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The results of Spark LDA ran over English Wikipedia pages (different queries). The topics are sorted by coherence of each topic (Word2Vec).
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==================== | |
Stanford CoreNLP (Sentence splitter and POS Tagging - NN and NNS), StopWordsRemover, TF-IDF, word2vec and OnlineLDAOptimizer | |
Query: Global Warming (5000 pages) | |
==========Parameteres========== | |
val numTopics: Int = 50 | |
val maxIterations: Int = 100 | |
val vocabSize: Int = 10000 | |
val minDF: Int = 10 | |
val minTF: Int = 1 | |
val maxItems: Int = 15 | |
val embedding: Int = 50 // dimension fo embedding for Word2Vec representation of words | |
val energy : Double = .2 // threshold for cumulative probability deemed necessary for topic coherency | |
========== | |
TOPIC: 42 - TOPIC SCORE: 1.0000000000000004 | |
glaciers 0.22208310574123616 | |
glacier 0.18525809777160154 | |
retreat 0.0692340192683647 | |
melting 0.025971019082569952 | |
protesters 0.02302321710042925 | |
photography 0.021530740301089337 | |
calving 0.015716366146412575 | |
kilometer 0.015618358021657803 | |
ablation 0.015558832577628521 | |
confinement 0.013797930857289108 | |
round 0.012075035630529815 | |
photo 0.011241188123216134 | |
accumulation 0.009938333954062913 | |
hikes 0.009197253382895697 | |
photographers 0.009114516808850922 | |
========== | |
TOPIC: 15 - TOPIC SCORE: 1.0000000000000002 | |
channel 0.21239485473262515 | |
float 0.06783370892934339 | |
signals 0.05230194330940613 | |
transmissions 0.049249723084118895 | |
clock 0.04374301691036442 | |
sound 0.02919812765035435 | |
transmitter 0.024634263152053755 | |
axis 0.016141046554325782 | |
pipe 0.013477518940343831 | |
circuits 0.0122682108514658 | |
mapping 0.010361957938053603 | |
receivers 0.00914552253719606 | |
position 0.007180197350048721 | |
signal 0.006204292592170478 | |
arrival 0.005935903214533718 | |
========== | |
TOPIC: 48 - TOPIC SCORE: 1.0 | |
sparrow 0.2650987462016469 | |
flock 0.031566477750791216 | |
rear 0.020151702579769993 | |
offshoot 0.01026653844192465 | |
house 0.0073152337863250155 | |
kite 0.00584413785169518 | |
bunch 0.005432014078872021 | |
captive 0.0050548885347098714 | |
refugia 0.0047652720636550275 | |
grams 0.002789211607519177 | |
strings 0.0024415394212091964 | |
sort 0.0016414381236584735 | |
certainty 0.0015335349775103106 | |
wash 0.0015324069873397421 | |
tone 0.0014786698150926912 | |
========== | |
TOPIC: 16 - TOPIC SCORE: 0.8575152178293721 | |
avalanche 0.1674688664339196 | |
bowl 0.021505092343428022 | |
spite 0.010690681699433845 | |
sunshine 0.008436309237361382 | |
consumerism 0.0015989364380353025 | |
phrase 0.0014315377147055997 | |
products 0.0010100543917707899 | |
consumption 0.0010082909267712112 | |
goods 9.647987337570762E-4 | |
luxury 9.50047525877647E-4 | |
consumers 8.628345186484003E-4 | |
popularity 8.196734629739194E-4 | |
consumer 7.859779449937265E-4 | |
materialism 6.34875934265342E-4 | |
society 6.107890638672226E-4 | |
========== | |
TOPIC: 14 - TOPIC SCORE: 0.8390464677725201 | |
vehicles 0.044706368264822355 | |
cars 0.03445282812066015 | |
vehicle 0.02968788573527011 | |
hybrid 0.028182384382161092 | |
plugin 0.02685676744976594 | |
battery 0.022009543176142315 | |
sales 0.020798104459879722 | |
batteries 0.016574374267480287 | |
hybrids 0.015616099350126212 | |
fuel 0.01400791058624412 | |
engine 0.013582534706186577 | |
units 0.011998215530012785 | |
motor 0.010410144192244649 | |
passenger 0.009840311468372082 | |
market 0.009460440494084272 | |
========== | |
TOPIC: 10 - TOPIC SCORE: 0.7084975507552489 | |
album 0.024443312068546382 | |
music 0.016556152239209008 | |
band 0.0162538024208042 | |
song 0.014200293940878402 | |
songs 0.010208124139736093 | |
bands 0.0075454814699469795 | |
awards 0.007170173933010259 | |
show 0.0070306515676485494 | |
video 0.006988680485000052 | |
tour 0.006895110812415691 | |
artists 0.00684533040373229 | |
albums 0.006342965058044594 | |
studio 0.00585424305592446 | |
television 0.005461239721042424 | |
rock 0.005449046716583241 | |
========== | |
TOPIC: 9 - TOPIC SCORE: 0.6913247903062849 | |
students 0.028583146327607462 | |
student 0.014142807523924083 | |
colleges 0.014064351395846072 | |
school 0.014000057875897889 | |
college 0.013814716142489485 | |
campus 0.013195578890751417 | |
education 0.012184565068633347 | |
schools 0.011915790701222617 | |
university 0.010809551074358142 | |
arts 0.010043285647419119 | |
admissions 0.008897795649969509 | |
universities 0.008673385452107229 | |
design 0.006948998294712208 | |
faculty 0.00677977945269258 | |
engineering 0.006217477601827225 | |
========== | |
TOPIC: 28 - TOPIC SCORE: 0.6832060305764586 | |
wine 0.0793834323350744 | |
grape 0.04974784943634396 | |
coffee 0.041575947094648825 | |
wines 0.02783547942873673 | |
acres 0.026154635271924343 | |
varieties 0.02047129784452868 | |
grapes 0.018544352038039693 | |
hectares 0.017406587779903348 | |
variety 0.013113679626911972 | |
beans 0.012898645283849751 | |
vineyards 0.012270640552944405 | |
fruit 0.012039378583542105 | |
vine 0.011415947882198513 | |
alcohol 0.010312725626615457 | |
flavor 0.009848359083219025 | |
========== | |
TOPIC: 46 - TOPIC SCORE: 0.6830650658245867 | |
reconstructions 0.028122414010068725 | |
reconstruction 0.02669968506585008 | |
hockey 0.01976072158209881 | |
proxy 0.018722877841631895 | |
graph 0.018099984687827825 | |
temperature 0.016641638294703127 | |
stick 0.016031050819683226 | |
sunspot 0.011585289319492095 | |
period 0.010900872439736416 | |
temperatures 0.01081715259887752 | |
mbh99 0.010146511750483039 | |
data 0.009840850598545961 | |
sunspots 0.009695743456303066 | |
cycles 0.00953027751453926 | |
forecasting 0.009359236056462198 | |
========== | |
TOPIC: 21 - TOPIC SCORE: 0.6819601303827233 | |
ethanol 0.056018387272984804 | |
biofuels 0.028225021629657093 | |
biofuel 0.021374244586365544 | |
fuel 0.02004844571449786 | |
corn 0.01871342570154194 | |
production 0.017916019499662 | |
switchgrass 0.01680696196065625 | |
transport 0.015973784851951885 | |
sugar 0.015578130747927365 | |
prices 0.01399677923990997 | |
food 0.013925727664318287 | |
crops 0.013317416302427354 | |
sugarcane 0.0112228969607243 | |
cattle 0.011185369503548408 | |
rice 0.00975162415141158 | |
========== | |
TOPIC: 38 - TOPIC SCORE: 0.6777327385219074 | |
heat 0.06997207286774758 | |
heating 0.041098316095720365 | |
pump 0.03345520708416813 | |
building 0.031525383289423954 | |
buildings 0.027986217873060354 | |
installation 0.02725205186592171 | |
insulation 0.027216347477099636 | |
refrigerant 0.02478907695579058 | |
goddess 0.018270230681143782 | |
water 0.014147851027037896 | |
conditioning 0.01406501275318272 | |
refrigeration 0.012133049828232758 | |
rating 0.011177640502192507 | |
wall 0.010403824631874363 | |
system 0.010382132394476992 | |
========== | |
TOPIC: 45 - TOPIC SCORE: 0.6380947265271325 | |
digestion 0.04773947307177694 | |
biogas 0.042423536914794446 | |
algae 0.03699660576645991 | |
blooms 0.02187061233108911 | |
phytoplankton 0.01921052797756959 | |
sewage 0.01618349771548431 | |
oxygen 0.015981576879429634 | |
waste 0.015929386375981815 | |
krill 0.015679852879382103 | |
wastewater 0.015394899595334828 | |
solids 0.014776584677231069 | |
seals 0.014655889734599999 | |
iron 0.013828335845057474 | |
fertilization 0.013709011644108832 | |
nutrients 0.013669128968057378 | |
========== | |
TOPIC: 36 - TOPIC SCORE: 0.6356056468863781 | |
species 0.03220069498641389 | |
crocodile 0.010560600395477824 | |
populations 0.010207781083311683 | |
males 0.009980137694989597 | |
birds 0.009616750288595178 | |
females 0.008459475138935553 | |
crocodiles 0.0084289948059408 | |
prey 0.007778540999554309 | |
bears 0.0071960977338627555 | |
population 0.007103099342437976 | |
fish 0.006904681239368095 | |
genus 0.006603971339170324 | |
habitat 0.006253352167544368 | |
mammals 0.00607992131697416 | |
subspecies 0.005830773225192021 | |
========== | |
TOPIC: 17 - TOPIC SCORE: 0.6073711482701561 | |
ipcc 0.06021924849191646 | |
scenarios 0.0471425936284732 | |
sres 0.02777711305353107 | |
help 0.026087962603172386 | |
projections 0.025267820027038222 | |
climate 0.02199395515775341 | |
scenario 0.021506293422493702 | |
mean 0.014288020001571818 | |
panel 0.014149876826775726 | |
uncertainties 0.01400624382488533 | |
confidence 0.013446594468646177 | |
temperature 0.013263214995521135 | |
title 0.012801801329255093 | |
synthesis 0.012054073612738593 | |
sensitivity 0.010840392646904524 | |
========== | |
TOPIC: 27 - TOPIC SCORE: 0.5956697366802197 | |
football 0.041825660673930794 | |
team 0.026970574910108756 | |
game 0.026371081761810928 | |
teams 0.02565544384432645 | |
match 0.024336945249410605 | |
stadium 0.02150344262808889 | |
season 0.01998446414529425 | |
championship 0.01903546649877635 | |
sports 0.017584319830058273 | |
clubs 0.01456352268381818 | |
coach 0.014500038579553131 | |
tournament 0.01120883400711226 | |
rank 0.010533606322651098 | |
soccer 0.01001413199860469 | |
champion 0.009950340474015388 | |
========== | |
TOPIC: 43 - TOPIC SCORE: 0.5936503336592306 | |
reactor 0.03355243265016057 | |
reactors 0.029913490661187116 | |
uranium 0.02306679980093 | |
fuel 0.015932384660306335 | |
power 0.01376705059422432 | |
fission 0.01339267500627024 | |
fusion 0.013196915499060314 | |
heat 0.009666435197244161 | |
design 0.008889678022304356 | |
engine 0.00860090093983129 | |
neutrons 0.008242442307217743 | |
safety 0.0070430904388068824 | |
neutron 0.007014325308448284 | |
designs 0.006780272686810531 | |
plutonium 0.006543527837199403 | |
========== | |
TOPIC: 49 - TOPIC SCORE: 0.5907600093775676 | |
energy 0.038263923390287675 | |
power 0.02794429744622603 | |
electricity 0.023777002579455114 | |
wind 0.015987651984188153 | |
waste 0.011705491003275996 | |
plants 0.009659273904614794 | |
generation 0.009056931141418631 | |
efficiency 0.008256107238782725 | |
capacity 0.007885437256628531 | |
grid 0.007323633532591529 | |
cost 0.006999339336044196 | |
technologies 0.006941602714476805 | |
plant 0.006646084752318801 | |
coal 0.006621431490209501 | |
projects 0.005760922607135287 | |
========== | |
TOPIC: 29 - TOPIC SCORE: 0.5765486438648705 | |
forest 0.04126038475892011 | |
forests 0.03232659935546574 | |
soil 0.03193961802491778 | |
trees 0.021437685866722518 | |
deforestation 0.01754585362963516 | |
ecosystem 0.014480777622375214 | |
tree 0.01424260967392966 | |
species 0.014095899089149834 | |
wood 0.014047889459099457 | |
soils 0.012453984329533006 | |
plant 0.008614836374557724 | |
conservation 0.008479270945258894 | |
land 0.00831646587598759 | |
ecosystems 0.008276493701719075 | |
forestry 0.007972466376123593 | |
========== | |
TOPIC: 44 - TOPIC SCORE: 0.5735554117208974 | |
water 0.01842815020925362 | |
livestock 0.016706560777340514 | |
farming 0.016065331686598783 | |
crops 0.01604308858479876 | |
crop 0.01410501118903985 | |
lawn 0.014013969973803445 | |
agriculture 0.013600614571516602 | |
farmers 0.01258576374268811 | |
pesticides 0.011346789047627086 | |
irrigation 0.011016301125091665 | |
wetland 0.010826248435516219 | |
seed 0.00971963715742101 | |
fertilizers 0.009447610806001087 | |
grass 0.009210260122105102 | |
soil 0.009071363936749717 | |
========== | |
TOPIC: 32 - TOPIC SCORE: 0.554643517647931 | |
conservatism 0.06729433451718216 | |
liberalism 0.058238052902440454 | |
doctor 0.05259342597911529 | |
appraisal 0.018876296541529277 | |
evangelicals 0.01642096802873332 | |
imprint 0.016017817591067674 | |
ethic 0.015083326056381676 | |
values 0.014533073997459596 | |
culture 0.01403071042293267 | |
cohesion 0.013430390054604785 | |
libertarianism 0.011183290285327673 | |
chip 0.011088626710711237 | |
excerpt 0.011017363818773076 | |
organiser 0.011001534918438367 | |
wars 0.010692231621820805 | |
========== | |
TOPIC: 22 - TOPIC SCORE: 0.5451050198327482 | |
storm 0.01713558422474733 | |
snow 0.01704242299885997 | |
fire 0.013751554197662625 | |
water 0.012238815703308165 | |
winds 0.01163440391557751 | |
weather 0.011179385397188117 | |
temperatures 0.010572528508244455 | |
flooding 0.009906510247630727 | |
rainfall 0.00977483396137444 | |
rain 0.009351783580116964 | |
winter 0.009233686491168345 | |
cyclone 0.00911830150176802 | |
hurricane 0.008775981455228612 | |
precipitation 0.008768945056381367 | |
cyclones 0.007978103719315538 | |
========== | |
TOPIC: 4 - TOPIC SCORE: 0.5397563118569769 | |
disease 0.021827697946532488 | |
malaria 0.010509216459023987 | |
blood 0.008786646966310159 | |
virus 0.008702005937802532 | |
smoking 0.008004228009902884 | |
risk 0.00761269590866925 | |
diseases 0.0076052844458558665 | |
tobacco 0.007426299026609173 | |
infection 0.007421161722258602 | |
health 0.0069156550197476945 | |
women 0.006320772409513214 | |
heart 0.006150039243023538 | |
smokers 0.005907162149697023 | |
symptoms 0.0057409337680978025 | |
fever 0.005496482613489578 | |
========== | |
TOPIC: 12 - TOPIC SCORE: 0.5165033197858762 | |
magazine 0.024816546298608206 | |
books 0.019686699141187876 | |
book 0.0191770254433044 | |
magazines 0.015521760506846234 | |
writer 0.01495415277574251 | |
fiction 0.014193747632772537 | |
toilet 0.013616146685567904 | |
readers 0.01141635539049237 | |
asylum 0.010702668988954262 | |
iceberg 0.009541908880784641 | |
editor 0.00897656183494551 | |
beer 0.008949791928840123 | |
nonfiction 0.00890297402325343 | |
writers 0.008898334433157259 | |
pieces 0.00884526247175146 | |
========== | |
TOPIC: 7 - TOPIC SCORE: 0.4988730503688934 | |
city 0.023364847458741345 | |
ferry 0.009002372069462588 | |
town 0.008153969934353685 | |
miles 0.007095190449076643 | |
roads 0.0070306998035223 | |
area 0.006972092151047931 | |
centre 0.006296336649692019 | |
citys 0.006201571061294836 | |
cities 0.005792449728022577 | |
route 0.005780873537335099 | |
road 0.005440443808349183 | |
rail 0.004873566515252277 | |
century 0.0048648228549962105 | |
residents 0.004828324064746849 | |
transportation 0.004792533291751646 | |
========== | |
TOPIC: 8 - TOPIC SCORE: 0.46618264446646324 | |
duck 0.08197000825592232 | |
ducks 0.0593268394234906 | |
colonization 0.05259684919045666 | |
impeachment 0.041302316622533336 | |
brink 0.01892965145989555 | |
refuge 0.016706862408413767 | |
foresight 0.016162054761755855 | |
waterfowl 0.01455055706528732 | |
detractors 0.014456773762338119 | |
predators 0.013974888566621137 | |
telecom 0.011939824658728535 | |
introductions 0.011107033268134513 | |
herons 0.009813893821547825 | |
tooth 0.009238698950145636 | |
lies 0.00920297285357463 | |
========== | |
TOPIC: 2 - TOPIC SCORE: 0.46250423184783973 | |
whales 0.025477241016646328 | |
whale 0.01762752006586029 | |
islands 0.013337151104397413 | |
island 0.011906192630294384 | |
coral 0.01173929379465602 | |
reef 0.011554320334728932 | |
waters 0.009167425204625513 | |
coast 0.008806546347240783 | |
population 0.00753726663465846 | |
fishing 0.007397961667005169 | |
reefs 0.007207158163172935 | |
whaling 0.006796110573520126 | |
fish 0.006073648873987075 | |
ship 0.005792474138351666 | |
century 0.005784966513794954 | |
========== | |
TOPIC: 11 - TOPIC SCORE: 0.46144203089858143 | |
coal 0.025795151105543358 | |
shale 0.024232110945788397 | |
barrels 0.014284194549350726 | |
pollution 0.011631502644439101 | |
petroleum 0.011207366198590484 | |
pipeline 0.010673343243680009 | |
reserves 0.009918704737374398 | |
production 0.008738905325589113 | |
spill 0.008158811962356212 | |
tons 0.0076249427174165905 | |
mining 0.007194104626202062 | |
mine 0.007110339036605725 | |
sulfur 0.006654011954698877 | |
sands 0.006576871062899773 | |
drilling 0.006431604954186183 | |
========== | |
TOPIC: 35 - TOPIC SCORE: 0.4503688068755999 | |
temperature 0.016397565966110285 | |
atmosphere 0.01556339586584703 | |
surface 0.015560268905042092 | |
methane 0.012259643815505688 | |
ocean 0.011552264199667758 | |
ozone 0.011089789789166093 | |
clouds 0.01086672857842364 | |
cloud 0.009152514536490103 | |
carbon 0.008068198416485579 | |
layer 0.007925062876242702 | |
radiation 0.0075385345596882475 | |
dioxide 0.00751474270414323 | |
temperatures 0.0069138433390985255 | |
climate 0.0065717498651539155 | |
heat 0.00594782723358276 | |
========== | |
TOPIC: 24 - TOPIC SCORE: 0.4397123808751516 | |
stewardship 0.057303412638354416 | |
sculpture 0.055423655423399956 | |
sculptures 0.04109014373675965 | |
restoration 0.026978835897272638 | |
civilisation 0.02508830439820549 | |
landowners 0.024420089204502823 | |
conservation 0.021566724494079634 | |
conservationist 0.018452487735736555 | |
monument 0.01823370841383116 | |
nonprofits 0.018068434747587295 | |
climatology 0.017659281519244084 | |
laboratories 0.017207974530054113 | |
stream 0.01589757554708896 | |
glass 0.013849095868287508 | |
steel 0.013688836626027335 | |
========== | |
TOPIC: 31 - TOPIC SCORE: 0.4291684044538418 | |
capabilities 0.07043887130727584 | |
viewer 0.04714387380791365 | |
prominence 0.03911483610209866 | |
societys 0.03886086261419382 | |
photographs 0.03363513696919141 | |
mans 0.026052672715291332 | |
formulation 0.0204267402996301 | |
glance 0.02016622745492713 | |
organisers 0.01969514428398504 | |
refugee 0.01899219212321751 | |
block 0.01887256574298034 | |
exhibits 0.018673623456214424 | |
musician 0.015445065492493207 | |
memorandum 0.014224656188517528 | |
crystals 0.013414693044913514 | |
========== | |
TOPIC: 0 - TOPIC SCORE: 0.42315762213545977 | |
agency 0.03871225745730649 | |
agencies 0.027795571393510278 | |
plaintiffs 0.026435970003700977 | |
lead 0.022457050221489028 | |
court 0.02117890975582822 | |
project 0.017000041440254937 | |
ghgs 0.0161435634728375 | |
litigation 0.015981318617757364 | |
applicant 0.015939283807597626 | |
regulation 0.0158903945639572 | |
nuisance 0.015070562345673551 | |
defendants 0.014363476776565251 | |
guidance 0.013559080005996909 | |
emissions 0.01294812408979115 | |
statute 0.012504898241063128 | |
========== | |
TOPIC: 23 - TOPIC SCORE: 0.4135307288938156 | |
illustrations 0.06601382958039706 | |
indexes 0.03861289915206806 | |
representative 0.02802581160089762 | |
versions 0.02073720175140566 | |
cartoons 0.00958488823071415 | |
phone 0.006628534123001815 | |
print 0.006321822222112199 | |
discussion 0.005947150644488171 | |
morning 0.005639877419718525 | |
publishing 0.004490967118965249 | |
activities 0.004415550167862769 | |
questions 0.003961353789773534 | |
township 0.001661044608014041 | |
school 6.978522864287904E-4 | |
races 4.6707672097861283E-4 | |
========== | |
TOPIC: 5 - TOPIC SCORE: 0.4096379739489731 | |
hydrogen 0.014852202790977704 | |
cells 0.011409140858160307 | |
cell 0.010815805809737095 | |
compounds 0.007723439321633781 | |
fuel 0.007554015185277829 | |
carbon 0.0074954921783084326 | |
production 0.007365942649187519 | |
oxide 0.00726749810287262 | |
acid 0.007089897307414286 | |
chemical 0.006402666874928878 | |
ethanol 0.005493948813841341 | |
methane 0.005485886295854506 | |
protein 0.005328479835476415 | |
process 0.004929855152583464 | |
reaction 0.004881969666605608 | |
========== | |
TOPIC: 25 - TOPIC SCORE: 0.40150105397851693 | |
organisms 0.0180154109339576 | |
hypothesis 0.012617076928245251 | |
nitrogen 0.011823230343570386 | |
feedback 0.010340490135783085 | |
theory 0.009839005580936953 | |
carbonate 0.008759809424381768 | |
evolution 0.008741234088331197 | |
equilibrium 0.008724781663765783 | |
processes 0.008277017709988406 | |
calcium 0.0073100121064491545 | |
photosynthesis 0.006993189060029669 | |
ocean 0.006814235291382867 | |
chemistry 0.0066939144200507915 | |
biology 0.0062807521946567114 | |
structure 0.006105766694328798 | |
========== | |
TOPIC: 13 - TOPIC SCORE: 0.39282883351673337 | |
species 0.013841503772508838 | |
river 0.013329253343167863 | |
extinction 0.011449475222967962 | |
park 0.0098182656463003 | |
bear 0.008692499168235016 | |
mountains 0.008241027855170505 | |
mountain 0.007505423113055309 | |
bears 0.0073182050991293796 | |
water 0.007093629787603941 | |
region 0.006461523268588697 | |
rivers 0.005708785612147081 | |
areas 0.005506762676755127 | |
rocks 0.005175365021386438 | |
west 0.004876634980225527 | |
area 0.004814461347707709 | |
========== | |
TOPIC: 37 - TOPIC SCORE: 0.38961541057680343 | |
conscience 0.010821923202690467 | |
forces 0.007200297141930659 | |
relations 0.00617767924027384 | |
women 0.006116657639733429 | |
rights 0.005959727552835095 | |
government 0.0058933261922922385 | |
security 0.005577909248000236 | |
freedom 0.005558119082686662 | |
country 0.005520142178895739 | |
weapons 0.0054833469346116815 | |
independence 0.0049962335457533705 | |
republic 0.004948123640747699 | |
peace 0.004910901036122026 | |
world 0.004778260057234436 | |
conflict 0.004680644846122888 | |
========== | |
TOPIC: 3 - TOPIC SCORE: 0.3803716539391331 | |
summit 0.03486770832492873 | |
organisation 0.017356131841720742 | |
party 0.015509547562424677 | |
labour 0.01533108933711711 | |
constituency 0.012780299613791521 | |
actor 0.01230889198751039 | |
byelection 0.011005755408933593 | |
programmes 0.009794536840982521 | |
chamber 0.009521689536020521 | |
britains 0.009492110970875533 | |
programme 0.008957828401582654 | |
minister 0.008927861706987528 | |
referendum 0.008556123592783607 | |
alignment 0.008459163412374206 | |
organisations 0.008425700250567348 | |
========== | |
TOPIC: 26 - TOPIC SCORE: 0.3791846960453567 | |
news 0.0130740685885318 | |
episode 0.012648704382796612 | |
birth 0.011399935502351402 | |
show 0.010226378928483874 | |
certificate 0.00942325627812012 | |
radio 0.008034342763527273 | |
citizen 0.007881505054061306 | |
conspiracy 0.007781533903245481 | |
segment 0.007032022247493502 | |
broadcast 0.006802733597473292 | |
interview 0.005304987821008743 | |
television 0.005128400148910584 | |
coverage 0.00499284789022392 | |
anchor 0.004957382498242777 | |
host 0.00460509306036397 | |
========== | |
TOPIC: 33 - TOPIC SCORE: 0.3791480422115174 | |
election 0.008758421812303848 | |
campaign 0.006828207648188617 | |
government 0.005831549905060752 | |
party 0.005400067639791331 | |
state 0.005025517412229302 | |
bill 0.004099167158609996 | |
support 0.00394519245115435 | |
candidate 0.0039051822862026814 | |
president 0.0038989325330974238 | |
policy 0.0037978426520995493 | |
vote 0.003794868295333215 | |
legislation 0.003567710856893387 | |
administration 0.0033691165294192087 | |
elections 0.003340700604536039 | |
members 0.0032883643811504023 | |
========== | |
TOPIC: 34 - TOPIC SCORE: 0.3395813830730033 | |
circles 0.06512985642201116 | |
currency 0.04478306901553668 | |
tigers 0.02283385129295898 | |
atolls 0.021947999262237877 | |
circle 0.01784939846497773 | |
rationality 0.015875832385582232 | |
commissioner 0.01558168265508667 | |
cop21 0.015379100601757376 | |
elephants 0.015338239184376273 | |
commissioners 0.013543275655596154 | |
substitute 0.013223359802865915 | |
traders 0.009848594166625368 | |
furniture 0.009511041258107714 | |
trade 0.008764450964115227 | |
supermarket 0.008751719913932242 | |
========== | |
TOPIC: 41 - TOPIC SCORE: 0.3372597822180325 | |
food 0.021431943618537123 | |
products 0.016812462480319063 | |
foods 0.011753298605910165 | |
waste 0.009455224994756454 | |
goods 0.008764739720497638 | |
consumer 0.007440931487439605 | |
product 0.007294831664272527 | |
consumption 0.006819805339844839 | |
environment 0.0067808467187306 | |
consumers 0.006732896318532976 | |
brand 0.006268543340636687 | |
animal 0.006164043521575742 | |
milk 0.005931056324214827 | |
animals 0.0054018297981308265 | |
spill 0.0053484421463107015 | |
========== | |
TOPIC: 47 - TOPIC SCORE: 0.3359312332420626 | |
film 0.025307566733643407 | |
films 0.01023162583456991 | |
space 0.009214917652946722 | |
series 0.007196623078545916 | |
planet 0.0071392552111426855 | |
movie 0.006407794240512517 | |
documentary 0.006340588990087567 | |
fiction 0.006305585309680852 | |
game 0.0060202416979772844 | |
story 0.004990622162247424 | |
universe 0.004737620673399511 | |
computer 0.0046796756206856655 | |
character 0.004408728359049529 | |
team 0.004085538576665909 | |
characters 0.004064301553489695 | |
========== | |
TOPIC: 18 - TOPIC SCORE: 0.3336692812334864 | |
science 0.012101516513726393 | |
climate 0.008577220795072667 | |
scientists 0.006957315603637483 | |
book 0.0060283709021924925 | |
research 0.006005043059337496 | |
media 0.005394291726989556 | |
communication 0.00486502205767919 | |
change 0.00483246325994352 | |
policy 0.0038594760245701685 | |
consensus 0.0038113816680598682 | |
work 0.003595919294504034 | |
data 0.003564088491389756 | |
physics 0.0035453002791265864 | |
paper 0.0034550571806209016 | |
report 0.0034430317851675504 | |
========== | |
TOPIC: 40 - TOPIC SCORE: 0.26284639199578774 | |
stabilization 0.02286774411233686 | |
lecture 0.020623923968517078 | |
hurricane 0.0174450572778848 | |
subgroup 0.017189973444389106 | |
reviewers 0.013434058206821772 | |
sealevel 0.010062665272033037 | |
nearterm 0.007070190166636282 | |
typhoons 0.006915889633375469 | |
wording 0.006878610902077186 | |
deltas 0.006782752460079934 | |
headline 0.006774301035035867 | |
inundation 0.0066279874577824015 | |
workings 0.0065212114363880705 | |
ipcc 0.006048316000139281 | |
illustration 0.005652673770044089 | |
========== | |
TOPIC: 39 - TOPIC SCORE: 0.25492822108997426 | |
climate 0.01582982290732614 | |
emissions 0.015130393885724413 | |
change 0.009923506644744359 | |
carbon 0.00971705645773043 | |
countries 0.008708982743822266 | |
growth 0.006754744816081054 | |
greenhouse 0.00612310997571154 | |
impacts 0.005968520981280627 | |
development 0.0053679822426165496 | |
resources 0.005016379623183194 | |
mitigation 0.004979248566305331 | |
management 0.004514497366725675 | |
emission 0.004083730505538778 | |
changes 0.003955055218617754 | |
economy 0.003911751315287353 | |
========== | |
TOPIC: 30 - TOPIC SCORE: 0.1408361686339148 | |
gmbh 0.039420614451216474 | |
economics 0.003170105965320378 | |
economists 0.0011667285542757116 | |
services 0.001140251357615516 | |
valuation 9.153227663545744E-4 | |
sequestration 9.083368244702283E-4 | |
ecosystems 8.279041321106595E-4 | |
sustainability 7.195821787104188E-4 | |
meetings 7.159420866822135E-4 | |
energy 6.741212414242729E-4 | |
capital 6.541561336392539E-4 | |
values 6.434807430339156E-4 | |
spectrometry 6.089436129426016E-4 | |
fields 5.733086755548561E-4 | |
recommendations 5.674963788334985E-4 | |
========== | |
TOPIC: 6 - TOPIC SCORE: 0.10705190793906255 | |
text 0.001855405218632451 | |
tales 0.0014314080579990666 | |
writings 0.0012007855177870016 | |
interest 0.0011802124652133662 | |
columnist 0.0011634523537407424 | |
advice 0.001077923590124357 | |
book 0.0010394821620397343 | |
letters 0.0010349678831784851 | |
column 0.001031498564384022 | |
publications 9.742445747004809E-4 | |
year 9.659429314543824E-4 | |
week 8.544603977873124E-4 | |
video 7.959131570218617E-4 | |
website 6.896801050429092E-4 | |
times 5.566972605738347E-4 | |
========== | |
TOPIC: 20 - TOPIC SCORE: 0.10172568414236144 | |
practices 1.656919597737073E-4 | |
linkage 1.5702685645993067E-4 | |
workforce 1.5568236218325656E-4 | |
disintegration 1.5506813046319067E-4 | |
merchandise 1.53563310496306E-4 | |
geometry 1.535446085414068E-4 | |
photon 1.526493362143136E-4 | |
variability 1.5182346603577192E-4 | |
livelihoods 1.5180621911211128E-4 | |
accordance 1.5166004381075626E-4 | |
yields 1.5056556579497548E-4 | |
smoking 1.5046124326766917E-4 | |
eucalyptus 1.4949952496817588E-4 | |
loophole 1.491236131990958E-4 | |
puppet 1.4900470678866774E-4 | |
========== | |
TOPIC: 19 - TOPIC SCORE: 0.1004746343446396 | |
krill 0.015853507982399637 | |
basket 0.00332731328514316 | |
feeder 9.60054780512215E-4 | |
ascent 7.923675491254914E-4 | |
edits 6.752248729174204E-4 | |
plenty 6.545530435256696E-4 | |
schooling 6.489771583852337E-4 | |
speculations 5.859354761437952E-4 | |
infodl 5.830804383464783E-4 | |
copepods 5.785602111351214E-4 | |
hips 4.778442688185622E-4 | |
threequarters 4.343972613129539E-4 | |
file 4.256662000983763E-4 | |
apparatus 4.1837633087024996E-4 | |
starvation 4.1403141672399004E-4 | |
========== | |
TOPIC: 1 - TOPIC SCORE: 0.07860448182856847 | |
ocean 7.77704433548331E-4 | |
islands 7.440739844526634E-4 | |
atolls 6.747892907796113E-4 | |
viewers 6.558210280951484E-4 | |
island 6.323489785066087E-4 | |
journey 6.017134050648308E-4 | |
bird 5.951625519683433E-4 | |
colony 5.683499286679778E-4 | |
everything 5.324690220086817E-4 | |
course 4.4903398721762394E-4 | |
rise 4.466416652258846E-4 | |
dance 4.0996456522257753E-4 | |
missionaries 4.0524042960143886E-4 | |
donors 3.919368716839266E-4 | |
hemispheres 3.891001140017095E-4 | |
========== |
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