1 数据预处理

dict_contraction = {"Trump's" : 'trump is',"'cause": 'because',',cause': 'because',';cause': 'because',"ain't": 'am not','ain,t': 'am not',
                    'ain;t': 'am not','ain´t': 'am not','ain’t': 'am not',"aren't": 'are not',
                    'aren,t': 'are not','aren;t': 'are not','aren´t': 'are not','aren’t': 'are not',"can't": 'cannot',"can't've": 'cannot have','can,t': 'cannot','can,t,ve': 'cannot have',
                    'can;t': 'cannot','can;t;ve': 'cannot have',
                    'can´t': 'cannot','can´t´ve': 'cannot have','can’t': 'cannot','can’t’ve': 'cannot have',
                    "could've": 'could have','could,ve': 'could have','could;ve': 'could have',"couldn't": 'could not',"couldn't've": 'could not have','couldn,t': 'could not','couldn,t,ve': 'could not have','couldn;t': 'could not',
                    'couldn;t;ve': 'could not have','couldn´t': 'could not',
                    'couldn´t´ve': 'could not have','couldn’t': 'could not','couldn’t’ve': 'could not have','could´ve': 'could have',
                    'could’ve': 'could have',"didn't": 'did not','didn,t': 'did not','didn;t': 'did not','didn´t': 'did not',
                    'didn’t': 'did not',"doesn't": 'does not','doesn,t': 'does not','doesn;t': 'does not','doesn´t': 'does not',
                    'doesn’t': 'does not',"don't": 'do not','don,t': 'do not','don;t': 'do not','don´t': 'do not','don’t': 'do not',
                    "hadn't": 'had not',"hadn't've": 'had not have','hadn,t': 'had not','hadn,t,ve': 'had not have','hadn;t': 'had not',
                    'hadn;t;ve': 'had not have','hadn´t': 'had not','hadn´t´ve': 'had not have','hadn’t': 'had not','hadn’t’ve': 'had not have',"hasn't": 'has not','hasn,t': 'has not','hasn;t': 'has not','hasn´t': 'has not','hasn’t': 'has not',
                    "haven't": 'have not','haven,t': 'have not','haven;t': 'have not','haven´t': 'have not','haven’t': 'have not',"he'd": 'he would',
                    "he'd've": 'he would have',"he'll": 'he will',
                    "he's": 'he is','he,d': 'he would','he,d,ve': 'he would have','he,ll': 'he will','he,s': 'he is','he;d': 'he would',
                    'he;d;ve': 'he would have','he;ll': 'he will','he;s': 'he is','he´d': 'he would','he´d´ve': 'he would have','he´ll': 'he will',
                    'he´s': 'he is','he’d': 'he would','he’d’ve': 'he would have','he’ll': 'he will','he’s': 'he is',"how'd": 'how did',"how'll": 'how will',
                    "how's": 'how is','how,d': 'how did','how,ll': 'how will','how,s': 'how is','how;d': 'how did','how;ll': 'how will',
                    'how;s': 'how is','how´d': 'how did','how´ll': 'how will','how´s': 'how is','how’d': 'how did','how’ll': 'how will',
                    'how’s': 'how is',"i'd": 'i would',"i'll": 'i will',"i'm": 'i am',"i've": 'i have','i,d': 'i would','i,ll': 'i will',
                    'i,m': 'i am','i,ve': 'i have','i;d': 'i would','i;ll': 'i will','i;m': 'i am','i;ve': 'i have',"isn't": 'is not',
                    'isn,t': 'is not','isn;t': 'is not','isn´t': 'is not','isn’t': 'is not',"it'd": 'it would',"it'll": 'it will',"It's":'it is',
                    "it's": 'it is','it,d': 'it would','it,ll': 'it will','it,s': 'it is','it;d': 'it would','it;ll': 'it will','it;s': 'it is','it´d': 'it would','it´ll': 'it will','it´s': 'it is',
                    'it’d': 'it would','it’ll': 'it will','it’s': 'it is',
                    'i´d': 'i would','i´ll': 'i will','i´m': 'i am','i´ve': 'i have','i’d': 'i would','i’ll': 'i will','i’m': 'i am',
                    'i’ve': 'i have',"let's": 'let us','let,s': 'let us','let;s': 'let us','let´s': 'let us',
                    'let’s': 'let us',"ma'am": 'madam','ma,am': 'madam','ma;am': 'madam',"mayn't": 'may not','mayn,t': 'may not','mayn;t': 'may not',
                    'mayn´t': 'may not','mayn’t': 'may not','ma´am': 'madam','ma’am': 'madam',"might've": 'might have','might,ve': 'might have','might;ve': 'might have',"mightn't": 'might not','mightn,t': 'might not','mightn;t': 'might not','mightn´t': 'might not',
                    'mightn’t': 'might not','might´ve': 'might have','might’ve': 'might have',"must've": 'must have','must,ve': 'must have','must;ve': 'must have',
                    "mustn't": 'must not','mustn,t': 'must not','mustn;t': 'must not','mustn´t': 'must not','mustn’t': 'must not','must´ve': 'must have',
                    'must’ve': 'must have',"needn't": 'need not','needn,t': 'need not','needn;t': 'need not','needn´t': 'need not','needn’t': 'need not',"oughtn't": 'ought not','oughtn,t': 'ought not','oughtn;t': 'ought not',
                    'oughtn´t': 'ought not','oughtn’t': 'ought not',"sha'n't": 'shall not','sha,n,t': 'shall not','sha;n;t': 'shall not',"shan't": 'shall not',
                    'shan,t': 'shall not','shan;t': 'shall not','shan´t': 'shall not','shan’t': 'shall not','sha´n´t': 'shall not','sha’n’t': 'shall not',
                    "she'd": 'she would',"she'll": 'she will',"she's": 'she is','she,d': 'she would','she,ll': 'she will',
                    'she,s': 'she is','she;d': 'she would','she;ll': 'she will','she;s': 'she is','she´d': 'she would','she´ll': 'she will',
                    'she´s': 'she is','she’d': 'she would','she’ll': 'she will','she’s': 'she is',"should've": 'should have','should,ve': 'should have','should;ve': 'should have',
                    "shouldn't": 'should not','shouldn,t': 'should not','shouldn;t': 'should not','shouldn´t': 'should not','shouldn’t': 'should not','should´ve': 'should have',
                    'should’ve': 'should have',"that'd": 'that would',"that's": 'that is','that,d': 'that would','that,s': 'that is','that;d': 'that would',
                    'that;s': 'that is','that´d': 'that would','that´s': 'that is','that’d': 'that would','that’s': 'that is',"there'd": 'there had',
                    "there's": 'there is','there,d': 'there had','there,s': 'there is','there;d': 'there had','there;s': 'there is',
                    'there´d': 'there had','there´s': 'there is','there’d': 'there had','there’s': 'there is',
                    "they'd": 'they would',"they'll": 'they will',"they're": 'they are',"they've": 'they have',
                    'they,d': 'they would','they,ll': 'they will','they,re': 'they are','they,ve': 'they have','they;d': 'they would','they;ll': 'they will','they;re': 'they are',
                    'they;ve': 'they have','they´d': 'they would','they´ll': 'they will','they´re': 'they are','they´ve': 'they have','they’d': 'they would','they’ll': 'they will',
                    'they’re': 'they are','they’ve': 'they have',"wasn't": 'was not','wasn,t': 'was not','wasn;t': 'was not','wasn´t': 'was not',
                    'wasn’t': 'was not',"we'd": 'we would',"we'll": 'we will',"we're": 'we are',"we've": 'we have','we,d': 'we would','we,ll': 'we will',
                    'we,re': 'we are','we,ve': 'we have','we;d': 'we would','we;ll': 'we will','we;re': 'we are','we;ve': 'we have',
                    "weren't": 'were not','weren,t': 'were not','weren;t': 'were not','weren´t': 'were not','weren’t': 'were not','we´d': 'we would','we´ll': 'we will',
                    'we´re': 'we are','we´ve': 'we have','we’d': 'we would','we’ll': 'we will','we’re': 'we are','we’ve': 'we have',"what'll": 'what will',"what're": 'what are',"what's": 'what is',
                    "what've": 'what have','what,ll': 'what will','what,re': 'what are','what,s': 'what is','what,ve': 'what have','what;ll': 'what will','what;re': 'what are',
                    'what;s': 'what is','what;ve': 'what have','what´ll': 'what will',
                    'what´re': 'what are','what´s': 'what is','what´ve': 'what have','what’ll': 'what will','what’re': 'what are','what’s': 'what is',
                    'what’ve': 'what have',"where'd": 'where did',"where's": 'where is','where,d': 'where did','where,s': 'where is','where;d': 'where did',
                    'where;s': 'where is','where´d': 'where did','where´s': 'where is','where’d': 'where did','where’s': 'where is',
                    "who'll": 'who will',"who's": 'who is','who,ll': 'who will','who,s': 'who is','who;ll': 'who will','who;s': 'who is',
                    'who´ll': 'who will','who´s': 'who is','who’ll': 'who will','who’s': 'who is',"won't": 'will not','won,t': 'will not','won;t': 'will not',
                    'won´t': 'will not','won’t': 'will not',"wouldn't": 'would not','wouldn,t': 'would not','wouldn;t': 'would not','wouldn´t': 'would not',
                    'wouldn’t': 'would not',"you'd": 'you would',"you'll": 'you will',"you're": 'you are','you,d': 'you would','you,ll': 'you will',
                    'you,re': 'you are','you;d': 'you would','you;ll': 'you will',
                    'you;re': 'you are','you´d': 'you would','you´ll': 'you will','you´re': 'you are','you’d': 'you would','you’ll': 'you will','you’re': 'you are',
                    '´cause': 'because','’cause': 'because',"you've": "you have","could'nt": 'could not',
                    "havn't": 'have not',"here’s": "here is",'i""m': 'i am',"i'am": 'i am',"i'l": "i will","i'v": 'i have',"wan't": 'want',"was'nt": "was not","who'd": "who would",
                    "who're": "who are","who've": "who have","why'd": "why would","would've": "would have","y'all": "you all","y'know": "you know","you.i": "you i",
                    "your'e": "you are","arn't": "are not","agains't": "against","c'mon": "common","doens't": "does not",'don""t': "do not","dosen't": "does not",
                    "dosn't": "does not","shoudn't": "should not","that'll": "that will","there'll": "there will","there're": "there are",
                    "this'll": "this all","u're": "you are", "ya'll": "you all","you'r": "you are","you’ve": "you have","d'int": "did not","did'nt": "did not","din't": "did not","dont't": "do not","gov't": "government",
                    "i'ma": "i am","is'nt": "is not","‘I":'I',
                    'ᴀɴᴅ':'and','ᴛʜᴇ':'the','ʜᴏᴍᴇ':'home','ᴜᴘ':'up','ʙʏ':'by','ᴀᴛ':'at','…and':'and','civilbeat':'civil beat',\
                    'TrumpCare':'Trump care','Trumpcare':'Trump care', 'OBAMAcare':'Obama care','ᴄʜᴇᴄᴋ':'check','ғᴏʀ':'for','ᴛʜɪs':'this','ᴄᴏᴍᴘᴜᴛᴇʀ':'computer',\
                    'ᴍᴏɴᴛʜ':'month','ᴡᴏʀᴋɪɴɢ':'working','ᴊᴏʙ':'job','ғʀᴏᴍ':'from','Sᴛᴀʀᴛ':'start','gubmit':'submit','CO₂':'carbon dioxide','ғɪʀsᴛ':'first',\
                    'ᴇɴᴅ':'end','ᴄᴀɴ':'can','ʜᴀᴠᴇ':'have','ᴛᴏ':'to','ʟɪɴᴋ':'link','ᴏғ':'of','ʜᴏᴜʀʟʏ':'hourly','ᴡᴇᴇᴋ':'week','ᴇɴᴅ':'end','ᴇxᴛʀᴀ':'extra',\
                    'Gʀᴇᴀᴛ':'great','sᴛᴜᴅᴇɴᴛs':'student','sᴛᴀʏ':'stay','ᴍᴏᴍs':'mother','ᴏʀ':'or','ᴀɴʏᴏɴᴇ':'anyone','ɴᴇᴇᴅɪɴɢ':'needing','ᴀɴ':'an','ɪɴᴄᴏᴍᴇ':'income',\
                    'ʀᴇʟɪᴀʙʟᴇ':'reliable','ғɪʀsᴛ':'first','ʏᴏᴜʀ':'your','sɪɢɴɪɴɢ':'signing','ʙᴏᴛᴛᴏᴍ':'bottom','ғᴏʟʟᴏᴡɪɴɢ':'following','Mᴀᴋᴇ':'make',\
                    'ᴄᴏɴɴᴇᴄᴛɪᴏɴ':'connection','ɪɴᴛᴇʀɴᴇᴛ':'internet','financialpost':'financial post', 'ʜaᴠᴇ':' have ', 'ᴄaɴ':' can ', 'Maᴋᴇ':' make ', 'ʀᴇʟɪaʙʟᴇ':' reliable ', 'ɴᴇᴇᴅ':' need ',
                    'ᴏɴʟʏ':' only ', 'ᴇxᴛʀa':' extra ', 'aɴ':' an ', 'aɴʏᴏɴᴇ':' anyone ', 'sᴛaʏ':' stay ', 'Sᴛaʀᴛ':' start', 'SHOPO':'shop',
                    }
dict_mispell_dict = {'SB91':'senate bill','tRump':'trump','utmterm':'utm term','FakeNews':'fake news','Gʀᴇat':'great','ʙᴏᴛtoᴍ':'bottom','washingtontimes':'washington times','garycrum':'gary crum','htmlutmterm':'html utm term','RangerMC':'car','TFWs':'tuition fee waiver','SJWs':'social justice warrior','Koncerned':'concerned','Vinis':'vinys','Yᴏᴜ':'you','Trumpsters':'trump','Trumpian':'trump','bigly':'big league','Trumpism':'trump','Yoyou':'you','Auwe':'wonder','Drumpf':'trump','utmterm':'utm term','Brexit':'british exit','utilitas':'utilities','ᴀ':'a', '😉':'wink','😂':'joy','😀':'stuck out tongue', 'theguardian':'the guardian','deplorables':'deplorable', 'theglobeandmail':'the globe and mail', 'justiciaries': 'justiciary','creditdation': 'Accreditation','doctrne':'doctrine','fentayal': 'fentanyl','designation-': 'designation','CONartist' : 'con-artist','Mutilitated' : 'Mutilated','Obumblers': 'bumblers','negotiatiations': 'negotiations','dood-': 'dood','irakis' : 'iraki','cooerate': 'cooperate','COx':'cox','racistcomments':'racist comments','envirnmetalists': 'environmentalists',}

dict_special_punc = {"—": "-", "–": "-", "_": "-", '”': '"', "″": '"', '“': '"', '•': '.', '−': '-',
                         "’": "'", "‘": "'", "´": "'", "`": "'", '\u200b': ' ', '\xa0': ' ','،':'','„':'',
                         '…': ' ... ', '\ufeff': ''}

list_spaces = ['\u200b', '\u200e', '\u202a', '\u202c', '\ufeff', '\uf0d8', '\u2061', '\x10', '\x7f', '\x9d', '\xad', '\xa0']

dict_rare_words = {' s.p ': ' ', ' S.P ': ' ', 'U.s.p': '', 'U.S.A.': 'USA', 'u.s.a.': 'USA', 'U.S.A': 'USA','u.s.a': 'USA', 'U.S.': 'USA', 'u.s.': 'USA', ' U.S ': ' USA ', ' u.s ': ' USA ', 'U.s.': 'USA',
                  ' U.s ': 'USA', ' u.S ': ' USA ', 'fu.k': 'fuck', 'U.K.': 'UK', ' u.k ': ' UK ',' don t ': ' do not ', 'bacteries': 'batteries', ' yr old ': ' years old ', 'Ph.D': 'PhD',
                  'cau.sing': 'causing', 'Kim Jong-Un': 'The president of North Korea', 'savegely': 'savagely',
                  'Ra apist': 'Rapist', '2fifth': 'twenty fifth', '2third': 'twenty third','2nineth': 'twenty nineth', '2fourth': 'twenty fourth', '#metoo': 'MeToo',
                  'Trumpcare': 'Trump health care system', '4fifth': 'forty fifth', 'Remainers': 'remainder',
                  'Terroristan': 'terrorist', 'antibrahmin': 'anti brahmin','fuckboys': 'fuckboy', 'Fuckboys': 'fuckboy', 'Fuckboy': 'fuckboy', 'fuckgirls': 'fuck girls',
                  'fuckgirl': 'fuck girl', 'Trumpsters': 'Trump supporters', '4sixth': 'forty sixth',
                  'culturr': 'culture','weatern': 'western', '4fourth': 'forty fourth', 'emiratis': 'emirates', 'trumpers': 'Trumpster',
                  'indans': 'indians', 'mastuburate': 'masturbate', 'f**k': 'fuck', 'F**k': 'fuck', 'F**K': 'fuck',
                  ' u r ': ' you are ', ' u ': ' you ', '操你妈': 'fuck your mother', 'e.g.': 'for example',
                  'i.e.': 'in other words', '...': '.', 'et.al': 'elsewhere', 'anti-Semitic': 'anti-semitic',
                  'f***': 'fuck', 'f**': 'fuc', 'F***': 'fuck', 'F**': 'fuc','a****': 'assho', 'a**': 'ass', 'h***': 'hole', 'A****': 'assho', 'A**': 'ass', 'H***': 'hole',
                  's***': 'shit', 's**': 'shi', 'S***': 'shit', 'S**': 'shi', 'Sh**': 'shit',
                  'p****': 'pussy', 'p*ssy': 'pussy', 'P****': 'pussy','p***': 'porn', 'p*rn': 'porn', 'P***': 'porn',
                  'st*up*id': 'stupid','d***': 'dick', 'di**': 'dick', 'h*ck': 'hack',
                  'b*tch': 'bitch', 'bi*ch': 'bitch', 'bit*h': 'bitch', 'bitc*': 'bitch', 'b****': 'bitch',
                  'b***': 'bitc', 'b**': 'bit', 'b*ll': 'bull'
                  }
list_extra_punct = [',', '.', '"', ':', ')', '(', '!', '?', '|', ';', "'", '$', '&',
                    '/', '[', ']', '>', '%', '=', '#', '*', '+', '\\', '•',  '~', '@', '£',
                    '·', '_', '{', '}', '©', '^', '®', '`',  '<', '→', '°', '€', '™', '›',
                    '♥', '←', '×', '§', '″', '′', 'Â', '█', '½', 'à', '…', '“', '★', '”',
                    '–', '●', 'â', '►', '−', '¢', '²', '¬', '░', '¶', '↑', '±', '¿', '▾',
                    '═', '¦', '║', '―', '¥', '▓', '—', '‹', '─', '▒', '：', '¼', '⊕', '▼',
                    '▪', '†', '■', '’', '▀', '¨', '▄', '♫', '☆', 'é', '¯', '♦', '¤', '▲',
                    'è', '¸', '¾', 'Ã', '⋅', '‘', '∞', '∙', '）', '↓', '、', '│', '（', '»',
                    '，', '♪', '╩', '╚', '³', '・', '╦', '╣', '╔', '╗', '▬', '❤', 'ï', 'Ø',
                    '¹', '≤', '‡', '√', '«', '»', '´', 'º', '¾', '¡', '§', '£', '₤']

dict_bad_case = {'nationalpost':'national post','businessinsider':'business insider','jewprofits': 'jew profits', 'QMAS': 'Quality Migrant Admission Scheme', 'casterating': 'castrating',
                  'Kashmiristan': 'Kashmir', 'CareOnGo': 'India first and largest Online distributor of medicines',
                  'Setya Novanto': 'a former Indonesian politician', 'TestoUltra': 'male sexual enhancement supplement',
                  'rammayana': 'ramayana', 'Badaganadu': 'Brahmin community that mainly reside in Karnataka',
                  'bitcjes': 'bitches', 'mastubrate': 'masturbate', 'Français': 'France',
                  'Adsresses': 'address', 'flemmings': 'flemming', 'intermate': 'inter mating', 'feminisam': 'feminism',
                  'cuckholdry': 'cuckold', 'Niggor': 'black hip-hop and electronic artist', 'narcsissist': 'narcissist',
                  'Genderfluid': 'Gender fluid', ' Im ': ' I am ', ' dont ': ' do not ', 'Qoura': 'Quora',
                  'ethethnicitesnicites': 'ethnicity', 'Namit Bathla': 'Content Writer', 'What sApp': 'WhatsApp',
                  'Führer': 'Fuhrer', 'covfefe': 'coverage', 'accedentitly': 'accidentally', 'Cuckerberg': 'Zuckerberg',
                  'transtrenders': 'incredibly disrespectful to real transgender people',
                  'frozen tamod': 'Pornographic website', 'hindians': 'North Indian', 'hindian': 'North Indian',
                  'celibatess': 'celibates', 'Trimp': 'Trump', 'wanket': 'wanker', 'wouldd': 'would',
                  'arragent': 'arrogant', 'Ra - apist': 'rapist', 'idoot': 'idiot', 'gangstalkers': 'gangs talkers',
                  'toastsexual': 'toast sexual', 'inapropriately': 'inappropriately', 'dumbassess': 'dumbass',
                  'germanized': 'become german', 'helisexual': 'sexual', 'regilious': 'religious',
                  'timetraveller': 'time traveller', 'darkwebcrawler': 'dark webcrawler', 'routez': 'route',
                  'trumpians': 'Trump supporters','Trumpster':'trumpeters', 'irreputable': 'reputation', 'serieusly': 'seriously',
                  'anti cipation': 'anticipation', 'microaggression': 'micro aggression', 'Afircans': 'Africans',
                  'microapologize': 'micro apologize', 'Vishnus': 'Vishnu', 'excritment': 'excitement',
                  'disagreemen': 'disagreement', 'gujratis': 'gujarati', 'gujaratis': 'gujarati',
                  'ugggggggllly': 'ugly',
                  'Germanity': 'German', 'SoyBoys': 'cuck men lacking masculine characteristics',
                  'н': 'h', 'м': 'm', 'ѕ': 's', 'т': 't', 'в': 'b', 'υ': 'u', 'ι': 'i',
                  'genetilia': 'genitalia', 'r - apist': 'rapist', 'Borokabama': 'Barack Obama',
                  'arectifier': 'rectifier', 'pettypotus': 'petty potus', 'magibabble': 'magi babble',
                  'nothinking': 'thinking', 'centimiters': 'centimeters', 'saffronized': 'India, politics, derogatory',
                  'saffronize': 'India, politics, derogatory', ' incect ': ' insect ', 'weenus': 'elbow skin',
                  'Pakistainies': 'Pakistanis', 'goodspeaks': 'good speaks', 'inpregnated': 'in pregnant',
                  'rapefilms': 'rape films', 'rapiest': 'rapist', 'hatrednesss': 'hatred',
                  'heightism': 'height discrimination', 'getmy': 'get my', 'onsocial': 'on social',
                  'worstplatform': 'worst platform', 'platfrom': 'platform', 'instagate': 'instigate',
                  'Loy Machedeo': 'person', ' dsire ': ' desire ', 'iservant': 'servant', 'intelliegent': 'intelligent',
                  'WW 1': ' WW1 ', 'WW 2': ' WW2 ', 'ww 1': ' WW1 ', 'ww 2': ' WW2 ',
                  'keralapeoples': 'kerala peoples', 'trumpervotes': 'trumper votes', 'fucktrumpet': 'fuck trumpet',
                  'likebJaish': 'like bJaish', 'likemy': 'like my', 'Howlikely': 'How likely',
                  'disagreementts': 'disagreements', 'disagreementt': 'disagreement',
                  'meninist': "male chauvinism", 'feminists': 'feminism supporters', 'Ghumendra': 'Bhupendra',
                  'emellishments': 'embellishments',
                  'settelemen': 'settlement',
                  'Richmencupid': 'rich men dating website', 'richmencupid': 'rich men dating website',
                  'Gaudry - Schost': '', 'ladymen': 'ladyboy', 'hasserment': 'Harassment',
                  'instrumentalizing': 'instrument', 'darskin': 'dark skin', 'balckwemen': 'balck women',
                  'recommendor': 'recommender', 'wowmen': 'women', 'expertthink': 'expert think',
                  'whitesplaining': 'white splaining', 'Inquoraing': 'inquiring', 'whilemany': 'while many',
                  'manyother': 'many other', 'involvedinthe': 'involved in the', 'slavetrade': 'slave trade',
                  'aswell': 'as well', 'fewshowanyRemorse': 'few show any Remorse', 'trageting': 'targeting',
                  'getile': 'gentile', 'Gujjus': 'derogatory Gujarati', 'judisciously': 'judiciously',
                  'Hue Mungus': 'feminist bait', 'Hugh Mungus': 'feminist bait', 'Hindustanis': '',
                  'Virushka': 'Great Relationships Couple', 'exclusinary': 'exclusionary', 'himdus': 'hindus',
                  'Milo Yianopolous': 'a British polemicist', 'hidusim': 'hinduism',
                  'holocaustable': 'holocaust', 'evangilitacal': 'evangelical', 'Busscas': 'Buscas',
                  'holocaustal': 'holocaust', 'incestious': 'incestuous', 'Tennesseus': 'Tennessee',
                  'GusDur': 'Gus Dur',
                  'RPatah - Tan Eng Hwan': 'Silsilah', 'Reinfectus': 'reinfect', 'pharisaistic': 'pharisaism',
                  'nuslims': 'Muslims', 'taskus': '', 'musims': 'Muslims',
                  'Musevi': 'the independence of Mexico', ' racious ': 'discrimination expression of racism',
                  'Muslimophobia': 'Muslim phobia', 'justyfied': 'justified', 'holocause': 'holocaust',
                  'musilim': 'Muslim', 'misandrous': 'misandry', 'glrous': 'glorious', 'desemated': 'decimated',
                  'votebanks': 'vote banks', 'Parkistan': 'Pakistan', 'Eurooe': 'Europe', 'animlaistic': 'animalistic',
                  'Asiasoid': 'Asian', 'Congoid': 'Congolese', 'inheritantly': 'inherently',
                  'Asianisation': 'Becoming Asia',
                  'Russosphere': 'russia sphere of influence', 'exMuslims': 'Ex-Muslims',
                  'discriminatein': 'discrimination', ' hinus ': ' hindus ', 'Nibirus': 'Nibiru',
                  'habius - corpus': 'habeas corpus', 'prentious': 'pretentious', 'Sussia': 'ancient Jewish village',
                  'moustachess': 'moustaches', 'Russions': 'Russians', 'Yuguslavia': 'Yugoslavia',
                  'atrocitties': 'atrocities', 'Muslimophobe': 'Muslim phobic', 'fallicious': 'fallacious',
                  'recussed': 'recursed', '@ usafmonitor': '', 'lustfly': 'lustful', 'canMuslims': 'can Muslims',
                  'journalust': 'journalist', 'digustingly': 'disgustingly', 'harasing': 'harassing',
                  'greatuncle': 'great uncle', 'Drumpf': 'Trump', 'rejectes': 'rejected', 'polyagamous': 'polygamous',
                  'Mushlims': 'Muslims', 'accusition': 'accusation', 'geniusses': 'geniuses',
                  'moustachesomething': 'moustache something', 'heineous': 'heinous',
                  'Sapiosexuals': 'sapiosexual', 'sapiosexuals': 'sapiosexual', 'Sapiosexual': 'sapiosexual',
                  'sapiosexual': 'Sexually attracted to intelligence', 'pansexuals': 'pansexual',
                  'autosexual': 'auto sexual', 'sexualSlutty': 'sexual Slutty', 'hetorosexuality': 'hetoro sexuality',
                  'chinesese': 'chinese', 'pizza gate': 'debunked conspiracy theory',
                  'countryless': 'Having no country',
                  'muslimare': 'Muslim are', 'iPhoneX': 'iPhone', 'lionese': 'lioness', 'marionettist': 'Marionettes',
                  'demonetize': 'demonetized', 'eneyone': 'anyone', 'Karonese': 'Karo people Indonesia',
                  'minderheid': 'minder worse', 'mainstreamly': 'mainstream', 'contraproductive': 'contra productive',
                  'diffenky': 'differently', 'abandined': 'abandoned', 'p0 rnstars': 'pornstars',
                  'overproud': 'over proud',
                  'cheekboned': 'cheek boned', 'heriones': 'heroines', 'eventhogh': 'even though',
                  'americanmedicalassoc': 'american medical assoc', 'feelwhen': 'feel when', 'Hhhow': 'how',
                  'reallySemites': 'really Semites', 'gamergaye': 'gamersgate', 'manspreading': 'man spreading',
                  'thammana': 'Tamannaah Bhatia', 'dogmans': 'dogmas', 'managementskills': 'management skills',
                  'mangoliod': 'mongoloid', 'geerymandered': 'gerrymandered', 'mandateing': 'man dateing',
                  'Romanium': 'Romanum',
                  'mailwoman': 'mail woman', 'humancoalition': 'human coalition',
                  'manipullate': 'manipulate', 'everyo0 ne': 'everyone', 'takeove': 'takeover',
                  'Nonchristians': 'Non Christians', 'goverenments': 'governments', 'govrment': 'government',
                  'polygomists': 'polygamists', 'Demogorgan': 'Demogorgon', 'maralago': 'Mar-a-Lago',
                  'antibigots': 'anti bigots', 'gouing': 'going', 'muzaffarbad': 'muzaffarabad',
                  'suchvstupid': 'such stupid', 'apartheidisrael': 'apartheid israel', 
                  'personaltiles': 'personal titles', 'lawyergirlfriend': 'lawyer girl friend',
                  'northestern': 'northwestern', 'yeardold': 'years old', 'masskiller': 'mass killer',
                  'southeners': 'southerners', 'Unitedstatesian': 'United states',

                  'peoplekind': 'people kind', 'peoplelike': 'people like', 'countrypeople': 'country people',
                  'shitpeople': 'shit people', 'trumpology': 'trump ology', 'trumpites': 'Trump supporters',
                  'trumplies': 'trump lies', 'donaldtrumping': 'donald trumping', 'trumpdating': 'trump dating',
                  'trumpsters': 'trumpeters','Trumpers':'president trump', 'ciswomen': 'cis women', 'womenizer': 'womanizer',
                  'pregnantwomen': 'pregnant women', 'autoliker': 'auto liker', 'smelllike': 'smell like',
                  'autolikers': 'auto likers', 'religiouslike': 'religious like', 'likemail': 'like mail',
                  'fislike': 'dislike', 'sneakerlike': 'sneaker like', 'like⬇': 'like',
                  'likelovequotes': 'like lovequotes', 'likelogo': 'like logo', 'sexlike': 'sex like',
                  'Whatwould': 'What would', 'Howwould': 'How would', 'manwould': 'man would',
                  'exservicemen': 'ex servicemen', 'femenism': 'feminism', 'devopment': 'development',
                  'doccuments': 'documents', 'supplementplatform': 'supplement platform', 'mendatory': 'mandatory',
                  'moviments': 'movements', 'Kremenchuh': 'Kremenchug', 'docuements': 'documents',
                  'determenism': 'determinism', 'envisionment': 'envision ment',
                  'tricompartmental': 'tri compartmental', 'AddMovement': 'Add Movement',
                  'mentionong': 'mentioning', 'Whichtreatment': 'Which treatment', 'repyament': 'repayment',
                  'insemenated': 'inseminated', 'inverstment': 'investment',
                  'managemental': 'manage mental', 'Inviromental': 'Environmental', 'menstrution': 'menstruation',
                  'indtrument': 'instrument', 'mentenance': 'maintenance', 'fermentqtion': 'fermentation',
                  'achivenment': 'achievement', 'mismanagements': 'mis managements', 'requriment': 'requirement',
                  'denomenator': 'denominator', 'drparment': 'department', 'acumens': 'acumen s',
                  'celemente': 'Clemente', 'manajement': 'management', 'govermenent': 'government',
                  'accomplishmments': 'accomplishments', 'rendementry': 'rendement ry',
                  'repariments': 'departments', 'menstrute': 'menstruate', 'determenistic': 'deterministic',
                  'resigment': 'resignment', 'selfpayment': 'self payment', 'imrpovement': 'improvement',
                  'enivironment': 'environment', 'compartmentley': 'compartment',
                  'augumented': 'augmented', 'parmenent': 'permanent', 'dealignment': 'de alignment',
                  'develepoments': 'developments', 'menstrated': 'menstruated', 'phnomenon': 'phenomenon',
                  'Employmment': 'Employment', 'dimensionalise': 'dimensional ise', 'menigioma': 'meningioma',
                  'recrument': 'recrement', 'Promenient': 'Provenient', 'gonverment': 'government',
                  'statemment': 'statement', 'recuirement': 'requirement', 'invetsment': 'investment',
                  'parilment': 'parchment', 'parmently': 'patiently', 'agreementindia': 'agreement india',
                  'menifesto': 'manifesto', 'accomplsihments': 'accomplishments', 'disangagement': 'disengagement',
                  'aevelopment': 'development', 'procument': 'procumbent', 'harashment': 'harassment',
                  'Tiannanmen': 'Tiananmen', 'commensalisms': 'commensal isms', 'devlelpment': 'development',
                  'dimensons': 'dimensions', 'recruitment2017': 'recruitment 2017', 'polishment': 'pol ishment',
                  'CommentSafe': 'Comment Safe', 'meausrements': 'measurements', 'geomentrical': 'geometrical',
                  'undervelopment': 'undevelopment', 'mensurational': 'mensuration al', 'fanmenow': 'fan menow',
                  'permenganate': 'permanganate', 'bussinessmen': 'businessmen',
                  'supertournaments': 'super tournaments', 'permanmently': 'permanently',
                  'lamenectomy': 'lamnectomy', 'assignmentcanyon': 'assignment canyon', 'adgestment': 'adjustment',
                  'mentalized': 'metalized', 'docyments': 'documents', 'requairment': 'requirement',
                  'batsmencould': 'batsmen could', 'argumentetc': 'argument etc', 'enjoiment': 'enjoyment',
                  'invement': 'movement', 'accompliushments': 'accomplishments', 'regements': 'regiments',
                  'departmentHow': 'department How', 'Aremenian': 'Armenian', 'amenclinics': 'amen clinics',
                  'nonfermented': 'non fermented', 'Instumentation': 'Instrumentation', 'mentalitiy': 'mentality',
                  ' govermen ': 'goverment', 'underdevelopement': 'under developement', 'parlimentry': 'parliamentary',
                  'indemenity': 'indemnity', 'Inatrumentation': 'Instrumentation', 'menedatory': 'mandatory',
                  'mentiri': 'entire', 'accomploshments': 'accomplishments', 'instrumention': 'instrument ion',
                  'afvertisements': 'advertisements', 'parlementarian': 'parlement arian',
                  'entitlments': 'entitlements', 'endrosment': 'endorsement', 'improment': 'impriment',
                  'archaemenid': 'Achaemenid', 'replecement': 'replacement', 'placdment': 'placement',
                  'femenise': 'feminise', 'envinment': 'environment', 'AmenityCompany': 'Amenity Company',
                  'increaments': 'increments', 'accomplihsments': 'accomplishments',
                  'manygovernment': 'many government', 'panishments': 'punishments', 'elinment': 'eloinment',
                  'mendalin': 'mend alin', 'farmention': 'farm ention', 'preincrement': 'pre increment',
                  'postincrement': 'post increment', 'achviements': 'achievements', 'menditory': 'mandatory',
                  'Emouluments': 'Emoluments', 'Stonemen': 'Stone men', 'menmium': 'medium',
                  'entaglement': 'entanglement', 'integumen': 'integument', 'harassument': 'harassment',
                  'retairment': 'retainment', 'enviorement': 'environment', 'tormentous': 'torment ous',
                  'confiment': 'confident', 'Enchroachment': 'Encroachment', 'prelimenary': 'preliminary',
                  'fudamental': 'fundamental', 'instrumenot': 'instrument', 'icrement': 'increment',
                  'prodimently': 'prominently', 'meniss': 'menise', 'Whoimplemented': 'Who implemented',
                  'Representment': 'Rep resentment', 'StartFragment': 'Start Fragment',
                  'EndFragment': 'End Fragment', ' documentarie ': ' documentaries ', 'requriments': 'requirements',
                  'constitutionaldevelopment': 'constitutional development', 'parlamentarians': 'parliamentarians',
                  'Rumenova': 'Rumen ova', 'argruments': 'arguments', 'findamental': 'fundamental',
                  'totalinvestment': 'total investment', 'gevernment': 'government', 'recmommend': 'recommend',
                  'appsmoment': 'apps moment', 'menstruual': 'menstrual', 'immplemented': 'implemented',
                  'engangement': 'engagement', 'invovement': 'involvement', 'returement': 'retirement',
                  'simentaneously': 'simultaneously', 'accompishments': 'accomplishments',
                  'menstraution': 'menstruation', 'experimently': 'experiment', 'abdimen': 'abdomen',
                  'cemenet': 'cement', 'propelment': 'propel ment', 'unamendable': 'un amendable',
                  'employmentnews': 'employment news', 'lawforcement': 'law forcement',
                  'menstuating': 'menstruating', 'fevelopment': 'development', 'reglamented': 'reg lamented',
                  'imrovment': 'improvement', 'recommening': 'recommending', 'sppliment': 'supplement',
                  'measument': 'measurement', 'reimbrusement': 'reimbursement', 'Nutrament': 'Nutriment',
                  'puniahment': 'punishment', 'subligamentous': 'sub ligamentous', 'comlementry': 'complementary',
                  'reteirement': 'retirement', 'envioronments': 'environments', 'haraasment': 'harassment',
                  'USAgovernment': 'USA government', 'Apartmentfinder': 'Apartment finder',
                  'encironment': 'environment', 'metacompartment': 'meta compartment',
                  'augumentation': 'argumentation', 'dsymenorrhoea': 'dysmenorrhoea',
                  'nonabandonment': 'non abandonment', 'annoincement': 'announcement',
                  'menberships': 'memberships', 'Gamenights': 'Game nights', 'enliightenment': 'enlightenment',
                  'supplymentry': 'supplementary', 'parlamentary': 'parliamentary', 'duramen': 'dura men',
                  'hotelmanagement': 'hotel management', 'deartment': 'department',
                  'treatmentshelp': 'treatments help', 'attirements': 'attire ments',
                  'amendmending': 'amend mending', 'pseudomeningocele': 'pseudo meningocele',
                  'intrasegmental': 'intra segmental', 'treatmenent': 'treatment', 'infridgement': 'infringement',
                  'infringiment': 'infringement', 'recrecommend': 'rec recommend', 'entartaiment': 'entertainment',
                  'inplementing': 'implementing', 'indemendent': 'independent', 'tremendeous': 'tremendous',
                  'commencial': 'commercial', 'scomplishments': 'accomplishments', 'Emplement': 'Implement',
                  'dimensiondimensions': 'dimension dimensions', 'depolyment': 'deployment',
                  'conpartment': 'compartment', 'govnments': 'movements', 'menstrat': 'menstruate',
                  'accompplishments': 'accomplishments', 'Enchacement': 'Enchancement',
                  'developmenent': 'development', 'emmenagogues': 'emmenagogue', 'aggeement': 'agreement',
                  'elementsbond': 'elements bond', 'remenant': 'remnant', 'Manamement': 'Management',
                  'Augumented': 'Augmented', 'dimensonless': 'dimensionless',
                  'ointmentsointments': 'ointments ointments', 'achiements': 'achievements',
                  'recurtment': 'recurrent', 'gouverments': 'governments', 'docoment': 'document',
                  'programmingassignments': 'programming assignments', 'menifest': 'manifest',
                  'investmentguru': 'investment guru', 'deployements': 'deployments', 'Invetsment': 'Investment',
                  'plaement': 'placement', 'Perliament': 'Parliament', 'femenists': 'feminists',
                  'ecumencial': 'ecumenical', 'advamcements': 'advancements', 'refundment': 'refund ment',
                  'settlementtake': 'settlement take', 'mensrooms': 'mens rooms',
                  'productManagement': 'product Management', 'armenains': 'armenians',
                  'betweenmanagement': 'between management', 'difigurement': 'disfigurement',
                  'Armenized': 'Armenize', 'hurrasement': 'hurra sement', 'mamgement': 'management',
                  'momuments': 'monuments', 'eauipments': 'equipments', 'managemenet': 'management',
                  'treetment': 'treatment', 'webdevelopement': 'web developement', 'supplemenary': 'supplementary',
                  'Encironmental': 'Environmental', 'Understandment': 'Understand ment',
                  'enrollnment': 'enrollment', 'thinkstrategic': 'think strategic', 'thinkinh': 'thinking',
                  'Softthinks': 'Soft thinks', 'underthinking': 'under thinking', 'thinksurvey': 'think survey',
                  'whitelash': 'white lash', 'whiteheds': 'whiteheads', 'whitetning': 'whitening',
                  'whitegirls': 'white girls', 'whitewalkers': 'white walkers', 'manycountries': 'many countries',
                  'accomany': 'accompany', 'fromGermany': 'from Germany', 'manychat': 'many chat',
                  'Germanyl': 'Germany l', 'manyness': 'many ness', 'many4': 'many', 'exmuslims': 'ex muslims',
                  'digitizeindia': 'digitize india', 'indiarush': 'india rush', 'indiareads': 'india reads',
                  'telegraphindia': 'telegraph india', 'Southindia': 'South india', 'Airindia': 'Air india',
                  'siliconindia': 'silicon india', 'airindia': 'air india', 'indianleaders': 'indian leaders',
                  'fundsindia': 'funds india', 'indianarmy': 'indian army', 'Technoindia': 'Techno india',
                  'Betterindia': 'Better india', 'capesindia': 'capes india', 'Rigetti': 'Ligetti',
                  'vegetablr': 'vegetable', 'get90': 'get', 'Magetta': 'Maretta', 'nagetive': 'native',
                  'isUnforgettable': 'is Unforgettable', 'get630': 'get 630', 'GadgetPack': 'Gadget Pack',
                  'Languagetool': 'Language tool', 'bugdget': 'budget', 'africaget': 'africa get',
                  'ABnegetive': 'Abnegative', 'orangetheory': 'orange theory', 'getsmuggled': 'get smuggled',
                  'avegeta': 'ave geta', 'gettubg': 'getting', 'gadgetsnow': 'gadgets now',
                  'surgetank': 'surge tank', 'gadagets': 'gadgets', 'getallparts': 'get allparts',
                  'messenget': 'messenger', 'vegetarean': 'vegetarian', 'get1000': 'get 1000',
                  'getfinancing': 'get financing', 'getdrip': 'get drip', 'AdsTargets': 'Ads Targets',
                  'tgethr': 'together', 'vegetaries': 'vegetables', 'forgetfulnes': 'forgetfulness',
                  'fisgeting': 'fidgeting', 'BudgetAir': 'Budget Air',
                  'getDepersonalization': 'get Depersonalization', 'negetively': 'negatively',
                  'gettibg': 'getting', 'nauget': 'naught', 'Bugetti': 'Bugatti', 'plagetum': 'plage tum',
                  'vegetabale': 'vegetable', 'changetip': 'change tip', 'blackwashing': 'black washing',
                  'blackpink': 'black pink', 'blackmoney': 'black money',
                  'blackmarks': 'black marks', 'blackbeauty': 'black beauty', 'unblacklisted': 'un blacklisted',
                  'blackdotes': 'black dotes', 'blackboxing': 'black boxing', 'blackpaper': 'black paper',
                  'blackpower': 'black power', 'Latinamericans': 'Latin americans', 'musigma': 'mu sigma',
                  'Indominus': 'In dominus', 'usict': 'USSCt', 'indominus': 'in dominus', 'Musigma': 'Mu sigma',
                  'plus5': 'plus', 'Russiagate': 'Russia gate', 'russophobic': 'Russophobiac',
                  'Marcusean': 'Marcuse an', 'Radijus': 'Radius', 'cobustion': 'combustion',
                  'Austrialians': 'Australians', 'mylogenous': 'myogenous', 'Raddus': 'Radius',
                  'hetrogenous': 'heterogenous', 'greenhouseeffect': 'greenhouse effect', 'aquous': 'aqueous',
                  'Taharrush': 'Tahar rush', 'Senousa': 'Venous', 'diplococcus': 'diplo coccus',
                  'CityAirbus': 'City Airbus', 'sponteneously': 'spontaneously', 'trustless': 't rustless',
                  'Pushkaram': 'Pushkara m', 'Fusanosuke': 'Fu sanosuke', 'isthmuses': 'isthmus es',
                  'lucideus': 'lucidum', 'overjustification': 'over justification', 'Bindusar': 'Bind usar',
                  'cousera': 'couler', 'musturbation': 'masturbation', 'infustry': 'industry',
                  'Huswifery': 'Huswife ry', 'rombous': 'bombous', 'disengenuously': 'disingenuously',
                  'sllybus': 'syllabus', 'celcious': 'delicious', 'cellsius': 'celsius',
                  'lethocerus': 'Lethocerus', 'monogmous': 'monogamous', 'Ballyrumpus': 'Bally rumpus',
                  'Koushika': 'Koushik a', 'vivipoarous': 'viviparous', 'ludiculous': 'ridiculous',
                  'sychronous': 'synchronous', 'industiry': 'industry', 'scuduse': 'scud use',
                  'babymust': 'baby must', 'simultqneously': 'simultaneously', 'exust': 'ex ust',
                  'notmusing': 'not musing', 'Zamusu': 'Amuse', 'tusaki': 'tu saki', 'Marrakush': 'Marrakesh',
                  'justcheaptickets': 'just cheaptickets', 'Ayahusca': 'Ayahausca', 'samousa': 'samosa',
                  'Gusenberg': 'Gutenberg', 'illustratuons': 'illustrations', 'extemporeneous': 'extemporaneous',
                  'Mathusla': 'Mathusala', 'Confundus': 'Con fundus', 'tusts': 'trusts', 'poisenious': 'poisonous',
                  'Mevius': 'Medius', 'inuslating': 'insulating', 'aroused21000': 'aroused 21000',
                  'Wenzeslaus': 'Wenceslaus', 'JustinKase': 'Justin Kase', 'purushottampur': 'purushottam pur',
                  'citruspay': 'citrus pay', 'secutus': 'sects', 'austentic': 'austenitic',
                  'FacePlusPlus': 'Face PlusPlus', 'aysnchronous': 'asynchronous',
                  'teamtreehouse': 'team treehouse', 'uncouncious': 'unconscious', 'Priebuss': 'Prie buss',
                  'consciousuness': 'consciousness', 'susubsoil': 'su subsoil', 'trimegistus': 'Trismegistus',
                  'protopeterous': 'protopterous', 'trustworhty': 'trustworthy', 'ushually': 'usually',
                  'industris': 'industries', 'instantneous': 'instantaneous', 'superplus': 'super plus',
                  'shrusti': 'shruti', 'hindhus': 'hindus', 'outonomous': 'autonomous', 'reliegious': 'religious',
                  'Kousakis': 'Kou sakis', 'reusult': 'result', 'JanusGraph': 'Janus Graph',
                  'palusami': 'palus ami', 'mussraff': 'muss raff', 'hukous': 'humous',
                  'photoacoustics': 'photo acoustics', 'kushanas': 'kusha nas', 'justdile': 'justice',
                  'Massahusetts': 'Massachusetts', 'uspset': 'upset', 'sustinet': 'sustinent',
                  'consicious': 'conscious', 'Sadhgurus': 'Sadh gurus', 'hystericus': 'hysteric us',
                  'visahouse': 'visa house', 'supersynchronous': 'super synchronous', 'posinous': 'rosinous',
                  'Fernbus': 'Fern bus', 'Tiltbrush': 'Tilt brush', 'glueteus': 'gluteus', 'posionus': 'poisons',
                  'Freus': 'Frees', 'Zhuchengtyrannus': 'Zhucheng tyrannus', 'savonious': 'sanious',
                  'CusJo': 'Cusco', 'congusion': 'confusion', 'dejavus': 'dejavu s', 'uncosious': 'uncopious',
                  'previius': 'previous', 'counciousness': 'conciousness', 'lustorus': 'lustrous',
                  'sllyabus': 'syllabus', 'mousquitoes': 'mosquitoes', 'Savvius': 'Savvies', 'arceius': 'Arcesius',
                  'prejusticed': 'prejudiced', 'requsitioned': 'requisitioned',
                  'deindustralization': 'deindustrialization', 'muscleblaze': 'muscle blaze',
                  'ConsciousX5': 'conscious', 'nitrogenious': 'nitrogenous', 'mauritious': 'mauritius',
                  'rigrously': 'rigorously', 'Yutyrannus': 'Yu tyrannus', 'muscualr': 'muscular',
                  'conscoiusness': 'consciousness', 'Causians': 'Crusians', 'WorkFusion': 'Work Fusion',
                  'puspak': 'pu spak', 'Inspirus': 'Inspires', 'illiustrations': 'illustrations',
                  'Nobushi': 'No bushi', 'theuseof': 'thereof', 'suspicius': 'suspicious', 'Intuous': 'Virtuous',
                  'gaushalas': 'gaus halas', 'campusthrough': 'campus through', 'seriousity': 'seriosity',
                  'resustence': 'resistence', 'geminatus': 'geminates', 'disquss': 'discuss',
                  'nicholus': 'nicholas', 'Husnai': 'Hussar', 'diiscuss': 'discuss', 'diffussion': 'diffusion',
                  'phusicist': 'physicist', 'ernomous': 'enormous', 'Khushali': 'Khushal i', 'heitus': 'Leitus',
                  'cracksbecause': 'cracks because', 'Nautlius': 'Nautilus', 'trausted': 'trusted',
                  'Dardandus': 'Dardanus', 'Megatapirus': 'Mega tapirus', 'clusture': 'culture',
                  'vairamuthus': 'vairamuthu s', 'disclousre': 'disclosure',
                  'industrilaization': 'industrialization', 'musilms': 'muslims', 'Australia9': 'Australian',
                  'causinng': 'causing', 'ibdustries': 'industries', 'searious': 'serious',
                  'Coolmuster': 'Cool muster', 'sissyphus': 'sisyphus', ' justificatio ': 'justification',
                  'antihindus': 'anti hindus', 'Moduslink': 'Modus link', 'zymogenous': 'zymogen ous',
                  'prospeorus': 'prosperous', 'Retrocausality': 'Retro causality', 'FusionGPS': 'Fusion GPS',
                  'Mouseflow': 'Mouse flow', 'bootyplus': 'booty plus', 'Itylus': 'I tylus',
                  'Olnhausen': 'Olshausen', 'suspeect': 'suspect', 'entusiasta': 'enthusiast',
                  'fecetious': 'facetious', 'bussiest': 'fussiest', 'Draconius': 'Draconis',
                  'requsite': 'requisite', 'nauseatic': 'nausea tic', 'Brusssels': 'Brussels',
                  'repurcussion': 'repercussion', 'Jeisus': 'Jesus', 'philanderous': 'philander ous',
                  'muslisms': 'muslims', 'august2017': 'august 2017', 'calccalculus': 'calc calculus',
                  'unanonymously': 'un anonymously', 'Imaprtus': 'Impetus', 'carnivorus': 'carnivorous',
                  'Corypheus': 'Coryphees', 'austronauts': 'astronauts', 'neucleus': 'nucleus',
                  'housepoor': 'house poor', 'rescouses': 'responses', 'Tagushi': 'Tagus hi',
                  'hyperfocusing': 'hyper focusing', 'nutriteous': 'nutritious', 'chylus': 'chylous',
                  'preussure': 'pressure', 'outfocus': 'out focus', 'Hanfus': 'Hannus', 'Rustyrose': 'Rusty rose',
                  'vibhushant': 'vibhushan t', 'conciousnes': 'conciousness', 'Venus25': 'Venus',
                  'Sedataious': 'Seditious', 'promuslim': 'pro muslim', 'statusGuru': 'status Guru',
                  'yousician': 'musician', 'transgenus': 'trans genus', 'Pushbullet': 'Push bullet',
                  'jeesyllabus': 'jee syllabus', 'complusary': 'compulsory', 'Holocoust': 'Holocaust',
                  'careerplus': 'career plus', 'Lllustrate': 'Illustrate', 'Musino': 'Musion',
                  'Phinneus': 'Phineus', 'usedtoo': 'used too', 'JustBasic': 'Just Basic', 'webmusic': 'web music',
                  'TrustKit': 'Trust Kit', 'industrZgies': 'industries', 'rubustness': 'robustness',
                  'Missuses': 'Miss uses', 'Musturbation': 'Masturbation', 'bustees': 'bus tees',
                  'justyfy': 'justify', 'pegusus': 'pegasus', 'industrybuying': 'industry buying',
                  'advantegeous': 'advantageous', 'kotatsus': 'kotatsu s', 'justcreated': 'just created',
                  'simultameously': 'simultaneously', 'husoone': 'huso one', 'twiceusing': 'twice using',
                  'cetusplay': 'cetus play', 'sqamous': 'squamous', 'claustophobic': 'claustrophobic',
                  'Kaushika': 'Kaushik a', 'dioestrus': 'di oestrus', 'Degenerous': 'De generous',
                  'neculeus': 'nucleus', 'cutaneously': 'cu taneously', 'Alamotyrannus': 'Alamo tyrannus',
                  'Ivanious': 'Avanious', 'arceous': 'araceous', 'Flixbus': 'Flix bus', 'caausing': 'causing',
                  'publious': 'Publius', 'Juilus': 'Julius', 'Australianism': 'Australian ism',
                  'vetronus': 'verrons', 'nonspontaneous': 'non spontaneous', 'calcalus': 'calculus',
                  'commudus': 'Commodus', 'Rheusus': 'Rhesus', 'syallubus': 'syllabus', 'Yousician': 'Musician',
                  'qurush': 'qu rush', 'athiust': 'athirst', 'conclusionless': 'conclusion less',
                  'usertesting': 'user testing', 'redius': 'radius', 'Austrolia': 'Australia',
                  'sllaybus': 'syllabus', 'toponymous': 'top onymous', 'businiss': 'business',
                  'hyperthalamus': 'hyper thalamus', 'clause55': 'clause', 'cosicous': 'conscious',
                  'Sushena': 'Saphena', 'Luscinus': 'Luscious', 'Prussophile': 'Russophile', 'jeaslous': 'jealous',
                  'Austrelia': 'Australia', 'contiguious': 'contiguous',
                  'subconsciousnesses': 'sub consciousnesses', ' jusification ': 'justification',
                  'dilusion': 'delusion', 'anticoncussive': 'anti concussive', 'disngush': 'disgust',
                  'constiously': 'consciously', 'filabustering': 'filibustering', 'GAPbuster': 'GAP buster',
                  'insectivourous': 'insectivorous', 'glocuse': 'louse', 'Antritrust': 'Antitrust',
                  'thisAustralian': 'this Australian', 'FusionDrive': 'Fusion Drive', 'nuclus': 'nucleus',
                  'abussive': 'abusive', 'mustang1': 'mustangs', 'inradius': 'in radius', 'polonious': 'polonius',
                  'ofKulbhushan': 'of Kulbhushan', 'homosporous': 'homos porous', 'circumradius': 'circum radius',
                  'atlous': 'atrous', 'insustry': 'industry', 'campuswith': 'campus with', 'beacsuse': 'because',
                  'concuous': 'conscious', 'nonHindus': 'non Hindus', 'carnivourous': 'carnivorous',
                  'tradeplus': 'trade plus', 'Jeruselam': 'Jerusalem',
                  'musuclar': 'muscular', 'deangerous': 'dangerous', 'disscused': 'discussed',
                  'industdial': 'industrial', 'sallatious': 'fallacious', 'rohmbus': 'rhombus',
                  'golusu': 'gol usu', 'Minangkabaus': 'Minangkabau s', 'Mustansiriyah': 'Mustansiriya h',
                  'anomymously': 'anonymously', 'abonymously': 'anonymously', 'indrustry': 'industry',
                  'Musharrf': 'Musharraf', 'workouses': 'workhouses', 'sponataneously': 'spontaneously',
                  'anmuslim': 'an muslim', 'syallbus': 'syllabus', 'presumptuousnes': 'presumptuousness',
                  'Thaedus': 'Thaddus', 'industey': 'industry', 'hkust': 'hust', 'Kousseri': 'Kousser i',
                  'mousestats': 'mouses tats', 'russiagate': 'russia gate', 'simantaneously': 'simultaneously',
                  'Austertana': 'Auster tana', 'infussions': 'infusions', 'coclusion': 'conclusion',
                  'sustainabke': 'sustainable', 'tusami': 'tu sami', 'anonimously': 'anonymously',
                  'usebase': 'use base', 'balanoglossus': 'Balanoglossus', 'Unglaus': 'Ung laus',
                  'ignoramouses': 'ignoramuses', 'snuus': 'snugs', 'reusibility': 'reusability',
                  'Straussianism': 'Straussian ism', 'simoultaneously': 'simultaneously',
                  'realbonus': 'real bonus', 'nuchakus': 'nunchakus', 'annonimous': 'anonymous',
                  'Incestious': 'Incestuous', 'Manuscriptology': 'Manuscript ology', 'difusse': 'diffuse',
                  'Pliosaurus': 'Pliosaur us', 'cushelle': 'cush elle', 'Catallus': 'Catullus',
                  'MuscleBlaze': 'Muscle Blaze', 'confousing': 'confusing', 'enthusiasmless': 'enthusiasm less',
                  'Tetherusd': 'Tethered', 'Josephius': 'Josephus', 'jusrlt': 'just',
                  'simutaneusly': 'simultaneously', 'mountaneous': 'mountainous', 'Badonicus': 'Sardonicus',
                  'muccus': 'mucous', 'nicus': 'nidus', 'austinlizards': 'austin lizards',
                  'errounously': 'erroneously', 'Australua': 'Australia', 'sylaabus': 'syllabus',
                  'dusyant': 'distant', 'javadiscussion': 'java discussion', 'megabuses': 'mega buses',
                  'danergous': 'dangerous', 'contestious': 'contentious', 'exause': 'excuse',
                  'muscluar': 'muscular', 'avacous': 'vacuous', 'Ingenhousz': 'Ingenious',
                  'holocausting': 'holocaust ing', 'Pakustan': 'Pakistan', 'purusharthas': 'purushartha',
                  'bapus': 'bapu s', 'useul': 'useful', 'pretenious': 'pretentious', 'homogeneus': 'homogeneous',
                  'bhlushes': 'blushes', 'Saggittarius': 'Sagittarius', 'sportsusa': 'sports usa',
                  'kerataconus': 'keratoconus', 'infrctuous': 'infectuous', 'Anonoymous': 'Anonymous',
                  'triphosphorus': 'tri phosphorus', 'ridicjlously': 'ridiculously',
                  'worldbusiness': 'world business', 'hollcaust': 'holocaust', 'Dusra': 'Dura',
                  'meritious': 'meritorious', 'Sauskes': 'Causes', 'inudustry': 'industry',
                  'frustratd': 'frustrate', 'hypotenous': 'hypogenous', 'Dushasana': 'Dush asana',
                  'saadus': 'status', 'keratokonus': 'keratoconus', 'Jarrus': 'Harrus', 'neuseous': 'nauseous',
                  'simutanously': 'simultaneously', 'diphosphorus': 'di phosphorus', 'sulprus': 'surplus',
                  'Hasidus': 'Hasid us', 'suspenive': 'suspensive', 'illlustrator': 'illustrator',
                  'userflows': 'user flows', 'intrusivethoughts': 'intrusive thoughts', 'countinous': 'continuous',
                  'gpusli': 'gusli', 'Calculus1': 'Calculus', 'bushiri': 'Bushire',
                  'torvosaurus': 'Torosaurus', 'chestbusters': 'chest busters', 'Satannus': 'Sat annus',
                  'falaxious': 'fallacious', 'obnxious': 'obnoxious', 'tranfusions': 'transfusions',
                  'PlayMagnus': 'Play Magnus', 'Epicodus': 'Episodes', 'Hypercubus': 'Hypercubes',
                  'Musickers': 'Musick ers', 'programmebecause': 'programme because', 'indiginious': 'indigenous',
                  'housban': 'Housman', 'iusso': 'kusso', 'annilingus': 'anilingus', 'Nennus': 'Genius',
                  'pussboy': 'puss boy', 'Photoacoustics': 'Photo acoustics', 'Hindusthanis': 'Hindustanis',
                  'lndustrial': 'industrial', 'tyrannously': 'tyrannous', 'Susanoomon': 'Susanoo mon',
                  'colmbus': 'columbus', 'sussessful': 'successful', 'ousmania': 'ous mania',
                  'ilustrating': 'illustrating', 'famousbirthdays': 'famous birthdays',
                  'suspectance': 'suspect ance', 'extroneous': 'extraneous', 'teethbrush': 'teeth brush',
                  'abcmouse': 'abc mouse', 'degenerous': 'de generous', 'doesGauss': 'does Gauss',
                  'insipudus': 'insipidus', 'movielush': 'movie lush', 'Rustichello': 'Rustic hello',
                  'Firdausiya': 'Firdausi ya', 'checkusers': 'check users', 'householdware': 'household ware',
                  'prosporously': 'prosperously', 'SteLouse': 'Ste Louse', 'obfuscaton': 'obfuscation',
                  'amorphus': 'amorph us', 'trustworhy': 'trustworthy', 'celsious': 'cesious',
                  'dangorous': 'dangerous', 'anticancerous': 'anti cancerous', 'cousi ': 'cousin ',
                  'austroloid': 'australoid', 'fergussion': 'percussion', 'andKyokushin': 'and Kyokushin',
                  'cousan': 'cousin', 'Huskystar': 'Hu skystar', 'retrovisus': 'retrovirus', 'becausr': 'because',
                  'Jerusalsem': 'Jerusalem', 'motorious': 'notorious', 'industrilised': 'industrialised',
                  'powerballsusa': 'powerballs usa', 'monoceious': 'monoecious', 'batteriesplus': 'batteries plus',
                  'nonviscuous': 'nonviscous', 'industion': 'induction', 'bussinss': 'bussings',
                  'userbags': 'user bags', 'Jlius': 'Julius', 'thausand': 'thousand', 'plustwo': 'plus two',
                  'defpush': 'def push', 'subconcussive': 'sub concussive', 'muslium': 'muslim',
                  'industrilization': 'industrialization', 'Maurititus': 'Mauritius', 'uslme': 'some',
                  'Susgaon': 'Surgeon', 'Pantherous': 'Panther ous', 'antivirius': 'antivirus',
                  'Trustclix': 'Trust clix', 'silumtaneously': 'simultaneously', 'Icompus': 'Corpus',
                  'atonomous': 'autonomous', 'Reveuse': 'Reve use', 'legumnous': 'leguminous',
                  'syllaybus': 'syllabus', 'louspeaker': 'loudspeaker', 'susbtraction': 'substraction',
                  'virituous': 'virtuous', 'disastrius': 'disastrous', 'jerussalem': 'jerusalem',
                  'Industrailzed': 'Industrialized', 'recusion': 'recushion',
                  'simultenously': 'simultaneously',
                  'Pulphus': 'Pulpous', 'harbaceous': 'herbaceous', 'phlegmonous': 'phlegmon ous', 'use38': 'use',
                  'jusify': 'justify', 'instatanously': 'instantaneously', 'tetramerous': 'tetramer ous',
                  'usedvin': 'used vin', 'sagittarious': 'sagittarius', 'mausturbate': 'masturbate',
                  'subcautaneous': 'subcutaneous', 'dangergrous': 'dangerous', 'sylabbus': 'syllabus',
                  'hetorozygous': 'heterozygous', 'Ignasius': 'Ignacius', 'businessbor': 'business bor',
                  'Bhushi': 'Thushi', 'Moussolini': 'Mussolini', 'usucaption': 'usu caption',
                  'Customzation': 'Customization', 'cretinously': 'cretinous', 'genuiuses': 'geniuses',
                  'Moushmee': 'Mousmee', 'neigous': 'nervous',
                  'infrustructre': 'infrastructure', 'Ilusha': 'Ilesha', 'suconciously': 'unconciously',
                  'stusy': 'study', 'mustectomy': 'mastectomy', 'Farmhousebistro': 'Farmhouse bistro',
                  'instantanous': 'instantaneous', 'JustForex': 'Just Forex', 'Indusyry': 'Industry',
                  'mustabating': 'must abating', 'uninstrusive': 'unintrusive', 'customshoes': 'customs hoes',
                  'homageneous': 'homogeneous', 'Empericus': 'Imperious', 'demisexuality': 'demi sexuality',
                  'transexualism': 'transsexualism', 'sexualises': 'sexualise', 'demisexuals': 'demisexual',
                  'sexuly': 'sexily', 'Pornosexuality': 'Porno sexuality', 'sexond': 'second', 'sexxual': 'sexual',
                  'asexaul': 'asexual', 'sextactic': 'sex tactic', 'sexualityism': 'sexuality ism',
                  'monosexuality': 'mono sexuality', 'intwrsex': 'intersex', 'hypersexualize': 'hyper sexualize',
                  'homosexualtiy': 'homosexuality', 'examsexams': 'exams exams', 'sexmates': 'sex mates',
                  'sexyjobs': 'sexy jobs', 'sexitest': 'sexiest', 'fraysexual': 'fray sexual',
                  'sexsurrogates': 'sex surrogates', 'sexuallly': 'sexually', 'gamersexual': 'gamer sexual',
                  'greysexual': 'grey sexual', 'omnisexuality': 'omni sexuality', 'hetereosexual': 'heterosexual',
                  'productsexamples': 'products examples', 'sexgods': 'sex gods', 'semisexual': 'semi sexual',
                  'homosexulity': 'homosexuality', 'sexeverytime': 'sex everytime', 'neurosexist': 'neuro sexist',
                  'worldquant': 'world quant', 'Freshersworld': 'Freshers world', 'smartworld': 'sm artworld',
                  'Mistworlds': 'Mist worlds', 'boothworld': 'booth world', 'ecoworld': 'eco world',
                  'Ecoworld': 'Eco world', 'underworldly': 'under worldly', 'worldrank': 'world rank',
                  'Clearworld': 'Clear world', 'Boothworld': 'Booth world', 'Rimworld': 'Rim world',
                  'cryptoworld': 'crypto world', 'machineworld': 'machine world', 'worldwideley': 'worldwide ley',
                  'capuletwant': 'capulet want', 'Bhagwanti': 'Bhagwant i', 'Unwanted72': 'Unwanted 72',
                  'wantrank': 'want rank',
                  'willhappen': 'will happen', 'thateasily': 'that easily',
                  'Whatevidence': 'What evidence', 'metaphosphates': 'meta phosphates',
                  'exilarchate': 'exilarch ate', 'aulphate': 'sulphate', 'Whateducation': 'What education',
                  'persulphates': 'per sulphates', 'disulphate': 'di sulphate', 'picosulphate': 'pico sulphate',
                  'tetraosulphate': 'tetrao sulphate', 'prechinese': 'pre chinese',
                  'Hellochinese': 'Hello chinese', 'muchdeveloped': 'much developed', 'stomuch': 'stomach',
                  'Whatmakes': 'What makes', 'Lensmaker': 'Lens maker', 'eyemake': 'eye make',
                  'Techmakers': 'Tech makers', 'cakemaker': 'cake maker', 'makeup411': 'makeup 411',
                  'objectmake': 'object make', 'crazymaker': 'crazy maker', 'techmakers': 'tech makers',
                  'makedonian': 'macedonian', 'makeschool': 'make school', 'anxietymake': 'anxiety make',
                  'makeshifter': 'make shifter', 'countryball': 'country ball', 'Whichcountry': 'Which country',
                  'countryHow': 'country How', 'Zenfone': 'Zen fone', 'Electroneum': 'Electro neum',
                  'electroneum': 'electro neum', 'Demonetisation': 'demonetization', 'zenfone': 'zen fone',
                  'ZenFone': 'Zen Fone', 'onecoin': 'one coin', 'demonetizing': 'demonetized',
                  'iphone7': 'iPhone', 'iPhone6': 'iPhone', 'microneedling': 'micro needling', 'iphone6': 'iPhone',
                  'Monegasques': 'Monegasque s', 'demonetised': 'demonetized',
                  'EveryoneDiesTM': 'EveryoneDies TM', 'teststerone': 'testosterone', 'DoneDone': 'Done Done',
                  'papermoney': 'paper money', 'Sasabone': 'Sasa bone', 'Blackphone': 'Black phone',
                  'Bonechiller': 'Bone chiller', 'Moneyfront': 'Money front', 'workdone': 'work done',
                  'iphoneX': 'iPhone', 'roxycodone': 'r oxycodone',
                  'moneycard': 'money card', 'Fantocone': 'Fantocine', 'eletronegativity': 'electronegativity',
                  'mellophones': 'mellophone s', 'isotones': 'iso tones', 'donesnt': 'doesnt',
                  'thereanyone': 'there anyone', 'electronegativty': 'electronegativity',
                  'commissiioned': 'commissioned', 'earvphone': 'earphone', 'condtioners': 'conditioners',
                  'demonetistaion': 'demonetization', 'ballonets': 'ballo nets', 'DoneClaim': 'Done Claim',
                  'alimoney': 'alimony', 'iodopovidone': 'iodo povidone', 'bonesetters': 'bone setters',
                  'componendo': 'compon endo', 'probationees': 'probationers', 'one300': 'one 300',
                  'nonelectrolyte': 'non electrolyte', 'ozonedepletion': 'ozone depletion',
                  'Stonehart': 'Stone hart', 'Vodafone2': 'Vodafones', 'chaparone': 'chaperone',
                  'Noonein': 'Noo nein', 'Frosione': 'Erosion', 'IPhone7': 'Iphone', 'pentanone': 'penta none',
                  'poneglyphs': 'pone glyphs', 'cyclohexenone': 'cyclohexanone', 'marlstone': 'marls tone',
                  'androneda': 'andromeda', 'iphone8': 'iPhone', 'acidtone': 'acid tone',
                  'noneconomically': 'non economically', 'Honeyfund': 'Honey fund', 'germanophone': 'Germanophobe',
                  'Democratizationed': 'Democratization ed', 'haoneymoon': 'honeymoon', 'iPhone7': 'iPhone 7',
                  'someonewith': 'some onewith', 'Hexanone': 'Hexa none', 'bonespur': 'bones pur',
                  'sisterzoned': 'sister zoned', 'HasAnyone': 'Has Anyone',
                  'stonepelters': 'stone pelters', 'Chronexia': 'Chronaxia', 'brotherzone': 'brother zone',
                  'brotherzoned': 'brother zoned', 'fonecare': 'f onecare', 'nonexsistence': 'nonexistence',
                  'conents': 'contents', 'phonecases': 'phone cases', 'Commissionerates': 'Commissioner ates',
                  'activemoney': 'active money', 'dingtone': 'ding tone', 'wheatestone': 'wheatstone',
                  'chiropractorone': 'chiropractor one', 'heeadphones': 'headphones', 'Maimonedes': 'Maimonides',
                  'onepiecedeals': 'onepiece deals', 'oneblade': 'one blade', 'venetioned': 'Venetianed',
                  'sunnyleone': 'sunny leone', 'prendisone': 'prednisone', 'Anglosaxophone': 'Anglo saxophone',
                  'Blackphones': 'Black phones', 'jionee': 'jinnee', 'chromonema': 'chromo nema',
                  'iodoketones': 'iodo ketones', 'demonetizations': 'demonetization', 'aomeone': 'someone',
                  'trillonere': 'trillones', 'abandonee': 'abandon',
                  'MasterColonel': 'Master Colonel', 'fronend': 'friend', 'Wildstone': 'Wilds tone',
                  'patitioned': 'petitioned', 'lonewolfs': 'lone wolfs', 'Spectrastone': 'Spectra stone',
                  'dishonerable': 'dishonorable', 'poisiones': 'poisons',
                  'condioner': 'conditioner', 'unpermissioned': 'unper missioned', 'friedzone': 'fried zone',
                  'umumoney': 'umu money', 'anyonestudied': 'anyone studied', 'dictioneries': 'dictionaries',
                  'nosebone': 'nose bone', 'ofVodafone': 'of Vodafone',
                  'Yumstone': 'Yum stone', 'oxandrolonesteroid': 'oxandrolone steroid',
                  'Mifeprostone': 'Mifepristone', 'pheramones': 'pheromones',
                  'sinophone': 'Sinophobe', 'peloponesian': 'peloponnesian', 'michrophone': 'microphone',
                  'commissionets': 'commissioners', 'methedone': 'methadone', 'cobditioners': 'conditioners',
                  'urotone': 'protone', 'smarthpone': 'smartphone', 'conecTU': 'connect you', 'beloney': 'boloney',
                  'comfortzone': 'comfort zone', 'testostersone': 'testosterone', 'camponente': 'component',
                  'Idonesia': 'Indonesia', 'dolostones': 'dolostone', 'psiphone': 'psi phone',
                  'ceftriazone': 'ceftriaxone', 'feelonely': 'feel onely', 'monetation': 'moderation',
                  'activationenergy': 'activation energy', 'moneydriven': 'money driven',
                  'staionery': 'stationery', 'zoneflex': 'zone flex', 'moneycash': 'money cash',
                  'conectiin': 'connection', 'Wannaone': 'Wanna one',
                  'Pictones': 'Pict ones', 'demonentization': 'demonetization',
                  'phenonenon': 'phenomenon', 'evenafter': 'even after', 'Sevenfriday': 'Seven friday',
                  'Devendale': 'Evendale', 'theeventchronicle': 'the event chronicle',
                  'seventysomething': 'seventy something', 'sevenpointed': 'seven pointed',
                  'richfeel': 'rich feel', 'overfeel': 'over feel', 'feelingstupid': 'feeling stupid',
                  'Photofeeler': 'Photo feeler', 'feelomgs': 'feelings', 'feelinfs': 'feelings',
                  'PlayerUnknown': 'Player Unknown', 'Playerunknown': 'Player unknown', 'knowlefge': 'knowledge',
                  'knowledgd': 'knowledge', 'knowledeg': 'knowledge', 'knowble': 'Knowle', 'Howknow': 'Howk now',
                  'knowledgeWoods': 'knowledge Woods', 'knownprogramming': 'known programming',
                  'selfknowledge': 'self knowledge', 'knowldage': 'knowledge', 'knowyouve': 'know youve',
                  'aknowlege': 'knowledge', 'Audetteknown': 'Audette known', 'knowlegdeable': 'knowledgeable',
                  'trueoutside': 'true outside', 'saynthesize': 'synthesize', 'EssayTyper': 'Essay Typer',
                  'meesaya': 'mee saya', 'Rasayanam': 'Rasayan am', 'fanessay': 'fan essay', 'momsays': 'moms ays',
                  'sayying': 'saying', 'saydaw': 'say daw', 'Fanessay': 'Fan essay', 'theyreally': 'they really',
                  'gayifying': 'gayed up with homosexual love', 'gayke': 'gay Online retailers',
                  'Lingayatism': 'Lingayat',
                  'macapugay': 'Macaulay', 'jewsplain': 'jews plain',
                  'banggood': 'bang good', 'goodfriends': 'good friends',
                  'goodfirms': 'good firms', 'Banggood': 'Bang good', 'dogooder': 'do gooder',
                  'stillshots': 'stills hots', 'stillsuits': 'still suits', 'panromantic': 'pan romantic',
                  'paracommando': 'para commando', 'romantize': 'romanize', 'manupulative': 'manipulative',
                  'manjha': 'mania', 'mankrit': 'mank rit',
                  'heteroromantic': 'hetero romantic', 'pulmanery': 'pulmonary', 'manpads': 'man pads',
                  'supermaneuverable': 'super maneuverable', 'mandatkry': 'mandatory', 'armanents': 'armaments',
                  'manipative': 'mancipative', 'himanity': 'humanity', 'maneuever': 'maneuver',
                  'Kumarmangalam': 'Kumar mangalam', 'Brahmanwadi': 'Brahman wadi',
                  'exserviceman': 'ex serviceman',
                  'managewp': 'managed', 'manies': 'many', 'recordermans': 'recorder mans',
                  'Feymann': 'Heymann', 'salemmango': 'salem mango', 'manufraturing': 'manufacturing',
                  'sreeman': 'freeman', 'tamanaa': 'Tamanac', 'chlamydomanas': 'chlamydomonas',
                  'comandant': 'commandant', 'huemanity': 'humanity', 'manaagerial': 'managerial',
                  'lithromantics': 'lith romantics',
                  'geramans': 'germans', 'Nagamandala': 'Naga mandala', 'humanitariarism': 'humanitarianism',
                  'wattman': 'watt man', 'salesmanago': 'salesman ago', 'Washwoman': 'Wash woman',
                  'rammandir': 'ram mandir', 'nomanclature': 'nomenclature', 'Haufman': 'Kaufman',
                  'prefomance': 'performance', 'ramanunjan': 'Ramanujan', 'Freemansonry': 'Freemasonry',
                  'supermaneuverability': 'super maneuverability', 'manstruate': 'menstruate',
                  'Tarumanagara': 'Taruma nagara', 'RomanceTale': 'Romance Tale', 'heteromantic': 'hete romantic',
                  'terimanals': 'terminals', 'womansplaining': 'wo mansplaining',
                  'performancelearning': 'performance learning', 'sociomantic': 'sciomantic',
                  'batmanvoice': 'batman voice', 'PerformanceTesting': 'Performance Testing',
                  'manorialism': 'manorial ism', 'newscommando': 'news commando',
                  'Entwicklungsroman': 'Entwicklungs roman',
                  'Kunstlerroman': 'Kunstler roman', 'bodhidharman': 'Bodhidharma', 'Howmaney': 'How maney',
                  'manufucturing': 'manufacturing', 'remmaning': 'remaining', 'rangeman': 'range man',
                  'mythomaniac': 'mythomania', 'katgmandu': 'katmandu',
                  'Superowoman': 'Superwoman', 'Rahmanland': 'Rahman land', 'Dormmanu': 'Dormant',
                  'Geftman': 'Gentman', 'manufacturig': 'manufacturing', 'bramanistic': 'Brahmanistic',
                  'padmanabhanagar': 'padmanabhan agar', 'homoromantic': 'homo romantic', 'femanists': 'feminists',
                  'demihuman': 'demi human', 'manrega': 'Manresa', 'Pasmanda': 'Pas manda',
                  'manufacctured': 'manufactured', 'remaninder': 'remainder', 'Marimanga': 'Mari manga',
                  'Sloatman': 'Sloat man', 'manlet': 'man let', 'perfoemance': 'performance',
                  'mangolian': 'mongolian', 'mangekyu': 'mange kyu', 'mansatory': 'mandatory',
                  'managemebt': 'management', 'manufctures': 'manufactures', 'Bramanical': 'Brahmanical',
                  'manaufacturing': 'manufacturing', 'Lakhsman': 'Lakhs man', 'Sarumans': 'Sarum ans',
                  'mangalasutra': 'mangalsutra', 'Germanised': 'German ised',
                  'managersworking': 'managers working', 'cammando': 'commando', 'mandrillaris': 'mandrill aris',
                  'Emmanvel': 'Emmarvel', 'manupalation': 'manipulation', 'welcomeromanian': 'welcome romanian',
                  'humanfemale': 'human female', 'mankirt': 'mankind', 'Haffmann': 'Hoffmann',
                  'Panromantic': 'Pan romantic', 'demantion': 'detention', 'Suparwoman': 'Superwoman',
                  'parasuramans': 'parasuram ans', 'sulmann': 'Suilmann', 'Shubman': 'Subman',
                  'manspread': 'man spread', 'mandingan': 'Mandingan', 'mandalikalu': 'mandalika lu',
                  'manufraturer': 'manufacturer', 'Wedgieman': 'Wedgie man', 'manwues': 'manages',
                  'humanzees': 'human zees', 'Steymann': 'Stedmann', 'Jobberman': 'Jobber man',
                  'maniquins': 'mani quins', 'biromantical': 'bi romantical', 'Rovman': 'Roman',
                  'pyromantic': 'pyro mantic', 'Tastaman': 'Rastaman', 'Spoolman': 'Spool man',
                  'Subramaniyan': 'Subramani yan', 'abhimana': 'abhiman a', 'manholding': 'man holding',
                  'seviceman': 'serviceman', 'womansplained': 'womans plained', 'manniya': 'mania',
                  'Bhraman': 'Braman', 'Laakman': 'Layman', 'mansturbate': 'masturbate',
                  'Sulamaniya': 'Sulamani ya', 'demanters': 'decanters', 'postmanare': 'postman are',
                  'mannualy': 'annual', 'rstman': 'Rotman', 'permanentjobs': 'permanent jobs',
                  'Allmang': 'All mang', 'TradeCommander': 'Trade Commander', 'BasedStickman': 'Based Stickman',
                  'Deshabhimani': 'Desha bhimani', 'manslamming': 'mans lamming', 'Brahmanwad': 'Brahman wad',
                  'fundemantally': 'fundamentally', 'supplemantary': 'supplementary', 'egomanias': 'ego manias',
                  'manvantar': 'Manvantara', 'spymania': 'spy mania', 'mangonada': 'mango nada',
                  'manthras': 'mantras', 'Humanpark': 'Human park', 'manhuas': 'mahuas',
                  'manterrupting': 'interrupting', 'dermatillomaniac': 'dermatillomania',
                  'performancies': 'performances', 'manipulant': 'manipulate',
                  'painterman': 'painter man', 'mangalik': 'manglik',
                  'Neurosemantics': 'Neuro semantics', 'discrimantion': 'discrimination',
                  'Womansplaining': 'feminist', 'mongodump': 'mongo dump', 'roadgods': 'road gods',
                  'Oligodendraglioma': 'Oligodendroglioma', 'unrightly': 'un rightly', 'Janewright': 'Jane wright',
                  ' righten ': ' tighten ', 'brightiest': 'brightest',
                  'frighter': 'fighter', 'righteouness': 'righteousness', 'triangleright': 'triangle right',
                  'Brightspace': 'Brights pace', 'techinacal': 'technical', 'chinawares': 'china wares',
                  'Vancouever': 'Vancouver', 'cheverlet': 'cheveret', 'deverstion': 'diversion',
                  'everbodys': 'everybody', 'Dramafever': 'Drama fever', 'reverificaton': 'reverification',
                  'canterlever': 'canter lever', 'keywordseverywhere': 'keywords everywhere',
                  'neverunlearned': 'never unlearned', 'everyfirst': 'every first',
                  'neverhteless': 'nevertheless', 'clevercoyote': 'clever coyote', 'irrevershible': 'irreversible',
                  'achievership': 'achievers hip', 'easedeverything': 'eased everything', 'youbever': 'you bever',
                  'everperson': 'ever person', 'everydsy': 'everyday', 'whemever': 'whenever',
                  'everyonr': 'everyone', 'severiity': 'severity', 'narracist': 'nar racist',
                  'racistly': 'racist', 'takesuch': 'take such', 'mystakenly': 'mistakenly',
                  'shouldntake': 'shouldnt take', 'Kalitake': 'Kali take', 'msitake': 'mistake',
                  'straitstimes': 'straits times', 'timefram': 'timeframe', 'watchtime': 'watch time',
                  'timetraveling': 'timet raveling', 'peactime': 'peacetime', 'timetabe': 'timetable',
                  'cooktime': 'cook time', 'blocktime': 'block time', 'timesjobs': 'times jobs',
                  'timesence': 'times ence', 'Touchtime': 'Touch time', 'timeloop': 'time loop',
                  'subcentimeter': 'sub centimeter', 'timejobs': 'time jobs', 'Guardtime': 'Guard time',
                  'realtimepolitics': 'realtime politics', 'loadingtimes': 'loading times',
                  'timesnow': '24-hour English news channel in India', 'timesspark': 'times spark',
                  'timetravelling': 'timet ravelling',
                  'antimeter': 'anti meter', 'timewaste': 'time waste', 'cryptochristians': 'crypto christians',
                  'Whatcould': 'What could', 'becomesdouble': 'becomes double', 'deathbecomes': 'death becomes',
                  'youbecome': 'you become', 'greenseer': 'people who possess the magical ability',
                  'rseearch': 'research', 'homeseek': 'home seek',
                  'Greenseer': 'people who possess the magical ability', 'starseeders': 'star seeders',
                  'seekingmillionaire': 'seeking millionaire', 'see\u202c': 'see',
                  'seeies': 'series', 'CodeAgon': 'Code Agon',
                  'royago': 'royal', 'Dragonkeeper': 'Dragon keeper', 'mcgreggor': 'McGregor',
                  'catrgory': 'category', 'Dragonknight': 'Dragon knight', 'Antergos': 'Anteros',
                  'togofogo': 'togo fogo', 'mongorestore': 'mongo restore', 'gorgops': 'gorgons',
                  'withgoogle': 'with google', 'goundar': 'Gondar', 'algorthmic': 'algorithmic',
                  'goatnuts': 'goat nuts', 'vitilgo': 'vitiligo', 'polygony': 'poly gony',
                  'digonals': 'diagonals', 'Luxemgourg': 'Luxembourg', 'UCSanDiego': 'UC SanDiego',
                  'Ringostat': 'Ringo stat', 'takingoff': 'taking off', 'MongoImport': 'Mongo Import',
                  'alggorithms': 'algorithms', 'dragonknight': 'dragon knight', 'negotiatior': 'negotiation',
                  'gomovies': 'go movies', 'Withgott': 'Without',
                  'categoried': 'categories', 'Stocklogos': 'Stock logos', 'Pedogogical': 'Pedological',
                  'Wedugo': 'Wedge', 'golddig': 'gold dig', 'goldengroup': 'golden group',
                  'merrigo': 'merligo', 'googlemapsAPI': 'googlemaps API', 'goldmedal': 'gold medal',
                  'golemized': 'polemized', 'Caligornia': 'California', 'unergonomic': 'un ergonomic',
                  'fAegon': 'wagon', 'vertigos': 'vertigo s', 'trigonomatry': 'trigonometry',
                  'hypogonadic': 'hypogonadia', 'Mogolia': 'Mongolia', 'governmaent': 'government',
                  'ergotherapy': 'ergo therapy', 'Bogosort': 'Bogo sort', 'goalwise': 'goal wise',
                  'alogorithms': 'algorithms', 'MercadoPago': 'Mercado Pago', 'rivigo': 'rivi go',
                  'govshutdown': 'gov shutdown', 'gorlfriend': 'girlfriend',
                  'stategovt': 'state govt', 'Chickengonia': 'Chicken gonia', 'Yegorovich': 'Yegorov ich',
                  'regognitions': 'recognitions', 'gorichen': 'Gori Chen Mountain',
                  'goegraphies': 'geographies', 'gothras': 'goth ras', 'belagola': 'bela gola',
                  'snapragon': 'snapdragon', 'oogonial': 'oogonia l', 'Amigofoods': 'Amigo foods',
                  'Sigorn': 'son of Styr', 'algorithimic': 'algorithmic',
                  'innermongolians': 'inner mongolians', 'ArangoDB': 'Arango DB', 'zigolo': 'gigolo',
                  'regognized': 'recognized', 'Moongot': 'Moong ot', 'goldquest': 'gold quest',
                  'catagorey': 'category', 'got7': 'got', 'jetbingo': 'jet bingo', 'Dragonchain': 'Dragon chain',
                  'catwgorized': 'categorized', 'gogoro': 'gogo ro', 'Tobagoans': 'Tobago ans',
                  'digonal': 'di gonal', 'algoritmic': 'algorismic', 'dragonflag': 'dragon flag',
                  'Indigoflight': 'Indigo flight',
                  'governening': 'governing', 'ergosphere': 'ergo sphere',
                  'pingo5': 'pingo', 'Montogo': 'montego', 'Rivigo': 'technology-enabled logistics company',
                  'Jigolo': 'Gigolo', 'phythagoras': 'pythagoras', 'Mangolian': 'Mongolian',
                  'forgottenfaster': 'forgotten faster', 'stargold': 'a Hindi movie channel',
                  'googolplexain': 'googolplexian', 'corpgov': 'corp gov',
                  'govtribe': 'provides real-time federal contracting market intel',
                  'dragonglass': 'dragon glass', 'gorakpur': 'Gorakhpur', 'MangoPay': 'Mango Pay',
                  'chigoe': 'sub-tropical climates', 'BingoBox': 'an investment company', '走go': 'go',
                  'followingorder': 'following order', 'pangolinminer': 'pangolin miner',
                  'negosiation': 'negotiation', 'lexigographers': 'lexicographers', 'algorithom': 'algorithm',
                  'unforgottable': 'unforgettable', 'wellsfargoemail': 'wellsfargo email',
                  'daigonal': 'diagonal', 'Pangoro': 'cantankerous Pokemon', 'negotiotions': 'negotiations',
                  'Swissgolden': 'Swiss golden', 'google4': 'google', 'Agoraki': 'Ago raki',
                  'Garthago': 'Carthago', 'Stegosauri': 'stegosaurus', 'ergophobia': 'ergo phobia',
                  'bigolive': 'big olive', 'bittergoat': 'bitter goat', 'naggots': 'faggots',
                  'googology': 'online encyclopedia', 'algortihms': 'algorithms', 'bengolis': 'Bengalis',
                  'fingols': 'Finnish people are supposedly descended from Mongols',
                  'savethechildren': 'save thechildren',
                  'stopings': 'stoping', 'stopsits': 'stop sits', 'stopsigns': 'stop signs',
                  'Galastop': 'Galas top', 'pokestops': 'pokes tops', 'forcestop': 'forces top',
                  'Hopstop': 'Hops top', 'stoppingexercises': 'stopping exercises', 'coinstop': 'coins top',
                  'stoppef': 'stopped', 'workaway': 'work away', 'snazzyway': 'snazzy way',
                  'Rewardingways': 'Rewarding ways', 'cloudways': 'cloud ways', 'Cloudways': 'Cloud ways',
                  'Brainsway': 'Brains way', 'nesraway': 'nearaway',
                  'AlwaysHired': 'Always Hired', 'expessway': 'expressway', 'Syncway': 'Sync way',
                  'LeewayHertz': 'Blockchain Company', 'towayrds': 'towards', 'swayable': 'sway able',
                  'Telloway': 'Tello way', 'palsmodium': 'plasmodium', 'Gobackmodi': 'Goback modi',
                  'comodies': 'corodies', 'islamphobic': 'islam phobic', 'islamphobia': 'islam phobia',
                  'citiesbetter': 'cities better', 'betterv3': 'better', 'betterDtu': 'better Dtu',
                  'Babadook': 'a horror drama film', 'Ahemadabad': 'Ahmadabad', 'faidabad': 'Faizabad',
                  'Amedabad': 'Ahmedabad', 'kabadii': 'kabaddi', 'badmothing': 'badmouthing',
                  'badminaton': 'badminton', 'badtameezdil': 'badtameez dil', 'badeffects': 'bad effects',
                  '∠bad': 'bad', 'ahemadabad': 'Ahmadabad', 'embaded': 'embased', 'Isdhanbad': 'Is dhanbad',
                  'badgermoles': 'enormous, blind mammal', 'allhabad': 'Allahabad', 'ghazibad': 'ghazi bad',
                  'htderabad': 'Hyderabad', 'Auragabad': 'Aurangabad', 'ahmedbad': 'Ahmedabad',
                  'ahmdabad': 'Ahmadabad', 'alahabad': 'Allahabad',
                  'Hydeabad': 'Hyderabad', 'Gyroglove': 'wearable technology', 'foodlovee': 'food lovee',
                  'slovenised': 'slovenia', 'handgloves': 'hand gloves', 'lovestep': 'love step',
                  'lovejihad': 'love jihad', 'RolloverBox': 'Rollover Box', 'stupidedt': 'stupidest',
                  'toostupid': 'too stupid',
                  'pakistanisbeautiful': 'pakistanis beautiful', 'ispakistan': 'is pakistan',
                  'inpersonations': 'impersonations', 'medicalperson': 'medical person',
                  'interpersonation': 'inter personation', 'workperson': 'work person',
                  'personlich': 'person lich', 'persoenlich': 'person lich',
                  'middleperson': 'middle person', 'personslized': 'personalized',
                  'personifaction': 'personification', 'welcomemarriage': 'welcome marriage',
                  'come2': 'come to', 'upcomedians': 'up comedians', 'overvcome': 'overcome',
                  'talecome': 'tale come', 'cometitive': 'competitive', 'arencome': 'aren come',
                  'achecomes': 'ache comes', '」come': 'come',
                  'comepleted': 'completed', 'overcomeanxieties': 'overcome anxieties',
                  'demigirl': 'demi girl', 'gridgirl': 'female models of the race', 'halfgirlfriend': 'half girlfriend',
                  'girlriend': 'girlfriend', 'fitgirl': 'fit girl', 'girlfrnd': 'girlfriend', 'awrong': 'aw rong',
                  'northcap': 'north cap', 'productionsupport': 'production support',
                  'Designbold': 'Online Photo Editor Design Studio',
                  'skyhold': 'sky hold', 'shuoldnt': 'shouldnt', 'anarold': 'Android', 'yaerold': 'year old',
                  'soldiders': 'soldiers', 'indrold': 'Android', 'blindfoldedly': 'blindfolded',
                  'overcold': 'over cold', 'Goldmont': 'microarchitecture in Intel', 'boldspot': 'bolds pot',
                  'Rankholders': 'Rank holders', 'cooldrink': 'cool drink', 'beltholders': 'belt holders',
                  'GoldenDict': 'open-source dictionary program', 'softskill': 'softs kill',
                  'Cooldige': 'the 30th president of the United States',
                  'newkiller': 'new killer', 'skillselect': 'skills elect', 'nonskilled': 'non skilled',
                  'killyou': 'kill you', 'Skillport': 'Army e-Learning Program', 'unkilled': 'un killed',
                  'killikng': 'killing', 'killograms': 'kilograms',
                  'Worldkillers': 'World killers', 'reskilled': 'skilled',
                  'killedshivaji': 'killed shivaji', 'honorkillings': 'honor killings',
                  'skillclasses': 'skill classes', 'microskills': 'micros kills',
                  'Skillselect': 'Skills elect', 'ratkill': 'rat kill',
                  'pleasegive': 'please give', 'flashgive': 'flash give',
                  'southerntelescope': 'southern telescope', 'westsouth': 'west south',
                  'southAfricans': 'south Africans', 'Joboutlooks': 'Job outlooks', 'joboutlook': 'job outlook',
                  'Outlook365': 'Outlook 365', 'Neulife': 'Neu life', 'qualifeid': 'qualified',
                  'nullifed': 'nullified', 'lifeaffect': 'life affect', 'lifestly': 'lifestyle',
                  'aristocracylifestyle': 'aristocracy lifestyle', 'antilife': 'anti life',
                  'afterafterlife': 'after afterlife', 'lifestylye': 'lifestyle', 'prelife': 'pre life',
                  'lifeute': 'life ute', 'liferature': 'literature',
                  'securedlife': 'secured life', 'doublelife': 'double life', 'antireligion': 'anti religion',
                  'coreligionist': 'co religionist', 'petrostates': 'petro states', 'otherstates': 'others tates',
                  'spacewithout': 'space without', 'withoutyou': 'without you',
                  'withoutregistered': 'without registered', 'weightwithout': 'weight without',
                  'withoutcheck': 'without check', 'milkwithout': 'milk without',
                  'Highschoold': 'High school', 'memoney': 'money', 'moneyof': 'mony of', 'Oneplus': 'OnePlus',
                  'OnePlus': 'Chinese smartphone manufacturer', 'Beerus': 'the God of Destruction',
                  'takeoverr': 'takeover', 'demonetizedd': 'demonetized', 'polyhouse': 'Polytunnel',
                  'Elitmus': 'eLitmus', 'eLitmus': 'Indian company that helps companies in hiring employees',
                  'becone': 'become', 'nestaway': 'nest away', 'takeoverrs': 'takeovers', 'Istop': 'I stop',
                  'Austira': 'Australia', 'germeny': 'Germany', 'mansoon': 'man soon',
                  'worldmax': 'wholesaler of drum parts',
                  'ammusement': 'amusement', 'manyare': 'many are', 'supplymentary': 'supply mentary',
                  'timesup': 'times up', 'homologus': 'homologous', 'uimovement': 'ui movement', 'spause': 'spouse',
                  'aesexual': 'asexual', 'Iovercome': 'I overcome', 'developmeny': 'development',
                  'hindusm': 'hinduism', 'sexpat': 'sex tourism', 'sunstop': 'sun stop', 'polyhouses': 'Polytunnel',
                  'usefl': 'useful', 'Fundamantal': 'fundamental', 'environmentai': 'environmental',
                  'Redmi': 'Xiaomi Mobile', 'Loy Machedo': ' Motivational Speaker ', 'unacademy': 'Unacademy',
                  'Boruto': 'Naruto Next Generations', 'Upwork': 'Up work',
                  'Unacademy': 'educational technology company',
                  'HackerRank': 'Hacker Rank', 'upwork': 'up work', 'Chromecast': 'Chrome cast',
                  'microservices': 'micro services', 'Undertale': 'video game', 'undergraduation': 'under graduation',
                  'chapterwise': 'chapter wise', 'twinflame': 'twin flame', 'Hotstar': 'Hot star',
                  'blockchains': 'blockchain',
                  'darkweb': 'dark web', 'Microservices': 'Micro services', 'Nearbuy': 'Nearby',
                  ' Padmaavat ': ' Padmavati ', ' padmavat ': ' Padmavati ', ' Padmaavati ': ' Padmavati ',
                  ' Padmavat ': ' Padmavati ', ' internshala ': ' internship and online training platform in India ',
                  'dream11': ' fantasy sports platform in India ', 'conciousnesss': 'consciousnesses',
                  'Dream11': ' fantasy sports platform in India ', 'cointry': 'country', ' coinvest ': ' invest ',
                  '23 andme': 'privately held personal genomics and biotechnology company in California',
                  'Trumpism': 'philosophy and politics espoused by Donald Trump',
                  'Trumpian': 'viewpoints of President Donald Trump', 'Trumpists': 'admirer of Donald Trump',
                  'coincidents': 'coincidence', 'coinsized': 'coin sized', 'coincedences': 'coincidences',
                  'cointries': 'countries', 'coinsidered': 'considered', 'coinfirm': 'confirm',
                  'humilates':'humiliates', 'vicevice':'vice vice', 'politicak':'political', 'Sumaterans':'Sumatrans',
                  'Kamikazis':'Kamikazes', 'unmoraled':'unmoral', 'eduacated':'educated', 'moraled':'morale',
                  'Amharc':'Amarc', 'where Burkhas':'wear Burqas', 'Baloochistan':'Balochistan', 'durgahs':'durgans',
                  'illigitmate':'illegitimate', 'hillum':'helium','treatens':'threatens','mutiliating':'mutilating',
                  'speakingly':'speaking', 'pretex':'pretext', 'menstruateion':'menstruation', 
                  'genocidizing':'genociding', 'maratis':'Maratism','Parkistinian':'Pakistani', 'SPEICIAL':'SPECIAL',
                  'REFERNECE':'REFERENCE', 'provocates':'provokes', 'FAMINAZIS':'FEMINAZIS', 'repugicans':'republicans',
                  'tonogenesis':'tone', 'winor':'win', 'redicules':'ridiculous', 'Beluchistan':'Balochistan', 
                  'volime':'volume', 'namaj':'namaz', 'CONgressi':'Congress', 'Ashifa':'Asifa', 'queffing':'queefing',
                  'montheistic':'nontheistic', 'Rajsthan':'Rajasthan', 'Rajsthanis':'Rajasthanis', 'specrum':'spectrum',
                  'brophytes':'bryophytes', 'adhaar':'Adhara', 'slogun':'slogan', 'harassd':'harassed',
                  'transness':'trans gender', 'Insdians':'Indians', 'Trampaphobia':'Trump aphobia', 'attrected':'attracted',
                  'Yahtzees':'Yahtzee', 'thiests':'atheists', 'thrir':'their', 'extraterestrial':'extraterrestrial',
                  'silghtest':'slightest', 'primarty':'primary','brlieve':'believe', 'fondels':'fondles',
                  'loundly':'loudly', 'bootythongs':'booty thongs', 'understamding':'understanding', 'degenarate':'degenerate',
                  'narsistic':'narcistic', 'innerskin':'inner skin','spectulated':'speculated', 'hippocratical':'Hippocratical',
                  'itstead':'instead', 'parralels':'parallels', 'sloppers':'slippers'
                  }

上面的句子用来预处理数据。