hangman but worse

out.md

['fighting wars', 'fatality rate', 'killings have', 'murdered four', 'murdered last', 'believed dead', 'declared dead', 'dropping dead', 'presumed dead', 'reported dead', 'standing dead', 'thousand dead', 'disaster area', 'disaster plan', 'disaster site', 'disaster will', 'disaster zone', 'negative bias', 'violence does', 'violence have', 'violence here', 'violence last', 'violence must', 'violence over', 'violence unit', 'violence will', 'crushing debt', 'negative body', 'negative cash', 'negative film', 'negative life', 'negative mood', 'negative news', 'negative ones', 'negative peer', 'negative role', 'negative side', 'negative sign', 'negative test', 'negative tone', 'negative view', 'negative vote', 'negative ways', 'stealing cars', 'stealing food', 'virulent form', 'colonial wars', 'regional wars', 'tortured soul', 'physical harm', 'possible harm', 'pressure loss', 'suffered less', 'stealing more', 'casualty list', 'casualty rate', 'criminal acts', 'criminal case', 'criminal code', 'criminal gang', 'criminal laws', 'criminal mind', 'criminal past', 'criminal work', 'distress call', 'distress over', 'feelings hurt', 'chairman dick', 'constant pain', 'director dick', 'grieving over', 'personal pain', 'physical pain', 'pressure drop', 'shooting pain', 'shoulder pain', 'stabbing pain', 'treating pain', 'collapse back', 'constant fear', 'homemade bomb', 'hydrogen bomb', 'roadside bomb', 'scandals have', 'suffered last', 'suffered much', 'suffered over', 'downside risk', 'failures have', 'hopeless case', 'hopeless task', 'panicked look', 'troubled life', 'troubled look', 'troubled past', 'troubled soul', 'troubled time', 'troubles have', 'suffered more', 'complete fool', 'hysteria over', 'mourning dove', 'mourning over', 'worsened over', 'downcast eyes', 'polluter pays', 'question lies', 'punished more', 'disorder have', 'nonsense word', 'problems have', 'problems make', 'problems need', 'problems stem', 'refusing even', 'shocking news', 'shocking pink', 'strained left', 'tensions have', 'disaster like', 'violence like', 'complete mess', 'consumer debt', 'crushing blow', 'fighting aids', 'fighting back', 'fighting down', 'fighting drug', 'fighting here', 'fighting over', 'fighting unit', 'fighting will', 'gambling debt', 'mistakes have', 'mortgage debt', 'mounting debt', 'national debt', 'personal debt', 'trillion debt', 'catching fire', 'charcoal fire', 'covering fire', 'deadlock over', 'disputed land', 'hurtling down', 'national fire', 'returned fire', 'suspects have', 'worrying over', 'complete lack', 'complete loss', 'conflict does', 'conflict have', 'conflict here', 'conflict must', 'conflict over', 'conflict will', 'conflict zone', 'confused here', 'confused look', 'confused over', 'critical area', 'critical data', 'critical here', 'critical lens', 'critical link', 'critical look', 'critical mass', 'critical need', 'critical part', 'critical path', 'critical race', 'critical role', 'critical step', 'critical task', 'critical test', 'critical time', 'critical tool', 'critical view', 'critical work', 'distinct lack', 'grateful dead', 'jealousy over', 'moisture loss', 'personal loss', 'possible loss', 'profound loss', 'property loss', 'relative lack', 'reported lost', 'screamed back', 'screamed over', 'struggle over', 'struggle will', 'students lack', 'teachers lack', 'campaign stop', 'complete stop', 'computer nerd', 'medicaid cuts', 'medicare cuts', 'pressure cuff', 'pressure does', 'pressure door', 'pressure down', 'pressure gets', 'pressure goes', 'pressure have', 'pressure here', 'pressure over', 'pressure seal', 'pressure suit', 'pressure wave', 'pressure will', 'pressure zone', 'specific cuts', 'spending cuts', 'warnings have', 'battling over', 'business risk', 'constant risk', 'coronary risk', 'currency risk', 'disputes have', 'dramatic drop', 'fracture risk', 'lifetime risk', 'managing risk', 'moderate risk', 'personal risk', 'physical risk', 'possible risk', 'reducing risk', 'relative risk', 'residual risk', 'specific risk', 'students drop', 'vertical drop', 'conflict more', 'darkness fell', 'darkness over', 'resigned last', 'resigned over', 'pressure more', 'protests have', 'computer geek', 'strainer over', 'darkness more', 'collapse like', 'startled face', 'startled look', 'treasury debt', 'demanded more', 'lawsuits have', 'southern miss', 'stopping here', 'solution lies', 'cautious step', 'cultural bias', 'freezing cold', 'freezing rain', 'freezing time', 'freezing wind', 'personal bias', 'powerful bomb', 'response bias', 'sampling bias', 'skeptics have', 'straight loss', 'dwellers have', 'lobbying firm', 'becoming less', 'children less', 'consumed less', 'drinking less', 'mattered less', 'produced less', 'produces less', 'provides less', 'received less', 'receives less', 'reported less', 'required less', 'spending less', 'weighing less', 'fighters have', 'chilling time', 'bachelor days', 'bachelor life', 'backpack full', 'backpack over', 'backward down', 'backward over', 'backward step', 'backyard bird', 'backyard pool', 'bacteria have', 'balanced diet', 'balanced fund', 'balanced life', 'balanced look', 'balanced over', 'balanced view', 'baptists have', 'barbecue pork', 'barriers have', 'baseball back', 'baseball bats', 'baseball camp', 'baseball caps', 'baseball card', 'baseball club', 'baseball does', 'baseball fans', 'baseball game', 'baseball hall', 'baseball hats', 'baseball here', 'baseball last', 'baseball mitt', 'baseball park', 'baseball star', 'baseball team', 'baseball town', 'baseball will', 'baseline data', 'basement door', 'basement room', 'bathroom door', 'bathroom sink', 'bathroom wall', 'battened down', 'battered body', 'battered face', 'battered wife', 'becoming even', 'becoming much', 'becoming part', 'behavior does', 'behavior even', 'behavior have', 'behavior here', 'behavior must', 'behavior over', 'behavior will', 'believed then', 'belonged here', 'besieged city', 'biblical text', 'billiard ball', 'billiard room', 'birthday bash', 'birthday cake', 'birthday card', 'birthday girl', 'birthday last', 'birthday suit', 'blacktop road', 'blasting caps', 'bleached hair', 'bleeding edge', 'bleeding gums', 'blinking back', 'bloggers have', 'boarding gate', 'boarding pass', 'bombings have', 'boneless beef', 'boneless pork', 'borrowed time', 'bouillon cube', 'bouncing back', 'bouncing ball', 'bouncing down', 'bouncing over', 'boundary line', 'bounding down', 'bounding over', 'branches have', 'branding iron', 'break-in time', 'breaking ball', 'breaking camp', 'breaking dawn', 'breaking down', 'breaking even', 'breaking laws', 'breaking news', 'breaking open', 'breaking over', 'breakout role', 'breakout star', 'breakout year', 'breathed deep', 'breathed life', 'breathes life', 'breeders have', 'breeding bird', 'breeding pair', 'briefing book', 'briefing room', 'brimming over', 'bringing back', 'bringing down', 'bringing food', 'bringing home', 'bringing life', 'bringing over', 'bringing suit', 'brothers 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'children need', 'children pick', 'children ride', 'children show', 'children stay', 'children talk', 'children tell', 'children turn', 'children wait', 'children walk', 'children wear', 'children work', 'chiseled face', 'chopping down', 'chopping wood', 'churches have', 'cinnamon buns', 'cinnamon roll', 'circling back', 'circling over', 'circuits have', 'circular room', 'circular saws', 'citizens bank', 'citizens feel', 'citizens have', 'citizens need', 'civilian jobs', 'civilian life', 'civilian rule', 'civilian side', 'civilian work', 'clamping down', 'cleaning crew', 'cleaning lady', 'clearing land', 'clenched fist', 'clerical jobs', 'clerical work', 'clicking here', 'climatic data', 'climbers have', 'climbing back', 'climbing down', 'climbing fern', 'climbing gear', 'climbing over', 'climbing rope', 'climbing wall', 'clinical case', 'clinical cure', 'clinical data', 'clinical work', 'clothing line', 'clothing shop', 'clothing will', 'clusters have', 'coaching jobs', 'coaching role', 'cocktail cove', 'cocktail hour', 'coherent plan', 'collects data', 'colleges have', 'colleges need', 'colonial city', 'colonial days', 'colonial home', 'colonial life', 'colonial past', 'colonial rule', 'colonial town', 'colorful fish', 'colorful past', 'coloring book', 'combined cost', 'combined data', 'combined have', 'combined heat', 'commando raid', 'commando unit', 'comments have', 'commerce will', 'communal land', 'communal life', 'commuter rail', 'compiled data', 'complete bike', 'complete book', 'complete copy', 'complete data', 'complete form', 'complete game', 'complete halt', 'complete high', 'complete life', 'complete line', 'complete list', 'complete look', 'complete meal', 'complete reps', 'complete text', 'complete work', 'composer john', 'compound eyes', 'computer back', 'computer chip', 'computer code', 'computer corp', 'computer data', 'computer desk', 'computer disk', 'computer does', 'computer file', 'computer firm', 'computer game', 'computer gear', 'computer keys', 'computer labs', 'computer room', 'computer then', 'computer time', 'computer user', 'computer uses', 'computer whiz', 'computer will', 'computer work', 'concepts have', 'concerns have', 'concerts have', 'concrete base', 'concrete form', 'concrete plan', 'concrete slab', 'concrete step', 'concrete walk', 'concrete wall', 'concrete ways', 'confined area', 'congress acts', 'congress back', 'congress does', 'congress even', 'congress gets', 'congress goes', 'congress have', 'congress here', 'congress last', 'congress left', 'congress must', 'congress need', 'congress over', 'congress pass', 'congress says', 'congress sent', 'congress take', 'congress then', 'congress vote', 'congress will', 'constant flow', 'constant flux', 'constant need', 'constant over', 'constant rate', 'constant work', 'consumed much', 'consumer data', 'consumer does', 'consumer side', 'consumer will', 'contacts have', 'contains data', 'contains five', 'contains four', 'contains high', 'contains lots', 'contains over', 'contents file', 'contents have', 'contests have', 'contract does', 'contract ends', 'contract last', 'contract runs', 'contract says', 'contract will', 'contract work', 'contrary view', 'controls have', 'conveyor belt', 'cornmeal mush', 'cosmetic work', 'councils have', 'counties have', 'counting down', 'coursing down', 'coverage area', 'coverage does', 'coverage here', 'coverage over', 'coverage will', 'covering half', 'covering much', 'covering over', 'cracking down', 'cracking open', 'crackled over', 'crashing back', 'crashing down', 'crashing halt', 'crashing surf', 'crawling back', 'crawling down', 'crawling over', 'creators have', 'creeping back', 'creeping down', 'creeping over', 'creosote bush', 'crescent city', 'crescent moon', 'criteria have', 'crossing over', 'crouched down', 'crouched over', 'cruising down', 'crumbled blue', 'crumbled goat', 'cultural form', 'cultural icon', 'cultural item', 'cultural left', 'cultural life', 'cultural norm', 'cultural past', 'cultural turn', 'cultural work', 'cultures have', 'cupboard door', 'curators have', 'currency will', 'customer base', 'customer data', 'customer does', 'customer list', 'customer pays', 'customer will', 'cutbacks have', 'cyclists have', 'cylinder head', 'cylinder seal', 'dangling down', 'dangling over', 'darkened room', 'database will', 'dateline will', 'daughter back', 'daughter come', 'daughter does', 'daughter down', 'daughter gets', 'daughter goes', 'daughter have', 'daughter here', 'daughter home', 'daughter left', 'daughter must', 'daughter over', 'daughter says', 'daughter will', 'daunting task', 'daylight left', 'daylight time', 'deadbeat dads', 'deadline last', 'deadline will', 'deceased wife', 'deciding game', 'deciding vote', 'decision aids', 'decision does', 'decision here', 'decision last', 'decision left', 'decision must', 'decision over', 'decision rule', 'decision then', 'decision time', 'decision tree', 'decision will', 'declared last', 'declared 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'diseases have', 'displays have', 'disposal site', 'distance down', 'distance over', 'distance will', 'district does', 'district have', 'district meet', 'district must', 'district over', 'district race', 'district says', 'district will', 'dividing line', 'division lead', 'division over', 'division race', 'division will', 'dizzying pace', 'doctoral work', 'document does', 'document says', 'document will', 'dolphins have', 'domestic arts', 'domestic auto', 'domestic cats', 'domestic dogs', 'domestic food', 'domestic laws', 'domestic life', 'domestic ones', 'domestic side', 'domestic work', 'dominant firm', 'dominant form', 'dominant male', 'dominant mode', 'dominant over', 'dominant part', 'dominant role', 'dominant team', 'dominant view', 'dominion over', 'donation will', 'doubling back', 'doubling over', 'doubling time', 'doughnut hole', 'doughnut shop', 'downhill fast', 'downhill race', 'downtown area', 'downtown core', 'downtown park', 'downtown salt', 'downtown will', 'downturn will', 'dragging down', 'drainage hole', 'drainage pipe', 'dramatic arts', 'dramatic case', 'dramatic fall', 'dramatic film', 'dramatic form', 'dramatic move', 'dramatic rise', 'dramatic role', 'dramatic step', 'dramatic turn', 'dramatic ways', 'drawings have', 'dressing area', 'dressing down', 'dressing gown', 'dressing over', 'dressing room', 'dribbled down', 'drifting back', 'drifting down', 'drifting over', 'drifting snow', 'drilling down', 'drilling hole', 'drilling rigs', 'drilling site', 'drilling will', 'drinking beer', 'drinking cold', 'drinking days', 'drinking game', 'drinking lots', 'drinking milk', 'drinking wine', 'dripping down', 'drizzled over', 'drooling over', 'dropping back', 'dropping down', 'dropping fast', 'dropping over', 'dwindled down', 'facility here', 'facility must', 'facility will', 'factions have', 'familiar face', 'familiar form', 'familiar name', 'familiar ones', 'familiar part', 'familiar ring', 'familiar role', 'familiar song', 'familiar tune', 'familiar word', 'families cope', 'families face', 'families feel', 'families find', 'families have', 'families know', 'families move', 'families need', 'families stay', 'families work', 'farewell tour', 'fat-free milk', 'fat-free sour', 'featured here', 'features have', 'features make', 'feedback loop', 'feelings have', 'feminine form', 'feminine side', 'feminist film', 'fighting like', 'filtered back', 'filtered down', 'finances have', 'findings have', 'findings show', 'finished book', 'finished down', 'finished film', 'finished here', 'finished high', 'finished last', 'finished look', 'finished work', 'fireside chat', 'flashing back', 'flashing blue', 'flashing eyes', 'flashing neon', 'flipping back', 'flipping open', 'flipping over', 'floating down', 'floating line', 'floating over', 'floating past', 'flooding back', 'followed last', 'followed over', 'followed suit', 'football bowl', 'football camp', 'football club', 'football fans', 'football game', 'football hall', 'football 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area', 'heritage high', 'heritage list', 'heritage site', 'heritage will', 'highland park', 'hillside home', 'hitching post', 'holdings have', 'holistic view', 'hollered back', 'homeless have', 'homeless kids', 'homemade soup', 'hometown fans', 'hometown girl', 'hometown team', 'homicide case', 'homicide rate', 'homicide unit', 'hormones have', 'hospital beds', 'hospital bill', 'hospital days', 'hospital does', 'hospital gown', 'hospital have', 'hospital here', 'hospital last', 'hospital room', 'hospital says', 'hospital ship', 'hospital stay', 'hospital ward', 'hospital will', 'hostages have', 'hovering over', 'humanity will', 'hunching over', 'hunkered down', 'hunkered over', 'hurrying back', 'hurrying down', 'hurrying home', 'hurrying past', 'husbands have', 'hydrogen atom', 'hydrogen fuel', 'hydrogen ions', 'journals have', 'judgment call', 'judgment here', 'judgment will', 'judicial body', 'judicial role', 'juggling work', 'justices have', 'juvenile fish', 'juvenile hall', 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work', 'progress have', 'progress here', 'progress must', 'progress will', 'remained true', 'sentence like', 'promises more', 'birthday gift', 'building good', 'children safe', 'consumer good', 'creative acts', 'creative arts', 'creative labs', 'creative life', 'creative mind', 'creative nail', 'creative part', 'creative self', 'creative side', 'creative team', 'creative time', 'creative uses', 'creative ways', 'creative work', 'national safe', 'paradise lost', 'personal gift', 'planners hope', 'possible good', 'practice good', 'practice safe', 'provided good', 'provides good', 'received good', 'reported good', 'throwing good', 'favorite aunt', 'favorite band', 'favorite book', 'favorite city', 'favorite dish', 'favorite film', 'favorite food', 'favorite form', 'favorite game', 'favorite line', 'favorite meal', 'favorite pair', 'favorite part', 'favorite poem', 'favorite ride', 'favorite rock', 'favorite role', 'favorite room', 'favorite show', 'favorite soap', 'favorite song', 'favorite spot', 'favorite team', 'favorite time', 'favorite tool', 'favorite toys', 'favorite tree', 'favorite tune', 'favorite type', 'favorite ways', 'favorite word', 'goodness sake', 'graceful exit', 'promoted more', 'cracking wise', 'valuable data', 'valuable land', 'valuable part', 'valuable real', 'valuable role', 'valuable time', 'valuable tool', 'valuable work', 'bandaged hand', 'blessing over', 'clinical care', 'constant care', 'coronary care', 'customer care', 'dementia care', 'diabetes care', 'dominant hand', 'festival last', 'festival will', 'friendly face', 'friendly game', 'friendly tone', 'friendly wave', 'hospital care', 'laughing face', 'laughing over', 'maternal care', 'neonatal care', 'parental care', 'pastoral care', 'peaceful here', 'peaceful life', 'peaceful time', 'personal care', 'physical care', 'possible care', 'prenatal care', 'provided care', 'shooting hand', 'standard care', 'strength back', 'strength left', 'strength over', 'strength will', 'surgical care', 'tertiary care', 'throwing hand', 'withered hand', 'breaking free', 'download free', 'floating free', 'mountain tops', 'pleasant face', 'pleasant road', 'pleasant time', 'provided free', 'provides free', 'received free', 'remained free', 'talented cast', 'talented kids', 'talented team', 'devoting more', 'children gain', 'delicate hand', 'marrying kind', 'material gain', 'monetary gain', 'personal gain', 'specific kind', 'straight like', 'students gain', 'virtuous life', 'superior race', 'survived more', 'becoming rich', 'cultural hero', 'football hero', 'gracious host', 'hometown hero', 'military hero', 'national hero', 'personal hero', 'positive body', 'positive cash', 'positive drug', 'positive life', 'positive mood', 'positive move', 'positive news', 'positive note', 'positive ones', 'positive part', 'positive peer', 'positive rate', 'positive role', 'positive self', 'positive side', 'positive sign', 'positive spin', 'positive step', 'positive test', 'positive tone', 'positive view', 'positive ways', 'positive work', 'provides rich', 'pleasure boat', 'pleasure dome', 'champion mike', 'champion will', 'giggling like', 'grinning like', 'heavenly body', 'heavenly host', 'children love', 'comedies like', 'function best', 'glorious past', 'glorious time', 'maternal love', 'parental love', 'personal best', 'physical love', 'profound love', 'students love', 'creative play', 'laughter well', 'promised gift', 'laughing like', 'succeeds like', 'stronger hand', 'powerful hand', 'generous gift', 'romantic hero', 'favorite kind', 'romantic love']

word_analysis.py

from nltk.corpus import wordnet as wn
from pprint import pprint
from functools import lru_cache
from nltk.stem import WordNetLemmatizer
from nltk.sentiment import SentimentIntensityAnalyzer
import language_tool_python as ltp


print("generating ICs...")
ic = wn.ic(wn)
wnl = WordNetLemmatizer()
sia = SentimentIntensityAnalyzer()
tool = ltp.LanguageTool('en_US')

print("Loading bigrams...")
bigrams = []
with open('w2_.txt', 'rb') as f:
    for line in f:
        try:
            line = line.decode('utf-8')
            bigrams.append(line.strip().split('\t'))
        except UnicodeDecodeError:
            pass

@lru_cache(maxsize=100000)
def similarity(a, b):
    # Use path similarity to find the most similar combination
    # of synsets for the two words
    a = wn.synsets(a)
    b = wn.synsets(b)
    if not a or not b:
        return 0
    try:
        return max([x.path_similarity(y) for x in a for y in b])
    except:
        return 0

def isplural(word):
    lemma = wnl.lemmatize(word, 'n')
    plural = True if word != lemma else False
    return plural


print("Processing...")
output = []
for f, a, b in bigrams:
    # first word must be len 8, second must be len 4
    if len(a) != 8 or len(b) != 4:
        continue
    ss_a = wn.synsets(a)
    ss_b = wn.synsets(b)
    # first word must be adjective, noun, or verb
    if not {'a', 'n', 'v'} & {s.pos() for s in ss_a}:
        continue
    # second word must be noun
    if not {'n'} & {s.pos() for s in ss_b}:
        continue
    # first cannot start with a vowel
    if a[0] in ['a', 'e', 'i', 'o', 'u']:
        continue
    # second cannot be plural
    # if isplural(b):
    #     continue
    
    phrase = f'{a} {b}'
    sent = f'I heard them whispering that a {phrase} would be great for this.'

    # check grammar (LibreOffice grammer checker)
    matches = tool.check(sent)
    if matches:
        continue

    # sort by the sentiment score
    output.append((sia.polarity_scores(sent)['compound'], phrase))

output.sort(key=lambda x: x[0])
pprint(output)
print(list(([x[1] for x in output])))
print(len(output))