root/imbot/MontyLemmatiser.py

from __future__ import nested_scopes
__author__="Hugo Liu <hugo@media.mit.edu>"
__version__="2.0"
import re
import MontyUtils

class MontyLemmatiser:
    path_prefix=''
    xtag_morph_english_corpus=path_prefix+'xtag_morph_english.txt'
    exceptions_file="LEMMAEXCEPTIONS.MDF"
    regular_any=[]
    regular_verb=[]
    regular_noun=[]
    irregular_re_any=[]
    irregular_re_verbs=[]
    irregular_re_nouns=[]
    irregular_verbs=[]
    irregular_nouns=[]
    irregular_nouns +=[
('vegas','vegas',''),
('tomatoes','tomato','s'),
('potatoes','potato','s'),
('Asia','Asia',''),
('asia','asia',''),
('media','media',''),
('Media','Media',''),
('California','California',''),
('california','california',''),
('leaves','leaf','s'),
('acme','acme',''),
('gloria','gloria',''),
('mini','mini',''),
('doggies','doggy','s'),
('Chianti','Chianti',''),
('briefs','brief','s'),
('wives','wife','s'),
('johannes','johannes',''),
('tops','top','s'),
('deadeyes','deadeye','s'),
('eyes','eye','s'),
('alumnae','alumnus','s'),
('acropolis','acropolis',''),
('metropolis','metropolis',''),
('stamens','stamen','s'),
]
    irregular_verbs +=[
('leaves','leave',''),
('does','do',''),
('alibiing','alibii','ing'),
('snorkeling','snorkel','ing'),
('gaping','gape','ing'),
('siting','site','ing'),
('chequering','chequer','ing'),
('restring','restring','')
]

    def __init__(self):
        filename_str=[self.regular_any,self.regular_verb,self.regular_noun,self.irregular_re_any,self.irregular_re_verbs,self.irregular_re_nouns]
        self.regular_any,self.regular_verb,self.regular_noun,self.irregular_re_any,self.irregular_re_verbs,self.irregular_re_nouns=map(lambda the_tokenizers:map(lambda the_tokenizer_str:[re.compile('^'+the_tokenizer_str[0].lower()+'$')]+the_tokenizer_str[1:],the_tokenizers),filename_str)
        self.exceptions_db={}
        hostname_cleaned=self.exceptions_db
        c=self.setitem
        buffers=MontyUtils.MontyUtils().find_file(self.exceptions_file)
        pathname_str=open(buffers,'r')
        cd_cleaned=map(lambda the_tokenizer_str:the_tokenizer_str.split(),pathname_str.read().split('\n'))
        pathname_str.close()
        map(lambda the_tokenizer_str:c(hostname_cleaned,the_tokenizer_str[0]+'/'+the_tokenizer_str[1],the_tokenizer_str[2]),cd_cleaned)
        print "Lemmatiser OK!"
        return

    def lemmatise_untagged_sentence(self,untagged):
        the_parser_dict=' '.join(map(lambda the_tokenizer_str:the_tokenizer_str+'/UNK',untagged.split()))
        return self.lemmatise_tagged_sentence(the_parser_dict)

    def lemmatise_tagged_sentence(self,tagged):
        cmp=self.lemmatise_word
        domain_str=map(lambda the_tokenizer_str:the_tokenizer_str.split('/'),tagged.split())

        for popds in range(len(domain_str)):
            j,cksum_str=domain_str[popds]
            _hugo_cleaned=""

            if cksum_str in['NN','NNS','NNP','NNPS']:
                _hugo_cleaned='noun'
            elif cksum_str in['VB','VBD','VBZ','VBG','VBP','VBN']:
                _hugo_cleaned='verb'

            if _hugo_cleaned=='':
                command1=j
            else :
                command1=cmp(j,_hugo_cleaned)
            domain_str[popds]=[j,cksum_str,command1]
        domain_str=map(lambda the_tokenizer_str:'/'.join(the_tokenizer_str),domain_str)
        cal=' '.join(domain_str)
        return cal

    def lemmatise_word(self,word,pos=""):
        the_parser=self.fix_case

        if word[-2:]=="'s":
            word=word[:-2]
        elif word[-2:]=="s'":
            word=word[:-1]
        cron_dictr=self.check_dictionary_exceptions(word,pos)

        if cron_dictr!=None:
            chown,cd_cleanedo=cron_dictr
            chown=the_parser(word,chown)
            return chown
        cron_dictr=self.find_irregular_morph(word,pos)

        if cron_dictr!=None:
            chown,cd_cleanedo=cron_dictr
            chown=the_parser(word,chown)
            return chown
        cron_dictr=self.find_regular_morph(word,pos)

        if cron_dictr!=None:
            chown,cd_cleanedo=cron_dictr
            chown=the_parser(word,chown)
            return chown
        return word

    def verify_lemmatiser(self):
        arg_cleaned=[]
        print "LOADING verification corpus"
        dict=self.make_verification_dictionary()
        print 'verifying against',len(dict),'entries'
        built_in_dict=0

        for chmod_pq in dict:
            j,command1,chmod_cleaned=chmod_pq

            if chmod_cleaned in['PropN']:
                chmod_cleaned='noun'
            elif chmod_cleaned in['V']:
                chmod_cleaned='verb'
            else :
                continue
            file_cleaned=self.lemmatise_word(j,chmod_cleaned)

            if file_cleaned!=command1:
                built_in_dict += 1
                print 'WRONG! WORD: '+j+' GUESSED: '+file_cleaned+' ACTUAL: '+command1
                arg_cleaned.append([j,chmod_cleaned,command1])

                if j!=j.lower():
                    arg_cleaned.append([j.lower(),chmod_cleaned,command1.lower()])
            else :
                pass
        print 'Results: got',built_in_dict,'out of',len(dict),'wrong (',built_in_dict*1.0/len(dict),'% error)'
        pathname_str=open(self.exceptions_file,'w')
        pathname_str.write('\n'.join(map(lambda the_tokenizer_str:' '.join(the_tokenizer_str),arg_cleaned)))
        pathname_str.close()
        return arg_cleaned

    def make_verification_dictionary(self):
        pathname_str=open(self.xtag_morph_english_corpus,'r')
        output=pathname_str.read()
        factor=output.split('\n')
        factor=filter(lambda the_tokenizer_str:the_tokenizer_str[:3]!=';;;',factor)
        factor=map(lambda the_tokenizer_str:the_tokenizer_str.split(),factor)
        factor=filter(lambda the_tokenizer_str:len(the_tokenizer_str)>=3,factor)
        factor=map(lambda the_tokenizer_str:[the_tokenizer_str[0],the_tokenizer_str[1],the_tokenizer_str[2]],factor)
        factor=filter(lambda the_tokenizer_str:the_tokenizer_str[1][-3:]!='ize' and the_tokenizer_str[1][-7:]!='ization' and the_tokenizer_str[1][4:]!='izer' and '-' not in the_tokenizer_str[1],factor)
        return factor

    def fix_case(self,word1,word2):

        if word1.lower()==word1:
            return word2.lower()
        elif word1.capitalize()==word1:
            return word2.capitalize()
        elif word1.upper()==word1:
            return word2.upper()
        else :
            return word2

    def _re_match_helper(self,re_kb,word):

        for popds in range(len(re_kb)):
            buf1,file_str,buffer1,cd_cleanedo=re_kb[popds]
            pairs_cleaned=buf1.search(word.lower())

            if pairs_cleaned!=None:
                chown=word[:len(word)-file_str]+buffer1
                return[chown,cd_cleanedo]
        return None

    def find_irregular_morph(self,word,pos=""):
        a1=self._re_match_helper
        groupnames1=self.find_irregular_morph
        cron_dictr=a1(self.irregular_re_any,word)

        if cron_dictr!=None:
            return cron_dictr

        if pos=='verb':
            cron_dictr=a1(self.irregular_re_verbs,word)

            if cron_dictr!=None:
                return cron_dictr
        elif pos=='noun':
            cron_dictr=a1(self.irregular_re_nouns,word)

            if cron_dictr!=None:
                return cron_dictr
        else :
            cron_dictr=groupnames1(word,'verb')

            if cron_dictr!=None:
                return cron_dictr
            cron_dictr=groupnames1(word,'noun')
            return cron_dictr
        return None

    def find_regular_morph(self,word,pos=""):
        a1=self._re_match_helper
        history1=self.find_regular_morph
        info_arr=word.lower()

        if pos=='verb':
            cron_dictr=a1(self.regular_verb,info_arr)

            if cron_dictr!=None:
                return cron_dictr
        elif pos=='noun':
            cron_dictr=a1(self.regular_noun,info_arr)

            if cron_dictr!=None:
                return cron_dictr
        else :
            cron_dictr=history1(word,'verb')

            if cron_dictr!=None:
                return cron_dictr
            cron_dictr=history1(word,'noun')
            return cron_dictr
        cron_dictr=a1(self.regular_any,info_arr)

        if cron_dictr!=None:
            return cron_dictr
        return None

    def check_dictionary_exceptions(self,word,pos=""):
        hostname_cleaned=self.exceptions_db
        contents_str=self.check_dictionary_exceptions
        info_arr=word.lower()

        if pos=="verb":
            built_in_cleaned=map(lambda the_tokenizer_str:the_tokenizer_str[0],self.irregular_verbs)

            if info_arr in built_in_cleaned:
                hostname_arr=built_in_cleaned.index(info_arr)
                chown_p=self.irregular_verbs[hostname_arr]
                return chown_p[1:3]
            elif hostname_cleaned.get(word+'/verb',''):
                return[hostname_cleaned[word+'/verb'],'']
            else :
                return None
        elif pos=="noun":
            pairs_dict=map(lambda the_tokenizer_str:the_tokenizer_str[0],self.irregular_nouns)

            if info_arr in pairs_dict:
                hostname_arr=pairs_dict.index(info_arr)
                chown_p=self.irregular_nouns[hostname_arr]
                return chown_p[1:3]
            elif hostname_cleaned.get(word+'/noun',''):
                return[hostname_cleaned[word+'/noun'],'']
            else :
                return None
        else :
            cron_dictr=contents_str(word,'verb')

            if cron_dictr==None:
                cron_dictr=contents_str(word,'noun')
            return cron_dictr
    V='[aeiou]'
    VI='[aeiouy]'
    C='[bcdfghjklmnpqrstvwxyz]'
    CX='[bcdfghjklmnpqrstvwxz]'
    CX2='(bb|cc|dd|ff|gg|hh|jj|kk|ll|mm|nn|pp|qq|rr|ss|tt|vv|ww|xx|zz)'
    CX2S='(ff|ss|zz)'
    S='([sx]|([cs]h))'
    A='[^ \n_]'
    SKIP='[ \n]'
    EDING='ed|ing'
    ESEDING='es|ed|ing'
    regular_any +=[
[A+'+'+CX2S+'es',2,'','s'],
[A+'+'+'thes',1,'','s'],
[A+'+'+CX+'[cglsv]'+'es',1,'','s'],
[A+'+'+CX+CX+'es',2,'','s'],
[A+'+'+VI+VI+'es',2,'','s'],
[A+'+'+'xes',2,'','s'],
[A+'+'+S+'es',1,'','s'],
[A+'+'+C+'ies',3,'y','s'],
[A+'+'+'s',1,'','s']
]
    regular_verb +=[
[A+'+'+'vened',1,'','ed'],
[CX+'ed',0,'',''],
[C+V+'nged',2,'','ed'],
[A+'+'+'icked',2,'','ed'],
[A+'+'+CX2S+'ed',2,'','ed'],
[C+'+'+V+'lled',2,'','ed'],
[A+'*'+C+'ined',1,'','ed'],
[A+'*'+C+V+'[npwx]'+'ed',2,'','ed'],
[A+'*'+C+V+CX2+'ed',3,'','ed'],
[A+'+'+C+'ied',3,'y','ed'],
[A+'*'+'qu'+V+C+'ed',1,'','ed'],
[A+'+'+'u'+V+'ded',1,'','ed'],
[A+'+'+'[ei]'+'ted',2,'','ed'],
[A+'+'+'[eo]'+'ated',2,'','ed'],
[A+'+'+V+'ated',1,'','ed'],
[A+'*'+V+V+'[cgsvz]'+'ed',1,'','ed'],
[A+'*'+V+V+C+'ed',2,'','ed'],
[A+'+'+'[rw]'+'led',2,'','ed'],
[A+'+'+'thed',1,'','ed'],
[A+'+'+CX+'[cglsv]'+'ed',1,'','ed'],
[A+'+'+CX+CX+'ed',2,'','ed'],
[A+'+'+VI+VI+'ed',2,'','ed'],
[A+'*'+C+'[clt]'+'ored',1,'','ed'],
[A+'+'+'[eo]'+'red',2,'','ed'],
[A+'+'+'ed',1,'','ed'],
[CX+'+'+'ing',0,'',''],
[C+V+'nging',3,'','ing'],
[A+'+'+'icking',3,'','ing'],
[A+'+'+CX2S+'ing',3,'','ing'],
[C+'+'+V+'lling',3,'','ing'],
[A+'*'+C+'ining',3,'e','ing'],
[A+'*'+C+V+'[npwx]'+'ing',3,'','ing'],
[A+'*'+C+V+CX2+'ing',4,'','ing'],
[A+'*'+'qu'+V+C+'ing',3,'e','ing'],
[A+'+'+'u'+V+'ding',3,'e','ing'],
[A+'+'+'[ei]'+'ting',3,'','ing'],
[A+'+'+'[eo]'+'ating',3,'','ing'],
[A+'+'+V+'ating',3,'e','ing'],
[A+'*'+V+V+'[cgsvz]'+'ing',3,'e','ing'],
[A+'*'+V+V+C+'ing',3,'','ing'],
[A+'+'+'[rw]'+'ling',3,'','ing'],
[A+'+'+'thing',3,'e','ing'],
[A+'+'+CX+'[cglsv]'+'ing',3,'e','ing'],
[A+'+'+CX+CX+'ing',3,'','ing'],
[A+'+'+VI+VI+'ing',3,'','ing'],
[C+'ying',4,'ie','ing'],
[A+'+'+'ying',3,'','ing'],
[A+'*'+CX+'oing',3,'','ing'],
[A+'*'+C+'[clt]'+'oring',3,'e','ing'],
[A+'+'+'[eo]'+'ring',3,'','ing'],
[A+'+'+'(el)'+'ing',3,'','ing'],
[A+'+'+'ing',3,'e','ing']
]
    regular_verb +=[
[A+'+'+'uses',2,'','s'],
[A+'+'+'used',2,'','ed'],
[A+'+'+'using',3,'','ing']
]
    regular_noun +=[
[A+'+'+'uses',2,'','s']
]
    regular_noun +=[
[A+'*'+'men',2,'an','s'],
[A+'*'+'wives',3,'fe','s'],
[A+'+'+'zoa',1,'on','s'],
[A+'+'+'iia',2,'um','s'],
[A+'+'+'la',1,'um','s'],
[A+'+'+'ae',1,'','s'],
[A+'+'+'ata',2,'','s']
]
    irregular_re_any +=[
['(his|hers|theirs|ours|yours|as|its|this|during|something|nothing|anything|everything|('+A+'+(us|ss|sis|eed)))',0,'','']
]
    irregular_re_verbs +=[
['bias',0,'',''],
['canvas',0,'',''],
['canvas'+'(es)',2,'','s'],
['canvas'+'(ing)',3,'','ing'],
['canvas'+'(ed)',2,'','ed'],
['cryed',2,'','ed'],
['embed',0,'',''],
['focuss'+'(es)',3,'','s'],
['focuss'+'(ing)',4,'','ing'],
['focuss'+'(ed)',3,'','ed'],
['forted',2,'e','ed'],
['forteing',3,'','ing'],
['gas',0,'',''],
['picknicks',2,'','s'],
['picknick'+'(ing)',4,'','ing'],
['picknick'+'(ed)',3,'','ed'],
['resold',3,'ell','ed'],
['retold',3,'ell','ed'],
['retying',4,'ie','ing'],
['singed',2,'e','ed'],
['singeing',3,'','ing'],
['trecked',4,'k','ed'],
['trecking',5,'k','ing'],
['(adher|ador|attun|bast|bor|bronz|can|centr|cit|compet|complet|concret|condon|contraven|conven|cran|delet|delineat|dop|drap|dron|escap|excit|fort|gazett|grop|hon|ignit|ignor|incit|interven|inton|invit|landscap|manoeuvr|nauseat|normalis|outmanoeuvr|overaw|permeat|persever|por|postpon|prun|recit|reshap|rop|shap|shor|snor|ston|wip)'+'(es)',2,'e','s'],
['(adher|ador|attun|bast|bor|bronz|can|centr|cit|compet|complet|concret|condon|contraven|conven|cran|delet|delineat|dop|drap|dron|escap|excit|fort|gazett|grop|hon|ignit|ignor|incit|interven|inton|invit|landscap|manoeuvr|nauseat|normalis|outmanoeuvr|overaw|permeat|persever|por|postpon|prun|recit|reshap|rop|shap|shor|snor|ston|wip)'+'(ed)',2,'e','ed'],
['(adher|ador|attun|bast|bor|bronz|can|centr|cit|compet|complet|concret|condon|contraven|conven|cran|delet|delineat|dop|drap|dron|escap|excit|fort|gazett|grop|hon|ignit|ignor|incit|interven|inton|invit|landscap|manoeuvr|nauseat|normalis|outmanoeuvr|overaw|permeat|persever|por|postpon|prun|recit|reshap|rop|shap|shor|snor|ston|wip)'+'(ing)',3,'e','ing'],
['(ape|appall|augur|belong|berth|burr|conquer|egg|enroll|enthrall|forestall|froth|fulfill|install|instill|lacquer|martyr|mouth|murmur|pivot|preceed|prolong|purr|quell|recall|refill|remill|resell|retell|smooth|throng|twang|unearth)'+'(ed)',2,'','ed'],
['(ape|appall|augur|belong|berth|burr|conquer|egg|enroll|enthrall|forestall|froth|fulfill|install|instill|lacquer|martyr|mouth|murmur|pivot|preceed|prolong|purr|quell|recall|refill|remill|resell|retell|smooth|throng|twang|unearth)'+'(ing)',3,'','ing']
]
    irregular_re_nouns +=[
['canvases',2,'','s'],
['carcases',2,'','s'],
['lenses',2,'','s'],
['schizophrenia',0,'',''],
['(('+A+'*'+'metre'+')|('+A+'*'+'litre'+')|('+A+'+'+'ette'+')|'+'acre|Aussie|bronze|budgie|burnurn|canoe|carriageway|catastrophe|centre|cill|cliche|commie|coolie|curie|demesne|employee|evacuee|fibre|foe|headache|horde|magpie|manoeuvre|moggie|moustache|movie|nightie|oboe|programme|queue|sabre|shoe|sloe|sortie|taste|theatre|timbre|titre|umbrella|utopia|wiseacre|woe)'+'(s)',1,'','s'],
['(('+A+'+'+'itis'+')|'+'abdomen|achimenes|acumen|Afrikaans|alibi|alkali|amnesia|anaesthesia|aphis|aria|asbestos|asphyxia|atlas|axis|bedclothes|begonia|bias|bikini|calyptopis|cannula|cantharides|canvas|caries|chas|chamois|chaos|chili|chinchilla|Christmas|confetti|contretemps|cornucopia|corps|cosmos|cupola|cyclamen|dais|debris|diabetes|diphtheria|dysphagia|encyclopaedia|ennui|escallonia|ethos|extremis|fella|ferris|flotilla|formula|forsythia|gallows|ganglia|gardenia|gas|gasworks|gondola|grata|guerrilla|haemophilia|hors|hovis|hustings|hysteria|inertia|innards|iris|isosceles|khaki|koala|lens|macaroni|manilla|mania|mantis|maquis|martini|matins|memorabilia|metropolis|minutiae|molasses|morphia|mortis|neurasthenia|normoglycaemia|nostalgia|omen|pantometria|parabola|paraphernalia|pastis|patella|patens|pathos|patois|pectoris|pelvis|peninsula|phantasmagoria|pharos|plumbites|pneumonia|polyuria|portcullis|pyrexia|regalia|rhinoceros|safari|salami|sari|saturnalia|series|spaghetti|specimen|species|submatrices|subtopia|suburbia|syphilis|tares|taxi|tennis|toccata|trellis|tripos|turps|tutti|umbrella|utopia|villa'+')',0,'',''],
['('+'accoutrements|aerodynamics|aeronautics|aesthetics|algae|amends|ammonia|ancients|annals|antics|arrears|assizes|auspices|backwoods|bacteria|banns|barracks|baths|battlements|bellows|belongings|billiards|binoculars|bitters|blandishments|bleachers|blinkers|blues|breeches|brussels|clothes|clutches|commons|confines|contents|credentials|crossbones|crossroads|curia|damages|dealings|dentures|depths|devotions|diggings|doings|downs|droppings|dues|dynamics|earnings|eatables|eaves|economics|electrodynamics|electronics|entrails|environs|equities|ethics|eugenics|filings|finances|folks|footlights|fumes|furnishings|genitals|genitalia|goggles|goods|grits|groceries|grounds|handcuffs|headquarters|histrionics|hostilities|humanities|hydraulics|hysterics|illuminations|innings|italics|jeans|jitters|kinetics|knickers|kudos|latitudes|leggings|likes|linguistics|lodgings|loggerheads|mains|manners|mathematics|means|measles|media|memoirs|metaphysics|mews|mockers|morals|motions|munitions|news|nutria|nylons|oats|odds|oils|oilskins|optics|orthodontics|outskirts|overalls|overtones|pants|pantaloons|papers|paras|paratroops|particulars|pediatrics|phonemics|phonetics|physics|pincers|plastics|politics|proceeds|proceedings|prospects|provinces|provisions|pyjamas|races|rations|ravages|refreshments|regards|reinforcements|remains|respects|returns|riches|rights|savings|schizophrenia|scissors|seconds|semantics|senses|shades|shallows|shambles|shares|shivers|shorts|singles|skittles|slacks|soundings|specifics|spectacles|spoils|stamens|statics|statistics|stratums|summons|supplies|surroundings|suspenders|takings|teens|telecommunications|tenterhooks|thanks|theatricals|thermos|thermodynamics|tights|toils|tops|trades|trappings|travels|troops|tropics|trousers|tweeds|underpants|vapours|vicissitudes|vitals|volumes|wages|wanderings|wares|waters|whereabouts|whites|winnings|withers|woollens|workings|writings|yes'+')',0,'',''],
['('+'boatie|bonhomie|clippie|creepie|dearie|droppie|gendarmerie|girlie|goalie|haddie|kookie|kyrie|lambie|lassie|marie|menagerie|pettie|reverie|snottie|sweetie'+')'+'(s)',1,'','s']
]
    irregular_re_verbs +=[
['(buffett|plummett)'+'es',3,'','s'],
['(buffett|plummett)'+'ed',3,'','ed'],
['(buffett|plummett)'+'ing',4,'','ing'],
['buffetts',2,'','s'],
['plummetts',2,'','s'],
['gunsling',0,'',''],
['gunslung',3,'ing','ed'],
['gunslinging',3,'','ing'],
['hamstring',0,'',''],
['shred',0,'',''],
['unfocuss'+'es',3,'','s'],
['unfocuss'+'ed',3,'','ed'],
['unfocuss'+'ing',4,'','ing'],
['(accret|clon|deplet|dethron|dup|excret|expedit|extradit|fet|finetun|gor|hing|massacr|obsolet|reconven|recreat|recus|reignit|swip|videotap|zon)'+'(es)',2,'e','s'],
['(accret|clon|deplet|dethron|dup|excret|expedit|extradit|fet|finetun|gor|hing|massacr|obsolet|reconven|recreat|recus|reignit|swip|videotap|zon)'+'(ed)',2,'e','ed'],
['(accret|clon|deplet|dethron|dup|excret|expedit|extradit|fet|finetun|gor|hing|massacr|obsolet|reconven|recreat|recus|reignit|swip|videotap|zon)'+'(ing)',3,'e','ing'],
['(backpedal|bankroll|bequeath|blackball|bottom|clang|debut|doctor|eyeball|factor|imperil|landfill|margin|occur|overbill|pilot|prong|pyramid|reinstall|relabel|remodel|squirrel|stonewall|wrong)'+'(ed)',2,'','ed'],
['(backpedal|bankroll|bequeath|blackball|bottom|clang|debut|doctor|eyeball|factor|imperil|landfill|margin|occur|overbill|pilot|prong|pyramid|reinstall|relabel|remodel|squirrel|stonewall|wrong)'+'(ed)',3,'','ing']
]
    irregular_re_nouns +=[
['biases',2,'','s'],
['biscotti',1,'o','s'],
['bookshelves',3,'f','s'],
['palazzi',1,'o','s'],
['(beastie|brownie|cache|cadre|calorie|champagne|cologne|cookie|druggie|eaterie|emigre|emigree|employee|freebie|genre|kiddie|massacre|moonie|necktie|niche|prairie|softie|toothpaste|willie)'+'(s)',1,'','s'],
['(('+A+'*'+'phobia'+')|'+'academia|accompli|aegis|anemia|anorexia|anti|artemisia|ataxia|beatlemania|blini|cafeteria|capita|cognoscenti|coli|deli|dementia|downstairs|dyslexia|dystopia|encyclopedia|estancia|euphoria|euthanasia|fracas|fuss|gala|gorilla|gravitas|GI|habeas|haemophilia|hemophilia|hoopla|hubris|hula|hypoglycemia|ides|impatiens|informatics|intelligentsia|jacuzzi|kiwi|leukaemia|leukemia|mafia|magnolia|malaria|maquila|marginalia|megalomania|mercedes|militia|miniseries|mips|mufti|muni|olympics|pancreas|paranoia|pastoris|pastrami|pepperoni|pepsi|piroghi|pizzeria|plainclothes|pneumocystis|potpourri|proboscis|rabies|reggae|regimen|rigatoni|salmonella|samurai|sarsaparilla|semen|ski|sonata|spatula|stats|subtilis|sushi|tachyarrhythmia|tachycardia|tequila|tetris|thrips|throes|timpani|tsunami|vaccinia|vanilla)',0,'',''],
['(acrobatics|alias|athletics|basics|betters|bifocals|bowels|briefs|checkers|denims|doldrums|dramatics|dungarees|ergonomics|genetics|gymnastics|hackles|haves|incidentals|ironworks|jinks|leavings|leftovers|logistics|makings|microelectronics|mores|oodles|pajamas|pampas|panties|payola|pickings|pliers|pi|ravings|reparations|rudiments|scads|splits|stays|subtitles|sunglasss|sweepstakes|tatters|toiletries|tongs|trivia|tweezers|vibes|waterworks|woolens)',0,'',''],
['(biggie|bourgeoisie|brie|camaraderie|chinoiserie|coterie|doggie|genie|hippie|junkie|lingerie|moxie|preppie|rookie|yuppie)'+'(s)',1,'','s']
]
    irregular_re_verbs +=[
['(chor|sepulchr|silhouett|telescop)'+'(es)',2,'e','s'],
['(chor|sepulchr|silhouett|telescop)'+'(ed)',2,'e','ed'],
['(chor|sepulchr|silhouett|telescop)'+'(ing)',3,'e','ing'],
['(subpena|suds|fresco)'+'(es)',2,'','s'],
['(subpena|suds|fresco)'+'(ed)',2,'','ed'],
['(subpena|suds|fresco)'+'(ing)',3,'','ing'],
['daises',2,'','s'],
['reguli',1,'o','s'],
['steppes',1,'','s'],
['(('+A+'+'+'philia'+')|'+'fantasia|Feis|Gras|Mardi|OS|pleura|tularemia|vasa)',0,'',''],
['(calisthenics|heroics|rheumatics|victuals|wiles)',0,'',''],
['(auntie|anomie|coosie|quickie)'+'(s)',1,'','s']
]
    irregular_re_nouns +=[
['(absentia|bourgeois|pecunia|Syntaxis|uncia)',0,'',''],
['(apologetics|goings|outdoors)',0,'',''],
['collies',1,'','s']
]
    irregular_re_verbs +=[
['bob-sled',0,'',''],
['imbed',0,'',''],
['precis',0,'',''],
['precis'+'(es)',2,'','s'],
['precis'+'(ed)',2,'','ed'],
['precis'+'(ing)',3,'','ing']
]
    irregular_re_nouns +=[
['obsequies',3,'y','s'],
['superficies',1,'','s'],
['(acacia|albumen|alms|alopecia|ambergris|ambrosia|anaemia|analgesia|anopheles|aphasia|arras|assagai|assegai|astrophysics|aubrietia|avoirdupois|bathos|beriberi|biceps|bitumen|borzoi|broccoli|cadi|calends|callisthenics|calla|camellia|campanula|cantata|caravanserai|cedilla|chilli|chrysalis|clematis|clitoris|cognomen|collywobbles|copula|corolla|cybernetics|cyclops|cyclopaedia|cyclopedia|dahlia|dhoti|dickens|dietetics|dipsomania|dolmen|dyspepsia|effendi|elevenses|epidermis|epiglottis|erysipelas|eurhythmics|faeces|fascia|fibula|finis|fistula|fives|fleur-de-lis|forceps|freesia|fuchsia|geophysics|geriatrics|glottis|guerilla|hadji|haggis|hara-kiri|hernia|herpes|hoop-la|houri|hymen|hyperbola|hypochondria|ibis|inamorata|insignia|insomnia|jackanapes|jimjams|jodhpurs|kepi|kleptomania|kohlrabi|kris|kukri|kumis|litchi|litotes|loggia|magnesia|man-at-arms|manila|mantilla|marquis|master-at-arms|mattins|melancholia|menses|minutia|monomania|muggins|mumps|mi|myopia|nebula|necropolis|neuralgia|nibs|numismatics|nymphomania|obstetrics|okapi|onomatopoeia|ophthalmia|paraplegia|patchouli|paterfamilias|penis|pergola|petunia|pharmacopoeia|phi|piccalilli|poinsettia|praxis|precis|primula|prophylaxis|pyrites|rabbi|raffia|reredos|revers|rickets|rounders|rubella|saki|salvia|sassafras|sawbones|scabies|scapula|schnapps|scintilla|scrofula|secateurs|sepia|septicaemia|sequoia|shears|smithereens|spermaceti|stamen|suds|sundae|si|swami|tarantella|tarantula|testis|therapeutics|thews|tibia|tiddlywinks|tombola|topi|tortilla|trews|triceps|underclothes|undies|uvula|verdigris|vermicelli|viola|wadi|wapiti|wisteria|yaws|yogi|zinnia)',0,'',''],
['(aerie|birdie|bogie|caddie|cock-a-leekie|collie|corrie|cowrie|dixie|eyrie|faerie|gaucherie|gillie|knobkerrie|laddie|mashie|mealie|menagerie|organdie|patisserie|pinkie|pixie|stymie|talkie)'+'(s)',1,'','s']
]
    irregular_re_nouns +=[
['(ablutions|adenoids|aerobatics|afters|astronautics|atmospherics|bagpipes|ballistics|bell-bottoms|belles-lettres|blinders|bloomers|butterfingers|buttocks|bygones|cahoots|cannabis|castanets|clappers|corgi|cross-purposes|dodgems|dregs|duckboards|edibles|envoi|eurythmics|externals|extortions|falsies|fisticuffs|fleshings|fleur-de-lys|fours|gentleman-at-arms|geopolitics|giblets|glassworks|gleanings|handlebars|heartstrings|hi-fi|homiletics|housetops|hunkers|hydroponics|impala|kalends|knickerbockers|kwela|lees|lei|lexis|lieder|literati|loins|meanderings|meths|muesli|muniments|necessaries|nines|ninepins|nippers|nuptials|orthopaedics|paediatrics|phonics|polemics|pontificals|prelims|pyrotechnics|ravioli|rompers|ructions|scampi|scrapings|serjeant-at-arms|sheila|shires|smalls|steelworks|sweepings|toxaemia|ti|vespers|virginals|waxworks|yeti|zucchini)',0,'',''],
['(mountie|brasserie|cup-tie|grannie|koppie|rotisserie|walkie-talkie)'+'(s)',1,'','s']
]
    irregular_re_verbs +=[
['busses',3,'','s'],
['bussed',3,'','ed'],
['bussing',4,'','ing'],
['hocus-pocusses',3,'','s'],
['hocusses',3,'','s'],
['(('+A+'*'+'-us'+')|'+'abus|accus|amus|arous|bemus|carous|contus|disabus|disus|dous|enthus|excus|grous|misus|mus|overus|perus|reus|rous|sous|us|('+A+'*'+'[hlmp]ous)|('+A+'*'+'[af]us))'+'(es)',2,'e','s'],
['(('+A+'*'+'-us'+')|'+'abus|accus|amus|arous|bemus|carous|contus|disabus|disus|dous|enthus|excus|grous|misus|mus|overus|perus|reus|rous|sous|us|('+A+'*'+'[hlmp]ous)|('+A+'*'+'[af]us))'+'(ed)',2,'e','ed'],
['(('+A+'*'+'-us'+')|'+'abus|accus|amus|arous|bemus|carous|contus|disabus|disus|dous|enthus|excus|grous|misus|mus|overus|perus|reus|rous|sous|us|('+A+'*'+'[hlmp]ous)|('+A+'*'+'[af]us))'+'(ing)',3,'e','ing']
]
    irregular_re_nouns +=[
['(('+A+'*-abus)|('+A+'*-us)|abus|burnous|cayus|chanteus|chartreus|chauffeus|crus|disus|excus|grous|hypotenus|masseus|misus|mus|Ous|overus|poseus|reclus|reus|rus|us|('+A+'*[hlmp]ous)|('+A+'*[af]us))'+'(es)',1,'','s']
]
    irregular_verbs +=[
['ached','ache','ed'],
['aching','ache','ing'],
['being','be','ing'],
['accustomed','accustom','ed'],
['accustoming','accustom','ing'],
['blossomed','blossom','ed'],
['blossoming','blossom','ing'],
['boycotted','boycott','ed'],
['boycotting','boycott','ing'],
['cataloged','catalog','ed'],
['cataloging','catalog','ing'],
['created','create','ed'],
['creating','create','ing'],
['finesses','finesse','s'],
['finessed','finesse','ed'],
['finessing','finesse','ing'],
['interfered','interfere','ed'],
['interfering','interfere','ing'],
['tastes','taste','s'],
['tasted','taste','ed'],
['tasting','taste','ing'],
['torpedoed','torpedo','ed'],
['torpedoing','torpedo','ing'],
['wastes','waste','s'],
['wasted','waste','ed'],
['wasting','waste','ing'],
['routed','route','ed'],
['routing','route','ing'],
['rerouted','reroute','ed'],
['rerouting','reroute','ing']
]

    def irregular_verbs_wordnet(self):
        return[
('abode','abide','ed'),
('abought','aby','ed'),
('abye','aby',''),
('abyes','aby','s'),
('acquitted','acquit','ed'),
('acquitting','acquit','ing'),
('addrest','address','ed'),
('ageing','age','ing'),
('agreed','agree','ed'),
('am','be',''),
('anted','ante','ed'),
('anteed','ante','ed'),
('anteing','ante','ing'),
('antes','ante','s'),
('arced','arc','ed'),
('arcing','arc','ing'),
('arcked','arc','ed'),
('arcking','arc','ing'),
('are','be',''),
('arisen','arise','en'),
('arose','arise','ed'),
('ate','eat','ed'),
('awoke','awake','ed'),
('awoken','awake','en'),
('baby-sat','baby-sit','ed'),
('back-pedaled','back-pedal','ed'),
('back-pedaling','back-pedal','ing'),
('backbit','backbite','ed'),
('backbiting','backbite','ing'),
('backbitten','backbite','en'),
('backslid','backslide','ed'),
('backslidden','backslide','en'),
('bade','bid','ed'),
('bandieds','bandy','s'),
('banqueted','banquet','ed'),
('banqueting','banquet','ing'),
('barreled','barrel','ed'),
('barreling','barrel','ing'),
('bastinadoed','bastinado','ed'),
('beaten','beat','en'),
('became','become','ed'),
('bedeviled','bedevil','ed'),
('bedeviling','bedevil','ing'),
('been','be','en'),
('befallen','befall','en'),
('befalling','befall','ing'),
('befell','befall','ed'),
('began','begin','ed'),
('begat','beget','ed'),
('begirt','begird','ed'),
('begot','beget','ed'),
('begotten','beget','en'),
('beguiled','beguile','ed'),
('beguiling','beguile','ing'),
('begun','begin','en'),
('beheld','behold','ed'),
('beholden','behold','en'),
('bejeweled','bejewel','ed'),
('bejeweling','bejewel','ing'),
('belied','belie','ed'),
('belies','belie','s'),
('belying','belie','ing'),
('benempt','bename','ed'),
('bent','bend','ed'),
('besought','beseech','ed'),
('bespoke','bespeak','ed'),
('bespoken','bespeak','en'),
('bestrewn','bestrew','en'),
('bestrid','bestride','ed'),
('bestridden','bestride','en'),
('bestrode','bestride','ed'),
('betaken','betake','en'),
('bethought','bethink','ed'),
('betook','betake','ed'),
('beveled','bevel','ed'),
('beveling','bevel','ing'),
('biased','bias','ed'),
('biases','bias','s'),
('biasing','bias','ing'),
('biassed','bias','ed'),
('biassing','bias','ing'),
('bidden','bid','en'),
('bit','bite','ed'),
('biting','bite','ing'),
('bitten','bite','en'),
('bivouacked','bivouac','ed'),
('bivouacking','bivouac','ing'),
('bled','bleed','ed'),
('blest','bless','ed'),
('blew','blow','ed'),
('blown','blow','en'),
('blue-pencils','blue-pencil','s'),
('bogged-down','bog-down','ed'),
('bogging-down','bog-down','ing'),
('bogs-down','bog-down','s'),
('boogied','boogie','ed'),
('boogies','boogie','s'),
('bore','bear','ed'),
('born','bear','en'),
('borne','bear','en'),
('bottle-fed','bottle-feed','ed'),
('bought','buy','ed'),
('bound','bind','ed'),
('breast-fed','breast-feed','ed'),
('bred','breed','ed'),
('breid','brei','ed'),
('bringing','bring','ing'),
('broke','break','ed'),
('broken','break','en'),
('brought','bring','ed'),
('browbeaten','browbeat','en'),
('buckramed','buckram','ed'),
('buckraming','buckram','ing'),
('built','build','ed'),
('buncoed','bunco','ed'),
('bunkoed','bunko','ed'),
('burnt','burn','ed'),
('busheled','bushel','ed'),
('busheling','bushel','ing'),
('bypast','bypass','ed'),
('came','come','ed'),
('canaled','canal','ed'),
('canaling','canal','ing'),
('canceled','cancel','ed'),
('canceling','cancel','ing'),
('carbonadoed','carbonado','ed'),
('caroled','carol','ed'),
('caroling','carol','ing'),
('caught','catch','ed'),
('caviled','cavil','ed'),
('caviling','cavil','ing'),
('cbeled','cbel','ed'),
('cbeling','cbel','ing'),
('cbelled','cbel','ed'),
('cbelling','cbel','ing'),
('channeled','channel','ed'),
('channeling','channel','ing'),
('chassed','chasse','ed'),
('chasseing','chasse','ing'),
('chasses','chasse','s'),
('chevied','chivy','ed'),
('chevies','chivy','s'),
('chevying','chivy','ing'),
('chid','chide','ed'),
('chidden','chide','en'),
('chiseled','chisel','ed'),
('chiseling','chisel','ing'),
('chivvied','chivy','ed'),
('chivvies','chivy','s'),
('chivvying','chivy','ing'),
('chose','choose','ed'),
('chosen','choose','en'),
('clad','clothe','ed'),
('cleft','cleave','ed'),
('cleped','clepe','ed'),
('cleping','clepe','ing'),
('clept','clepe','ed'),
('clinging','cling','ing'),
('clothed','clothe','ed'),
('clothes','clothe','s'),
('clothing','clothe','ing'),
('clove','cleave','ed'),
('cloven','cleave','en'),
('clung','cling','ed'),
('co-opted','coopt','ed'),
('co-opting','coopt','ing'),
('co-opts','coopts','s'),
('co-ordinate','coordinate',''),
('co-ordinated','coordinate','ed'),
('co-ordinates','coordinate','s'),
('co-ordinating','coordinate','ing'),
('coiffed','coif','ed'),
('coiffing','coif','ing'),
('combated','combat','ed'),
('combating','combat','ing'),
('concertinaed','concertina','ed'),
('concertinaing','concertina','ing'),
('congaed','conga','ed'),
('congaing','conga','ing'),
('contangoed','contango','ed'),
('cooeed','cooee','ed'),
('cooees','cooee','s'),
('coquetted','coquet','ed'),
('coquetting','coquet','ing'),
('counseled','counsel','ed'),
('counseling','counsel','ing'),
('countersank','countersink','ed'),
('countersunk','countersink','en'),
('court-martialled','court-martial','ed'),
('court-martialling','court-martial','ing'),
('crept','creep','ed'),
('crescendoed','crescendo','ed'),
('croqueted','croquet','ed'),
('croqueting','croquet','ing'),
('crossbred','crossbreed','ed'),
('cudgeled','cudgel','ed'),
('cudgeling','cudgel','ing'),
('cupeled','cupel','ed'),
('cupeling','cupel','ing'),
('curettes','curet','s'),
('curst','curse','ed'),
('dealt','deal','ed'),
('debussed','debus','ed'),
('debusses','debus','s'),
('debussing','debus','ing'),
('decreed','decree','ed'),
('deep-freeze','deepfreeze',''),
('deep-freezed','deepfreeze','ed'),
('deep-freezes','deepfreeze','s'),
('deep-frozen','deepfreeze','en'),
('degases','degas','s'),
('degassed','degas','ed'),
('degasses','degas','s'),
('degassing','degas','ing'),
('deleing','dele','ing'),
('deviled','devil','ed'),
('deviling','devil','ing'),
('diagramed','diagram','ed'),
('diagraming','diagram','ing'),
('dialled','dial','ed'),
('dialling','dial','ing'),
('did','do','ed'),
('disagreed','disagree','ed'),
('disemboweled','disembowel','ed'),
('disemboweling','disembowel','ing'),
('disenthralls','disenthral','s'),
('disenthrals','disenthrall','s'),
('disheveled','dishevel','ed'),
('disheveling','dishevel','ing'),
('dittoed','ditto','ed'),
('done','do','en'),
('dought','dow','ed'),
('dove','dive','ed'),
('drank','drink','ed'),
('drawn','draw','en'),
('dreamt','dream','ed'),
('dreed','dree','ed'),
('drew','draw','ed'),
('driveled','drivel','ed'),
('driveling','drivel','ing'),
('driven','drive','en'),
('drove','drive','ed'),
('drunk','drink','en'),
('duelled','duel','ed'),
('duelling','duel','ing'),
('dug','dig','ed'),
('dwelt','dwell','ed'),
('eaten','eat','en'),
('echoed','echo','ed'),
('embargoed','embargo','ed'),
('embussed','embus','ed'),
('embusses','embus','s'),
('embussing','embus','ing'),
('emceed','emcee','ed'),
('empaneled','empanel','ed'),
('empaneling','empanel','ing'),
('enameled','enamel','ed'),
('enameling','enamel','ing'),
('enwound','enwind','ed'),
('equaled','equal','ed'),
('equaling','equal','ing'),
('equalled','equal','ed'),
('equalling','equal','ing'),
('equipped','equip','ed'),
('equipping','equip','ing'),
('eying','eye','ing'),
('facsimileing','facsimile','ing'),
('fallen','fall','en'),
('fed','feed','ed'),
('fell','fall','ed'),
('felt','feel','ed'),
('filagreed','filagree','ed'),
('filigreed','filigree','ed'),
('fillagreed','fillagree','ed'),
('fine-drawn','fine-draw','en'),
('fine-drew','fine-draw','ed'),
('flanneled','flannel','ed'),
('flanneling','flannel','ing'),
('fled','flee','ed'),
('flew','fly','ed'),
('flinging','fling','ing'),
('floodlit','floodlight','ed'),
('flown','fly','en'),
('flung','fling','ed'),
('flyblew','flyblow','ed'),
('flyblown','flyblow','en'),
('forbad','forbid','ed'),
('forbade','forbid','ed'),
('forbidden','forbid','en'),
('forbore','forbear','ed'),
('forborne','forbear','en'),
('force-fed','force-feed','ed'),
('fordid','fordo','ed'),
('fordone','fordo','en'),
('foredid','foredo','ed'),
('foredone','foredo','en'),
('foregone','forego','en'),
('foreknew','foreknow','ed'),
('foreknown','foreknow','en'),
('foreran','forerun','ed'),
('foresaw','foresee','ed'),
('foreseen','foresee','en'),
('foreshown','foreshow','en'),
('forespoke','forespeak','ed'),
('forespoken','forespeak','en'),
('foretelling','foretell','ing'),
('foretold','foretell','ed'),
('forewent','forego','ed'),
('forgave','forgive','ed'),
('forgiven','forgive','en'),
('forgone','forgo','en'),
('forgot','forget','ed'),
('forgotten','forget','en'),
('forsaken','forsake','en'),
('forsook','forsake','ed'),
('forspoke','forspeak','ed'),
('forspoken','forspeak','en'),
('forswore','forswear','ed'),
('forsworn','forswear','en'),
('forwent','forgo','ed'),
('fought','fight','ed'),
('found','find','ed'),
('freed','free','ed'),
('fricasseed','fricassee','ed'),
('frivoled','frivol','ed'),
('frivoling','frivol','ing'),
('frolicked','frolic','ed'),
('frolicking','frolic','ing'),
('froze','freeze','ed'),
('frozen','freeze','en'),
('fuelled','fuel','ed'),
('fuelling','fuel','ing'),
('funneled','funnel','ed'),
('funneling','funnel','ing'),
('gainsaid','gainsay','ed'),
('gamboled','gambol','ed'),
('gamboling','gambol','ing'),
('gan','gin','en'),
('garnisheed','garnishee','ed'),
('gases','gas','s'),
('gassed','gas','ed'),
('gasses','gas','s'),
('gassing','gas','ing'),
('gave','give','ed'),
('geed','gee','ed'),
('gelled','gel','ed'),
('gelling','gel','ing'),
('gelt','geld','ed'),
('genned-up','gen-up','ed'),
('genning-up','gen-up','ing'),
('gens-up','gen-up','s'),
('ghostwriting','ghostwrite','ing'),
('ghostwritten','ghostwrite','en'),
('ghostwrote','ghostwrite','ed'),
('gilt','gild','ed'),
('girt','gird','ed'),
('given','give','en'),
('glaceed','glace','ed'),
('glaceing','glace','ing'),
('gnawn','gnaw','en'),
('gone','go','en'),
('got','get','ed'),
('gotten','get','en'),
('graveled','gravel','ed'),
('graveling','gravel','ing'),
('graven','grave','en'),
('greed','gree','ed'),
('grew','grow','ed'),
('gript','grip','ed'),
('ground','grind','ed'),
('groveled','grovel','ed'),
('groveling','grovel','ing'),
('grown','grow','en'),
('guaranteed','guarantee','ed'),
('gumshoes','gumshoe','s'),
('gypped','gyp','ed'),
('gypping','gyp','ing'),
('hacksawn','hacksaw','en'),
('had','have','ed'),
('halloed','hallo','ed'),
('haloed','halo','ed'),
('hamstringing','hamstring','ing'),
('hamstrung','hamstring','ed'),
('handfed','handfeed','ed'),
('hanseled','hansel','ed'),
('hanseling','hansel','ing'),
('has','have','s'),
('hatcheled','hatchel','ed'),
('hatcheling','hatchel','ing'),
('heard','hear','ed'),
('held','hold','ed'),
('hewn','hew','en'),
('hid','hide','ed'),
('hidden','hide','en'),
('hocus-pocussed','hocus-pocus','ed'),
('hocus-pocussing','hocus-pocus','ing'),
('hocussed','hocus','ed'),
('hocussing','hocus','ing'),
('hoes','hoe','s'),
('hogtied','hogtie','ed'),
('hogties','hogtie','s'),
('hogtying','hogtie','ing'),
('honied','honey','ed'),
('horseshoes','horseshoe','s'),
('houseled','housel','ed'),
('houseling','housel','ing'),
('hove','heave','ed'),
('hoveled','hovel','ed'),
('hoveling','hovel','ing'),
('hung','hang','ed'),
('impaneled','impanel','ed'),
('impaneling','impanel','ing'),
('impanells','impanel','s'),
('inbred','inbreed','ed'),
('indwelling','indwell','ing'),
('indwelt','indwell','ed'),
('initialled','initial','ed'),
('initialling','initial','ing'),
('inlaid','inlay','ed'),
('interbred','interbreed','ed'),
('interlaid','interlay','ed'),
('interpled','interplead','ed'),
('interwove','interweave','ed'),
('interwoven','interweave','en'),
('inwove','inweave','ed'),
('inwoven','inweave','en'),
('is','be','s'),
('jerry-built','jerry-build','ed'),
('jeweled','jewel','ed'),
('jeweling','jewel','ing'),
('joint','join','ed'),
('joy-ridden','joy-ride','en'),
('joy-rode','joy-ride','ed'),
('kenneled','kennel','ed'),
('kenneling','kennel','ing'),
('kent','ken','ed'),
('kept','keep','ed'),
('kerneled','kernel','ed'),
('kerneling','kernel','ing'),
('kneed','knee','ed'),
('knelt','kneel','ed'),
('knew','know','ed'),
('known','know','en'),
("ko'd",'ko','ed'),
("ko'ing",'ko','ing'),
("ko's",'ko','s'),
('labeled','label','ed'),
('labeling','label','ing'),
('laden','lade','en'),
('ladyfied','ladify','ed'),
('ladyfies','ladify','s'),
('ladyfying','ladify','ing'),
('laid','lay','ed'),
('lain','lie','en'),
('lassoed','lasso','ed'),
('laureled','laurel','ed'),
('laureling','laurel','ing'),
('leant','lean','ed'),
('leapt','leap','ed'),
('learnt','learn','ed'),
('led','lead','ed'),
('left','leave','ed'),
('lent','lend','ed'),
('leveled','level','ed'),
('leveling','level','ing'),
('libeled','libel','ed'),
('libeling','libel','ing'),
('lit','light','ed'),
('lost','lose','ed'),
('made','make','ed'),
('marshaled','marshal','ed'),
('marshaling','marshal','ing'),
('marveled','marvel','ed'),
('marveling','marvel','ing'),
('meant','mean','ed'),
('medaled','medal','ed'),
('medaling','medal','ing'),
('met','meet','ed'),
('metaled','metal','ed'),
('metaling','metal','ing'),
('might','may',''),
('mimicked','mimic','ed'),
('mimicking','mimic','ing'),
('misbecame','misbecome','ed'),
('misdealt','misdeal','ed'),
('misgave','misgive','ed'),
('misgiven','misgive','en'),
('misheard','mishear','ed'),
('mislaid','mislay','ed'),
('misled','mislead','ed'),
('mispled','misplead','ed'),
('misspelled','misspell','ed'),
('misspelling','misspell','ing'),
('misspelt','misspell','ed'),
('misspent','misspend','ed'),
('mistaken','mistake','en'),
('mistook','mistake','ed'),
('misunderstood','misunderstand','ed'),
('modeled','model','ed'),
('modeling','model','ing'),
('molten','melt','en'),
('mown','mow','en'),
('nickeled','nickel','ed'),
('nickeling','nickel','ing'),
('nielloed','niello','ed'),
('non-prossed','non-pros','ed'),
('non-prosses','non-pros','s'),
('non-prossing','non-pros','ing'),
('nonplussed','nonplus','ed'),
('nonplusses','nonplus','s'),
('nonplussing','nonplus','ing'),
('outbidden','outbid','en'),
('outbred','outbreed','ed'),
('outdid','outdo','ed'),
('outdone','outdo','en'),
('outgassed','outgas','ed'),
('outgasses','outgas','s'),
('outgassing','outgas','ing'),
('outgeneraled','outgeneral','ed'),
('outgeneraling','outgeneral','ing'),
('outgone','outgo','en'),
('outgrew','outgrow','ed'),
('outgrown','outgrow','en'),
('outlaid','outlay','ed'),
('outran','outrun','ed'),
('outridden','outride','en'),
('outrode','outride','ed'),
('outselling','outsell','ing'),
('outshone','outshine','ed'),
('outshot','outshoot','ed'),
('outsold','outsell','ed'),
('outstood','outstand','ed'),
('outthought','outthink','ed'),
('outwent','outgo','ed'),
('outwore','outwear','ed'),
('outworn','outwear','en'),
('overbidden','overbid','en'),
('overblew','overblow','ed'),
('overblown','overblow','en'),
('overbore','overbear','ed'),
('overborne','overbear','en'),
('overbuilt','overbuild','ed'),
('overcame','overcome','ed'),
('overdid','overdo','ed'),
('overdone','overdo','en'),
('overdrawn','overdraw','en'),
('overdrew','overdraw','ed'),
('overdriven','overdrive','en'),
('overdrove','overdrive','ed'),
('overflew','overfly','ed'),
('overgrew','overgrow','ed'),
('overgrown','overgrow','en'),
('overhanging','overhang','ing'),
('overheard','overhear','ed'),
('overhung','overhang','ed'),
('overlaid','overlay','ed'),
('overlain','overlie','en'),
('overlies','overlie','s'),
('overlying','overlie','ing'),
('overpaid','overpay','ed'),
('overpast','overpass','ed'),
('overran','overrun','ed'),
('overridden','override','en'),
('overrode','override','ed'),
('oversaw','oversee','ed'),
('overseen','oversee','en'),
('overselling','oversell','ing'),
('oversewn','oversew','en'),
('overshot','overshoot','ed'),
('overslept','oversleep','ed'),
('oversold','oversell','ed'),
('overspent','overspend','ed'),
('overspilled','overspill','ed'),
('overspilling','overspill','ing'),
('overspilt','overspill','ed'),
('overtaken','overtake','en'),
('overthrew','overthrow','ed'),
('overthrown','overthrow','en'),
('overtook','overtake','ed'),
('overwound','overwind','ed'),
('overwriting','overwrite','ing'),
('overwritten','overwrite','en'),
('overwrote','overwrite','ed'),
('paid','pay','ed'),
('palled','pal','ed'),
('palling','pal','ing'),
('paneled','panel','ed'),
('paneling','panel','ing'),
('panicked','panic','ed'),
('panicking','panic','ing'),
('paralleled','parallel','ed'),
('paralleling','parallel','ing'),
('parceled','parcel','ed'),
('parceling','parcel','ing'),
('partaken','partake','en'),
('partook','partake','ed'),
('pasquil','pasquinade',''),
('pasquilled','pasquinade','ed'),
('pasquilling','pasquinade','ing'),
('pasquils','pasquinade','s'),
('pedaled','pedal','ed'),
('pedaling','pedal','ing'),
('peed','pee','ed'),
('penciled','pencil','ed'),
('penciling','pencil','ing'),
('pent','pen','ed'),
('physicked','physic','ed'),
('physicking','physic','ing'),
('picnicked','picnic','ed'),
('picnicking','picnic','ing'),
('pistoled','pistol','ed'),
('pistoling','pistol','ing'),
('pled','plead','ed'),
('polkaed','polka','ed'),
('polkaing','polka','ing'),
('pommeled','pommel','ed'),
('pommeling','pommel','ing'),
('precanceled','precancel','ed'),
('precanceling','precancel','ing'),
('prepaid','prepay','ed'),
('programmes','program','s'),
('prologed','prologue','ed'),
('prologing','prologue','ing'),
('prologs','prologue','s'),
('proven','prove','en'),
('pummeled','pummel','ed'),
('pummeling','pummel','ing'),
('pureed','puree','ed'),
('quarreled','quarrel','ed'),
('quarreling','quarrel','ing'),
('quartersawn','quartersaw','en'),
('queued','queue','ed'),
('queues','queue','s'),
('queuing','queue','ing'),
('quick-froze','quick-freeze','ed'),
('quick-frozen','quick-freeze','en'),
('quipped','quip','ed'),
('quipping','quip','ing'),
('quitted','quit','ed'),
('quitting','quit','ing'),
('quizzed','quiz','ed'),
('quizzes','quiz','s'),
('quizzing','quiz','ing'),
('ran','run','ed'),
('rang','ring','ed'),
('raoed','radio','ed'),
('rarefied','rarefy','ed'),
('rarefies','rarefy','s'),
('rarefying','rarefy','ing'),
('raveled','ravel','ed'),
('raveling','ravel','ing'),
('razeed','razee','ed'),
('re-trod','re-tread','ed'),
('re-trodden','re-tread','en'),
('rebuilt','rebuild','ed'),
('recced','recce','ed'),
('recceed','recce','ed'),
('recceing','recce','ing'),
('red','red','ed'),
('red-penciled','red-pencil','ed'),
('red-penciling','red-pencil','ing'),
('red-pencils','red-pencil','s'),
('redid','redo','ed'),
('redone','redo','en'),
('refereed','referee','ed'),
('reft','reave','ed'),
('refuelled','refuel','ed'),
('refuelling','refuel','ing'),
('remade','remake','ed'),
('rent','rend','ed'),
('repaid','repay','ed'),
('reran','rerun','ed'),
('resat','resit','ed'),
('retaken','retake','en'),
('rethought','rethink','ed'),
('retook','retake','ed'),
('reveled','revel','ed'),
('reveling','revel','ing'),
('rewound','rewind','ed'),
('rewriting','rewrite','ing'),
('rewritten','rewrite','en'),
('rewrote','rewrite','ed'),
('ridden','ride','en'),
('risen','rise','en'),
('rivaled','rival','ed'),
('rivaling','rival','ing'),
('riven','rive','en'),
('rode','ride','ed'),
('roqueted','roquet','ed'),
('roqueting','roquet','ing'),
('rose','rise','ed'),
('rough-hewn','rough-hew','en'),
('rove','reeve','ed'),
('roweled','rowel','ed'),
('roweling','rowel','ing'),
('rung','ring','ing'),
('said','say','ed'),
('sambaed','samba','ed'),
('sambaing','samba','ing'),
('sang','sing','ed'),
('sank','sink','ed'),
('sat','sit','ed'),
('sauteed','saute','ed'),
('sauteing','saute','ing'),
('saw','see','ed'),
('sawn','saw','en'),
('seen','see','en'),
('sent','send','ed'),
('sewn','sew','en'),
('shaken','shake','en'),
('shaven','shave','en'),
('shed','shed','ed'),
('shellacked','shellac','ed'),
('shellacking','shellac','ing'),
('shent','shend','ed'),
('shewn','shew','en'),
('shod','shoe','ed'),
('shoes','shoe','s'),
('shone','shine','ed'),
('shook','shake','ed'),
('shot','shoot','ed'),
('shoveled','shovel','ed'),
('shoveling','shovel','ing'),
('shown','show','en'),
('shrank','shrink','ed'),
('shriveled','shrivel','ed'),
('shriveling','shrivel','ing'),
('shriven','shrive','en'),
('shrove','shrive','ed'),
('shrunk','shrink','en'),
('shrunken','shrink','en'),
('sicked','sic','ed'),
('sicking','sic','ing'),
('sightsaw','sightsee','ed'),
('sightseen','sightsee','en'),
('signaled','signal','ed'),
('signaling','signal','ing'),
("ski'd",'ski','ed'),
('skied','ski','ed'),
('skiing','ski','ing'),
('skydove','skydive','ed'),
('slain','slay','en'),
('slept','sleep','ed'),
('slew','slay','ed'),
('slid','slide','ed'),
('slidden','slide','en'),
('slinging','sling','ing'),
('slung','sling','ed'),
('slunk','slink','ed'),
('smelt','smell','ed'),
('smit','smite','ed'),
('smiting','smite','ing'),
('smitten','smite','en'),
('smote','smite','ed'),
('snafued','snafu','ed'),
('snafues','snafu','s'),
('snafuing','snafu','ing'),
('sniveled','snivel','ed'),
('sniveling','snivel','ing'),
('snowshoes','snowshoe','s'),
('soft-pedaled','soft-pedal','ed'),
('soft-pedaling','soft-pedal','ing'),
('sol-faed','sol-fa','ed'),
('sol-faing','sol-fa','ing'),
('sold','sell','ed'),
('soothsaid','soothsay','ed'),
('sortied','sortie','ed'),
('sorties','sortie','s'),
('sought','seek','ed'),
('sown','sow','en'),
('spanceled','spancel','ed'),
('spanceling','spancel','ing'),
('spat','spit','ed'),
('sped','speed','ed'),
('spellbound','spellbind','ed'),
('spelt','spell','ed'),
('spent','spend','ed'),
('spilt','spill','ed'),
('spiraled','spiral','ed'),
('spiraling','spiral','ing'),
('spoilt','spoil','ed'),
('spoke','speak','ed'),
('spoken','speak','en'),
('spoon-fed','spoon-feed','ed'),
('spotlit','spotlight','ed'),
('sprang','spring','ed'),
('springing','spring','ing'),
('sprung','spring','en'),
('spun','spin','ed'),
('squatted','squat','ed'),
('squatting','squat','ing'),
('squeegeed','squeegee','ed'),
('squibbed','squib','ed'),
('squibbing','squib','ing'),
('squidded','squid','ed'),
('squidding','squid','ing'),
('squilgee','squeegee',''),
('stall-fed','stall-feed','ed'),
('stank','stink','ed'),
('stenciled','stencil','ed'),
('stenciling','stencil','ing'),
('stilettoed','stiletto','ed'),
('stilettoeing','stiletto','ing'),
('stinging','sting','ing'),
('stole','steal','ed'),
('stolen','steal','en'),
('stood','stand','ed'),
('stove','stave','ed'),
('strewn','strew','en'),
('stridden','stride','en'),
('stringing','string','ing'),
('striven','strive','en'),
('strode','stride','ed'),
('strove','strive','ed'),
('strown','strow','en'),
('struck','strike','ed'),
('strung','string','ed'),
('stuccoed','stucco','ed'),
('stuck','stick','ed'),
('stung','sting','ed'),
('stunk','stink','en'),
('stymied','stymie','ed'),
('stymies','stymie','s'),
('stymying','stymie','ing'),
('subpoenaed','subpoena','ed'),
('subpoenaing','subpoena','ing'),
('subtotaled','subtotal','ed'),
('subtotaling','subtotal','ing'),
('sung','sing','en'),
('sunk','sink','en'),
('sunken','sink','en'),
('swam','swim','ed'),
('swept','sweep','ed'),
('swinging','swing','ing'),
('swiveled','swivel','ed'),
('swiveling','swivel','ing'),
('swollen','swell','en'),
('swopped','swap','ed'),
('swopping','swap','ing'),
('swops','swap','s'),
('swore','swear','ed'),
('sworn','swear','en'),
('swum','swim','en'),
('swung','swing','ed'),
('symboled','symbol','ed'),
('symboling','symbol','ing'),
('symbolled','symbol','ed'),
('symbolling','symbol','ing'),
('taken','take','en'),
('talced','talc','ed'),
('talcing','talc','ing'),
('talcked','talc','ed'),
('talcking','talc','ing'),
("tally-ho'd",'tally-ho','ed'),
('tally-hoed','tally-ho','ed'),
('tangoed','tango','ed'),
('tasseled','tassel','ed'),
('tasseling','tassel','ing'),
('taught','teach','ed'),
('taxied','taxi','ed'),
('taxies','taxi','s'),
('taxiing','taxi','ing'),
('taxying','taxi','ing'),
('te-heed','te-hee','ed'),
('teed','tee','ed'),
('thought','think','ed'),
('threw','throw','ed'),
('thriven','thrive','en'),
('throve','thrive','ed'),
('thrown','throw','en'),
('tinged','tinge','ed'),
('tingeing','tinge','ing'),
('tinging','tinge','ing'),
('tinseled','tinsel','ed'),
('tinseling','tinsel','ing'),
('tiptoes','tiptoe','s'),
('toes','toe','s'),
('told','tell','ed'),
('took','take','ed'),
('tore','tear','ed'),
('torn','tear','en'),
('torrify','torrefy',''),
('totaled','total','ed'),
('totaling','total','ing'),
('toweled','towel','ed'),
('toweling','towel','ing'),
('trafficked','traffic','ed'),
('trafficking','traffic','ing'),
('trameled','trammel','ed'),
('trameling','trammel','ing'),
('tramelled','trammel','ed'),
('tramelling','trammel','ing'),
('tramels','trammel','s'),
('transfixt','transfix','ed'),
('tranship','transship','ed'),
('traveled','travel','ed'),
('traveling','travel','ing'),
('trod','tread','ed'),
('trodden','tread','en'),
('troweled','trowel','ed'),
('troweling','trowel','ing'),
('tunneled','tunnel','ed'),
('tunneling','tunnel','ing'),
('typewriting','typewrite','ing'),
('typewritten','typewrite','en'),
('typewrote','typewrite','ed'),
('unbent','unbend','ed'),
('unbound','unbind','ed'),
('unclad','unclothe','ed'),
('unclothed','unclothe','ed'),
('unclothes','unclothe','s'),
('unclothing','unclothe','ing'),
('underbought','underbuy','ed'),
('underfed','underfeed','ed'),
('undergirt','undergird','ed'),
('undergone','undergo','en'),
('underlaid','underlay','ed'),
('underlain','underlie','en'),
('underlies','underlie','s'),
('underlying','underlie','ing'),
('underpaid','underpay','ed'),
('underselling','undersell','ing'),
('undershot','undershoot','ed'),
('undersold','undersell','ed'),
('understood','understand','ed'),
('undertaken','undertake','en'),
('undertook','undertake','ed'),
('underwent','undergo','ed'),
('underwriting','underwrite','ing'),
('underwritten','underwrite','en'),
('underwrote','underwrite','ed'),
('undid','undo','ed'),
('undone','undo','en'),
('unfroze','unfreeze','ed'),
('unfrozen','unfreeze','en'),
('unkenneled','unkennel','ed'),
('unkenneling','unkennel','ing'),
('unlaid','unlay','ed'),
('unlearnt','unlearn','ed'),
('unmade','unmake','ed'),
('unraveled','unravel','ed'),
('unraveling','unravel','ing'),
('unrove','unreeve','ed'),
('unsaid','unsay','ed'),
('unslinging','unsling','ing'),
('unslung','unsling','ed'),
('unspoke','unspeak','ed'),
('unspoken','unspeak','en'),
('unstringing','unstring','ing'),
('unstrung','unstring','ed'),
('unstuck','unstick','ed'),
('unswore','unswear','ed'),
('unsworn','unswear','en'),
('untaught','unteach','ed'),
('unthought','unthink','ed'),
('untied','untie','ed'),
('unties','untie','s'),
('untying','untie','ing'),
('untrod','untread','ed'),
('untrodden','untread','en'),
('unwound','unwind','ed'),
('upbuilt','upbuild','ed'),
('upheld','uphold','ed'),
('uphove','upheave','ed'),
('upped','up','ed'),
('upping','up','ing'),
('uprisen','uprise','en'),
('uprose','uprise','ed'),
('upsprang','upspring','ed'),
('upspringing','upspring','ing'),
('upsprung','upspring','en'),
('upswelled','upswell','ed'),
('upswelling','upswell','ing'),
('upswept','upsweep','ed'),
('upswinging','upswing','ing'),
('upswollen','upswell','en'),
('upswung','upswing','ed'),
('vetoed','veto','ed'),
('victualled','victual','ed'),
('victualling','victual','ing'),
('visaed','visa','ed'),
('visaing','visa','ing'),
('vitriolled','vitriol','ed'),
('vitriolling','vitriol','ing'),
('vivaed','viva','ed'),
('vivaing','viva','ing'),
('was','be','ed'),
("water-ski'd",'water-ski','ed'),
('water-skied','water-ski','ed'),
('water-skiing','water-ski','ing'),
('waylaid','waylay','ed'),
('waylain','waylay','en'),
('went','go','ed'),
('wept','weep','ed'),
('were','be','ed'),
('whipsawn','whipsaw','en'),
('whizzed','whiz','ed'),
('whizzes','whiz','s'),
('whizzing','whiz','ing'),
('winterfed','winterfeed','ed'),
('wiredrawn','wiredraw','en'),
('wiredrew','wiredraw','ed'),
('withdrawn','withdraw','en'),
('withdrew','withdraw','ed'),
('withheld','withhold','ed'),
('withstood','withstand','ed'),
('woke','wake','ed'),
('woken','wake','en'),
('won','win','ed'),
('wore','wear','ed'),
('worn','wear','en'),
('wound','wind','ed'),
('wove','weave','ed'),
('woven','weave','en'),
('wringing','wring','ing'),
('writing','write','ing'),
('written','write','en'),
('wrote','write','ed'),
('wrung','wring','ed'),
('ycleped','clepe','ed'),
('yclept','clepe','ed'),
('yodeled','yodel','ed'),
('yodeling','yodel','ing'),
('zeroed','zero','ed')
]

    def irregular_nouns_wordnet(self):
        return[
('addenda','addendum','s'),
('adieux','adieu','s'),
('aides-de-camp','aide-de-camp','s'),
('aliases','alias','s'),
('alkalies','alkali','s'),
('aloes','aloe','s'),
('amanuenses','amanuensis','s'),
('analyses','analysis','s'),
('anastomoses','anastomosis','s'),
('anthraces','anthrax','s'),
('antitheses','antithesis','s'),
('aphides','aphis','s'),
('apices','apex','s'),
('apotheoses','apotheosis','s'),
('appendices','appendix','s'),
('arboreta','arboretum','s'),
('areg','erg','s'),
('arterioscleroses','arteriosclerosis','s'),
('atlantes','atlas','s'),
('automata','automaton','s'),
('axises','axis','s'),
('bambini','bambino','s'),
('bandeaux','bandeau','s'),
('banditti','bandit','s'),
('bassi','basso','s'),
('beaux','beau','s'),
('beeves','beef','s'),
('bicepses','biceps','s'),
('bijoux','bijou','s'),
('billets-doux','billet-doux','s'),
('boraces','borax','s'),
('bossies','boss','s'),
('brainchildren','brainchild','s'),
('brethren','brother','s'),
('brothers-in-law','brother-in-law','s'),
('buckteeth','bucktooth','s'),
('bunde','bund','s'),
('bureaux','bureau','s'),
('busses','bus','s'),
('calves','calf','s'),
('calyces','calyx','s'),
('candelabra','candelabrum','s'),
('capricci','capriccio','s'),
('caribous','caribou','s'),
('carides','caryatid','s'),
('catalyses','catalysis','s'),
('cerebra','cerebrum','s'),
('cervices','cervix','s'),
('chateaux','chateau','s'),
('cherubim','cherub','s'),
('children','child','s'),
('chillies','chilli','s'),
('chrysalides','chrysalis','s'),
('chrysalises','chrysalis','s'),
('ciceroni','cicerone','s'),
('cloverleaves','cloverleaf','s'),
('coccyges','coccyx','s'),
('codices','codex','s'),
('cola','colon','s'),
('colloquies','colloquy','s'),
('colones','colon','s'),
('concertanti','concertante','s'),
('concerti','concerto','s'),
('concertini','concertino','s'),
('conquistadores','conquistador','s'),
('contralti','contralto','s'),
('corpora','corpus','s'),
('corrigenda','corrigendum','s'),
('cortices','cortex','s'),
('cosmoses','cosmos','s'),
('crescendi','crescendo','s'),
('crises','crisis','s'),
('criteria','criterion','s'),
('cruces','crux','s'),
('culs-de-sac','cul-de-sac','s'),
('cyclopes','cyclops','s'),
('cyclopses','cyclops','s'),
('data','datum','s'),
('daughters-in-law','daughter-in-law','s'),
('desiderata','desideratum','s'),
('diaereses','diaeresis','s'),
('diaerses','diaeresis','s'),
('diagnoses','diagnosis','s'),
('dialyses','dialysis','s'),
('diathses','diathesis','s'),
('dicta','dictum','s'),
('diereses','dieresis','s'),
('dilettantes','dilettante','s'),
('dilettanti','dilettante','s'),
('divertimenti','divertimento','s'),
('dogteeth','dogtooth','s'),
('dormice','dormouse','s'),
('dryades','dryad','s'),
('dui','duo','s'),
('duona','duodenum','s'),
('duonas','duodenum','s'),
('dwarves','dwarf','s'),
('eisteddfodau','eisteddfod','s'),
('ellipses','ellipsis','s'),
('elves','elf','s'),
('emphases','emphasis','s'),
('epicentres','epicentre','s'),
('epiglottides','epiglottis','s'),
('epiglottises','epiglottis','s'),
('errata','erratum','s'),
('exegeses','exegesis','s'),
('eyeteeth','eyetooth','s'),
('fathers-in-law','father-in-law','s'),
('feet','foot','s'),
('fellaheen','fellah','s'),
('fellahin','fellah','s'),
('femora','femur','s'),
('fezzes','fez','s'),
('flagstaves','flagstaff','s'),
('flambeaux','flambeau','s'),
('flatfeet','flatfoot','s'),
('fleurs-de-lis','fleur-de-lis','s'),
('fleurs-de-lys','fleur-de-lys','s'),
('flyleaves','flyleaf','s'),
('fora','forum','s'),
('forcipes','forceps','s'),
('forefeet','forefoot','s'),
('fulcra','fulcrum','s'),
('gallowses','gallows','s'),
('gases','gas','s'),
('gasses','gas','s'),
('gateaux','gateau','s'),
('geese','goose','s'),
('gemboks','gemsbok','s'),
('genera','genus','s'),
('geneses','genesis','s'),
('gentlemen-at-arms','gentleman-at-arms','s'),
('gestalten','gestalt','s'),
('giraffes','giraffe','s'),
('glissandi','glissando','s'),
('glottides','glottis','s'),
('glottises','glottis','s'),
('godchildren','godchild','s'),
('goings-over','going-over','s'),
('grandchildren','grandchild','s'),
('halves','half','s'),
('hangers-on','hanger-on','s'),
('helices','helix','s'),
('hooves','hoof','s'),
('hosen','hose','s'),
('hypnoses','hypnosis','s'),
('hypotheses','hypothesis','s'),
('iambi','iamb','s'),
('ibices','ibex','s'),
('ibises','ibis','s'),
('impedimenta','impediment','s'),
('indices','index','s'),
('intagli','intaglio','s'),
('intermezzi','intermezzo','s'),
('interregna','interregnum','s'),
('irides','iris','s'),
('irises','iris','s'),
('is','is','s'),
('jacks-in-the-box','jack-in-the-box','s'),
('kibbutzim','kibbutz','s'),
('knives','knife','s'),
('kohlrabies','kohlrabi','s'),
('kronen','krone','s'),
('kroner','krone','s'),
('kronur','krona','s'),
('kylikes','kylix','s'),
('ladies-in-waiting','lady-in-waiting','s'),
('larynges','larynx','s'),
('latices','latex','s'),
('leges','lex','s'),
('libretti','libretto','s'),
('lire','lira','s'),
('lives','life','s'),
('loaves','loaf','s'),
('loggie','loggia','s'),
('lustra','lustre','s'),
('lyings-in','lying-in','s'),
('macaronies','macaroni','s'),
('maestri','maestro','s'),
('mantes','mantis','s'),
('mantises','mantis','s'),
('markkaa','markka','s'),
('marquises','marquis','s'),
('masters-at-arms','master-at-arms','s'),
('matrices','matrix','s'),
('matzoth','matzo','s'),
('mausolea','mausoleum','s'),
('maxima','maximum','s'),
('meioses','meiosis','s'),
('memoranda','memorandum','s'),
('men-at-arms','man-at-arms','s'),
("men-o'-war",'man-of-war','s'),
('men-of-war','man-of-war','s'),
('menservants','manservant','s'),
('mesdemoiselles','mademoiselle','s'),
('messieurs','monsieur','s'),
('metamorphoses','metamorphosis','s'),
('metatheses','metathesis','s'),
('metempsychoses','metempsychosis','s'),
('metropolises','metropolis','s'),
('mice','mouse','s'),
('milieux','milieu','s'),
('minima','minimum','s'),
('momenta','momentum','s'),
('monies','money','s'),
('monsignori','monsignor','s'),
('mooncalves','mooncalf','s'),
('mothers-in-law','mother-in-law','s'),
('naiades','naiad','s'),
('necropoleis','necropolis','s'),
('necropolises','necropolis','s'),
('nemeses','nemesis','s'),
('neuroses','neurosis','s'),
('novelle','novella','s'),
('oases','oasis','s'),
('obloquies','obloquy','s'),
('octahedra','octahedron','s'),
('optima','optimum','s'),
('ora','os','s'),
('osar','os','s'),
('ossa','os','s'),
('ova','ovum','s'),
('oxen','ox','s'),
('paralyses','paralysis','s'),
('parentheses','parenthesis','s'),
('paris-mutuels','pari-mutuel','s'),
('pastorali','pastorale','s'),
('patresfamilias','paterfamilias','s'),
('pease','pea','s'),
('pekingese','pekinese','s'),
('pelves','pelvis','s'),
('pelvises','pelvis','s'),
('pence','penny','s'),
('penes','penis','s'),
('penises','penis','s'),
('penknives','penknife','s'),
('perihelia','perihelion','s'),
('pfennige','pfennig','s'),
('pharynges','pharynx','s'),
('phenomena','phenomenon','s'),
('philodendra','philodendron','s'),
('pieds-a-terre','pied-a-terre','s'),
('pineta','pinetum','s'),
('plateaux','plateau','s'),
('plena','plenum','s'),
('pocketknives','pocketknife','s'),
('portmanteaux','portmanteau','s'),
('potlies','potbelly','s'),
('praxes','praxis','s'),
('praxises','praxis','s'),
('proboscides','proboscis','s'),
('proboscises','proboscis','s'),
('prostheses','prosthesis','s'),
('protozoa','protozoan','s'),
('pudenda','pudendum','s'),
('putti','putto','s'),
('quanta','quantum','s'),
('quarterstaves','quarterstaff','s'),
('quizzes','quiz','s'),
('reales','real','s'),
('recta','rectum','s'),
('referenda','referendum','s'),
('reis','real','s'),
('rhinoceroses','rhinoceros','s'),
('roes','roe','s'),
('rondeaux','rondeau','s'),
('rostra','rostrum','s'),
('runners-up','runner-up','s'),
('sancta','sanctum','s'),
('sawboneses','sawbones','s'),
('scarves','scarf','s'),
('scherzi','scherzo','s'),
('scleroses','sclerosis','s'),
('scrota','scrotum','s'),
('secretaries-general','secretary-general','s'),
('selves','self','s'),
('sera','serum','s'),
('seraphim','seraph','s'),
('sheaves','sheaf','s'),
('shelves','shelf','s'),
('simulacra','simulacrum','s'),
('sisters-in-law','sister-in-law','s'),
('soli','solo','s'),
('soliloquies','soliloquy','s'),
('sons-in-law','son-in-law','s'),
('spectra','spectrum','s'),
('sphinges','sphinx','s'),
('splayfeet','splayfoot','s'),
('sputa','sputum','s'),
('stamina','stamen','s'),
('stelae','stele','s'),
('stepchildren','stepchild','s'),
('sterna','sternum','s'),
('strata','stratum','s'),
('stretti','stretto','s'),
('summonses','summons','s'),
('swamies','swami','s'),
('swathes','swathe','s'),
('synopses','synopsis','s'),
('syntheses','synthesis','s'),
('tableaux','tableau','s'),
('taxies','taxi','s'),
('teeth','tooth','s'),
('tempi','tempo','s'),
('tenderfeet','tenderfoot','s'),
('testes','testis','s'),
('theses','thesis','s'),
('thieves','thief','s'),
('thoraces','thorax','s'),
('titmice','titmouse','s'),
('tootses','toots','s'),
('torsi','torso','s'),
('tricepses','triceps','s'),
('triumviri','triumvir','s'),
('trousseaux','trousseau','s'),
('turves','turf','s'),
('tympana','tympanum','s'),
('ultimata','ultimatum','s'),
('vacua','vacuum','s'),
('vertices','vertex','s'),
('vertigines','vertigo','s'),
('virtuosi','virtuoso','s'),
('vortices','vortex','s'),
('wagons-lits','wagon-lit','s'),
('weirdies','weirdie','s'),
('werewolves','werewolf','s'),
('wharves','wharf','s'),
('whippers-in','whipper-in','s'),
('wolves','wolf','s'),
('woodlice','woodlouse','s'),
('yogin','yogi','s'),
('zombies','zombie','s')
]
    irregular_verbs += irregular_verbs_wordnet(None)
    irregular_nouns += irregular_nouns_wordnet(None)

    def setitem(self,dict,key,value):
        dict[key]=value

if __name__=='__main__':
    import sys
    p=MontyLemmatiser()
    test_string='I am eating'
    print map(lambda the_tokenizer_str:p.lemmatise_word(the_tokenizer_str,),test_string.split())