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Last active October 22, 2017 13:48
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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).
====================
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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