Topic keywords to represent topic instead of only using topics. #10
Comments
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The the above are 85 topics and each topic with its 10 keywords. |
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{'earthquake': 'earthquake magnitude occurred earthquakes quake', |
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{"earthquake": "earthquake magnitude occurred earthquakes quake", "military conflict": "war battle army forces french", "rail accident": "train accident rail railway signal", "civilian attack": "massacre attack killed police people", "aircraft occurrence": "flight aircraft airport crash accident", "games": "games asian southeast malaysia host", "airliner accident": "flight aircraft accident airport runway", "wrestling event": "wrestling event match championship", "news event": "explosion police murder fire disaster", "event": "police hawke charges garner hamas", "concert tour": "tour concert album band shows", "historical event": "revolution political president war government", "cricket tournament": "tournament cricket teams", "civil conflict": "protests police protest protesters government", "individual golf tournament": "open masters championship hole strokes", "football match": "match cup final league football", "aircraft accident": "aircraft flight accident airport crashed", "airliner incident": "aviation crash bracero borishade", "flood": "floods rainfall flooding flood affected", "hurricane": "tropical hurricane storm cyclone landfall", "wildfire": "fire fires bushfires bushfire wildfire", "winter storm": "storm snow blizzard snowfall new", "music festival": "festival music event artists concert", "operational plan": "operation german schlieffen war plan", "terrorist attack": "attack bombing killed police bombings", "concert": "album tour concert music songs", "international handball competition": "handball championship tournament teams", "recurring event": "festival fair held event music", "athleticrace": "marathon race runners event course", "summit meeting": "conference commonwealth prime minister imperial", "athletics competition": "marathon boston mutai race record", "multi-sport competition event": "styles kung martial fu", "mma event": "sengoku presents victory saitama road", "horse race": "race horse aintree grand stakes", "olympic event": "olympic olympics events medal medals", "super bowl": "bowl super game patriots football", "nuclear weapons test": "nuclear test tests weapons operation", "cricket series": "series ashes cricket england australia", "international ice hockey competition": "group hockey tournament ice championship", "legislative session": "parliament elected party", "census": "census population conducted caste information", "athletics race": "marathon race runners boston event", "rugby tournament": "division rugby nations asian", "field hockey": "hockey england tournament penalty scored", "sports competition event": "intergraph tournament quake fong", "aircraft crash": "flight crash airlines aircraft go", "limited overs final": "wickets runs overs royals cricket", "international football competition": "tournament cup football fifa teams", "americas cup competition": "cup america alinghi challenger valencia", "election": "recall election penang state walker", "international hockey competition": "tournament group sweden bandy hockey", "war": "paulo vargas 1930 prestes", "military attack": "savage rico puerto ira farrell", "southeast asian games event": "singapore swimming asian quah southeast", "eruption": "eruption volcanic volcano eruptions vesuvius", "tennis event": "open doubles slam singles tennis", "aircraft incident": "aircraft jersey airliner pilot crash", "military operation": "bomb manchester ira bombing embassy", "milit\u00e4rischer konflikt": "denmark german attack danish", "swimming event": "golds swimming medals bronze silver", "pro bowl": "game bowl pro aloha", "summit": "summit nato plo leaders hussein", "hurling championship": "hurling antrim ulster senior championship", "cycling world championship": "bauer fondriest criquielion sprint race", "olympic sailing": "sailing classes olympics monotype", "australian rules football match": "siren port grand kilda football", "airliner crash": "flight gulf accident spatial", "u.s. federal election campaign": "mcmahon senate election miller attorney", "basketball final four": "euroleague final four spanoulis tournament", "australian rules football grand final": "vfl grand football final premiership", "rugby match": "chiefs rugby brumbies sharks final", "paralympic event": "gold paralympics medals skiing winter", "halftime show": "earthcore festival outdoor pyalong music", "cross country championships": "nintendo championships nes remix world", "international floorball competition": "floorball championships aofc tournament asia", "international softball tournament": "softball baseball olympics ioc olympic", "international baseball tournament": "baseball cup tournament cuba intercontinental", "monarch": "bce assyrian babylon campaigns", "cycling championship": "cycling track championship championships european", "university boat race": "oxford race boat cambridge lengths", "basketball tournament at games": "tournaments women defended men zayyar", "canadian football game": "grey cfl cup rule punting", "badminton event": "doubles singles women bronze disqualifications", "cycling championships": "championships aan geul vilt valkenburg", "commonwealth games event": "commonwealth games scotland cgf glasgow"} |
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Using the topic keywords as the embedding did not enhance the performance of the result, next step, the performance is similar only with the topic name, a little bit worse, could it be introduced by the noise in the topic keywords, need to manually clean up the topic keywords and run the experiement again. |
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keep n=10 words and cleaned it manually the performance enhanced a little bit from the cleaned one, but still not beat the only with topic result. {"earthquake": "magnitude occurred earthquakes intensity damage epicenter felt", |
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try less of the keywords and some of the topics can be merged: |
topic: earthquake
earthquake 0.481185
magnitude 0.195103
occurred 0.096779
earthquakes 0.096680
quake 0.095124
intensity 0.091100
damage 0.089188
epicenter 0.078338
mercalli 0.076455
felt 0.075757
Name: 0, dtype: float64
topic: military conflict
war 0.094631
battle 0.094410
army 0.076848
forces 0.067261
french 0.059220
operation 0.051716
british 0.051637
german 0.042632
troops 0.038229
offensive 0.037421
Name: 1, dtype: float64
topic: rail accident
train 0.332162
accident 0.146657
rail 0.102236
railway 0.095664
signal 0.091655
crash 0.090458
station 0.088284
driver 0.076271
line 0.072201
occurred 0.065350
Name: 2, dtype: float64
topic: civilian attack
massacre 0.090353
attack 0.085744
killed 0.076413
police 0.075788
people 0.046957
murder 0.042888
two 0.038573
attacks 0.038115
shooting 0.036650
government 0.036030
Name: 3, dtype: float64
topic: aircraft occurrence
flight 0.251820
aircraft 0.212664
airport 0.129228
crash 0.128694
accident 0.101788
crew 0.101023
crashed 0.082139
airlines 0.075483
plane 0.072442
passengers 0.070793
Name: 4, dtype: float64
topic: games
games 0.508743
asian 0.201471
southeast 0.180919
malaysia 0.113418
host 0.104013
sports 0.100436
asean 0.098344
vietnam 0.095714
thailand 0.087127
hosted 0.075681
Name: 5, dtype: float64
topic: airliner accident
flight 0.286842
aircraft 0.190055
accident 0.133156
airport 0.117755
runway 0.101845
crash 0.099159
plane 0.084258
crew 0.073634
airlines 0.072550
crashed 0.064665
Name: 6, dtype: float64
topic: wrestling event
wrestling 0.397842
event 0.221880
wwe 0.188294
match 0.149846
championship 0.145525
ppv 0.145088
tna 0.133278
pay 0.128366
professional 0.105513
view 0.100726
Name: 7, dtype: float64
topic: news event
explosion 0.063995
police 0.049011
murder 0.042663
fire 0.040458
disaster 0.039226
building 0.037914
mine 0.035348
accident 0.035292
people 0.033026
hendrix 0.032446
Name: 8, dtype: float64
topic: event
police 0.082789
hawke 0.060099
charges 0.051181
garner 0.047579
hamas 0.047336
keating 0.045581
investigation 0.045177
officers 0.043953
murder 0.038126
death 0.037257
Name: 9, dtype: float64
topic: concert tour
tour 0.571767
concert 0.162348
album 0.152226
band 0.144086
shows 0.093905
show 0.066559
dates 0.064521
studio 0.061896
leg 0.055582
songs 0.054088
Name: 10, dtype: float64
topic: historical event
revolution 0.053984
political 0.039448
president 0.036414
war 0.035142
government 0.034185
states 0.032113
party 0.030177
american 0.029433
state 0.029285
republics 0.028977
Name: 11, dtype: float64
topic: cricket tournament
tournament 0.283343
cricket 0.269401
twenty20 0.164450
icc 0.136305
teams 0.100421
season 0.097449
cup 0.096629
final 0.089509
matches 0.087993
wickets 0.087765
Name: 12, dtype: float64
topic: civil conflict
protests 0.140495
police 0.087433
protest 0.082894
protesters 0.077291
government 0.077234
movement 0.061674
riots 0.044847
occupy 0.040501
march 0.040332
strike 0.039360
Name: 13, dtype: float64
topic: individual golf tournament
open 0.173587
masters 0.170513
championship 0.150905
hole 0.143492
strokes 0.142516
golf 0.132093
palmer 0.128265
stroke 0.119512
par 0.116837
round 0.107790
Name: 14, dtype: float64
topic: football match
match 0.195846
cup 0.192471
final 0.168839
league 0.154289
football 0.152460
fa 0.136036
arsenal 0.116004
liverpool 0.088448
shield 0.077907
first 0.075161
Name: 15, dtype: float64
topic: aircraft accident
aircraft 0.260192
flight 0.211428
accident 0.131462
airport 0.109272
crashed 0.106835
crash 0.102792
air 0.087423
crew 0.081353
aviation 0.074915
plane 0.070820
Name: 16, dtype: float64
topic: airliner incident
aviation 0.219259
adc 0.187479
crash 0.150425
bracero 0.136621
borishade 0.136621
maccido 0.136621
shagari 0.136621
shehu 0.136621
nigeria 0.131556
sokoto 0.124986
Name: 17, dtype: float64
topic: flood
floods 0.294344
rainfall 0.171431
flooding 0.167005
flood 0.163927
affected 0.137749
people 0.095214
flooded 0.065571
caused 0.063462
heavy 0.063175
river 0.063175
Name: 18, dtype: float64
topic: hurricane
tropical 0.342399
hurricane 0.336679
storm 0.311767
cyclone 0.223518
landfall 0.119932
damage 0.116060
winds 0.105166
category 0.078764
rainfall 0.075959
atlantic 0.074658
Name: 19, dtype: float64
topic: wildfire
fire 0.290585
fires 0.187783
bushfires 0.114580
bushfire 0.110512
wildfire 0.107840
burned 0.073518
canyon 0.069244
wildfires 0.067400
season 0.066718
australia 0.060963
Name: 20, dtype: float64
topic: winter storm
storm 0.366170
snow 0.167210
blizzard 0.135153
snowfall 0.116511
new 0.100131
winds 0.079184
atlantic 0.079184
states 0.072824
across 0.072171
england 0.071018
Name: 21, dtype: float64
topic: music festival
festival 0.476524
music 0.267424
event 0.065291
artists 0.062790
concert 0.060851
tour 0.057525
festivals 0.053910
held 0.053576
bands 0.045669
annual 0.043399
Name: 22, dtype: float64
topic: operational plan
operation 0.220911
german 0.132658
schlieffen 0.125824
war 0.113713
plan 0.076195
intelligence 0.066633
reactor 0.064504
force 0.062747
planning 0.062342
attack 0.061280
Name: 23, dtype: float64
topic: terrorist attack
attack 0.169419
bombing 0.128835
killed 0.085504
police 0.074744
bombings 0.074335
people 0.070511
israeli 0.064341
bomb 0.063440
injured 0.052841
terrorist 0.044667
Name: 24, dtype: float64
topic: concert
album 0.286870
tour 0.222234
concert 0.147236
music 0.099910
songs 0.083720
show 0.082127
singer 0.081188
symphony 0.074896
performed 0.074266
critics 0.071718
Name: 25, dtype: float64
topic: international handball competition
handball 0.450257
championship 0.207695
tournament 0.158553
teams 0.119852
ihf 0.112564
croatia 0.105305
serbia 0.090326
moustafa 0.084423
qualified 0.081160
denmark 0.079253
Name: 26, dtype: float64
topic: recurring event
festival 0.260576
fair 0.102430
held 0.089100
event 0.078767
music 0.075825
annual 0.075616
arts 0.052707
fringe 0.045868
day 0.045543
conference 0.045200
Name: 27, dtype: float64
topic: athleticrace
marathon 0.401353
race 0.363108
runners 0.117469
event 0.081351
course 0.076022
held 0.067974
penang 0.060371
athletes 0.058735
races 0.054321
run 0.051655
Name: 28, dtype: float64
topic: summit meeting
conference 0.267354
commonwealth 0.208842
prime 0.169826
minister 0.126644
imperial 0.121153
british 0.116236
dominions 0.113090
government 0.102131
colony 0.098077
empire 0.085025
Name: 29, dtype: float64
topic: athletics competition
marathon 0.429695
boston 0.177864
mutai 0.172243
race 0.167776
record 0.112295
time 0.086221
kipsang 0.086122
world 0.082000
york 0.073089
mark 0.072649
Name: 30, dtype: float64
topic: multi-sport competition event
wushu 0.618506
styles 0.211462
kung 0.206169
martial 0.176467
fu 0.166492
practised 0.137446
soft 0.137446
forms 0.132350
art 0.125116
contemporary 0.125116
Name: 31, dtype: float64
topic: mma event
sengoku 0.274460
presents 0.257415
victory 0.153629
saitama 0.150005
road 0.148800
event 0.139702
world 0.123187
held 0.123035
martial 0.120369
wec 0.112503
Name: 32, dtype: float64
topic: horse race
race 0.328641
horse 0.200703
aintree 0.195589
grand 0.148866
stakes 0.143146
jockey 0.125336
national 0.121749
steeplechase 0.107574
preakness 0.107574
ridden 0.098413
Name: 33, dtype: float64
topic: olympic event
olympic 0.164176
olympics 0.163978
events 0.155872
medal 0.139595
medals 0.114675
au 0.094296
silver 0.086304
bronze 0.086304
archers 0.084106
women 0.083055
Name: 34, dtype: float64
topic: super bowl
bowl 0.507799
super 0.380418
game 0.159964
patriots 0.131167
football 0.114666
season 0.111715
rams 0.110675
nfl 0.094864
xxxvi 0.092523
gruden 0.092523
Name: 35, dtype: float64
topic: nuclear weapons test
nuclear 0.307345
test 0.240085
tests 0.207111
weapons 0.134396
operation 0.134204
yield 0.112275
atomic 0.104937
bomb 0.104102
thermonuclear 0.101068
conducted 0.098447
Name: 36, dtype: float64
topic: cricket series
series 0.256456
ashes 0.210763
cricket 0.194249
england 0.193809
australia 0.191419
test 0.148979
wickets 0.133797
matches 0.110067
tour 0.082550
team 0.080203
Name: 37, dtype: float64
topic: international ice hockey competition
group 0.267068
hockey 0.247623
tournament 0.197918
ice 0.158615
championship 0.134344
iihf 0.133220
division 0.119447
world 0.113840
teams 0.106827
relegated 0.097788
Name: 38, dtype: float64
topic: legislative session
parliament 0.227994
dáil 0.219449
elected 0.219114
party 0.175053
tds 0.172930
election 0.159643
seats 0.158589
verkhovna 0.135603
rada 0.135603
members 0.121903
Name: 39, dtype: float64
topic: census
census 0.738691
population 0.154963
conducted 0.095445
caste 0.089642
information 0.079351
statistics 0.079129
bureau 0.063320
first 0.063016
states 0.060315
censuses 0.058792
Name: 40, dtype: float64
topic: athletics race
marathon 0.558121
race 0.239284
runners 0.120379
boston 0.098833
event 0.090945
run 0.074731
10k 0.070187
course 0.064752
held 0.064476
force 0.063640
Name: 41, dtype: float64
topic: rugby tournament
division 0.418580
rugby 0.215327
nations 0.189643
asian 0.147900
1b 0.120323
irb 0.120323
competition 0.118328
divisions 0.104314
1a 0.094351
tournament 0.088776
Name: 42, dtype: float64
topic: field hockey
hockey 0.249556
england 0.197887
tournament 0.171357
penalty 0.113809
scored 0.111622
australia 0.099140
pakistan 0.098269
india 0.096178
goal 0.092361
germans 0.091112
Name: 43, dtype: float64
topic: sports competition event
yo 0.642936
intergraph 0.223614
tournament 0.164985
quake 0.146122
fong 0.116897
competition 0.103485
game 0.100417
graphics 0.087673
computer 0.087413
contest 0.086014
Name: 44, dtype: float64
topic: aircraft crash
flight 0.247852
crash 0.235622
airlines 0.200199
aircraft 0.157081
go 0.153467
tower 0.137446
thai 0.131410
175 0.097598
orient 0.086408
airline 0.082310
Name: 45, dtype: float64
topic: limited overs final
wickets 0.256448
runs 0.255119
overs 0.240420
royals 0.208364
cricket 0.199455
sri 0.170762
match 0.154276
lanka 0.136610
scored 0.123926
icc 0.115444
Name: 46, dtype: float64
topic: international football competition
tournament 0.276142
cup 0.221679
football 0.158916
fifa 0.138583
teams 0.092674
champions 0.076150
edition 0.068584
championship 0.067824
copa 0.067197
final 0.066700
Name: 47, dtype: float64
topic: americas cup competition
cup 0.344015
america 0.244906
alinghi 0.206951
challenger 0.171143
valencia 0.159199
yacht 0.137968
acts 0.119371
race 0.100792
defender 0.088411
team 0.082440
Name: 48, dtype: float64
topic: election
recall 0.409110
election 0.260888
penang 0.200670
state 0.175717
walker 0.137303
parliament 0.128972
gubernatorial 0.127363
governor 0.123094
house 0.104983
party 0.094309
Name: 49, dtype: float64
topic: international hockey competition
tournament 0.204494
group 0.180677
sweden 0.167532
bandy 0.155550
hockey 0.143590
västerås 0.142304
nhl 0.142304
finland 0.139798
belarus 0.132311
championship 0.129154
Name: 50, dtype: float64
topic: war
paulo 0.277574
vargas 0.271954
são 0.269672
1930 0.179224
prestes 0.135122
getúlio 0.135122
gerais 0.135122
minas 0.123615
constitution 0.119483
coup 0.114935
Name: 51, dtype: float64
topic: military attack
savage 0.213793
rico 0.146057
puerto 0.135561
ira 0.124144
farrell 0.116614
soldiers 0.113849
gibraltar 0.111085
car 0.105997
mccann 0.102818
british 0.093184
Name: 52, dtype: float64
topic: southeast asian games event
singapore 0.249093
swimming 0.247626
asian 0.183209
quah 0.180988
southeast 0.179673
wen 0.165575
host 0.140189
events 0.126975
games 0.119003
athletes 0.112877
Name: 53, dtype: float64
topic: eruption
eruption 0.371367
volcanic 0.247630
volcano 0.176879
eruptions 0.168282
vesuvius 0.137961
helens 0.137961
mount 0.132628
ash 0.121767
pyroclastic 0.091974
molten 0.091974
Name: 54, dtype: float64
topic: tennis event
open 0.237020
doubles 0.223306
slam 0.212717
singles 0.203764
tennis 0.163568
djokovic 0.148897
champion 0.126698
title 0.117339
novak 0.106355
australian 0.101807
Name: 55, dtype: float64
topic: aircraft incident
aircraft 0.270101
jersey 0.221079
airliner 0.208665
pilot 0.174065
crash 0.162061
rigid 0.158483
airways 0.139110
1938 0.125984
feet 0.108041
airport 0.099331
Name: 56, dtype: float64
topic: military operation
bomb 0.257010
manchester 0.216322
ira 0.197001
bombing 0.162241
embassy 0.152408
evacuation 0.111157
detonated 0.098500
helicopters 0.088487
attack 0.086803
january 0.082610
Name: 57, dtype: float64
topic: militärischer konflikt
denmark 0.489892
weserübung 0.217005
german 0.208409
attack 0.192545
danish 0.174793
forces 0.148497
invasion 0.147939
weser 0.144670
germany 0.132099
norway 0.130587
Name: 58, dtype: float64
topic: swimming event
golds 0.259684
swimming 0.249502
medals 0.227465
bronze 0.171190
silver 0.171190
freestyle 0.166829
pool 0.117065
leaderboard 0.111219
open 0.108374
games 0.106582
Name: 59, dtype: float64
topic: pro bowl
game 0.311419
bowl 0.282454
afc 0.256010
pro 0.214869
aloha 0.181155
nfc 0.174129
nfl 0.154782
honolulu 0.128005
hawaii 0.104929
yards 0.101756
Name: 60, dtype: float64
topic: summit
summit 0.377386
nato 0.232860
plo 0.145418
leaders 0.131830
hussein 0.125414
arab 0.122713
aligned 0.109064
bucharest 0.098193
meeting 0.094824
g8 0.077851
Name: 61, dtype: float64
topic: hurling championship
hurling 0.342890
antrim 0.285742
ulster 0.230158
senior 0.201840
championship 0.172892
tipperary 0.171445
munster 0.151339
cork 0.138095
stakelum 0.124936
nicky 0.124936
Name: 62, dtype: float64
topic: cycling world championship
bauer 0.573931
fondriest 0.286966
criquielion 0.286966
sprint 0.147167
race 0.139761
barriers 0.130875
road 0.119857
speed 0.107756
finish 0.103023
criquelion 0.095655
Name: 63, dtype: float64
topic: olympic sailing
sailing 0.459967
classes 0.284107
1924 0.240088
olympics 0.175794
monotype 0.156052
yachting 0.156052
olympic 0.152005
program 0.149215
finals 0.146539
olympiad 0.133334
Name: 64, dtype: float64
topic: australian rules football match
siren 0.258938
port 0.223812
grand 0.195843
kilda 0.194204
football 0.182699
fremantle 0.181377
final 0.158393
afl 0.156426
match 0.145486
district 0.137850
Name: 65, dtype: float64
topic: airliner crash
flight 0.284224
gulf 0.225721
accident 0.215015
072 0.190869
spatial 0.174615
a320 0.163082
crashed 0.154179
crew 0.147843
airport 0.144909
bahrain 0.140648
Name: 66, dtype: float64
topic: u.s. federal election campaign
mcmahon 0.264822
senate 0.236831
election 0.198671
miller 0.196296
attorney 0.181235
cooley 0.175120
republican 0.169668
nominee 0.140096
trump 0.140096
nomination 0.140096
Name: 67, dtype: float64
topic: basketball final four
euroleague 0.725670
final 0.232052
four 0.156339
spanoulis 0.145134
tournament 0.136286
olympiacos 0.132774
madrid 0.128726
cska 0.124005
concluding 0.090516
barclaycard 0.072567
Name: 68, dtype: float64
topic: australian rules football grand final
vfl 0.485723
grand 0.279899
football 0.221946
final 0.202121
premiership 0.183754
melbourne 0.146608
carlton 0.142920
collingwood 0.129612
club 0.123958
premiers 0.108010
Name: 69, dtype: float64
topic: rugby match
chiefs 0.327374
rugby 0.258895
brumbies 0.216209
sharks 0.216209
final 0.216058
crusaders 0.148347
super 0.142131
qualified 0.140300
waratahs 0.108104
team 0.101508
Name: 70, dtype: float64
topic: paralympic event
gold 0.385725
paralympics 0.339303
medals 0.231313
skiing 0.190205
winter 0.187721
march 0.173469
summer 0.157382
women 0.143599
woolstencroft 0.123629
viviane 0.123629
Name: 71, dtype: float64
topic: halftime show
earthcore 0.677947
festival 0.218203
outdoor 0.214100
pyalong 0.193699
music 0.181208
victoria 0.159953
dance 0.128223
electronic 0.117549
november 0.097895
hallucinogen 0.096850
Name: 72, dtype: float64
topic: cross country championships
nintendo 0.814125
championships 0.224503
nes 0.180917
remix 0.165510
world 0.129194
game 0.106632
video 0.097426
emulation 0.090458
leaderboards 0.090458
competitiveness 0.090458
Name: 73, dtype: float64
topic: international floorball competition
floorball 0.595452
championships 0.270933
aofc 0.248105
tournament 0.232980
asia 0.160330
men 0.143129
matches 0.130791
played 0.108854
2008 0.101658
ostrava 0.099242
Name: 74, dtype: float64
topic: international softball tournament
softball 0.714090
baseball 0.263100
olympics 0.201107
ioc 0.192221
olympic 0.173892
fengtai 0.108880
games 0.104339
summer 0.101005
2016 0.092160
2020 0.091553
Name: 75, dtype: float64
topic: international baseball tournament
baseball 0.347691
cup 0.299476
tournament 0.221539
cuba 0.193671
intercontinental 0.139077
hosted 0.124098
countries 0.111241
world 0.107823
australia 0.106482
eight 0.099309
Name: 76, dtype: float64
topic: monarch
bce 0.305052
assyrian 0.201958
babylon 0.201958
campaigns 0.184284
681 0.166724
nineveh 0.166724
assyria 0.152526
hanging 0.110366
gardens 0.107029
destruction 0.098584
Name: 77, dtype: float64
topic: cycling championship
cycling 0.323953
track 0.266947
championship 0.262342
championships 0.188198
european 0.183498
mountain 0.141148
riders 0.139694
bike 0.134378
university 0.133514
2009 0.131211
Name: 78, dtype: float64
topic: university boat race
oxford 0.464315
race 0.457152
boat 0.343381
cambridge 0.323028
lengths 0.135586
crews 0.110999
goldie 0.098805
women 0.095638
side 0.083854
isis 0.079790
Name: 79, dtype: float64
topic: basketball tournament at games
tournaments 0.242990
women 0.238662
defended 0.226232
men 0.222252
zayyar 0.205471
thiri 0.205471
naypyidaw 0.205471
basketball 0.175558
title 0.174379
spare 0.158060
Name: 80, dtype: float64
topic: canadian football game
grey 0.427719
cfl 0.290222
cup 0.236832
rule 0.183592
punting 0.174133
alouettes 0.174133
football 0.119893
punts 0.116089
roughriders 0.116089
game 0.114038
Name: 81, dtype: float64
topic: badminton event
doubles 0.543201
singles 0.247832
women 0.195327
bronze 0.189437
disqualifications 0.168163
unethical 0.168163
silvers 0.153842
badminton 0.153842
one 0.140629
wembley 0.129361
Name: 82, dtype: float64
topic: cycling championships
championships 0.275658
aan 0.208257
geul 0.208257
vilt 0.208257
valkenburg 0.208257
continuing 0.205236
turning 0.173179
onto 0.149532
road 0.144971
bemelerweg 0.138838
Name: 83, dtype: float64
topic: commonwealth games event
commonwealth 0.436775
games 0.388551
scotland 0.256656
cgf 0.221601
glasgow 0.179309
medal 0.149548
hauls 0.126227
2014 0.102251
ever 0.079900
multi 0.077879
Name: 84, dtype: float64
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