Classify words by their spelling with features of syllables, phonemes, vowels, and stresses

spelling_clustering.py

from __future__ import print_function
import csv
import re
from time import time

from sklearn.feature_extraction import DictVectorizer
from sklearn.cluster import KMeans, MiniBatchKMeans
from numpy import random


def parse_features(line):
    raw_text = re.split('[ \n]+', line)
    if not raw_text[-1]:
        raw_text = raw_text[0:-1]
    if raw_text[0][-1] == ')':
        lexeme = raw_text[0][0:len(raw_text[0])-3]
    else:
        lexeme = raw_text[0]

    features = {}

    syllables = []
    stresses = []
    vowels = []
    syllable = []
    stress = 0
    vowel = None
    for j in range(1, len(raw_text)):
        letter = raw_text[j]
        if letter == '-':
            syllables.append(syllable)
            features["syl{}".format(len(syllables))] = ','.join(syllable)
            stresses.append(stress)
            vowels.append(vowel)
            features["vowels{}".format(len(vowels))] = vowel
            syllable = []
        else:
            if ord(letter[-1]) in range(55):
                stress = int(letter[-1])
                phone = letter[0:-1]
                vowel = letter[0:-1]
            else:
                phone = letter
            syllable.append(phone)
    syllables.append(syllable)
    features["syl-{}".format(len(syllables))] = ','.join(syllable)
    stresses.append(stress)
    features["stresses"] = stresses
    vowels.append(vowel)
    features["vowels-{}".format(len(vowels))] = vowel

    return {'word': lexeme.lower(), 'features': features}


def read_data(file_path):
    with open(file_path) as f:
        content = f.readlines()
    return content[115:]


def vectorize(data):
    vectorizer = DictVectorizer()
    return vectorizer.fit_transform([d['features'] for d in data])


def cluster(X, num_clusters, mini=False):
    if mini:
        km = MiniBatchKMeans(n_clusters=num_clusters, init='k-means++', n_init=1, init_size=1000, batch_size=1000, verbose=True)
    else:
        km = KMeans(n_clusters=num_clusters, init='k-means++', max_iter=100, n_init=1, verbose=True)
    print("Clustering sparse data with %s" % km)
    t0 = time()
    km.fit(X)
    print("done in %0.3fs" % (time() - t0))
    print()
    return km


###############################################################################
# Load the words and their spellings
file_content = read_data('cmudict.06d.syl')
all_data = [parse_features(line) for line in file_content]

# Get a manageable random sampling of the data and vectorize the features
sample_data = random.choice(all_data, 20000)
X = vectorize(sample_data)

# Cluster the data
clustered = cluster(X, 75, False)

# Now figure out which cluster the words were assigned to
d = clustered.predict(X)
like_words = {}
for idx, c in enumerate(d):
    w = like_words.get(c, list())
    w.append(sample_data[idx]['word'])
    like_words[c] = w

# Save the words organized by cluster
with open('word_clusters.csv', 'w') as fp:
    a = csv.writer(fp, delimiter=',')
    a.writerows(like_words.values())

word_clusters.csv

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her,transplants,alleco,vandalen,mander,valujet's,atkins's,transmitting,favro,attribution,vanpelt,bratcher,alloway,flashlights,albertus,agler,baxter,grandmaster,andrei,strasberg,agriculture,allergens,tallulah,landlocked,arrow,glasgow,shadows,gambia,stansbury,flammer,akebono,haroldson,habsburg,abernathy,sandell,dacron,blackboard,spaniards,landforms,albarran,hamburg,glamorized,banishing,campeau's,palko,garay,mascots,maxicare,halko,haploid,cantankerous,clambered,statzer,savviest,hampshire,anstead,plasterwork,aschenbrenner,backrest,mcilwain,adventurers,anchoring,frankino,staffers,halcyone,valueless,mackler,hanker,alpaca,alphonso,vangieson,aptiva,transcribers,langguth,sandbag,halftime,activity,battering,pragmatically,grandfathered,daddy-o's,zacharias,vandagriff,atlanta,vanwormer,radler,vanslooten,actinide,sanchez,candler,ravages,grandpa,panzer,admiral's,jaster,glassware,classaction,satterwhite,stamberg,backtracking,sangiovese,santorum,manhandled,hazard,hamre,tampering,champagne,bannerman,acker,faberge,naturalists,cameramen,chapoton,crammer,nacchio,passer,cambre,ballard,vandalen,havelock,mcilvain,ballew,tabloidization,gazprom,plantronics,staffordshire's,alkanes,sandinistas,quasimodo,handicapped,adverse,albania,macroeconomic,sacksteder,camber,dansforth's,fandango,ancestors,sandino,cameos,landsbergis,mattikalli,satirist,caches,flathead,standby,avco,tapper,hangover,answers,landmarks,hankering,pastures,rawalpindi,hansford,tatsuno,maxsaver,chacko,afghan,banctexas,accelerants,rascoe,granzow,tracker,clabough,antisense,mastergate,mattern,allergen,grandbaby,dapper,blando,napco,caster,sangster,radicalism,cacophony,kalkaska,gazprom,cafiero,handyman,madaris,brasow,galster,achtenberg,languishing,pathmark's,candyman,kadrmas,ragtag,agnew,valujet's,flashpoints,crackerjack,madlock,macedonians,magten,ramparts,kalmbach,tasker,abstain,savviest,hammering,graduates,capitoline,blanford,tattooed,malaise,nankervis,acceded,nacco,bandicoots,andreotti,gradual,chavez,papilloma,malbrough,bankhead,valentina,nasional,vandercook,magnetically,brasow,amorist,nashua's,asphalt,jaffray's,lamoureaux,barrymore,allmendinger,acco,hacker,hazard,bachelor,labarge,zastrow,ashbrook,manhood,mallard,handwerk,castro,amoruso,kalvar,antidepressants,vanorden,mcilveen,bathurst's,ackroyd's,galbreath,anglo,pacto,alford,caledonian's,hangsang's,anglicize,grandfather's,vanderpol,angiomedic,asberry,traxler,sandinistas',achorn,cascade's,daddy-o's,absolves,absolved,badgered,capitalization,clamshell,aborigine,backstairs,khabarovsk,hangartner,pastures,plantronic,antacid,safford,stacker,vanluven,transcribes,amirault,mandela's,pasteurization,fracturing
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ite,illogic,christakos,wittenburg,crispin,brisbane,remembered,shipbuildings,incidentals,pilgrimages,exchanges,phillip,liggett,villafranca,sisto,kilobyte,mitchelson,scipione,prismatic,ilalis',tippin,sinnett,limitations,windmill,illegals,introduce,wilshire,iliad,ipco,whitcraft,impotence,stephania,piddling,biernacki,glimpses,virulent,thickening,employs,simcox,hilinski,philyaw,nicoletti,slivovitz,enduring,sieving,synthesizer,spirited,immortal,heroes,lipoprotein,minidisc,presumed,pelagian,iraqis,sinewy,intrinsic,singular,skipping,ishmael,inconvenience,reneged,nicolson,drizzling,minium,ringling,yearlings,gibbard,syndrome,histamine,impeaches,wilhelmine,innovation,rewarding,sylvio,chinook,illustrates,lyricists,acknowledgement,nicolette,cypriot,kilo,reforms,crisscrossed,electrostatic,retarding,cheering,guillemette,erecting,rilling,lindenberg,viciously,chipello,brigades,chivalry,kidnapped,disruptions,iniss,emir,recordings,thinness,gittleman's,immunotherapy,stillborn,influential,sizzling,examiners',ishida,pigeonholed,nippondenso,philodendron,systemhouse's,phillipp,winning,bringing,nikkei,misgiving,predicting,withnail,isabella,kendzierski,springing,kickbacks,misdiagnosis,mimosa,milligram,cereals,relied,misspoken,disgraced,dingo,minella,ijames,lindbloom,dribbling,hilltop,lillian's,blissett,pilkenton,richwhite,winick,inno,symantec,medieval,vindication,gymboree,stilted,hiss's,mistresses,levitsky,smigelski,excites,insinuating,schlichting,tremendous,ticketmaster,intrieri,indignation,windisch,fitzwater,jelinski,milhous,indication,christopher's,pivoted,lisowski,incase,village's,disrepair,insubordinate,clinic's,initiated,prevatt,indefinable,lichtenstein,industrivaerden,inwood,fixation,heroically,enola,ecliptic,ippolito,hissing,inconvenient,willcox,insubstantial,climaxes,slippage,exaggerated,trillin,inclusiveness,knick-knack,ticket,wisinski,riviera,dismembering,whittaker,remark,enumerated,chitwood,sephardim,eldon,cincinnati's,infighting,kilograms,cristiani,inches',vinegar,fittipaldi,lindenberg,indigo,citicorp,cynicism,dembinski,insisted,discharging,integrators,shibanna,misspelling,inhofe,pitching,synchronic,mickelsen,viciousness,witchcraft,electrospace,integrated's,deptula,disbelieve,citic,cyrix,fittro,reflective,symbolized,cipollone,renown,iraqis,ishikura,kikatte,excessively,extruded,widow,flicking,etruscan,episcopo,fininvest,sileo,christians,dercole,extracts,lyricists,fidata,cryptosporidium,migneault,incrementalism,impracticable,irrevocably,disabled,nicotra,prevented,driftwood
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