': 22981, \"'threatened'\": 22982, \"'princess\": 22983, '194': 22984, 'bells': 22985, 'haegue': 22986, \"yang's\": 22987, 'leeum': 22988, 'seoul': 22989, 'unraveled': 22990, \"pedophilia'\": 22991, 'photoshops': 22992, 'sneakier': 22993, 'wamu': 22994, 'chaplev': 22995, 'calorie': 22996, 'mixers': 22997, 'heaviest': 22998, 'contradicts': 22999, 'deadlocked': 23000, \"'someone's\": 23001, \"twice'\": 23002, 'knockoff': 23003, 'batman': 23004, \"'batarang'\": 23005, 'marie': 23006, \"lively's\": 23007, 'torrenting': 23008, \"'picket\": 23009, \"fences'\": 23010, 'counterterrorism': 23011, \"'coward'\": 23012, \"'pardon\": 23013, 'leo': 23014, 'gugu': 23015, 'perverts': 23016, 'thankfully': 23017, 'kiyoko': 23018, 'lamontagne': 23019, 'vinyl': 23020, \"'whiteness'\": 23021, 'islamophobe': 23022, 'indiscriminately': 23023, 'toenail': 23024, 'chibok': 23025, 'evergreen': 23026, 'thrive': 23027, \"garland's\": 23028, 'aloft': 23029, \"wrong'\": 23030, 'chronically': 23031, 'redwood': 23032, \"'ncis'\": 23033, 'sideshow': 23034, \"'probably\": 23035, 'eyelashes': 23036, 'mites': 23037, 'conspiring': 23038, 'clingy': 23039, 'fuse': 23040, 'freelancers': 23041, 'ample': 23042, \"dream'\": 23043, \"'legitimate\": 23044, \"'illegal\": 23045, \"'london\": 23046, 'workbench': 23047, 'hangnail': 23048, 'unravels': 23049, 'innate': 23050, \"happened'\": 23051, 'fetuses': 23052, 'pullups': 23053, 'evancho': 23054, 'hampton': 23055, 'concierge': 23056, \"'excellent'\": 23057, 'cheeseburgers': 23058, 'listerine': 23059, 'toothpaste': 23060, 'prolong': 23061, 'portugal': 23062, 'worldly': 23063, 'vices': 23064, 'marsh': 23065, 'glance': 23066, 'stupidest': 23067, 'distribute': 23068, 'classiest': 23069, 'mres': 23070, 'alig': 23071, 'risky': 23072, 'unlabeled': 23073, \"stadium's\": 23074, 'upends': 23075, 'microfiber': 23076, 'shrugging': 23077, 'uproariously': 23078, \"kimmel's\": 23079, 'downpour': 23080, 'ails': 23081, 'xx': 23082, 'architectural': 23083, 'thinnest': 23084, 'phrasebook': 23085, \"sure'\": 23086, 'strengthened': 23087, 'majors': 23088, 'bayer': 23089, 'classically': 23090, 'knobby': 23091, 'fours': 23092, 'wkzn': 23093, 'randall': 23094, 'secedes': 23095, 'randalia': 23096, \"orgasm'\": 23097, 'bestival': 23098, 'techno': 23099, 'creeping': 23100, \"'aweism'\": 23101, \"humanist's\": 23102, 'transcendence': 23103, \"'ping'\": 23104, 'prospect': 23105, 'tomb': 23106, 'lieutenant': 23107, 'insistent': 23108, 'mund': 23109, 'crowned': 23110, \"it'd\": 23111, 'objected': 23112, 'guessing': 23113, 'passersby': 23114, \"broncos'\": 23115, 'marshall': 23116, 'eisenhower': 23117, \"reagan's\": 23118, 'inverted': 23119, 'preserved': 23120, 'scarily': 23121, 'similar': 23122, 'eaves': 23123, 'sza': 23124, 'tampa': 23125, 'rogers': 23126, 'signage': 23127, 'spokesbeast': 23128, 'anyways': 23129, \"dinosaur'\": 23130, 'chapo': 23131, 'congolese': 23132, 'inuit': 23133, 'updating': 23134, \"cuba's\": 23135, \"'produce\": 23136, \"wash'\": 23137, 'kokopellied': 23138, 'gummed': 23139, 'reinvested': 23140, 'blackjack': 23141, \"wheelchair'\": 23142, \"'bags\": 23143, \"ice'–themed\": 23144, 'smirks': 23145, 'celinda': 23146, 'ballerina': 23147, 'veterinarian': 23148, 'horseback': 23149, 'venue': 23150, \"lunch'\": 23151, \"bloom's\": 23152, 'incidences': 23153, 'soaking': 23154, \"'could've\": 23155, 'grumbles': 23156, \"kardashians'\": 23157, 'kubrick': 23158, \"'sniper'\": 23159, 'unhrc': 23160, 'dyllan': 23161, 'comprehension': 23162, 'intensive': 23163, 'expelling': 23164, \"'nyt'\": 23165, 'risen': 23166, 'cowpoke': 23167, 'lassoes': 23168, 'perched': 23169, 'cajun': 23170, 'trucker': 23171, 'cb': 23172, 'curled': 23173, 'charmin': 23174, 'disposable': 23175, 'façade': 23176, 'xxxx': 23177, 'cues': 23178, 'unused': 23179, 'dicks': 23180, 'whitfield': 23181, 'milly': 23182, 'engel': 23183, 'irrelevant': 23184, \"'zanjeer'\": 23185, '373': 23186, 'boardwalk': 23187, 'chumps': 23188, 'reboots': 23189, '72nd': 23190, 'reconsidered': 23191, 'wren': 23192, 'reddi': 23193, 'wip': 23194, 'rift': 23195, 'cleanse': 23196, 'conventions': 23197, 'docents': 23198, 'hellscape': 23199, 'knuckles': 23200, 'colorized': 23201, 'tormund': 23202, 'herbs': 23203, 'legislated': 23204, 'pricey': 23205, 'scarves': 23206, 'adoptee': 23207, 'infrequently': 23208, 'snail': 23209, 'hazmat': 23210, \"ghostwriters'\": 23211, \"'mark\": 23212, \"pride'\": 23213, \"turner's\": 23214, 'mugshot': 23215, \"'roots'\": 23216, 'episcopalians': 23217, 'assassins': 23218, \"'facts'\": 23219, 'watterson': 23220, 'shreds': 23221, \"'calvin\": 23222, \"hobbes'\": 23223, 'attendants': 23224, \"'subminimum\": 23225, \"wage'\": 23226, 'canonizes': 23227, 'baker': 23228, 'estrogen': 23229, \"'borne\": 23230, \"oahu's\": 23231, 'shore': 23232, 'masseuse': 23233, 'tantaros': 23234, 'pushy': 23235, 'hermit': 23236, 'monkey': 23237, \"'want\": 23238, 'declaration': 23239, 'radically': 23240, 'beavan': 23241, 'clap': 23242, 'fashions': 23243, \"ol'\": 23244, \"'overly\": 23245, \"religious'\": 23246, 'garroting': 23247, 'sailboat': 23248, 'professes': 23249, \"sexy'\": 23250, 'domenici': 23251, 'snowman': 23252, 'rib': 23253, 'kearney': 23254, 'packages': 23255, 'detonated': 23256, \"'chappelle's\": 23257, 'enquirer': 23258, 'interchangeable': 23259, 'starlets': 23260, 'kermit': 23261, \"shaggy's\": 23262, '2000s': 23263, 'coddled': 23264, 'potted': 23265, 'magdalene': 23266, 'redefines': 23267, \"'gift'\": 23268, 'windowless': 23269, 'salaam': 23270, 'collateral': 23271, 'ethan': 23272, 'hawke': 23273, 'sire': 23274, 'homo': 23275, 'celbritans': 23276, 'timbaland': 23277, 'dekkers': 23278, 'overfunded': 23279, 'woodcrafts': 23280, \"caucus'\": 23281, 'catcalls': 23282, 'witching': 23283, 'restaurateur': 23284, 'chang': 23285, \"'sea\": 23286, 'harpooning': 23287, 'rigged': 23288, \"masses'\": 23289, 'veil': 23290, 'salaries': 23291, \"thirty'\": 23292, 'homeowners': 23293, 'proverb': 23294, 'medically': 23295, 'payroll': 23296, 'usps': 23297, 'bejewel': 23298, 'twinkle': 23299, 'tush': 23300, \"others'\": 23301, 'hezbollah': 23302, 'antisocial': 23303, 'insecurity': 23304, '1939': 23305, 'mascara': 23306, 'capitalize': 23307, \"'milestone'\": 23308, 'branding': 23309, 'markell': 23310, '1928': 23311, 'stallone': 23312, 'kukors': 23313, 'seduction': 23314, 'visualize': 23315, 'heartbeat': 23316, \"yes'\": 23317, \"shop's\": 23318, 'awfully': 23319, \"mckinnon's\": 23320, 'disinterest': 23321, \"'follow\": 23322, 'lupe': 23323, 'romantically': 23324, 'garrison': 23325, 'keillor': 23326, \"'fires'\": 23327, \"roscoe's\": 23328, \"n'\": 23329, '6m': 23330, \"jacob's\": 23331, 'ulbricht': 23332, 'rechargeable': 23333, 'raspberry': 23334, \"'sittin'\": 23335, 'auditorium': 23336, 'curbing': 23337, 'nihilistic': 23338, \"'dawn\": 23339, \"apes'\": 23340, 'jinping': 23341, 'depressive': 23342, \"'threat'\": 23343, \"'munsters'\": 23344, 'considerations': 23345, 'bluefish': 23346, 'saor': 23347, 'venetian': 23348, 'riley': 23349, 'dapl': 23350, \"marvel's\": 23351, 'flavorful': 23352, 'tresspasser': 23353, \"'city\": 23354, \"slickers'\": 23355, 'commodities': 23356, 'trader': 23357, \"'snl's'\": 23358, 'barr': 23359, 'inserted': 23360, 'gobi': 23361, 'jerky': 23362, 'coronation': 23363, \"'suppressed\": 23364, \"mo'nique\": 23365, 'flourishing': 23366, 'correspondence': 23367, 'daemon': 23368, 'legos': 23369, 'tamer': 23370, 'flocking': 23371, 'electrifies': 23372, 'bicep': 23373, 'regimen': 23374, 'hq': 23375, \"meat'\": 23376, 'hy': 23377, 'genic': 23378, 'apportionment': 23379, \"got'\": 23380, 'zoroastrianism': 23381, 'homepod': 23382, 'whiffing': 23383, 'lunging': 23384, 'toad': 23385, 'dissent': 23386, 'weighty': 23387, 'pronged': 23388, 'dukes': 23389, 'hazzard': 23390, 'portray': 23391, 'molly': 23392, 'hatchet': 23393, \"darger's\": 23394, 'smelt': 23395, 'baptism': 23396, 'entendre': 23397, 'materialism': 23398, 'ghraib': 23399, 'punctuation': 23400, \"snapchat's\": 23401, 'snapcash': 23402, 'mcchicken': 23403, 'retool': 23404, 'malaysian': 23405, 'shipments': 23406, 'lipinski': 23407, \"weir's\": 23408, 'kudlow': 23409, \"'leaning'\": 23410, 'commentating': 23411, 'skating': 23412, 'meadow': 23413, 'extinguisher': 23414, 'deriving': 23415, \"'child's\": 23416, \"play'\": 23417, \"viewer's\": 23418, 'schiavo': 23419, 'embarrassment': 23420, 'asp': 23421, 'smartness': 23422, \"'nuns\": 23423, \"bus'\": 23424, 'emojisinthewild': 23425, 'piketty': 23426, 'francais': 23427, 'bumbler': 23428, 'tripped': 23429, 'eruption': 23430, 'floppy': 23431, 'disks': 23432, 'comprehends': 23433, \"'golf\": 23434, \"lying'\": 23435, 'scrubbing': 23436, 'waged': 23437, 'prelude': 23438, 'preciousness': 23439, 'watercolor': 23440, \"'peaked\": 23441, 'bocce': 23442, 'balled': 23443, \"'force'\": 23444, \"hodor's\": 23445, 'sympathize': 23446, 'pettiness': 23447, 'nielsens': 23448, \"producers'\": 23449, 'schoolgirl': 23450, 'roster': 23451, 'drooling': 23452, \"cruz's\": 23453, 'heirs': 23454, 'disapproves': 23455, 'gavels': 23456, 'dominion': 23457, \"'freshman\": 23458, 'smithereen': 23459, '112th': 23460, 'ghostwriter': 23461, \"reiser's\": 23462, 'busker': 23463, 'gudmunsen': 23464, 'scotsman': 23465, 'tiniest': 23466, 'chamillionaire': 23467, \"player's\": 23468, 'chagas': 23469, 'scroll': 23470, 'faking': 23471, 'esposito': 23472, 'yuletide': 23473, 'creflo': 23474, \"dollar's\": 23475, 'messaging': 23476, 'preached': 23477, 'rear': 23478, 'cosme': 23479, 'masterwork': 23480, \"leaf'\": 23481, \"panic'\": 23482, \"'frozen\": 23483, \"solid'\": 23484, 'stepdad': 23485, 'goatee': 23486, 'underwood': 23487, 'stitches': 23488, \"'broken\": 23489, \"'absolutely'\": 23490, 'grotesquely': 23491, \"'hashtag'\": 23492, 'saltless': 23493, 'defunct': 23494, 'insomniacs': 23495, 'competitions': 23496, 'receivable': 23497, 'grimmie': 23498, \"exxon's\": 23499, 'revisit': 23500, \"pfizer's\": 23501, 'schwartz': 23502, 'hunchback': 23503, 'royce': 23504, 'ornament': 23505, 'gre': 23506, 'coms': 23507, 'brainwashed': 23508, 'devastated': 23509, 'tenacity': 23510, 'caterer': 23511, \"sons'\": 23512, 'lynx': 23513, \"mccarthy's\": 23514, 'startled': 23515, \"'beware\": 23516, \"hubris'\": 23517, 'scrawled': 23518, \"clancy's\": 23519, 'technicolor': 23520, 'motels': 23521, 'paleontologists': 23522, 'absurd': 23523, 'incurable': 23524, 'deconstructing': 23525, \"damore's\": 23526, 'gunned': 23527, \"media's\": 23528, 'possessive': 23529, 'firemen': 23530, \"'69\": 23531, 'charger': 23532, 'commish': 23533, 'copps': 23534, \"seen'\": 23535, 'centric': 23536, '1987': 23537, 'manvendra': 23538, 'singh': 23539, 'gohil': 23540, 'situations': 23541, 'pta': 23542, \"rbg's\": 23543, 'roost': 23544, 'opener': 23545, 'flawlessly': 23546, 'hustled': 23547, 'ceremonies': 23548, 'glossip': 23549, 'aunties': 23550, 'merritt': 23551, 'skateboarder': 23552, 'downhill': 23553, \"'shut\": 23554, \"dance'\": 23555, \"'lion\": 23556, \"king'\": 23557, 'lint': 23558, 'cardigan': 23559, 'prized': 23560, 'bleached': 23561, 'cc': 23562, 'sabathia': 23563, 'cautiously': 23564, 'arrieta': 23565, 'hitter': 23566, 'cryosleep': 23567, 'bark': 23568, \"baker's\": 23569, 'martens': 23570, \"lord's\": 23571, 'inflamed': 23572, 'pulsing': 23573, \"'chapter\": 23574, 'designates': 23575, \"offended'\": 23576, \"rica's\": 23577, 'feat': 23578, 'submarine': 23579, 'shipyard': 23580, 'variants': 23581, 'multiply': 23582, 'breakneck': 23583, 'dumbed': 23584, 'millard': 23585, 'fillmore': 23586, 'trebek': 23587, 'deftly': 23588, 'prolongs': 23589, 'agonizing': 23590, 'jets': 23591, \"'unsafe'\": 23592, 'southeast': 23593, 'ostensibly': 23594, 'heterosexual': 23595, 'spared': 23596, 'monitoring': 23597, \"five'\": 23598, \"translator'\": 23599, 'fx': 23600, 'indira': 23601, 'scoop': 23602, \"fall's\": 23603, \"'exodus\": 23604, \"kings'\": 23605, 'confession': 23606, 'uncooperative': 23607, 'heartburn': 23608, 'ralph': 23609, 'soviet': 23610, 'shelfie': 23611, 'porno': 23612, 'android': 23613, 'forearm': 23614, 'circuitry': 23615, 'contributing': 23616, 'skier': 23617, 'forbidding': 23618, \"ramsay's\": 23619, 'winneshiek': 23620, 'conveniently': 23621, \"'heartwarming'\": 23622, 'lyudska': 23623, 'podoba': 23624, 'sexualities': 23625, 'delevingne': 23626, 'paparazzo': 23627, \"manufacturer's\": 23628, 'dccc': 23629, \"democrat's\": 23630, \"'transgender\": 23631, \"'fetus\": 23632, \"'science\": 23633, \"based'\": 23634, \"'russiagate'\": 23635, 'shocks': 23636, 'tbs': 23637, 'nielsen': 23638, 'hallmarks': 23639, \"decision'\": 23640, 'staggers': 23641, 'talkative': 23642, 'operators': 23643, 'mcpherson': 23644, \"'bossy'\": 23645, 'tania': 23646, 'bruguera': 23647, \"rights'\": 23648, 'petrified': 23649, 'births': 23650, 'unwatched': 23651, 'unblinking': 23652, 'pattinson': 23653, 'fka': 23654, 'twigs': 23655, 'marmont': 23656, \"'thanks\": 23657, \"asshole'\": 23658, 'compound': 23659, 'kellen': 23660, 'faceoff': 23661, \"'fire\": 23662, \"rainbow'\": 23663, 'supplants': 23664, 'ymca': 23665, \"l'oréal\": 23666, 'uncaged': 23667, 'wraps': 23668, 'banado': 23669, 'norte': 23670, 'slum': 23671, 'dismal': 23672, 'scumbag': 23673, \"scumbag'\": 23674, \"pugs'\": 23675, \"'14\": 23676, 'oops': 23677, 'dowd': 23678, 'soliders': 23679, \"leno's\": 23680, 'voicemail': 23681, 'marilinda': 23682, 'propose': 23683, 'scaramucci': 23684, \"pooh's\": 23685, 'booths': 23686, \"'oops\": 23687, \"berries'\": 23688, \"'miraculous\": 23689, \"'lardface'\": 23690, 'misbuttoned': 23691, 'condense': 23692, 'kathleen': 23693, 'hartnett': 23694, 'colton': 23695, \"'hannah\": 23696, \"movie'\": 23697, \"'caught'\": 23698, 'gradually': 23699, \"parrot's\": 23700, 'disavowing': 23701, 'amandla': 23702, 'stenberg': 23703, \"'dazed'\": 23704, \"'deceptive'\": 23705, 'icelandic': 23706, 'tester': 23707, 'complying': 23708, 'muppets': 23709, \"a's\": 23710, \"'express\": 23711, \"'skype'\": 23712, \"'coat'\": 23713, 'pigeons': 23714, 'shaq': 23715, \"'human\": 23716, \"fly'\": 23717, 'ejected': 23718, 'constitutions': 23719, 'extenders': 23720, \"'capital'\": 23721, \"'spines'\": 23722, 'confirmations': 23723, 'doubter': 23724, \"branson's\": 23725, 'grimly': 23726, 'ironic': 23727, 'reissue': 23728, \"'rumours'\": 23729, 'scripps': 23730, 'sanitizer': 23731, 'dumbasses': 23732, \"'sneak\": 23733, \"peak'\": 23734, \"joke's\": 23735, 'lifeline': 23736, 'disappearing': 23737, 'cod': 23738, \"c's\": 23739, 'downed': 23740, \"popper's\": 23741, \"penguins'\": 23742, 'leverages': 23743, 'nightgown': 23744, 'masterfully': 23745, \"'acceptable'\": 23746, 'p5': 23747, 'sorted': 23748, 'hogwarts': 23749, 'kurrencykook': 23750, 'slaw': 23751, 'uneaten': 23752, 'chapecoense': 23753, 'piloto': 23754, 'boliviano': 23755, 'incites': 23756, 'allah': 23757, 'portman': 23758, \"'lawsuits'\": 23759, 'bailiff': 23760, \"element'\": 23761, 'turnaround': 23762, 'mitty': 23763, '1927': 23764, \"'as\": 23765, \"cover'\": 23766, \"ivanka's\": 23767, \"hearted'\": 23768, 'armie': 23769, \"housekeeping'\": 23770, 'shutters': 23771, 'slater': 23772, 'transitions': 23773, 'writhing': 23774, 'tentacles': 23775, 'devouring': 23776, \"'agreed'\": 23777, 'asexually': 23778, 'reproduced': 23779, 'sponge': 23780, 'dionne': 23781, 'warwick': 23782, 'kristina': 23783, 'skydiving': 23784, 'forges': 23785, 'dokken': 23786, 'constrictive': 23787, 'severs': 23788, 'mcadams': 23789, 'jacuzzi': 23790, 'clogged': 23791, '142': 23792, 'noticeable': 23793, 'abductions': 23794, \"financially'\": 23795, 'damned': 23796, 'suite': 23797, \"santa's\": 23798, 'maria': 23799, 'cunningly': 23800, 'recommendations': 23801, 'uninterrupted': 23802, 'gatlinburg': 23803, 'sicker': 23804, 'adjourned': 23805, 'outlet': 23806, 'omran': 23807, 'daqneesh': 23808, 'sustained': 23809, 'periodically': 23810, 'emission': 23811, 'gamed': 23812, \"'which\": 23813, 'raphael': 23814, 'dana': 23815, 'loesch': 23816, \"shootings'\": 23817, 'menaced': 23818, 'tinderbox': 23819, 'quarantined': 23820, \"reedus'\": 23821, \"'air'\": 23822, 'reauthorizes': 23823, 'nummier': 23824, \"'independence'\": 23825, 'grit': 23826, 'nj': 23827, \"uday's\": 23828, 'nutsack': 23829, 'shocker': 23830, 'fyre': 23831, 'anonymously': 23832, 'curdled': 23833, 'bolsters': 23834, 'slugger': 23835, \"'emoji\": 23836, 'steaks™': 23837, 'treatments': 23838, 'preserving': 23839, 'phoenician': 23840, 'tyre': 23841, 'presumed': 23842, 'sparkly': 23843, \"'suspicious\": 23844, \"activity'\": 23845, 'codepink': 23846, 'tantric': 23847, 'kam': 23848, 'merely': 23849, 'misspoke': 23850, 'detaining': 23851, \"'vegetation'\": 23852, 'idina': 23853, 'menzel': 23854, 'cafés': 23855, 'sully': 23856, \"harvey's\": 23857, 'rainfall': 23858, \"worse'\": 23859, 'participation': 23860, 'dudley': 23861, 'representing': 23862, 'relieve': 23863, 'dolan': 23864, \"'tom\": 23865, \"farm'\": 23866, \"dojo's\": 23867, 'trophies': 23868, 'cowering': 23869, 'arsenic': 23870, 'plummer': 23871, \"lear'\": 23872, 'terrific': 23873, \"'repulsive'\": 23874, \"horses'\": 23875, 'rhode': 23876, 'facilitates': 23877, 'omission': 23878, \"'boyfriend'\": 23879, 'quota': 23880, 'saddle': 23881, 'reabsorb': 23882, 'chihuly': 23883, 'plagiarizing': 23884, 'overboard': 23885, 'kickline': 23886, 'grapevine': 23887, \"motown's\": 23888, '731st': 23889, 'unpresidential': 23890, 'blackwater': 23891, \"'ichabod\": 23892, \"tnt's\": 23893, \"'headless\": 23894, \"showtime's\": 23895, \"'cloaked\": 23896, \"rider'\": 23897, \"'murdered'\": 23898, \"'consistent'\": 23899, \"ban'\": 23900, \"'pumpkin\": 23901, \"spice'\": 23902, 'oversimplifies': 23903, 'overstock': 23904, 'depleting': 23905, 'resource': 23906, \"'spongebob\": 23907, \"squarepants'\": 23908, 'blacklists': 23909, \"filter's\": 23910, \"'julius\": 23911, \"caesar'\": 23912, \"npr's\": 23913, 'format': 23914, 'spoken': 23915, 'algerian': 23916, 'griffith': 23917, 'outcry': 23918, 'gyro': 23919, 'jemele': 23920, \"nabj's\": 23921, 'announcing': 23922, 'ruckeyser': 23923, 'hitchhikes': 23924, 'reindeer': 23925, 'purses': 23926, 'felonies': 23927, \"'baywatch'\": 23928, 'flops': 23929, \"'pirates'\": 23930, 'potent': 23931, 'psychosis': 23932, 'duplicity': 23933, 'eligible': 23934, 'depress': 23935, 'sketchbook': 23936, 'trailed': 23937, 'skyeditor': 23938, 'recharge': 23939, 'dysphoria': 23940, \"'their\": 23941, 'intent': 23942, \"fear'\": 23943, 'reruns': 23944, \"broadway's\": 23945, 'gerard': 23946, 'alessandrini': 23947, 'install': 23948, 'suvs': 23949, 'mcgorry': 23950, 'alina': 23951, 'zagitova': 23952, 'courageous': 23953, \"swattin'\": 23954, 'realization': 23955, 'geniuses': 23956, \"'formation'\": 23957, 'derail': 23958, 'kung': 23959, 'fu': 23960, 'legions': 23961, \"founders'\": 23962, \"'teen\": 23963, 'maci': 23964, 'bookout': 23965, 'timmy': 23966, 'blanchard': 23967, 'delegate': 23968, 'represented': 23969, \"blacklist'\": 23970, \"'uterus'\": 23971, 'karzai': 23972, 'puig': 23973, \"island's\": 23974, 'diane': 23975, \"keaton's\": 23976, \"loft's\": 23977, 'phillips': 23978, 'hustle': 23979, \"'wolf\": 23980, 'jasmine': 23981, \"'dallas\": 23982, \"'her\": 23983, \"'nebraska\": 23984, \"'before\": 23985, \"'philomena'\": 23986, 'endeavor': 23987, 'culminate': 23988, 'intercept': 23989, '138': 23990, 'retake': 23991, 'nimrud': 23992, 'caterers': 23993, 'sutherland': 23994, 'stairwell': 23995, 'optimal': 23996, \"frederick's\": 23997, 'anchorage': 23998, 'crotchless': 23999, \"army's\": 24000, 'gratuity': 24001, 'punctured': 24002, 'dreamworks': 24003, 'skg': 24004, 'unprepared': 24005, 'pleasures': 24006, 'cilla': 24007, 'linebacker': 24008, \"'libations'\": 24009, 'betrayed': 24010, 'maytag': 24011, 'anthropomorphic': 24012, 'giraffe': 24013, 'airlifts': 24014, \"'sunglasses\": 24015, \"night'\": 24016, 'lynde': 24017, 'impersonation': 24018, 'finest': 24019, 'mcdermott': 24020, \"practice'\": 24021, 'comfortably': 24022, 'toppling': 24023, 'requesting': 24024, 'epidural': 24025, \"false'\": 24026, 'useless': 24027, \"senator'\": 24028, 'inescapable': 24029, 'spiral': 24030, 'negate': 24031, \"hawk'\": 24032, 'overthrow': 24033, \"stalin'\": 24034, 'spilled': 24035, 'dishing': 24036, 'daphne': 24037, 'larson': 24038, \"marvel'\": 24039, 'workouts': 24040, 'aerial': 24041, \"'re\": 24042, \"'blackhawk'\": 24043, 'defects': 24044, 'wee': 24045, 'someplace': 24046, \"class'\": 24047, 'falwell': 24048, 'techview': 24049, 'linus': 24050, 'torvalds': 24051, 'linux': 24052, 'flasher': 24053, 'trench': 24054, 'icons': 24055, \"provence's\": 24056, 'pont': 24057, 'du': 24058, 'gard': 24059, 'cosplay': 24060, 'fete': 24061, 'tollbooth': 24062, 'drying': 24063, 'ruptured': 24064, 'ellison': 24065, \"'tuscan'\": 24066, 'scourge': 24067, 'estranged': 24068, 'deploy': 24069, 'rowland': 24070, 'kup': 24071, 'kritzer': 24072, 'teal': 24073, 'wicks': 24074, 'decomposition': 24075, 'ts': 24076, \"dea's\": 24077, \"'intolerant'\": 24078, 'limp': 24079, 'providence': 24080, 'cianci': 24081, 'recited': 24082, 'kiddos': 24083, \"'dirty\": 24084, \"dancing'\": 24085, \"'america's\": 24086, 'directv': 24087, 'acquisition': 24088, \"'letter\": 24089, \"gosling's\": 24090, 'leaps': 24091, 'impala': 24092, 'terabytes': 24093, \"consumers'\": 24094, \"ko'd\": 24095, \"'got\": 24096, \"'calm\": 24097, \"downs'\": 24098, \"ish'\": 24099, \"'forced\": 24100, \"diversity'\": 24101, 'suggestive': 24102, 'exclusivity': 24103, 'authoritarian': 24104, \"them'\": 24105, 'harward': 24106, 'albarn': 24107, 'denmark': 24108, 'cavs': 24109, 'midlife': 24110, 'majesty': 24111, 'massively': 24112, 'disengaged': 24113, 'workforce': 24114, \"'gobbler\": 24115, 'officemax': 24116, 'corona': 24117, 'staywokeandvote': 24118, 'redid': 24119, \"'full\": 24120, 'dyson': 24121, 'sidney': 24122, 'adler': 24123, 'realistically': 24124, 'horatio': 24125, 'sanz': 24126, 'oscarssowhite': 24127, 'coped': 24128, 'karma': 24129, 'turban': 24130, 'stupendous': 24131, 'buglers': 24132, 'underneath': 24133, 'midsize': 24134, 'urinating': 24135, 'clipping': 24136, \"carolina's\": 24137, 'theological': 24138, 'organized': 24139, \"labor's\": 24140, 'labeled': 24141, 'briar': 24142, 'homogenization': 24143, 'oddball': 24144, 'expends': 24145, 'hugged': 24146, 'rendering': 24147, 'ftc': 24148, 'devry': 24149, 'bloodshed': 24150, 'masterstoke': 24151, \"please'\": 24152, \"'marooned'\": 24153, \"'shrek'\": 24154, 'reannounces': 24155, \"sunshine'\": 24156, \"'strength\": 24157, 'carnegie': 24158, 'infallibility': 24159, 'invoked': 24160, 'uprising': 24161, 'grrrl': 24162, \"'twin\": 24163, \"peaks'\": 24164, 'playboys': 24165, 'bodymate': 24166, 'freshmen': 24167, 'lynchings': 24168, 'directing': 24169, \"harris'\": 24170, \"greenwood's\": 24171, 'joshua': 24172, \"beal's\": 24173, 'digesting': 24174, \"values'\": 24175, 'kodak': 24176, 'dragonriders': 24177, 'pern': 24178, 'unrepentant': 24179, \"rules'\": 24180, \"'read\": 24181, \"presidential'\": 24182, 'shoddy': 24183, \"'worst\": 24184, \"operation'\": 24185, 'planetary': 24186, 'knifepoint': 24187, \"lane'\": 24188, 'austerity': 24189, \"cattrall's\": 24190, 'janitors': 24191, 'hurrying': 24192, 'crucified': 24193, \"'monsters\": 24194, \"screen'\": 24195, 'tasered': 24196, 'retrial': 24197, 'cooled': 24198, 'thor': 24199, 'pectoral': 24200, 'idahoan': 24201, 'jennie': 24202, \"'warmonger'\": 24203, 'mirren': 24204, \"tuesday'\": 24205, 'mixup': 24206, 'valiant': 24207, 'checkers': 24208, 'businessmen': 24209, 'agnostic': 24210, 'conflicting': 24211, 'redeem': 24212, \"'trap\": 24213, \"queen'\": 24214, 'vai': 24215, 'hush': 24216, 'madoff': 24217, 'adores': 24218, 'pratt': 24219, 'totes': 24220, 'inclusions': 24221, 'performative': 24222, \"'wokeness'\": 24223, 'planters': 24224, 'houseplants': 24225, 'heights': 24226, 'whacker': 24227, \"nyc's\": 24228, 'whaling': 24229, \"bet's\": 24230, \"'rebel'\": 24231, 'uneventful': 24232, \"'elle'\": 24233, 'airbrushes': 24234, \"'some\": 24235, 'rosamund': 24236, 'pike': 24237, 'ravishing': 24238, 'replaceable': 24239, 'blabs': 24240, 'pitches': 24241, 'draftkings': 24242, 'fanduel': 24243, 'luftwaffle': 24244, 'superiority': 24245, 'toffee': 24246, \"musician's\": 24247, 'buckets': 24248, \"'flatbread\": 24249, 'distributing': 24250, 'malnourished': 24251, 'showcases': 24252, \"'glorifying'\": 24253, 'biggie': 24254, 'disposing': 24255, 'novelists': 24256, 'monetary': 24257, 'whoa': 24258, 'aborted': 24259, 'inconsistency': 24260, 'essays': 24261, 'evo': 24262, 'es': 24263, 'debtor': 24264, 'kayaker': 24265, 'overheats': 24266, \"'roller\": 24267, \"relationship'\": 24268, 'punniest': 24269, 'piggy': 24270, \"'work'\": 24271, 'endlessly': 24272, 'harrington': 24273, 'rewarding': 24274, 'blades': 24275, \"'troglodyte'\": 24276, \"'dwell\": 24277, \"caves'\": 24278, 'zinnias': 24279, \"perry's\": 24280, 'associate': 24281, 'arabs': 24282, 'angers': 24283, 'onionman77': 24284, \"'insane'\": 24285, \"fx's\": 24286, 'tender': 24287, 'boon': 24288, 'childlike': 24289, 'hank': 24290, 'preparedness': 24291, 'autocorrect': 24292, 'jillian': 24293, \"'fag'\": 24294, \"'dyke'\": 24295, 'mayweather': 24296, \"tales'\": 24297, 'diving': 24298, 'shabaab': 24299, 'fracturing': 24300, 'jihadism': 24301, 'jogging': 24302, 'biathlon': 24303, 'calle': 24304, 'trademark': 24305, \"'fireball'\": 24306, \"'whiteness\": 24307, \"month'\": 24308, 'hoarding': 24309, 'lawful': 24310, 'midriff': 24311, 'altruism': 24312, 'tamagotchi': 24313, \"'horrifying'\": 24314, 'welder': 24315, \"welder's\": 24316, 'informal': 24317, 'boogie': 24318, 'bernice': 24319, \"'troubling\": 24320, \"humanity'\": 24321, \"'sexually\": 24322, \"suggestive'\": 24323, \"'forrest\": 24324, \"gump'\": 24325, 'reeva': 24326, 'steenkamp': 24327, \"'rest\": 24328, \"peace'\": 24329, 'warranty': 24330, 'outlasts': 24331, \"'spinal\": 24332, \"tap'\": 24333, \"'analyze\": 24334, 'previewing': 24335, \"'hidden\": 24336, \"figures'\": 24337, 'octavia': 24338, 'monáe': 24339, 'liters': 24340, 'handmaids': 24341, '297': 24342, \"'philadelphia'\": 24343, 'depressingly': 24344, 'manageable': 24345, 'iger': 24346, 'interviewers': 24347, \"'sees\": 24348, 'establishing': 24349, 'baio': 24350, \"'relentlessly\": 24351, \"aware'\": 24352, 'millenial': 24353, 'strawberries': 24354, \"'nagging'\": 24355, 'deets': 24356, \"'tonight\": 24357, \"'doctors\": 24358, \"listening'\": 24359, 'unpopped': 24360, 'kernels': 24361, 'nasim': 24362, \"nasr's\": 24363, 'zaeefeh': 24364, 'wretchedness': 24365, 'shadi': 24366, 'gagprojects': 24367, 'adelaide': 24368, 'lululemon': 24369, '1580s': 24370, 'exemption': 24371, \"'closure'\": 24372, 'overinflated': 24373, 'ailey': 24374, \"'jennifer\": 24375, 'dubsmash': 24376, 'recordings': 24377, 'paso': 24378, \"tour'\": 24379, 'jalapeño': 24380, 'flapping': 24381, 'blacklight': 24382, 'barbarian': 24383, 'faux': 24384, 'restocks': 24385, 'rum': 24386, 'soybean': 24387, 'bromance': 24388, 'grinning': 24389, 'dwarf': 24390, 'demeaning': 24391, 'munch': 24392, 'crunchiness': 24393, 'munchability': 24394, 'pokémon': 24395, \"'comfier\": 24396, \"booths'\": 24397, 'pharmacist': 24398, 'spraying': 24399, 'whoever': 24400, 'tattooed': 24401, \"'experience'\": 24402, 'permutations': 24403, 'recycle': 24404, 'bigotry': 24405, \"'bang\": 24406, \"tourist's\": 24407, \"curry's\": 24408, 'pointers': 24409, 'excused': 24410, \"'toni\": 24411, 'braxton': 24412, 'unbreak': 24413, 'cocky': 24414, 'piracy': 24415, 'encased': 24416, 'metro': 24417, 'uniformed': 24418, 'intrinsic': 24419, 'overuse': 24420, 'cleaners': 24421, 'superstains': 24422, 'whooshsnaps': 24423, 'smoky': 24424, 'depose': 24425, \"'put\": 24426, 'mp': 24427, 'taro': 24428, 'kono': 24429, 'tides': 24430, 'darth': 24431, 'discounts': 24432, 'sleeves': 24433, 'euthanized': 24434, 'gasp': 24435, \"globes'\": 24436, 'galen': 24437, 'chummy': 24438, 'steves': 24439, 'gail': 24440, 'saltz': 24441, \"mustn't\": 24442, 'inquire': 24443, 'turds': 24444, 'supplements': 24445, 'confirming': 24446, 'kofi': 24447, 'annan': 24448, 'wreath': 24449, \"'oxygen\": 24450, \"tupac's\": 24451, 'timelapses': 24452, 'chen': 24453, 'redeems': 24454, 'inhabited': 24455, 'europeans': 24456, 'costumed': 24457, 'preference': 24458, 'johnsville': 24459, '11717': 24460, 'fancyclothes': 24461, 'assemblyman': 24462, 'discontent': 24463, 'misled': 24464, 'froot': 24465, 'pilots': 24466, 'nicknames': 24467, 'glee': 24468, 'congregations': 24469, 'mates': 24470, 'eyelid': 24471, 'impersonal': 24472, 'racialized': 24473, 'pantywaist': 24474, '50s': 24475, 'vr': 24476, 'immersive': 24477, \"'distraction'\": 24478, 'grimace': 24479, 'fenimore': 24480, '224': 24481, 'posse': 24482, \"schedules'\": 24483, 'ordinance': 24484, 'ashraf': 24485, 'ghani': 24486, 'iphonefeatures4politicians': 24487, 'ought': 24488, 'schizophrenic': 24489, 'ncnoltes': 24490, 'absent': 24491, 'padded': 24492, 'intoxicated': 24493, 'establishments': 24494, 'acupuncture': 24495, \"guinness'\": 24496, \"rumsfeld's\": 24497, 'barracks': 24498, '1861': 24499, 'recuses': 24500, 'memorization': 24501, 'haunts': 24502, \"sotheby's\": 24503, 'grandbaby': 24504, 'hagel': 24505, 'charth': 24506, \"'villain'\": 24507, 'petticoats': 24508, 'sermon': 24509, 'recyclable': 24510, 'rotates': 24511, 'demonically': 24512, 'antique': 24513, 'townshend': 24514, 'frogmen': 24515, 'mower': 24516, 'lonesome': 24517, \"fallon's\": 24518, 'myroommateisweird': 24519, 'roomie': 24520, 'devito': 24521, \"monteith's\": 24522, \"pratt's\": 24523, 'trolling': 24524, 'transport': 24525, \"passengers'\": 24526, \"wife'\": 24527, 'reopened': 24528, \"xfl'\": 24529, 'tryout': 24530, \"'screw\": 24531, 'slager': 24532, 'handily': 24533, 'joplin': 24534, 'reinventing': 24535, 'helm': 24536, 'creatives': 24537, 'smallpox': 24538, 'vials': 24539, 'initiatives': 24540, 'cache': 24541, 'holland': 24542, 'nagel': 24543, \"'star'\": 24544, 'rollins': 24545, 'laboriously': 24546, 'ios': 24547, 'iphones': 24548, 'floodgates': 24549, 'marsa': 24550, 'silences': 24551, 'cartwheel': 24552, 'inappropriately': 24553, 'youlookdisgusting': 24554, 'em': 24555, \"'perfection\": 24556, \"real'\": 24557, 'osha': 24558, 'buzzed': 24559, 'tilsen': 24560, 'reservation': 24561, 'nspw2017': 24562, 'brownies': 24563, 'coogler': 24564, 'wakanda': 24565, \"charlottesville's\": 24566, 'surrender': 24567, '612th': 24568, 'bracelet': 24569, 'pharmacy': 24570, 'damore': 24571, 'abuzz': 24572, 'burma': 24573, 'mania': 24574, \"marketer's\": 24575, \"'slangry'\": 24576, 'filibusters': 24577, 'corrections': 24578, 'refrain': 24579, 'chants': 24580, \"'fawlty\": 24581, \"towers'\": 24582, 'deportations': 24583, \"cup's\": 24584, 'mooney': 24585, 'banter': 24586, 'snatching': 24587, 'boynton': 24588, 'robinson': 24589, '104': 24590, \"'effing'\": 24591, 'beacon': 24592, \"seymour's\": 24593, 'stormtroopers': 24594, \"lord'\": 24595, \"cowell's\": 24596, 'introverted': 24597, 'attorneys': 24598, 'cleansed': 24599, 'crisp': 24600, 'dapperly': 24601, 'cate': 24602, 'blanchett': 24603, 'grover': 24604, \"'apartheid\": 24605, \"state'\": 24606, 'relied': 24607, 'electronics': 24608, '1971': 24609, 'fests': 24610, 'halfpipe': 24611, 'minimums': 24612, 'raoul': 24613, 'wallenberg': 24614, 'prelims': 24615, 'roosevelt': 24616, 'cynics': 24617, 'realists': 24618, 'chime': 24619, \"buddha'\": 24620, \"baseball's\": 24621, 'sillier': 24622, \"spoon's\": 24623, 'pint': 24624, 'jarring': 24625, \"harvard's\": 24626, 'memoirs': 24627, 'omaha': 24628, 'fiercest': 24629, 'kobani': 24630, 'frenchie': 24631, 'meetup': 24632, 'participates': 24633, 'cashless': 24634, \"'latte\": 24635, \"salute'\": 24636, 'disqualified': 24637, 'dominicans': 24638, 'occupiers': 24639, '870': 24640, 'slaughter': 24641, 'noel': 24642, \"comrie's\": 24643, \"khrushchev's\": 24644, 'granddaughter': 24645, 'stalin': 24646, 'fajita': 24647, 'evenings': 24648, \"ireland's\": 24649, 'energi': 24650, 'robed': 24651, 'torchlit': 24652, 'dinnertime': 24653, 'bliss': 24654, 'cisgender': 24655, 'rehearsed': 24656, 'gutsy': 24657, \"'l'\": 24658, 'hijabista': 24659, 'burqa': 24660, 'ramsay': 24661, 'fooling': 24662, 'cosplays': 24663, 'jaime': 24664, 'lannister': 24665, 'ballistics': 24666, 'treatable': 24667, 'ultrachurch': 24668, 'oberst': 24669, \"'fry\": 24670, \"q'\": 24671, 'flier': 24672, 'slits': 24673, 'toes': 24674, 'scouting': 24675, 'wrested': 24676, 'fantastically': 24677, 'binary': 24678, 'paralyzing': 24679, 'multiplex': 24680, \"richie's\": 24681, 'composers': 24682, 'atony': 24683, 'meredith': 24684, \"vieira's\": 24685, '501': 24686, 'rudd': 24687, \"royals'\": 24688, '025': 24689, \"'classic'\": 24690, 'confetti': 24691, 'mooch': 24692, \"'caroline\": 24693, 'greed': 24694, \"sarawak's\": 24695, \"dicaprio's\": 24696, 'interpol': 24697, \"'homosexuality\": 24698, \"addiction'\": 24699, 'chyna': 24700, 'marcel': 24701, 'duchamp': 24702, 'mcenroe': 24703, 'abolishing': 24704, 'cakewalk': 24705, 'socioeconomic': 24706, 'bracket': 24707, 'underrated': 24708, 'thermo': 24709, 'sensing': 24710, 'renames': 24711, 'vito': 24712, 'corleone': 24713, 'lapses': 24714, \"'swamp\": 24715, \"cabinet'\": 24716, \"detective'\": 24717, \"'seriously\": 24718, \"considering'\": 24719, \"abby'\": 24720, \"'part\": 24721, 'surfaced': 24722, 'notebooks': 24723, 'mork': 24724, \"chick'\": 24725, 'enterprise': 24726, 'campers': 24727, '37th': 24728, 'figurine': 24729, 'apex': 24730, 'kamikaze': 24731, 'superpower': 24732, 'favorability': 24733, \"'singing'\": 24734, 'ernest': 24735, 'magnanimous': 24736, 'occupy': 24737, 'geun': 24738, 'hye': 24739, 'sartorial': 24740, 'outbreeding': 24741, 'intelligentsia': 24742, \"'timmy'\": 24743, \"bruegger's\": 24744, 'bagels': 24745, \"wallet's\": 24746, 'pops': 24747, \"spielberg's\": 24748, '1980': 24749, 'prioritizing': 24750, 'winging': 24751, 'clotheslines': 24752, 'pulp': 24753, \"destiny's\": 24754, \"'feminist\": 24755, \"icons'\": 24756, \"'ally\": 24757, \"mcbeal'\": 24758, \"election's\": 24759, 'distributor': 24760, \"'party'\": 24761, 'swims': 24762, 'trendy': 24763, 'communal': 24764, 'squeezes': 24765, 'septuplets': 24766, 'krouse': 24767, \"rosenthal's\": 24768, 'authentic': 24769, 'scrap': 24770, 'dod': 24771, \"'frosty\": 24772, \"snowman'\": 24773, 'aboveground': 24774, 'lectern': 24775, 'bookworm': 24776, 'preacher': 24777, 'anjem': 24778, 'choudary': 24779, 'culpo': 24780, 'collegiate': 24781, 'insignificant': 24782, \"scandal's\": 24783, 'stragglers': 24784, 'sews': 24785, \"'serious'\": 24786, 'deng': 24787, 'xiaoping': 24788, \"'lackluster'\": 24789, \"'porn\": 24790, \"stache'\": 24791, 'kraft': 24792, 'preceded': 24793, 'humanly': 24794, 'rail': 24795, 'panini': 24796, \"'pan\": 24797, \"scallops'\": 24798, 'cop20': 24799, 'totalled': 24800, 'almond': 24801, 'billiards': 24802, 'lactose': 24803, \"'toastables'\": 24804, 'microwavable': 24805, 'toasted': 24806, \"today'\": 24807, 'leftist': 24808, \"rowland's\": 24809, 'typhoon': 24810, 'meranti': 24811, 'tooting': 24812, 'educators': 24813, 'arming': 24814, \"rose's\": 24815, 'inherent': 24816, 'sanctuaries': 24817, 'catacombs': 24818, 'ionceoverheard': 24819, 'nastier': 24820, 'romances': 24821, 'kensington': 24822, 'batumi': 24823, 'activities': 24824, 'burnout': 24825, 'fasting': 24826, 'pillars': 24827, 'exceptions': 24828, 'idiotic': 24829, \"maker'\": 24830, 'nonchalant': 24831, \"wray's\": 24832, 'proctor': 24833, \"'lie'\": 24834, 'introversion': 24835, 'tugs': 24836, 'pant': 24837, \"kisser'\": 24838, 'admission': 24839, 'eccentricities': 24840, 'crossword': 24841, \"'informed\": 24842, \"tribe's\": 24843, \"problems'\": 24844, 'literature': 24845, 'clemson': 24846, 'lsu': 24847, 'deepwater': 24848, 'instances': 24849, \"'first\": 24850, \"aid'\": 24851, \"newsweek's\": 24852, \"jindal's\": 24853, 'benefited': 24854, 'welding': 24855, 'daze': 24856, 'matchbox': 24857, \"'midnight\": 24858, 'length': 24859, 'knuckle': 24860, 'divisive': 24861, 'goddam': 24862, 'utmost': 24863, 'minibar': 24864, \"'murphy\": 24865, 'handicap': 24866, 'ameringer': 24867, 'mcenery': 24868, 'yohe': 24869, 'monte': 24870, 'carlo': 24871, 'racecar': 24872, 'elliott': 24873, \"skeleton'\": 24874, \"'heart\": 24875, \"felt'\": 24876, 'cholesterol': 24877, 'schemes': 24878, \"changer'\": 24879, \"innuendo'\": 24880, 'chum': 24881, 'dope': 24882, 'seized': 24883, 'packets': 24884, 'inert': 24885, \"'mind\": 24886, \"diet'\": 24887, 'cognitive': 24888, '220': 24889, \"'aids\": 24890, \"assad's\": 24891, \"'capital\": 24892, 'succubus': 24893, 'climbers': 24894, 'avalanches': 24895, 'mindy': 24896, 'kaling': 24897, \"'ballers\": 24898, 'nods': 24899, 'delisting': 24900, 'narrowing': 24901, '1913': 24902, 'suffragist': 24903, \"'creamed'\": 24904, 'enthroned': 24905, 'tissues': 24906, \"concerned'\": 24907, 'albanian': 24908, 'wield': 24909, 'lightsabers': 24910, 'composer': 24911, 'licht': 24912, 'upstate': 24913, 'ns': 24914, 'nd': 24915, 'dwf': 24916, \"sticks'\": 24917, 'constructionist': 24918, 'uniforms': 24919, 'autumn': 24920, \"transgenderism'\": 24921, 'obeying': 24922, 'christensen': 24923, 'maness': 24924, 'gleeful': 24925, 'consists': 24926, 'handcar': 24927, \"dock'\": 24928, 'rowboat': 24929, 'volumes': 24930, \"'paused\": 24931, \"studies'\": 24932, 'gulls': 24933, 'cusp': 24934, 'giveaway': 24935, \"american's\": 24936, 'bribes': 24937, 'farts': 24938, 'leyco': 24939, \"'worked\": 24940, \"'weapons\": 24941, 'eugenics': 24942, 'ivf': 24943, \"andrew's\": 24944, 'illegalize': 24945, 'tyka': 24946, 'juicero': 24947, 'juicer': 24948, 'sweepstakes': 24949, 'wabi': 24950, 'sabi': 24951, 'imperfection': 24952, \"'ass'\": 24953, 'brittle': 24954, 'jewess': 24955, 'dreamgirl': 24956, \"'adults\": 24957, 'risking': 24958, 'discoveries': 24959, 'birkenstocks': 24960, 'laffy': 24961, 'taffy': 24962, 'disdains': 24963, 'bazooka': 24964, 'slickest': 24965, 'goon': 24966, 'squads': 24967, 'hail': 24968, 'sacked': 24969, \"madrid's\": 24970, 'cakeshop': 24971, 'mistrial': 24972, 'tampers': 24973, \"'chemo\": 24974, \"backpack'\": 24975, 'wales': 24976, 'chatroulette': 24977, 'aditya': 24978, 'vikram': 24979, \"sengupta's\": 24980, 'bails': 24981, 'donaldson': 24982, '2027': 24983, 'enforcing': 24984, \"'unite\": 24985, \"hers'\": 24986, \"linkedin's\": 24987, 'applauds': 24988, 'madagascar': 24989, 'mdma': 24990, 'scaring': 24991, \"'spotlight'\": 24992, 'fellowship': 24993, 'investigations': 24994, 'blackout': 24995, 'harvested': 24996, 'slack': 24997, 'barksdale': 24998, 'decompose': 24999, 'polly': 25000, 'zehnder': 25001, \"swader's\": 25002, 'unwinding': 25003, 'aptitude': 25004, 'unmoved': 25005, 'weaning': 25006, '2065': 25007, 'miner': 25008, \"'obey'\": 25009, 'arresting': 25010, 'poorest': 25011, 'steer': 25012, \"pitbull's\": 25013, 'tasteless': 25014, 'ineffectual': 25015, 'lifesavers': 25016, 'tempurpedic': 25017, 'gentrified': 25018, 'messenger': 25019, 'saber': 25020, 'rattling': 25021, 'counterproductive': 25022, 'walkabout': 25023, 'wilderness': 25024, \"'children\": 25025, 'photoshop': 25026, 'not—she': 25027, 'docile': 25028, \"'heathcliff'\": 25029, 'cartoons': 25030, \"'cars'\": 25031, \"'slants'\": 25032, \"'pan'\": 25033, 'squash': 25034, 'unlike': 25035, 'primarily': 25036, 'lovestruck': 25037, 'cones': 25038, 'tempting': 25039, 'outpacing': 25040, 'whichever': 25041, 'claude': 25042, 'brinegar': 25043, 'groundskeeper': 25044, 'teaming': 25045, 'tronc': 25046, 'levinsohn': 25047, \"'frat\": 25048, 'expenditure': 25049, 'sleepers': 25050, 'moustache': 25051, 'populist': 25052, 'davos': 25053, 'pupil': 25054, 'inflatable': 25055, \"chair's\": 25056, 'walnuts': 25057, 'sipping': 25058, 'snowboard': 25059, 'yeltsin': 25060, \"africans'\": 25061, 'deductible': 25062, 'eulogizes': 25063, \"seasons'\": 25064, 'bello': 25065, 'carli': 25066, 'kurdistan': 25067, 'shivers': 25068, 'spine': 25069, 'nylon': 25070, \"filter'\": 25071, 'spikes': 25072, 'cherubs': 25073, 'pans': 25074, 'spattering': 25075, 'uncashed': 25076, \"flynn's\": 25077, 'anorexia': 25078, 'ritter': 25079, \"'storm'\": 25080, 'regardless': 25081, \"woods'\": 25082, 'sparring': 25083, 'referendums': 25084, 'bellhop': 25085, 'melanoma': 25086, \"miranda's\": 25087, 'defeating': 25088, '510': 25089, 'grape': 25090, 'extremism': 25091, 'weakens': 25092, 'careening': 25093, 'flame': 25094, 'sheila': 25095, \"crow'\": 25096, \"'really\": 25097, \"lucky'\": 25098, 'cauliflower': 25099, 'crusted': 25100, 'litany': 25101, 'perceive': 25102, 'appendix': 25103, 'avert': 25104, 'wept': 25105, \"'cairo'\": 25106, 'outweighed': 25107, '2043': 25108, 'teleportation': 25109, 'stimulus': 25110, 'warmth': 25111, 'muscle': 25112, 'turf': 25113, 'gout': 25114, 'resurrects': 25115, 'galecki': 25116, \"trumpcare's\": 25117, 'straits': 25118, 'rc': 25119, \"person's\": 25120, \"fda's\": 25121, 'limb': 25122, \"airplane's\": 25123, 'rediscovers': 25124, 'poehler': 25125, 'ike': 25126, 'barinholtz': 25127, 'discriminating': 25128, 'robbie': 25129, 'knievel': 25130, \"generation's\": 25131, 'mediums': 25132, 'frauds': 25133, \"'indoor\": 25134, \"'vest\": 25135, 'technophile': 25136, 'defying': 25137, 'comfy': 25138, 'navratri': 25139, 'hindu': 25140, \"'vacation\": 25141, 'bothered': 25142, 'mildew': 25143, 'presumptive': 25144, 'browses': 25145, 'confiscated': 25146, 'jlaw': 25147, 'overrated': 25148, 'dent': 25149, 'diapers': 25150, \"'screen\": 25151, \"'having\": 25152, \"'ins'\": 25153, \"'veto\": 25154, 'gus': 25155, 'sant': 25156, \"'cut\": 25157, \"genitals'\": 25158, \"feingold's\": 25159, \"'grabbed'\": 25160, 'hyperbole': 25161, 'spock': 25162, 'machete': 25163, 'asbell': 25164, 'juiced': 25165, 'acquired': 25166, 'hatches': 25167, 'shalhoub': 25168, \"'braindead'\": 25169, 'converts': 25170, 'conga': 25171, 'participant': 25172, 'beckons': 25173, 'tacit': 25174, 'romans': 25175, 'beagle': 25176, 'tailors': 25177, 'creed': 25178, \"syndicate'\": 25179, 'factored': 25180, \"romano's\": 25181, 'narrate': 25182, \"consideration'\": 25183, 'utero': 25184, 'mao': 25185, 'childbirth': 25186, \"'ouija'\": 25187, 'defeats': 25188, 'turpan': 25189, 'hawks': 25190, 'hough': 25191, 'endometriosis': 25192, \"edwards'\": 25193, 'vitter': 25194, \"virginia's\": 25195, 'invests': 25196, 'canvasser': 25197, 'sterilized': 25198, \"'conan\": 25199, 'observe': 25200, 'tiananmen': 25201, 'megadonor': 25202, 'congeniality': 25203, 'articles': 25204, 'sherbet': 25205, 'dieselgate': 25206, 'reefs': 25207, 'thom': 25208, 'yorke': 25209, 'established': 25210, \"'dreams\": 25211, \"father'\": 25212, 'hinted': 25213, 'milky': 25214, \"way's\": 25215, 'shimmers': 25216, 'robertson': 25217, 'vaccination': 25218, 'mandates': 25219, \"granddaughters'\": 25220, 'emmanuel': 25221, 'amused': 25222, 'shamanism': 25223, 'successories': 25224, 'shoplifted': 25225, 'oysters': 25226, 'parsons': 25227, \"'rockford\": 25228, 'byblos': 25229, 'brims': 25230, 'raiding': 25231, 'gucci': 25232, 'mane': 25233, 'jena': 25234, 'malone': 25235, 'machinery': 25236, 'bearable': 25237, 'expectation': 25238, 'gofundme': 25239, 'delightful': 25240, 'honorable': 25241, 'meth': 25242, \"dolan's\": 25243, \"timberlake's\": 25244, \"'moment\": 25245, \"silence'\": 25246, \"'bates\": 25247, \"motel'\": 25248, \"snow's\": 25249, 'keanu': 25250, 'reeves': 25251, 'deadbeat': 25252, 'dependency': 25253, 'distraction': 25254, 'squeezed': 25255, 'casamigos': 25256, 'bert': 25257, 'berns': 25258, 'backyards': 25259, 'flapper': 25260, 'prefaces': 25261, \"test's\": 25262, 'ferrante': 25263, \"guardian's\": 25264, 'derby': 25265, \"'bannon\": 25266, \"cannon'\": 25267, \"subway's\": 25268, \"'political'\": 25269, 'déja': 25270, 'chihuahua': 25271, 'dane': 25272, 'endearing': 25273, 'moma': 25274, 'towers': 25275, 'inexperienced': 25276, 'streaker': 25277, \"mike'\": 25278, 'nitrogen': 25279, 'adaptations': 25280, 'storied': 25281, 'ip': 25282, 'reenacts': 25283, 'promiscuous': 25284, \"medicine'\": 25285, 'helms': 25286, 'overreach': 25287, 'sonia': 25288, 'pursuing': 25289, 'gypsy': 25290, 'putty': 25291, 'posterity': 25292, 'beckoning': 25293, 'druid': 25294, 'jihadist': 25295, 'feces': 25296, 'detractors': 25297, 'morphs': 25298, 'hairy': 25299, 'snowy': 25300, \"forte's\": 25301, 'icu': 25302, 'tighter': 25303, 'cessna': 25304, 'hardcore': 25305, 'g8': 25306, 'pawn': 25307, '193': 25308, 'blueprint': 25309, 'rainstorms': 25310, 'pummel': 25311, \"'geekier'\": 25312, \"s'mores\": 25313, 'bureaucratic': 25314, 'popemobile': 25315, 'motivates': 25316, 'willams': 25317, 'grandparenting': 25318, 'jolson': 25319, 'deliberating': 25320, \"victims'\": 25321, \"nature's\": 25322, 'emmett': 25323, 'appropriation': 25324, 'infidel': 25325, '893': 25326, '1930s': 25327, 'outsmarted': 25328, 'prepping': 25329, \"'cool\": 25330, \"laid'\": 25331, \"'slavery\": 25332, 'almighty': 25333, \"'feels\": 25334, 'eighty': 25335, 'seniority': 25336, 'profession': 25337, \"'hansel\": 25338, \"gretel'\": 25339, 'greenpeace': 25340, 'breeders': 25341, 'mastiffeagle': 25342, 'fossils': 25343, 'ci': 25344, 'grudgingly': 25345, 'foxes': 25346, 'sneakiest': 25347, \"'meow\": 25348, \"nisota'\": 25349, 'hannah': 25350, 'stoudemire': 25351, 'coated': 25352, 'dazzling': 25353, 'subscribing': 25354, 'improvements': 25355, \"'hiv\": 25356, 'stroll': 25357, \"'brownface'\": 25358, 'lipsticks': 25359, 'elks': 25360, \"hulu's\": 25361, 'fiennes': 25362, 'antonoff': 25363, 'peake': 25364, 'notifications': 25365, 'thalia': 25366, 'cassuto': 25367, \"'brainwashing\": 25368, 'denier': 25369, 'routes': 25370, \"'cancer\": 25371, \"politics'\": 25372, '2001': 25373, \"'sing\": 25374, 'torturing': 25375, 'outsourced': 25376, 'klepper': 25377, \"gun'\": 25378, 'overstays': 25379, 'dollhouse': 25380, 'dol': 25381, 'processing': 25382, \"'secret'\": 25383, 'discounted': 25384, 'walletless': 25385, 'handcuffed': 25386, 'bedpost': 25387, 'lesser': 25388, \"pen's\": 25389, 'viability': 25390, 'slashes': 25391, 'beachfront': 25392, 'clamshell': 25393, 'exquisite': 25394, \"'tis\": 25395, \"'jingle\": 25396, \"butts'\": 25397, 'unfamiliar': 25398, 'knobs': 25399, 'sontag': 25400, \"philanderer'\": 25401, \"'pathological\": 25402, \"liar'\": 25403, 'philadelphiatheatreco': 25404, 'aligned': 25405, 'pointz': 25406, 'condos': 25407, 'infamy': 25408, 'merges': 25409, 'genders': 25410, 'behaved': 25411, 'playstation': 25412, 'limo': 25413, 'cylindrical': 25414, 'venison': 25415, 'camel': 25416, 'yoke': 25417, 'fronts': 25418, 'moneymaking': 25419, \"paterno's\": 25420, 'orgy': 25421, 'heir': 25422, 'isabel': 25423, 'allende': 25424, 'bussi': 25425, 'prosecuted': 25426, 'fullest': 25427, 'loot': 25428, 'panoramic': 25429, \"angeles'\": 25430, \"'tried\": 25431, 'locust': 25432, \"billionaire's\": 25433, 'idris': 25434, 'elba': 25435, 'lager': 25436, 'tavern': 25437, 'demonstrating': 25438, 'disdain': 25439, 'sterilization': 25440, \"'breaking'\": 25441, 'antismoking': 25442, 'intervene': 25443, 'rerelease': 25444, 'toucan': 25445, \"kellogg's\": 25446, 'mascots': 25447, \"'speak\": 25448, 'posture': 25449, 'formaldehyde': 25450, \"positive'\": 25451, \"'tomb\": 25452, \"raider'\": 25453, 'pedestrian': 25454, 'antacid': 25455, 'farhadi': 25456, \"warpaint's\": 25457, 'wayman': 25458, \"'vivid'\": 25459, 'inevitably': 25460, 'uninhibited': 25461, 'choosing': 25462, \"'mother\": 25463, 'essentially': 25464, 'mourdock': 25465, 'polite': 25466, 'indicates': 25467, 'poseidon': 25468, 'bicycles': 25469, 'spaceships': 25470, 'warping': 25471, 'objection': 25472, 'envy': 25473, 'jots': 25474, 'credentials': 25475, 'huh': 25476, 'redistribution': 25477, 'guerrilla': 25478, \"jumper's\": 25479, 'plummet': 25480, \"field'\": 25481, 'gladness': 25482, 'misplaced': 25483, 'assignment': 25484, 'peru': 25485, 'battering': 25486, 'ram': 25487, 'heist': 25488, 'infringement': 25489, 'shakira': 25490, 'spinach': 25491, 'dreamcatcher': 25492, 'rearview': 25493, 'slideshow': 25494, 'tab': 25495, 'savored': 25496, 'leisure': 25497, 'weakness': 25498, \"'romney'\": 25499, \"'epidemic\": 25500, \"violence'\": 25501, \"kenya's\": 25502, \"'alt\": 25503, \"claim'\": 25504, 'monaghan': 25505, \"who'\": 25506, 'zestitos': 25507, 'ozone': 25508, 'repletion': 25509, \"'without\": 25510, 'blankly': 25511, 'starlight': 25512, 'mold': 25513, 'dominican': 25514, \"'hey\": 25515, \"jude'\": 25516, \"'affluenza'\": 25517, 'tonya': 25518, 'curfew': 25519, 'eased': 25520, 'blm': 25521, 'cushion': 25522, \"happen'\": 25523, \"snowden's\": 25524, \"'onion'\": 25525, 'explainthe90sin4words': 25526, 'resurfaces': 25527, '00003': 25528, \"'scooter'\": 25529, 'libby': 25530, 'topher': 25531, \"grace's\": 25532, 'degas': 25533, 'crullers': 25534, 'wades': 25535, \"'out\": 25536, \"sight'\": 25537, \"larson's\": 25538, \"'trainwreck'\": 25539, 'comp': 25540, 'criteria': 25541, 'fussy': 25542, 'eater': 25543, 'texans': 25544, 'macbook': 25545, 'qualify': 25546, 'robotrix': 25547, 'cursive': 25548, 'doorstop': 25549, 'closets': 25550, 'crouched': 25551, 'mockument': 25552, 'greitens': 25553, 'overdrive': 25554, 'nh': 25555, \"'fact\": 25556, 'the…': 25557, 'nonverbal': 25558, 'and—holy': 25559, 'cow—tony': 25560, 'award–nominated': 25561, 'conductor—really': 25562, 'wow—calypso': 25563, 'rescuing': 25564, 'quiznos': 25565, \"phish's\": 25566, \"crazy'\": 25567, 'tripping': 25568, 'devised': 25569, 'relativity': 25570, 'invent': 25571, 'jaded': 25572, 'seismologist': 25573, 'richter': 25574, 'fabled': 25575, 'quadriplegic': 25576, \"'fraggle\": 25577, \"'strange\": 25578, \"looking'\": 25579, \"grandfather's\": 25580, \"shock'\": 25581, 'overprivileged': 25582, \"damon's\": 25583, 'groggy': 25584, \"massachusetts'\": 25585, 'vegans': 25586, 'satanists': 25587, 'scapegoats': 25588, \"june'\": 25589, \"deserve'\": 25590, \"'brief\": 25591, \"nudity'\": 25592, 'dated': 25593, '94th': 25594, 'adjudicatory': 25595, 'tendon': 25596, 'inedibles': 25597, 'thewrap': 25598, 'amnesty': 25599, 'warhol': 25600, 'crowns': 25601, 'fender': 25602, \"gawker's\": 25603, 'loathing': 25604, \"'riverdale'\": 25605, 'lili': 25606, 'reinhart': 25607, 'insensitive': 25608, 'chapman': 25609, 'lilith': 25610, 'sweaty': 25611, 'transcanada': 25612, 'painstaking': 25613, 'critiquing': 25614, 'safire': 25615, 'whoppers': 25616, 'generals': 25617, 'southerners': 25618, 'fireflies': 25619, 'salvage': 25620, 'leathery': 25621, \"'stealing\": 25622, \"grandparents'\": 25623, 'serenade': 25624, 'udpate': 25625, 'mollusks': 25626, 'misophonia': 25627, 'snowed': 25628, 'wonk': 25629, 'shtick': 25630, 'thirtysomething': 25631, 'breathalyzer': 25632, 'selene': 25633, 'chin': 25634, 'mastered': 25635, 'usurp': 25636, 'cutoff': 25637}\n",
            "[328   1 799   1   1  47 389   1   1   6   1   1   0   0   0   0]\n",
            "(20000, 16)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "nY79k7U1kvtv"
      },
      "source": [
        "# Converting string data of sequences to numpy array\n",
        "training_padded = np.array(training_padded)\n",
        "training_labels = np.array(training_labels)\n",
        "testing_padded = np.array(testing_padded)\n",
        "testing_labels = np.array(testing_labels)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "cKR0ieWilDbA",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "7f0ddf8e-cbb9-41ab-fa20-2c52c10ace2b"
      },
      "source": [
        "# Build the model\n",
        "model = tf.keras.Sequential([\n",
        "    tf.keras.layers.Embedding(vocab_size, embedding_dim, input_length=max_length),\n",
        "    tf.keras.layers.GlobalAveragePooling1D(),\n",
        "    tf.keras.layers.Dense(24, activation='relu'),\n",
        "    tf.keras.layers.Dense(1, activation='sigmoid')\n",
        "])\n",
        "\n",
        "# Compile the model\n",
        "model.compile(loss='binary_crossentropy',optimizer='adam',metrics=['accuracy'])\n",
        "model.summary()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Model: \"sequential\"\n",
            "_________________________________________________________________\n",
            "Layer (type)                 Output Shape              Param #   \n",
            "=================================================================\n",
            "embedding (Embedding)        (None, 16, 16)            32000     \n",
            "_________________________________________________________________\n",
            "global_average_pooling1d (Gl (None, 16)                0         \n",
            "_________________________________________________________________\n",
            "dense (Dense)                (None, 24)                408       \n",
            "_________________________________________________________________\n",
            "dense_1 (Dense)              (None, 1)                 25        \n",
            "=================================================================\n",
            "Total params: 32,433\n",
            "Trainable params: 32,433\n",
            "Non-trainable params: 0\n",
            "_________________________________________________________________\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "hb9onzLplKgF",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "7e515081-3742-46cb-e41c-d95f6476d025"
      },
      "source": [
        "# Train the model\n",
        "num_epochs = 30\n",
        "history = model.fit(training_padded, training_labels, epochs=num_epochs, validation_data=(testing_padded, testing_labels), verbose=2)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 1/30\n",
            "625/625 - 5s - loss: 0.5151 - accuracy: 0.7441 - val_loss: 0.3886 - val_accuracy: 0.8235\n",
            "Epoch 2/30\n",
            "625/625 - 2s - loss: 0.3443 - accuracy: 0.8501 - val_loss: 0.3698 - val_accuracy: 0.8289\n",
            "Epoch 3/30\n",
            "625/625 - 2s - loss: 0.3171 - accuracy: 0.8601 - val_loss: 0.3745 - val_accuracy: 0.8286\n",
            "Epoch 4/30\n",
            "625/625 - 2s - loss: 0.3053 - accuracy: 0.8670 - val_loss: 0.3833 - val_accuracy: 0.8265\n",
            "Epoch 5/30\n",
            "625/625 - 2s - loss: 0.3000 - accuracy: 0.8676 - val_loss: 0.3865 - val_accuracy: 0.8261\n",
            "Epoch 6/30\n",
            "625/625 - 2s - loss: 0.2960 - accuracy: 0.8709 - val_loss: 0.3881 - val_accuracy: 0.8252\n",
            "Epoch 7/30\n",
            "625/625 - 2s - loss: 0.2932 - accuracy: 0.8716 - val_loss: 0.3919 - val_accuracy: 0.8281\n",
            "Epoch 8/30\n",
            "625/625 - 2s - loss: 0.2912 - accuracy: 0.8719 - val_loss: 0.3995 - val_accuracy: 0.8271\n",
            "Epoch 9/30\n",
            "625/625 - 2s - loss: 0.2891 - accuracy: 0.8735 - val_loss: 0.3935 - val_accuracy: 0.8274\n",
            "Epoch 10/30\n",
            "625/625 - 2s - loss: 0.2869 - accuracy: 0.8742 - val_loss: 0.3951 - val_accuracy: 0.8262\n",
            "Epoch 11/30\n",
            "625/625 - 2s - loss: 0.2842 - accuracy: 0.8748 - val_loss: 0.3937 - val_accuracy: 0.8278\n",
            "Epoch 12/30\n",
            "625/625 - 2s - loss: 0.2813 - accuracy: 0.8774 - val_loss: 0.3953 - val_accuracy: 0.8283\n",
            "Epoch 13/30\n",
            "625/625 - 2s - loss: 0.2784 - accuracy: 0.8780 - val_loss: 0.3957 - val_accuracy: 0.8274\n",
            "Epoch 14/30\n",
            "625/625 - 2s - loss: 0.2743 - accuracy: 0.8808 - val_loss: 0.3930 - val_accuracy: 0.8296\n",
            "Epoch 15/30\n",
            "625/625 - 2s - loss: 0.2698 - accuracy: 0.8828 - val_loss: 0.3943 - val_accuracy: 0.8319\n",
            "Epoch 16/30\n",
            "625/625 - 2s - loss: 0.2655 - accuracy: 0.8856 - val_loss: 0.3946 - val_accuracy: 0.8329\n",
            "Epoch 17/30\n",
            "625/625 - 2s - loss: 0.2611 - accuracy: 0.8878 - val_loss: 0.4027 - val_accuracy: 0.8310\n",
            "Epoch 18/30\n",
            "625/625 - 2s - loss: 0.2572 - accuracy: 0.8914 - val_loss: 0.3989 - val_accuracy: 0.8332\n",
            "Epoch 19/30\n",
            "625/625 - 2s - loss: 0.2526 - accuracy: 0.8929 - val_loss: 0.4057 - val_accuracy: 0.8322\n",
            "Epoch 20/30\n",
            "625/625 - 2s - loss: 0.2481 - accuracy: 0.8960 - val_loss: 0.4068 - val_accuracy: 0.8329\n",
            "Epoch 21/30\n",
            "625/625 - 2s - loss: 0.2442 - accuracy: 0.8982 - val_loss: 0.4124 - val_accuracy: 0.8313\n",
            "Epoch 22/30\n",
            "625/625 - 2s - loss: 0.2399 - accuracy: 0.9002 - val_loss: 0.4159 - val_accuracy: 0.8319\n",
            "Epoch 23/30\n",
            "625/625 - 2s - loss: 0.2369 - accuracy: 0.9007 - val_loss: 0.4211 - val_accuracy: 0.8283\n",
            "Epoch 24/30\n",
            "625/625 - 2s - loss: 0.2324 - accuracy: 0.9039 - val_loss: 0.4277 - val_accuracy: 0.8275\n",
            "Epoch 25/30\n",
            "625/625 - 2s - loss: 0.2301 - accuracy: 0.9054 - val_loss: 0.4375 - val_accuracy: 0.8211\n",
            "Epoch 26/30\n",
            "625/625 - 2s - loss: 0.2266 - accuracy: 0.9073 - val_loss: 0.4375 - val_accuracy: 0.8253\n",
            "Epoch 27/30\n",
            "625/625 - 2s - loss: 0.2240 - accuracy: 0.9076 - val_loss: 0.4414 - val_accuracy: 0.8264\n",
            "Epoch 28/30\n",
            "625/625 - 2s - loss: 0.2210 - accuracy: 0.9094 - val_loss: 0.4480 - val_accuracy: 0.8277\n",
            "Epoch 29/30\n",
            "625/625 - 2s - loss: 0.2193 - accuracy: 0.9108 - val_loss: 0.4526 - val_accuracy: 0.8223\n",
            "Epoch 30/30\n",
            "625/625 - 2s - loss: 0.2172 - accuracy: 0.9128 - val_loss: 0.4696 - val_accuracy: 0.8183\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "0ptAALRhlU4-",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 541
        },
        "outputId": "5b4aead2-e3aa-40ec-cae8-a12e1fa6c75d"
      },
      "source": [
        "# Visulaize\n",
        "def plot_graphs(history, string):\n",
        "  plt.plot(history.history[string])\n",
        "  plt.plot(history.history['val_'+string])\n",
        "  plt.xlabel(\"Epochs\")\n",
        "  plt.ylabel(string)\n",
        "  plt.legend([string, 'val_'+string])\n",
        "  plt.show()\n",
        "  \n",
        "plot_graphs(history, \"accuracy\")\n",
        "plot_graphs(history, \"loss\")"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "IhCphtpWO0ii"
      },
      "source": [
        "# Model Definition with Conv1D"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "TNMtOJIEOyvy",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "1dd8af4f-8234-412f-cbce-f169bcce4ede"
      },
      "source": [
        "conv1D_model = tf.keras.Sequential([\n",
        "    tf.keras.layers.Embedding(vocab_size, embedding_dim, input_length=max_length),\n",
        "    tf.keras.layers.Conv1D(128, 5, activation='relu'),\n",
        "    tf.keras.layers.GlobalMaxPooling1D(),\n",
        "    tf.keras.layers.Dense(24, activation='relu'),\n",
        "    tf.keras.layers.Dense(1, activation='sigmoid')\n",
        "])\n",
        "\n",
        "conv1D_model.compile(loss='binary_crossentropy',optimizer='adam',metrics=['accuracy'])\n",
        "\n",
        "conv1D_model.summary()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Model: \"sequential_1\"\n",
            "_________________________________________________________________\n",
            "Layer (type)                 Output Shape              Param #   \n",
            "=================================================================\n",
            "embedding_1 (Embedding)      (None, 16, 16)            32000     \n",
            "_________________________________________________________________\n",
            "conv1d (Conv1D)              (None, 12, 128)           10368     \n",
            "_________________________________________________________________\n",
            "global_max_pooling1d (Global (None, 128)               0         \n",
            "_________________________________________________________________\n",
            "dense_2 (Dense)              (None, 24)                3096      \n",
            "_________________________________________________________________\n",
            "dense_3 (Dense)              (None, 1)                 25        \n",
            "=================================================================\n",
            "Total params: 45,489\n",
            "Trainable params: 45,489\n",
            "Non-trainable params: 0\n",
            "_________________________________________________________________\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "JjYYHuTiOy0I",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "dd56cd3d-d9fb-4382-df71-a2d140e9051d"
      },
      "source": [
        "num_epochs = 10\n",
        "conv1D_history = conv1D_model.fit(training_padded, training_labels, epochs=num_epochs, validation_data=(testing_padded, testing_labels), verbose=1)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 1/10\n",
            "625/625 [==============================] - 31s 6ms/step - loss: 0.4569 - accuracy: 0.7714 - val_loss: 0.3755 - val_accuracy: 0.8320\n",
            "Epoch 2/10\n",
            "625/625 [==============================] - 3s 5ms/step - loss: 0.3099 - accuracy: 0.8648 - val_loss: 0.3615 - val_accuracy: 0.8390\n",
            "Epoch 3/10\n",
            "625/625 [==============================] - 3s 6ms/step - loss: 0.2508 - accuracy: 0.8948 - val_loss: 0.3924 - val_accuracy: 0.8331\n",
            "Epoch 4/10\n",
            "625/625 [==============================] - 3s 5ms/step - loss: 0.1985 - accuracy: 0.9212 - val_loss: 0.4126 - val_accuracy: 0.8343\n",
            "Epoch 5/10\n",
            "625/625 [==============================] - 3s 6ms/step - loss: 0.1452 - accuracy: 0.9467 - val_loss: 0.4890 - val_accuracy: 0.8304\n",
            "Epoch 6/10\n",
            "625/625 [==============================] - 3s 6ms/step - loss: 0.1057 - accuracy: 0.9639 - val_loss: 0.5614 - val_accuracy: 0.8228\n",
            "Epoch 7/10\n",
            "625/625 [==============================] - 3s 5ms/step - loss: 0.0740 - accuracy: 0.9763 - val_loss: 0.6508 - val_accuracy: 0.8189\n",
            "Epoch 8/10\n",
            "625/625 [==============================] - 3s 5ms/step - loss: 0.0535 - accuracy: 0.9840 - val_loss: 0.7382 - val_accuracy: 0.8140\n",
            "Epoch 9/10\n",
            "625/625 [==============================] - 3s 5ms/step - loss: 0.0384 - accuracy: 0.9880 - val_loss: 0.8406 - val_accuracy: 0.8147\n",
            "Epoch 10/10\n",
            "625/625 [==============================] - 3s 5ms/step - loss: 0.0282 - accuracy: 0.9909 - val_loss: 0.9446 - val_accuracy: 0.8086\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "98PC9p2jOy6I",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 544
        },
        "outputId": "ec331b63-e547-47d5-a03f-7bf1baf1ae3b"
      },
      "source": [
        "plot_graphs(conv1D_history, \"accuracy\")\n",
        "plot_graphs(conv1D_history, \"loss\")"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "st0tgWsbPKoP"
      },
      "source": [
        "# Model Definition with LSTM\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "mlBXDiSnOzBh",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "8e7293f2-fdc1-411c-836c-cdd2c12ec51b"
      },
      "source": [
        "lstm_model = tf.keras.Sequential([\n",
        "    tf.keras.layers.Embedding(vocab_size, embedding_dim, input_length=max_length),\n",
        "    tf.keras.layers.Bidirectional(tf.keras.layers.LSTM(32)),\n",
        "    tf.keras.layers.Dense(24, activation='relu'),\n",
        "    tf.keras.layers.Dense(1, activation='sigmoid')\n",
        "])\n",
        "\n",
        "lstm_model.compile(loss='binary_crossentropy',optimizer='adam',metrics=['accuracy'])\n",
        "\n",
        "lstm_model.summary()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Model: \"sequential_2\"\n",
            "_________________________________________________________________\n",
            "Layer (type)                 Output Shape              Param #   \n",
            "=================================================================\n",
            "embedding_2 (Embedding)      (None, 16, 16)            32000     \n",
            "_________________________________________________________________\n",
            "bidirectional (Bidirectional (None, 64)                12544     \n",
            "_________________________________________________________________\n",
            "dense_4 (Dense)              (None, 24)                1560      \n",
            "_________________________________________________________________\n",
            "dense_5 (Dense)              (None, 1)                 25        \n",
            "=================================================================\n",
            "Total params: 46,129\n",
            "Trainable params: 46,129\n",
            "Non-trainable params: 0\n",
            "_________________________________________________________________\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "N3PFigTeOysM",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "f924de0f-70cd-4f6f-e810-595f5da3de36"
      },
      "source": [
        "num_epochs = 10\n",
        "lstm_history = lstm_model.fit(training_padded, training_labels, epochs=num_epochs, validation_data=(testing_padded, testing_labels), verbose=1)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 1/10\n",
            "625/625 [==============================] - 12s 12ms/step - loss: 0.4263 - accuracy: 0.7890 - val_loss: 0.3739 - val_accuracy: 0.8313\n",
            "Epoch 2/10\n",
            "625/625 [==============================] - 7s 11ms/step - loss: 0.3174 - accuracy: 0.8601 - val_loss: 0.3680 - val_accuracy: 0.8384\n",
            "Epoch 3/10\n",
            "625/625 [==============================] - 7s 11ms/step - loss: 0.2854 - accuracy: 0.8769 - val_loss: 0.3686 - val_accuracy: 0.8420\n",
            "Epoch 4/10\n",
            "625/625 [==============================] - 7s 11ms/step - loss: 0.2599 - accuracy: 0.8913 - val_loss: 0.3861 - val_accuracy: 0.8430\n",
            "Epoch 5/10\n",
            "625/625 [==============================] - 7s 11ms/step - loss: 0.2383 - accuracy: 0.9017 - val_loss: 0.3776 - val_accuracy: 0.8401\n",
            "Epoch 6/10\n",
            "625/625 [==============================] - 7s 11ms/step - loss: 0.2210 - accuracy: 0.9100 - val_loss: 0.3920 - val_accuracy: 0.8419\n",
            "Epoch 7/10\n",
            "625/625 [==============================] - 7s 11ms/step - loss: 0.2023 - accuracy: 0.9183 - val_loss: 0.4310 - val_accuracy: 0.8392\n",
            "Epoch 8/10\n",
            "625/625 [==============================] - 7s 11ms/step - loss: 0.1824 - accuracy: 0.9280 - val_loss: 0.4655 - val_accuracy: 0.8353\n",
            "Epoch 9/10\n",
            "625/625 [==============================] - 7s 11ms/step - loss: 0.1653 - accuracy: 0.9341 - val_loss: 0.5080 - val_accuracy: 0.8366\n",
            "Epoch 10/10\n",
            "625/625 [==============================] - 7s 11ms/step - loss: 0.1441 - accuracy: 0.9434 - val_loss: 0.5248 - val_accuracy: 0.8292\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "mvTpnLLxQDDV",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 541
        },
        "outputId": "8a55ece0-5ed4-48f5-8d89-75e2860d0dd0"
      },
      "source": [
        "plot_graphs(lstm_history, \"accuracy\")\n",
        "plot_graphs(lstm_history, \"loss\")"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "vxWmkiZnRxsK"
      },
      "source": [
        "# Model Definition with GRU"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "cYu80Pi1Rwfv",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "7ebf759f-099a-494b-fa0f-451a69752da5"
      },
      "source": [
        "gru_model = tf.keras.Sequential([\n",
        "    tf.keras.layers.Embedding(vocab_size, embedding_dim, input_length=max_length),\n",
        "    tf.keras.layers.Bidirectional(tf.keras.layers.GRU(32)),\n",
        "    tf.keras.layers.Dense(24, activation='relu'),\n",
        "    tf.keras.layers.Dense(1, activation='sigmoid')\n",
        "])\n",
        "\n",
        "gru_model.compile(loss='binary_crossentropy',optimizer='adam',metrics=['accuracy'])\n",
        "\n",
        "gru_model.summary()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Model: \"sequential_3\"\n",
            "_________________________________________________________________\n",
            "Layer (type)                 Output Shape              Param #   \n",
            "=================================================================\n",
            "embedding_3 (Embedding)      (None, 16, 16)            32000     \n",
            "_________________________________________________________________\n",
            "bidirectional_1 (Bidirection (None, 64)                9600      \n",
            "_________________________________________________________________\n",
            "dense_6 (Dense)              (None, 24)                1560      \n",
            "_________________________________________________________________\n",
            "dense_7 (Dense)              (None, 1)                 25        \n",
            "=================================================================\n",
            "Total params: 43,185\n",
            "Trainable params: 43,185\n",
            "Non-trainable params: 0\n",
            "_________________________________________________________________\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "WU1ri9GzRw4Z",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "b13c932e-201a-424e-ad79-4465de5e8d48"
      },
      "source": [
        "num_epochs = 10\n",
        "gru_history = gru_model.fit(training_padded, training_labels, epochs=num_epochs, validation_data=(testing_padded, testing_labels), verbose=1)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 1/10\n",
            "625/625 [==============================] - 10s 12ms/step - loss: 0.4261 - accuracy: 0.7862 - val_loss: 0.3511 - val_accuracy: 0.8414\n",
            "Epoch 2/10\n",
            "625/625 [==============================] - 7s 11ms/step - loss: 0.3000 - accuracy: 0.8677 - val_loss: 0.3692 - val_accuracy: 0.8286\n",
            "Epoch 3/10\n",
            "625/625 [==============================] - 7s 11ms/step - loss: 0.2637 - accuracy: 0.8888 - val_loss: 0.3553 - val_accuracy: 0.8447\n",
            "Epoch 4/10\n",
            "625/625 [==============================] - 7s 11ms/step - loss: 0.2418 - accuracy: 0.9002 - val_loss: 0.3605 - val_accuracy: 0.8453\n",
            "Epoch 5/10\n",
            "625/625 [==============================] - 7s 11ms/step - loss: 0.2244 - accuracy: 0.9083 - val_loss: 0.3652 - val_accuracy: 0.8427\n",
            "Epoch 6/10\n",
            "625/625 [==============================] - 7s 11ms/step - loss: 0.2053 - accuracy: 0.9188 - val_loss: 0.3832 - val_accuracy: 0.8372\n",
            "Epoch 7/10\n",
            "625/625 [==============================] - 7s 11ms/step - loss: 0.1867 - accuracy: 0.9253 - val_loss: 0.4091 - val_accuracy: 0.8393\n",
            "Epoch 8/10\n",
            "625/625 [==============================] - 7s 11ms/step - loss: 0.1631 - accuracy: 0.9381 - val_loss: 0.4783 - val_accuracy: 0.8334\n",
            "Epoch 9/10\n",
            "625/625 [==============================] - 7s 11ms/step - loss: 0.1480 - accuracy: 0.9439 - val_loss: 0.4985 - val_accuracy: 0.8340\n",
            "Epoch 10/10\n",
            "625/625 [==============================] - 7s 11ms/step - loss: 0.1306 - accuracy: 0.9527 - val_loss: 0.5342 - val_accuracy: 0.8292\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "7xlDNIIxRxKs",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 543
        },
        "outputId": "cc33588b-0626-44f7-cc88-123aadba2429"
      },
      "source": [
        "plot_graphs(gru_history, \"accuracy\")\n",
        "plot_graphs(gru_history, \"loss\")"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "hkI8o2LKlvPk",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "4a0cfc13-7923-4423-cf76-b1d4dc123f99"
      },
      "source": [
        "# Dimensions of weights of embedding layer\n",
        "e = model.layers[0]\n",
        "weights = e.get_weights()[0]\n",
        "print(weights.shape) # shape: (vocab_size, embedding_dim)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "(2000, 16)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "vgU5l0wYl8Cu"
      },
      "source": [
        "# Generate the vector and metadata files\n",
        "import io\n",
        "\n",
        "out_v = io.open('vecs.tsv', 'w', encoding='utf-8')\n",
        "out_m = io.open('meta.tsv', 'w', encoding='utf-8')\n",
        "for word_num in range(1, vocab_size):\n",
        "  word = tokenizer.index_word[word_num]\n",
        "  embeddings = weights[word_num]\n",
        "  out_m.write(word + \"\\n\")\n",
        "  out_v.write('\\t'.join([str(x) for x in embeddings]) + \"\\n\")\n",
        "out_v.close()\n",
        "out_m.close()"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "DFyToXMSmDJK",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 17
        },
        "outputId": "5a01268a-05ef-433c-ba8d-8c648c79c43a"
      },
      "source": [
        "# Download the vector and meatadata files\n",
        "try:\n",
        "  from google.colab import files\n",
        "except ImportError:\n",
        "  pass\n",
        "else:\n",
        "  files.download('vecs.tsv')\n",
        "  files.download('meta.tsv')"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "\n",
              "    async function download(id, filename, size) {\n",
              "      if (!google.colab.kernel.accessAllowed) {\n",
              "        return;\n",
              "      }\n",
              "      const div = document.createElement('div');\n",
              "      const label = document.createElement('label');\n",
              "      label.textContent = `Downloading \"${filename}\": `;\n",
              "      div.appendChild(label);\n",
              "      const progress = document.createElement('progress');\n",
              "      progress.max = size;\n",
              "      div.appendChild(progress);\n",
              "      document.body.appendChild(div);\n",
              "\n",
              "      const buffers = [];\n",
              "      let downloaded = 0;\n",
              "\n",
              "      const channel = await google.colab.kernel.comms.open(id);\n",
              "      // Send a message to notify the kernel that we're ready.\n",
              "      channel.send({})\n",
              "\n",
              "      for await (const message of channel.messages) {\n",
              "        // Send a message to notify the kernel that we're ready.\n",
              "        channel.send({})\n",
              "        if (message.buffers) {\n",
              "          for (const buffer of message.buffers) {\n",
              "            buffers.push(buffer);\n",
              "            downloaded += buffer.byteLength;\n",
              "            progress.value = downloaded;\n",
              "          }\n",
              "        }\n",
              "      }\n",
              "      const blob = new Blob(buffers, {type: 'application/binary'});\n",
              "      const a = document.createElement('a');\n",
              "      a.href = window.URL.createObjectURL(blob);\n",
              "      a.download = filename;\n",
              "      div.appendChild(a);\n",
              "      a.click();\n",
              "      div.remove();\n",
              "    }\n",
              "  "
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "download(\"download_22b005fa-cf43-40f8-881a-4fe8be45d97c\", \"vecs.tsv\", 371250)"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "\n",
              "    async function download(id, filename, size) {\n",
              "      if (!google.colab.kernel.accessAllowed) {\n",
              "        return;\n",
              "      }\n",
              "      const div = document.createElement('div');\n",
              "      const label = document.createElement('label');\n",
              "      label.textContent = `Downloading \"${filename}\": `;\n",
              "      div.appendChild(label);\n",
              "      const progress = document.createElement('progress');\n",
              "      progress.max = size;\n",
              "      div.appendChild(progress);\n",
              "      document.body.appendChild(div);\n",
              "\n",
              "      const buffers = [];\n",
              "      let downloaded = 0;\n",
              "\n",
              "      const channel = await google.colab.kernel.comms.open(id);\n",
              "      // Send a message to notify the kernel that we're ready.\n",
              "      channel.send({})\n",
              "\n",
              "      for await (const message of channel.messages) {\n",
              "        // Send a message to notify the kernel that we're ready.\n",
              "        channel.send({})\n",
              "        if (message.buffers) {\n",
              "          for (const buffer of message.buffers) {\n",
              "            buffers.push(buffer);\n",
              "            downloaded += buffer.byteLength;\n",
              "            progress.value = downloaded;\n",
              "          }\n",
              "        }\n",
              "      }\n",
              "      const blob = new Blob(buffers, {type: 'application/binary'});\n",
              "      const a = document.createElement('a');\n",
              "      a.href = window.URL.createObjectURL(blob);\n",
              "      a.download = filename;\n",
              "      div.appendChild(a);\n",
              "      a.click();\n",
              "      div.remove();\n",
              "    }\n",
              "  "
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "download(\"download_507b8c3d-8af2-4822-bc78-2a39fa067327\", \"meta.tsv\", 13264)"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "LOWElA1LmLfq",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "17d4879c-85a2-47fd-c3c5-e7405db52319"
      },
      "source": [
        "sentence = [\"granny starting to fear spiders in the garden might be real\", \"game of thrones season finale showing this sunday night\"]\n",
        "sequences = tokenizer.texts_to_sequences(sentence)\n",
        "padded = pad_sequences(sequences, maxlen=max_length, padding=padding_type, truncating=trunc_type)\n",
        "print(gru_model.predict(padded))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[[0.56151384]\n",
            " [0.16484846]]\n"
          ]
        }
      ]
    }
  ]
}