Topic keywords to represent topic instead of only using topics.

[YanLiang1102]

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

[YanLiang1102]

The the above are 85 topics and each topic with its 10 keywords.

[YanLiang1102]

{'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 wwe 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 twenty20 icc 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 adc 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 ihf', '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': 'wushu 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 dáil elected party tds', 'census': 'census population conducted caste information', 'athletics race': 'marathon race runners boston event', 'rugby tournament': 'division rugby nations asian 1b', 'field hockey': 'hockey england tournament penalty scored', 'sports competition event': 'yo 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 são 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', 'militärischer konflikt': 'denmark weserübung german attack danish', 'swimming event': 'golds swimming medals bronze silver', 'pro bowl': 'game bowl afc 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 1924 olympics monotype', 'australian rules football match': 'siren port grand kilda football', 'airliner crash': 'flight gulf accident 072 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 681', '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'}

[YanLiang1102]

{"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"}

[YanLiang1102]

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.

[YanLiang1102]

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", "military conflict": "war battle army forces operation troops offensive", "rail accident": "train signal crash station driver occurred", "civilian attack": "massacre attack killed police people murder shooting government", "aircraft occurrence": "flight airport crash accident crew crashed airlines plane passengers", "games": "host sports", "airliner accident": "flight aircraft accident airport runway crash plane crew airlines", "wrestling": "wrestling event championship pay professional", "news": "explosion police murder fire disaster building mine accident people hendrix", "event": "police hawke charges garner hamas keating investigation officers murder death", "concert tour": "tour concert album band show dates studio songs", "historical": "revolution political president war government states party american state republics", "cricket tournament": "tournament cricket teams season cup final matches wickets", "civil conflict": "police protest protester government movement riot occupy march strike", "individual golf tournament": "open championship strokes golf palmer round", "football match": "match cup final league football arsenal liverpool shield", "aircraft accident": "aircraft flight accident airport crash air crew aviation plane", "airliner incident": "aviation adc crash bracero borishade maccido", "flood": "rainfall flooding flood affected people flooded caused heavy river", "hurricane": "tropical hurricane storm cyclone landfall damage winds rainfall atlantic", "wildfire": "fire bushfire wildfire burn canyon wildfires season australia", "winter storm": "storm snow blizzard snowfall wind atlantic", "music festival": "festival music event artists concert tour band", "operational plan": "operation schlieffen war plan intelligence reactor force planning attack", "terrorist attack": "attack bombing killed police bombings people israeli bomb injure terrorist", "concert": "album tour concert music song show singer symphony performed critic", "international handball competition": "handball championship tournament teams croatia serbia moustafa denmark", "recurring": "festival fair held event music annual arts fringe conference", "athleticrace": "marathon race runners course held penang athletes run", "summit meeting": "conference commonwealth prime minister imperial british dominions government colony empire", "athletics competition": "marathon boston race record time world mark", "multi-sport competition": "wushu styles kung martial fu practised soft forms art contemporary", "mma": "sengoku present victory saitama road event world held martial", "horse race": "race horse aintree grand stakes jockey national steeplechase preakness ridden", "olympic": "olympic events medal au silver bronze archers", "super bowl": "bowl super game patriots football season rams nfl gruden", "nuclear weapons test": "nuclear test weapon operation yield atomic bomb thermonuclear conducted", "cricket series": "series ashes cricket england australia test wickets", "international ice hockey competition": "hockey tournament ice championship team relegated", "legislative session": "parliament elected party election seat verkhovna rada member", "census": "census population conducted caste information statistics bureau censuses", "athletics race": "marathon race runner boston event run course held force", "rugby tournament": "division rugby nations competition division tournament", "field hockey": "hockey tournament penalty score", "sports competition": "intergraph tournament quake competition game graphic computer contest", "aircraft crash": "flight crash airlines aircraft go tower thai orient airline", "limited overs final": "wickets run overs royals cricket score", "international football competition": "tournament cup football fifa teams champions edition championship copa final", "americas cup competition": "cup america alinghi challenger valencia yacht acts race defender team", "election": "recall election penang state walker parliament gubernatorial governor house party", "international hockey competition": "tournament group bandy hockey nhl finland belarus championship", "war": "paulo vargas prestes gerais minas constitution coup", "military attack": "savage rico puerto ira farrell soldiers gibraltar car mccann british", "southeast asian games": "singapore swimming asian southeast wen host athletes", "eruption": "volcanic volcano vesuvius helens ash pyroclastic molten", "tennis": "open doubles slam tennis djokovic champion novak", "aircraft incident": "aircraft jersey airliner pilot crash rigid airways airport", "military operation": "bomb manchester ira bombing embassy evacuation detonated helicopters attack", "militärischer konflikt": "attack forces invasion weser", "swimming": "gold medal bronze silver freestyle pool leaderboard open game", "pro bowl": "game bowl afc pro aloha nfc nfl honolulu hawaii yard", "summit": "summit nato plo leaders hussein arab aligned bucharest meeting", "hurling championship": "hurling antrim ulster senior championship tipperary munster cork stakelum nicky", "cycling world championship": "fondriest criquielion sprint race barriers road speed finish criquelion", "olympic sailing": "sailing classes olympics monotype yachting olympic program finals olympiad", "australian rules football match": "siren port grand kilda football fremantle final afl match district", "airliner crash": "flight gulf accident spatial crashed crew airport bahrain", "u.s. federal election campaign": "mcmahon senate election miller attorney cooley republican nominee trump nomination", "basketball final four": "euroleague final four spanoulis tournament olympiacos madrid cska concluding barclaycard", "australian rules football grand final": "vfl grand football final premiership melbourne carlton collingwood club premiers", "rugby match": "chiefs rugby brumbies sharks final crusaders super qualified waratahs", "paralympic": "gold paralympics medals skiing winter march summer woolstencroft viviane", "halftime show": "earthcore festival outdoor pyalong music victoria dance electronic november hallucinogen", "cross country championships": "nintendo championships remix game video emulation leaderboards competitiveness", "international floorball competition": "floorball championships aofc tournament matches played ostrava", "international softball tournament": "softball baseball olympics ioc olympic game summer", "international baseball tournament": "baseball cup tournament cuba intercontinental hosted countries world australia", "monarch": "assyrian babylon campaign nineveh assyria hanging garden destruction", "cycling championship": "cycling track championship championship european mountain rider bike university", "university boat race": "oxford race boat cambridge lengths crews goldie", "basketball tournament at games": "tournaments defended zayyar thiri naypyidaw basketball title spare", "canadian football game": "cfl cup rule punting alouettes football punts roughriders game", "badminton": "doubles singles bronze disqualifications unethical silvers badminton wembley", "cycling championships": "championships aan geul vilt valkenburg continuing turning bemelerweg", "commonwealth games": "commonwealth games scotland cgf glasgow medal hauls multi"}

[YanLiang1102]

try less of the keywords and some of the topics can be merged: {"earthquake": "occurr damage", "military conflict": "battle force offensive", "rail accident": "crash driver occurr", "civilian attack": "massacre attack kill murder shoot", "aircraft occurrence": "crash accident", "games": "host sports", "airliner accident": "crash", "wrestling": "championship", "news": "news", "event": "event", "concert tour": "album band", "historical": "revolution political", "cricket tournament": "match", "civil conflict": "protest riot occupy march strike", "individual golf tournament": "open stroke", "football match": "cup", "aircraft accident": "accident airport crash", "airliner incident": "crash", "flood": "affect cause", "hurricane": "cyclone landfall damage wind rainfall", "wildfire": "fire bushfire wildfire burn", "winter storm": "storm snow blizzard snowfall", "music festival": "concert", "operational plan": "plan", "terrorist attack": "attack bombing kill injure", "concert": "show perform", "international handball competition": "handball", "recurring": "conference", "athleticrace": "race held run", "summit meeting": "conference", "athletics competition": "race", "multi-sport competition": "practise contemporary", "mma": "present victory", "horse race": "race ridden", "olympic": "medal", "super bowl": "game patriot", "nuclear weapons test": "operation yield bomb conduct", "cricket series": "wicket", "international ice hockey competition": "championship relegate", "legislative session": "parliament elect", "census": "conduct census", "athletics race": "race hold", "rugby tournament": "competition", "field hockey": "penalty", "sports competition": "contest", "aircraft crash": "crash", "limited overs final": "wicket run", "international football competition": "tournament", "americas cup competition": "cact race defend", "election": "election", "international hockey competition": "hockey", "war": "coup", "military attack": "savage soldier, "southeast asian games": "swim host", "eruption": "volcano molten", "tennis": "open", "aircraft incident": "crash", "military operation": "bomb evacuation detonate", "militärischer konflikt": "invasion", "swimming": "open", "pro bowl": "game", "summit": "leader align", "hurling championship": "hurling", "cycling world championship": "barrier finish", "olympic sailing": "yachting olympiad", "australian rules football match": "fremantle", "airliner crash": "accident bahrain", "u.s. federal election campaign": "mcmahon senate election miller attorney cooley republican nominee trump nomination", "basketball final four": "conclude barclaycard", "australian rules football grand final": "premiership", "rugby match": "rugby", "paralympic": "viviane", "halftime show": "dance", "cross country championships": "remix emulation", "international floorball competition": "floorball", "international softball tournament": "softball", "international baseball tournament": "baseball", "monarch": "campaign destruction", "cycling championship": "cycling track ride", "university boat race": "boat", "basketball tournament at games": "tournament defend", "canadian football game": "punt", "badminton": "badminton", "cycling championships": "cycling track ride", "commonwealth games": "commonwealth"}