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Last active April 22, 2017 03:34
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Sample code for vectorizing emotion words, visualize emotion word vectors, and find most similar words for "angry".
happy
sad
disgust
anger
fear
surprise
optimistic
inspired
open
intimate
playful
sensitive
peaceful
hopeful
loving
powerful
provocative
courageous
accepted
respected
fulfilled
proud
confident
important
interested
inquisitive
amused
liberated
ecstatic
bored
apathetic
indifferent
lonely
abondoned
isolated
depressed
inferior
empty
despair
powerless
vulnerable
ignored
victimized
guilty
remorseful
ashamed
avoidance
aversion
hesitant
awful
revulsion
detestable
disappointed
repugnant
revolted
disapproval
judgmental
loathing
critical
skeptical
sarcastic
distant
withdrawn
withdrawn
suspicious
aggressive
provoked
hostile
mad
enraged
furious
hateful
violated
resentful
threatened
jealous
insecure
hurt
devastated
embarrassed
humiliated
ridiculed
disrespected
rejected
alienated
inadequate
submissive
insignificant
worthless
inadequate
anxious
worried
overwhelmed
scared
frightened
terrified
startled
shocked
dismayed
confused
disillusioned
perplexed
amazed
astonished
awe
excited
eager
energetic
import nltk
from nltk.corpus import wordnet as wn
emotion = wn.synsets("emotion")
hyp = emotion[0].hyponyms()
emotion_dict = dict([(syn.lemma_names()[0],syn.hyponyms()) for syn in hyp])
new_emotion_dict = emotion_dict.copy()
old_dict_len = len(emotion_dict)
while True:
for key, value in emotion_dict.iteritems():
add_dict = {}
for syn in emotion_dict[key]:
for lemma in syn.lemma_names():
add_dict.update(dict([(lemma, syn.hyponyms())]))
new_emotion_dict.update(add_dict)
#new_emotion_dict.update(dict([(syn.lemma_names()[0], syn.hyponyms()) for syn in emotion_dict[key]]))
new_dict_len = len(new_emotion_dict.copy())
old_dict_len = len(emotion_dict.copy())
print old_dict_len, new_dict_len
if new_dict_len == old_dict_len:
break
emotion_dict = new_emotion_dict.copy()
emotion_set = set([key for key, value in emotion_dict.iteritems()])
(dp0
S'ashamed'
p1
(lp2
(Vshamed
p3
F0.9586386680603027
tp4
a(Vunashamed
p5
F0.9446237683296204
tp6
a(Vshameless
p7
F0.883104681968689
tp8
a(Vmuhamed
p9
F0.8763131499290466
tp10
a(Vunashamedly
p11
F0.8740347027778625
tp12
a(Vshame
p13
F0.868544340133667
tp14
a(Vhamed
p15
F0.8660517334938049
tp16
a(Vashbless
p17
F0.8648479580879211
tp18
a(Vrashied
p19
F0.8577145934104919
tp20
a(Vshameful
p21
F0.8573799729347229
tp22
asS'playful'
p23
(lp24
(Vplayfully
p25
F0.8932796120643616
tp26
a(Vplayfulness
p27
F0.8827969431877136
tp28
a(Vjoyful
p29
F0.8789441585540771
tp30
a(Vartful
p31
F0.8772493600845337
tp32
a(Vfanciful
p33
F0.8741656541824341
tp34
a(Vquirky
p35
F0.866570234298706
tp36
a(Vstorytelling
p37
F0.8660796284675598
tp38
a(Vscornful
p39
F0.8597155213356018
tp40
a(Vfretful
p41
F0.8582776784896851
tp42
a(Vtactful
p43
F0.8576542735099792
tp44
asS'distant'
p45
(lp46
(Vdistants
p47
F0.8799384236335754
tp48
a(Vequidistant
p49
F0.8606788516044617
tp50
a(Vdistanced
p51
F0.8437123894691467
tp52
a(Vdistaff
p53
F0.8409502506256104
tp54
a(Vdistantly
p55
F0.8342676758766174
tp56
a(Vdistance
p57
F0.8259934782981873
tp58
a(Vnearer
p59
F0.8158040046691895
tp60
a(Vdistans
p61
F0.8140877485275269
tp62
a(Vdistancing
p63
F0.7933240532875061
tp64
a(Vdistances
p65
F0.7888178825378418
tp66
asS'fear'
p67
(lp68
(Vfears
p69
F0.9170656204223633
tp70
a(Vfearful
p71
F0.8846043348312378
tp72
a(Vfearlessness
p73
F0.8804411292076111
tp74
a(Vhopelessness
p75
F0.8671547174453735
tp76
a(Vdangerousness
p77
F0.8668439984321594
tp78
a(Vfearsome
p79
F0.8634119629859924
tp80
a(Voutrageousness
p81
F0.8633083701133728
tp82
a(Vfeare
p83
F0.8617379069328308
tp84
a(Vrecklessness
p85
F0.8576269149780273
tp86
a(Vlawlessness
p87
F0.8543869256973267
tp88
asS'overwhelmed'
p89
(lp90
(Voverwhelms
p91
F0.9552331566810608
tp92
a(Voverwhelm
p93
F0.9542240500450134
tp94
a(Voverwhelming
p95
F0.9399800300598145
tp96
a(Vunderwhelmed
p97
F0.9394484162330627
tp98
a(Voverwhelmingly
p99
F0.9147047996520996
tp100
a(Vunderwhelming
p101
F0.912231981754303
tp102
a(Voverawed
p103
F0.8865424394607544
tp104
a(Vunhindered
p105
F0.8733880519866943
tp106
a(Vunprovoked
p107
F0.86803138256073
tp108
a(Vovercame
p109
F0.8680214881896973
tp110
asS'hopeful'
p111
(lp112
(Vhopefuls
p113
F0.9469432234764099
tp114
a(Vwoeful
p115
F0.926443338394165
tp116
a(Veaseful
p117
F0.9242547750473022
tp118
a(Vneedful
p119
F0.9061346054077148
tp120
a(Vhopeless
p121
F0.9002081751823425
tp122
a(Vwishful
p123
F0.896986186504364
tp124
a(Vpoweful
p125
F0.8959261178970337
tp126
a(Vrueful
p127
F0.8951587677001953
tp128
a(Vprideful
p129
F0.8936542272567749
tp130
a(Vhopefully
p131
F0.8923405408859253
tp132
asS'eager'
p133
(lp134
(Vmeager
p135
F0.8999451398849487
tp136
a(Veagerly
p137
F0.8979363441467285
tp138
a(Vyeager
p139
F0.867048442363739
tp140
a(Vseager
p141
F0.8587709665298462
tp142
a(Vpersuaders
p143
F0.8376651406288147
tp144
a(Vmeleager
p145
F0.8346025943756104
tp146
a(Vovereager
p147
F0.8294211626052856
tp148
a(Vreluctant
p149
F0.8254588842391968
tp150
a(Vpersuades
p151
F0.8229508399963379
tp152
a(Veagels
p153
F0.8228935599327087
tp154
asS'disgust'
p155
(lp156
(Vdisgusted
p157
F0.9322673678398132
tp158
a(Vdisgusting
p159
F0.9104183316230774
tp160
a(Vdisgraceful
p161
F0.9006450772285461
tp162
a(Vdisbelieving
p163
F0.8973485231399536
tp164
a(Vdisguising
p165
F0.8962788581848145
tp166
a(Vdisguise
p167
F0.8904752731323242
tp168
a(Vhelpless
p169
F0.8832775950431824
tp170
a(Vangry
p171
F0.882877767086029
tp172
a(Vdespise
p173
F0.8784335851669312
tp174
a(Vunwitting
p175
F0.8771177530288696
tp176
asS'excited'
p177
(lp178
(Vexcite
p179
F0.9154286980628967
tp180
a(Vexcites
p181
F0.9057040214538574
tp182
a(Vexcitedly
p183
F0.8943217992782593
tp184
a(Vexciter
p185
F0.8941282629966736
tp186
a(Vexciting
p187
F0.8769246339797974
tp188
a(Vexcitebike
p189
F0.8699336051940918
tp190
a(Vexcitons
p191
F0.8659350275993347
tp192
a(Venergized
p193
F0.8582545518875122
tp194
a(Vexcitable
p195
F0.8550034761428833
tp196
a(Vexciton
p197
F0.8434048891067505
tp198
asS'inferior'
p199
(lp200
(Vinferiorly
p201
F0.9551480412483215
tp202
a(Vinferioris
p203
F0.921005129814148
tp204
a(Vinferiors
p205
F0.9155964255332947
tp206
a(Vinferiority
p207
F0.8689261674880981
tp208
a(Vsuperior
p209
F0.8555288910865784
tp210
a(Vulterior
p211
F0.8496132493019104
tp212
a(Vsuperiorly
p213
F0.8400042057037354
tp214
a(Vsuperioris
p215
F0.8161502480506897
tp216
a(Vciterior
p217
F0.8154042363166809
tp218
a(Vposterior
p219
F0.7924737930297852
tp220
asS'submissive'
p221
(lp222
(Vsubmissives
p223
F0.9654967784881592
tp224
a(Vsubmissiveness
p225
F0.9131619334220886
tp226
a(Vdismissive
p227
F0.8700442314147949
tp228
a(Vinessive
p229
F0.8507806658744812
tp230
a(Vsubversive
p231
F0.849942147731781
tp232
a(Vtransgressive
p233
F0.8489582538604736
tp234
a(Voverbid
p235
F0.8433496356010437
tp236
a(Vinsofar
p237
F0.8414939045906067
tp238
a(Vsubmission
p239
F0.8412051200866699
tp240
a(Vinappropriate
p241
F0.8398652672767639
tp242
asS'lonely'
p243
(lp244
(Vlonelyhearts
p245
F0.9299143552780151
tp246
a(Vonely
p247
F0.8914491534233093
tp248
a(Vlonesome
p249
F0.8741836547851562
tp250
a(Vlovely
p251
F0.8679271936416626
tp252
a(Veverly
p253
F0.8572295904159546
tp254
a(Vkidwelly
p255
F0.8530754446983337
tp256
a(Vloneliest
p257
F0.8465001583099365
tp258
a(Vgoodnight
p259
F0.844700038433075
tp260
a(Vwildhearts
p261
F0.8432491421699524
tp262
a(Vlonelyplanet
p263
F0.8420171141624451
tp264
asS'devastated'
p265
(lp266
(Vdevastate
p267
F0.9509416222572327
tp268
a(Vdevastates
p269
F0.9369845390319824
tp270
a(Vdevastating
p271
F0.9358221888542175
tp272
a(Vdevasted
p273
F0.9313010573387146
tp274
a(Vdevastation
p275
F0.903738260269165
tp276
a(Vdevastatingly
p277
F0.8967491388320923
tp278
a(Vdevastator
p279
F0.8961024284362793
tp280
a(Vdevasting
p281
F0.8848149180412292
tp282
a(Vdevasthanams
p283
F0.8806369304656982
tp284
a(Vdevastators
p285
F0.8805797696113586
tp286
asS'sarcastic'
p287
(lp288
(Vsarcasm
p289
F0.9213001728057861
tp290
a(Vsarcasms
p291
F0.8845175504684448
tp292
a(Vsarcastically
p293
F0.8722832202911377
tp294
a(Vquizzical
p295
F0.8631709814071655
tp296
a(g33
F0.8608736395835876
tp297
a(Vsardonic
p298
F0.8607098460197449
tp299
a(g31
F0.8562152981758118
tp300
a(Vplayful
p301
F0.8550668358802795
tp302
a(Vguileless
p303
F0.8547532558441162
tp304
a(Vunsubtle
p305
F0.8519861698150635
tp306
asS'awful'
p307
(lp308
(Vsorrowful
p309
F0.9195579290390015
tp310
a(g29
F0.9069573879241943
tp311
a(Vhurtful
p312
F0.8991798162460327
tp313
a(Vdeceitful
p314
F0.897457480430603
tp315
a(Vforgetful
p316
F0.8971105217933655
tp317
a(Vhateful
p318
F0.8943970799446106
tp319
a(Vdreadful
p320
F0.8926838040351868
tp321
a(Vhatful
p322
F0.892376184463501
tp323
a(Vwatchful
p324
F0.8906388282775879
tp325
a(Vtarfful
p326
F0.8891717791557312
tp327
asS'accepted'
p328
(lp329
(Vunaccepted
p330
F0.9318784475326538
tp331
a(Vacceptence
p332
F0.8577990531921387
tp333
a(Vaccept
p334
F0.8525240421295166
tp335
a(Vrejected
p336
F0.8465593457221985
tp337
a(Vaccepting
p338
F0.8416464328765869
tp339
a(Vaccepts
p340
F0.8345533609390259
tp341
a(Vacknowledged
p342
F0.8224170207977295
tp343
a(Vunacknowledged
p344
F0.8199319243431091
tp345
a(Vforeordained
p346
F0.8173561692237854
tp347
a(Vpreordained
p348
F0.8153624534606934
tp349
asS'disappointed'
p350
(lp351
(Vdisappointing
p352
F0.9463794827461243
tp353
a(Vdisappoint
p354
F0.9357845783233643
tp355
a(Vdisappointingly
p356
F0.9327695369720459
tp357
a(Vdisappointment
p358
F0.9249255657196045
tp359
a(Vdisapointed
p360
F0.9081668257713318
tp361
a(Vreappointed
p362
F0.9064453840255737
tp363
a(Vdisappointments
p364
F0.9052156805992126
tp365
a(Vdismayed
p366
F0.8966781497001648
tp367
a(Voverjoyed
p368
F0.8900542259216309
tp369
a(Voverstayed
p370
F0.8747419118881226
tp371
asS'courageous'
p372
(lp373
(Vcourageously
p374
F0.9259734153747559
tp375
a(Vcourage
p376
F0.9139151573181152
tp377
a(Voutrageous
p378
F0.9065783023834229
tp379
a(Vimpetuous
p380
F0.8882232904434204
tp381
a(Vfrumious
p382
F0.8839721083641052
tp383
a(g71
F0.8820716142654419
tp384
a(Vimpecunious
p385
F0.8795530796051025
tp386
a(Vtearful
p387
F0.877609133720398
tp388
a(Vcourageux
p389
F0.8754690289497375
tp390
a(Vwilful
p391
F0.8734413981437683
tp392
asS'revulsion'
p393
(lp394
(Vavulsion
p395
F0.9598937034606934
tp396
a(Vimpulsion
p397
F0.9344591498374939
tp398
a(Vconvulsion
p399
F0.9279012680053711
tp400
a(Vorimulsion
p401
F0.902095377445221
tp402
a(Vconvulsions
p403
F0.8994749188423157
tp404
a(Vasphyxiation
p405
F0.8973777294158936
tp406
a(Vcompulsion
p407
F0.8916099667549133
tp408
a(Vconvulse
p409
F0.889512300491333
tp410
a(Vdeamination
p411
F0.8857021927833557
tp412
a(Vprofusion
p413
F0.8851373791694641
tp414
asS'skeptical'
p415
(lp416
(Vskeptic
p417
F0.9396728873252869
tp418
a(Vskeptics
p419
F0.9328908920288086
tp420
a(Vskepticism
p421
F0.9085765480995178
tp422
a(Vsceptical
p423
F0.8919789791107178
tp424
a(Vunscientific
p425
F0.8736050724983215
tp426
a(Vnonscientific
p427
F0.8619275093078613
tp428
a(Vscientifiction
p429
F0.8618531227111816
tp430
a(Vscientifical
p431
F0.857719898223877
tp432
a(Vscientific
p433
F0.8518810272216797
tp434
a(Vprescientific
p435
F0.8488666415214539
tp436
asS'worried'
p437
(lp438
(Vworrying
p439
F0.8865655064582825
tp440
a(Vworries
p441
F0.8809607028961182
tp442
a(g157
F0.8743578791618347
tp443
a(Vstupefied
p444
F0.8685498237609863
tp445
a(Vscurried
p446
F0.8648735880851746
tp447
a(Vmiscarried
p448
F0.8644924163818359
tp449
a(Vrisked
p450
F0.8638656735420227
tp451
a(Vembarrassed
p452
F0.8629697561264038
tp453
a(Vdecried
p454
F0.8623021841049194
tp455
a(Vbothered
p456
F0.8600969314575195
tp457
asS'anxious'
p458
(lp459
(g161
F0.9187310934066772
tp460
a(Vpretentious
p461
F0.9135845303535461
tp462
a(Vobnoxious
p463
F0.9127536416053772
tp464
a(Vmistrusting
p465
F0.9125163555145264
tp466
a(Vodious
p467
F0.9114449620246887
tp468
a(Vunpretentious
p469
F0.9060142040252686
tp470
a(Vopprobrious
p471
F0.905331015586853
tp472
a(g71
F0.9052013158798218
tp473
a(Vmistrustful
p474
F0.9031261205673218
tp475
a(g157
F0.9023736715316772
tp476
asS'disillusioned'
p477
(lp478
(Vdisillusion
p479
F0.8963055610656738
tp480
a(Vdisinterested
p481
F0.877057671546936
tp482
a(g157
F0.8739862442016602
tp483
a(Vimpassioned
p484
F0.8734533786773682
tp485
a(Vdisillusionment
p486
F0.870104968547821
tp487
a(Vdisquieted
p488
F0.8690828084945679
tp489
a(Vdisenchanted
p490
F0.8647980690002441
tp491
a(Vintrigued
p492
F0.8629836440086365
tp493
a(Vblundered
p494
F0.8619921803474426
tp495
a(Vembittered
p496
F0.8593573570251465
tp497
asS'ignored'
p498
(lp499
(Vignore
p500
F0.9121323227882385
tp501
a(Vignores
p502
F0.8818629384040833
tp503
a(Vdisfavored
p504
F0.8761616945266724
tp505
a(Vdisapproved
p506
F0.8761318922042847
tp507
a(Vignoring
p508
F0.8739860653877258
tp509
a(Vdisparaged
p510
F0.8703218698501587
tp511
a(Vdisregarded
p512
F0.8683801293373108
tp513
a(Vunapproved
p514
F0.8680679202079773
tp515
a(g360
F0.8677768111228943
tp516
a(Vuncited
p517
F0.8666855096817017
tp518
asS'insignificant'
p519
(lp520
(Vsignificant
p521
F0.9411640763282776
tp522
a(Vinsignificantly
p523
F0.930945098400116
tp524
a(Vsignificand
p525
F0.9289605021476746
tp526
a(Vinsignificance
p527
F0.9255997538566589
tp528
a(Vsignificance
p529
F0.8817266225814819
tp530
a(Vsignificantly
p531
F0.8748138546943665
tp532
a(Vmagnificant
p533
F0.8737964630126953
tp534
a(Vsubstantial
p535
F0.8645061254501343
tp536
a(Vsignificator
p537
F0.860288143157959
tp538
a(Vsubtantial
p539
F0.8588321805000305
tp540
asS'violated'
p541
(lp542
(Vviolate
p543
F0.9358489513397217
tp544
a(Vviolates
p545
F0.9250558018684387
tp546
a(Vviolating
p547
F0.9205659627914429
tp548
a(Vviolation
p549
F0.9038568735122681
tp550
a(Vviolations
p551
F0.8890933990478516
tp552
a(Vinviolate
p553
F0.8846787810325623
tp554
a(Vviolators
p555
F0.8458808660507202
tp556
a(Vincriminated
p557
F0.8426626324653625
tp558
a(Vdecriminalized
p559
F0.8367632031440735
tp560
a(Vinfringed
p561
F0.8304015398025513
tp562
asS'loathing'
p563
(lp564
(Vlathing
p565
F0.9118145704269409
tp566
a(Vsomthing
p567
F0.9067825078964233
tp568
a(Vscathing
p569
F0.9063618183135986
tp570
a(Vloathsome
p571
F0.9056552648544312
tp572
a(Vloathes
p573
F0.8973727822303772
tp574
a(Vsleuthing
p575
F0.8909159898757935
tp576
a(Vshampooing
p577
F0.8853638768196106
tp578
a(Vforgetting
p579
F0.8848617076873779
tp580
a(Vloathe
p581
F0.8844037055969238
tp582
a(Vwombling
p583
F0.8834848403930664
tp584
asS'aggressive'
p585
(lp586
(Vaggressively
p587
F0.9402733445167542
tp588
a(Vaggressiveness
p589
F0.9170743823051453
tp590
a(Vagressive
p591
F0.8999464511871338
tp592
a(Vaggression
p593
F0.8915500640869141
tp594
a(Vegressive
p595
F0.8753837943077087
tp596
a(Voppressive
p597
F0.8752815127372742
tp598
a(Vaggressions
p599
F0.8743266463279724
tp600
a(Vregressive
p601
F0.8536690473556519
tp602
a(Vsuperessive
p603
F0.8472988605499268
tp604
a(Vnonaggression
p605
F0.8465976715087891
tp606
asS'frightened'
p607
(lp608
(Vfrighten
p609
F0.9276071786880493
tp610
a(Vfrightening
p611
F0.9248871803283691
tp612
a(Vfrightens
p613
F0.923211395740509
tp614
a(Vfrighteners
p615
F0.9033101201057434
tp616
a(Vbrightened
p617
F0.8976153135299683
tp618
a(Vfrighteningly
p619
F0.8952611088752747
tp620
a(Vlightened
p621
F0.8892775774002075
tp622
a(Vchastened
p623
F0.8874518871307373
tp624
a(Vunfastened
p625
F0.8803215026855469
tp626
a(Vunfurled
p627
F0.8793826699256897
tp628
asS'liberated'
p629
(lp630
(Vliberates
p631
F0.9189829230308533
tp632
a(Vliberate
p633
F0.9128109812736511
tp634
a(Vliberating
p635
F0.882820188999176
tp636
a(Vberated
p637
F0.8819119930267334
tp638
a(Vliberat
p639
F0.8732458353042603
tp640
a(Vliberation
p641
F0.8637624979019165
tp642
a(Vpurged
p643
F0.8576002717018127
tp644
a(Vlibeled
p645
F0.8526470065116882
tp646
a(Vdeliberated
p647
F0.850460946559906
tp648
a(Vrioted
p649
F0.8492082357406616
tp650
asS'critical'
p651
(lp652
(Vuncritical
p653
F0.9448683261871338
tp654
a(Vtextcritical
p655
F0.9198755621910095
tp656
a(Vcriticality
p657
F0.9132471680641174
tp658
a(Vsubcritical
p659
F0.8908548355102539
tp660
a(Vcriticsm
p661
F0.863812267780304
tp662
a(Vcritiquing
p663
F0.8569255471229553
tp664
a(Vhypocritical
p665
F0.8539276123046875
tp666
a(Vcriticism
p667
F0.8430693745613098
tp668
a(Vcriticising
p669
F0.8425299525260925
tp670
a(Vcriticisms
p671
F0.8401743769645691
tp672
asS'surprise'
p673
(lp674
(Vsurprised
p675
F0.933040976524353
tp676
a(Vsurprises
p677
F0.9245104789733887
tp678
a(Vsurprisal
p679
F0.9054095149040222
tp680
a(Vsurprising
p681
F0.9037705063819885
tp682
a(Vunsurprising
p683
F0.8654994964599609
tp684
a(Vsurpise
p685
F0.8622063994407654
tp686
a(Vsurprisingly
p687
F0.8498784303665161
tp688
a(Vunexpectedly
p689
F0.8409784436225891
tp690
a(g121
F0.8366403579711914
tp691
a(Vunexpected
p692
F0.8356329202651978
tp693
asS'avoidance'
p694
(lp695
(Vavoidant
p696
F0.9145490527153015
tp697
a(Vavoiding
p698
F0.8948665261268616
tp699
a(Vavoidable
p700
F0.8927974700927734
tp701
a(Vavoids
p702
F0.8845000863075256
tp703
a(Vminimising
p704
F0.881525993347168
tp705
a(Vrepetitiveness
p706
F0.8792597055435181
tp707
a(Vmisguidance
p708
F0.8777307271957397
tp709
a(Vcoercing
p710
F0.8737960457801819
tp711
a(Vdelimiting
p712
F0.8732749819755554
tp713
a(Vunavoidable
p714
F0.8729647397994995
tp715
asS'repugnant'
p716
(lp717
(Vindignant
p718
F0.904208242893219
tp719
a(Vrepugnance
p720
F0.8928018808364868
tp721
a(g474
F0.8764280080795288
tp722
a(Vfeebleminded
p723
F0.8751797080039978
tp724
a(Vresentful
p725
F0.873444676399231
tp726
a(Vattaingnant
p727
F0.8734096884727478
tp728
a(Vbejant
p729
F0.8727585077285767
tp730
a(g161
F0.8709041476249695
tp731
a(Vhesitant
p732
F0.8679481744766235
tp733
a(Vrepudiate
p734
F0.8660067915916443
tp735
asS'apathetic'
p736
(lp737
(Vempathetic
p738
F0.9714473485946655
tp739
a(Vpathetic
p740
F0.9653738737106323
tp741
a(Vunsympathetic
p742
F0.9345934391021729
tp743
a(Vparasympathetic
p744
F0.9265016317367554
tp745
a(Vsympathetic
p746
F0.9120047092437744
tp747
a(Vantipathetic
p748
F0.9114559292793274
tp749
a(Vempathic
p750
F0.8927024006843567
tp751
a(Vsympathetics
p752
F0.8892412781715393
tp753
a(Vsthetic
p754
F0.8741928935050964
tp755
a(Vkinesthetic
p756
F0.8716019988059998
tp757
asS'intimate'
p758
(lp759
(Vintimates
p760
F0.9353469610214233
tp761
a(Vintimated
p762
F0.9076024293899536
tp763
a(Vintimating
p764
F0.8953530192375183
tp765
a(Vintimacy
p766
F0.8864388465881348
tp767
a(Vintima
p768
F0.8790364265441895
tp769
a(Vintime
p770
F0.869812548160553
tp771
a(Vintimal
p772
F0.8617797493934631
tp773
a(Vintimation
p774
F0.8570601344108582
tp775
a(Vacquaintances
p776
F0.8516616225242615
tp777
a(Vacquaintance
p778
F0.8487452268600464
tp779
asS'victimized'
p780
(lp781
(Vvictimised
p782
F0.9364486932754517
tp783
a(Vvictimizing
p784
F0.9298519492149353
tp785
a(Vvictimless
p786
F0.9225959777832031
tp787
a(Vvictimhood
p788
F0.89450603723526
tp789
a(Vitemized
p790
F0.8914094567298889
tp791
a(Vsodomized
p792
F0.8815222978591919
tp793
a(g557
F0.8720291256904602
tp794
a(Vuncoerced
p795
F0.8698322176933289
tp796
a(Vminimized
p797
F0.8663593530654907
tp798
a(Vvictimes
p799
F0.8650878667831421
tp800
asS'threatened'
p801
(lp802
(Vthreaten
p803
F0.9490818977355957
tp804
a(Vthreated
p805
F0.9470300674438477
tp806
a(Vthreatens
p807
F0.9225236773490906
tp808
a(Vthreatening
p809
F0.9025248885154724
tp810
a(Vfeared
p811
F0.874065101146698
tp812
a(Vthreat
p813
F0.8643225431442261
tp814
a(Vthreateningly
p815
F0.8636576533317566
tp816
a(Vthreats
p817
F0.850836455821991
tp818
a(Vdeadlocked
p819
F0.8458476662635803
tp820
a(Vundermined
p821
F0.8457911610603333
tp822
asS'terrified'
p823
(lp824
(Vhorrified
p825
F0.9364319443702698
tp826
a(Vterrifies
p827
F0.9053760170936584
tp828
a(Vterrific
p829
F0.8958734273910522
tp830
a(g444
F0.8808187246322632
tp831
a(Vterribly
p832
F0.8750826716423035
tp833
a(Vbehooved
p834
F0.8750420212745667
tp835
a(Vdazed
p836
F0.8740729689598083
tp837
a(Vhorrifies
p838
F0.8722500205039978
tp839
a(Vzombified
p840
F0.8697202205657959
tp841
a(Vterrify
p842
F0.8682641983032227
tp843
asS'hostile'
p844
(lp845
(Vhostiles
p846
F0.9296355843544006
tp847
a(Vhostility
p848
F0.8937439322471619
tp849
a(Vhostilites
p850
F0.8776847720146179
tp851
a(Vhostilities
p852
F0.8658086061477661
tp853
a(g107
F0.8433069586753845
tp854
a(Vdisarmingly
p855
F0.8416566848754883
tp856
a(g471
F0.8398992419242859
tp857
a(Vdisengaged
p858
F0.8382306694984436
tp859
a(Voutbid
p860
F0.8362857103347778
tp861
a(Vineffectual
p862
F0.8328781127929688
tp863
asS'hesitant'
p864
(lp865
(Vhesitance
p866
F0.906692385673523
tp867
a(Vhesitate
p868
F0.897468090057373
tp869
a(Vhesitating
p870
F0.8964521884918213
tp871
a(Vhesitantly
p872
F0.8955961465835571
tp873
a(Vunrepentant
p874
F0.8953774571418762
tp875
a(Vhesitated
p876
F0.8950972557067871
tp877
a(g149
F0.8922886848449707
tp878
a(Vhesitancy
p879
F0.8864603638648987
tp880
a(Vevildoer
p881
F0.8853363990783691
tp882
a(g314
F0.883061945438385
tp883
asS'inspired'
p884
(lp885
(Vinspires
p886
F0.9185073375701904
tp887
a(Vinspire
p888
F0.91749507188797
tp889
a(Vinspirer
p890
F0.9149779081344604
tp891
a(Vuninspired
p892
F0.9069911241531372
tp893
a(Vinspiron
p894
F0.9024991393089294
tp895
a(Vlinspire
p896
F0.8863059282302856
tp897
a(Vinspiring
p898
F0.8774903416633606
tp899
a(Vinspite
p900
F0.8597871661186218
tp901
a(Vreminisced
p902
F0.8570078611373901
tp903
a(Vinspiration
p904
F0.8556507229804993
tp905
asS'guilty'
p906
(lp907
(Vguilt
p908
F0.9156534671783447
tp909
a(Vconviction
p910
F0.876365065574646
tp911
a(Vconvicted
p912
F0.8745453357696533
tp913
a(Vconvict
p914
F0.8732312321662903
tp915
a(Vperjury
p916
F0.8725299835205078
tp917
a(Vquilty
p918
F0.8676257133483887
tp919
a(Vconvicting
p920
F0.867590606212616
tp921
a(Vmisdemeanor
p922
F0.8670727610588074
tp923
a(Vmisdemeanour
p924
F0.855422854423523
tp925
a(Vhilty
p926
F0.8469393849372864
tp927
asS'fulfilled'
p928
(lp929
(Vunfulfilled
p930
F0.9653266668319702
tp931
a(Vfulfills
p932
F0.9526395201683044
tp933
a(Vfulfill
p934
F0.9468139410018921
tp935
a(Vfulfils
p936
F0.9430853724479675
tp937
a(Vfulfilling
p938
F0.9429293870925903
tp939
a(Vfulfil
p940
F0.9223582744598389
tp941
a(Vfulfillment
p942
F0.9165127277374268
tp943
a(Vfulfillingness
p944
F0.9135449528694153
tp945
a(Vunfulfilling
p946
F0.9088633060455322
tp947
a(Vfulfilment
p948
F0.907014787197113
tp949
asS'sensitive'
p950
(lp951
(Vinsensitive
p952
F0.9671481847763062
tp953
a(Voversensitive
p954
F0.9401895403862
tp955
a(Vsensitively
p956
F0.9391165375709534
tp957
a(Vphotosensitive
p958
F0.9331046938896179
tp959
a(Vsensitivity
p960
F0.9155034422874451
tp961
a(Vsensitized
p962
F0.9120041728019714
tp963
a(Vsensitizing
p964
F0.9100637435913086
tp965
a(Vsensitiveness
p966
F0.9065739512443542
tp967
a(Vinsensitivity
p968
F0.9020490050315857
tp969
a(Vsensitize
p970
F0.9014912843704224
tp971
asS'despair'
p972
(lp973
(Vdespairs
p974
F0.939047634601593
tp975
a(Vdespairing
p976
F0.9289008378982544
tp977
a(Vdespaired
p978
F0.915596604347229
tp979
a(g173
F0.888303279876709
tp980
a(Vjealousy
p981
F0.880280077457428
tp982
a(Vdespu
p983
F0.8700172305107117
tp984
a(Vdesp
p985
F0.8694483041763306
tp986
a(Vdespard
p987
F0.8676328659057617
tp988
a(Vdespun
p989
F0.8620457053184509
tp990
a(g161
F0.8596134781837463
tp991
asS'remorseful'
p992
(lp993
(Vremorseless
p994
F0.9541239142417908
tp995
a(Vgleeful
p996
F0.9261350631713867
tp997
a(Vremorse
p998
F0.923518180847168
tp999
a(g115
F0.9156020879745483
tp1000
a(g117
F0.9062502384185791
tp1001
a(Vperfidious
p1002
F0.9061874747276306
tp1003
a(Vspiteful
p1004
F0.9046616554260254
tp1005
a(Vungratefulness
p1006
F0.9041232466697693
tp1007
a(g463
F0.9018719792366028
tp1008
a(Vincautious
p1009
F0.9014741778373718
tp1010
asS'enraged'
p1011
(lp1012
(Vraged
p1013
F0.9003499150276184
tp1014
a(Voutraged
p1015
F0.8907312154769897
tp1016
a(Vdespoiled
p1017
F0.8870579600334167
tp1018
a(Venfeebled
p1019
F0.8850932121276855
tp1020
a(g157
F0.8815565705299377
tp1021
a(Vhaughtily
p1022
F0.87362140417099
tp1023
a(g876
F0.8729953765869141
tp1024
a(g452
F0.8707592487335205
tp1025
a(Vdisgraced
p1026
F0.866360068321228
tp1027
a(Venrage
p1028
F0.8658275008201599
tp1029
asS'ridiculed'
p1030
(lp1031
(Vridicule
p1032
F0.9378275871276855
tp1033
a(Vridiculous
p1034
F0.9029095768928528
tp1035
a(Vridiculously
p1036
F0.8910707235336304
tp1037
a(Vridiculing
p1038
F0.8906822800636292
tp1039
a(Vridicules
p1040
F0.889082670211792
tp1041
a(Vdisliked
p1042
F0.870656430721283
tp1043
a(Vdespised
p1044
F0.8619101643562317
tp1045
a(Vlikeminded
p1046
F0.8613278865814209
tp1047
a(Vunwonted
p1048
F0.8605704307556152
tp1049
a(g378
F0.8591743111610413
tp1050
asS'powerful'
p1051
(lp1052
(Vpowerfull
p1053
F0.9623488783836365
tp1054
a(Vpowerfully
p1055
F0.9202656149864197
tp1056
a(Vpowerless
p1057
F0.8494236469268799
tp1058
a(Vformidable
p1059
F0.8279387950897217
tp1060
a(g125
F0.8272721767425537
tp1061
a(Vinescapably
p1062
F0.8033227324485779
tp1063
a(Vpowering
p1064
F0.793118417263031
tp1065
a(Vformidably
p1066
F0.7930278182029724
tp1067
a(Vsuperpowered
p1068
F0.7875494956970215
tp1069
a(Vinescapable
p1070
F0.7859868407249451
tp1071
asS'embarrassed'
p1072
(lp1073
(Vembarrass
p1074
F0.9549604058265686
tp1075
a(Vembarrassing
p1076
F0.9547133445739746
tp1077
a(Vembarrasses
p1078
F0.9459576606750488
tp1079
a(Vembarrassment
p1080
F0.9207173585891724
tp1081
a(Vharrassed
p1082
F0.9123321175575256
tp1083
a(Vembarras
p1084
F0.9101749062538147
tp1085
a(Vembarrassingly
p1086
F0.9095762372016907
tp1087
a(Vembarrassments
p1088
F0.9059447050094604
tp1089
a(g876
F0.8977411389350891
tp1090
a(g1015
F0.8923196792602539
tp1091
asS'inquisitive'
p1092
(lp1093
(Vinquisition
p1094
F0.9054929614067078
tp1095
a(Vinquisitional
p1096
F0.9001774191856384
tp1097
a(Vinquisitions
p1098
F0.8837352991104126
tp1099
a(Vinquisitio
p1100
F0.880756676197052
tp1101
a(Vinquisitorial
p1102
F0.8722618222236633
tp1103
a(Vdisquisition
p1104
F0.8644388914108276
tp1105
a(Vinquisitors
p1106
F0.8594560623168945
tp1107
a(Vinquisitor
p1108
F0.854384183883667
tp1109
a(Vvindictive
p1110
F0.8534943461418152
tp1111
a(Vprerequisite
p1112
F0.8406561613082886
tp1113
asS'open'
p1114
(lp1115
(Vfopen
p1116
F0.8621168732643127
tp1117
a(Vjopen
p1118
F0.7966933846473694
tp1119
a(Vopenmp
p1120
F0.7880865931510925
tp1121
a(Vopendx
p1122
F0.7863348722457886
tp1123
a(Vopenssh
p1124
F0.7846251726150513
tp1125
a(Vopennap
p1126
F0.7772387266159058
tp1127
a(Vopenvpn
p1128
F0.7752925157546997
tp1129
a(Vszopen
p1130
F0.7735279202461243
tp1131
a(Vopenexr
p1132
F0.7704536318778992
tp1133
a(Vopenpgp
p1134
F0.7690977454185486
tp1135
asS'withdrawn'
p1136
(lp1137
(Vwithdrawl
p1138
F0.9654841423034668
tp1139
a(Vwithdrawer
p1140
F0.9645833969116211
tp1141
a(Vwithdraws
p1142
F0.963172435760498
tp1143
a(Vwithdraw
p1144
F0.9621738195419312
tp1145
a(Vwithdrawing
p1146
F0.9473260045051575
tp1147
a(Vwithdrawals
p1148
F0.9262810349464417
tp1149
a(Vwithdrew
p1150
F0.9071174263954163
tp1151
a(Vwithdrawal
p1152
F0.8992558121681213
tp1153
a(Vwithheld
p1154
F0.8455647230148315
tp1155
a(Vpostponed
p1156
F0.8414915204048157
tp1157
asS'worthless'
p1158
(lp1159
(Vworthing
p1160
F0.9023040533065796
tp1161
a(Vworthwhile
p1162
F0.9001595377922058
tp1163
a(Vworthlessness
p1164
F0.8889416456222534
tp1165
a(Vworthy
p1166
F0.8867462873458862
tp1167
a(Vthankless
p1168
F0.8859750628471375
tp1169
a(Vcashless
p1170
F0.8846166133880615
tp1171
a(Vjobless
p1172
F0.8819965124130249
tp1173
a(Vfaithless
p1174
F0.8776673674583435
tp1175
a(Vforseeable
p1176
F0.8762481808662415
tp1177
a(Vmoneyless
p1178
F0.8754285573959351
tp1179
asS'disapproval'
p1180
(lp1181
(Vdisapprove
p1182
F0.9585750699043274
tp1183
a(Vdisapproves
p1184
F0.9580658078193665
tp1185
a(g506
F0.9440916776657104
tp1186
a(Vdisapproving
p1187
F0.938726544380188
tp1188
a(Vdisapprobation
p1189
F0.9247373938560486
tp1190
a(Vdisapprovingly
p1191
F0.9242779612541199
tp1192
a(Vdisavowing
p1193
F0.9058297276496887
tp1194
a(g514
F0.9025231003761292
tp1195
a(Vdisavow
p1196
F0.9002544283866882
tp1197
a(Vrenouncement
p1198
F0.8956757187843323
tp1199
asS'confident'
p1200
(lp1201
(Vconfide
p1202
F0.9376630783081055
tp1203
a(Vconfidently
p1204
F0.9363976716995239
tp1205
a(Voverconfident
p1206
F0.9346541166305542
tp1207
a(Vconfided
p1208
F0.9252699017524719
tp1209
a(Vconfidence
p1210
F0.9102874398231506
tp1211
a(Vconfides
p1212
F0.9068202972412109
tp1213
a(Vconfidant
p1214
F0.9022595882415771
tp1215
a(Vconfidentiality
p1216
F0.8827006220817566
tp1217
a(Vconfiding
p1218
F0.878808856010437
tp1219
a(Vconfidencial
p1220
F0.8780211210250854
tp1221
asS'startled'
p1222
(lp1223
(Vstartle
p1224
F0.9075244069099426
tp1225
a(Vbefuddled
p1226
F0.8886169195175171
tp1227
a(Vstartling
p1228
F0.8859913349151611
tp1229
a(Vrebutted
p1230
F0.8847372531890869
tp1231
a(Vjuggled
p1232
F0.8827981352806091
tp1233
a(Vbedazzled
p1234
F0.8808315992355347
tp1235
a(Vstartles
p1236
F0.8787143230438232
tp1237
a(Vdazzled
p1238
F0.8784798979759216
tp1239
a(Vsnubbed
p1240
F0.8776112794876099
tp1241
a(Vunhooked
p1242
F0.876820981502533
tp1243
asS'peaceful'
p1244
(lp1245
(Vpeacefully
p1246
F0.91950923204422
tp1247
a(Vpeacefulness
p1248
F0.9010457992553711
tp1249
a(Vpeace
p1250
F0.8461148738861084
tp1251
a(Vpeaceable
p1252
F0.8365972638130188
tp1253
a(Vpeaceably
p1254
F0.8269107341766357
tp1255
a(Vpeacetime
p1256
F0.8219258189201355
tp1257
a(Vforceful
p1258
F0.8175932765007019
tp1259
a(Vbaneful
p1260
F0.8151156902313232
tp1261
a(Vbipartisanship
p1262
F0.8088219165802002
tp1263
a(Vpeacemaking
p1264
F0.8077684044837952
tp1265
asS'bored'
p1266
(lp1267
(Vshoveled
p1268
F0.8732594847679138
tp1269
a(Voozed
p1270
F0.8729615807533264
tp1271
a(Vbooed
p1272
F0.872094452381134
tp1273
a(g444
F0.8695380091667175
tp1274
a(Vbuzzed
p1275
F0.8688623905181885
tp1276
a(Vreaped
p1277
F0.8671793341636658
tp1278
a(Vbaffled
p1279
F0.8662118911743164
tp1280
a(Vtattered
p1281
F0.8648322820663452
tp1282
a(Vstooped
p1283
F0.8647903800010681
tp1284
a(g1238
F0.8623700141906738
tp1285
asS'scared'
p1286
(lp1287
(Vscaredy
p1288
F0.9137868285179138
tp1289
a(Vscarred
p1290
F0.9116361737251282
tp1291
a(Vcared
p1292
F0.9025872349739075
tp1293
a(Vroared
p1294
F0.8945614695549011
tp1295
a(Vlaughed
p1296
F0.8903464078903198
tp1297
a(Vscare
p1298
F0.8883530497550964
tp1299
a(Vscares
p1300
F0.8839216232299805
tp1301
a(g488
F0.8787552118301392
tp1302
a(Vscarebeast
p1303
F0.8781718611717224
tp1304
a(Vunruffled
p1305
F0.8771213889122009
tp1306
asS'empty'
p1307
(lp1308
(Vemptyset
p1309
F0.9108908176422119
tp1310
a(Vnonempty
p1311
F0.8695929646492004
tp1312
a(Vumpty
p1313
F0.8420974612236023
tp1314
a(Vemptying
p1315
F0.8333953619003296
tp1316
a(Vempt
p1317
F0.780198335647583
tp1318
a(Vboundless
p1319
F0.777007520198822
tp1320
a(Vdumpty
p1321
F0.7756772637367249
tp1322
a(Vunclosed
p1323
F0.7728351354598999
tp1324
a(Vcrawlspace
p1325
F0.7690070271492004
tp1326
a(Vfloorspace
p1327
F0.764129638671875
tp1328
asS'loving'
p1329
(lp1330
(Vunloving
p1331
F0.8888967037200928
tp1332
a(Vlovering
p1333
F0.8587006330490112
tp1334
a(Vlovingly
p1335
F0.8559221625328064
tp1336
a(Vloveless
p1337
F0.8483873009681702
tp1338
a(g29
F0.847948431968689
tp1339
a(g1168
F0.8445430994033813
tp1340
a(Vlovegood
p1341
F0.837436318397522
tp1342
a(Vlovest
p1343
F0.8355898857116699
tp1344
a(Vgless
p1345
F0.8347894549369812
tp1346
a(Vdreamy
p1347
F0.8344390392303467
tp1348
asS'perplexed'
p1349
(lp1350
(Vperplex
p1351
F0.9204573035240173
tp1352
a(Vunbifurcated
p1353
F0.8763734698295593
tp1354
a(Vperplexing
p1355
F0.8678226470947266
tp1356
a(Vparallelepiped
p1357
F0.8592020273208618
tp1358
a(Vextemporaneous
p1359
F0.8583563566207886
tp1360
a(Vblissymbolics
p1361
F0.8537390828132629
tp1362
a(Vjuxtaposed
p1363
F0.8513232469558716
tp1364
a(Vindiscernibles
p1365
F0.8500794768333435
tp1366
a(Vdiscernible
p1367
F0.8496516942977905
tp1368
a(Villusory
p1369
F0.8477733135223389
tp1370
asS'rejected'
p1371
(lp1372
(Vreject
p1373
F0.9002516865730286
tp1374
a(g330
F0.8884825706481934
tp1375
a(g506
F0.8795077800750732
tp1376
a(Vrejecting
p1377
F0.878454327583313
tp1378
a(Vrejection
p1379
F0.8772768974304199
tp1380
a(Vasserted
p1381
F0.8762483596801758
tp1382
a(Vdejected
p1383
F0.8734793663024902
tp1384
a(Vrejects
p1385
F0.8642507195472717
tp1386
a(Vreaffirmed
p1387
F0.8636307120323181
tp1388
a(g514
F0.8620836734771729
tp1389
asS'hurt'
p1390
(lp1391
(Vhurtig
p1392
F0.923437774181366
tp1393
a(Vhurts
p1394
F0.8811205625534058
tp1395
a(Vunhurt
p1396
F0.8804135918617249
tp1397
a(Vhurting
p1398
F0.8592818379402161
tp1399
a(Vhurter
p1400
F0.8550724983215332
tp1401
a(g312
F0.851127028465271
tp1402
a(Vhurry
p1403
F0.8408830761909485
tp1404
a(Vworry
p1405
F0.8402388691902161
tp1406
a(Vwoe
p1407
F0.8269701600074768
tp1408
a(g1168
F0.826456606388092
tp1409
asS'hateful'
p1410
(lp1411
(Vfateful
p1412
F0.9417529106140137
tp1413
a(g322
F0.9294881820678711
tp1414
a(Vungrateful
p1415
F0.9280009269714355
tp1416
a(Vgrateful
p1417
F0.9162280559539795
tp1418
a(g29
F0.9147003293037415
tp1419
a(g1004
F0.9015568494796753
tp1420
a(g21
F0.9007076621055603
tp1421
a(Vbashful
p1422
F0.8995909690856934
tp1423
a(Vawful
p1424
F0.8943970799446106
tp1425
a(g123
F0.8924417495727539
tp1426
asS'astonished'
p1427
(lp1428
(Vastonish
p1429
F0.9042906761169434
tp1430
a(Vastonishes
p1431
F0.9037833213806152
tp1432
a(Vastonishing
p1433
F0.902102530002594
tp1434
a(Vadmonished
p1435
F0.8983446359634399
tp1436
a(Vglimpsed
p1437
F0.8952389359474182
tp1438
a(Vvanished
p1439
F0.8942110538482666
tp1440
a(Vastonishment
p1441
F0.8842275738716125
tp1442
a(Vbedeviled
p1443
F0.8824586272239685
tp1444
a(Vreimagined
p1445
F0.8779537081718445
tp1446
a(Vastounded
p1447
F0.8773619532585144
tp1448
asS'detestable'
p1449
(lp1450
(Vuntestable
p1451
F0.9359667301177979
tp1452
a(Vtestable
p1453
F0.9237146377563477
tp1454
a(Vdeterminedly
p1455
F0.8784849643707275
tp1456
a(Vdiscreditable
p1457
F0.8696521520614624
tp1458
a(Vevitable
p1459
F0.8687662482261658
tp1460
a(Vineluctable
p1461
F0.8673527836799622
tp1462
a(Vincontestable
p1463
F0.8617360591888428
tp1464
a(Vinevitable
p1465
F0.858277440071106
tp1466
a(Vimpracticable
p1467
F0.8541485071182251
tp1468
a(Vstablemate
p1469
F0.8539636135101318
tp1470
asS'depressed'
p1471
(lp1472
(Vdepressing
p1473
F0.9296362400054932
tp1474
a(Vdepresses
p1475
F0.9252640008926392
tp1476
a(Vdepressives
p1477
F0.9006319046020508
tp1478
a(Vdepression
p1479
F0.8875946402549744
tp1480
a(Vdepress
p1481
F0.8867383599281311
tp1482
a(Vdepressive
p1483
F0.8858134746551514
tp1484
a(Vdepressingly
p1485
F0.8774427771568298
tp1486
a(Vdepressant
p1487
F0.871493399143219
tp1488
a(Vdepressa
p1489
F0.8686162829399109
tp1490
a(Vdepressions
p1491
F0.8675916790962219
tp1492
asS'disrespected'
p1493
(lp1494
(Vdisrespect
p1495
F0.9473327398300171
tp1496
a(Vdisrespectful
p1497
F0.9446417689323425
tp1498
a(Vdisrespectfully
p1499
F0.9351391792297363
tp1500
a(g512
F0.9228150248527527
tp1501
a(Vdisrespecting
p1502
F0.9194817543029785
tp1503
a(Vrespected
p1504
F0.9178440570831299
tp1505
a(Vdishonored
p1506
F0.9041462540626526
tp1507
a(Vdisavowed
p1508
F0.9006153345108032
tp1509
a(Vrespectful
p1510
F0.8984133005142212
tp1511
a(Vdisregard
p1512
F0.898300051689148
tp1513
asS'aversion'
p1514
(lp1515
(Vextraversion
p1516
F0.9168588519096375
tp1517
a(Vperversion
p1518
F0.8811864852905273
tp1519
a(Vreversion
p1520
F0.8715426921844482
tp1521
a(Vextroversion
p1522
F0.870692253112793
tp1523
a(Vimmersion
p1524
F0.854694664478302
tp1525
a(Vsubversion
p1526
F0.853505551815033
tp1527
a(Vrancidification
p1528
F0.8491948246955872
tp1529
a(Vreduktion
p1530
F0.8476966023445129
tp1531
a(Vseroconversion
p1532
F0.8461633324623108
tp1533
a(Vdefuzzification
p1534
F0.8453448414802551
tp1535
asS'happy'
p1536
(lp1537
(Vnappy
p1538
F0.8791078925132751
tp1539
a(Vyappy
p1540
F0.8770872354507446
tp1541
a(Vchappy
p1542
F0.8746073246002197
tp1543
a(Vhappily
p1544
F0.8550428748130798
tp1545
a(Vunhappy
p1546
F0.854240357875824
tp1547
a(Vhapp
p1548
F0.8516603708267212
tp1549
a(Vhappiest
p1550
F0.8412017822265625
tp1551
a(Vhappyland
p1552
F0.8373326659202576
tp1553
a(Vhappier
p1554
F0.8359146118164062
tp1555
a(Vlucky
p1556
F0.8315255641937256
tp1557
asS'powerless'
p1558
(lp1559
(Vpowerlessness
p1560
F0.891941487789154
tp1561
a(g1055
F0.8901513814926147
tp1562
a(g1053
F0.8864828944206238
tp1563
a(Vpowerleveling
p1564
F0.8832470774650574
tp1565
a(g125
F0.8806151151657104
tp1566
a(Voverpowering
p1567
F0.876798689365387
tp1568
a(Voverpower
p1569
F0.8729857802391052
tp1570
a(g1062
F0.8695453405380249
tp1571
a(Vultrapowers
p1572
F0.8687984347343445
tp1573
a(Vaimless
p1574
F0.8651743531227112
tp1575
asS'proud'
p1576
(lp1577
(Vproudly
p1578
F0.9317349791526794
tp1579
a(Vproudest
p1580
F0.9060668349266052
tp1581
a(Vproudfoot
p1582
F0.9042088389396667
tp1583
a(Vprouder
p1584
F0.89625483751297
tp1585
a(Vproudie
p1586
F0.8745395541191101
tp1587
a(Vproun
p1588
F0.8623265624046326
tp1589
a(Vfroud
p1590
F0.8614475131034851
tp1591
a(Vwistful
p1592
F0.8523017168045044
tp1593
a(g322
F0.8493473529815674
tp1594
a(Vdelightful
p1595
F0.8478240966796875
tp1596
asS'provocative'
p1597
(lp1598
(Vprovocatively
p1599
F0.9162134528160095
tp1600
a(Vevocative
p1601
F0.9157266020774841
tp1602
a(Vpurgative
p1603
F0.901013195514679
tp1604
a(Vvocative
p1605
F0.8836559057235718
tp1606
a(Vadjudicative
p1607
F0.881676197052002
tp1608
a(Vderogative
p1609
F0.8806228637695312
tp1610
a(Vdeliberative
p1611
F0.8804240822792053
tp1612
a(g1110
F0.8798469305038452
tp1613
a(Vunsentimental
p1614
F0.8791694045066833
tp1615
a(Vaccusative
p1616
F0.8755506873130798
tp1617
asS'inadequate'
p1618
(lp1619
(Vadequate
p1620
F0.9671012163162231
tp1621
a(Vinadequately
p1622
F0.9565759301185608
tp1623
a(Vinadequacy
p1624
F0.9406650066375732
tp1625
a(Vadequately
p1626
F0.9278679490089417
tp1627
a(Vinadequacies
p1628
F0.9220084547996521
tp1629
a(Vinsufficient
p1630
F0.9169133901596069
tp1631
a(Vadequacy
p1632
F0.8880804777145386
tp1633
a(Vunsuitability
p1634
F0.8854472637176514
tp1635
a(Vunprofor
p1636
F0.8847011923789978
tp1637
a(Vinsufficiency
p1638
F0.8834986090660095
tp1639
asS'suspicious'
p1640
(lp1641
(Vsuspiciously
p1642
F0.945487916469574
tp1643
a(Vauspicious
p1644
F0.9392533898353577
tp1645
a(Vinauspicious
p1646
F0.9386573433876038
tp1647
a(Vsuspicion
p1648
F0.9206900000572205
tp1649
a(g469
F0.9063606858253479
tp1650
a(g461
F0.9008141756057739
tp1651
a(Vanxious
p1652
F0.8989846706390381
tp1653
a(Vsuspicions
p1654
F0.8972275853157043
tp1655
a(Vunconcious
p1656
F0.8962443470954895
tp1657
a(Vatrocious
p1658
F0.8955389857292175
tp1659
asS'confused'
p1660
(lp1661
(Vconfuse
p1662
F0.9156884551048279
tp1663
a(Vconfuses
p1664
F0.9073370099067688
tp1665
a(Vconfusa
p1666
F0.8899150490760803
tp1667
a(Vunfused
p1668
F0.8594763278961182
tp1669
a(Vconfuted
p1670
F0.8470051288604736
tp1671
a(Vinfused
p1672
F0.8363741636276245
tp1673
a(Vconfusable
p1674
F0.8318703174591064
tp1675
a(Vconfusione
p1676
F0.8302246332168579
tp1677
a(Vconfusing
p1678
F0.818159818649292
tp1679
a(Vobviated
p1680
F0.8151986598968506
tp1681
asS'sad'
p1682
(lp1683
(Vsadiq
p1684
F0.8529437184333801
tp1685
a(Vsadaqa
p1686
F0.8498045802116394
tp1687
a(Vsadf
p1688
F0.8415244817733765
tp1689
a(Vsadil
p1690
F0.8377366065979004
tp1691
a(Vriblah
p1692
F0.8342280387878418
tp1693
a(Vsadd
p1694
F0.8318670988082886
tp1695
a(Vsadm
p1696
F0.8270448446273804
tp1697
a(Vsadeh
p1698
F0.8249921202659607
tp1699
a(Vdaddah
p1700
F0.8232439160346985
tp1701
a(Vsamad
p1702
F0.8191425204277039
tp1703
asS'respected'
p1704
(lp1705
(Vdisrespected
p1706
F0.9178440570831299
tp1707
a(Vrespecter
p1708
F0.9017457962036133
tp1709
a(Vrespects
p1710
F0.8889016509056091
tp1711
a(g1510
F0.8849838376045227
tp1712
a(Vrespectfully
p1713
F0.8599967956542969
tp1714
a(Vrespectable
p1715
F0.8546959757804871
tp1716
a(Vrespectably
p1717
F0.850536584854126
tp1718
a(Vpertained
p1719
F0.8501538038253784
tp1720
a(Vrespect
p1721
F0.8474278450012207
tp1722
a(Vforemost
p1723
F0.8452232480049133
tp1724
asS'optimistic'
p1725
(lp1726
(Voptimism
p1727
F0.9145833253860474
tp1728
a(Vpessimistic
p1729
F0.9031454920768738
tp1730
a(Voptimistically
p1731
F0.9031450748443604
tp1732
a(Vunrealistic
p1733
F0.8993853330612183
tp1734
a(Voptimising
p1735
F0.8974868655204773
tp1736
a(Vegotistic
p1737
F0.8969210386276245
tp1738
a(Vrealistic
p1739
F0.8953848481178284
tp1740
a(Vegoistic
p1741
F0.8876001238822937
tp1742
a(Vatavistic
p1743
F0.8822702169418335
tp1744
a(Vsimplistic
p1745
F0.8820281624794006
tp1746
asS'anger'
p1747
(lp1748
(Vangering
p1749
F0.8900902271270752
tp1750
a(Vdanger
p1751
F0.8707857728004456
tp1752
a(Vdisgust
p1753
F0.8637178540229797
tp1754
a(g1028
F0.8588963150978088
tp1755
a(Vstormrage
p1756
F0.8563238382339478
tp1757
a(Vheartfelt
p1758
F0.8549483418464661
tp1759
a(Vfear
p1760
F0.8543248772621155
tp1761
a(Vdisenchantment
p1762
F0.8517503142356873
tp1763
a(Vangelfire
p1764
F0.8476842641830444
tp1765
a(Vdefrain
p1766
F0.8444836735725403
tp1767
asS'indifferent'
p1768
(lp1769
(Vindifferently
p1770
F0.9523096084594727
tp1771
a(Vindifference
p1772
F0.9033420085906982
tp1773
a(Vdifferent
p1774
F0.9025653004646301
tp1775
a(Vafferent
p1776
F0.8980186581611633
tp1777
a(Vdifferently
p1778
F0.8831557035446167
tp1779
a(Vefferent
p1780
F0.8813161849975586
tp1781
a(Vdifferend
p1782
F0.8660695552825928
tp1783
a(Vindivdual
p1784
F0.8631821870803833
tp1785
a(Vunvarying
p1786
F0.8597514033317566
tp1787
a(Vdiffering
p1788
F0.858842134475708
tp1789
asS'vulnerable'
p1790
(lp1791
(Vinvulnerable
p1792
F0.9739657044410706
tp1793
a(Vvulnerability
p1794
F0.8874801993370056
tp1795
a(Vinvulnerability
p1796
F0.8818636536598206
tp1797
a(Vunrecoverable
p1798
F0.8736479878425598
tp1799
a(Vimpenetrable
p1800
F0.8718423247337341
tp1801
a(Vuntreatable
p1802
F0.8705236315727234
tp1803
a(Vinsuperable
p1804
F0.8676466941833496
tp1805
a(Vinsufferable
p1806
F0.8675686120986938
tp1807
a(Vinoperable
p1808
F0.8664413094520569
tp1809
a(Vvulnerabilities
p1810
F0.8634855151176453
tp1811
asS'resentful'
p1812
(lp1813
(Vresentment
p1814
F0.9006223678588867
tp1815
a(g474
F0.897982656955719
tp1816
a(g723
F0.8962716460227966
tp1817
a(g1497
F0.895093560218811
tp1818
a(g161
F0.8903340101242065
tp1819
a(Veventful
p1820
F0.8861779570579529
tp1821
a(g391
F0.8836237788200378
tp1822
a(Vrestful
p1823
F0.8826892375946045
tp1824
a(Vuneventful
p1825
F0.8761276602745056
tp1826
a(Vdistrustful
p1827
F0.8755577206611633
tp1828
asS'isolated'
p1829
(lp1830
(Visolate
p1831
F0.9060471653938293
tp1832
a(Visolates
p1833
F0.8920537829399109
tp1834
a(Vuninsulated
p1835
F0.844284176826477
tp1836
a(Visolating
p1837
F0.843644917011261
tp1838
a(Visolable
p1839
F0.8307774066925049
tp1840
a(Vdesolated
p1841
F0.8257017135620117
tp1842
a(Vcopulated
p1843
F0.8187132477760315
tp1844
a(Voverpopulated
p1845
F0.8156638145446777
tp1846
a(Vunassimilated
p1847
F0.8150778412818909
tp1848
a(Vunderpopulated
p1849
F0.810013473033905
tp1850
asS'shocked'
p1851
(lp1852
(Vdefrocked
p1853
F0.8905454874038696
tp1854
a(Vmocked
p1855
F0.882893443107605
tp1856
a(g1238
F0.8713350296020508
tp1857
a(Vdreadlocked
p1858
F0.8690509796142578
tp1859
a(Vmisfired
p1860
F0.8670449256896973
tp1861
a(Vshocken
p1862
F0.8670181035995483
tp1863
a(Vshockoe
p1864
F0.8596630692481995
tp1865
a(Vdisgruntled
p1866
F0.8557729721069336
tp1867
a(Vshocking
p1868
F0.8546825647354126
tp1869
a(Vshocker
p1870
F0.8510619401931763
tp1871
asS'interested'
p1872
(lp1873
(Vuninterested
p1874
F0.936600387096405
tp1875
a(g481
F0.8626037836074829
tp1876
a(Vinterest
p1877
F0.8577409982681274
tp1878
a(Vinterests
p1879
F0.8553865551948547
tp1880
a(Vinteresting
p1881
F0.8437653183937073
tp1882
a(Vconcerned
p1883
F0.8310256600379944
tp1884
a(Vinterestingly
p1885
F0.8300140500068665
tp1886
a(Vcontrived
p1887
F0.8221287727355957
tp1888
a(Vendeavored
p1889
F0.8191460967063904
tp1890
a(Vinteressen
p1891
F0.8176031708717346
tp1892
asS'provoked'
p1893
(lp1894
(g107
F0.9470318555831909
tp1895
a(Vprovoke
p1896
F0.9464508295059204
tp1897
a(Vprovokes
p1898
F0.9350032210350037
tp1899
a(Vprovoking
p1900
F0.9345685243606567
tp1901
a(Vblamed
p1902
F0.8889496326446533
tp1903
a(g811
F0.8867340087890625
tp1904
a(g1508
F0.8861175179481506
tp1905
a(g452
F0.8798118233680725
tp1906
a(Vincited
p1907
F0.8682019710540771
tp1908
a(g1193
F0.8659238219261169
tp1909
asS'dismayed'
p1910
(lp1911
(Vdismay
p1912
F0.9279123544692993
tp1913
a(Vdismasted
p1914
F0.9183646440505981
tp1915
a(g1866
F0.9114840626716614
tp1916
a(Vdefrayed
p1917
F0.908007025718689
tp1918
a(g494
F0.8967232704162598
tp1919
a(Vdisappointed
p1920
F0.8966781497001648
tp1921
a(Vdisgorged
p1922
F0.8908612728118896
tp1923
a(g157
F0.8877377510070801
tp1924
a(g1026
F0.8872506022453308
tp1925
a(Vdismal
p1926
F0.8864627480506897
tp1927
asS'revolted'
p1928
(lp1929
(Vrevolt
p1930
F0.9392903447151184
tp1931
a(Vrevolts
p1932
F0.9257774949073792
tp1933
a(Vrevolters
p1934
F0.9139701128005981
tp1935
a(Vrevolting
p1936
F0.9106690883636475
tp1937
a(Vrebelled
p1938
F0.8963069915771484
tp1939
a(Vrebellions
p1940
F0.8572189211845398
tp1941
a(Voverthrew
p1942
F0.8553326725959778
tp1943
a(Voverthrown
p1944
F0.8552358746528625
tp1945
a(Vrebellion
p1946
F0.8530275821685791
tp1947
a(Vconqured
p1948
F0.850323498249054
tp1949
asS'energetic'
p1950
(lp1951
(Venergetics
p1952
F0.922697901725769
tp1953
a(Venergetically
p1954
F0.8884602189064026
tp1955
a(Venergizing
p1956
F0.884202241897583
tp1957
a(g193
F0.8836705684661865
tp1958
a(Vsynergetic
p1959
F0.8811612725257874
tp1960
a(Venergizes
p1961
F0.8760976195335388
tp1962
a(Venergize
p1963
F0.868602991104126
tp1964
a(g187
F0.843567430973053
tp1965
a(Venergised
p1966
F0.8417415618896484
tp1967
a(Vfusient
p1968
F0.8389121294021606
tp1969
asS'ecstatic'
p1970
(lp1971
(Vhaemostatic
p1972
F0.8876581192016602
tp1973
a(Vamnesic
p1974
F0.8852722644805908
tp1975
a(Vquasistatic
p1976
F0.8831666111946106
tp1977
a(Vhomeostatic
p1978
F0.8822011947631836
tp1979
a(Vlithostatic
p1980
F0.8675953149795532
tp1981
a(Vmetastatic
p1982
F0.866976261138916
tp1983
a(Veustatic
p1984
F0.8561097979545593
tp1985
a(Vepiphenomenal
p1986
F0.8548978567123413
tp1987
a(Vorgasmic
p1988
F0.8534879088401794
tp1989
a(Vhomeostasis
p1990
F0.8496206998825073
tp1991
asS'insecure'
p1992
(lp1993
(Vinsecurely
p1994
F0.9563201665878296
tp1995
a(Vunsecured
p1996
F0.8718204498291016
tp1997
a(Vecure
p1998
F0.8660290837287903
tp1999
a(Vinsecurity
p2000
F0.8476792573928833
tp2001
a(Vinseperable
p2002
F0.8362967371940613
tp2003
a(Vsnaphance
p2004
F0.8342723846435547
tp2005
a(g1792
F0.8322221636772156
tp2006
a(Vunwholesome
p2007
F0.8272650837898254
tp2008
a(Vsinecure
p2009
F0.8210741877555847
tp2010
a(Vunhelpful
p2011
F0.8196557760238647
tp2012
asS'important'
p2013
(lp2014
(Vunimportant
p2015
F0.952590823173523
tp2016
a(Vimportants
p2017
F0.9215172529220581
tp2018
a(Vimportantly
p2019
F0.8582380414009094
tp2020
a(Vimportance
p2021
F0.8421244025230408
tp2022
a(Vimportances
p2023
F0.8370991349220276
tp2024
a(Vunimportance
p2025
F0.8268831372261047
tp2026
a(g521
F0.819659948348999
tp2027
a(Vportant
p2028
F0.8194522261619568
tp2029
a(Vcrucial
p2030
F0.8142994046211243
tp2031
a(Vinsignificant
p2032
F0.7964183688163757
tp2033
asS'mad'
p2034
(lp2035
(Vmadman
p2036
F0.8302400708198547
tp2037
a(Vghoul
p2038
F0.8149388432502747
tp2039
a(Valad
p2040
F0.814508318901062
tp2041
a(Vwomad
p2042
F0.8069536685943604
tp2043
a(Vmadd
p2044
F0.8034636378288269
tp2045
a(Vghostface
p2046
F0.8016607165336609
tp2047
a(Valaddin
p2048
F0.8007509708404541
tp2049
a(Vfakin
p2050
F0.7999333143234253
tp2051
a(Vghostbuster
p2052
F0.7983688712120056
tp2053
a(Vmaddin
p2054
F0.7970107197761536
tp2055
asS'jealous'
p2056
(lp2057
(g981
F0.915840208530426
tp2058
a(Vzealous
p2059
F0.894382655620575
tp2060
a(Vjealously
p2061
F0.8897379636764526
tp2062
a(Vgrievous
p2063
F0.8859713673591614
tp2064
a(Vfatuous
p2065
F0.8813334703445435
tp2066
a(Vjealousies
p2067
F0.8804675936698914
tp2068
a(Vselous
p2069
F0.8736621141433716
tp2070
a(Vtortuous
p2071
F0.8598263263702393
tp2072
a(Vcourageous
p2073
F0.8565077185630798
tp2074
a(Vjoyous
p2075
F0.8552237153053284
tp2076
asS'awe'
p2077
(lp2078
(Vawm
p2079
F0.8521772027015686
tp2080
a(Vawhile
p2081
F0.842384397983551
tp2082
a(Vawry
p2083
F0.8379004001617432
tp2084
a(Vawf
p2085
F0.8339976072311401
tp2086
a(Vubt
p2087
F0.8329737782478333
tp2088
a(Vniggardly
p2089
F0.8309676647186279
tp2090
a(g1006
F0.8299498558044434
tp2091
a(Vneverthless
p2092
F0.8292849063873291
tp2093
a(Vawesome
p2094
F0.8287679553031921
tp2095
a(Vsvobody
p2096
F0.8276737332344055
tp2097
asS'alienated'
p2098
(lp2099
(Valienate
p2100
F0.912484347820282
tp2101
a(Valienates
p2102
F0.8963366746902466
tp2103
a(Valienating
p2104
F0.8946273922920227
tp2105
a(g504
F0.8877252340316772
tp2106
a(g1046
F0.8809035420417786
tp2107
a(Vrejuvenated
p2108
F0.8804279565811157
tp2109
a(Vdecended
p2110
F0.8754359483718872
tp2111
a(Valienage
p2112
F0.8751208782196045
tp2113
a(Valienation
p2114
F0.8742769956588745
tp2115
a(g1508
F0.8733906149864197
tp2116
asS'abondoned'
p2117
(lp2118
(Vbelfry
p2119
F0.7438772916793823
tp2120
a(Varundel
p2121
F0.7361301183700562
tp2122
a(Vmadelyn
p2123
F0.7358858585357666
tp2124
a(Vtombe
p2125
F0.7354788184165955
tp2126
a(Vingall
p2127
F0.7267485857009888
tp2128
a(Vmulgrave
p2129
F0.7253631353378296
tp2130
a(Vcelyn
p2131
F0.7239856123924255
tp2132
a(Vmostowicz
p2133
F0.7229167222976685
tp2134
a(Vrothe
p2135
F0.7222657799720764
tp2136
a(Vbelvedere
p2137
F0.7221423387527466
tp2138
asS'humiliated'
p2139
(lp2140
(Vhumiliates
p2141
F0.9283015727996826
tp2142
a(Vhumiliate
p2143
F0.9271842241287231
tp2144
a(Vinfuriated
p2145
F0.911910355091095
tp2146
a(Vhumiliating
p2147
F0.9028740525245667
tp2148
a(Vhumiliati
p2149
F0.884067714214325
tp2150
a(Vhumiliation
p2151
F0.8771206736564636
tp2152
a(Vdisobeyed
p2153
F0.8708086013793945
tp2154
a(Vdisowned
p2155
F0.8678237199783325
tp2156
a(Vagitated
p2157
F0.8640196323394775
tp2158
a(g157
F0.8610220551490784
tp2159
asS'amused'
p2160
(lp2161
(Vbemused
p2162
F0.9249569773674011
tp2163
a(Vamuse
p2164
F0.9013387560844421
tp2165
a(Vamuses
p2166
F0.9010041356086731
tp2167
a(g1443
F0.8692103028297424
tp2168
a(Vhobbled
p2169
F0.864307165145874
tp2170
a(Vamusing
p2171
F0.8552456498146057
tp2172
a(Vriddled
p2173
F0.8529733419418335
tp2174
a(g1234
F0.8519361019134521
tp2175
a(Vvaunted
p2176
F0.8515551686286926
tp2177
a(Vtaunted
p2178
F0.8499420881271362
tp2179
asS'judgmental'
p2180
(lp2181
(Vjudgemental
p2182
F0.9545342326164246
tp2183
a(Vjudgment
p2184
F0.9111296534538269
tp2185
a(Vmisjudgment
p2186
F0.8974087238311768
tp2187
a(Vjudgments
p2188
F0.8962967395782471
tp2189
a(Vsupramental
p2190
F0.8850063681602478
tp2191
a(Vjudgement
p2192
F0.8844267129898071
tp2193
a(Vmisjudgments
p2194
F0.8781327605247498
tp2195
a(Vmoral
p2196
F0.8641840815544128
tp2197
a(Vprejudicial
p2198
F0.8618422746658325
tp2199
a(Vjudgements
p2200
F0.8610973954200745
tp2201
asS'furious'
p2202
(lp2203
(g320
F0.9037266969680786
tp2204
a(Vdelirious
p2205
F0.9019075632095337
tp2206
a(g387
F0.9008808732032776
tp2207
a(Vcurious
p2208
F0.8997310996055603
tp2209
a(g382
F0.8923810124397278
tp2210
a(Vhorrible
p2211
F0.8889696598052979
tp2212
a(Vlugubrious
p2213
F0.8876809477806091
tp2214
a(Vfuriously
p2215
F0.8841829895973206
tp2216
a(Vinsalubrious
p2217
F0.8777069449424744
tp2218
a(Vvengeful
p2219
F0.8755901455879211
tp2220
asS'amazed'
p2221
(lp2222
(Vamaze
p2223
F0.8824068307876587
tp2224
a(g836
F0.8593493700027466
tp2225
a(Vnuked
p2226
F0.8579075336456299
tp2227
a(g1234
F0.8544096350669861
tp2228
a(Vfazed
p2229
F0.8535037636756897
tp2230
a(Vhowled
p2231
F0.8529912233352661
tp2232
a(g1443
F0.8505696654319763
tp2233
a(Vmumbled
p2234
F0.8503553867340088
tp2235
a(g1277
F0.8496691584587097
tp2236
a(Vshagged
p2237
F0.8493114113807678
tp2238
as.
import fasttext
import sys
import codecs
import numpy as np
import matplotlib.pyplot as plt
import nltk
import visdom
from gensim.models.wrappers import FastText
from sklearn.manifold import TSNE
from mpl_toolkits.mplot3d import Axes3D
#vis = visdom.Visdom()
print "loading model"
#vis.text("loading model")
#model = fasttext.load_model('../model.bin', encoding='utf-8')
model = FastText.load_fasttext_format('fil9')
print "loaded model"
#vis.text("loaded model")
print "vectorizing words"
#vis.text("vectorizing words")
f = open("emotion.txt").read()
words = nltk.word_tokenize(f)
#words = list(words)
#np.random.shuffle(words)
vocab = words
#vocab = words[:500]
wv = np.array([model[vocab[i]] for i in range(len(vocab))])
print "staring T-SNE"
#vis.text("starting T-SNE")
tsne = TSNE(n_components=3, random_state=0)
np.set_printoptions(suppress=True)
Y = tsne.fit_transform(wv[:len(vocab),:])
print model.most_similar(positive=['angry'])
fig = plt.figure()
ax = Axes3D(fig)
ax.scatter(Y[:, 0], Y[:, 1], Y[:, 2])
print "plotting"
for label, x, y,z in zip(vocab, Y[:,0], Y[:, 1], Y[:,2]):
ax.text(x, y, z, '%s' % label, size=5, zorder=1, color='k')
plt.show()
import fasttext
import sys
import codecs
import numpy as np
import matplotlib.pyplot as plt
from mpl_toolkits.mplot3d import Axes3D
import nltk
import visdom
from gensim.models.wrappers import FastText
from sklearn.manifold import TSNE
import pickle
def DictToTable(dictionary):
table = ""
table += "<table>"
table += "<tr>"
table += "<th>vocabrary</th>"
table += "<th>similarity</th>"
table += "</tr>"
for key, value in dictionary.iteritems():
table += "<tr>"
table += "<td>"
table += key
table += "</td>"
table += "<td>"
table += str(value)
table += "</td>"
table += "</tr>"
table += "</table>"
return table
vis = visdom.Visdom()
print "loading model"
model = FastText.load_fasttext_format('fil9')
print "loaded model"
print "vectorizing words"
f = open("emotion.txt").read()
words = nltk.word_tokenize(f)
vocab = words
wv = np.array([model[vocab[i]] for i in range(len(vocab))])
print "staring T-SNE"
tsne = TSNE(n_components=3, random_state=0)
np.set_printoptions(suppress=True)
Y = tsne.fit_transform(wv[:len(vocab),:])
similar_dict = {}
for word in vocab:
similar_dict[word] = model.most_similar(positive=[word])
vis.text("<h3>Similar words to angry</h3>" + DictToTable(dict(model.most_similar(positive=["angry"]))))
vis.scatter(
Y,
opts=dict(
title="T-SNE Visualization of emotion word vectors",
markersize=2
)
)
import fasttext
import sys
import codecs
import numpy as np
import matplotlib.pyplot as plt
import nltk
import visdom
from gensim.models.wrappers import FastText
from sklearn.manifold import TSNE
#vis = visdom.Visdom()
print "loading model"
#vis.text("loading model")
#model = fasttext.load_model('../model.bin', encoding='utf-8')
model = FastText.load_fasttext_format('fil9')
print "loaded model"
#vis.text("loaded model")
print "vectorizing words"
#vis.text("vectorizing words")
f = open("emotion.txt").read()
words = nltk.word_tokenize(f)
#words = list(words)
#np.random.shuffle(words)
vocab = words
#vocab = words[:500]
wv = np.array([model[vocab[i]] for i in range(len(vocab))])
print "staring T-SNE"
#vis.text("starting T-SNE")
tsne = TSNE(n_components=2, random_state=0)
np.set_printoptions(suppress=True)
Y = tsne.fit_transform(wv[:len(vocab),:])
print model.most_similar(positive=['angry'])
print Y[:, 0].ndim , Y[:, 1].ndim
plt.scatter(Y[:, 0], Y[:, 1])
#vis.scatter(Y[:, 0], Y[:, 1])
print "plotting"
for label, x, y in zip(vocab, Y[:,0], Y[:, 1]):
plt.annotate(label, xy=(x, y), xytext=(0, 0), textcoords='offset points')
plt.show()
@timpal0l
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Cool, but when I run this, the plot is in 2D. How come your is 3D?

@kendemu
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kendemu commented Apr 21, 2017

I wrote the 3d t-SNE graph program later uploading this code to gist. It seems that 3D t-SNE visualization is popular than 2D, so I'll also upload the 3d t-SNE visualization code soon.

@kendemu
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kendemu commented Apr 21, 2017

@timpal0l I have uploaded the 3D t-SNE visualization code. word2vec-tsne3d.py
Now you can try t-SNE visualization in 3D.

@kendemu
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kendemu commented Apr 21, 2017

Uploading visualization code using visdom.
You can zoom into the graph in browser environment. word2vec-visdom-visualization.py
visdom

@timpal0l
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@kendemu Thanks so much man...Great. Btw,
words = list(words)
np.random.shuffle(words)

When I shuffle the words, the output can be very diffrent from time to time, should'nt the similarity be quite the same overall?

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