# Notebook from roushan-raj/Covid-19-Fake-News-Detection
Path: BiLSTM Models/With GloVe/BiLSTM3 Covid-19.ipynb

### Dataset Reading_____no_output_____

import pandas as pd
data = pd.read_excel('drive/My Drive/Constraint_Competition_Dataset/Constraint_Covid-19_English_Train.xlsx')
pd.set_option('display.max_colwidth',150)
data.head()_____no_output_____data.shape_____no_output_____print(data.dtypes)id        int64
tweet    object
label    object
dtype: object

### Making of "label" Variable_____no_output_____

label = data['label']
label.head()_____no_output_____

### Checking Dataset Balancing_____no_output_____

print(label.value_counts())
import matplotlib.pyplot as plt
label.value_counts().plot(kind='bar', color='blue')real    3360
fake    3060
Name: label, dtype: int64

### Convering label into "0" or "1"_____no_output_____

import numpy as np
classes_list = ["fake","real"]
label_index = data['label'].apply(classes_list.index)
final_label = np.asarray(label_index)
print(final_label[:10])[1 1 0 1 1 1 1 0 0 0]
from keras.utils.np_utils import to_categorical
label_twoDimension = to_categorical(final_label, num_classes=2)_____no_output_____print(label_twoDimension[:10])[[0. 1.]
 [0. 1.]
 [1. 0.]
 [0. 1.]
 [0. 1.]
 [0. 1.]
 [0. 1.]
 [1. 0.]
 [1. 0.]
 [1. 0.]]

### Making of "text" Variable_____no_output_____

text = data['tweet']
text.head(10)_____no_output_____

### Dataset Pre-processing_____no_output_____

import re

def text_clean(text):
    ''' Pre process and convert texts to a list of words '''

    text=text.lower()

    # Clean the text
    text = re.sub(r"[^A-Za-z0-9^,!.\/'+-=]", " ", text)
    text = re.sub(r"what's", "what is ", text)
    text = re.sub(r"I'm", "I am ", text)
    text = re.sub(r"\'s", " ", text)
    text = re.sub(r"\'ve", " have ", text)
    text = re.sub(r"can't", "cannot ", text)
    text = re.sub(r"wouldn't", "would not ", text)
    text = re.sub(r"shouldn't", "should not ", text)
    text = re.sub(r"shouldn", "should not ", text)
    text = re.sub(r"didn", "did not ", text)
    text = re.sub(r"n't", " not ", text)
    text = re.sub(r"i'm", "i am ", text)
    text = re.sub(r"\'re", " are ", text)
    text = re.sub(r"\'d", " would ", text)
    text = re.sub(r"\'ll", " will ", text)
    text = re.sub('https?://\S+|www\.\S+', "", text)
    text = re.sub(r",", " ", text)
    text = re.sub(r"\.", " ", text)
    text = re.sub(r"!", " ! ", text)
    text = re.sub(r"\/", " ", text)
    text = re.sub(r"\^", " ^ ", text)
    text = re.sub(r"\+", " + ", text)
    text = re.sub(r"\-", " - ", text)
    text = re.sub(r"\=", " = ", text)
    text = re.sub(r"'", " ", text)
    text = re.sub(r"(\d+)(k)", r"\g<1>000", text)
    text = re.sub(r":", " : ", text)
    text = re.sub(r" e g ", " eg ", text)
    text = re.sub(r" b g ", " bg ", text)
    text = re.sub(r" u s ", " american ", text)
    text = re.sub(r"\0s", "0", text)
    text = re.sub(r" 9 11 ", "911", text)
    text = re.sub(r"e - mail", "email", text)
    text = re.sub(r"j k", "jk", text)
    text = re.sub(r"\s{2,}", " ", text)
    text = re.sub(r"[0-9]", "", text)

    # text = re.sub(r"rt", " ", text)

    return text_____no_output_____clean_text = text.apply(lambda x:text_clean(x))_____no_output_____clean_text.head(10)_____no_output_____

### Removing stopwords_____no_output_____

import nltk
from nltk.corpus import stopwords
nltk.download('stopwords')
def stop_words_removal(text1):
    text1=[w for w in  text1.split(" ")  if w not in stopwords.words('english')]
    return " ".join(text1)[nltk_data] Downloading package stopwords to /root/nltk_data...
[nltk_data]   Unzipping corpora/stopwords.zip.
clean_text_ns=clean_text.apply(lambda x: stop_words_removal(x))_____no_output_____print(clean_text_ns.head(10))0             cdc currently reports  deaths general discrepancies death counts different sources small explicable death toll stands roughly  people today
1                                                                        states reported  deaths small rise last tuesday southern states reported  deaths
2                                                            politically correct woman almost uses pandemic excuse reuse plastic bag coronavirus nashville
3                          indiafightscorona :  covid testing laboratories india th august   tests done : profbhargava dg icmrdelhi staysafe indiawillwin
4    populous states generate large case counts look new cases per million today  smaller states showing cases per million california texas : al ar id ...
5    covid act found average person illinois covid -  infecting   people data shows infection growth rate declined time factors stay - - home order res...
6                                       tested positive covid symptoms stay home away people learn cdc recommendations around others covid -  infection :
7                                                                                obama calls trump coronavirus response chaotic disaster
8                                                                                clearly obama administration leave kind game plan something like
9                               retraction hydroxychloroquine chloroquine without macrolide treatment covid -  : multinational registry analysis - lancet
Name: tweet, dtype: object

### Lemmatization_____no_output_____

"""# Lemmatization
import nltk
nltk.download('wordnet')
from nltk.stem import WordNetLemmatizer
lemmatizer = WordNetLemmatizer()

def word_lemmatizer(text):
    lem_text = "".join([lemmatizer.lemmatize(i) for i in text])
    return lem_text"""_____no_output_____"""clean_text_lem = clean_text_ns.apply(lambda x : word_lemmatizer(x))"""_____no_output_____"""print(clean_text_lem.head(10))"""_____no_output_____

### Stemming_____no_output_____

# Stemming
from nltk.stem import PorterStemmer
stemmer = PorterStemmer()

def word_stemmer(text):
    stem_text = "".join([stemmer.stem(i) for i in text])
    return stem_text_____no_output_____clean_text_stem = clean_text_ns.apply(lambda x : word_stemmer(x))_____no_output_____print(clean_text_stem.head(10))0             cdc currently reports  deaths general discrepancies death counts different sources small explicable death toll stands roughly  people today
1                                                                        states reported  deaths small rise last tuesday southern states reported  deaths
2                                                            politically correct woman almost uses pandemic excuse reuse plastic bag coronavirus nashville
3                          indiafightscorona :  covid testing laboratories india th august   tests done : profbhargava dg icmrdelhi staysafe indiawillwin
4    populous states generate large case counts look new cases per million today  smaller states showing cases per million california texas : al ar id ...
5    covid act found average person illinois covid -  infecting   people data shows infection growth rate declined time factors stay - - home order res...
6                                       tested positive covid symptoms stay home away people learn cdc recommendations around others covid -  infection :
7                                                                                obama calls trump coronavirus response chaotic disaster
8                                                                                clearly obama administration leave kind game plan something like
9                               retraction hydroxychloroquine chloroquine without macrolide treatment covid -  : multinational registry analysis - lancet
Name: tweet, dtype: object
# final_text = [x for x in clean_text_lem if len(x) > 3]_____no_output_____#print(final_text)_____no_output_____

### Tokenization using "keras"_____no_output_____

import keras
import tensorflow
from keras.preprocessing.text import Tokenizer
tok_all = Tokenizer(filters='!"#$%&\'()*+,-./:;<=>?@[\\]^_`{|}~', lower=True, char_level = False)
tok_all.fit_on_texts(clean_text_stem)_____no_output_____

### Making Vocab for words_____no_output_____

vocabulary_all = len(tok_all.word_counts)
print(vocabulary_all)12242
l = tok_all.word_index
print(l){'covid': 1, 'cases': 2, 'coronavirus': 3, 'new': 4, 'india': 5, 'people': 6, 'tests': 7, 'deaths': 8, 'states': 9, 'total': 10, 'number': 11, 'confirmed': 12, 'amp': 13, 'reported': 14, 'testing': 15, 'health': 16, 'today': 17, 'state': 18, 'one': 19, 'report': 20, 'day': 21, 'indiafightscorona': 22, 'pandemic': 23, 'virus': 24, 'hospital': 25, 'case': 26, 'patients': 27, 'vaccine': 28, 'update': 29, 'says': 30, 'data': 31, 'rt': 32, 'positive': 33, 'tested': 34, 'trump': 35, 'days': 36, 'test': 37, 'active': 38, 'may': 39, 'daily': 40, 'us': 41, 'lockdown': 42, 'last': 43, 'spread': 44, 'see': 45, 'recovered': 46, 'rate': 47, 'video': 48, 'world': 49, 'also': 50, 'million': 51, 'yesterday': 52, 'shows': 53, 'discharged': 54, 'isolation': 55, 'government': 56, 'president': 57, 'cdc': 58, 'news': 59, 'two': 60, 'country': 61, 'lagos': 62, 'home': 63, 'coronavirusupdates': 64, 'get': 65, 'risk': 66, 'death': 67, 'first': 68, 'week': 69, 'since': 70, 'numbers': 71, 'mohfw': 72, 'time': 73, 'said': 74, 'due': 75, 'fct': 76, 'pm': 77, 'care': 78, 'help': 79, 'completed': 80, 'public': 81, 'high': 82, 'corona': 83, 'per': 84, 'published': 85, 'recoveries': 86, 'like': 87, 'community': 88, 'nigeria': 89, 'staysafe': 90, 'claims': 91, 'reporting': 92, 'lakh': 93, 'take': 94, 'infected': 95, 'zealand': 96, 'latest': 97, 'died': 98, 'still': 99, 'learn': 100, 'claim': 101, 'ogun': 102, 'could': 103, 'china': 104, 'man': 105, 'masks': 106, 'details': 107, 'many': 108, 'th': 109, 'outbreak': 110, 'oyo': 111, 'social': 112, 'symptoms': 113, 'level': 114, 'countries': 115, 'quarantine': 116, 'indiawillwin': 117, 'average': 118, 'would': 119, 'use': 120, 'cure': 121, 'managed': 122, 'disease': 123, 'date': 124, 'times': 125, 'april': 126, 'edo': 127, 'drtedros': 128, 'kaduna': 129, 'hours': 130, 'person': 131, 'american': 132, 'novel': 133, 'face': 134, 'medical': 135, 'stay': 136, 'mask': 137, 'across': 138, 'icmrdelhi': 139, 'facebook': 140, 'national': 141, 'facilities': 142, 'protect': 143, 'work': 144, 'covidnigeria': 145, 'september': 146, 'recovery': 147, 'remains': 148, 'contact': 149, 'infection': 150, 'uk': 151, 'via': 152, 'read': 153, 'drharshvardhan': 154, 'capacity': 155, 'rivers': 156, 'know': 157, 'around': 158, 'prevent': 159, 'minister': 160, 'donald': 161, 'highest': 162, 'track': 163, 'three': 164, 'bauchi': 165, 'increase': 166, 'march': 167, 'city': 168, 'others': 169, 'plateau': 170, 'doctor': 171, 'york': 172, 'found': 173, 'july': 174, 'back': 175, 'kano': 176, 'every': 177, 'measures': 178, 'continue': 179, 'flu': 180, 'auckland': 181, 'pib': 182, 'wear': 183, 'reports': 184, 'treatment': 185, 'vaccines': 186, 'used': 187, 'hospitals': 188, 'labs': 189, 'made': 190, 'ondo': 191, 'children': 192, 'restrictions': 193, 'note': 194, 'currently': 195, 'post': 196, 'study': 197, 'distancing': 198, 'doctors': 199, 'weeks': 200, 'osun': 201, 'hospitalizations': 202, 'make': 203, 'long': 204, 'dr': 205, 'facility': 206, 'second': 207, 'indian': 208, 'need': 209, 'even': 210, 'go': 211, 'chinese': 212, 'enugu': 213, 'negative': 214, 'laboratories': 215, 'ekiti': 216, 'delta': 217, 'august': 218, 'show': 219, 'keep': 220, 'italy': 221, 'lab': 222, 'please': 223, 'important': 224, 'workers': 225, 'pradesh': 226, 'going': 227, 'current': 228, 'gombe': 229, 'secretary': 230, 'available': 231, 'samples': 232, 'south': 233, 'far': 234, 'infections': 235, 'close': 236, 'results': 237, 'media': 238, 'wuhan': 239, 'florida': 240, 'kwara': 241, 'likely': 242, 'must': 243, 'ministry': 244, 'years': 245, 'response': 246, 'record': 247, 'population': 248, 'hands': 249, 'another': 250, 'california': 251, 'including': 252, 'borno': 253, 'higher': 254, 'probable': 255, 'part': 256, 'katsina': 257, 'self': 258, 'bill': 259, 'least': 260, 'using': 261, 'evidence': 262, 'year': 263, 'north': 264, 'less': 265, 'live': 266, 'low': 267, 'coronavirusindia': 268, 'staff': 269, 'next': 270, 'transmission': 271, 'june': 272, 'shared': 273, 'single': 274, 'gates': 275, 'getting': 276, 'wearing': 277, 'maharashtra': 278, 'local': 279, 'related': 280, 'yet': 281, 'early': 282, 'donaldtrump': 283, 'tracked': 284, 'viral': 285, 'recorded': 286, 'additional': 287, 'announced': 288, 'according': 289, 'way': 290, 'hydroxychloroquine': 291, 'posts': 292, 'slow': 293, 'organization': 294, 'false': 295, 'rates': 296, 'much': 297, 'system': 298, 'safe': 299, 'global': 300, 'takeresponsibility': 301, 'fact': 302, 'four': 303, 'police': 304, 'right': 305, 'cured': 306, 'updates': 307, 'however': 308, 'kill': 309, 'effective': 310, 'stop': 311, 'seen': 312, 'hospitalization': 313, 'working': 314, 'end': 315, 'never': 316, 'united': 317, 'travel': 318, 'fight': 319, 'texas': 320, 'call': 321, 'bringing': 322, 'contacts': 323, 'five': 324, 'severe': 325, 'water': 326, 'rise': 327, 'act': 328, 'remain': 329, 'possible': 330, 'well': 331, 'linked': 332, 'coronavirusfacts': 333, 'conducted': 334, 'till': 335, 'nearly': 336, 'control': 337, 'come': 338, 'thousands': 339, 'good': 340, 'photo': 341, 'clinical': 342, 'family': 343, 'woman': 344, 'without': 345, 'uts': 346, 'patient': 347, 'information': 348, 'different': 349, 'say': 350, 'schools': 351, 'already': 352, 'months': 353, 'set': 354, 'past': 355, 'taking': 356, 'continues': 357, 'multiple': 358, 'recent': 359, 'govt': 360, 'scientists': 361, 'caused': 362, 'message': 363, 'reduce': 364, 'follow': 365, 'free': 366, 'cluster': 367, 'team': 368, 'full': 369, 'food': 370, 'plan': 371, 'breaking': 372, 'image': 373, 'real': 374, 'alexismadrigal': 375, 'find': 376, 'icu': 377, 'lives': 378, 'access': 379, 'sick': 380, 'nasarawa': 381, 'abia': 382, 'increasing': 383, 'support': 384, 'lower': 385, 'sars': 386, 'crore': 387, 'general': 388, 'done': 389, 'away': 390, 'covidupdates': 391, 'developed': 392, 'think': 393, 'affected': 394, 'peak': 395, 'among': 396, 'essential': 397, 'large': 398, 'avoid': 399, 'pmoindia': 400, 'group': 401, 'crisis': 402, 'receiving': 403, 'based': 404, 'emergency': 405, 'outside': 406, 'research': 407, 'chloroquine': 408, 'want': 409, 'england': 410, 'cause': 411, 'twitter': 412, 'fatality': 413, 'hospitalized': 414, 'services': 415, 'lowest': 416, 'put': 417, 'akwa': 418, 'ibom': 419, 'better': 420, 'processed': 421, 'cannot': 422, 'almost': 423, 'americans': 424, 'benue': 425, 'means': 426, 'healthcare': 427, 'increased': 428, 'karnataka': 429, 'check': 430, 'half': 431, 'imo': 432, 'prime': 433, 'big': 434, 'following': 435, 'tracing': 436, 'guidelines': 437, 'ensure': 438, 'open': 439, 'best': 440, 'includes': 441, 'imported': 442, 'ebonyi': 443, 'spreading': 444, 'brazil': 445, 'claimed': 446, 'drug': 447, 'house': 448, 'taken': 449, 'cross': 450, 'coronaupdates': 451, 'niger': 452, 'ever': 453, 'include': 454, 'compared': 455, 'stands': 456, 'phase': 457, 'cumulative': 458, 'levels': 459, 'nz': 460, 'soon': 461, 'old': 462, 'management': 463, 'everyone': 464, 'strategy': 465, 'wash': 466, 'st': 467, 'delhi': 468, 'result': 469, 'areas': 470, 'story': 471, 'showing': 472, 'child': 473, 'treat': 474, 'significant': 475, 'six': 476, 'place': 477, 'cloth': 478, 'asymptomatic': 479, 'source': 480, 'coming': 481, 'share': 482, 'c': 483, 'created': 484, 'g': 485, 'school': 486, 'closed': 487, 'age': 488, 'alert': 489, 'weekend': 490, 'white': 491, 'human': 492, 'key': 493, 'italian': 494, 'anambra': 495, 'trials': 496, 'previously': 497, 'covidview': 498, 'whatsapp': 499, 'drinking': 500, 'international': 501, 'air': 502, 'homes': 503, 'misinformation': 504, 'university': 505, 'brings': 506, 'updated': 507, 'claiming': 508, 'visit': 509, 'household': 510, 'believe': 511, 'groups': 512, 'within': 513, 'provide': 514, 'centre': 515, 'several': 516, 'boris': 517, 'positivity': 518, 'cdcmmwr': 519, 'order': 520, 'n': 521, 'given': 522, 'laboratory': 523, 'women': 524, 'major': 525, 'combined': 526, 'uttar': 527, 'situation': 528, 'illness': 529, 'conditions': 530, 'distance': 531, 'released': 532, 'west': 533, 'contain': 534, 'got': 535, 'ddnewslive': 536, 'surveillance': 537, 'rising': 538, 'mortality': 539, 'breakdown': 540, 'become': 541, 'cov': 542, 'behind': 543, 'migrated': 544, 'students': 545, 'johnson': 546, 'though': 547, 'money': 548, 'pcr': 549, 'saying': 550, 'ncdc': 551, 'nation': 552, 'sokoto': 553, 'guidance': 554, 'potential': 555, 'toll': 556, 'covidindia': 557, 'tracker': 558, 'non': 559, 'really': 560, 'vitamin': 561, 'followed': 562, 'outbreaks': 563, 'physical': 564, 'fauci': 565, 'small': 566, 'respiratory': 567, 'ashwinikchoubey': 568, 'job': 569, 'list': 570, 'covidnewsbymib': 571, 'change': 572, 'causes': 573, 'life': 574, 'body': 575, 'airnewsalerts': 576, 'county': 577, 'suggests': 578, 'press': 579, 'someone': 580, 'sure': 581, 'michigan': 582, 'bayelsa': 583, 'started': 584, 'amid': 585, 'advice': 586, 'adamawa': 587, 'immunity': 588, 'obama': 589, 'administration': 590, 'asked': 591, 'hard': 592, 'black': 593, 'communities': 594, 'die': 595, 'period': 596, 'andhra': 597, 'military': 598, 'action': 599, 'lot': 600, 'miq': 601, 'anyone': 602, 'covering': 603, 'percentage': 604, 'issued': 605, 'count': 606, 'surge': 607, 'called': 608, 'steps': 609, 'coronaviruspandemic': 610, 'dead': 611, 'experts': 612, 'older': 613, 'treating': 614, 'often': 615, 'able': 616, 'point': 617, 'hit': 618, 'might': 619, 'america': 620, 'trial': 621, 'month': 622, 'company': 623, 'covax': 624, 'ways': 625, 'mumbai': 626, 'lost': 627, 'kits': 628, 'despite': 629, 'mild': 630, 'gt': 631, 'ward': 632, 'considered': 633, 'monday': 634, 'medicine': 635, 'usa': 636, 'hot': 637, 'wave': 638, 'remember': 639, 'returned': 640, 'term': 641, 'network': 642, 'allowed': 643, 'cures': 644, 'rules': 645, 'gatherings': 646, 'members': 647, 'covidindiaseva': 648, 'practice': 649, 'growing': 650, 'top': 651, 'residents': 652, 'isolate': 653, 'development': 654, 'records': 655, 'common': 656, 'middlemore': 657, 'tamil': 658, 'nadu': 659, 'night': 660, 'recently': 661, 'left': 662, 'e': 663, 'forward': 664, 'russia': 665, 'minhealthnz': 666, 'rest': 667, 'factcheck': 668, 'probably': 669, 'together': 670, 'ago': 671, 'look': 672, 'huge': 673, 'ready': 674, 'living': 675, 'district': 676, 'cold': 677, 'wants': 678, 'shore': 679, 'known': 680, 'stated': 681, 'efforts': 682, 'chart': 683, 'spain': 684, 'immune': 685, 'equipment': 686, 'registered': 687, 'viewed': 688, 'feet': 689, 'london': 690, 'federal': 691, 'hundreds': 692, 'r': 693, 'cdcdirector': 694, 'seven': 695, 'fake': 696, 'whole': 697, 'arrived': 698, 'impact': 699, 'recommended': 700, 'critical': 701, 'start': 702, 'join': 703, 'biden': 704, 'app': 705, 'middle': 706, 'alcohol': 707, 'governor': 708, 'progress': 709, 'ones': 710, 'georgia': 711, 'unknown': 712, 'received': 713, 'rapid': 714, 'muslims': 715, 'true': 716, 'adults': 717, 'tracking': 718, 'alongside': 719, 'picture': 720, 'rs': 721, 'issues': 722, 'whether': 723, 'widespread': 724, 'prevention': 725, 'enough': 726, 'let': 727, 'cough': 728, 'told': 729, 'dying': 730, 'clear': 731, 'viruses': 732, 'department': 733, 'complete': 734, 'infectious': 735, 'acquired': 736, 'kayburley': 737, 'looking': 738, 'healthy': 739, 'hope': 740, 'advised': 741, 'began': 742, 'blood': 743, 'paulo': 744, 'steady': 745, 'ca': 746, 'economy': 747, 'official': 748, 'associated': 749, 'private': 750, 'wise': 751, 'row': 752, 'god': 753, 'bioweapon': 754, 'staying': 755, 'figures': 756, 'understand': 757, 'chikwe': 758, 'leader': 759, 'something': 760, 'approved': 761, 'party': 762, 'tips': 763, 'icmr': 764, 'along': 765, 'questions': 766, 'antibody': 767, 'third': 768, 'making': 769, 'warns': 770, 'online': 771, 'finds': 772, 'israel': 773, 'lead': 774, 'trying': 775, 'muslim': 776, 'epidemic': 777, 'required': 778, 'institute': 779, 'w': 780, 'led': 781, 'coronavirusupdate': 782, 'clusters': 783, 'needs': 784, 'realdonaldtrump': 785, 'launched': 786, 'protective': 787, 'things': 788, 'problems': 789, 'fall': 790, 'jigawa': 791, 'locally': 792, 'came': 793, 'caught': 794, 'great': 795, 'millions': 796, 'returning': 797, 'mygovindia': 798, 'anti': 799, 'exposed': 800, 'discovered': 801, 'treated': 802, 'website': 803, 'especially': 804, 'killed': 805, 'drugs': 806, 'mean': 807, 'thousand': 808, 'actually': 809, 'force': 810, 'drink': 811, 'line': 812, 'thanks': 813, 'reached': 814, 'hand': 815, 'orders': 816, 'billion': 817, 'gives': 818, 'lack': 819, 'remedy': 820, 'drhvoffice': 821, 'suspected': 822, 'ill': 823, 'chief': 824, 'et': 825, 'save': 826, 'modi': 827, 'safety': 828, 'late': 829, 'trend': 830, 'shown': 831, 'beginning': 832, 'systems': 833, 'ny': 834, 'thank': 835, 'u': 836, 'pending': 837, 'khan': 838, 'director': 839, 'tea': 840, 'works': 841, 'containment': 842, 'falling': 843, 'previous': 844, 'announce': 845, 'severity': 846, 'businesses': 847, 'ongoing': 848, 'studies': 849, 'bad': 850, 'mayor': 851, 'crossed': 852, 'area': 853, 'friends': 854, 'inside': 855, 'instead': 856, 'play': 857, 'pre': 858, 'interview': 859, 'reopen': 860, 'history': 861, 'preventive': 862, 'increases': 863, 'tuesday': 864, 'analysis': 865, 'changes': 866, 'alone': 867, 'member': 868, 'central': 869, 'sunday': 870, 'citizens': 871, 'watch': 872, 'brazilian': 873, 'wrong': 874, 'oxygen': 875, 'acc': 876, 'model': 877, 'activities': 878, 'problem': 879, 'sign': 880, 'nine': 881, 'former': 882, 'accelerator': 883, 'identified': 884, 'places': 885, 'antibodies': 886, 'earlier': 887, 'ireland': 888, 'sir': 889, 'joe': 890, 'flight': 891, 'suggest': 892, 'tell': 893, 'starting': 894, 'tomorrow': 895, 'reason': 896, 'sent': 897, 'phone': 898, 'vulnerable': 899, 'users': 900, 'fda': 901, 'kebbi': 902, 'shut': 903, 'symptomatic': 904, 'sky': 905, 'comes': 906, 'needed': 907, 'largest': 908, 'nationally': 909, 'tweet': 910, 'science': 911, 'trace': 912, 'disaster': 913, 'rd': 914, 'scale': 915, 'africa': 916, 'baby': 917, 'routine': 918, 'return': 919, 'main': 920, 'youtube': 921, 'decline': 922, 'etc': 923, 'diseases': 924, 'fever': 925, 'weekly': 926, 'deadly': 927, 'seems': 928, 'exposure': 929, 'passengers': 930, 'carolina': 931, 'throat': 932, 'beds': 933, 'maintain': 934, 'kills': 935, 'serious': 936, 'pakistan': 937, 'head': 938, 'officer': 939, 'present': 940, 'tells': 941, 'europe': 942, 'nd': 943, 'researchers': 944, 'difficult': 945, 'governors': 946, 'comprehensive': 947, 'improves': 948, 'mother': 949, 'therefore': 950, 'officials': 951, 'account': 952, 'loved': 953, 'steam': 954, 'coronil': 955, 'thing': 956, 'illnesses': 957, 'similar': 958, 'fund': 959, 'excess': 960, 'posted': 961, 'rule': 962, 'availability': 963, 'article': 964, 'events': 965, 'fire': 966, 'near': 967, 'finally': 968, 'leaders': 969, 'couple': 970, 'dataset': 971, 'dioxide': 972, 'solution': 973, 'announces': 974, 'failed': 975, 'young': 976, 'minutes': 977, 'curfew': 978, 'road': 979, 'combat': 980, 'gujarat': 981, 'worked': 982, 'decision': 983, 'skin': 984, 'yobe': 985, 'arizona': 986, 'washing': 987, 'explains': 988, 'appears': 989, 'room': 990, 'keeping': 991, 'bacteria': 992, 'mark': 993, 'nursing': 994, 'x': 995, 'mid': 996, 'briefing': 997, 'yes': 998, 'fear': 999, 'looks': 1000, 'link': 1001, 'survey': 1002, 'nashville': 1003, 'coronacheck': 1004, 'either': 1005, 'focus': 1006, 'error': 1007, 'committed': 1008, 'ahead': 1009, 'continued': 1010, 'kids': 1011, 'dangerous': 1012, 'vaccination': 1013, 'quite': 1014, 'meeting': 1015, 'bring': 1016, 'detected': 1017, 'washington': 1018, 'sample': 1019, 'travelers': 1020, 'effect': 1021, 'centres': 1022, 'lying': 1023, 'entire': 1024, 'pelosi': 1025, 'safely': 1026, 'spike': 1027, 'arrested': 1028, 'bed': 1029, 'nurse': 1030, 'condition': 1031, 'give': 1032, 'makes': 1033, 'interventions': 1034, 'race': 1035, 'families': 1036, 'warned': 1037, 'limit': 1038, 'barack': 1039, 'parts': 1040, 'center': 1041, 'little': 1042, 'reopening': 1043, 'basis': 1044, 'create': 1045, 'ppe': 1046, 'employees': 1047, 'cr': 1048, 'actions': 1049, 'japan': 1050, 'type': 1051, 'crosses': 1052, 'difference': 1053, 'eating': 1054, 'checked': 1055, 'adds': 1056, 'took': 1057, 'diagnostic': 1058, 'pneumonia': 1059, 'later': 1060, 'plans': 1061, 'appear': 1062, 'underlying': 1063, 'antigen': 1064, 'counts': 1065, 'la': 1066, 'gathering': 1067, 'cover': 1068, 'airport': 1069, 'forced': 1070, 'although': 1071, 'looked': 1072, 'contribute': 1073, 'investigation': 1074, 'nose': 1075, 'ventilator': 1076, 'bihar': 1077, 'newly': 1078, 'hrs': 1079, 'overall': 1080, 'threat': 1081, 'beach': 1082, 'funeral': 1083, 'contacted': 1084, 'expect': 1085, 'region': 1086, 'strategies': 1087, 'waikato': 1088, 'beaten': 1089, 'animals': 1090, 'remained': 1091, 'demand': 1092, 'example': 1093, 'receive': 1094, 'de': 1095, 'warn': 1096, 'stock': 1097, 'market': 1098, 'cancer': 1099, 'warning': 1100, 'service': 1101, 'missing': 1102, 'worst': 1103, 'lakhs': 1104, 'resources': 1105, 'molecular': 1106, 'move': 1107, 'wife': 1108, 'goi': 1109, 'diagnosis': 1110, 'experience': 1111, 'business': 1112, 'pay': 1113, 'moved': 1114, 'positives': 1115, 'buy': 1116, 'normal': 1117, 'moderate': 1118, 'virology': 1119, 'ground': 1120, 'series': 1121, 'personal': 1122, 'process': 1123, 'improvement': 1124, 'v': 1125, 'eight': 1126, 'quickly': 1127, 'authorities': 1128, 'court': 1129, 'narendramodi': 1130, 'mass': 1131, 'frequently': 1132, 'anthony': 1133, 'law': 1134, 'outcomes': 1135, 'pet': 1136, 'simple': 1137, 'nih': 1138, 'professor': 1139, 'name': 1140, 'goes': 1141, 'apart': 1142, 'recommends': 1143, 'break': 1144, 'expected': 1145, 'moving': 1146, 'fewer': 1147, 'paper': 1148, 'urine': 1149, 'went': 1150, 'instagram': 1151, 'philippines': 1152, 'scales': 1153, 'whose': 1154, 'exceed': 1155, 'malaria': 1156, 'gap': 1157, 'reasons': 1158, 'movement': 1159, 'coca': 1160, 'stories': 1161, 'nigerians': 1162, 'risks': 1163, 'screening': 1164, 'bio': 1165, 'gets': 1166, 'status': 1167, 'certain': 1168, 'northeast': 1169, 'kia': 1170, 'funding': 1171, 'greater': 1172, 'regions': 1173, 'ending': 1174, 'thread': 1175, 'zero': 1176, 'ordered': 1177, 'college': 1178, 'allegedly': 1179, 'poor': 1180, 'conference': 1181, 'affect': 1182, 'text': 1183, 'pradhan': 1184, 'saw': 1185, 'predicted': 1186, 'canada': 1187, 'worker': 1188, 'protocol': 1189, 'loss': 1190, 'added': 1191, 'recover': 1192, 'pets': 1193, 'economic': 1194, 'australia': 1195, 'backlog': 1196, 'strain': 1197, 'bars': 1198, 'unlock': 1199, 'issue': 1200, 'concentrated': 1201, 'initiation': 1202, 'capital': 1203, 'chain': 1204, 'swabs': 1205, 'breath': 1206, 'breathing': 1207, 'training': 1208, 'urged': 1209, 'bodies': 1210, 'hotel': 1211, 'bank': 1212, 'spanish': 1213, 'develop': 1214, 'monitor': 1215, 'parents': 1216, 'brought': 1217, 'january': 1218, 'becomes': 1219, 'recommendations': 1220, 'kind': 1221, 'consecutive': 1222, 'nations': 1223, 'event': 1224, 'border': 1225, 'surgeon': 1226, 'empty': 1227, 'un': 1228, 'louisiana': 1229, 'pregnant': 1230, 'chance': 1231, 'project': 1232, 'volunteers': 1233, 'side': 1234, 'neither': 1235, 'weapon': 1236, 'nyc': 1237, 'punishable': 1238, 'bleach': 1239, 'expert': 1240, 'longer': 1241, 'context': 1242, 'adding': 1243, 'requires': 1244, 'river': 1245, 'tools': 1246, 'equitable': 1247, 'nurses': 1248, 'step': 1249, 'nationwide': 1250, 'ora': 1251, 'permitted': 1252, 'majority': 1253, 'setting': 1254, 'herd': 1255, 'forecasts': 1256, 'strong': 1257, 'learning': 1258, 'tv': 1259, 'japanese': 1260, 'putin': 1261, 'turn': 1262, 'streets': 1263, 'pune': 1264, 'gov': 1265, 'mantri': 1266, 'yojana': 1267, 'hcq': 1268, 'ship': 1269, 'east': 1270, 'building': 1271, 'production': 1272, 'opening': 1273, 'panic': 1274, 'method': 1275, 'nhs': 1276, 'kindly': 1277, 'france': 1278, 'originated': 1279, 'john': 1280, 'aggressive': 1281, 'limited': 1282, 'relief': 1283, 'alabama': 1284, 'mp': 1285, 'transmitted': 1286, 'standard': 1287, 'removed': 1288, 'colorado': 1289, 'jersey': 1290, 'shortage': 1291, 'cost': 1292, 'candidate': 1293, 'discuss': 1294, 'decided': 1295, 'floor': 1296, 'globally': 1297, 'sharing': 1298, 'everything': 1299, 'slightly': 1300, 'nothing': 1301, 'germany': 1302, 'hong': 1303, 'kong': 1304, 'always': 1305, 'fell': 1306, 'stage': 1307, 'reviewed': 1308, 'rose': 1309, 'scotland': 1310, 'towards': 1311, 'changed': 1312, 'tax': 1313, 'beat': 1314, 'settings': 1315, 'engineered': 1316, 'stable': 1317, 'pass': 1318, 'happened': 1319, 'declined': 1320, 'precautions': 1321, 'matter': 1322, 'included': 1323, 'ft': 1324, 'individuals': 1325, 'hotels': 1326, 'exceeded': 1327, 'ask': 1328, 'wearamask': 1329, 'site': 1330, 'responsible': 1331, 'droplets': 1332, 'holiday': 1333, 'salt': 1334, 'seeing': 1335, 'existing': 1336, 'office': 1337, 'driven': 1338, 'congress': 1339, 'hcps': 1340, 'collection': 1341, 'effects': 1342, 'allow': 1343, 'army': 1344, 'committee': 1345, 'election': 1346, 'chlorine': 1347, 'roche': 1348, 'coverings': 1349, 'sri': 1350, 'policy': 1351, 'morning': 1352, 'lag': 1353, 'providing': 1354, 'enter': 1355, 'regarding': 1356, 'internet': 1357, 'activity': 1358, 'scientific': 1359, 'nancy': 1360, 'cities': 1361, 'manufacturing': 1362, 'lemon': 1363, 'russian': 1364, 'audio': 1365, 'provided': 1366, 'twice': 1367, 'visited': 1368, 'circulating': 1369, 'bima': 1370, 'hold': 1371, 'stayathome': 1372, 'reminder': 1373, 'k': 1374, 'info': 1375, 'tracer': 1376, 'seconds': 1377, 'takes': 1378, 'bats': 1379, 'milk': 1380, 'tens': 1381, 'biotech': 1382, 'stand': 1383, 'approach': 1384, 'caveat': 1385, 'individual': 1386, 'financial': 1387, 'isolating': 1388, 'images': 1389, 'seriously': 1390, 'lung': 1391, 'reach': 1392, 'successful': 1393, 'quarantined': 1394, 'ensuring': 1395, 'gone': 1396, 'release': 1397, 'tally': 1398, 'pubs': 1399, 'disinfection': 1400, 'hour': 1401, 'personnel': 1402, 'moment': 1403, 'reveals': 1404, 'wait': 1405, 'cm': 1406, 'h': 1407, 'diabetes': 1408, 'hhs': 1409, 'performed': 1410, 'distributed': 1411, 'timely': 1412, 'models': 1413, 'october': 1414, 'wo': 1415, 'expanded': 1416, 'plasma': 1417, 'refer': 1418, 'begin': 1419, 'implemented': 1420, 'board': 1421, 'milestone': 1422, 'negatives': 1423, 'protection': 1424, 'dg': 1425, 'illinois': 1426, 'infecting': 1427, 'growth': 1428, 'factors': 1429, 'calls': 1430, 'leave': 1431, 'game': 1432, 'tpm': 1433, 'encouraged': 1434, 'b': 1435, 'accurate': 1436, 'widely': 1437, 'click': 1438, 'cow': 1439, 'various': 1440, 'paid': 1441, 'biggest': 1442, 'medicines': 1443, 'require': 1444, 'cabinet': 1445, 'onset': 1446, 'districts': 1447, 'declared': 1448, 'november': 1449, 'affects': 1450, 'miracle': 1451, 'doses': 1452, 'launch': 1453, 'feel': 1454, 'sadly': 1455, 'partners': 1456, 'imposed': 1457, 'faces': 1458, 'isolated': 1459, 'planning': 1460, 'properly': 1461, 'completely': 1462, 'repeatedly': 1463, 'referred': 1464, 'locked': 1465, 'admitted': 1466, 'hoax': 1467, 'supplies': 1468, 'refused': 1469, 'treatments': 1470, 'facemask': 1471, 'worse': 1472, 'suffering': 1473, 'role': 1474, 'inclusion': 1475, 'occurred': 1476, 'front': 1477, 'chronic': 1478, 'putting': 1479, 'totally': 1480, 'republican': 1481, 'target': 1482, 'seek': 1483, 'terms': 1484, 'shot': 1485, 'anything': 1486, 'bharat': 1487, 'matt': 1488, 'dakota': 1489, 'zones': 1490, 'surgical': 1491, 'supporting': 1492, 'unless': 1493, 'special': 1494, 'restaurants': 1495, 'discharge': 1496, 'necessary': 1497, 'zinc': 1498, 'regular': 1499, 'measure': 1500, 'understanding': 1501, 'trouble': 1502, 'advisory': 1503, 'collaboration': 1504, 'misleading': 1505, 'attention': 1506, 'reduced': 1507, 'larger': 1508, 'killing': 1509, 'visits': 1510, 'ccp': 1511, 'governments': 1512, 'diagnostics': 1513, 'security': 1514, 'gandhi': 1515, 'worth': 1516, 'specific': 1517, 'future': 1518, 'fully': 1519, 'review': 1520, 'task': 1521, 'checks': 1522, 'supply': 1523, 'coffee': 1524, 'leading': 1525, 'trained': 1526, 'carry': 1527, 'sources': 1528, 'roughly': 1529, 'mrna': 1530, 'hygiene': 1531, 'nobel': 1532, 'honjo': 1533, 'natural': 1534, 'useful': 1535, 'insists': 1536, 'keeps': 1537, 'sustained': 1538, 'smoke': 1539, 'dna': 1540, 'parliament': 1541, 'influenza': 1542, 'conspiracy': 1543, 'attend': 1544, 'topic': 1545, 'inform': 1546, 'symptom': 1547, 'hiv': 1548, 'clip': 1549, 'separate': 1550, 'humans': 1551, 'calling': 1552, 'upto': 1553, 'meaning': 1554, 'patrick': 1555, 'zamfara': 1556, 'helped': 1557, 'fmohnigeria': 1558, 'union': 1559, 'mix': 1560, 'photos': 1561, 'friday': 1562, 'finding': 1563, 'responsibility': 1564, 'regional': 1565, 'space': 1566, 'clean': 1567, 'french': 1568, 'attributed': 1569, 'cnn': 1570, 'covidtracking': 1571, 'physicians': 1572, 'sending': 1573, 'items': 1574, 'channel': 1575, 'caption': 1576, 'houses': 1577, 'challenges': 1578, 'truth': 1579, 'cruise': 1580, 'extended': 1581, 'counties': 1582, 'rapidly': 1583, 'highlights': 1584, 'biological': 1585, 'prior': 1586, 'suggested': 1587, 'consider': 1588, 'mr': 1589, 'income': 1590, 'unprecedented': 1591, 'situations': 1592, 'feeling': 1593, 'identification': 1594, 'cfr': 1595, 'amongst': 1596, 'begun': 1597, 'unlikely': 1598, 'detect': 1599, 'lockdowns': 1600, 'rather': 1601, 'capita': 1602, 'strict': 1603, 'facing': 1604, 'happen': 1605, 'suggesting': 1606, 'telangana': 1607, 'gave': 1608, 'hotspots': 1609, 'mail': 1610, 'toilet': 1611, 'run': 1612, 'wall': 1613, 'metrics': 1614, 'identify': 1615, 'oklahoma': 1616, 'spitting': 1617, 'exponential': 1618, 'explain': 1619, 'stimulus': 1620, 'park': 1621, 'bjp': 1622, 'slowthespread': 1623, 'thursday': 1624, 'quick': 1625, 'relaxed': 1626, 'denied': 1627, 'decreased': 1628, 'pretty': 1629, 'concern': 1630, 'knew': 1631, 'foundation': 1632, 'aware': 1633, 'migrants': 1634, 'offices': 1635, 'suicide': 1636, 'proportion': 1637, 'christchurch': 1638, 'manufactured': 1639, 'try': 1640, 'duterte': 1641, 'respond': 1642, 'efficient': 1643, 'deployed': 1644, 'heart': 1645, 'territory': 1646, 'cdcemergency': 1647, 'dropped': 1648, 'jamaat': 1649, 'azithromycin': 1650, 'form': 1651, 'cdcgov': 1652, 'mind': 1653, 'dedicated': 1654, 'temperature': 1655, 'stomach': 1656, 'correct': 1657, 'clearly': 1658, 'transportation': 1659, 'surfaces': 1660, 'planned': 1661, 'economies': 1662, 'addition': 1663, 'paying': 1664, 'involved': 1665, 'allows': 1666, 'pressure': 1667, 'dyk': 1668, 'mondays': 1669, 'dip': 1670, 'question': 1671, 'ethnic': 1672, 'nobody': 1673, 'mandatory': 1674, 'significantly': 1675, 'seem': 1676, 'icmrfightscovid': 1677, 'projects': 1678, 'mexico': 1679, 'connected': 1680, 'amount': 1681, 'primary': 1682, 'february': 1683, 'causing': 1684, 'contracted': 1685, 'held': 1686, 'field': 1687, 'boy': 1688, 'racial': 1689, 'effort': 1690, 'estimates': 1691, 'informed': 1692, 'projections': 1693, 'sites': 1694, 'contributed': 1695, 'offers': 1696, 'politician': 1697, 'posting': 1698, 'temporary': 1699, 'overseas': 1700, 'prepare': 1701, 'indicators': 1702, 'lungs': 1703, 'produce': 1704, 'pictures': 1705, 'urgent': 1706, 'taraba': 1707, 'blame': 1708, 'map': 1709, 'door': 1710, 'charles': 1711, 'mouth': 1712, 'kept': 1713, 'jail': 1714, 'rajasthan': 1715, 'ventilators': 1716, 'campaign': 1717, 'saved': 1718, 'religious': 1719, 'madrid': 1720, 'tweeted': 1721, 'knowledge': 1722, 'deal': 1723, 'tb': 1724, 'banned': 1725, 'ethnicity': 1726, 'jan': 1727, 'declining': 1728, 'statistics': 1729, 'plandemic': 1730, 'aiims': 1731, 'journal': 1732, 'airborne': 1733, 'illegal': 1734, 'patent': 1735, 'immediately': 1736, 'colombia': 1737, 'answer': 1738, 'giving': 1739, 'green': 1740, 'persons': 1741, 'price': 1742, 'enforce': 1743, 'recovering': 1744, 'figure': 1745, 'politicians': 1746, 'api': 1747, 'lock': 1748, 'hmoindia': 1749, 'datoscoronavirus': 1750, 'vice': 1751, 'garlic': 1752, 'collective': 1753, 'hi': 1754, 'avoiding': 1755, 'hancock': 1756, 'elderly': 1757, 'build': 1758, 'korea': 1759, 'hhsgov': 1760, 'council': 1761, 'departments': 1762, 'vote': 1763, 'lags': 1764, 'technology': 1765, 'detection': 1766, 'throwing': 1767, 'handling': 1768, 'worldwide': 1769, 'bat': 1770, 'rolling': 1771, 'domestic': 1772, 'proven': 1773, 'talk': 1774, 'conducting': 1775, 'comparison': 1776, 'asks': 1777, 'rio': 1778, 'supreme': 1779, 'prepared': 1780, 'presidential': 1781, 'dies': 1782, 'david': 1783, 'funded': 1784, 'stopped': 1785, 'inhalation': 1786, 'fair': 1787, 'ghana': 1788, 'summer': 1789, 'fit': 1790, 'candidates': 1791, 'reducing': 1792, 'portfolio': 1793, 'reduction': 1794, 'silver': 1795, 'forces': 1796, 'google': 1797, 'guide': 1798, 'kit': 1799, 'arvindkejriwal': 1800, 'meets': 1801, 'easily': 1802, 'hyderabad': 1803, 'talks': 1804, 'unga': 1805, 'diagnosed': 1806, 'code': 1807, 'reporters': 1808, 'rodrigo': 1809, 'estimate': 1810, 'entry': 1811, 'ppl': 1812, 'helps': 1813, 'developing': 1814, 'introduced': 1815, 'mental': 1816, 'maximum': 1817, 'page': 1818, 'political': 1819, 'unchanged': 1820, 'showed': 1821, 'funds': 1822, 'album': 1823, 'happening': 1824, 'ok': 1825, 'spaces': 1826, 'points': 1827, 'pushing': 1828, 'street': 1829, 'smaller': 1830, 'nba': 1831, 'tasuku': 1832, 'urge': 1833, 'function': 1834, 'brain': 1835, 'timeline': 1836, 'choose': 1837, 'boost': 1838, 'beer': 1839, 'curve': 1840, 'apologise': 1841, 'quality': 1842, 'permission': 1843, 'pvt': 1844, 'recoveryrate': 1845, 'jump': 1846, 'minority': 1847, 'mt': 1848, 'wellington': 1849, 'shares': 1850, 'intensive': 1851, 'refuse': 1852, 'solid': 1853, 'aug': 1854, 'incubation': 1855, 'nasal': 1856, 'publication': 1857, 'programs': 1858, 'decisions': 1859, 'l': 1860, 'products': 1861, 'unclear': 1862, 'offering': 1863, 'pope': 1864, 'operations': 1865, 'season': 1866, 'waiting': 1867, 'priority': 1868, 'rounds': 1869, 'importance': 1870, 'broke': 1871, 'charge': 1872, 'double': 1873, 'scaled': 1874, 'sept': 1875, 'madhya': 1876, 'wide': 1877, 'charts': 1878, 'li': 1879, 'fast': 1880, 'facts': 1881, 'selling': 1882, 'soda': 1883, 'vladimir': 1884, 'bags': 1885, 'oil': 1886, 'decide': 1887, 'affairs': 1888, 'arrest': 1889, 'infect': 1890, 'prince': 1891, 'announcing': 1892, 'nigerian': 1893, 'passed': 1894, 'sweden': 1895, 'mike': 1896, 'resulted': 1897, 'greatest': 1898, 'eat': 1899, 'drop': 1900, 'contracting': 1901, 'slowing': 1902, 'cdnpoli': 1903, 'range': 1904, 'standards': 1905, 'caveats': 1906, 'fears': 1907, 'ability': 1908, 'pleased': 1909, 'cut': 1910, 'victims': 1911, 'reduces': 1912, 'pence': 1913, 'concerned': 1914, 'final': 1915, 'sees': 1916, 'coronawatch': 1917, 'leads': 1918, 'improved': 1919, 'buying': 1920, 'monitoring': 1921, 'kerala': 1922, 'acute': 1923, 'emerging': 1924, 'pick': 1925, 'meet': 1926, 'neil': 1927, 'arsenicum': 1928, 'add': 1929, 'qanda': 1930, 'jobs': 1931, 'scientist': 1932, 'mainbhinewschecker': 1933, 'wanted': 1934, 'maintaining': 1935, 'categories': 1936, 'benefit': 1937, 'narendra': 1938, 'rural': 1939, 'preventing': 1940, 'metro': 1941, 'ban': 1942, 'faster': 1943, 'poll': 1944, 'mosque': 1945, 'sex': 1946, 'animal': 1947, 'wake': 1948, 'unicef': 1949, 'consistently': 1950, 'transport': 1951, 'basic': 1952, 'harmless': 1953, 'statement': 1954, 'transferred': 1955, 'send': 1956, 'overloaded': 1957, 'european': 1958, 'changing': 1959, 'f': 1960, 'train': 1961, 'covers': 1962, 'deep': 1963, 'built': 1964, 'certificates': 1965, 'pharmaceutical': 1966, 'frontline': 1967, 'lose': 1968, 'book': 1969, 'happens': 1970, 'mostly': 1971, 'ten': 1972, 'alive': 1973, 'surpassed': 1974, 'stating': 1975, 'decreasing': 1976, 'war': 1977, 'co': 1978, 'king': 1979, 'document': 1980, 'none': 1981, 'reflects': 1982, 'definition': 1983, 'assam': 1984, 'heard': 1985, 'speak': 1986, 'genetic': 1987, 'temple': 1988, 'improve': 1989, 'strengthening': 1990, 'checking': 1991, 'spreads': 1992, 'disinfectants': 1993, 'confirms': 1994, 'ptfcovid': 1995, 'reflect': 1996, 'effectiveness': 1997, 'eye': 1998, 'disruptions': 1999, 'teams': 2000, 'british': 2001, 'highs': 2002, 'education': 2003, 'tablighi': 2004, 'favipiravir': 2005, 'admits': 2006, 'shall': 2007, 'occur': 2008, 'register': 2009, 'sepsis': 2010, 'learned': 2011, 'institutions': 2012, 'tx': 2013, 'operation': 2014, 'sun': 2015, 'feb': 2016, 'ice': 2017, 'bidensoetoro': 2018, 'plastic': 2019, 'profbhargava': 2020, 'peaks': 2021, 'sanitizer': 2022, 'coronavirusoutbreak': 2023, 'mothers': 2024, 'fighting': 2025, 'projecting': 2026, 'arrivals': 2027, 'departures': 2028, 'cope': 2029, 'user': 2030, 'relatively': 2031, 'justin': 2032, 'dung': 2033, 'carrying': 2034, 'hunger': 2035, 'seasonal': 2036, 'commitment': 2037, 'controlling': 2038, 'proper': 2039, 'precautionary': 2040, 'breathe': 2041, 'sudden': 2042, 'table': 2043, 'view': 2044, 'implementation': 2045, 'partnership': 2046, 'provides': 2047, 'resume': 2048, 'continuing': 2049, 'distribute': 2050, 'democrats': 2051, 'standing': 2052, 'amazon': 2053, 'sold': 2054, 'prayers': 2055, 'continuously': 2056, 'fallen': 2057, 'arrival': 2058, 'warm': 2059, 'populations': 2060, 'ensured': 2061, 'steep': 2062, 'felt': 2063, 'videos': 2064, 'extremely': 2065, 'saving': 2066, 'totals': 2067, 'criteria': 2068, 'diverse': 2069, 'spent': 2070, 'eu': 2071, 'oxford': 2072, 'holding': 2073, 'complicated': 2074, 'red': 2075, 'impose': 2076, 'requiring': 2077, 'leaving': 2078, 'massachusetts': 2079, 'protected': 2080, 'baking': 2081, 'thus': 2082, 'actor': 2083, 'proves': 2084, 'massive': 2085, 'prevents': 2086, 'telling': 2087, 'touch': 2088, 'homeopathic': 2089, 'preparing': 2090, 'ayurvedic': 2091, 'tonight': 2092, 'blog': 2093, 'foods': 2094, 'officers': 2095, 'surat': 2096, 'steadily': 2097, 'insurance': 2098, 'pmjjby': 2099, 'suraksha': 2100, 'pmsby': 2101, 'exercise': 2102, 'refusing': 2103, 'delivery': 2104, 'regularly': 2105, 'thought': 2106, 'unfortunately': 2107, 'closer': 2108, 'wisconsin': 2109, 'metric': 2110, 'respect': 2111, 'else': 2112, 'taste': 2113, 'protest': 2114, 'tool': 2115, 'ebola': 2116, 'territories': 2117, 'camel': 2118, 'elections': 2119, 'budget': 2120, 'sometimes': 2121, 'maine': 2122, 'options': 2123, 'words': 2124, 'sop': 2125, 'covaxin': 2126, 'boiled': 2127, 'fox': 2128, 'wa': 2129, 'retail': 2130, 'organisation': 2131, 'policies': 2132, 'sector': 2133, 'log': 2134, 'position': 2135, 'particles': 2136, 'nj': 2137, 'ct': 2138, 'stopping': 2139, 'labour': 2140, 'benefits': 2141, 'republicans': 2142, 'approval': 2143, 'trends': 2144, 'mobile': 2145, 'clinicians': 2146, 'ipc': 2147, 'sturgeon': 2148, 'virginia': 2149, 'wildfire': 2150, 'respirators': 2151, 'passenger': 2152, 'landmark': 2153, 'imran': 2154, 'voting': 2155, 'enhanced': 2156, 'therapeutics': 2157, 'initiative': 2158, 'socialdistancing': 2159, 'winter': 2160, 'obesity': 2161, 'overwhelming': 2162, 'friend': 2163, 'extra': 2164, 'wondering': 2165, 'men': 2166, 'bolsonaro': 2167, 'funerals': 2168, 'melinda': 2169, 'teachers': 2170, 'webinar': 2171, 'taiwan': 2172, 'survive': 2173, 'complications': 2174, 'p': 2175, 'dog': 2176, 'grow': 2177, 'turns': 2178, 'reaches': 2179, 'revealed': 2180, 'admissions': 2181, 'usage': 2182, 'forecast': 2183, 'crowded': 2184, 'mississippi': 2185, 'lots': 2186, 'democratic': 2187, 'delays': 2188, 'scientifically': 2189, 'researcher': 2190, 'visiting': 2191, 'officially': 2192, 'fresh': 2193, 'girl': 2194, 'dogs': 2195, 'manage': 2196, 'daughter': 2197, 'teaching': 2198, 'vermont': 2199, 'arriving': 2200, 'concerns': 2201, 'periods': 2202, 'assistance': 2203, 'knows': 2204, 'unemployment': 2205, 'encouraging': 2206, 'factchecknet': 2207, 'fifth': 2208, 'respectively': 2209, 'apply': 2210, 'gloves': 2211, 'payment': 2212, 'idaho': 2213, 'indicator': 2214, 'course': 2215, 'administrators': 2216, 'sharp': 2217, 'horses': 2218, 'helping': 2219, 'substantially': 2220, 'survival': 2221, 'citizen': 2222, 'fl': 2223, 'reality': 2224, 'speed': 2225, 'deleted': 2226, 'africans': 2227, 'generally': 2228, 'argentina': 2229, 'complex': 2230, 'established': 2231, 'secretly': 2232, 'queen': 2233, 'emerged': 2234, 'load': 2235, 'gargle': 2236, 'southern': 2237, 'excuse': 2238, 'al': 2239, 'touching': 2240, 'laureate': 2241, 'kenya': 2242, 'moments': 2243, 'belong': 2244, 'airlines': 2245, 'banning': 2246, 'caseload': 2247, 'struggling': 2248, 'became': 2249, 'intense': 2250, 'trudeau': 2251, 'asian': 2252, 'fatalities': 2253, 'effectively': 2254, 'easier': 2255, 'catch': 2256, 'burning': 2257, 'bought': 2258, 'student': 2259, 'severely': 2260, 'transparency': 2261, 'spraying': 2262, 'offense': 2263, 'spring': 2264, 'roundup': 2265, 'address': 2266, 'vallance': 2267, 'francis': 2268, 'imperialcollege': 2269, 'prof': 2270, 'professionals': 2271, 'lankan': 2272, 'lanka': 2273, 'shortly': 2274, 'sore': 2275, 'gargling': 2276, 'direct': 2277, 'vaccinated': 2278, 'grateful': 2279, 'speedy': 2280, 'jesus': 2281, 'flattened': 2282, 'nagpur': 2283, 'urges': 2284, 'demands': 2285, 'failing': 2286, 'vast': 2287, 'dominic': 2288, 'thailand': 2289, 'physician': 2290, 'pa': 2291, 'obviously': 2292, 'named': 2293, 'busy': 2294, 'tamilnadu': 2295, 'pti': 2296, 'success': 2297, 'cabbage': 2298, 'tues': 2299, 'saturday': 2300, 'propaganda': 2301, 'performing': 2302, 'medscape': 2303, 'materials': 2304, 'secret': 2305, 'purportedly': 2306, 'reference': 2307, 'links': 2308, 'ineffective': 2309, 'notice': 2310, 'proposed': 2311, 'quote': 2312, 'stronger': 2313, 'leaves': 2314, 'ohio': 2315, 'dose': 2316, 'feedback': 2317, 'xi': 2318, 'representative': 2319, 'jeevan': 2320, 'jyoti': 2321, 'trust': 2322, 'pandemics': 2323, 'observed': 2324, 'compassionate': 2325, 'picked': 2326, 'partner': 2327, 'estimated': 2328, 'burden': 2329, 'tony': 2330, 'extent': 2331, 'nature': 2332, 'tata': 2333, 'facemasks': 2334, 'glad': 2335, 'folks': 2336, 'italians': 2337, 'lewis': 2338, 'entirely': 2339, 'watching': 2340, 'doors': 2341, 'stores': 2342, 'dc': 2343, 'intervention': 2344, 'kansas': 2345, 'eventually': 2346, 'wednesday': 2347, 'executive': 2348, 'tough': 2349, 'goods': 2350, 'humanity': 2351, 'fakenews': 2352, 'church': 2353, 'sales': 2354, 'offence': 2355, 'debunked': 2356, 'answers': 2357, 'chicago': 2358, 'wales': 2359, 'western': 2360, 'posters': 2361, 'represents': 2362, 'value': 2363, 'pain': 2364, 'protests': 2365, 'continuous': 2366, 'suspect': 2367, 'prison': 2368, 'profile': 2369, 'allah': 2370, 'jurisdictions': 2371, 'germs': 2372, 'tech': 2373, 'odisha': 2374, 'fatal': 2375, 'spot': 2376, 'types': 2377, 'harris': 2378, 'rooms': 2379, 'bacterium': 2380, 'inflammation': 2381, 'senate': 2382, 'britain': 2383, 'thrombosis': 2384, 'indicate': 2385, 'bengal': 2386, 'forget': 2387, 'coughing': 2388, 'difficulty': 2389, 'indicates': 2390, 'dexamethasone': 2391, 'nicola': 2392, 'hopkins': 2393, 'communal': 2394, 'cancelled': 2395, 'risen': 2396, 'ferguson': 2397, 'class': 2398, 'coronaoutbreak': 2399, 'regulations': 2400, 'protecting': 2401, 'janeiro': 2402, 'achieve': 2403, 'travellers': 2404, 'package': 2405, 'begins': 2406, 'northern': 2407, 'appropriate': 2408, 'distribution': 2409, 'crematoriums': 2410, 'kentucky': 2411, 'everyday': 2412, 'language': 2413, 'window': 2414, 'losing': 2415, 'registers': 2416, 'elevated': 2417, 'fourth': 2418, 'entered': 2419, 'prompt': 2420, 'nitiaayog': 2421, 'aged': 2422, 'confidence': 2423, 'power': 2424, 'colloidal': 2425, 'happy': 2426, 'pharma': 2427, 'ad': 2428, 'grand': 2429, 'extreme': 2430, 'faqs': 2431, 'checkers': 2432, 'idea': 2433, 'ginger': 2434, 'preparedness': 2435, 'restaurant': 2436, 'owners': 2437, 'customers': 2438, 'protocols': 2439, 'tackling': 2440, 'kidney': 2441, 'alleged': 2442, 'clothes': 2443, 'swine': 2444, 'critically': 2445, 'microsoft': 2446, 'bit': 2447, 'letter': 2448, 'goal': 2449, 'recording': 2450, 'easy': 2451, 'canadian': 2452, 'feature': 2453, 'ratio': 2454, 'swab': 2455, 'percent': 2456, 'popular': 2457, 'particular': 2458, 'successfully': 2459, 'logo': 2460, 'aid': 2461, 'stress': 2462, 'helpline': 2463, 'proud': 2464, 'hear': 2465, 'exams': 2466, 'provider': 2467, 'winning': 2468, 'prakashjavdekar': 2469, 'trips': 2470, 'eliminate': 2471, 'hall': 2472, 'captured': 2473, 'medication': 2474, 'providers': 2475, 'sense': 2476, 'gain': 2477, 'antibiotics': 2478, 'straight': 2479, 'announcement': 2480, 'coronaviruses': 2481, 'pakistani': 2482, 'reportedly': 2483, 'substantial': 2484, 'notices': 2485, 'doubt': 2486, 'heads': 2487, 'easing': 2488, 'storm': 2489, 'guess': 2490, 'tipping': 2491, 'store': 2492, 'supported': 2493, 'reopened': 2494, 'cats': 2495, 'son': 2496, 'manual': 2497, 'sets': 2498, 'direction': 2499, 'considerations': 2500, 'advises': 2501, 'q': 2502, 'advance': 2503, 'recommend': 2504, 'asthma': 2505, 'met': 2506, 'tried': 2507, 'connecticut': 2508, 'correction': 2509, 'introduce': 2510, 'remaining': 2511, 'fraud': 2512, 'everywhere': 2513, 'cumulatively': 2514, 'disinfectant': 2515, 'reliable': 2516, 'speaking': 2517, 'signs': 2518, 'messages': 2519, 'wonder': 2520, 'pooled': 2521, 'rumours': 2522, 'shopping': 2523, 'midwest': 2524, 'donate': 2525, 'rescue': 2526, 'incomplete': 2527, 'elizabeth': 2528, 'follows': 2529, 'associates': 2530, 'uses': 2531, 'ms': 2532, 'nv': 2533, 'registry': 2534, 'utah': 2535, 'talking': 2536, 'australian': 2537, 'breakfast': 2538, 'television': 2539, 'download': 2540, 'foreign': 2541, 'upper': 2542, 'joined': 2543, 'anxiety': 2544, 'evaluation': 2545, 'heat': 2546, 'spend': 2547, 'breastfeeding': 2548, 'efficacy': 2549, 'flights': 2550, 'improving': 2551, 'directly': 2552, 'onto': 2553, 'solidarity': 2554, 'companies': 2555, 'player': 2556, 'ronaldo': 2557, 'compulsory': 2558, 'pupils': 2559, 'delayed': 2560, 'worldmaskweek': 2561, 'fail': 2562, 'soros': 2563, 'definitely': 2564, 'handwashing': 2565, 'haryana': 2566, 'commonly': 2567, 'fellowship': 2568, 'bereavement': 2569, 'covidnz': 2570, 'enabled': 2571, 'underway': 2572, 'compare': 2573, 'gp': 2574, 'accepted': 2575, 'turning': 2576, 'actress': 2577, 'syndrome': 2578, 'parties': 2579, 'james': 2580, 'dashboard': 2581, 'extends': 2582, 'virtual': 2583, 'zoom': 2584, 'strengthen': 2585, 'accounting': 2586, 'youth': 2587, 'sports': 2588, 'solutions': 2589, 'failure': 2590, 'thirty': 2591, 'written': 2592, 'dranthonyfauci': 2593, 'equity': 2594, 'product': 2595, 'industrial': 2596, 'mineral': 2597, 'slowly': 2598, 'injection': 2599, 'confirmation': 2600, 'attending': 2601, 'tokoroa': 2602, 'professional': 2603, 'restriction': 2604, 'casual': 2605, 'broken': 2606, 'particularly': 2607, 'confirm': 2608, 'employment': 2609, 'ram': 2610, 'labeled': 2611, 'potentially': 2612, 'chris': 2613, 'historic': 2614, 'ani': 2615, 'exact': 2616, 'size': 2617, 'predict': 2618, 'banks': 2619, 'consuming': 2620, 'whistleblower': 2621, 'hoaxes': 2622, 'clarification': 2623, 'pose': 2624, 'opened': 2625, 'station': 2626, 'celebrities': 2627, 'donated': 2628, 'publish': 2629, 'earth': 2630, 'protesting': 2631, 'protects': 2632, 'violating': 2633, 'program': 2634, 'smoking': 2635, 'aamir': 2636, 'vatican': 2637, 'cuba': 2638, 'migrant': 2639, 'ties': 2640, 'vitamins': 2641, 'shirt': 2642, 'email': 2643, 'focused': 2644, 'jinping': 2645, 'request': 2646, 'nevada': 2647, 'stayhome': 2648, 'sodium': 2649, 'contaminated': 2650, 'procurement': 2651, 'healthline': 2652, 'spoken': 2653, 'bollywood': 2654, 'crew': 2655, 'net': 2656, 'prices': 2657, 'burials': 2658, 'assessment': 2659, 'prevented': 2660, 'tribal': 2661, 'starts': 2662, 'cells': 2663, 'color': 2664, 'specialist': 2665, 'cell': 2666, 'lines': 2667, 'interest': 2668, 'vit': 2669, 'deficiency': 2670, 'noting': 2671, 'apple': 2672, 'indonesian': 2673, 'ali': 2674, 'goodbye': 2675, 'edward': 2676, 'sale': 2677, 'mechanism': 2678, 'newyork': 2679, 'transmit': 2680, 'elected': 2681, 'closures': 2682, 'remdesivir': 2683, 'difficulties': 2684, 'combination': 2685, 'hopes': 2686, 'attempt': 2687, 'activated': 2688, 'vegetarian': 2689, 'hospitality': 2690, 'substance': 2691, 'identifying': 2692, 'classes': 2693, 'worried': 2694, 'plague': 2695, 'cheap': 2696, 'doubled': 2697, 'travelled': 2698, 'leadership': 2699, 'mha': 2700, 'noted': 2701, 'rupees': 2702, 'blue': 2703, 'fema': 2704, 'lions': 2705, 'institutes': 2706, 'quarter': 2707, 'upon': 2708, 'channels': 2709, 'promising': 2710, 'offered': 2711, 'suffer': 2712, 'radiation': 2713, 'produces': 2714, 'industry': 2715, 'jumping': 2716, 'rights': 2717, 'promise': 2718, 'ministers': 2719, 'reopeningsafely': 2720, 'challenge': 2721, 'clinic': 2722, 'revised': 2723, 'card': 2724, 'authority': 2725, 'abuja': 2726, 'ease': 2727, 'discussion': 2728, 'location': 2729, 'webmd': 2730, 'exist': 2731, 'consistent': 2732, 'advise': 2733, 'railway': 2734, 'carbon': 2735, 'responding': 2736, 'legal': 2737, 'maintained': 2738, 'aim': 2739, 'absolute': 2740, 'margaret': 2741, 'releasing': 2742, 'depends': 2743, 'younger': 2744, 'gonna': 2745, 'round': 2746, 'allocation': 2747, 'accounts': 2748, 'stays': 2749, 'rnc': 2750, 'factor': 2751, 'dont': 2752, 'thinks': 2753, 'worship': 2754, 'corticosteroids': 2755, 'procedure': 2756, 'except': 2757, 'jair': 2758, 'lifted': 2759, 'weddings': 2760, 'tangihanga': 2761, 'forever': 2762, 'sage': 2763, 'oregon': 2764, 'infrastructure': 2765, 'travelling': 2766, 'male': 2767, 'unable': 2768, 'crowd': 2769, 'rally': 2770, 'census': 2771, 'sea': 2772, 'drive': 2773, 'rotorua': 2774, 'jet': 2775, 'coughs': 2776, 'millennium': 2777, 'opportunities': 2778, 'unethical': 2779, 'sufferers': 2780, 'recognition': 2781, 'produced': 2782, 'books': 2783, 'singing': 2784, 'asking': 2785, 'tracks': 2786, 'cocaine': 2787, 'historical': 2788, 'ers': 2789, 'maybe': 2790, 'push': 2791, 'love': 2792, 'short': 2793, 'granted': 2794, 'exemption': 2795, 'agreed': 2796, 'ramped': 2797, 'netflix': 2798, 'documentary': 2799, 'joins': 2800, 'ceo': 2801, 'comparing': 2802, 'chicken': 2803, 'notes': 2804, 'senegal': 2805, 'mers': 2806, 'priyanka': 2807, 'buses': 2808, 'undergo': 2809, 'bound': 2810, 'chair': 2811, 'ticked': 2812, 'largely': 2813, 'nytimes': 2814, 'constantly': 2815, 'nebraska': 2816, 'antiviral': 2817, 'pennsylvania': 2818, 'super': 2819, 'shop': 2820, 'cleaning': 2821, 'score': 2822, 'seeds': 2823, 'disorders': 2824, 'spoke': 2825, 'evaluate': 2826, 'approximately': 2827, 'debt': 2828, 'listed': 2829, 'differently': 2830, 'evening': 2831, 'accelerating': 2832, 'boss': 2833, 'proof': 2834, 'touched': 2835, 'detailed': 2836, 'bus': 2837, 'ji': 2838, 'fine': 2839, 'marijuana': 2840, 'recognize': 2841, 'milan': 2842, 'indiafightscovid': 2843, 'southeast': 2844, 'commercial': 2845, 'coin': 2846, 'journalist': 2847, 'regret': 2848, 'throughout': 2849, 'sic': 2850, 'cattle': 2851, 'exponentially': 2852, 'orange': 2853, 'athletes': 2854, 'conduct': 2855, 'honourable': 2856, 'downplayed': 2857, 'modelling': 2858, 'eradicate': 2859, 'scans': 2860, 'limiting': 2861, 'determine': 2862, 'aimed': 2863, 'managing': 2864, 'damages': 2865, 'zealanders': 2866, 'manufacturers': 2867, 'birth': 2868, 'seeking': 2869, 'actual': 2870, 'fixed': 2871, 'finance': 2872, 'quotes': 2873, 'ultimately': 2874, 'networks': 2875, 'pants': 2876, 'restrictive': 2877, 'drivers': 2878, 'icymi': 2879, 'purpose': 2880, 'journey': 2881, 'mall': 2882, 'sat': 2883, 'fatalityrate': 2884, 'procedures': 2885, 'passes': 2886, 'lessons': 2887, 'shortages': 2888, 'broad': 2889, 'framework': 2890, 'sacrifices': 2891, 'hearing': 2892, 'cuts': 2893, 'song': 2894, 'scheme': 2895, 'fans': 2896, 'rashes': 2897, 'shops': 2898, 'specimens': 2899, 'tighter': 2900, 'voice': 2901, 'prove': 2902, 'grim': 2903, 'indicated': 2904, 'investment': 2905, 'tip': 2906, 'dido': 2907, 'harding': 2908, 'differences': 2909, 'icus': 2910, 'portal': 2911, 'search': 2912, 'ii': 2913, 'mbuhari': 2914, 'graphic': 2915, 'madagascar': 2916, 'stacked': 2917, 'departing': 2918, 'adviser': 2919, 'whereas': 2920, 'supposed': 2921, 'rid': 2922, 'mg': 2923, 'immunization': 2924, 'maintains': 2925, 'priti': 2926, 'patel': 2927, 'accept': 2928, 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'delaware': 3680, 'meanwhile': 3681, 'mixing': 3682, 'honey': 3683, 'ddindialive': 3684, 'chairman': 3685, 'sao': 3686, 'islamic': 3687, 'iran': 3688, 'sliding': 3689, 'losses': 3690, 'stadium': 3691, 'diagnose': 3692, 'seamless': 3693, 'opposition': 3694, 'proposal': 3695, 'catching': 3696, 'mouthwash': 3697, 'town': 3698, 'kitchen': 3699, 'warnings': 3700, 'cleared': 3701, 'actors': 3702, 'enforcing': 3703, 'beware': 3704, 'counting': 3705, 'tab': 3706, 'criticized': 3707, 'financially': 3708, 'thelancet': 3709, 'dma': 3710, 'moderna': 3711, 'authorization': 3712, 'genexpert': 3713, 'dettol': 3714, 'enjoy': 3715, 'disorder': 3716, 'partial': 3717, 'caution': 3718, 'tribute': 3719, 'founder': 3720, 'thoughts': 3721, 'fastest': 3722, 'smile': 3723, 'turmeric': 3724, 'jimmy': 3725, 'kimmel': 3726, 'qr': 3727, 'climb': 3728, 'matters': 3729, 'dubai': 3730, 'bubble': 3731, 'enforcement': 3732, 'pegged': 3733, 'scary': 3734, 'terrifying': 3735, 'neem': 3736, 'epidemiologist': 3737, 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3853, 'dallas': 3854, 'ignore': 3855, 'congregation': 3856, 'retested': 3857, 'destroy': 3858, 'exam': 3859, 'celebrating': 3860, 'pattern': 3861, 'guests': 3862, 'shifts': 3863, 'britons': 3864, 'premier': 3865, 'fired': 3866, 'randomized': 3867, 'tn': 3868, 'approaches': 3869, 'merkel': 3870, 'gender': 3871, 'females': 3872, 'satellite': 3873, 'las': 3874, 'testers': 3875, 'investigated': 3876, 'surprise': 3877, 'gam': 3878, 'vac': 3879, 'covered': 3880, 'observing': 3881, 'observe': 3882, 'cindy': 3883, 'mccain': 3884, 'widow': 3885, 'distinguished': 3886, 'affiliate': 3887, 'adversary': 3888, 'soil': 3889, 'spokesman': 3890, 'tour': 3891, 'ash': 3892, 'abbott': 3893, 'perfume': 3894, 'avg': 3895, 'crores': 3896, 'patanjali': 3897, 'portion': 3898, 'grown': 3899, 'depression': 3900, 'signal': 3901, 'distinguish': 3902, 'teens': 3903, 'damn': 3904, 'raab': 3905, 'airports': 3906, 'seat': 3907, 'style': 3908, 'charged': 3909, 'genocide': 3910, 'filming': 3911, 'umbrella': 3912, 'plz': 3913, 'urgently': 3914, 'hart': 3915, 'predicting': 3916, 'postponed': 3917, 'crying': 3918, 'knowthefacts': 3919, 'chinwe': 3920, 'ochu': 3921, 'healthworkers': 3922, 'rides': 3923, 'lawsuit': 3924, 'hon': 3925, 'tiger': 3926, 'wildfires': 3927, 'venezuela': 3928, 'pause': 3929, 'paris': 3930, 'fish': 3931, 'tank': 3932, 'sort': 3933, 'beijing': 3934, 'waited': 3935, 'english': 3936, 'describing': 3937, 'sickness': 3938, 'senegalese': 3939, 'santa': 3940, 'hussein': 3941, 'section': 3942, 'anyway': 3943, 'maduro': 3944, 'paul': 3945, 'steal': 3946, 'returnees': 3947, 'assess': 3948, 'sofi': 3949, 'appalling': 3950, 'index': 3951, 'hangover': 3952, 'anant': 3953, 'med': 3954, 'covidpandemic': 3955, 'stripped': 3956, 'obamacare': 3957, 'touches': 3958, 'newest': 3959, 'conversation': 3960, 'ingredients': 3961, 'facilitation': 3962, 'backs': 3963, 'coordinate': 3964, 'relax': 3965, 'skills': 3966, 'shots': 3967, 'freedom': 3968, 'accelerate': 3969, 'backbone': 3970, 'dynamic': 3971, 'affecting': 3972, 'disappear': 3973, 'brian': 3974, 'comments': 3975, 'communist': 3976, 'uttarpradesh': 3977, 'disney': 3978, 'obvious': 3979, 'arabia': 3980, 'fathers': 3981, 'grandparents': 3982, 'yogrishiramdev': 3983, 'accurately': 3984, 'predicts': 3985, 'length': 3986, 'erroneously': 3987, 'existed': 3988, 'ibadan': 3989, 'hmh': 3990, 'dreoehanire': 3991, 'lucknow': 3992, 'degree': 3993, 'resident': 3994, 'releases': 3995, 'art': 3996, 'crown': 3997, 'phenolic': 3998, 'seed': 3999, 'exaggerated': 4000, 'instructed': 4001, 'pile': 4002, 'kenyan': 4003, 'harvardgh': 4004, 'averaged': 4005, 'theater': 4006, 'cummings': 4007, 'races': 4008, 'whitehouse': 4009, 'applies': 4010, 'screened': 4011, 'jharkhand': 4012, 'colleagues': 4013, 'opt': 4014, 'gather': 4015, 'engage': 4016, 'mo': 4017, 'pres': 4018, 'midday': 4019, 'minimum': 4020, 'involving': 4021, 'cs': 4022, 'uptake': 4023, 'rajkot': 4024, 'halt': 4025, 'closely': 4026, 'yan': 4027, 'lifetime': 4028, 'excited': 4029, 'involve': 4030, 'rare': 4031, 'choice': 4032, 'ultra': 4033, 'ray': 4034, 'meaningless': 4035, 'compile': 4036, 'appointed': 4037, 'housing': 4038, 'evictions': 4039, 'homeless': 4040, 'ford': 4041, 'jos': 4042, 'handles': 4043, 'latter': 4044, 'quoted': 4045, 'troubling': 4046, 'tanks': 4047, 'uncertainty': 4048, 'mum': 4049, 'fuel': 4050, 'concluded': 4051, 'grounds': 4052, 'traces': 4053, 'peer': 4054, 'material': 4055, 'hotspot': 4056, 'maryland': 4057, 'fix': 4058, 'trajectory': 4059, 'idiocy': 4060, 'communicating': 4061, 'undergoing': 4062, 'burn': 4063, 'devi': 4064, 'sooner': 4065, 'autopsies': 4066, 'collapse': 4067, 'islam': 4068, 'fabiflu': 4069, 'kejriwal': 4070, 'programme': 4071, 'tune': 4072, 'ntanewsnow': 4073, 'jihadi': 4074, 'piss': 4075, 'blowing': 4076, 'buenos': 4077, 'aires': 4078, 'alarm': 4079, 'music': 4080, 'successor': 4081, 'processing': 4082, 'riaz': 4083, 'zone': 4084, 'fungal': 4085, 'names': 4086, 'limits': 4087, 'cardiac': 4088, 'mri': 4089, 'challenging': 4090, 'depsechargan': 4091, 'pro': 4092, 'emerges': 4093, 'ed': 4094, 'qanon': 4095, 'mms': 4096, 'recommendation': 4097, 'chose': 4098, 'bump': 4099, 'equivalent': 4100, 'kroger': 4101, 'swimming': 4102, 'functional': 4103, 'proved': 4104, 'undetected': 4105, 'village': 4106, 'bans': 4107, 'exclusive': 4108, 'quinine': 4109, 'behaviour': 4110, 'attendance': 4111, 'packages': 4112, 'attempted': 4113, 'americold': 4114, 'drsanjaygupta': 4115, 'angieholan': 4116, 'alexmahadevan': 4117, 'gyms': 4118, 'cinemas': 4119, 'correspondent': 4120, 'scheduled': 4121, 'highly': 4122, 'shifting': 4123, 'renowned': 4124, 'sen': 4125, 'necessarily': 4126, 'constrained': 4127, 'upwards': 4128, 'airline': 4129, 'antimalarial': 4130, 'publishing': 4131, 'gop': 4132, 'playing': 4133, 'collapsing': 4134, 'argentine': 4135, 'rushed': 4136, 'defence': 4137, 'hamsters': 4138, 'invisible': 4139, 'succeed': 4140, 'circulated': 4141, 'globe': 4142, 'painful': 4143, 'plants': 4144, 'truck': 4145, 'cuomo': 4146, 'fuck': 4147, 'cont': 4148, 'thoroughbred': 4149, 'sugarcreek': 4150, 'gentleman': 4151, 'recession': 4152, 'amitabh': 4153, 'prolonged': 4154, 'disruption': 4155, 'sacrifice': 4156, 'poem': 4157, 'deadline': 4158, 'heading': 4159, 'whitty': 4160, 'vte': 4161, 'upcoming': 4162, 'melbourne': 4163, 'chances': 4164, 'nonessential': 4165, 'statistic': 4166, 'descriptions': 4167, 'faq': 4168, 'clinics': 4169, 'prioritise': 4170, 'educate': 4171, 'misbehaving': 4172, 'aerosols': 4173, 'polio': 4174, 'writer': 4175, 'montanari': 4176, 'blm': 4177, 'assuming': 4178, 'compares': 4179, 'posed': 4180, 'cmomaharashtra': 4181, 'primarily': 4182, 'wilson': 4183, 'ut': 4184, 'features': 4185, 'malls': 4186, 'file': 4187, 'shouting': 4188, 'assign': 4189, 'kiwis': 4190, 'cmoguj': 4191, 'dgpgujarat': 4192, 'mixture': 4193, 'poultry': 4194, 'greece': 4195, 'climate': 4196, 'politifactwisc': 4197, 'filled': 4198, 'theory': 4199, 'requests': 4200, 'kissane': 4201, 'risking': 4202, 'adult': 4203, 'potus': 4204, 'unusual': 4205, 'gathered': 4206, 'rbi': 4207, 'draws': 4208, 'tick': 4209, 'burned': 4210, 'asia': 4211, 'moonshot': 4212, 'harder': 4213, 'driving': 4214, 'clinically': 4215, 'ruling': 4216, 'judy': 4217, 'shit': 4218, 'noticed': 4219, 'er': 4220, 'accessible': 4221, 'suppress': 4222, 'lagging': 4223, 'interim': 4224, 'coded': 4225, 'humanitarian': 4226, 'prediction': 4227, 'heath': 4228, 'units': 4229, 'ra': 4230, 'adherence': 4231, 'presentations': 4232, 'rao': 4233, 'rip': 4234, 'subjected': 4235, 'amazing': 4236, 'kowheori': 4237, 'workforce': 4238, 'tripled': 4239, 'approves': 4240, 'tory': 4241, 'trade': 4242, 'warrior': 4243, 'stopthespread': 4244, 'logged': 4245, 'understands': 4246, 'serum': 4247, 'avoided': 4248, 'designed': 4249, 'fist': 4250, 'advantage': 4251, 'groceries': 4252, 'vegetables': 4253, 'rises': 4254, 'sciences': 4255, 'rumor': 4256, 'godi': 4257, 'core': 4258, 'examinations': 4259, 'priest': 4260, 'literally': 4261, 'cool': 4262, 'suppressed': 4263, 'guinea': 4264, 'returnee': 4265, 'camp': 4266, 'milder': 4267, 'adolescents': 4268, 'doubling': 4269, 'minnesota': 4270, 'allergies': 4271, 'brave': 4272, 'carlson': 4273, 'filipino': 4274, 'integrated': 4275, 'headache': 4276, 'offer': 4277, 'grave': 4278, 'buried': 4279, 'marks': 4280, 'poster': 4281, 'clinton': 4282, 'jacksonville': 4283, 'demographic': 4284, 'threatens': 4285, 'gdp': 4286, 'newschecker': 4287, 'sitting': 4288, 'wandering': 4289, 'instant': 4290, 'sight': 4291, 'confusing': 4292, 'bless': 4293, 'destroyed': 4294, 'missionaries': 4295, 'josephbiden': 4296, 'dcgi': 4297, 'ltd': 4298, 'virtually': 4299, 'colour': 4300, 'worn': 4301, 'deploy': 4302, 'indigenous': 4303, 'denmark': 4304, 'mitch': 4305, 'mcconnell': 4306, 'registering': 4307, 'widens': 4308, 'mosquitoes': 4309, 'expressly': 4310, 'notifications': 4311, 'boomlivein': 4312, 'lowered': 4313, 'rahul': 4314, 'demonstrating': 4315, 'investigate': 4316, 'hair': 4317, 'relying': 4318, 'urging': 4319, 'academic': 4320, 'varies': 4321, 'msm': 4322, 'unproven': 4323, 'camps': 4324, 'celebrate': 4325, 'react': 4326, 'editorial': 4327, 'costs': 4328, 'salute': 4329, 'guam': 4330, 'puerto': 4331, 'rico': 4332, 'bug': 4333, 'belt': 4334, 'chuck': 4335, 'norris': 4336, 'regime': 4337, 'liquor': 4338, 'guideline': 4339, 'cash': 4340, 'apparently': 4341, 'phones': 4342, 'degrees': 4343, 'overtakes': 4344, 'dozen': 4345, 'appeared': 4346, 'san': 4347, 'packets': 4348, 'bizarre': 4349, 'tweeting': 4350, 'adjustment': 4351, 'succumbed': 4352, 'tower': 4353, 'credit': 4354, 'christian': 4355, 'exotic': 4356, 'biharhealthdept': 4357, 'nairobi': 4358, 'contains': 4359, 'politicalcorrectness': 4360, 'writing': 4361, 'insisting': 4362, 'breaks': 4363, 'alter': 4364, 'consent': 4365, 'establishes': 4366, 'indiana': 4367, 'dating': 4368, 'heights': 4369, 'turkey': 4370, 'performance': 4371, 'dist': 4372, 'ahmedabad': 4373, 'chyna': 4374, 'drjohnwhyte': 4375, 'prescribe': 4376, 'intelligence': 4377, 'assembly': 4378, 'masking': 4379, 'cars': 4380, 'duration': 4381, 'flawed': 4382, 'initially': 4383, 'fitness': 4384, 'correctness': 4385, 'beats': 4386, 'pilot': 4387, 'rollout': 4388, 'win': 4389, 'maria': 4390, 'butchthorne': 4391, 'conservvoice': 4392, 'pjpaton': 4393, 'smileygirl': 4394, 'julie': 4395, 'vmaledew': 4396, 'normanbrennan': 4397, 'riccigeri': 4398, 'geraintmeysydd': 4399, 'faucci': 4400, 'loses': 4401, 'backlogs': 4402, 'probability': 4403, 'graph': 4404, 'khnews': 4405, 'employee': 4406, 'licking': 4407, 'plateaued': 4408, 'hosp': 4409, 'childhood': 4410, 'variability': 4411, 'belief': 4412, 'treats': 4413, 'bakery': 4414, 'spreaders': 4415, 'upsurge': 4416, 'vati': 4417, 'immunizationforall': 4418, 'vaccineswork': 4419, 'fullyimmunizeeverychild': 4420, 'directs': 4421, 'pasted': 4422, 'raises': 4423, 'fraction': 4424, 'sormas': 4425, 'duties': 4426, 'advanced': 4427, 'depending': 4428, 'decreases': 4429, 'bare': 4430, 'admit': 4431, 'certificate': 4432, 'pigeons': 4433, 'transmitting': 4434, 'justintrudeau': 4435, 'clock': 4436, 'ke': 4437, 'virologist': 4438, 'film': 4439, 'citing': 4440, 'americas': 4441, 'emirates': 4442, 'homeopathy': 4443, 'experiencing': 4444, 'boosted': 4445, 'finished': 4446, 'queue': 4447, 'reflected': 4448, 'accounted': 4449, 'attack': 4450, 'weather': 4451, 'aoc': 4452, 'smartphone': 4453, 'achievement': 4454, 'ukrainian': 4455, 'traveler': 4456, 'volume': 4457, 'studied': 4458, 'yr': 4459, 'reinfection': 4460, 'portland': 4461, 'inaccurate': 4462, 'hai': 4463, 'accused': 4464, 'filmed': 4465, 'presenting': 4466, 'dnc': 4467, 'wipes': 4468, 'invites': 4469, 'raw': 4470, 'betadine': 4471, 'icai': 4472, 'imminent': 4473, 'presidents': 4474, 'odd': 4475, 'expensive': 4476, 'placed': 4477, 'entries': 4478, 'anthem': 4479, 'floors': 4480, 'mortgage': 4481, 'politically': 4482, 'populous': 4483, 'generate': 4484, 'ar': 4485, 'multinational': 4486, 'jazz': 4487, 'sluggish': 4488, 'manipur': 4489, 'unbelievable': 4490, 'shipped': 4491, 'conspiracies': 4492, 'segment': 4493, 'greatly': 4494, 'saddened': 4495, 'participate': 4496, 'intriguing': 4497, 'invasion': 4498, 'kid': 4499, 'appendix': 4500, 'peroxide': 4501, 'doctored': 4502, 'hare': 4503, 'nyt': 4504, 'mobilized': 4505, 'generous': 4506, 'cia': 4507, 'ellencutch': 4508, 'orwell': 4509, 'bridge': 4510, 'covidtesting': 4511, 'modify': 4512, 'gurugram': 4513, 'goals': 4514, 'senators': 4515, 'silent': 4516, 'vulnerability': 4517, 'protections': 4518, 'expanding': 4519, 'mechanisms': 4520, 'applying': 4521, 'giuliani': 4522, 'novartis': 4523, 'zoo': 4524, 'pitanga': 4525, 'admitting': 4526, 'shift': 4527, 'emphasis': 4528, 'intra': 4529, 'telehealth': 4530, 'collates': 4531, 'interruptions': 4532, 'behavior': 4533, 'injecting': 4534, 'coach': 4535, 'exhibiting': 4536, 'arthurcaplan': 4537, 'cdcenvironment': 4538, 'raised': 4539, 'expressing': 4540, 'cautious': 4541, 'erratic': 4542, 'radcliffe': 4543, 'lakshadweep': 4544, 'smallpox': 4545, 'trey': 4546, 'gowdy': 4547, 'healthequity': 4548, 'amounts': 4549, 'aims': 4550, 'plummeting': 4551, 'robin': 4552, 'shattock': 4553, 'roboskis': 4554, 'thondaman': 4555, 'daughters': 4556, 'ceremony': 4557, 'sciencemagazine': 4558, 'dealing': 4559, 'doomsday': 4560, 'scenario': 4561, 'measles': 4562, 'uddhav': 4563, 'thackeray': 4564, 'downward': 4565, 'seattle': 4566, 'precaution': 4567, 'liaison': 4568, 'decade': 4569, 'restrict': 4570, 'wild': 4571, 'lake': 4572, 'optimistic': 4573, 'chrismartenson': 4574, 'stunning': 4575, 'implies': 4576, 'miserably': 4577, 'diffie': 4578, 'modeling': 4579, 'baseline': 4580, 'flat': 4581, 'stamp': 4582, 'disrupts': 4583, 'comprehensiveness': 4584, 'coronaupdate': 4585, 'broaden': 4586, 'grading': 4587, 'broadcast': 4588, 'aaj': 4589, 'quran': 4590, 'namaz': 4591, 'promises': 4592, 'pronounced': 4593, 'mon': 4594, 'highlighted': 4595, 'chemicals': 4596, 'methylxanthine': 4597, 'theobromine': 4598, 'theophylline': 4599, 'compounds': 4600, 'observers': 4601, 'hpv': 4602, 'arrive': 4603, 'switzerland': 4604, 'imam': 4605, 'ramadan': 4606, 'fasting': 4607, 'janata': 4608, 'da': 4609, 'unidentified': 4610, 'nationals': 4611, 'awaiting': 4612, 'seoul': 4613, 'extension': 4614, 'import': 4615, 'riots': 4616, 'soldiers': 4617, 'inventions': 4618, 'judaism': 4619, 'olives': 4620, 'bombed': 4621, 'lies': 4622, 'doria': 4623, 'forbade': 4624, 'picking': 4625, 'turkish': 4626, 'bakersfield': 4627, 'assistants': 4628, 'screaming': 4629, 'minas': 4630, 'gerais': 4631, 'origin': 4632, 'laborers': 4633, 'dewine': 4634, 'prisoners': 4635, 'bureau': 4636, 'remedies': 4637, 'peaked': 4638, 'bananas': 4639, 'sorry': 4640, 'query': 4641, 'masjid': 4642, 'sara': 4643, 'cunial': 4644, 'kins': 4645, 'bilateral': 4646, 'nationalism': 4647, 'reversed': 4648, 'incident': 4649, 'enables': 4650, 'volumes': 4651, 'simpsons': 4652, 'swasthabharat': 4653, 'consultations': 4654, 'aishwarya': 4655, 'auction': 4656, 'sail': 4657, 'impacted': 4658, 'dispatch': 4659, 'routinely': 4660, 'andaman': 4661, 'ibuprofen': 4662, 'genome': 4663, 'mixed': 4664, 'warfare': 4665, 'disproportionate': 4666, 'bonus': 4667, 'julia': 4668, 'marriages': 4669, 'inquiry': 4670, 'allegations': 4671, 'maternity': 4672, 'evers': 4673, 'fourteen': 4674, 'fifty': 4675, 'properties': 4676, 'played': 4677, 'papad': 4678, 'depressing': 4679, 'sweat': 4680, 'circulates': 4681, 'tolls': 4682, 'deserves': 4683, 'stepping': 4684, 'heavily': 4685, 'mrs': 4686, 'boys': 4687, 'vacation': 4688, 'surprised': 4689, 'consult': 4690, 'wh': 4691, 'takeaway': 4692, 'es': 4693, 'schedules': 4694, 'commissioner': 4695, 'undark': 4696, 'variation': 4697, 'fascinating': 4698, 'aspirin': 4699, 'paracetamol': 4700, 'politifacttexas': 4701, 'dana': 4702, 'responses': 4703, 'hired': 4704, 'eha': 4705, 'sinovac': 4706, 'presidency': 4707, 'converted': 4708, 'graveyard': 4709, 'scenes': 4710, 'manufacturer': 4711, 'enable': 4712, 'sometime': 4713, 'contagious': 4714, 'hence': 4715, 'summarizes': 4716, 'liverpool': 4717, 'anderson': 4718, 'residual': 4719, 'frustrating': 4720, 'resolve': 4721, 'memorandum': 4722, 'agreement': 4723, 'provision': 4724, 'struggle': 4725, 'absorb': 4726, 'voices': 4727, 'terrible': 4728, 'midlands': 4729, 'reviewing': 4730, 'stocks': 4731, 'resorting': 4732, 'diamond': 4733, 'voluntary': 4734, 'default': 4735, 'logic': 4736, 'fires': 4737, 'racing': 4738, 'nejm': 4739, 'nancypelosi': 4740, 'friendship': 4741, 'guys': 4742, 'inna': 4743, 'sweets': 4744, 'rasam': 4745, 'surprising': 4746, 'delivering': 4747, 'boxes': 4748, 'gained': 4749, 'hosted': 4750, 'chemical': 4751, 'schedule': 4752, 'payments': 4753, 'incomes': 4754, 'antihistamines': 4755, 'afghanistan': 4756, 'tourists': 4757, 'rescued': 4758, 'rhode': 4759, 'hampshire': 4760, 'opens': 4761, 'promised': 4762, 'fiction': 4763, 'drone': 4764, 'optimization': 4765, 'blessed': 4766, 'controversial': 4767, 'unfortunate': 4768, 'circuit': 4769, 'podcast': 4770, 'ai': 4771, 'converge': 4772, 'corpse': 4773, 'belongs': 4774, 'georgian': 4775, 'detroit': 4776, 'simply': 4777, 'epic': 4778, 'navy': 4779, 'selecting': 4780, 'choices': 4781, 'attacks': 4782, 'golf': 4783, 'shenzhen': 4784, 'quit': 4785, 'lupus': 4786, 'bolton': 4787, 'nipah': 4788, 'ethiopia': 4789, 'hanks': 4790, 'burglars': 4791, 'autopsy': 4792, 'amplified': 4793, 'electromagnetic': 4794, 'commodities': 4795, 'allocate': 4796, 'dressed': 4797, 'wound': 4798, 'connect': 4799, 'newsinphoto': 4800, 'evaluated': 4801, 'category': 4802, 'moreover': 4803, 'influence': 4804, 'thirds': 4805, 'crispr': 4806, 'genomics': 4807, 'sarscov': 4808, 'noticeable': 4809, 'century': 4810, 'reminds': 4811, 'depend': 4812, 'strongest': 4813, 'bacterial': 4814, 'verify': 4815, 'natesilver': 4816, 'feels': 4817, 'roll': 4818, 'odds': 4819, 'cmsgov': 4820, 'depts': 4821, 'patna': 4822, 'organisations': 4823, 'applause': 4824, 'patterns': 4825, 'surpasses': 4826, 'adoption': 4827, 'absent': 4828, 'ran': 4829, 'clever': 4830, 'investigators': 4831, 'switched': 4832, 'accompanying': 4833, 'jointly': 4834, 'allowances': 4835, 'punished': 4836, 'orangutan': 4837, 'zookeepers': 4838, 'guatemalan': 4839, 'suburban': 4840, 'vp': 4841, 'adhering': 4842, 'horny': 4843, 'operate': 4844, 'zithromax': 4845, 'bread': 4846, 'slices': 4847, 'spin': 4848, 'continuity': 4849, 'dental': 4850, 'municipalities': 4851, 'welcome': 4852, 'annual': 4853, 'vaccinate': 4854, 'gas': 4855, 'unlocking': 4856, 'resumption': 4857, 'elimination': 4858, 'anytime': 4859, 'enhance': 4860, 'driver': 4861, 'uncle': 4862, 'rayner': 4863, 'pmqs': 4864, 'allowance': 4865, 'brl': 4866, 'fundamental': 4867, 'importanttesting': 4868, 'grants': 4869, 'roadmap': 4870, 'disadvantaged': 4871, 'screenings': 4872, 'league': 4873, 'efficiently': 4874, 'everybody': 4875, 'cremated': 4876, 'william': 4877, 'mac': 4878, 'cooper': 4879, 'hayfever': 4880, 'nowadays': 4881, 'pollen': 4882, 'ish': 4883, 'uneven': 4884, 'dominate': 4885, 'nears': 4886, 'markets': 4887, 'phases': 4888, 'bangalore': 4889, 'wellbeing': 4890, 'drifting': 4891, 'pigeon': 4892, 'criminalized': 4893, 'colors': 4894, 'wasting': 4895, 'whoever': 4896, 'decent': 4897, 'fantastic': 4898, 'subjects': 4899, 'cheating': 4900, 'olympicgames': 4901, 'attempts': 4902, 'critics': 4903, 'salary': 4904, 'claire': 4905, 'foodshortages': 4906, 'mistreating': 4907, 'presumptive': 4908, 'messy': 4909, 'punch': 4910, 'shave': 4911, 'beards': 4912, 'settle': 4913, 'helpful': 4914, 'compiled': 4915, 'frustration': 4916, 'politics': 4917, 'mps': 4918, 'beard': 4919, 'latin': 4920, 'arrives': 4921, 'consensus': 4922, 'steroid': 4923, 'ginsburg': 4924, 'adequately': 4925, 'decree': 4926, 'ingredient': 4927, 'shivraj': 4928, 'chouhan': 4929, 'contracts': 4930, 'suicidal': 4931, 'lesson': 4932, 'wanting': 4933, 'authorized': 4934, 'parental': 4935, 'inspect': 4936, 'enrolled': 4937, 'consortium': 4938, 'engineering': 4939, 'graduate': 4940, 'comedk': 4941, 'admited': 4942, 'connection': 4943, 'webinars': 4944, 'wane': 4945, 'averages': 4946, 'goodwill': 4947, 'foremost': 4948, 'compilation': 4949, 'chancellor': 4950, 'towns': 4951, 'headquarters': 4952, 'cvd': 4953, 'antibiotic': 4954, 'puri': 4955, 'arrangements': 4956, 'meantime': 4957, 'complexity': 4958, 'invoking': 4959, 'marie': 4960, 'comorbidities': 4961, 'coronavac': 4962, 'sputnik': 4963, 'unaffected': 4964, 'barely': 4965, 'clarified': 4966, 'stroke': 4967, 'endorses': 4968, 'wing': 4969, 'extremists': 4970, 'cbc': 4971, 'haji': 4972, 'platforms': 4973, 'binaxnow': 4974, 'chanel': 4975, 'terrorism': 4976, 'labor': 4977, 'qualified': 4978, 'ordinary': 4979, 'breached': 4980, 'travolta': 4981, 'hollywood': 4982, 'saturdaynightfever': 4983, 'protestors': 4984, 'deployment': 4985, 'intermediate': 4986, 'zoology': 4987, 'shame': 4988, 'bribe': 4989, 'tickets': 4990, 'scam': 4991, 'attitudes': 4992, 'ramesh': 4993, 'articles': 4994, 'participant': 4995, 'doublingrate': 4996, 'birds': 4997, 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6080, 'hairdryer': 6081, 'diseasedetective': 6082, 'rachael': 6083, 'zacks': 6084, 'notification': 6085, 'rcafro': 6086, 'mobilization': 6087, 'nahi': 6088, 'inc': 6089, 'accordingly': 6090, 'perfectly': 6091, 'irregular': 6092, 'terrius': 6093, 'emerge': 6094, 'axios': 6095, 'verifying': 6096, 'molecule': 6097, 'aerosolized': 6098, 'elders': 6099, 'exclamation': 6100, 'wuhaninstituteofvirologylaboratory': 6101, 'emissions': 6102, 'moh': 6103, 'protesters': 6104, 'caregivers': 6105, 'changer': 6106, 'renewed': 6107, 'neighbours': 6108, 'hav': 6109, 'blindingly': 6110, 'funneled': 6111, 'viralogy': 6112, 'bidensooetoro': 6113, 'incompletely': 6114, 'pushed': 6115, 'panel': 6116, 'satyendar': 6117, 'jain': 6118, 'vietnam': 6119, 'revenue': 6120, 'moayush': 6121, 'corner': 6122, 'rec': 6123, 'declaration': 6124, 'paint': 6125, 'jonathan': 6126, 'ashworth': 6127, 'foodsafety': 6128, 'los': 6129, 'angeles': 6130, 'functions': 6131, 'onion': 6132, 'envoy': 6133, 'antifa': 6134, 'havoc': 6135, 'paz': 6136, 'artificial': 6137, 'camera': 6138, 'mic': 6139, 'osha': 6140, 'plot': 6141, 'evinindia': 6142, 'achieves': 6143, 'hairstylist': 6144, 'disposal': 6145, 'deck': 6146, 'nfl': 6147, 'footballamerican': 6148, 'anubis': 6149, 'considerable': 6150, 'translated': 6151, 'rashid': 6152, 'buttar': 6153, 'currency': 6154, 'petrol': 6155, 'inhibitor': 6156, 'cardiovascular': 6157, 'completion': 6158, 'nutrition': 6159, 'antidote': 6160, 'apocalypse': 6161, 'pumps': 6162, 'dietary': 6163, 'absolutely': 6164, 'haldi': 6165, 'thrice': 6166, 'tablet': 6167, 'aai': 6168, 'fourths': 6169, 'probe': 6170, 'tarun': 6171, 'venezuelan': 6172, 'argued': 6173, 'believing': 6174, 'realistic': 6175, 'cited': 6176, 'filipinos': 6177, 'groupies': 6178, 'microchips': 6179, 'homeschooling': 6180, 'bajao': 6181, 'parameters': 6182, 'miles': 6183, 'separated': 6184, 'anybody': 6185, 'intentionally': 6186, 'aroha': 6187, 'detention': 6188, 'ashishskynews': 6189, 'reassurance': 6190, 'threads': 6191, 'purple': 6192, 'doug': 6193, 'creeping': 6194, 'mobilise': 6195, 'necessities': 6196, 'systematic': 6197, 'gods': 6198, 'occasionally': 6199, 'seats': 6200, 'officialdmrc': 6201, 'nervous': 6202, 'panama': 6203, 'avifavir': 6204, 'saves': 6205, 'nigella': 6206, 'prattle': 6207, 'upside': 6208, 'relieve': 6209, 'junos': 6210, 'medicare': 6211, 'intake': 6212, 'toxin': 6213, 'shuts': 6214, 'abandoned': 6215, 'hut': 6216, 'brick': 6217, 'tray': 6218, 'cups': 6219, 'disheveled': 6220, 'confident': 6221, 'docs': 6222, 'mbdavolt': 6223, 'constant': 6224, 'adiabo': 6225, 'conclusions': 6226, 'projected': 6227, 'hiding': 6228, 'secondary': 6229, 'texts': 6230, 'dirty': 6231, 'bullet': 6232, 'subject': 6233, 'havent': 6234, 'karimganj': 6235, 'attract': 6236, 'chinatown': 6237, 'hockey': 6238, 'journalists': 6239, 'unto': 6240, 'evolves': 6241, 'cheerleaders': 6242, 'aworldindisorder': 6243, 'ramp': 6244, 'viruswatch': 6245, 'overheard': 6246, 'perfected': 6247, 'disbands': 6248, 'owned': 6249, 'mascot': 6250, 'moca': 6251, 'exceptional': 6252, 'discrepancies': 6253, 'explicable': 6254, 'reuse': 6255, 'chaotic': 6256, 'retraction': 6257, 'poised': 6258, 'restart': 6259, 'cohort': 6260, 'dosed': 6261, 'patting': 6262, 'achieved': 6263, 'vials': 6264, 'aussies': 6265, 'cryill': 6266, 'ramaphosa': 6267, 'depart': 6268, 'delighted': 6269, 'mood': 6270, 'elon': 6271, 'musck': 6272, 'elonmusk': 6273, 'achristmascarol': 6274, 'dedan': 6275, 'kimathi': 6276, 'chunk': 6277, 'accessibility': 6278, 'reusing': 6279, 'vaporized': 6280, 'hydrogen': 6281, 'reply': 6282, 'chant': 6283, 'krishna': 6284, 'rama': 6285, 'fourthofjuly': 6286, 'outdoors': 6287, 'haults': 6288, 'botches': 6289, 'flatten': 6290, 'philanthropies': 6291, 'operational': 6292, 'explainer': 6293, 'noddy': 6294, 'holder': 6295, 'ringing': 6296, 'doyourpart': 6297, 'nearl': 6298, 'iud': 6299, 'reddit': 6300, 'flyer': 6301, 'delive': 6302, 'georgeorwell': 6303, 'consist': 6304, 'resigns': 6305, 'johnkin': 6306, 'blow': 6307, 'exhale': 6308, 'steer': 6309, 'brazailian': 6310, 'guterres': 6311, 'dramatically': 6312, 'derailed': 6313, 'eradication': 6314, 'grace': 6315, 'poe': 6316, 'risa': 6317, 'hontiveros': 6318, 'abs': 6319, 'cbn': 6320, 'consequence': 6321, 'syndemic': 6322, 'underline': 6323, 'origins': 6324, 'jordanian': 6325, 'premature': 6326, 'births': 6327, 'stove': 6328, 'rudy': 6329, 'footballer': 6330, 'fightflu': 6331, 'rhinovirus': 6332, 'michael': 6333, 'gove': 6334, 'nationalist': 6335, 'sharad': 6336, 'pawar': 6337, 'unrestricted': 6338, 'antiracismctr': 6339, 'brittajewell': 6340, 'jennifersmith': 6341, 'timothyhallett': 6342, 'nfeltp': 6343, 'reactivated': 6344, 'lga': 6345, 'walk': 6346, 'grassroot': 6347, 'internat': 6348, 'visitor': 6349, 'visitors': 6350, 'globalwarming': 6351, 'gummed': 6352, 'pesticides': 6353, 'bypass': 6354, 'identifie': 6355, 'dispels': 6356, 'doubts': 6357, 'reappraisal': 6358, 'exploring': 6359, 'bmj': 6360, 'optimism': 6361, 'tackled': 6362, 'transitional': 6363, 'producing': 6364, 'deflated': 6365, 'dhanbad': 6366, 'arunachalpradesh': 6367, 'mizoram': 6368, 'essay': 6369, 'pages': 6370, 'edpilkington': 6371, 'guardian': 6372, 'csa': 6373, 'proportionally': 6374, 'simultaneously': 6375, 'relation': 6376, 'hats': 6377, 'twofold': 6378, 'hypertension': 6379, 'raleigh': 6380, 'rooftops': 6381, 'vacancies': 6382, 'arumugam': 6383, 'remainder': 6384, 'afaracare': 6385, 'rhesus': 6386, 'exposing': 6387, 'ihstowers': 6388, 'christians': 6389, 'counterparts': 6390, 'asxgold': 6391, 'sidewalk': 6392, 'rhondda': 6393, 'cynon': 6394, 'taf': 6395, 'deoria': 6396, 'leg': 6397, 'fleeing': 6398, 'backdrop': 6399, 'surfacing': 6400, 'deer': 6401, 'mathguy': 6402, 'hedgeyedj': 6403, 'insightful': 6404, 'trusted': 6405, 'elderberry': 6406, 'urself': 6407, 'administrative': 6408, 'delhites': 6409, 'fate': 6410, 'sacked': 6411, 'lg': 6412, 'assumptions': 6413, 'occupancy': 6414, 'assessments': 6415, 'leslie': 6416, 'chow': 6417, 'plea': 6418, 'ry': 6419, 'rightmove': 6420, 'aided': 6421, 'gardens': 6422, 'fairchild': 6423, 'erratically': 6424, 'match': 6425, 'rtve': 6426, 'penis': 6427, 'allegheny': 6428, 'drjudyamikovits': 6429, 'viable': 6430, 'rehire': 6431, 'judith': 6432, 'encyclopedia': 6433, 'renamed': 6434, 'honor': 6435, 'lago': 6436, 'mikepence': 6437, 'maralago': 6438, 'kayleighmcenany': 6439, 'denounce': 6440, 'outputs': 6441, 'diagnosing': 6442, 'stimulate': 6443, 'detail': 6444, 'sharpest': 6445, 'jordan': 6446, 'zino': 6447, 'amoxi': 6448, 'capsule': 6449, 'wcvb': 6450, 'boston': 6451, 'matterhorn': 6452, 'lit': 6453, 'colours': 6454, 'token': 6455, 'azhar': 6456, 'exceptions': 6457, 'collapses': 6458, 'proving': 6459, 'rukh': 6460, 'barmer': 6461, 'leonardo': 6462, 'vinci': 6463, 'fortaleza': 6464, 'rebuking': 6465, 'guinean': 6466, 'guineans': 6467, 'kurnool': 6468, 'hafeez': 6469, 'viswabharathi': 6470, 'oscillococcinum': 6471, 'alumni': 6472, 'belgian': 6473, 'vincenzo': 6474, 'puro': 6475, 'lethal': 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6533, 'khargone': 6534, 'includi': 6535, 'qais': 6536, 'delegation': 6537, 'coved': 6538, 'biomedj': 6539, 'veryvirology': 6540, 'amazonas': 6541, 'recital': 6542, 'nicobar': 6543, 'vila': 6544, 'formosa': 6545, 'cemitery': 6546, 'iranians': 6547, 'bdsm': 6548, 'leash': 6549, 'tight': 6550, 'leather': 6551, 'admission': 6552, 'activates': 6553, 'whitepaper': 6554, 'values': 6555, 'reese': 6556, 'witherspoon': 6557, 'roberts': 6558, 'mila': 6559, 'kunis': 6560, 'criminal': 6561, 'phe': 6562, 'yvonne': 6563, 'doyle': 6564, 'invited': 6565, 'toddy': 6566, 'medicinal': 6567, 'infectivity': 6568, 'lasts': 6569, 'vero': 6570, 'tmprss': 6571, 'reconsiders': 6572, 'motivating': 6573, 'inexplicable': 6574, 'psychiatrist': 6575, 'sorting': 6576, 'serosorting': 6577, 'damp': 6578, 'comfortably': 6579, 'sani': 6580, 'abacha': 6581, 'hacks': 6582, 'accommodations': 6583, 'employers': 6584, 'fed': 6585, 'indebted': 6586, 'bereaved': 6587, 'odoylecharlotte': 6588, 'govlarryhogan': 6589, 'inhabitant': 6590, 'tipsadvice': 6591, 'roadtrips': 6592, 'tangerinelaw': 6593, 'johnshopkinsepi': 6594, 'spiky': 6595, 'kirklandwa': 6596, 'banner': 6597, 'swastika': 6598, 'pressures': 6599, 'mistakes': 6600, 'originate': 6601, 'axes': 6602, 'slumps': 6603, 'myths': 6604, 'translate': 6605, 'bids': 6606, 'newspapers': 6607, 'ticking': 6608, 'bomb': 6609, 'mortalityrate': 6610, 'goodnight': 6611, 'wichita': 6612, 'meaney': 6613, 'delman': 6614, 'contacttracers': 6615, 'testament': 6616, 'nci': 6617, 'departament': 6618, 'guaviare': 6619, 'iranian': 6620, 'pecialist': 6621, 'alexandria': 6622, 'ocasio': 6623, 'cortez': 6624, 'keepusclosed': 6625, 'bollywoof': 6626, 'anonymously': 6627, 'slum': 6628, 'intubated': 6629, 'explode': 6630, 'hospitalisation': 6631, 'ccc': 6632, 'covidnccc': 6633, 'addressing': 6634, 'mahinda': 6635, 'rajapaksa': 6636, 'supplementary': 6637, 'reconvening': 6638, 'thecyberdagger': 6639, 'nagatrooper': 6640, 'bepdelta': 6641, 'magickly': 6642, 'gunsupplies': 6643, 'cached': 6644, 'cn': 6645, 'tw': 6646, 'waters': 6647, 'airspace': 6648, 'rioting': 6649, 'dieing': 6650, 'instructive': 6651, 'dave': 6652, 'watford': 6653, 'fights': 6654, 'pan': 6655, 'demic': 6656, 'piabizlaw': 6657, 'exhibited': 6658, 'shashi': 6659, 'tharoor': 6660, 'ldf': 6661, 'staging': 6662, 'merseyside': 6663, 'creates': 6664, 'faring': 6665, 'clings': 6666, 'reasserting': 6667, 'factchecking': 6668, 'vinguptamd': 6669, 'portions': 6670, 'improvements': 6671, 'ashamed': 6672, 'gujarati': 6673, 'flame': 6674, 'vijayrupanibjp': 6675, 'deepaltrevedie': 6676, 'disappointing': 6677, 'statutory': 6678, 'susceptibility': 6679, 'medica': 6680, 'birnin': 6681, 'plasvirec': 6682, 'pastor': 6683, 'sanatan': 6684, 'dharmis': 6685, 'condom': 6686, 'condoms': 6687, 'prophylactics': 6688, 'dolphins': 6689, 'swans': 6690, 'venice': 6691, 'canals': 6692, 'popped': 6693, 'altering': 6694, 'sweet': 6695, 'caroline': 6696, 'neilyoung': 6697, 'taki': 6698, 'buckets': 6699, 'ons': 6700, 'covaxine': 6701, 'bowl': 6702, 'freshly': 6703, 'feelbetter': 6704, 'square': 6705, 'prophesied': 6706, 'retractions': 6707, 'classified': 6708, 'globo': 6709, 'shipwreck': 6710, 'lampedusa': 6711, 'illustrate': 6712, 'hooked': 6713, 'ur': 6714, 'ull': 6715, 'luv': 6716, 'aisha': 6717, 'lillahi': 6718, 'ilaihi': 6719, 'rajeoon': 6720, 'baths': 6721, 'handy': 6722, 'archived': 6723, 'creep': 6724, 'weibo': 6725, 'publicity': 6726, 'stunt': 6727, 'traction': 6728, 'comedian': 6729, 'triggers': 6730, 'chemtrails': 6731, 'trails': 6732, 'pentagon': 6733, 'displayed': 6734, 'venues': 6735, 'erscongress': 6736, 'dissect': 6737, 'detriment': 6738, 'wevotedtoleave': 6739, 'pathogenscribe': 6740, 'devastating': 6741, 'resort': 6742, 'ek': 6743, 'reimposed': 6744, 'transmissions': 6745, 'morgue': 6746, 'crushed': 6747, 'revitalize': 6748, 'innovation': 6749, 'quicktake': 6750, 'hazipur': 6751, 'raided': 6752, 'dominates': 6753, 'coronavacccine': 6754, 'worldhealthorg': 6755, 'ioannidis': 6756, 'dps': 6757, 'pandamic': 6758, 'lisa': 6759, 'danzig': 6760, 'weighed': 6761, 'wearable': 6762, 'erictopol': 6763, 'cuttingforstone': 6764, 'incinerated': 6765, 'wakes': 6766, 'respects': 6767, 'gamkrelidze': 6768, 'dismissal': 6769, 'trn': 6770, 'oecd': 6771, 'obscure': 6772, 'corporations': 6773, 'analyse': 6774, 'traveller': 6775, 'cruises': 6776, 'bath': 6777, 'differe': 6778, 'hereford': 6779, 'instuctions': 6780, 'locating': 6781, 'gaonconnection': 6782, 'infant': 6783, 'donations': 6784, 'discussions': 6785, 'unseat': 6786, 'drift': 6787, 'inverness': 6788, 'frustrations': 6789, 'deadlier': 6790, 'volleyball': 6791, 'crook': 6792, 'breakin': 6793, 'goingbust': 6794, 'gavin': 6795, 'newsom': 6796, 'vacationing': 6797, 'stevensville': 6798, 'foxandfriends': 6799, 'prot': 6800, 'santo': 6801, 'andr': 6802, 'realised': 6803, 'ministries': 6804, 'nigeriafeltp': 6805, 'decontamination': 6806, 'chiquita': 6807, 'abba': 6808, 'gown': 6809, 'assured': 6810, 'withdraw': 6811, 'cloths': 6812, 'moneylaundering': 6813, 'televangelist': 6814, 'eases': 6815, 'gay': 6816, 'lgbtquarantine': 6817, 'panels': 6818, 'coronavirususa': 6819, 'notdyingwallstreet': 6820, 'saketgokhale': 6821, 'concordance': 6822, 'ce': 6823, 'cosara': 6824, 'falls': 6825, 'mama': 6826, 'limes': 6827, 'bobby': 6828, 'boucher': 6829, 'newssatire': 6830, 'cornoavirus': 6831, 'warded': 6832, 'luque': 6833, 'cemetery': 6834, 'paraguayan': 6835, 'asunci': 6836, 'lists': 6837, 'ramnavmi': 6838, 'celebrations': 6839, 'akbarpur': 6840, 'bash': 6841, 'nizamuddin': 6842, 'makraz': 6843, 'vall': 6844, 'hebron': 6845, 'barcelona': 6846, 'integrative': 6847, 'sequence': 6848, 'mile': 6849, 'inaccessible': 6850, 'tourism': 6851, 'backfilled': 6852, 'fami': 6853, 'takerespinsibility': 6854, 'specifies': 6855, 'nasser': 6856, 'ziberi': 6857, 'consumer': 6858, 'advertisement': 6859, 'boasting': 6860, 'kolkata': 6861, 'operati': 6862, 'goodness': 6863, 'somendfindout': 6864, 'mny': 6865, 'cointrirs': 6866, 'wth': 6867, 'intel': 6868, 'cudnt': 6869, 'cheated': 6870, 'disharmony': 6871, 'receiver': 6872, 'thephichick': 6873, 'preventcovid': 6874, 'archillect': 6875, 'belladonamodels': 6876, 'dissented': 6877, 'reminded': 6878, 'stockpile': 6879, 'toiletrollhorders': 6880, 'strategicreserve': 6881, 'hurricanelaura': 6882, 'evacuation': 6883, 'routes': 6884, 'shelters': 6885, 'laura': 6886, 'exper': 6887, 'comms': 6888, 'readers': 6889, 'cobr': 6890, 'cms': 6891, 'ratings': 6892, 'nalanda': 6893, 'snakes': 6894, 'strapped': 6895, 'eds': 6896, 'renata': 6897, 'vasconcellos': 6898, 'anchor': 6899, 'organising': 6900, 'praise': 6901, 'correspond': 6902, 'dermatologic': 6903, 'lodges': 6904, 'bastards': 6905, 'heartwarming': 6906, 'contradictions': 6907, 'univcordoba': 6908, 'dosing': 6909, 'cargo': 6910, 'sailed': 6911, 'aground': 6912, 'vitamind': 6913, 'laminar': 6914, 'airflow': 6915, 'meghan': 6916, 'markle': 6917, 'birthday': 6918, 'deceived': 6919, 'rizwan': 6920, 'tanda': 6921, 'biscuits': 6922, 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'hazardous': 8418, 'indiatv': 8419, 'franco': 8420, 'annually': 8421, 'flavor': 8422, 'doritos': 8423, 'decoction': 8424, 'vessel': 8425, 'ucla': 8426, 'revealing': 8427, 'chicomvirus': 8428, 'lengths': 8429, 'enemies': 8430, 'conservative': 8431, 'kmag': 8432, 'wordpressdotcom': 8433, 'domino': 8434, 'edmunds': 8435, 'constraints': 8436, 'quantitative': 8437, 'considerably': 8438, 'demonstrators': 8439, 'clashed': 8440, 'cnni': 8441, 'species': 8442, 'caretakers': 8443, 'waterford': 8444, 'wages': 8445, 'finland': 8446, 'freak': 8447, 'eschews': 8448, 'sabrina': 8449, 'bia': 8450, 'tomfitton': 8451, 'therock': 8452, 'hepatitis': 8453, 'unconstitutional': 8454, 'decease': 8455, 'indiantelecommunication': 8456, 'kanika': 8457, 'kapoor': 8458, 'hrh': 8459, 'tectonic': 8460, 'lowcock': 8461, 'unreliefchief': 8462, 'ghrp': 8463, 'exacerbated': 8464, 'swintersections': 8465, 'univeristy': 8466, 'trchnology': 8467, 'putnik': 8468, 'vial': 8469, 'moscow': 8470, 'photographer': 8471, 'andrey': 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'repairer': 8801, 'execution': 8802, 'mart': 8803, 'sosa': 8804, 'handsanitizer': 8805, 'methanol': 8806, 'absorbed': 8807, 'survivors': 8808, 'smartnews': 8809, 'pointless': 8810, 'sony': 8811, 'gaming': 8812, 'stillbirth': 8813, 'behalf': 8814, 'agniveer': 8815, 'spitters': 8816, 'chanting': 8817, 'gayatri': 8818, 'mantra': 8819, 'fibrinolysis': 8820, 'shutdown': 8821, 'sponsor': 8822, 'majorleaguebaseball': 8823, 'sponsors': 8824, 'commons': 8825, 'biomagnetism': 8826, 'explicitly': 8827, 'ingesting': 8828, 'phillyinquirer': 8829, 'statisticslink': 8830, 'admittance': 8831, 'biil': 8832, 'satyendra': 8833, 'janmabhoomi': 8834, 'ayodhya': 8835, 'karti': 8836, 'chidambaram': 8837, 'calm': 8838, 'nanavati': 8839, 'ansari': 8840, 'limaye': 8841, 'instance': 8842, 'newyorktimes': 8843, 'anteater': 8844, 'controller': 8845, 'zydus': 8846, 'cadila': 8847, 'tamazonx': 8848, 'favorite': 8849, 'brazilians': 8850, 'candles': 8851, 'raymond': 8852, 'royce': 8853, 'rife': 8854, 'scanned': 8855, 'amplitude': 8856, 'characteristics': 8857, 'erased': 8858, 'parcels': 8859, 'byculla': 8860, 'waris': 8861, 'pathan': 8862, 'impplemented': 8863, 'submitted': 8864, 'examined': 8865, 'summarizing': 8866, 'intensify': 8867, 'fellow': 8868, 'containers': 8869, 'startups': 8870, 'wherein': 8871, 'costing': 8872, 'deborahzinger': 8873, 'racism': 8874, 'irrefutable': 8875, 'coexistence': 8876, 'coevolution': 8877, 'aurangaba': 8878, 'displaced': 8879, 'penetrate': 8880, 'lego': 8881, 'aminu': 8882, 'bayero': 8883, 'knsmoh': 8884, 'quadruples': 8885, 'seldom': 8886, 'airway': 8887, 'emission': 8888, 'immunoresponse': 8889, 'sparing': 8890, 'thankshealthheroes': 8891, 'tries': 8892, 'dunno': 8893, 'gyna': 8894, 'tract': 8895, 'octopus': 8896, 'toxins': 8897, 'revoking': 8898, 'toronto': 8899, 'covidtoronto': 8900, 'trinitybellwoodspark': 8901, 'kytheanticomguy': 8902, 'conceptualjames': 8903, 'motorbiked': 8904, 'morgues': 8905, 'trucks': 8906, 'crap': 8907, 'carom': 8908, 'coriander': 8909, 'peeping': 8910, 'thrives': 8911, 'peepingtom': 8912, 'cottage': 8913, 'birch': 8914, 'transplants': 8915, 'provisional': 8916, 'honorable': 8917, 'administrator': 8918, 'ravi': 8919, 'nayak': 8920, 'display': 8921, 'modestly': 8922, 'witchcraft': 8923, 'maker': 8924, 'formal': 8925, 'marshmallows': 8926, 'northdakota': 8927, 'scar': 8928, 'npr': 8929, 'subscribe': 8930, 'omarkelly': 8931, 'afffecting': 8932, 'pgimer': 8933, 'safeguard': 8934, 'goya': 8935, 'beans': 8936, 'goyabeans': 8937, 'afterwards': 8938, 'backhand': 8939, 'favourite': 8940, 'strewn': 8941, 'languages': 8942, 'emeka': 8943, 'nwajiuba': 8944, 'nigeducation': 8945, 'whatthebit': 8946, 'nl': 8947, 'oc': 8948, 'hku': 8949, 'library': 8950, 'mondaymorning': 8951, 'mondayvibes': 8952, 'hood': 8953, 'sustain': 8954, 'morningmotivation': 8955, 'dawood': 8956, 'ibrahim': 8957, 'backfill': 8958, 'cache': 8959, 'screenshots': 8960, 'woodwardtapes': 8961, 'shangri': 8962, 'plaza': 8963, 'mandaluyong': 8964, 'sjforkids': 8965, 'karaoke': 8966, 'jedi': 8967, 'intimate': 8968, 'andra': 8969, 'nas': 8970, 'plamsa': 8971, 'therapies': 8972, 'mantua': 8973, 'cypress': 8974, 'vapor': 8975, 'koran': 8976, 'recitation': 8977, 'attitude': 8978, 'resulting': 8979, 'misled': 8980, 'recipients': 8981, 'organisms': 8982, 'pull': 8983, 'dispose': 8984, 'soars': 8985, 'gripped': 8986, 'maternal': 8987, 'checkups': 8988, 'postnatal': 8989, 'threaten': 8990, 'undo': 8991, 'eshe': 8992, 'bhi': 8993, 'rishte': 8994, 'baap': 8995, 'lgte': 8996, 'felipe': 8997, 'plagiarized': 8998, 'en': 8999, 'nieve': 9000, 'untreated': 9001, 'equally': 9002, 'pangolin': 9003, 'meerut': 9004, 'mohoddin': 9005, 'pur': 9006, 'muradnagar': 9007, 'nahar': 9008, 'dynamical': 9009, 'realtime': 9010, 'hub': 9011, 'shortest': 9012, 'jackie': 9013, 'chan': 9014, 'niece': 9015, 'lpc': 9016, 'ou': 9017, 'resist': 9018, 'wrapped': 9019, 'bundles': 9020, 'offloaded': 9021, 'lacking': 9022, 'bored': 9023, 'flock': 9024, 'ikea': 9025, 'shutdowns': 9026, 'infointerest': 9027, 'weave': 9028, 'lace': 9029, 'fronts': 9030, 'grounded': 9031, 'dynasty': 9032, 'amusement': 9033, 'theme': 9034, 'duckdynasty': 9035, 'philrobertson': 9036, 'videoconferencing': 9037, 'lauded': 9038, 'drdo': 9039, 'broadscale': 9040, 'charges': 9041, 'documentation': 9042, 'pharmacist': 9043, 'excessive': 9044, 'acidosis': 9045, 'bong': 9046, 'enrich': 9047, 'mighty': 9048, 'pandem': 9049, 'fucini': 9050, 'peta': 9051, 'cheering': 9052, 'embedded': 9053, 'minimize': 9054, 'parking': 9055, 'furloughing': 9056, 'surprises': 9057, 'fog': 9058, 'acts': 9059, 'eleventy': 9060, 'stocked': 9061, 'israelis': 9062, 'mosinee': 9063, 'narrow': 9064, 'adviced': 9065, 'to': 9066, 'discourage': 9067, 'selva': 9068, 'kicked': 9069, 'palliative': 9070, 'anaesthesia': 9071, 'neurological': 9072, 'microchipped': 9073, 'brilliant': 9074, 'surest': 9075, 'defeating': 9076, 'married': 9077, 'jburnmurdoch': 9078, 'thereal': 9079, 'truther': 9080, 'gaslighted': 9081, 'questionable': 9082, 'diy': 9083, 'merits': 9084, 'bind': 9085, 'houseflies': 9086, 'blind': 9087, 'obstacle': 9088, 'talent': 9089, 'positivevibes': 9090, 'sharukhkhan': 9091, 'zalima': 9092, 'coronavirusinindia': 9093, 'agreeing': 9094, 'justifies': 9095, 'kaufman': 9096, 'nominate': 9097, 'proteins': 9098, 'organizing': 9099, 'vans': 9100, 'doorsteps': 9101, 'eidaladha': 9102, 'you': 9103, 'bent': 9104, 'sallah': 9105, 'cat': 9106, 'arsehole': 9107, 'implements': 9108, 'cheeks': 9109, 'civilization': 9110, 'branderzy': 9111, 'danieltobias': 9112, 'literaryeric': 9113, 'zacbissonnette': 9114, 'savings': 9115, 'mvcs': 9116, 'esp': 9117, 'hib': 9118, 'prevnar': 9119, 'concoction': 9120, 'herbs': 9121, 'tamarind': 9122, 'lentils': 9123, 'era': 9124, 'definitions': 9125, 'rw': 9126, 'attribute': 9127, 'settles': 9128, 'rushes': 9129, 'minster': 9130, 'reaffirms': 9131, 'alledegedly': 9132, 'staphylococcus': 9133, 'mrdelvan': 9134, 'gleary': 9135, 'lastwordwilliam': 9136, 'sourcing': 9137, 'helsinki': 9138, 'msrightmsright': 9139, 'cedarcourthotel': 9140, 'freenationtoday': 9141, 'leehurstcomic': 9142, 'distract': 9143, 'totalitarianism': 9144, 'democide': 9145, 'newworldorder': 9146, 'distracted': 9147, 'barak': 9148, 'decedents': 9149, 'morbidities': 9150, 'alzheimer': 9151, 'cursor': 9152, 'hyped': 9153, 'occupational': 9154, 'dealers': 9155, 'squash': 9156, 'prep': 9157, 'testi': 9158, 'touting': 9159, 'rank': 9160, 'fadnavis': 9161, 'nadda': 9162, 'refusal': 9163, 'export': 9164, 'requisitioning': 9165, 'consumerfed': 9166, 'schemes': 9167, 'insufficient': 9168, 'uniofoxford': 9169, 'usponline': 9170, 'technicians': 9171, 'seize': 9172, 'worldmosquitoday': 9173, 'bites': 9174, 'erted': 9175, 'watsapp': 9176, 'penalised': 9177, 'sweeps': 9178, 'reimpose': 9179, 'airways': 9180, 'rinks': 9181, 'mug': 9182, 'hydroxydhloroquine': 9183, 'censored': 9184, 'scripps': 9185, 'diego': 9186, 'santiago': 9187, 'estero': 9188, 'bucks': 9189, 'kaziranga': 9190, 'projectlincoln': 9191, 'johnpavlovitz': 9192, 'surely': 9193, 'inept': 9194, 'irresponsible': 9195, 'jumps': 9196, 'hinges': 9197, 'filling': 9198, 'nod': 9199, 'sizable': 9200, 'bandhugan': 9201, 'panchagavya': 9202, 'logically': 9203, 'energetic': 9204, 'glenmark': 9205, 'iii': 9206, 'spectrum': 9207, 'selectively': 9208, 'dependent': 9209, 'polymerase': 9210, 'rdrp': 9211, 'replication': 9212, 'storage': 9213, 'childcare': 9214, 'garbage': 9215, 'edmonton': 9216, 'calgary': 9217, 'ignite': 9218, 'rivalries': 9219, 'featured': 9220, 'conspiratorial': 9221, 'datablacklives': 9222, 'hopkinscdhs': 9223, 'kff': 9224, 'importantly': 9225, 'counselled': 9226, 'babies': 9227, 'defrauded': 9228, 'attacking': 9229, 'myrtle': 9230, 'shands': 9231, 'gainesville': 9232, 'snap': 9233, 'shipments': 9234, 'typos': 9235, 'conversations': 9236, 'typing': 9237, 'consternation': 9238, 'jhu': 9239, 'coronation': 9240, 'characters': 9241, 'starving': 9242, 'placement': 9243, 'cbsnews': 9244, 'allahu': 9245, 'akbar': 9246, 'mybmc': 9247, 'slide': 9248, 'mumbaipolice': 9249, 'adelaide': 9250, 'multisystem': 9251, 'inflammatory': 9252, 'territorial': 9253, 'nicade': 9254, 'hcws': 9255, 'hepe': 9256, 'rota': 9257, 'amr': 9258, 'stewardship': 9259, 'ceccgov': 9260, 'switching': 9261, 'anhembi': 9262, 'brasil': 9263, 'quoting': 9264, 'specifying': 9265, 'abandon': 9266, 'spaghetti': 9267, 'kiss': 9268, 'eldano': 9269, 'canadiancorrup': 9270, 'globalnews': 9271, 'domestically': 9272, 'quell': 9273, 'hk': 9274, 'asymmetric': 9275, 'conflict': 9276, 'primer': 9277, 'revolution': 9278, 'spiking': 9279, 'cycle': 9280, 'pimps': 9281, 'occurs': 9282, 'devour': 9283, 'matur': 9284, 'existence': 9285, 'casts': 9286, 'servants': 9287, 'illegally': 9288, 'drdavidsamadi': 9289, 'samadi': 9290, 'humanly': 9291, 'sanctuary': 9292, 'oversold': 9293, 'prohibiting': 9294, 'mosques': 9295, 'academy': 9296, 'sitamarhi': 9297, 'russie': 9298, 'slower': 9299, 'chicagosmayor': 9300, 'jb': 9301, 'pritzker': 9302, 'illinoisans': 9303, 'gm': 9304, 'affiliated': 9305, 'controversy': 9306, 'bioweapons': 9307, 'reagents': 9308, 'grossly': 9309, 'utilised': 9310, 'arisetv': 9311, 'kindness': 9312, 'sonko': 9313, 'adjustments': 9314, 'tweets': 9315, 'nudged': 9316, 'infrared': 9317, 'forehead': 9318, 'organs': 9319, 'counted': 9320, 'kdhe': 9321, 'idph': 9322, 'hydroxychloroqen': 9323, 'wank': 9324, 'salvador': 9325, 'illa': 9326, 'equality': 9327, 'irene': 9328, 'montero': 9329, 'transform': 9330, 'portugal': 9331, 'tierra': 9332, 'pura': 9333, 'disseminated': 9334, 'colombres': 9335, 'garmendia': 9336, 'overregistration': 9337, 'chatbots': 9338, 'speaks': 9339, 'cfs': 9340, 'uncontrolled': 9341, 'denominator': 9342, 'manir': 9343, 'hossain': 9344, 'tripura': 9345, 'pms': 9346, 'pcrtest': 9347, 'irony': 9348, 'abide': 9349, 'organizational': 9350, 'alllivesmatter': 9351, 'osd': 9352, 'pathetic': 9353, 'duncan': 9354, 'clause': 9355, 'tablespoon': 9356, 'pepper': 9357, 'spoons': 9358, 'circulate': 9359, 'verification': 9360, 'confinement': 9361, 'zhong': 9362, 'nanshan': 9363, 'saline': 9364, 'maggie': 9365, 'partnerships': 9366, 'disrupt': 9367, 'distributions': 9368, 'insecticide': 9369, 'nets': 9370, 'sally': 9371, 'struggled': 9372, 'dismal': 9373, 'myyogiadityanath': 9374, 'ncezid': 9375, 'assoc': 9376, 'regrets': 9377, 'username': 9378, 'notion': 9379, 'lazy': 9380, 'heartless': 9381, 'stance': 9382, 'curb': 9383, 'dispelled': 9384, 'consulted': 9385, 'pooling': 9386, 'brahmins': 9387, 'chopped': 9388, 'tongue': 9389, 'chile': 9390, 'transformed': 9391, 'grime': 9392, 'overtaking': 9393, 'johnkubie': 9394, 'techniques': 9395, 'ancient': 9396, 'mehsana': 9397, 'coronavirustruth': 9398, 'uighur': 9399, 'karakaxlist': 9400, 'huddled': 9401, 'aggregation': 9402, 'prisoner': 9403, 'freight': 9404, 'lbgoodnessgrows': 9405, 'jamesdsteinberg': 9406, 'rapidtests': 9407, 'stevefda': 9408, 'aslavitt': 9409, 'ashishkjha': 9410, 'jhuber': 9411, 'bergstrom': 9412, 'paulmromer': 9413, 'mcuban': 9414, 'drtomfrieden': 9415, 'ranudhillon': 9416, 'ltgrusselhonore': 9417, 'sham': 9418, 'kung': 9419, 'criticize': 9420, 'scapegoat': 9421, 'jared': 9422, 'leto': 9423, 'mock': 9424, 'procession': 9425, 'nfidvaccines': 9426, 'jack': 9427, 'box': 9428, 'cheesburger': 9429, 'hamburger': 9430, 'whitwyatt': 9431, 'confuse': 9432, 'echo': 9433, 'dfid': 9434, 'belize': 9435, 'horrific': 9436, 'hw': 9437, 'downgraded': 9438, 'dignity': 9439, 'ventilatoins': 9440, 'khaleesyd': 9441, 'dim': 9442, 'sighted': 9443, 'mutated': 9444, 'reopensafely': 9445, 'chang': 9446, 'gung': 9447, 'strongly': 9448, 'earliest': 9449, 'males': 9450, 'yorkshirebri': 9451, 'latimeralder': 9452, 'reps': 9453, 'disguised': 9454, 'clique': 9455, 'demonize': 9456, 'saver': 9457, 'dining': 9458, 'lesotho': 9459, 'abou': 9460, 'rope': 9461, 'prone': 9462, 'fabric': 9463, 'conquers': 9464, 'autonomous': 9465, 'jose': 9466, 'germain': 9467, 'hero': 9468, 'fled': 9469, 'agra': 9470, 'bs': 9471, 'yediyurappa': 9472, 'kishanganj': 9473, 'adopted': 9474, 'episode': 9475, 'dharmendra': 9476, 'siddaramaiah': 9477, 'va': 9478, 'marriage': 9479, 'reception': 9480, 'slitty': 9481, 'eyed': 9482, 'acmadotgov': 9483, 'che': 9484, 'behaviors': 9485, 'chemo': 9486, 'potsales': 9487, 'perform': 9488, 'blasio': 9489, 'aimim': 9490, 'asaduddin': 9491, 'owaisi': 9492, 'fooling': 9493, 'vadra': 9494, 'grasp': 9495, 'suman': 9496, 'gau': 9497, 'mutra': 9498, 'tablighis': 9499, 'rosnovsky': 9500, 'presumed': 9501, 'defensible': 9502, 'forcibly': 9503, 'acknowledge': 9504, 'analysing': 9505, 'compiling': 9506, 'emmy': 9507, 'beautiful': 9508, 'quito': 9509, 'guayaquil': 9510, 'coveri': 9511, 'expression': 9512, 'liberia': 9513, 'unused': 9514, 'tuscaloosa': 9515, 'unloved': 9516, 'convertibles': 9517, 'plummet': 9518, 'beachboys': 9519, 'convertiblecars': 9520, 'chevrolet': 9521, 'wondered': 9522, 'ordering': 9523, 'mamata': 9524, 'banerjee': 9525, 'dips': 9526, 'adjusting': 9527, 'congressman': 9528, 'campos': 9529, 'steel': 9530, 'stds': 9531, 'unimaginable': 9532, 'mistakenly': 9533, 'smallbusiness': 9534, 'calum': 9535, 'semple': 9536, 'adopt': 9537, 'tay': 9538, 'bordering': 9539, 'presenter': 9540, 'gtg': 9541, 'aboard': 9542, 'queues': 9543, 'jarkhand': 9544, 'diameter': 9545, 'rovi': 9546, 'ir': 9547, 'ous': 9548, 'erwillia': 9549, 'skeptically': 9550, 'minogue': 9551, 'glastonbury': 9552, 'behaving': 9553, 'abnormally': 9554, 'osmar': 9555, 'terra': 9556, 'northumberland': 9557, 'tyne': 9558, 'gateshead': 9559, 'sunderland': 9560, 'remark': 9561, 'classifying': 9562, 'schoolkids': 9563, 'momentarily': 9564, 'lapses': 9565, 'kolhapur': 9566, 'candle': 9567, 'vigil': 9568, 'proclaim': 9569, 'unity': 9570, 'commemorative': 9571, 'coins': 9572, 'countryside': 9573, 'hydroxichloroquine': 9574, 'panicked': 9575, 'dakar': 9576, 'misbehaved': 9577, 'portsmouth': 9578, 'coronary': 9579, 'matching': 9580, 'batch': 9581, 'accelerates': 9582, 'testifying': 9583, 'enlarged': 9584, 'concealed': 9585, 'removes': 9586, 'wasted': 9587, 'latinos': 9588, 'herb': 9589, 'mugwort': 9590, 'enemy': 9591, 'instruments': 9592, 'colder': 9593, 'bt': 9594, 'selection': 9595, 'staggering': 9596, 'senatorkapenga': 9597, 'nope': 9598, 'shortsighted': 9599, 'channelled': 9600, 'bluff': 9601, 'wedding': 9602, 'rosewood': 9603, 'breeds': 9604, 'tissue': 9605, 'fibres': 9606, 'managers': 9607, 'carefully': 9608, 'igot': 9609, 'covidwarriors': 9610, 'missionkarmayog': 9611, 'diarrhoea': 9612, 'chickens': 9613, 'lesions': 9614, 'neutropenic': 9615, 'detourers': 9616, 'grass': 9617, 'sheraton': 9618, 'phased': 9619, 'praises': 9620, 'kalma': 9621, 'frozen': 9622, 'opinion': 9623, 'influenced': 9624, 'career': 9625, 'electronic': 9626, 'solved': 9627, 'cybertiiger': 9628, 'environment': 9629, 'milwaukee': 9630, 'absentee': 9631, 'mkehealth': 9632, 'dhswi': 9633, 'whosearo': 9634, 'capacities': 9635, 'contagion': 9636, 'interfere': 9637, 'scrutiny': 9638, 'georgetown': 9639, 'sechenov': 9640, 'whenever': 9641, 'assessed': 9642, 'acquiring': 9643, 'objects': 9644, 'likelihood': 9645, 'incarceration': 9646, 'robust': 9647, 'worsened': 9648, 'jacob': 9649, 'rees': 9650, 'mogg': 9651, 'endless': 9652, 'carping': 9653, 'phenomenal': 9654, 'impresses': 9655, 'homeoffice': 9656, 'safest': 9657, 'fly': 9658, 'giuseppe': 9659, 'conte': 9660, 'mentally': 9661, 'boots': 9662, 'sta': 9663, 'piling': 9664, 'passing': 9665, 'malnutrition': 9666, 'fao': 9667, 'ifad': 9668, 'wfp': 9669, 'achieving': 9670, 'disclose': 9671, 'validate': 9672, 'bioeasy': 9673, 'posing': 9674, 'gregory': 9675, 'mcmichael': 9676, 'voter': 9677, 'hajipur': 9678, 'ppi': 9679, 'kidneytransplant': 9680, 'lymphocyte': 9681, 'depleting': 9682, 'induction': 9683, 'maintenance': 9684, 'height': 9685, 'asantos': 9686, 'ssfarouk': 9687, 'ismmskidney': 9688, 'mountsinairmti': 9689, 'domsinainyc': 9690, 'icahnmountsinai': 9691, 'visualabstract': 9692, 'interrogation': 9693, 'supervisor': 9694, 'vacated': 9695, 'sumac': 9696, 'equalling': 9697, 'lav': 9698, 'polls': 9699, 'benfordham': 9700, 'australians': 9701, 'oppose': 9702, 'flood': 9703, 'abdicated': 9704, 'hcpm': 9705, 'overstated': 9706, 'ywoga': 9707, 'eighty': 9708, 'cinema': 9709, 'permit': 9710, 'tele': 9711, 'counselling': 9712, 'ideas': 9713, 'honestly': 9714, 'wheels': 9715, 'trophy': 9716, 'wives': 9717, 'trophywife': 9718, 'dumps': 9719, 'pulling': 9720, 'fourty': 9721, 'persisted': 9722, 'hawaii': 9723, 'kushner': 9724, 'jaredkushner': 9725, 'nepotism': 9726, 'adunnii': 9727, 'cc': 9728, 'fluzone': 9729, 'scramble': 9730, 'personality': 9731, 'nightingale': 9732, 'brighten': 9733, 'inhalers': 9734, 'recognise': 9735, 'livelihoods': 9736, 'lid': 9737, 'pmay': 9738, 'serbian': 9739, 'iraqi': 9740, 'dictator': 9741, 'exhorted': 9742, 'froze': 9743, 'neutralize': 9744, 'strictly': 9745, 'chrysanthemum': 9746, 'initiate': 9747, 'undoubtedly': 9748, 'spark': 9749, 'speculation': 9750, 'nasty': 9751, 'chrisleenders': 9752, 'peterverhaar': 9753, 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10718, 'antennas': 10719, 'favor': 10720, 'noninvasive': 10721, 'stably': 10722, 'practiced': 10723, 'emphasizes': 10724, 'nmhheartdoc': 10725, 'markaz': 10726, 'tabloid': 10727, 'hydroxychloroquin': 10728, 'maid': 10729, 'lpg': 10730, 'cylinders': 10731, 'briefs': 10732, 'idlis': 10733, 'dosas': 10734, 'meals': 10735, 'immanuel': 10736, 'soared': 10737, 'author': 10738, 'chen': 10739, 'ming': 10740, 'fang': 10741, 'dong': 10742, 'cheng': 10743, 'variations': 10744, 'twtabhi': 10745, 'mohit': 10746, 'msisodia': 10747, 'unequivocally': 10748, 'wv': 10749, 'wvumediacollege': 10750, 'appalachia': 10751, 'seemed': 10752, 'legitimately': 10753, 'legitfund': 10754, 'com': 10755, 'abubakar': 10756, 'weeping': 10757, 'universities': 10758, 'suppression': 10759, 'believes': 10760, 'swamped': 10761, 'grade': 10762, 'regularity': 10763, 'impacts': 10764, 'rows': 10765, 'sprawled': 10766, 'avenue': 10767, 'eamc': 10768, 'notified': 10769, 'secon': 10770, 'saadia': 10771, 'afzaal': 10772, 'studying': 10773, 'answered': 10774, 'maked': 10775, 'mars': 10776, 'frauds': 10777, 'spends': 10778, 'negotiating': 10779, 'consists': 10780, 'ncdcteam': 10781, 'demystifying': 10782, 'adverse': 10783, 'reactions': 10784, 'differential': 10785, 'fridge': 10786, 'defunding': 10787, 'madison': 10788, 'independence': 10789, 'immunologist': 10790, 'aucklandd': 10791, 'waitkato': 10792, 'boosts': 10793, 'denis': 10794, 'mukwege': 10795, 'congolese': 10796, 'fabricate': 10797, 'perchbicester': 10798, 'nanded': 10799, 'robbiedocs': 10800, 'brigcm': 10801, 'steven': 10802, 'reaney': 10803, 'colstee': 10804, 'oxfordevcharger': 10805, 'isabeloakeshott': 10806, 'greyfoxp': 10807, 'borisjohnson': 10808, 'valve': 10809, 'exhaled': 10810, 'seal': 10811, 'facd': 10812, 'ingress': 10813, 'lol': 10814, 'wobble': 10815, 'mate': 10816, 'ufc': 10817, 'anticipated': 10818, 'snuck': 10819, 'unforeseen': 10820, 'disagreed': 10821, 'proposing': 10822, 'lawsuits': 10823, 'chaddystacksdfs': 10824, 'karluskap': 10825, 'ndgov': 10826, 'dougburgum': 10827, 'nvgovernment': 10828, 'govsisolak': 10829, 'lnjp': 10830, 'spoil': 10831, 'meats': 10832, 'eggs': 10833, 'beaches': 10834, 'buenaventura': 10835, 'valle': 10836, 'cauca': 10837, 'ctor': 10838, 'hugo': 10839, 'vidal': 10840, 'complaint': 10841, 'attorney': 10842, 'friendly': 10843, 'humour': 10844, 'lgbtq': 10845, 'diversity': 10846, 'pinch': 10847, 'helmet': 10848, 'pothole': 10849, 'targeting': 10850, 'amal': 10851, 'clooney': 10852, 'quits': 10853, 'emotions': 10854, 'respecting': 10855, 'lately': 10856, 'flare': 10857, 'nightly': 10858, 'anarchists': 10859, 'marxist': 10860, 'revered': 10861, 'ego': 10862, 'satanic': 10863, 'wrecking': 10864, 'garysaintdooley': 10865, 'swiftly': 10866, 'decisively': 10867, 'ditch': 10868, 'dearicai': 10869, 'modigovtfailed': 10870, 'chenqiushi': 10871, 'zhangzhan': 10872, 'strike': 10873, 'fangbin': 10874, 'exhaustion': 10875, 'loneliness': 10876, 'undiction': 10877, 'backdate': 10878, 'dandiemann': 10879, 'unanimously': 10880, 'constitutes': 10881, 'cutest': 10882, 'anahita': 10883, 'stoner': 10884, 'strung': 10885, 'ttsi': 10886, 'bloombergquint': 10887, 'secondly': 10888, 'ridgeonsunday': 10889, 'eighth': 10890, 'snake': 10891, 'coronabeer': 10892, 'tireless': 10893, 'curative': 10894, 'takeresponslibility': 10895, 'blankets': 10896, 'breakinghot': 10897, 'secures': 10898, 'vegetarians': 10899, 'fain': 10900, 'tosurvive': 10901, 'tailored': 10902, 'geographically': 10903, 'matches': 10904, 'ajdlinux': 10905, 'fwiw': 10906, 'prophetic': 10907, 'encounters': 10908, 'goulding': 10909, 'amazed': 10910, 'bahia': 10911, 'dismissed': 10912, 'appealed': 10913, 'insects': 10914, 'sadhvipragya': 10915, 'recite': 10916, 'hanuman': 10917, 'chalisa': 10918, 'misusing': 10919, 'tramps': 10920, 'inflation': 10921, 'piltdown': 10922, 'camilla': 10923, 'parker': 10924, 'bowls': 10925, 'scuing': 10926, 'archie': 10927, 'secr': 10928, 'shoes': 10929, 'insulting': 10930, 'statistical': 10931, 'ayurved': 10932, 'advertising': 10933, 'tennis': 10934, 'champion': 10935, 'novak': 10936, 'djokovic': 10937, 'adria': 10938, 'recipes': 10939, 'unauthorized': 10940, 'clintons': 10941, 'shaskell': 10942, 'technically': 10943, 'wastage': 10944, 'penalty': 10945, 'luvhopecourage': 10946, 'specialized': 10947, 'quantities': 10948, 'usama': 10949, 'cuz': 10950, 'mazaak': 10951, 'nahin': 10952, 'reversal': 10953, 'malarianomoreuk': 10954, 'toppling': 10955, 'meghalaya': 10956, 'poet': 10957, 'varvara': 10958, 'bhima': 10959, 'koregaon': 10960, 'nat': 10961, 'cooling': 10962, 'hixenbaugh': 10963, 'succeeded': 10964, 'covidol': 10965, 'emotional': 10966, 'cholera': 10967, 'epidemics': 10968, 'wreaked': 10969, 'overwhelmingly': 10970, 'efficaciously': 10971, 'redouble': 10972, 'soukyaofficial': 10973, 'pioneering': 10974, 'julian': 10975, 'knight': 10976, 'disastrous': 10977, 'letterbox': 10978, 'pamphlets': 10979, 'flyers': 10980, 'iowa': 10981, 'clients': 10982, 'placebopills': 10983, 'accuracy': 10984, 'historically': 10985, 'roberto': 10986, 'gazolla': 10987, 'compensated': 10988, 'inflating': 10989, 'organize': 10990, 'furious': 10991, 'veil': 10992, 'reluctantly': 10993, 'sucks': 10994, 'prioritize': 10995, 'simulated': 10996, 'sultanpuri': 10997, 'questioned': 10998, 'crow': 10999, 'ona': 11000, 'foghornleghorn': 11001, 'heneryhawk': 11002, 'jeanine': 11003, 'deeper': 11004, 'cheb': 11005, 'khaled': 11006, 'algerian': 11007, 'automation': 11008, 'rehome': 11009, 'bucket': 11010, 'ac': 11011, 'ncaa': 11012, 'searching': 11013, 'exploit': 11014, 'madness': 11015, 'marchmadness': 11016, 'prohibit': 11017, 'stadiums': 11018, 'smart': 11019, 'exploratory': 11020, 'lak': 11021, 'coronavrus': 11022, 'etsy': 11023, 'pawan': 11024, 'chloroxylenol': 11025, 'benzalkonium': 11026, 'chloride': 11027, 'instruction': 11028, 'triggered': 11029, 'certainly': 11030, 'typical': 11031, 'voluntarily': 11032, 'kochi': 11033, 'prefectural': 11034, 'displaying': 11035, 'hopeful': 11036, 'moinhos': 11037, 'vento': 11038, 'porto': 11039, 'alegre': 11040, 'indecipherable': 11041, 'slang': 11042, 'cnnnews': 11043, 'rudolph': 11044, 'triple': 11045, 'dmiliband': 11046, 'pulaski': 11047, 'overloading': 11048, 'impaired': 11049, 'recreated': 11050, 'powerpoint': 11051, 'firewood': 11052, 'rundown': 11053, 'bachelorette': 11054, 'stranger': 11055, 'solely': 11056, 'throws': 11057, 'pump': 11058, 'navsari': 11059, 'tvnews': 11060, 'jockeys': 11061, 'churchill': 11062, 'kentuckyderby': 11063, 'heaven': 11064, 'uae': 11065, 'infusing': 11066, 'statnews': 11067, 'masturbate': 11068, 'tirur': 11069, 'escaped': 11070, 'leni': 11071, 'robredo': 11072, 'suck': 11073, 'potent': 11074, 'avoidable': 11075, 'mesenchymal': 11076, 'stem': 11077, 'reconsidered': 11078, 'practise': 11079, 'superimposed': 11080, 'abbasi': 11081, 'shaheed': 11082, 'karachi': 11083, 'tricks': 11084, 'pfms': 11085, 'tsa': 11086, 'shouldering': 11087, 'entrusted': 11088, 'schooling': 11089, 'puerta': 11090, 'hierro': 11091, 'geographical': 11092, 'sampling': 11093, 'cons': 11094, 'muhammadu': 11095, 'buhari': 11096, 'shaking': 11097, 'mohammed': 11098, 'isa': 11099, 'vonderleyen': 11100, 'retreating': 11101, 'clownvirus': 11102, 'sjws': 11103, 'islander': 11104, 'recommending': 11105, 'evidenced': 11106, 'carmarthen': 11107, 'neath': 11108, 'morrisons': 11109, 'coordinator': 11110, 'sniffing': 11111, 'clove': 11112, 'camphor': 11113, 'spelled': 11114, 'backwards': 11115, 'nahuw': 11116, 'richardnixon': 11117, 'napoleon': 11118, 'flooded': 11119, 'personalized': 11120, 'crescent': 11121, 'reductions': 11122, 'outpatient': 11123, 'mere': 11124, 'shab': 11125, 'azadi': 11126, 'spree': 11127, 'madhukishwar': 11128, 'madhu': 11129, 'kadha': 11130, 'pack': 11131, 'swasari': 11132, 'sexcounseling': 11133, 'grobse': 11134, 'impt': 11135, 'ventillated': 11136, 'bitte': 11137, 'blowers': 11138, 'drs': 11139, 'fur': 11140, 'im': 11141, 'merci': 11142, 'entschuldigung': 11143, 'swizerdeutsch': 11144, 'countin': 11145, 'flowers': 11146, 'nothin': 11147, 'boredom': 11148, 'augustamasters': 11149, 'islamist': 11150, 'pratimbose': 11151, 'pp': 11152, 'frasernelson': 11153, 'precious': 11154, 'woke': 11155, 'byer': 11156, 'midcourse': 11157, 'mailinvoting': 11158, 'achha': 11159, 'chalta': 11160, 'hu': 11161, 'breathed': 11162, 'hast': 11163, 'bask': 11164, 'warmer': 11165, 'temperatures': 11166, 'straightforward': 11167, 'collaborated': 11168, 'benchmark': 11169, 'independenceday': 11170, 'justicfortarun': 11171, 'hum': 11172, 'sawaal': 11173, 'utakar': 11174, 'hownsle': 11175, 'todti': 11176, 'ricci': 11177, 'sergienko': 11178, 'hardy': 11179, 'ops': 11180, 'grueling': 11181, 'visualizations': 11182, 'damaged': 11183, 'lungtransplant': 11184, 'southdelhi': 11185, 'sergio': 11186, 'quintero': 11187, 'ml': 11188, 'spicy': 11189, 'amtrehan': 11190, 'urologists': 11191, 'resists': 11192, 'mandetta': 11193, 'singles': 11194, 'denialism': 11195, 'patronize': 11196, 'pleads': 11197, 'expectations': 11198, 'melasma': 11199, 'sarcastic': 11200, 'separating': 11201, 'tincture': 11202, 'ensures': 11203, 'stimuluschecks': 11204, 'trumppressconf': 11205, 'surrounded': 11206, 'greatwallofchina': 11207, 'ocular': 11208, 'chancine': 11209, 'alexkx': 11210, 'ballouxfrancois': 11211, 'retrovirus': 11212, 'disinformation': 11213, 'discredited': 11214, 'immuntiy': 11215, 'promoting': 11216, 'intentional': 11217, 'catastrophic': 11218, 'suckers': 11219, 'warps': 11220, 'orbit': 11221, 'frontier': 11222, 'playboy': 11223, 'ana': 11224, 'brnabic': 11225, 'agents': 11226, 'vax': 11227, 'sterility': 11228, 'mahesh': 11229, 'fad': 11230, 'sweeping': 11231, 'headlines': 11232, 'orlando': 11233, 'sourabhkp': 11234, 'rashlessdoctor': 11235, 'kamathgurudutt': 11236, 'balanced': 11237, 'streamlining': 11238, 'flow': 11239, 'planting': 11240, 'showrunner': 11241, 'recast': 11242, 'nhk': 11243, 'tired': 11244, 'watches': 11245, 'wishing': 11246, 'selfisolation': 11247, 'marvin': 11248, 'humes': 11249, 'rochelle': 11250, 'shite': 11251, 'mustafa': 11252, 'nigeriagov': 11253, 'londoners': 11254, 'strange': 11255, 'construction': 11256, 'huoshenshan': 11257, 'adammccu': 11258, 'thaali': 11259, 'bhabhi': 11260, 'petal': 11261, 'showers': 11262, 'lights': 11263, 'mat': 11264, 'fantasy': 11265, 'nerd': 11266, 'primate': 11267, 'aadajoli': 11268, 'angie': 11269, 'rasmussen': 11270, 'finger': 11271, 'gof': 11272, 'bury': 11273, 'balasore': 11274, 'shahrukh': 11275, 'complacent': 11276, 'blackpool': 11277, 'arif': 11278, 'rajpura': 11279, 'approvals': 11280, 'kingswood': 11281, 'morrinsville': 11282, 'mas': 11283, 'carlhan': 11284, 'exhaustive': 11285, 'homoeopathic': 11286, 'collectorjamngr': 11287, 'spo': 11288, 'plotting': 11289, 'boe': 11290, 'guided': 11291, 'sabotage': 11292, 'reliance': 11293, 'jio': 11294, 'telecom': 11295, 'transfer': 11296, 'vulgar': 11297, 'reinfected': 11298, 'subsequent': 11299, 'wards': 11300, 'xanderarmstrong': 11301, 'described': 11302, 'bigpharmapuppets': 11303, 'ftse': 11304, 'pound': 11305, 'investors': 11306, 'prospect': 11307, 'tougher': 11308, 'tasty': 11309, 'fry': 11310, 'refreshing': 11311, 'alcoholic': 11312, 'beverage': 11313, 'headed': 11314, 'athens': 11315, 'antiseptic': 11316, 'lowering': 11317, 'correctional': 11318, 'organizers': 11319, 'alternatives': 11320, 'handshakes': 11321, 'rigorous': 11322, 'keqiang': 11323, 'antivirus': 11324, 'nrl': 11325, 'unwashed': 11326, 'isabel': 11327, 'cela': 11328, 'demonstration': 11329, 'afraid': 11330, 'nr': 11331, 'waitemat': 11332, 'hailed': 11333, 'entertained': 11334, 'shark': 11335, 'btk': 11336, 'acalabrutinib': 11337, 'approving': 11338, 'encorafenib': 11339, 'cetuximab': 11340, 'braf': 11341, 'mcrc': 11342, 'pearls': 11343, 'rglobalism': 11344, 'jidea': 11345, 'github': 11346, 'refactor': 11347, 'extend': 11348, 'npis': 11349, 'codecheck': 11350, 'bel': 11351, 'inch': 11352, 'earned': 11353, 'godelhiites': 11354, 'willto': 11355, 'defended': 11356, 'retweet': 11357, 'declines': 11358, 'gemma': 11359, 'collins': 11360, 'anatomy': 11361, 'nuc': 11362, 'vrs': 11363, 'realism': 11364, 'respirator': 11365, 'shrime': 11366, 'exaggerating': 11367, 'cocktails': 11368, 'pibfactcheck': 11369, 'drauzio': 11370, 'varella': 11371, 'defends': 11372, 'lockout': 11373, 'fruition': 11374, 'solving': 11375, 'cccs': 11376, 'outset': 11377, 'authoritie': 11378, 'msmes': 11379, 'disbursed': 11380, 'ayushmanhwcs': 11381, 'mahila': 11382, 'arogya': 11383, 'samitis': 11384, 'hy': 11385, 'ghaziabad': 11386, 'dripping': 11387, 'covidstudy': 11388, 'novotel': 11389, 'outstanding': 11390, 'progressives': 11391, 'martial': 11392, 'singer': 11393, 'sharda': 11394, 'sinha': 11395, 'sender': 11396, 'mergecaexamsjulyandnov': 11397, 'icairespondnow': 11398, 'pls': 11399, 'priests': 11400, 'phd': 11401, 'tent': 11402, 'viamed': 11403, 'calahorra': 11404, 'rioja': 11405, 'threshold': 11406, 'lengthy': 11407, 'divided': 11408, 'stickers': 11409, 'alternate': 11410, 'signages': 11411, 'metrobackontrack': 11412, 'philosophy': 11413, 'hearings': 11414, 'courtrooms': 11415, 'fungus': 11416, 'characterised': 11417, 'shincheonji': 11418, 'perspective': 11419, 'confusion': 11420, 'impression': 11421, 'concentrating': 11422, 'forbidding': 11423, 'relationships': 11424, 'personalised': 11425, 'thrombotic': 11426, 'meharry': 11427, 'hildreth': 11428, 'backtrack': 11429, 'coronavaccine': 11430, 'implicitly': 11431, 'democraticdebate': 11432, 'datasets': 11433, 'huckabee': 11434, 'insurgency': 11435, 'unleashed': 11436, 'listing': 11437, 'advisor': 11438, 'partnering': 11439, 'enlist': 11440, 'lows': 11441, 'gaiman': 11442, 'faerie': 11443, 'folk': 11444, 'sampoerna': 11445, 'cigarette': 11446, 'critiqued': 11447, 'thumbs': 11448, 'canal': 11449, 'cruiseships': 11450, 'panamacanal': 11451, 'frenzy': 11452, 'malaysian': 11453, 'remarkable': 11454, 'shopper': 11455, 'taskforce': 11456, 'constituted': 11457, 'qatar': 11458, 'rinascer': 11459, 'rinascerai': 11460, 'talkradio': 11461, 'danwootton': 11462, 'ills': 11463, 'bracelet': 11464, 'bounced': 11465, 'artifact': 11466, 'dems': 11467, 'tobacconists': 11468, 'stars': 11469, 'socialism': 11470, 'berniesanders': 11471, 'fidelcastro': 11472, 'rishi': 11473, 'sunak': 11474, 'campai': 11475, 'bolivar': 11476, 'sdsm': 11477, 'muhamed': 11478, 'zekiri': 11479, 'shoot': 11480, 'ceiling': 11481, 'theaters': 11482, 'whistling': 11483, 'charm': 11484, 'norway': 11485, 'oslo': 11486, 'mylan': 11487, 'innovative': 11488, 'dwildemuth': 11489, 'infinity': 11490, 'congregations': 11491, 'phenomenon': 11492, 'colleenkraftmd': 11493, 'incontext': 11494, 'arizonans': 11495, 'widening': 11496, 'toi': 11497, 'ohomai': 11498, 'columbiamed': 11499, 'raam': 11500, 'worlds': 11501, 'disastrously': 11502, 'transparently': 11503, 'reiterated': 11504, 'reinforced': 11505, 'fevers': 11506, 'unequally': 11507, 'mentalhealth': 11508, 'sharechat': 11509, 'publichealthreports': 11510, 'papers': 11511, 'inviting': 11512, 'publichealth': 11513, 'eager': 11514, 'bitter': 11515, 'gourd': 11516, 'brikeilarcnn': 11517, 'nodal': 11518, 'andrews': 11519, 'selfish': 11520, 'heymanitshayden': 11521, 'noahpinion': 11522, 'thirdeyeblind': 11523, 'outlined': 11524, 'fom': 11525, 'constructed': 11526, 'downloaded': 11527, 'labels': 11528, 'hapless': 11529, 'pharmacological': 11530, 'perspectives': 11531, 'derivatives': 11532, 'hardworking': 11533, 'unsung': 11534, 'guillermo': 11535, 'responder': 11536, 'tallied': 11537, 'responsibly': 11538, 'directing': 11539, 'cessation': 11540, 'mortuary': 11541, 'osmosismed': 11542, 'eerily': 11543, 'unofficial': 11544, 'rollingstones': 11545, 'imposters': 11546, 'hazmat': 11547, 'suits': 11548, 'stockton': 11549, 'calif': 11550, 'robbery': 11551, 'jessnielsen': 11552, 'jessica': 11553, 'travels': 11554, 'whining': 11555, 'btw': 11556, 'weights': 11557, 'inconvenienttr': 11558, 'arifleischer': 11559, 'cernovich': 11560, 'usurped': 11561, 'technologies': 11562, 'utilized': 11563, 'drain': 11564, 'swamp': 11565, 'lessen': 11566, 'localised': 11567, 'clinician': 11568, 'underscore': 11569, 'reconfigure': 11570, 'participated': 11571, 'lugansk': 11572, 'separatist': 11573, 'leo': 11574, 'scattered': 11575, 'sanitized': 11576, 'pna': 11577, 'disobeying': 11578, 'amysherman': 11579, 'falsely': 11580, 'huawei': 11581, 'distracting': 11582, 'huaweiwatchgt': 11583, 'chinacoronavirus': 11584, 'corononavirus': 11585, 'swabbing': 11586, 'preferred': 11587, 'implanting': 11588, 'thirteen': 11589, 'jean': 11590, 'roger': 11591, 'rivals': 11592, 'outline': 11593, 'mates': 11594, 'hunting': 11595, 'activation': 11596, 'afriglobal': 11597, 'sahel': 11598, 'ophthalmologist': 11599, 'untoward': 11600, 'morbidityas': 11601, 'indianarmy': 11602, 'coronawarriorsindia': 11603, 'salutecoronawarriors': 11604, 'indindianarmy': 11605, 'sang': 11606, 'itaperuna': 11607, 'exclusion': 11608, 'pharmacy': 11609, 'bendigo': 11610, 'zack': 11611, 'actuals': 11612, 'nassarawa': 11613, 'salwar': 11614, 'cd': 11615, 'bailed': 11616, 'electric': 11617, 'flies': 11618, 'makhi': 11619, 'goverment': 11620, 'empowered': 11621, 'preppers': 11622, 'announcements': 11623, 'humidity': 11624, 'jewellry': 11625, 'joyalukkas': 11626, 'grief': 11627, 'miscarriage': 11628, 'legend': 11629, 'rollingstonevaccineforcv': 11630, 'keithholdskeytovirusvaccine': 11631, 'rockandrollvaccine': 11632, 'resolutely': 11633, 'inauguration': 11634, 'carlos': 11635, 'unimed': 11636, 'michigans': 11637, 'tommy': 11638, 'tuberville': 11639, 'clue': 11640, 'positions': 11641, 'coats': 11642, 'foretold': 11643, 'havard': 11644, 'shi': 11645, 'reservoir': 11646, 'demolished': 11647, 'stations': 11648, 'henry': 11649, 'kissinger': 11650, 'unified': 11651, 'racist': 11652, 'wuflu': 11653, 'indiadst': 11654, 'hellochante': 11655, 'aidanisagirl': 11656, 'shondagarrison': 11657, 'govparsonmo': 11658, 'knowing': 11659, 'faced': 11660, 'contrary': 11661, 'assertions': 11662, 'undercount': 11663, 'parameter': 11664, 'ruining': 11665, 'wedge': 11666, 'lime': 11667, 'insolvency': 11668, 'broadest': 11669, 'unreliable': 11670, 'aggregate': 11671, 'reasonably': 11672, 'taj': 11673, 'mahal': 11674, 'cremations': 11675, 'ferrari': 11676, 'disgrace': 11677, 'dealt': 11678, 'projection': 11679, 'astrologer': 11680, 'abhigyan': 11681, 'anand': 11682, 'thecoronavirus': 11683, 'ghs': 11684, 'builds': 11685, 'stabilise': 11686, 'functioning': 11687, 'muammar': 11688, 'gaddafi': 11689, 'antidotes': 11690, 'solvent': 11691, 'recalling': 11692, 'ducey': 11693, 'collaborates': 11694, 'mckesson': 11695, 'amatitl': 11696, 'brisbane': 11697, 'recruiting': 11698, 'confront': 11699, 'ya': 11700, 'fluent': 11701, 'physics': 11702, 'patiently': 11703, 'slurry': 11704, 'rocked': 11705, 'elvis': 11706, 'elvispresley': 11707, 'rocknroll': 11708, 'memphis': 11709, 'elvislives': 11710, 'gracelands': 11711, 'hv': 11712, 'infra': 11713, 'spreader': 11714, 'stigmas': 11715, 'hang': 11716, 'indsupremecourt': 11717, 'policewoman': 11718, 'dizzy': 11719, 'horrified': 11720, 'govphilscott': 11721, 'davezuckermanvt': 11722, 'controllable': 11723, 'synagogue': 11724, 'requisition': 11725, 'motorway': 11726, 'leaning': 11727, 'snapchat': 11728, 'koreans': 11729, 'bandwagon': 11730, 'swept': 11731, 'giniminimanemo': 11732, 'jacobselisabeth': 11733, 'unhealthy': 11734, 'environments': 11735, 'flatlands': 11736, 'hills': 11737, 'disparate': 11738, 'ugly': 11739, 'alanlcit': 11740, 'benzorn': 11741, 'compatible': 11742, 'pulmonologists': 11743, 'orleans': 11744, 'pelicans': 11745, 'allocating': 11746, 'scarce': 11747, 'medics': 11748, 'secazar': 11749, 'enhancement': 11750, 'policeman': 11751, 'migrating': 11752, 'ghebreyesus': 11753, 'voiceover': 11754, 'interactive': 11755, 'portraying': 11756, 'catastrophe': 11757, 'imagine': 11758, 'inundated': 11759, 'cautioning': 11760, 'jamati': 11761, 'misbehavior': 11762, 'trainees': 11763, 'jkuat': 11764, 'cone': 11765, 'visors': 11766, 'sewage': 11767, 'warf': 11768, 'photographs': 11769, 'prostrate': 11770, 'remotely': 11771, 'agent': 11772, 'inferring': 11773, 'predicament': 11774, 'jdeely': 11775, 'lifescihiggins': 11776, 'combine': 11777, 'cpap': 11778, 'rohini': 11779, 'flyover': 11780, 'kilos': 11781, 'holes': 11782, 'corruption': 11783, 'newyorkcity': 11784, 'rackets': 11785, 'unstable': 11786, 'freeze': 11787, 'hig': 11788, 'custody': 11789, 'usable': 11790, 'gloriously': 11791, 'otoh': 11792, 'shade': 11793, 'flatter': 11794, 'bacchan': 11795, 'advisers': 11796, 'econstandard': 11797, 'ingrahamangle': 11798, 'zev': 11799, 'birx': 11800, 'audience': 11801, 'rating': 11802, 'downtown': 11803, 'adtd': 11804, 'versus': 11805, 'andyspecht': 11806, 'correlation': 11807, 'mandate': 11808, 'exp': 11809, 'yangon': 11810, 'mmmhappiness': 11811, 'weekday': 11812, 'excluding': 11813, 'outlier': 11814, 'reminding': 11815, 'buddhist': 11816, 'smugly': 11817, 'buddhism': 11818, 'casually': 11819, 'props': 11820, 'climatekids': 11821, 'sierra': 11822, 'seroprevalence': 11823, 'igg': 11824, 'iga': 11825, 'igm': 11826, 'concerts': 11827, 'scraper': 11828, 'pioneer': 11829, 'jaroslav': 11830, 'belsky': 11831, 'acoss': 11832, 'cassandragoldie': 11833, 'bean': 11834, 'collapsed': 11835, 'sinn': 11836, 'varadkar': 11837, 'debunks': 11838, 'ownership': 11839, 'sleepless': 11840, 'nights': 11841, 'selfless': 11842, 'troops': 11843, 'indicative': 11844, 'checker': 11845, 'downloads': 11846, 'violations': 11847, 'defeated': 11848, 'meddling': 11849, 'gently': 11850, 'runni': 11851, 'lea': 11852, 'disproven': 11853, 'masked': 11854, 'sexyteens': 11855, 'punishment': 11856, 'strengthened': 11857, 'cent': 11858, 'wits': 11859, 'edited': 11860, 'vih': 11861, 'nhl': 11862, 'cancers': 11863, 'demi': 11864, 'lovato': 11865, 'jdmaresco': 11866, 'careeningspace': 11867, 'ghazibad': 11868, 'stemi': 11869, 'depended': 11870, 'rex': 11871, 'johnwayne': 11872, 'cabin': 11873, 'profakinabayomi': 11874, 'mainland': 11875, 'renovations': 11876, 'implying': 11877, 'distractions': 11878, 'rheaarrested': 11879, 'swung': 11880, 'suntan': 11881, 'nicely': 11882, 'thesun': 11883, 'tan': 11884, 'physique': 11885, 'sunbathing': 11886, 'salman': 11887, 'mobilepunch': 11888, 'namaskar': 11889, 'adaab': 11890, 'assalamu': 11891, 'alaikum': 11892, 'bidhuri': 11893, 'immunoglobulin': 11894, 'encephalitis': 11895, 'marginally': 11896, 'cobey': 11897, 'evolutionary': 11898, 'biologist': 11899, 'neighbors': 11900, 'cannabis': 11901, 'embassy': 11902, 'unsure': 11903, 'ceremonial': 11904, 'cetech': 11905, 'thatamartya': 11906, 'inhibits': 11907, 'tc': 11908, 'increas': 11909, 'reiterates': 11910, 'inaugural': 11911, 'invest': 11912, 'maks': 11913, 'goggles': 11914, 'universally': 11915, 'shock': 11916, 'diligence': 11917, 'unverified': 11918, 'empress': 11919, 'astonishingly': 11920, 'cru': 11921, 'nursinghome': 11922, 'creatiwit': 11923, 'loredo': 11924, 'weird': 11925, 'clogged': 11926, 'hurdles': 11927, 'emergencies': 11928, 'cdcflu': 11929, 'fluv': 11930, 'forgive': 11931, 'flattenthecurve': 11932, 'shea': 11933, 'periodic': 11934, 'kazakhstanis': 11935, 'anosmia': 11936, 'diminished': 11937, 'ageusia': 11938, 'telltale': 11939, 'sindh': 11940, 'humvee': 11941, 'epicentre': 11942, 'explosive': 11943, 'spirullina': 11944, 'anise': 11945, 'carries': 11946, 'tamiflu': 11947, 'dissimilar': 11948, 'niv': 11949, 'kashmir': 11950, 'misuse': 11951, 'esophagus': 11952, 'tummy': 11953, 'dhbs': 11954, 'adventure': 11955, 'mali': 11956, 'reclassified': 11957, 'banlic': 11958, 'cabuyao': 11959, 'laguna': 11960, 'sorrow': 11961, 'audi': 11962, 'demonstrate': 11963, 'chanakya': 11964, 'lotus': 11965, 'glare': 11966, 'pretence': 11967, 'savarkar': 11968, 'kunfaaya': 11969, 'peddled': 11970, 'constructing': 11971, 'bigly': 11972, 'retractable': 11973, 'dome': 11974, 'bryan': 11975, 'steil': 11976, 'tru': 11977, 'tatahealth': 11978, 'westminster': 11979, 'parlors': 11980, 'letting': 11981, 'utpol': 11982, 'depicts': 11983, 'wring': 11984, 'mural': 11985, 'legitimate': 11986, 'portend': 11987, 'pak': 11988, 'rrt': 11989, 'tinapa': 11990, 'qd': 11991, 'illustrations': 11992, 'patience': 11993, 'dominated': 11994, 'continuo': 11995, 'bayer': 11996, 'ag': 11997, 'woods': 11998, 'bigpharma': 11999, 'repositories': 12000, 'guidances': 12001, 'catfish': 12002, 'reais': 12003, 'marvinbrite': 12004, 'asprin': 12005, 'folic': 12006, 'manifests': 12007, 'multiplies': 12008, 'inthe': 12009, 'chlorhexidine': 12010, 'ravikundurthi': 12011, 'sums': 12012, 'hosting': 12013, 'bhanhealth': 12014, 'plunge': 12015, 'nigh': 12016, 'opposes': 12017, 'kennedy': 12018, 'robinmonotti': 12019, 'nealkhosla': 12020, 'unsafe': 12021, 'reward': 12022, 'hippocratic': 12023, 'oath': 12024, 'mathematically': 12025, 'renew': 12026, 'pmet': 12027, 'revise': 12028, 'darin': 12029, 'lahood': 12030, 'casesare': 12031, 'gassed': 12032, 'ghislainemaxwell': 12033, 'crematorium': 12034, 'parmeshwar': 12035, 'arora': 12036, 'consultant': 12037, 'gangaram': 12038, 'colony': 12039, 'gurgaon': 12040, 'briefed': 12041, 'crashed': 12042, 'karipurairport': 12043, 'supplying': 12044, 'engages': 12045, 'broomeinwelly': 12046, 'phoning': 12047, 'emailing': 12048, 'globuleaks': 12049, 'wondrous': 12050, 'painted': 12051, 'lactancy': 12052, 'socioeconomic': 12053, 'dimension': 12054, 'pinpoint': 12055, 'pied': 12056, 'piper': 12057, 'potomac': 12058, 'unbands': 12059, 'drjohnm': 12060, 'cardiotwitter': 12061, 'lopez': 12062, 'sheltering': 12063, 'inches': 12064, 'jlo': 12065, 'wheelchairs': 12066, 'gunarockya': 12067, 'abakaliki': 12068, 'germaphobe': 12069, 'howie': 12070, 'mandel': 12071, 'simoncowell': 12072, 'criticizing': 12073, 'placing': 12074, 'bioengineered': 12075, 'reacting': 12076, 'rfid': 12077, 'beast': 12078, 'bubonic': 12079, 'carts': 12080, 'lurk': 12081, 'dilute': 12082, 'distanc': 12083, 'billiion': 12084, 'deferral': 12085, 'shady': 12086, 'sanction': 12087, 'ftc': 12088, 'chennai': 12089, 'catalyst': 12090, 'preventable': 12091, 'pneumococcal': 12092, 'tunisians': 12093, 'manila': 12094, 'jetpark': 12095, 'cutlery': 12096, 'bankofamerica': 12097, 'exhibit': 12098, 'mannequins': 12099, 'deceive': 12100, 'relaxing': 12101, 'congrasswoman': 12102, 'ilhan': 12103, 'omar': 12104, 'thanand': 12105, 'wars': 12106, 'cashew': 12107, 'checken': 12108, 'cashewchicken': 12109, 'plasmatherapy': 12110, 'incorporated': 12111, 'clemson': 12112, 'southcarolina': 12113, 'supress': 12114, 'fixes': 12115, 'violently': 12116, 'handcuffs': 12117, 'survives': 12118, 'cdcinjury': 12119, 'recognizing': 12120, 'autohemotherapy': 12121, 'rome': 12122, 'devbhatt': 12123, 'operated': 12124, 'handled': 12125, 'disheartening': 12126, 'stoned': 12127, 'statins': 12128, 'meta': 12129, 'retrospective': 12130, 'dpfunke': 12131, 'blogger': 12132, 'overseeing': 12133, 'sgrh': 12134, 'nites': 12135, 'manaus': 12136, 'nelson': 12137, 'teich': 12138, 'fraudulent': 12139, 'llano': 12140, 'corrientes': 12141, 'tablik': 12142, 'possession': 12143, 'lacks': 12144, 'recap': 12145, 'rachelreevesmp': 12146, 'journeys': 12147, 'safer': 12148, 'drakeford': 12149, 'unstoppable': 12150, 'beet': 12151, 'understood': 12152, 'speeches': 12153, 'scathing': 12154, 'indictment': 12155, 'noel': 12156, 'gallagher': 12157, 'queuing': 12158, 'nm': 12159, 'chaco': 12160, 'tone': 12161, 'award': 12162, 'rightward': 12163, 'forecasting': 12164, 'exceeding': 12165, 'sleeping': 12166, 'soundly': 12167, 'facewine': 12168, 'secluedo': 12169, 'twatty': 12170, 'staggered': 12171, 'atul': 12172, 'garg': 12173, 'oldies': 12174, 'liberate': 12175, 'hsipaw': 12176, 'township': 12177, 'marked': 12178, 'nabarro': 12179, 'bother': 12180, 'doubles': 12181, 'dig': 12182, 'argues': 12183, 'compose': 12184, 'activecases': 12185, 'dhs': 12186, 'hid': 12187, 'dhsreport': 12188, 'stalling': 12189, 'diphtheria': 12190, 'tetanus': 12191, 'pertussis': 12192, 'dtp': 12193, 'measle': 12194, 'assassination': 12195, 'mahmoud': 12196, 'bazarti': 12197, 'dimensions': 12198, 'antonioguterres': 12199, 'childrensphila': 12200, 'acquire': 12201, 'tangled': 12202, 'houstonchron': 12203, 'gums': 12204, 'laxative': 12205, 'andywarhol': 12206, 'ayurveda': 12207, 'practitioner': 12208, 'devender': 12209, 'sharma': 12210, 'motivation': 12211, 'keeppushing': 12212, 'spavis': 12213, 'deliberating': 12214, 'contempl': 12215, 'confidential': 12216, 'kissing': 12217, 'blarney': 12218, 'combating': 12219, 'palermo': 12220, 'gracieluann': 12221, 'kevinfurr': 12222, 'peterzeihan': 12223, 'favipravir': 12224, 'inadequate': 12225, 'financing': 12226, 'cnbcafrica': 12227, 'inefficiency': 12228, 'inability': 12229, 'dots': 12230, 'ait': 12231, 'reserved': 12232, 'kagashley': 12233, 'daveman': 12234, 'charliekirk': 12235, 'ashley': 12236, 'rickleventhal': 12237, 'repandybiggsaz': 12238, 'intubate': 12239, 'dargah': 12240, 'covidnet': 12241, 'infertility': 12242}

### encoding or sequencing_____no_output_____

encoded_clean_text_stem = tok_all.texts_to_sequences(clean_text_stem)
print(clean_text_stem[1])
print(encoded_clean_text_stem[1])states reported  deaths small rise last tuesday southern states reported  deaths
[9, 14, 8, 566, 327, 43, 864, 2237, 9, 14, 8]

### Pre-padding_____no_output_____

from keras.preprocessing import sequence
max_length = 100
padded_clean_text_stem = sequence.pad_sequences(encoded_clean_text_stem, maxlen=max_length, padding='pre')_____no_output_____

# Test Data Pre-processing_____no_output_____# Data test Reading_____no_output_____

data_t = pd.read_excel('drive/My Drive/Constraint_Competition_Dataset/Constraint_Covid-19_English_Val.xlsx')
pd.set_option('display.max_colwidth',150)
data_t.head()_____no_output_____data_t.shape_____no_output_____print(data_t.dtypes)id        int64
tweet    object
label    object
dtype: object

# Making of "label" Variable_____no_output_____

label_t = data_t['label']
label_t.head()_____no_output_____

# Checking Dataset Balancing_____no_output_____

print(label_t.value_counts())
import matplotlib.pyplot as plt
label_t.value_counts().plot(kind='bar', color='red')real    1120
fake    1020
Name: label, dtype: int64

# Convering label into "0" or "1"_____no_output_____

import numpy as np
classes_list_t = ["fake","real"]
label_t_index = data_t['label'].apply(classes_list_t.index)
final_label_t = np.asarray(label_t_index)
print(final_label_t[:10])[0 0 0 0 1 1 1 1 0 0]
from keras.utils.np_utils import to_categorical
label_twoDimension_t = to_categorical(final_label_t, num_classes=2)_____no_output_____print(label_twoDimension_t[:10])[[1. 0.]
 [1. 0.]
 [1. 0.]
 [1. 0.]
 [0. 1.]
 [0. 1.]
 [0. 1.]
 [0. 1.]
 [1. 0.]
 [1. 0.]]

# Making of "text" Variable_____no_output_____

text_t = data_t['tweet']
text_t.head(10)_____no_output_____

# **Dataset Pre-processing**
1. Remove unwanted words
2. Stopwords removal
3. Stemming
4. Tokenization
5. Encoding or Sequencing
6. Pre-padding_____no_output_____### 1. Removing Unwanted Words_____no_output_____

import re

def text_clean(text):
    ''' Pre process and convert texts to a list of words '''

    text=text.lower()

    # Clean the text
    text = re.sub(r"[^A-Za-z0-9^,!.\/'+-=]", " ", text)
    text = re.sub(r"what's", "what is ", text)
    text = re.sub(r"I'm", "I am ", text)
    text = re.sub(r"\'s", " ", text)
    text = re.sub(r"\'ve", " have ", text)
    text = re.sub(r"can't", "cannot ", text)
    text = re.sub(r"wouldn't", "would not ", text)
    text = re.sub(r"shouldn't", "should not ", text)
    text = re.sub(r"shouldn", "should not ", text)
    text = re.sub(r"didn", "did not ", text)
    text = re.sub(r"n't", " not ", text)
    text = re.sub(r"i'm", "i am ", text)
    text = re.sub(r"\'re", " are ", text)
    text = re.sub(r"\'d", " would ", text)
    text = re.sub(r"\'ll", " will ", text)
    text = re.sub('https?://\S+|www\.\S+', "", text)
    text = re.sub(r",", " ", text)
    text = re.sub(r"\.", " ", text)
    text = re.sub(r"!", " ! ", text)
    text = re.sub(r"\/", " ", text)
    text = re.sub(r"\^", " ^ ", text)
    text = re.sub(r"\+", " + ", text)
    text = re.sub(r"\-", " - ", text)
    text = re.sub(r"\=", " = ", text)
    text = re.sub(r"'", " ", text)
    text = re.sub(r"(\d+)(k)", r"\g<1>000", text)
    text = re.sub(r":", " : ", text)
    text = re.sub(r" e g ", " eg ", text)
    text = re.sub(r" b g ", " bg ", text)
    text = re.sub(r" u s ", " american ", text)
    text = re.sub(r"\0s", "0", text)
    text = re.sub(r" 9 11 ", "911", text)
    text = re.sub(r"e - mail", "email", text)
    text = re.sub(r"j k", "jk", text)
    text = re.sub(r"\s{2,}", " ", text)
    text = re.sub(r"[0-9]", "", text)

    # text = re.sub(r"rt", " ", text)

    return text_____no_output_____clean_text_t = text_t.apply(lambda x:text_clean(x))_____no_output_____clean_text_t.head(10)_____no_output_____

### 2. Removing Stopwords_____no_output_____

import nltk
from nltk.corpus import stopwords
nltk.download('stopwords')
def stop_words_removal(text1):
    text1=[w for w in  text1.split(" ")  if w not in stopwords.words('english')]
    return " ".join(text1)[nltk_data] Downloading package stopwords to /root/nltk_data...
[nltk_data]   Package stopwords is already up-to-date!
clean_text_t_ns=clean_text_t.apply(lambda x: stop_words_removal(x))_____no_output_____print(clean_text_t_ns.head(10))0                                                                              chinese converting islam realising muslim affected coronavirus covd country
1                                         people diamond princess cruise ship intially tested negative tests japan later confirmed positive united states
2                                                                                covid -  caused bacterium virus treated aspirin
3                                   mike pence rnc speech praises donald trump covid -  seamless partnership governors leaves president state feuds : rnc
4                                                                 sky edconwaysky explains latest covid data government announcement get coronavirus data
5     one leave managed isolation reason without returning negative test refuse test held period  days june th exemptions compassionate grounds suspended
6     indiafightscorona india one lowest covid mortality globally less  case fatality rate result supervised home isolation amp; effective clinical tre...
7                                                       rt : covid transmission occurs primarily direct indirect close contact infected people saliva res
8               news media outlet abp majha basis internal memo south central railway reported special train announced take stranded migrant workers home
9                                                                                church services resume vaccinated says bill gates
Name: tweet, dtype: object

### 3. Stemming_____no_output_____

# Stemming
from nltk.stem import PorterStemmer
stemmer = PorterStemmer()

def word_stemmer(text):
    stem_text = "".join([stemmer.stem(i) for i in text])
    return stem_text_____no_output_____clean_text_t_stem = clean_text_t_ns.apply(lambda x : word_stemmer(x))_____no_output_____print(clean_text_t_stem.head(10))0                                                                              chinese converting islam realising muslim affected coronavirus covd country
1                                         people diamond princess cruise ship intially tested negative tests japan later confirmed positive united states
2                                                                                covid -  caused bacterium virus treated aspirin
3                                   mike pence rnc speech praises donald trump covid -  seamless partnership governors leaves president state feuds : rnc
4                                                                 sky edconwaysky explains latest covid data government announcement get coronavirus data
5     one leave managed isolation reason without returning negative test refuse test held period  days june th exemptions compassionate grounds suspended
6     indiafightscorona india one lowest covid mortality globally less  case fatality rate result supervised home isolation amp; effective clinical tre...
7                                                       rt : covid transmission occurs primarily direct indirect close contact infected people saliva res
8               news media outlet abp majha basis internal memo south central railway reported special train announced take stranded migrant workers home
9                                                                                church services resume vaccinated says bill gates
Name: tweet, dtype: object

### 4. Tokenization_____no_output_____

import keras
import tensorflow
from keras.preprocessing.text import Tokenizer
tok_test = Tokenizer(filters='!"#$%&\'()*+,-./:;<=>?@[\\]^_`{|}~', lower=True, char_level = False)
tok_test.fit_on_texts(clean_text_t_stem)_____no_output_____vocabulary_all_test = len(tok_test.word_counts)
print(vocabulary_all_test)6742
test_list = tok_test.word_index
print(test_list){'covid': 1, 'cases': 2, 'coronavirus': 3, 'new': 4, 'india': 5, 'tests': 6, 'people': 7, 'states': 8, 'deaths': 9, 'total': 10, 'number': 11, 'reported': 12, 'confirmed': 13, 'testing': 14, 'amp': 15, 'today': 16, 'day': 17, 'state': 18, 'health': 19, 'indiafightscorona': 20, 'virus': 21, 'one': 22, 'says': 23, 'report': 24, 'hospital': 25, 'pandemic': 26, 'rate': 27, 'patients': 28, 'vaccine': 29, 'data': 30, 'positive': 31, 'test': 32, 'rt': 33, 'update': 34, 'days': 35, 'case': 36, 'lockdown': 37, 'spread': 38, 'last': 39, 'active': 40, 'since': 41, 'may': 42, 'tested': 43, 'daily': 44, 'isolation': 45, 'help': 46, 'trump': 47, 'news': 48, 'us': 49, 'corona': 50, 'discharged': 51, 'video': 52, 'government': 53, 'cdc': 54, 'see': 55, 'coronavirusupdates': 56, 'time': 57, 'shows': 58, 'pm': 59, 'high': 60, 'week': 61, 'numbers': 62, 'recovered': 63, 'million': 64, 'risk': 65, 'yesterday': 66, 'per': 67, 'home': 68, 'due': 69, 'also': 70, 'china': 71, 'get': 72, 'first': 73, 'country': 74, 'world': 75, 'managed': 76, 'average': 77, 'face': 78, 'lakh': 79, 'details': 80, 'national': 81, 'hours': 82, 'learn': 83, 'public': 84, 'lagos': 85, 'latest': 86, 'cure': 87, 'death': 88, 'care': 89, 'mohfw': 90, 'said': 91, 'th': 92, 'completed': 93, 'two': 94, 'reporting': 95, 'community': 96, 'president': 97, 'april': 98, 'facilities': 99, 'zealand': 100, 'countries': 101, 'still': 102, 'would': 103, 'fct': 104, 'read': 105, 'use': 106, 'published': 107, 'capacity': 108, 'symptoms': 109, 'recovery': 110, 'died': 111, 'recoveries': 112, 'social': 113, 'masks': 114, 'make': 115, 'via': 116, 'like': 117, 'level': 118, 'claims': 119, 'staysafe': 120, 'icmrdelhi': 121, 'could': 122, 'take': 123, 'minister': 124, 'uk': 125, 'every': 126, 'person': 127, 'chinese': 128, 'stay': 129, 'quarantine': 130, 'need': 131, 'man': 132, 'mask': 133, 'close': 134, 'march': 135, 'edo': 136, 'kaduna': 137, 'american': 138, 'novel': 139, 'drharshvardhan': 140, 'many': 141, 'ogun': 142, 'outbreak': 143, 'wearing': 144, 'contact': 145, 'oyo': 146, 'facebook': 147, 'claim': 148, 'children': 149, 'september': 150, 'highest': 151, 'auckland': 152, 'august': 153, 'others': 154, 'indiawillwin': 155, 'infected': 156, 'found': 157, 'nigeria': 158, 'prevent': 159, 'flu': 160, 'times': 161, 'currently': 162, 'rivers': 163, 'distancing': 164, 'italy': 165, 'effective': 166, 'record': 167, 'facility': 168, 'hospitals': 169, 'date': 170, 'continue': 171, 'south': 172, 'workers': 173, 'maharashtra': 174, 'doctor': 175, 'study': 176, 'measures': 177, 'current': 178, 'hospitalizations': 179, 'drtedros': 180, 'ondo': 181, 'clinical': 182, 'increase': 183, 'travel': 184, 'laboratories': 185, 'bringing': 186, 'cured': 187, 'medical': 188, 'plateau': 189, 'restrictions': 190, 'know': 191, 'three': 192, 'treatment': 193, 'media': 194, 'another': 195, 'bauchi': 196, 'weeks': 197, 'fact': 198, 'work': 199, 'wear': 200, 'infection': 201, 'low': 202, 'kano': 203, 'samples': 204, 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'security': 1224, 'critical': 1225, 'sense': 1226, 'zero': 1227, 'letter': 1228, 'referred': 1229, 'holiday': 1230, 'mark': 1231, 'nostradamus': 1232, 'declared': 1233, 'trust': 1234, 'l': 1235, 'pre': 1236, 'ways': 1237, 'congress': 1238, 'whoimpact': 1239, 'anger': 1240, 'text': 1241, 'offering': 1242, 'shops': 1243, 'brought': 1244, 'reopeningsafely': 1245, 'member': 1246, 'antigen': 1247, 'maybe': 1248, 'analysis': 1249, 'director': 1250, 'london': 1251, 'careful': 1252, 'imposed': 1253, 'america': 1254, 'continuing': 1255, 'reached': 1256, 'favipiravir': 1257, 'airnewsalerts': 1258, 'wearamask': 1259, 'protective': 1260, 'meet': 1261, 'pneumonia': 1262, 'earlier': 1263, 'recently': 1264, 'mild': 1265, 'learning': 1266, 'takes': 1267, 'islam': 1268, 'aspirin': 1269, 'announcement': 1270, 'held': 1271, 'globally': 1272, 'special': 1273, 'church': 1274, 'sets': 1275, 'audio': 1276, 'problem': 1277, 'european': 1278, 'washington': 1279, 'dc': 1280, 'ventilators': 1281, 'appears': 1282, 'reliable': 1283, 'conversion': 1284, 'travelling': 1285, 'decide': 1286, 'feeling': 1287, 'begun': 1288, 'feel': 1289, 'experiencing': 1290, 'tom': 1291, 'hanks': 1292, 'holding': 1293, 'gave': 1294, 'putting': 1295, 'dexamethasone': 1296, 'failure': 1297, 'move': 1298, 'fruits': 1299, 'recommend': 1300, 'anything': 1301, 'hair': 1302, 'checked': 1303, 'quarter': 1304, 'town': 1305, 'bacteria': 1306, 'decision': 1307, 'exponential': 1308, 'dcgi': 1309, 'serum': 1310, 'dropping': 1311, 'proven': 1312, 'molecular': 1313, 'admit': 1314, 'error': 1315, 'grow': 1316, 'h': 1317, 'improve': 1318, 'harvard': 1319, 'sold': 1320, 'exposed': 1321, 'slowthespread': 1322, 'supplies': 1323, 'store': 1324, 'shortness': 1325, 'launch': 1326, 'wo': 1327, 'deputy': 1328, 'rayner': 1329, 'distributed': 1330, 'dies': 1331, 'name': 1332, 'vital': 1333, 'noting': 1334, 'alabama': 1335, 'overloaded': 1336, 'overwhelming': 1337, 'operate': 1338, 'markets': 1339, 'newspaper': 1340, 'points': 1341, 'teachers': 1342, 'warriors': 1343, 'personal': 1344, 'everything': 1345, 'juice': 1346, 'moment': 1347, 'u': 1348, 'oh': 1349, 'existed': 1350, 'chronic': 1351, 'weak': 1352, 'quality': 1353, 'pune': 1354, 'certificate': 1355, 'boy': 1356, 'solution': 1357, 'charts': 1358, 'supply': 1359, 'bat': 1360, 'acute': 1361, 'syndrome': 1362, 'season': 1363, 'january': 1364, 'produced': 1365, 'rapid': 1366, 'preventive': 1367, 'thinking': 1368, 'toilet': 1369, 'paper': 1370, 'advising': 1371, 'clinicians': 1372, 'financial': 1373, 'strengthening': 1374, 'river': 1375, 'opening': 1376, 'banks': 1377, 'offices': 1378, 'bars': 1379, 'confidence': 1380, 'unprecedented': 1381, 'clarify': 1382, 'campaign': 1383, 'visiting': 1384, 'music': 1385, 'became': 1386, 'inclusion': 1387, 'temperature': 1388, 'sometimes': 1389, 'wales': 1390, 'none': 1391, 'student': 1392, 'pondicherry': 1393, 'named': 1394, 'honey': 1395, 'accept': 1396, 'yobe': 1397, 'contains': 1398, 'rna': 1399, 'datoscoronavirus': 1400, 'miracle': 1401, 'illnesses': 1402, 'queen': 1403, 'carolina': 1404, 'indoors': 1405, 'steep': 1406, 'trips': 1407, 'providers': 1408, 'approach': 1409, 'remaining': 1410, 'wellington': 1411, 'recover': 1412, 'failed': 1413, 'universal': 1414, 'acc': 1415, 'co': 1416, 'review': 1417, 'knows': 1418, 'agrees': 1419, 'refusing': 1420, 'uses': 1421, 'timely': 1422, 'unga': 1423, 'court': 1424, 'orders': 1425, 'foundation': 1426, 'front': 1427, 'forward': 1428, 'f': 1429, 'mumbai': 1430, 'internet': 1431, 'therefore': 1432, 'spit': 1433, 'cost': 1434, 'critically': 1435, 'progress': 1436, 'ground': 1437, 'sore': 1438, 'vehicle': 1439, 'rather': 1440, 'bed': 1441, 'calls': 1442, 'reminder': 1443, 'extended': 1444, 'kia': 1445, 'ora': 1446, 'fixed': 1447, 'b': 1448, 'worker': 1449, 'traced': 1450, 'republican': 1451, 'complications': 1452, 'q': 1453, 'successfully': 1454, 'eating': 1455, 'ethnic': 1456, 'waiting': 1457, 'caution': 1458, 'ga': 1459, 'eg': 1460, 'row': 1461, 'lysol': 1462, 'station': 1463, 'checks': 1464, 'videos': 1465, 'carry': 1466, 'reveals': 1467, 'built': 1468, 'victims': 1469, 'relatively': 1470, 'park': 1471, 'highs': 1472, 'becomes': 1473, 'refuses': 1474, 'imperialcollege': 1475, 'imperial': 1476, 'hygiene': 1477, 'aid': 1478, 'creating': 1479, 'blame': 1480, 'statistics': 1481, 'teams': 1482, 'jersey': 1483, 'backfill': 1484, 'mrna': 1485, 'society': 1486, 'tackle': 1487, 'registers': 1488, 'remained': 1489, 'spitting': 1490, 'reach': 1491, 'game': 1492, 'minutes': 1493, 'shares': 1494, 'messaging': 1495, 'app': 1496, 'simple': 1497, 'screening': 1498, 'animals': 1499, 'cr': 1500, 'antibiotics': 1501, 'seeds': 1502, 'figure': 1503, 'larger': 1504, 'sri': 1505, 'concerned': 1506, 'dollars': 1507, 'twenty': 1508, 'comparison': 1509, 'kits': 1510, 'garlic': 1511, 'inhalation': 1512, 'caveats': 1513, 'point': 1514, 'unchanged': 1515, 'infecting': 1516, 'site': 1517, 'play': 1518, 'totals': 1519, 'easily': 1520, 'minute': 1521, 'shore': 1522, 'hmoindia': 1523, 'declined': 1524, 'partial': 1525, 'necessary': 1526, 'remdesivir': 1527, 'separate': 1528, 'spending': 1529, 'exponentially': 1530, 'evening': 1531, 'cdcgov': 1532, 'projecting': 1533, 'arrivals': 1534, 'departures': 1535, 'clean': 1536, 'proof': 1537, 'upward': 1538, 'funding': 1539, 'buy': 1540, 'predictions': 1541, 'spaces': 1542, 'factors': 1543, 'supporting': 1544, 'quarantined': 1545, 'february': 1546, 'approval': 1547, 'matter': 1548, 'domestic': 1549, 'violence': 1550, 'month': 1551, 'shave': 1552, 'korea': 1553, 'mp': 1554, 'defense': 1555, 'differently': 1556, 'changed': 1557, 'worse': 1558, 'inflammatory': 1559, 'negatives': 1560, 'hopkins': 1561, 'strengthen': 1562, 'attack': 1563, 'attacked': 1564, 'area': 1565, 'manage': 1566, 'consuming': 1567, 'cabbage': 1568, 'require': 1569, 'mobile': 1570, 'priority': 1571, 'significantly': 1572, 'chris': 1573, 'hcps': 1574, 'profile': 1575, 'document': 1576, 'nobel': 1577, 'organisation': 1578, 'harmful': 1579, 'rule': 1580, 'lung': 1581, 'policy': 1582, 'mexico': 1583, 'main': 1584, 'god': 1585, 'laws': 1586, 'flights': 1587, 'coronawatch': 1588, 'ccp': 1589, 'launched': 1590, 'particularly': 1591, 'efforts': 1592, 'dear': 1593, 'cover': 1594, 'owners': 1595, 'nz': 1596, 'places': 1597, 'chicken': 1598, 'japanese': 1599, 'talk': 1600, 'polio': 1601, 'income': 1602, 'comprehensively': 1603, 'precautions': 1604, 'revealing': 1605, 'assumed': 1606, 'jump': 1607, 'models': 1608, 'ok': 1609, 'elevated': 1610, 'district': 1611, 'ethnicity': 1612, 'biggest': 1613, 'persons': 1614, 'turned': 1615, 'donate': 1616, 'stories': 1617, 'postpone': 1618, 'bit': 1619, 'unemployment': 1620, 'governments': 1621, 'newsletter': 1622, 'except': 1623, 'nine': 1624, 'suggest': 1625, 'availability': 1626, 'middle': 1627, 'stopped': 1628, 'responsible': 1629, 'slowed': 1630, 'trouble': 1631, 'fall': 1632, 'quite': 1633, 'azithromycin': 1634, 'sign': 1635, 'moderate': 1636, 'converting': 1637, 'later': 1638, 'partnership': 1639, 'compassionate': 1640, 'grounds': 1641, 'saliva': 1642, 'railway': 1643, 'train': 1644, 'resume': 1645, 'theory': 1646, 'circulating': 1647, 'mla': 1648, 'tomorrow': 1649, 'youth': 1650, 'organizations': 1651, 'maintaining': 1652, 'course': 1653, 'actual': 1654, 'names': 1655, 'transparent': 1656, 'carriers': 1657, 'therapy': 1658, 'maintained': 1659, 'possibility': 1660, 'muscle': 1661, 'whose': 1662, 'identify': 1663, 'tamilnadu': 1664, 'tell': 1665, 'meeting': 1666, 'ministers': 1667, 'costs': 1668, 'cabinet': 1669, 'agreed': 1670, 'thursday': 1671, 'amount': 1672, 'vegetables': 1673, 'fruit': 1674, 'worst': 1675, 'asia': 1676, 'brand': 1677, 'established': 1678, 'nigerians': 1679, 'chikwe': 1680, 'underway': 1681, 'exclusive': 1682, 'proper': 1683, 'commission': 1684, 'celebrating': 1685, 'arrest': 1686, 'dyk': 1687, 'position': 1688, 'stock': 1689, 'executive': 1690, 'joins': 1691, 'discuss': 1692, 'channel': 1693, 'headache': 1694, 'roche': 1695, 'defeated': 1696, 'fungal': 1697, 'sheep': 1698, 'accused': 1699, 'supermarkets': 1700, 'rays': 1701, 'light': 1702, 'remind': 1703, 'request': 1704, 'love': 1705, 'hunger': 1706, 'making': 1707, 'punjab': 1708, 'roughly': 1709, 'doubled': 1710, 'helping': 1711, 'normally': 1712, 'dangerous': 1713, 'killing': 1714, 'aggressive': 1715, 'germany': 1716, 'sends': 1717, 'admins': 1718, 'context': 1719, 'physicians': 1720, 'medscape': 1721, 'homeisolation': 1722, 'substantial': 1723, 'nasal': 1724, 'role': 1725, 'hollywood': 1726, 'dose': 1727, 'cricket': 1728, 'door': 1729, 'closer': 1730, 'cells': 1731, 'ex': 1732, 'planned': 1733, 'protests': 1734, 'push': 1735, 'webmd': 1736, 'wrote': 1737, 'nevada': 1738, 'beating': 1739, 'violated': 1740, 'gun': 1741, 'thermal': 1742, 'eyes': 1743, 'project': 1744, 'departments': 1745, 'amongst': 1746, 'took': 1747, 'assist': 1748, 'containment': 1749, 'younger': 1750, 'frontline': 1751, 'ease': 1752, 'sat': 1753, 'churches': 1754, 'employees': 1755, 'vice': 1756, 'question': 1757, 'travelers': 1758, 'emergencies': 1759, 'circulate': 1760, 'alleged': 1761, 'busy': 1762, 'debunking': 1763, 'dung': 1764, 'ensuring': 1765, 'hiv': 1766, 'aids': 1767, 'dubai': 1768, 'instagram': 1769, 'step': 1770, 'stepping': 1771, 'permanently': 1772, 'virginia': 1773, 'commemorative': 1774, 'maintain': 1775, 'november': 1776, 'touches': 1777, 'responding': 1778, 'bound': 1779, 'processing': 1780, 'symptomatic': 1781, 'nursing': 1782, 'centers': 1783, 'definition': 1784, 'revised': 1785, 'shall': 1786, 'discharge': 1787, 'rtpcr': 1788, 'plague': 1789, 'refused': 1790, 'degree': 1791, 'thinks': 1792, 'nj': 1793, 'represented': 1794, 'hrs': 1795, 'hearing': 1796, 'drinks': 1797, 'nih': 1798, 'half': 1799, 'temporary': 1800, 'visited': 1801, 'id': 1802, 'drop': 1803, 'seems': 1804, 'unlikely': 1805, 'reflect': 1806, 'reality': 1807, 'swabs': 1808, 'difference': 1809, 'niosh': 1810, 'listed': 1811, 'medicines': 1812, 'readily': 1813, 'exceeds': 1814, 'throughout': 1815, 'various': 1816, 'noida': 1817, 'worn': 1818, 'tsunami': 1819, 'easing': 1820, 'lawsuits': 1821, 'prevents': 1822, 'enforcement': 1823, 'saving': 1824, 'medication': 1825, 'compare': 1826, 'bolton': 1827, 'sharp': 1828, 'europe': 1829, 'pointing': 1830, 'battle': 1831, 'ventilator': 1832, 'intelligence': 1833, 'nba': 1834, 'netherlands': 1835, 'side': 1836, 'dashboard': 1837, 'politician': 1838, 'chance': 1839, 'tune': 1840, 'politifact': 1841, 'pleased': 1842, 'ineffective': 1843, 'concern': 1844, 'capture': 1845, 'scotland': 1846, 'hospitality': 1847, 'counts': 1848, 'spray': 1849, 'damage': 1850, 'uv': 1851, 'debunk': 1852, 'missed': 1853, 'concerns': 1854, 'jan': 1855, 'feb': 1856, 'photos': 1857, 'add': 1858, 'explained': 1859, 'reference': 1860, 'cancelled': 1861, 'recommendations': 1862, 'retracted': 1863, 'tool': 1864, 'ecuador': 1865, 'urged': 1866, 'explain': 1867, 'click': 1868, 'novotel': 1869, 'hotel': 1870, 'scientific': 1871, 'resulted': 1872, 'coffins': 1873, 'wisconsin': 1874, 'humanity': 1875, 'requiring': 1876, 'neighbors': 1877, 'identifying': 1878, 'relatives': 1879, 'encourage': 1880, 'redfield': 1881, 'onpoli': 1882, 'chandigarh': 1883, 'prakashjavdekar': 1884, 'kept': 1885, 'try': 1886, 'circuit': 1887, 'highlighting': 1888, 'attention': 1889, 'celebrate': 1890, 'soros': 1891, 'located': 1892, 'pictures': 1893, 'particles': 1894, 'stayed': 1895, 'commonly': 1896, 'vitamins': 1897, 'quinine': 1898, 'meme': 1899, 'class': 1900, 'mix': 1901, 'action': 1902, 'immediately': 1903, 'falls': 1904, 'announcing': 1905, 'october': 1906, 'bar': 1907, 'cdcemergency': 1908, 'traditional': 1909, 'kalonji': 1910, 'hardest': 1911, 'complex': 1912, 'chain': 1913, 'scaled': 1914, 'connection': 1915, 'education': 1916, 'classes': 1917, 'confirms': 1918, 'hepatitis': 1919, 'purchasing': 1920, 'exact': 1921, 'affects': 1922, 'gets': 1923, 'idea': 1924, 'adult': 1925, 'immigration': 1926, 'thought': 1927, 'meat': 1928, 'workplaces': 1929, 'contracted': 1930, 'cleaning': 1931, 'shoppers': 1932, 'users': 1933, 'rural': 1934, 'experience': 1935, 'potentially': 1936, 'sent': 1937, 'maine': 1938, 'shrinking': 1939, 'signs': 1940, 'plastic': 1941, 'actions': 1942, 'yeah': 1943, 'extremely': 1944, 'healthworkers': 1945, 'sending': 1946, 'aroha': 1947, 'cm': 1948, 'oklahoma': 1949, 'pretty': 1950, 'attended': 1951, 'gatherings': 1952, 'coronil': 1953, 'fabiflu': 1954, 'code': 1955, 'provided': 1956, 'peoples': 1957, 'homes': 1958, 'reduces': 1959, 'tough': 1960, 'fresh': 1961, 'principal': 1962, 'covaxin': 1963, 'andhrapradesh': 1964, 'break': 1965, 'exemption': 1966, 'joe': 1967, 'written': 1968, 'answer': 1969, 'phone': 1970, 'produce': 1971, 'chemical': 1972, 'icus': 1973, 'coast': 1974, 'publication': 1975, 'continuous': 1976, 'dogs': 1977, 'roaming': 1978, 'create': 1979, 'hotspots': 1980, 'follows': 1981, 'expanding': 1982, 'barack': 1983, 'reaches': 1984, 'vp': 1985, 'charge': 1986, 'polling': 1987, 'outdated': 1988, 'flag': 1989, 'encouraged': 1990, 'margaret': 1991, 'summer': 1992, 'mongolia': 1993, 'mouthwash': 1994, 'narendra': 1995, 'hoaxes': 1996, 'largest': 1997, 'households': 1998, 'azim': 1999, 'premji': 2000, 'donated': 2001, 'supported': 2002, 'supermarket': 2003, 'driven': 2004, 'destroying': 2005, 'poles': 2006, 'aware': 2007, 'triggering': 2008, 'ivermectin': 2009, 'prince': 2010, 'harry': 2011, 'pregnant': 2012, 'answers': 2013, 'version': 2014, 'taiwan': 2015, 'ncdc': 2016, 'crowded': 2017, 'surfaces': 2018, 'reacts': 2019, 'partners': 2020, 'equitable': 2021, 'sneezing': 2022, 'tuberculosis': 2023, 'drops': 2024, 'quran': 2025, 'smoke': 2026, 'habits': 2027, 'relying': 2028, 'exceeded': 2029, 'setting': 2030, 'procurement': 2031, 'pulled': 2032, 'xi': 2033, 'successful': 2034, 'gujarat': 2035, 'ka': 2036, 'awaiting': 2037, 'gather': 2038, 'whitehouse': 2039, 'ohio': 2040, 'watching': 2041, 'closely': 2042, 'urges': 2043, 'suit': 2044, 'fund': 2045, 'popular': 2046, 'truenat': 2047, 'ice': 2048, 'buying': 2049, 'van': 2050, 'topic': 2051, 'expands': 2052, 'prize': 2053, 'natural': 2054, 'signed': 2055, 'supposedly': 2056, 'singing': 2057, 'providing': 2058, 'adviser': 2059, 'attacks': 2060, 'er': 2061, 'viruses': 2062, 'lost': 2063, 'adds': 2064, 'releases': 2065, 'podcast': 2066, 'repeat': 2067, 'sop': 2068, 'curb': 2069, 'turn': 2070, 'began': 2071, 'returnees': 2072, 'whereas': 2073, 'totaltestresults': 2074, 'deep': 2075, 'ties': 2076, 'northeast': 2077, 'eu': 2078, 'populations': 2079, 'singapore': 2080, 'thailand': 2081, 'amit': 2082, 'shah': 2083, 'bollywood': 2084, 'german': 2085, 'tokyo': 2086, 'plus': 2087, 'restaurant': 2088, 'bags': 2089, 'target': 2090, 'ensured': 2091, 'differences': 2092, 'cancel': 2093, 'wwn': 2094, 'zone': 2095, 'anthony': 2096, 'beard': 2097, 'present': 2098, 'unique': 2099, 'dropped': 2100, 'disrupted': 2101, 'platforms': 2102, 'diagnostics': 2103, 'strictly': 2104, 'pakistani': 2105, 'imran': 2106, 'wonderful': 2107, 'ji': 2108, 'actor': 2109, 'windows': 2110, 'racist': 2111, 'rights': 2112, 'unlock': 2113, 'wore': 2114, 'indigenous': 2115, 'purposes': 2116, 'defeat': 2117, 'expecting': 2118, 'anybody': 2119, 'apologise': 2120, 'tasuku': 2121, 'honjo': 2122, 'seriously': 2123, 'growing': 2124, 'stimulus': 2125, 'hi': 2126, 'mt': 2127, 'performed': 2128, 'lines': 2129, 'movie': 2130, 'gift': 2131, 'east': 2132, 'slowly': 2133, 'intensive': 2134, 'demographic': 2135, 'release': 2136, 'truth': 2137, 'debunked': 2138, 'speak': 2139, 'upto': 2140, 'lag': 2141, 'confirm': 2142, 'tried': 2143, 'overseas': 2144, 'joining': 2145, 'nurse': 2146, 'zamfara': 2147, 'readers': 2148, 'borders': 2149, 'thane': 2150, 'shortly': 2151, 'threats': 2152, 'tally': 2153, 'federal': 2154, 'recommended': 2155, 'knew': 2156, 'gilead': 2157, 'faces': 2158, 'caught': 2159, 'mental': 2160, 'power': 2161, 'activities': 2162, 'pradhan': 2163, 'mantri': 2164, 'yojana': 2165, 'certain': 2166, 'relieved': 2167, 'survive': 2168, 'centres': 2169, 'studied': 2170, 'limited': 2171, 'lockdowns': 2172, 'threatening': 2173, 'cghs': 2174, 'diamond': 2175, 'princess': 2176, 'bacterium': 2177, 'rnc': 2178, 'praises': 2179, 'leaves': 2180, 'edconwaysky': 2181, 'returning': 2182, 'refuse': 2183, 'exemptions': 2184, 'supervised': 2185, 'cfr': 2186, 'direct': 2187, 'outlet': 2188, 'internal': 2189, 'stranded': 2190, 'migrant': 2191, 'skies': 2192, 'bengal': 2193, 'quick': 2194, 'pass': 2195, 'options': 2196, 'simply': 2197, 'parts': 2198, 'voluntary': 2199, 'microchip': 2200, 'mo': 2201, 'introduces': 2202, 'program': 2203, 'lead': 2204, 'epidemiological': 2205, 'prone': 2206, 'breathlessness': 2207, 'aches': 2208, 'travelled': 2209, 'partner': 2210, 'parent': 2211, 'plea': 2212, 'clara': 2213, 'checker': 2214, 'entry': 2215, 'buildings': 2216, 'virtual': 2217, 'arise': 2218, 'useful': 2219, 'purportedly': 2220, 'volleyball': 2221, 'often': 2222, 'seconds': 2223, 'celebrations': 2224, 'tunisia': 2225, 'obesity': 2226, 'professionals': 2227, 'sharing': 2228, 'range': 2229, 'book': 2230, 'cutting': 2231, 'faster': 2232, 'pls': 2233, 'extreme': 2234, 'kind': 2235, 'costco': 2236, 'throw': 2237, 'stip': 2238, 'textile': 2239, 'factories': 2240, 'pediatric': 2241, 'restart': 2242, 'covidvaccine': 2243, 'sii': 2244, 'conduct': 2245, 'oxford': 2246, 'empowered': 2247, 'port': 2248, 'harcourt': 2249, 'counting': 2250, 'nutrients': 2251, 'eats': 2252, 'odd': 2253, 'shocking': 2254, 'ipc': 2255, 'trained': 2256, 'environmental': 2257, 'caption': 2258, 'filmed': 2259, 'fortaleza': 2260, 'continued': 2261, 'sufficient': 2262, 'estimates': 2263, 'disasters': 2264, 'saleh': 2265, 'saeed': 2266, 'breakfast': 2267, 'soap': 2268, 'chills': 2269, 'commons': 2270, 'pressure': 2271, 'hoarding': 2272, 'road': 2273, 'ebolavirus': 2274, 'stores': 2275, 'usual': 2276, 'final': 2277, 'cdctravelnotice': 2278, 'nonessential': 2279, 'comparable': 2280, 'convert': 2281, 'respect': 2282, 'delhipolice': 2283, 'arvindkejriwal': 2284, 'collapsed': 2285, 'streets': 2286, 'rounds': 2287, 'alive': 2288, 'accelerate': 2289, 'paid': 2290, 'function': 2291, 'minerals': 2292, 'ab': 2293, 'lol': 2294, 'halls': 2295, 'drive': 2296, 'hitting': 2297, 'focussed': 2298, 'coupled': 2299, 'regular': 2300, 'damages': 2301, 'indicate': 2302, 'megha': 2303, 'vyas': 2304, 'onset': 2305, 'surprised': 2306, 'rollout': 2307, 'assessment': 2308, 'considering': 2309, 'introduction': 2310, 'rajasthan': 2311, 'advises': 2312, 'mg': 2313, 'pick': 2314, 'cleared': 2315, 'backlogs': 2316, 'primate': 2317, 'senate': 2318, 'playing': 2319, 'conferences': 2320, 'blindly': 2321, 'chairman': 2322, 'modern': 2323, 'institutional': 2324, 'capital': 2325, 'exactly': 2326, 'prohibited': 2327, 'influenza': 2328, 'placed': 2329, 'scan': 2330, 'theatlantic': 2331, 'impossible': 2332, 'analytics': 2333, 'raising': 2334, 'rushes': 2335, 'underlying': 2336, 'ten': 2337, 'kudos': 2338, 'achieves': 2339, 'eradicated': 2340, 'morons': 2341, 'relationships': 2342, 'mon': 2343, 'weds': 2344, 'mosques': 2345, 'clubs': 2346, 'pension': 2347, 'golf': 2348, 'srinivas': 2349, 'product': 2350, 'scope': 2351, 'incidence': 2352, 'digital': 2353, 'vaccinations': 2354, 'coronainpakistan': 2355, 'leapfrogged': 2356, 'solid': 2357, 'came': 2358, 'hhs': 2359, 'individual': 2360, 'reporters': 2361, 'welsh': 2362, 'yemen': 2363, 'war': 2364, 'usually': 2365, 'ramu': 2366, 'proved': 2367, 'tablespoon': 2368, 'spoons': 2369, 'suppress': 2370, 'eventually': 2371, 'publications': 2372, 'activated': 2373, 'switzerland': 2374, 'mitigate': 2375, 'substance': 2376, 'powerful': 2377, 'manufacturing': 2378, 'mms': 2379, 'autism': 2380, 'newsom': 2381, 'club': 2382, 'dranthonyfauci': 2383, 'marketing': 2384, 'pro': 2385, 'demands': 2386, 'elizabeth': 2387, 'alternative': 2388, 'prescription': 2389, 'requires': 2390, 'crime': 2391, 'departure': 2392, 'confident': 2393, 'privacy': 2394, 'respected': 2395, 'ships': 2396, 'icmrfightscovid': 2397, 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6225, 'hdfc': 6226, 'aditya': 6227, 'puri': 6228, 'selfquarantine': 6229, 'distinguishing': 6230, 'circle': 6231, 'square': 6232, 'adam': 6233, 'strip': 6234, 'stripclub': 6235, 'adamsilver': 6236, 'laclippers': 6237, 'nbabubble': 6238, 'effectively': 6239, 'testtracktreat': 6240, 'cryptowalter': 6241, 'garib': 6242, 'kalyan': 6243, 'package': 6244, 'promised': 6245, 'ashishskynews': 6246, 'apocalypse': 6247, 'meow': 6248, 'auction': 6249, 'yearly': 6250, 'fundraising': 6251, 'abby': 6252, 'grants': 6253, 'ticked': 6254, 'plummeted': 6255, 'colchicine': 6256, 'abandon': 6257, 'melaninabsorbs': 6258, 'contr': 6259, 'insulting': 6260, 'emmanuel': 6261, 'macron': 6262, 'scroll': 6263, 'placing': 6264, 'finger': 6265, 'strategic': 6266, 'bacterial': 6267, 'abuja': 6268, 'win': 6269, 'mbuhari': 6270, 'waves': 6271, 'technologies': 6272, 'germans': 6273, 'provisional': 6274, 'elisa': 6275, 'granato': 6276, 'iprnewsradio': 6277, 'microsoft': 6278, 'snopes': 6279, 'bloke': 6280, 'holby': 6281, 'adamawa': 6282, 'doug': 6283, 'ford': 6284, 'complaining': 6285, 'charging': 6286, 'maia': 6287, 'forbids': 6288, 'nc': 6289, 'dhhs': 6290, 'surgeries': 6291, 'cohen': 6292, 'reverse': 6293, 'ncdhhs': 6294, 'covidnc': 6295, 'ncpol': 6296, 'discussions': 6297, 'surged': 6298, 'ne': 6299, 'offsetting': 6300, 'speaks': 6301, 'portuguese': 6302, 'prioritised': 6303, 'unexpected': 6304, 'cytokine': 6305, 'scramble': 6306, 'personality': 6307, 'shaving': 6308, 'irritation': 6309, 'comorbidities': 6310, 'decisively': 6311, 'coleen': 6312, 'rooney': 6313, 'cms': 6314, 'drkhabbazcdc': 6315, 'pathologists': 6316, 'lodges': 6317, 'seeks': 6318, 'dominance': 6319, 'variability': 6320, 'shaped': 6321, 'plateaued': 6322, 'angiotensin': 6323, 'enzyme': 6324, 'ace': 6325, 'organ': 6326, 'syndromes': 6327, 'thewiderwiserview': 6328, 'funerals': 6329, 'tangihanga': 6330, 'inter': 6331, 'thankshealthheroes': 6332, 'hang': 6333, 'maskingforafriend': 6334, 'worldmaskweek': 6335, 'mmaniac': 6336, 'errors': 6337, 'discrepancies': 6338, 'mistakes': 6339, 'hetotheno': 6340, 'undercount': 6341, 'revoked': 6342, 'pompeo': 6343, 'launches': 6344, 'edited': 6345, 'guards': 6346, 'reminds': 6347, 'gender': 6348, 'geographical': 6349, 'boundaries': 6350, 'styles': 6351, 'hopes': 6352, 'artiste': 6353, 'weight': 6354, 'gain': 6355, 'obesewomen': 6356, 'broken': 6357, 'motherloudly': 6358, 'crying': 6359, 'loveheart': 6360, 'suitheart': 6361, 'jo': 6362, 'doria': 6363, 'sinovac': 6364, 'deliver': 6365, 'investment': 6366, 'ramping': 6367, 'stevereedmp': 6368, 'incompetence': 6369, 'pinol': 6370, 'resorting': 6371, 'implemention': 6372, 'smaller': 6373, 'preventable': 6374, 'secure': 6375, 'commitments': 6376, 'usmle': 6377, 'backs': 6378, 'unpopular': 6379, 'shorter': 6380, 'unfolds': 6381, 'conference': 6382, 'corrector': 6383, 'sanjitapanigra': 6384, 'drdeepak': 6385, 'biswaevr': 6386, 'eyedolls': 6387, 'erythromycin': 6388, 'coteimoxazole': 6389, 'terrible': 6390, 'nabl': 6391, 'accredited': 6392, 'aurangabad': 6393, 'juna': 6394, 'bazar': 6395, 'encourages': 6396, 'snuck': 6397, 'unforeseen': 6398, 'pants': 6399, 'sounding': 6400, 'alarm': 6401, 'microchips': 6402, 'billions': 6403, 'dental': 6404, 'injections': 6405, 'procedures': 6406, 'chips': 6407, 'headline': 6408, 'macedonia': 6409, 'invoking': 6410, 'production': 6411, 'indefinitely': 6412, 'opposition': 6413, 'rahul': 6414, 'hired': 6415, 'dressed': 6416, 'migrants': 6417, 'amidst': 6418, 'rally': 6419, 'opponent': 6420, 'excoriated': 6421, 'protestors': 6422, 'stoked': 6423, 'tensions': 6424, 'tulsatrumprally': 6425, 'verification': 6426, 'genuine': 6427, 'graphic': 6428, 'unions': 6429, 'goiupat': 6430, 'inclusive': 6431, 'resilient': 6432, 'unionization': 6433, 'starts': 6434, 'enacting': 6435, 'assigning': 6436, 'adjust': 6437, 'values': 6438, 'contribution': 6439, 'eur': 6440, 'vonderleyen': 6441, 'prescribe': 6442, 'hydroxichloroquine': 6443, 'lawsuit': 6444, 'ftwrharry': 6445, 'wolfiecindy': 6446, 'balanced': 6447, 'heat': 6448, 'kettle': 6449, 'gargles': 6450, 'attempts': 6451, 'relaxing': 6452, 'birth': 6453, 'amounts': 6454, 'straightforward': 6455, 'playbook': 6456, 'airflow': 6457, 'preventing': 6458, 'egyptian': 6459, 'hala': 6460, 'confederate': 6461, 'burying': 6462, 'yorkers': 6463, 'arrange': 6464, 'graves': 6465, 'monkeys': 6466, 'fascists': 6467, 'burka': 6468, 'clad': 6469, 'thinkin': 6470, 'jim': 6471, 'bakker': 6472, 'pitching': 6473, 'colloidal': 6474, 'pumps': 6475, 'ronan': 6476, 'keating': 6477, 'audiences': 6478, 'lovin': 6479, 'mosh': 6480, 'ordered': 6481, 'quckly': 6482, 'inhaled': 6483, 'constructed': 6484, 'oregon': 6485, 'aerodynamic': 6486, 'shaves': 6487, 'combining': 6488, 'quarantining': 6489, 'contained': 6490, 'delaware': 6491, 'rectifying': 6492, 'undercounting': 6493, 'chennai': 6494, 'aap': 6495, 'atishi': 6496, 'marlena': 6497, 'liver': 6498, 'biliary': 6499, 'sciences': 6500, 'vasant': 6501, 'kunj': 6502, 'upgraded': 6503, 'grandparents': 6504, 'commit': 6505, 'slovenia': 6506, 'guadeloupe': 6507, 'wuhanviruspandemic': 6508, 'russiaeverywhere': 6509, 'rpharmcoronavir': 6510, 'sputnikv': 6511, 'unseat': 6512, 'colonoscopies': 6513, 'backdoor': 6514, 'colonoscopy': 6515, 'cred': 6516, 'averaging': 6517, 'concerted': 6518, 'equating': 6519, 'worldbank': 6520, 'technical': 6521, 'lao': 6522, 'pdr': 6523, 'upgrade': 6524, 'dejectedly': 6525, 'prepares': 6526, 'ihr': 6527, 'pleurisy': 6528, 'induced': 6529, 'hypoxia': 6530, 'thrive': 6531, 'immunization': 6532, 'paused': 6533, 'chains': 6534, 'interrupted': 6535, 'crises': 6536, 'devastation': 6537, 'unwarranted': 6538, 'emboldened': 6539, 'reckoning': 6540, 'faith': 6541, 'bright': 6542, 'hamilton': 6543, 'competition': 6544, 'decorate': 6545, 'andaman': 6546, 'nicobar': 6547, 'tribes': 6548, 'tribal': 6549, 'pvtgs': 6550, 'covidpandemic': 6551, 'gallup': 6552, 'poll': 6553, 'govricketts': 6554, 'dougburgum': 6555, 'govsisolak': 6556, 'constituents': 6557, 'methodsmanmd': 6558, 'explores': 6559, 'load': 6560, 'simpsons': 6561, 'card': 6562, 'valid': 6563, 'availing': 6564, 'wellness': 6565, 'tweet': 6566, 'analyses': 6567, 'publish': 6568, 'coverage': 6569, 'vann': 6570, 'newkirk': 6571, 'description': 6572, 'stir': 6573, 'soft': 6574, 'rat': 6575, 'capacities': 6576, 'substantially': 6577, 'liquid': 6578, 'brewed': 6579, 'siam': 6580, 'chromolaena': 6581, 'odorata': 6582, 'nigerian': 6583, 'prophetess': 6584, 'dupe': 6585, 'oluwaniyi': 6586, 'hashtag': 6587, 'officialsecretsact': 6588, 'pertains': 6589, 'rumours': 6590, 'borisjohnson': 6591, 'surprise': 6592, 'srikakulam': 6593, 'groundbreaking': 6594, 'reportage': 6595, 'formation': 6596, 'climate': 6597, 'bonus': 6598, 'dekoustav': 6599, 'dwagswpb': 6600, 'govwhitmer': 6601, 'baby': 6602, 'car': 6603, 'seat': 6604, 'inflammation': 6605, 'obtain': 6606, 'robmerrimath': 6607, 'nielsen': 6608, 'onto': 6609, 'foia': 6610, 'realize': 6611, 'quiz': 6612, 'exosome': 6613, 'reclassified': 6614, 'objects': 6615, 'contracting': 6616, 'pinal': 6617, 'comeback': 6618, 'appraisals': 6619, 'revalidation': 6620, 'liaison': 6621, 'dwildemuth': 6622, 'incompletely': 6623, 'mow': 6624, 'lawn': 6625, 'presser': 6626, 'tidbits': 6627, 'submit': 6628, 'weneedthedenominator': 6629, 'marist': 6630, 'instances': 6631, 'occur': 6632, 'spreadhseet': 6633, 'fully': 6634, 'acceptable': 6635, 'uplifted': 6636, 'responded': 6637, 'contrary': 6638, 'redistributing': 6639, 'govmurphy': 6640, 'njdeptofhealth': 6641, 'tents': 6642, 'housed': 6643, 'abused': 6644, 'underground': 6645, 'captivity': 6646, 'rheumatoid': 6647, 'arthritis': 6648, 'winner': 6649, 'debate': 6650, 'swallow': 6651, 'vial': 6652, 'whispers': 6653, 'grinning': 6654, 'lester': 6655, 'holt': 6656, 'democraticdebate': 6657, 'clamped': 6658, 'wooden': 6659, 'plank': 6660, 'punished': 6661, 'disobeying': 6662, 'dept': 6663, 'chest': 6664, 'pain': 6665, 'motor': 6666, 'altered': 6667, 'bolivian': 6668, 'repression': 6669, 'geography': 6670, 'burden': 6671, 'intravenous': 6672, 'bowl': 6673, 'freshly': 6674, 'boiled': 6675, 'victoria': 6676, 'parliament': 6677, 'quietly': 6678, 'parliamentary': 6679, 'auspol': 6680, 'veterans': 6681, 'strict': 6682, 'administrations': 6683, 'flawed': 6684, 'emerged': 6685, 'icymi': 6686, 'deborah': 6687, 'ihme': 6688, 'modeled': 6689, 'magne': 6690, 'toulouse': 6691, 'marseille': 6692, 'pathologies': 6693, 'adhering': 6694, 'ywoga': 6695, 'silverbirdtv': 6696, 'cia': 6697, 'planet': 6698, 'rent': 6699, 'numerous': 6700, 'evaluating': 6701, 'mr': 6702, 'mikeparker': 6703, 'trentonmcfadyen': 6704, 'robertgehrke': 6705, 'yup': 6706, 'tho': 6707, 'reliably': 6708, 'alter': 6709, 'dna': 6710, 'autoimmunity': 6711, 'assesses': 6712, 'responsiveness': 6713, 'interactive': 6714, 'adaptable': 6715, 'citizen': 6716, 'stating': 6717, 'manchester': 6718, 'andy': 6719, 'burnham': 6720, 'unity': 6721, 'chaotic': 6722, 'fewest': 6723, 'seem': 6724, 'search': 6725, 'org': 6726, 'existence': 6727, 'canine': 6728, 'casts': 6729, 'doubt': 6730, 'statements': 6731, 'accelerating': 6732, 'inform': 6733, 'viability': 6734, 'reviewing': 6735, 'admission': 6736, 'ptfcovid': 6737, 'droplets': 6738, 'coughs': 6739, 'sneezes': 6740, 'screams': 6741, 'assumption': 6742}

### 5. Encoding or Sequencing_____no_output_____

encoded_clean_text_t_stem = tok_all.texts_to_sequences(clean_text_t_stem)
print(clean_text_t_stem[0])
print(encoded_clean_text_t_stem[0])chinese converting islam realising muslim affected coronavirus covd country
[212, 8563, 4068, 776, 394, 3, 8330, 61]

### 6. Pre-padding_____no_output_____

from keras.preprocessing import sequence
max_length = 100
padded_clean_text_t_stem = sequence.pad_sequences(encoded_clean_text_t_stem, maxlen=max_length, padding='pre')_____no_output_____

# GloVe Embedding_____no_output_____

# GloVe Embedding link - https://nlp.stanford.edu/projects/glove/

import os
import numpy as np

embeddings_index = {}
f = open('drive/My Drive/HASOC Competition Data/Copy of glove.6B.300d.txt')
for line in f:
    values = line.split()
    word = values[0]
    coefs = np.asarray(values[1:], dtype='float32')
    embeddings_index[word] = coefs
f.close()
print('Loaded %s word vectors.' % len(embeddings_index))Loaded 400000 word vectors.
embedding_matrix = np.zeros((vocabulary_all+1, 300))
for word, i in tok_all.word_index.items():
	embedding_vector = embeddings_index.get(word)
	if embedding_vector is not None:
		embedding_matrix[i] = embedding_vector_____no_output_____

# **BiLSTM Model**_____no_output_____

from keras.preprocessing import sequence
from keras.preprocessing import text
import numpy as np
from keras.models import Sequential
from keras.layers import Dense, Dropout, Activation
from keras.layers import Embedding, LSTM , Bidirectional
from keras.layers import Conv1D, Flatten
from keras.preprocessing import text
from keras.models import Sequential,Model
from keras.layers import Dense ,Activation,MaxPool1D,Conv1D,Flatten,Dropout,Activation,Dropout,Input,Lambda,concatenate
from keras.utils import np_utils
from nltk.corpus import stopwords
from nltk.tokenize import RegexpTokenizer
from nltk.stem.porter import PorterStemmer
import nltk
import csv
import pandas as pd

from keras.preprocessing import text as keras_text, sequence as keras_seq_____no_output_____Bi_lstm3_network = Sequential()

# Adding Embedding layer
Bi_lstm3_network.add(Embedding(vocabulary_all+1,300,weights = [embedding_matrix], input_length=max_length, trainable= False))

# Adding 3 Bi-Lstm layers
Bi_lstm3_network.add(Bidirectional(LSTM(128, return_sequences=True)))
Bi_lstm3_network.add(Dropout(0.2))

Bi_lstm3_network.add(Bidirectional(LSTM(64, return_sequences=True)))
Bi_lstm3_network.add(Dropout(0.2))

Bi_lstm3_network.add(Bidirectional(LSTM(64, return_sequences=False)))
Bi_lstm3_network.add(Dropout(0.2))

# Adding Dense layer
Bi_lstm3_network.add(Dense(32,activation="relu"))
Bi_lstm3_network.add(Dropout(0.3))
Bi_lstm3_network.add(Dense(2,activation="sigmoid"))_____no_output_____Bi_lstm3_network.summary()Model: "sequential"
_________________________________________________________________
Layer (type)                 Output Shape              Param #
=================================================================
embedding (Embedding)        (None, 100, 300)          3672900
_________________________________________________________________
bidirectional (Bidirectional (None, 100, 256)          439296
_________________________________________________________________
dropout (Dropout)            (None, 100, 256)          0
_________________________________________________________________
bidirectional_1 (Bidirection (None, 100, 128)          164352
_________________________________________________________________
dropout_1 (Dropout)          (None, 100, 128)          0
_________________________________________________________________
bidirectional_2 (Bidirection (None, 128)               98816
_________________________________________________________________
dropout_2 (Dropout)          (None, 128)               0
_________________________________________________________________
dense (Dense)                (None, 32)                4128
_________________________________________________________________
dropout_3 (Dropout)          (None, 32)                0
_________________________________________________________________
dense_1 (Dense)              (None, 2)                 66
=================================================================
Total params: 4,379,558
Trainable params: 706,658
Non-trainable params: 3,672,900
_________________________________________________________________
from keras.optimizers import Adam
Bi_lstm3_network.compile(loss = "binary_crossentropy", optimizer=Adam(lr=0.00003), metrics=["accuracy"])
_____no_output_____from keras.utils.vis_utils import plot_model
plot_model(Bi_lstm3_network, to_file='Bi_lstm3_network.png', show_shapes=True, show_layer_names=True)_____no_output_____from keras.callbacks import EarlyStopping, ReduceLROnPlateau,ModelCheckpoint
earlystopper = EarlyStopping(patience=8, verbose=1)

reduce_lr = ReduceLROnPlateau(monitor='val_loss', factor=0.9,
                              patience=2, min_lr=0.00001, verbose=1)_____no_output_____

### **Model Fitting or Training**_____no_output_____

hist = Bi_lstm3_network.fit(padded_clean_text_stem,label_twoDimension,epochs=50,batch_size=32,callbacks=[earlystopper, reduce_lr])Epoch 1/50
200/201 [============================>.] - ETA: 0s - loss: 0.6234 - accuracy: 0.6695WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy
WARNING:tensorflow:Reduce LR on plateau conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy,lr
201/201 [==============================] - 6s 29ms/step - loss: 0.6230 - accuracy: 0.6701
Epoch 2/50
201/201 [==============================] - ETA: 0s - loss: 0.4327 - accuracy: 0.8431WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy
WARNING:tensorflow:Reduce LR on plateau conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy,lr
201/201 [==============================] - 6s 28ms/step - loss: 0.4327 - accuracy: 0.8431
Epoch 3/50
201/201 [==============================] - ETA: 0s - loss: 0.3582 - accuracy: 0.8684WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy
WARNING:tensorflow:Reduce LR on plateau conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy,lr
201/201 [==============================] - 6s 28ms/step - loss: 0.3582 - accuracy: 0.8684
Epoch 4/50
201/201 [==============================] - ETA: 0s - loss: 0.3200 - accuracy: 0.8838WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy
WARNING:tensorflow:Reduce LR on plateau conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy,lr
201/201 [==============================] - 6s 28ms/step - loss: 0.3200 - accuracy: 0.8838
Epoch 5/50
201/201 [==============================] - ETA: 0s - loss: 0.2946 - accuracy: 0.8914WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy
WARNING:tensorflow:Reduce LR on plateau conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy,lr
201/201 [==============================] - 6s 28ms/step - loss: 0.2946 - accuracy: 0.8914
Epoch 6/50
201/201 [==============================] - ETA: 0s - loss: 0.2787 - accuracy: 0.8995WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy
WARNING:tensorflow:Reduce LR on plateau conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy,lr
201/201 [==============================] - 6s 28ms/step - loss: 0.2787 - accuracy: 0.8995
Epoch 7/50
201/201 [==============================] - ETA: 0s - loss: 0.2600 - accuracy: 0.9069WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy
WARNING:tensorflow:Reduce LR on plateau conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy,lr
201/201 [==============================] - 6s 28ms/step - loss: 0.2600 - accuracy: 0.9069
Epoch 8/50
201/201 [==============================] - ETA: 0s - loss: 0.2464 - accuracy: 0.9145WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy
WARNING:tensorflow:Reduce LR on plateau conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy,lr
201/201 [==============================] - 6s 28ms/step - loss: 0.2464 - accuracy: 0.9145
Epoch 9/50
201/201 [==============================] - ETA: 0s - loss: 0.2297 - accuracy: 0.9215WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy
WARNING:tensorflow:Reduce LR on plateau conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy,lr
201/201 [==============================] - 6s 28ms/step - loss: 0.2297 - accuracy: 0.9215
Epoch 10/50
201/201 [==============================] - ETA: 0s - loss: 0.2223 - accuracy: 0.9241WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy
WARNING:tensorflow:Reduce LR on plateau conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy,lr
201/201 [==============================] - 6s 28ms/step - loss: 0.2223 - accuracy: 0.9241
Epoch 11/50
201/201 [==============================] - ETA: 0s - loss: 0.2099 - accuracy: 0.9280WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy
WARNING:tensorflow:Reduce LR on plateau conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy,lr
201/201 [==============================] - 6s 28ms/step - loss: 0.2099 - accuracy: 0.9280
Epoch 12/50
201/201 [==============================] - ETA: 0s - loss: 0.2042 - accuracy: 0.9357WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy
WARNING:tensorflow:Reduce LR on plateau conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy,lr
201/201 [==============================] - 6s 28ms/step - loss: 0.2042 - accuracy: 0.9357
Epoch 13/50
201/201 [==============================] - ETA: 0s - loss: 0.1937 - accuracy: 0.9386WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy
WARNING:tensorflow:Reduce LR on plateau conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy,lr
201/201 [==============================] - 6s 28ms/step - loss: 0.1937 - accuracy: 0.9386
Epoch 14/50
201/201 [==============================] - ETA: 0s - loss: 0.1841 - accuracy: 0.9396WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy
WARNING:tensorflow:Reduce LR on plateau conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy,lr
201/201 [==============================] - 6s 28ms/step - loss: 0.1841 - accuracy: 0.9396
Epoch 15/50
201/201 [==============================] - ETA: 0s - loss: 0.1761 - accuracy: 0.9439WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy
WARNING:tensorflow:Reduce LR on plateau conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy,lr
201/201 [==============================] - 6s 28ms/step - loss: 0.1761 - accuracy: 0.9439
Epoch 16/50
201/201 [==============================] - ETA: 0s - loss: 0.1665 - accuracy: 0.9489WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy
WARNING:tensorflow:Reduce LR on plateau conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy,lr
201/201 [==============================] - 6s 28ms/step - loss: 0.1665 - accuracy: 0.9489
Epoch 17/50
201/201 [==============================] - ETA: 0s - loss: 0.1634 - accuracy: 0.9512WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy
WARNING:tensorflow:Reduce LR on plateau conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy,lr
201/201 [==============================] - 6s 28ms/step - loss: 0.1634 - accuracy: 0.9512
Epoch 18/50
201/201 [==============================] - ETA: 0s - loss: 0.1494 - accuracy: 0.9530WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy
WARNING:tensorflow:Reduce LR on plateau conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy,lr
201/201 [==============================] - 6s 28ms/step - loss: 0.1494 - accuracy: 0.9530
Epoch 19/50
201/201 [==============================] - ETA: 0s - loss: 0.1422 - accuracy: 0.9576WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy
WARNING:tensorflow:Reduce LR on plateau conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy,lr
201/201 [==============================] - 6s 28ms/step - loss: 0.1422 - accuracy: 0.9576
Epoch 20/50
201/201 [==============================] - ETA: 0s - loss: 0.1413 - accuracy: 0.9586WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy
WARNING:tensorflow:Reduce LR on plateau conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy,lr
201/201 [==============================] - 6s 28ms/step - loss: 0.1413 - accuracy: 0.9586
Epoch 21/50
201/201 [==============================] - ETA: 0s - loss: 0.1316 - accuracy: 0.9617WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy
WARNING:tensorflow:Reduce LR on plateau conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy,lr
201/201 [==============================] - 6s 28ms/step - loss: 0.1316 - accuracy: 0.9617
Epoch 22/50
201/201 [==============================] - ETA: 0s - loss: 0.1288 - accuracy: 0.9640WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy
WARNING:tensorflow:Reduce LR on plateau conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy,lr
201/201 [==============================] - 6s 28ms/step - loss: 0.1288 - accuracy: 0.9640
Epoch 23/50
201/201 [==============================] - ETA: 0s - loss: 0.1240 - accuracy: 0.9618WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy
WARNING:tensorflow:Reduce LR on plateau conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy,lr
201/201 [==============================] - 6s 28ms/step - loss: 0.1240 - accuracy: 0.9618
Epoch 24/50
201/201 [==============================] - ETA: 0s - loss: 0.1200 - accuracy: 0.9654WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy
WARNING:tensorflow:Reduce LR on plateau conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy,lr
201/201 [==============================] - 6s 28ms/step - loss: 0.1200 - accuracy: 0.9654
Epoch 25/50
201/201 [==============================] - ETA: 0s - loss: 0.1047 - accuracy: 0.9704WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy
WARNING:tensorflow:Reduce LR on plateau conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy,lr
201/201 [==============================] - 6s 28ms/step - loss: 0.1047 - accuracy: 0.9704
Epoch 26/50
201/201 [==============================] - ETA: 0s - loss: 0.1063 - accuracy: 0.9699WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy
WARNING:tensorflow:Reduce LR on plateau conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy,lr
201/201 [==============================] - 6s 28ms/step - loss: 0.1063 - accuracy: 0.9699
Epoch 27/50
201/201 [==============================] - ETA: 0s - loss: 0.0985 - accuracy: 0.9724WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy
WARNING:tensorflow:Reduce LR on plateau conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy,lr
201/201 [==============================] - 6s 28ms/step - loss: 0.0985 - accuracy: 0.9724
Epoch 28/50
201/201 [==============================] - ETA: 0s - loss: 0.0909 - accuracy: 0.9765WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy
WARNING:tensorflow:Reduce LR on plateau conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy,lr
201/201 [==============================] - 6s 28ms/step - loss: 0.0909 - accuracy: 0.9765
Epoch 29/50
201/201 [==============================] - ETA: 0s - loss: 0.0888 - accuracy: 0.9741WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy
WARNING:tensorflow:Reduce LR on plateau conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy,lr
201/201 [==============================] - 6s 29ms/step - loss: 0.0888 - accuracy: 0.9741
Epoch 30/50
201/201 [==============================] - ETA: 0s - loss: 0.0924 - accuracy: 0.9743WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy
WARNING:tensorflow:Reduce LR on plateau conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy,lr
201/201 [==============================] - 6s 29ms/step - loss: 0.0924 - accuracy: 0.9743
Epoch 31/50
201/201 [==============================] - ETA: 0s - loss: 0.0779 - accuracy: 0.9785WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy
WARNING:tensorflow:Reduce LR on plateau conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy,lr
201/201 [==============================] - 6s 28ms/step - loss: 0.0779 - accuracy: 0.9785
Epoch 32/50
201/201 [==============================] - ETA: 0s - loss: 0.0740 - accuracy: 0.9812WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy
WARNING:tensorflow:Reduce LR on plateau conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy,lr
201/201 [==============================] - 6s 29ms/step - loss: 0.0740 - accuracy: 0.9812
Epoch 33/50
201/201 [==============================] - ETA: 0s - loss: 0.0699 - accuracy: 0.9832WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy
WARNING:tensorflow:Reduce LR on plateau conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy,lr
201/201 [==============================] - 6s 28ms/step - loss: 0.0699 - accuracy: 0.9832
Epoch 34/50
201/201 [==============================] - ETA: 0s - loss: 0.0655 - accuracy: 0.9847WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy
WARNING:tensorflow:Reduce LR on plateau conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy,lr
201/201 [==============================] - 6s 28ms/step - loss: 0.0655 - accuracy: 0.9847
Epoch 35/50
201/201 [==============================] - ETA: 0s - loss: 0.0645 - accuracy: 0.9843WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy
WARNING:tensorflow:Reduce LR on plateau conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy,lr
201/201 [==============================] - 6s 28ms/step - loss: 0.0645 - accuracy: 0.9843
Epoch 36/50
201/201 [==============================] - ETA: 0s - loss: 0.0669 - accuracy: 0.9840WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy
WARNING:tensorflow:Reduce LR on plateau conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy,lr
201/201 [==============================] - 6s 28ms/step - loss: 0.0669 - accuracy: 0.9840
Epoch 37/50
201/201 [==============================] - ETA: 0s - loss: 0.0602 - accuracy: 0.9863WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy
WARNING:tensorflow:Reduce LR on plateau conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy,lr
201/201 [==============================] - 6s 28ms/step - loss: 0.0602 - accuracy: 0.9863
Epoch 38/50
201/201 [==============================] - ETA: 0s - loss: 0.0556 - accuracy: 0.9874WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy
WARNING:tensorflow:Reduce LR on plateau conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy,lr
201/201 [==============================] - 6s 28ms/step - loss: 0.0556 - accuracy: 0.9874
Epoch 39/50
201/201 [==============================] - ETA: 0s - loss: 0.0635 - accuracy: 0.9840WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy
WARNING:tensorflow:Reduce LR on plateau conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy,lr
201/201 [==============================] - 6s 28ms/step - loss: 0.0635 - accuracy: 0.9840
Epoch 40/50
201/201 [==============================] - ETA: 0s - loss: 0.0526 - accuracy: 0.9896WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy
WARNING:tensorflow:Reduce LR on plateau conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy,lr
201/201 [==============================] - 6s 28ms/step - loss: 0.0526 - accuracy: 0.9896
Epoch 41/50
201/201 [==============================] - ETA: 0s - loss: 0.0496 - accuracy: 0.9888WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy
WARNING:tensorflow:Reduce LR on plateau conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy,lr
201/201 [==============================] - 6s 29ms/step - loss: 0.0496 - accuracy: 0.9888
Epoch 42/50
201/201 [==============================] - ETA: 0s - loss: 0.0466 - accuracy: 0.9907WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy
WARNING:tensorflow:Reduce LR on plateau conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy,lr
201/201 [==============================] - 6s 28ms/step - loss: 0.0466 - accuracy: 0.9907
Epoch 43/50
201/201 [==============================] - ETA: 0s - loss: 0.0592 - accuracy: 0.9847WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy
WARNING:tensorflow:Reduce LR on plateau conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy,lr
201/201 [==============================] - 6s 28ms/step - loss: 0.0592 - accuracy: 0.9847
Epoch 44/50
201/201 [==============================] - ETA: 0s - loss: 0.0420 - accuracy: 0.9916WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy
WARNING:tensorflow:Reduce LR on plateau conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy,lr
201/201 [==============================] - 6s 28ms/step - loss: 0.0420 - accuracy: 0.9916
Epoch 45/50
201/201 [==============================] - ETA: 0s - loss: 0.0416 - accuracy: 0.9919WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy
WARNING:tensorflow:Reduce LR on plateau conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy,lr
201/201 [==============================] - 6s 28ms/step - loss: 0.0416 - accuracy: 0.9919
Epoch 46/50
201/201 [==============================] - ETA: 0s - loss: 0.0375 - accuracy: 0.9914WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy
WARNING:tensorflow:Reduce LR on plateau conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy,lr
201/201 [==============================] - 6s 28ms/step - loss: 0.0375 - accuracy: 0.9914
Epoch 47/50
201/201 [==============================] - ETA: 0s - loss: 0.0506 - accuracy: 0.9863WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy
WARNING:tensorflow:Reduce LR on plateau conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy,lr
201/201 [==============================] - 6s 28ms/step - loss: 0.0506 - accuracy: 0.9863
Epoch 48/50
201/201 [==============================] - ETA: 0s - loss: 0.0403 - accuracy: 0.9921WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy
WARNING:tensorflow:Reduce LR on plateau conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy,lr
201/201 [==============================] - 6s 28ms/step - loss: 0.0403 - accuracy: 0.9921
Epoch 49/50
201/201 [==============================] - ETA: 0s - loss: 0.0369 - accuracy: 0.9925WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy
WARNING:tensorflow:Reduce LR on plateau conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy,lr
201/201 [==============================] - 6s 28ms/step - loss: 0.0369 - accuracy: 0.9925
Epoch 50/50
201/201 [==============================] - ETA: 0s - loss: 0.0331 - accuracy: 0.9941WARNING:tensorflow:Early stopping conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy
WARNING:tensorflow:Reduce LR on plateau conditioned on metric `val_loss` which is not available. Available metrics are: loss,accuracy,lr
201/201 [==============================] - 6s 28ms/step - loss: 0.0331 - accuracy: 0.9941

# log loss_____no_output_____

Bi_lstm3_network_predictions = Bi_lstm3_network.predict(padded_clean_text_t_stem)_____no_output_____from sklearn.metrics import log_loss
log_loss_test= log_loss(label_twoDimension_t,Bi_lstm3_network_predictions)
log_loss_test_____no_output_____

# Classification Report_____no_output_____

predictions = np.zeros_like(Bi_lstm3_network_predictions)
predictions[np.arange(len(Bi_lstm3_network_predictions)), Bi_lstm3_network_predictions.argmax(1)] = 1_____no_output_____predictionInteger=(np.argmax(predictions, axis=1))
predictionInteger_____no_output_____'''pred_label = np.array(predictionInteger)
df = pd.DataFrame(data=pred_label , columns=["task1"])
print(df)'''_____no_output_____# df.to_csv("submission_EN_A.csv", index=False)_____no_output_____from sklearn.metrics import classification_report
print(classification_report(label_twoDimension_t,predictions))              precision    recall  f1-score   support

           0       0.90      0.92      0.91      1020
           1       0.93      0.91      0.92      1120

   micro avg       0.91      0.91      0.91      2140
   macro avg       0.91      0.91      0.91      2140
weighted avg       0.91      0.91      0.91      2140
 samples avg       0.91      0.91      0.91      2140

# Epoch v/s Loss Plot_____no_output_____

from matplotlib import pyplot as plt
plt.plot(hist.history["loss"],color = 'red', label = 'train_loss')
#plt.plot(hist.history["val_loss"],color = 'blue', label = 'val_loss')
plt.title('Loss Visualisation')
plt.xlabel('Epochs')
plt.ylabel('Loss')
plt.legend()
plt.savefig('Bi_lstm3_HASOC_Eng_lossPlot.pdf',dpi=1000)

from google.colab import files
files.download('Bi_lstm3_HASOC_Eng_lossPlot.pdf') _____no_output_____

# Epoch v/s Accuracy Plot_____no_output_____

plt.plot(hist.history["accuracy"],color = 'red', label = 'train_accuracy')
#plt.plot(hist.history["val_accuracy"],color = 'blue', label = 'val_accuracy')
plt.title('Accuracy Visualisation')
plt.xlabel('Epochs')
plt.ylabel('Accuracy')
plt.legend()
plt.savefig('Bi_lstm3_HASOC_Eng_accuracyPlot.pdf',dpi=1000)
files.download('Bi_lstm3_HASOC_Eng_accuracyPlot.pdf') _____no_output_____

# Area under Curve-ROC_____no_output_____

pred_train = Bi_lstm3_network.predict(padded_clean_text_stem)
pred_test = Bi_lstm3_network.predict(padded_clean_text_t_stem)_____no_output_____import numpy as np
import matplotlib.pyplot as plt
from itertools import cycle

from sklearn import svm, datasets
from sklearn.metrics import roc_curve, auc
from sklearn.model_selection import train_test_split
from sklearn.preprocessing import label_binarize
from sklearn.multiclass import OneVsRestClassifier
from scipy import interp

def plot_AUC_ROC(y_true, y_pred):
    n_classes = 2 #change this value according to class value

    # Compute ROC curve and ROC area for each class
    fpr = dict()
    tpr = dict()
    roc_auc = dict()
    for i in range(n_classes):
        fpr[i], tpr[i], _ = roc_curve(y_true[:, i], y_pred[:, i])
        roc_auc[i] = auc(fpr[i], tpr[i])

    # Compute micro-average ROC curve and ROC area
    fpr["micro"], tpr["micro"], _ = roc_curve(y_true.ravel(), y_pred.ravel())
    roc_auc["micro"] = auc(fpr["micro"], tpr["micro"])
############################################################################################
    lw = 2
    # Compute macro-average ROC curve and ROC area

    # First aggregate all false positive rates
    all_fpr = np.unique(np.concatenate([fpr[i] for i in range(n_classes)]))

    # Then interpolate all ROC curves at this points
    mean_tpr = np.zeros_like(all_fpr)
    for i in range(n_classes):
        mean_tpr += interp(all_fpr, fpr[i], tpr[i])

    # Finally average it and compute AUC
    mean_tpr /= n_classes

    fpr["macro"] = all_fpr
    tpr["macro"] = mean_tpr
    roc_auc["macro"] = auc(fpr["macro"], tpr["macro"])

    # Plot all ROC curves
    plt.figure()

    plt.plot(fpr["micro"], tpr["micro"],
            label='micro-average ROC curve (area = {0:0.2f})'
               ''.format(roc_auc["micro"]),
            color='deeppink', linestyle=':', linewidth=4)

    plt.plot(fpr["macro"], tpr["macro"],
            label='macro-average ROC curve (area = {0:0.2f})'
               ''.format(roc_auc["macro"]),
            color='navy', linestyle=':', linewidth=4)

    colors = cycle(['aqua', 'darkorange'])
    #classes_list1 = ["DE","NE","DK"]
    classes_list1 = ["Non-duplicate","Duplicate"]
    for i, color,c in zip(range(n_classes), colors,classes_list1):
        plt.plot(fpr[i], tpr[i], color=color, lw=lw,
                label='{0} (AUC = {1:0.2f})'
                ''.format(c, roc_auc[i]))

    plt.plot([0, 1], [0, 1], 'k--', lw=lw)
    plt.xlim([0.0, 1.0])
    plt.ylim([0.0, 1.05])
    plt.xlabel('False Positive Rate')
    plt.ylabel('True Positive Rate')
    plt.title('Receiver operating characteristic curve')
    plt.legend(loc="lower right")
    #plt.show()
    plt.savefig('Bi_lstm3_HASOC_Eng_Area_RocPlot.pdf',dpi=1000)
    files.download('Bi_lstm3_HASOC_Eng_Area_RocPlot.pdf')

  _____no_output_____plot_AUC_ROC(label_twoDimension_t,pred_test)/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:36: DeprecationWarning: scipy.interp is deprecated and will be removed in SciPy 2.0.0, use numpy.interp instead
_____no_output_____