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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 - extract noun phrases), 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 = 1 | |
| 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 | |
| Query: Gas Emissions (+2000 pages) | |
| Top 100 phrases out of 187827 phrases | |
| +------------------------+-----+ | |
| |value |count| | |
| +------------------------+-----+ | |
| |climate change |4153 | | |
| |global warming |1713 | | |
| |greenhouse gas emissions|1684 | | |
| |renewable energy |1359 | | |
| |nuclear power |1169 | | |
| |natural gas |1119 | | |
| |carbon dioxide |738 | | |
| |electric vehicles |682 | | |
| |greenhouse gases |660 | | |
| |fossil fuels |578 | | |
| |carbon emissions |393 | | |
| |gas emissions |387 | | |
| |sustainable development |386 | | |
| |energy efficiency |349 | | |
| |electric cars |347 | | |
| |environmental impact |346 | | |
| |co2 emissions |336 | | |
| |federal government |325 | | |
| |first time |313 | | |
| |global climate |312 | | |
| |oil sands |298 | | |
| |clean energy |285 | | |
| |power plants |266 | | |
| |fossil fuel |265 | | |
| |plugin hybrids |262 | | |
| |wind power |261 | | |
| |further information |251 | | |
| |electric car |249 | | |
| |electric vehicle |237 | | |
| |solar power |236 | | |
| |carbon dioxide emissions|229 | | |
| |nuclear energy |225 | | |
| |20th century |218 | | |
| |air pollution |209 | | |
| |other countries |209 | | |
| |same time |209 | | |
| |recent years |208 | | |
| |market share |201 | | |
| |fuel economy |197 | | |
| |ghg emissions |190 | | |
| |hydraulic fracturing |190 | | |
| |crude oil |189 | | |
| |economic growth |189 | | |
| |energy consumption |185 | | |
| |public health |167 | | |
| |nuclear weapons |166 | | |
| |private sector |166 | | |
| |fourth assessment |165 | | |
| |l100 km |164 | | |
| |human activities |160 | | |
| |new car |159 | | |
| |developed countries |157 | | |
| |human health |156 | | |
| |sustainable energy |154 | | |
| |human rights |154 | | |
| |nitrous oxide |154 | | |
| |plugin hybrid |154 | | |
| |long term |153 | | |
| |european commission |151 | | |
| |environmental impacts |150 | | |
| |low carbon |149 | | |
| |electric power |149 | | |
| |natural resources |149 | | |
| |environmental issues |147 | | |
| |internal combustion |144 | | |
| |oil shale |142 | | |
| |21st century |141 | | |
| |renewable sources |140 | | |
| |wide range |139 | | |
| |carbon tax |137 | | |
| |allelectric cars |135 | | |
| |electricity generation |132 | | |
| |cellulosic ethanol |131 | | |
| |metric tons |130 | | |
| |sea level |130 | | |
| |climate action |126 | | |
| |energy use |126 | | |
| |power stations |125 | | |
| |islamic state |125 | | |
| |economic development |124 | | |
| |top selling |123 | | |
| |new energy |123 | | |
| |solar energy |122 | | |
| |presidential election |122 | | |
| |carbon capture |121 | | |
| |local governments |117 | | |
| |scientific consensus |115 | | |
| |passenger cars |114 | | |
| |wind energy |114 | | |
| |coalfired power |112 | | |
| |environmental protection|112 | | |
| |carbon footprint |110 | | |
| |same year |110 | | |
| |environmental groups |110 | | |
| |fuel cells |109 | | |
| |other hand |109 | | |
| |energy sources |107 | | |
| |human activity |107 | | |
| |wind farm |106 | | |
| |power plant |105 | | |
| +------------------------+-----+ | |
| TOPIC: 11 - TOPIC SCORE: 0.9513524646283184 | |
| electric vehicles 0.04874436104733988 | |
| plugin hybrids 0.03136973851094713 | |
| electric cars 0.02964936020361216 | |
| electric car 0.02345286893816896 | |
| allelectric cars 0.020575939505868446 | |
| electric vehicle 0.0203774728121794 | |
| plugin hybrid 0.01952529265385375 | |
| new car 0.016456578601841923 | |
| top selling 0.015600534633384951 | |
| market share 0.014891673418901978 | |
| lightduty plugin 0.008985901067218876 | |
| l100 km 0.0088185875272757 | |
| new energy 0.007851016408172241 | |
| allelectric vehicles 0.007566010850698454 | |
| electric passenger 0.00738826201082475 | |
| ========== | |
| TOPIC: 13 - TOPIC SCORE: 0.9086417126232467 | |
| oil sands 0.12102738286472792 | |
| keystone xl 0.032014728398272206 | |
| heavy oil 0.0274964888494472 | |
| canadian oil 0.025797538646754114 | |
| plastic bags 0.020446290328114392 | |
| tar sands 0.014514773267954691 | |
| crude bitumen 0.013646234287600601 | |
| conventional oil 0.012551917380134387 | |
| keystone pipeline 0.010644517621283748 | |
| cushing oklahoma 0.010577199867217153 | |
| net energy 0.010441965071902037 | |
| surface mining 0.009122851933148081 | |
| synthetic crude oil 0.008497583999653871 | |
| extraheavy oil 0.0071328536533647605 | |
| synthetic crude 0.0069115742855076386 | |
| ========== | |
| TOPIC: 24 - TOPIC SCORE: 0.8500004804411098 | |
| nuclear power 0.07674577732599425 | |
| nuclear disaster 0.01611833654460076 | |
| nuclear energy 0.013181470679255035 | |
| nuclear safety 0.012393020499307475 | |
| nuclear fuel 0.011487238134359782 | |
| nuclear reactors 0.011292936454196531 | |
| nuclear plants 0.010092605884812245 | |
| new nuclear power 0.009924272050477545 | |
| nuclear plant 0.009763021543995718 | |
| special report 0.00948795272818923 | |
| nuclear weapons 0.009089550066512997 | |
| nuclear accidents 0.008674467222592885 | |
| nuclear industry 0.008157083560446263 | |
| nuclear accident 0.007751628232755853 | |
| title help 0.007506147571341249 | |
| ========== | |
| TOPIC: 40 - TOPIC SCORE: 0.7110202377028412 | |
| oil spill 0.09485454006320264 | |
| low beam 0.04316522389553943 | |
| observation post 0.0418815310623378 | |
| short circuit 0.023020662779147754 | |
| financial losses 0.022482835027108676 | |
| criminal charges 0.0193120595538552 | |
| pakistani government 0.016186243678202115 | |
| major project 0.015424456066031995 | |
| flood victims 0.010133628681854374 | |
| pm ash 0.009694789842827917 | |
| many people 0.009561311206177073 | |
| open water 0.009382687503765471 | |
| v rail 0.008970097120999727 | |
| finnish multipurpose icebreakers 0.007268663359751514 | |
| conventional vrla 0.006730835238112299 | |
| ========== | |
| TOPIC: 43 - TOPIC SCORE: 0.7098410449886924 | |
| renewable energy 0.0377083879713113 | |
| wind power 0.014895966859344722 | |
| solar power 0.013027299063877359 | |
| wind farm 0.009384205228448073 | |
| wind energy 0.00818480096274883 | |
| renewable sources 0.0075048786007240135 | |
| geothermal power 0.007453772087779729 | |
| nuclear power 0.0073623617832794756 | |
| fossil fuels 0.007216750003411766 | |
| offshore wind 0.007112151804089846 | |
| wind farms 0.006703738546951367 | |
| geothermal energy 0.005981083318491326 | |
| hydroelectric power 0.005175298609793632 | |
| solar energy 0.005173483998176414 | |
| power stations 0.004966867040805214 | |
| ========== | |
| TOPIC: 10 - TOPIC SCORE: 0.680488150545527 | |
| governor schwarzenegger 0.18731434485094214 | |
| edible insects 0.08991584997608422 | |
| thermodynamic method 0.027510858612227955 | |
| local agencies 0.02471540714085675 | |
| coal technologies 0.020930142869906347 | |
| heavy water 0.019683027740903573 | |
| distribution network 0.01628814581636739 | |
| other requirements 0.015746123146395074 | |
| electrical safety 0.015513764148287616 | |
| socialecological systems 0.015130743970728878 | |
| dietary supplements 0.014556443614196356 | |
| western sydney 0.012811833115855683 | |
| environmental disturbances 0.012446717035311564 | |
| market access 0.010431131211033768 | |
| bilateral trade 0.009004822863018883 | |
| ========== | |
| TOPIC: 46 - TOPIC SCORE: 0.6451544165346552 | |
| pumpable ice 0.09791829060429004 | |
| swedish match 0.0847994858722078 | |
| proper coupling 0.03936464217713221 | |
| point aconi 0.03445084313262061 | |
| change resistance 0.02895548711444354 | |
| swedish government 0.027082330664559333 | |
| virgin birth 0.026763999985200165 | |
| implicit system 0.0195301615715299 | |
| dam complex 0.016296597430805537 | |
| root cause 0.01624643596128351 | |
| same conclusion 0.011664669018202746 | |
| freezing point 0.010165876500559787 | |
| common reed 0.008604671154696764 | |
| carbon fiber 0.008275250688133687 | |
| systemic change 0.007207845548685103 | |
| ========== | |
| TOPIC: 0 - TOPIC SCORE: 0.6253656802549942 | |
| green bank 0.0788014660995918 | |
| great southerns 0.05167692503434569 | |
| great southern 0.04027767073457541 | |
| investment schemes 0.03447049482916718 | |
| green banks 0.031322457769022 | |
| private lenders 0.02675300652185357 | |
| policy impacts 0.018210533726792707 | |
| decision criteria 0.017821533541249046 | |
| rational model 0.0177742894446268 | |
| new market 0.014824587082139695 | |
| poor performance 0.013283083217639005 | |
| private investors 0.012713183719531784 | |
| thin films 0.0119921775785785 | |
| tax deduction 0.011064952599892711 | |
| private capital 0.010504342354799509 | |
| ========== | |
| TOPIC: 22 - TOPIC SCORE: 0.6207991022928576 | |
| climate change 0.038987956320616676 | |
| global warming 0.026993365329073732 | |
| greenhouse gases 0.012007280537524883 | |
| carbon dioxide 0.009075342578961565 | |
| global climate 0.00888428319789156 | |
| human activities 0.0085997867342361 | |
| fossil fuels 0.00697324375673095 | |
| climate action 0.006329613483791734 | |
| climate system 0.005882423373653809 | |
| ghg emissions 0.0051413002289728196 | |
| fourth assessment 0.004365394178274502 | |
| developed countries 0.004362932039882646 | |
| co2 emissions 0.004333474802837399 | |
| greenhouse gas emissions 0.004124206407239747 | |
| carbon emissions 0.004123774393712675 | |
| ========== | |
| TOPIC: 25 - TOPIC SCORE: 0.6163928330559733 | |
| fuel economy 0.04489631237271407 | |
| alternative fuel 0.020919812232814746 | |
| model year 0.01988788910085654 | |
| l100 km 0.013835253695178707 | |
| cafe standards 0.013671300057209844 | |
| corporate average fuel 0.012885336847133699 | |
| electric vehicles 0.011335400079807755 | |
| passenger cars 0.01027410679408294 | |
| light trucks 0.009960225711633242 | |
| average fuel 0.009384792275745958 | |
| fuel consumption 0.00849010262200952 | |
| final rule 0.008125199863748264 | |
| energy consumption 0.007686170000816529 | |
| such vehicles 0.0075986724062393225 | |
| emission standards 0.007280889839007566 | |
| ========== | |
| TOPIC: 44 - TOPIC SCORE: 0.5917507931755839 | |
| hydraulic fracturing 0.040113872731900084 | |
| natural gas 0.030363575879354916 | |
| crude oil 0.01804024685638653 | |
| shale gas 0.017698765256223915 | |
| oil companies 0.010911288394655994 | |
| cubic feet 0.010888896288623964 | |
| cubic metres 0.010600760553623417 | |
| oil production 0.00974404558213751 | |
| palm oil 0.009000297044296 | |
| tight oil 0.007796136868442614 | |
| air pollution 0.007130824429352586 | |
| water supply 0.006607069437396975 | |
| new oil 0.006462669440012769 | |
| particulate matter 0.005876844496975055 | |
| gas production 0.0055808960796826365 | |
| ========== | |
| TOPIC: 29 - TOPIC SCORE: 0.5566480377467307 | |
| carbon tax 0.05354553766082078 | |
| carbon credits 0.04452809999599695 | |
| free carbon 0.02087303331780438 | |
| carbon price 0.020095270391004106 | |
| carbon pricing 0.01880314440202215 | |
| carbon units 0.013521056743853663 | |
| stationary energy 0.01187451258378317 | |
| sewage sludge 0.011793942344758002 | |
| carbon credit 0.011492585832088426 | |
| plant trees 0.010783176686240086 | |
| marginal abatement 0.010600675642980223 | |
| equivalent greenhouse 0.009611646910120302 | |
| scheme ets 0.009504964256320192 | |
| federal election 0.009411697596301586 | |
| new investment 0.00940542272486541 | |
| ========== | |
| TOPIC: 42 - TOPIC SCORE: 0.5538832071837961 | |
| structural violence 0.07692055085848323 | |
| norwegian national 0.032369295540056214 | |
| health outcomes 0.0319016924222764 | |
| space sciences 0.03166790438868895 | |
| impoverished populations 0.026010722067445636 | |
| social determinants 0.02401339408832256 | |
| cumulative effects 0.020072954416732403 | |
| different locations 0.01943212913620235 | |
| many places 0.018492393590185126 | |
| norwegian ministry 0.017135721057113654 | |
| b kwhs 0.01651725109985322 | |
| population health 0.01593375248172931 | |
| organofluorine compounds 0.01571320250968689 | |
| mobile phone 0.015331107523495674 | |
| low population 0.013527220254798144 | |
| ========== | |
| TOPIC: 12 - TOPIC SCORE: 0.5479178034375461 | |
| blast furnace 0.017233566744321402 | |
| internal combustion 0.012915788191392278 | |
| blast furnaces 0.01165101799780776 | |
| carbon monoxide 0.010944994142974403 | |
| high temperature 0.010419157936849466 | |
| lead acid 0.010311823197610833 | |
| sulfuric acid 0.010277753674153461 | |
| diesel engines 0.010182100228463045 | |
| passenger mile 0.00970834164168191 | |
| alcoholic beverages 0.008539957473549587 | |
| heat exchangers 0.008411645114431729 | |
| steam engine 0.008087981677834333 | |
| chemical reactions 0.007746658993936272 | |
| combustion chamber 0.007743858200546874 | |
| carbon dioxide 0.007728814805657636 | |
| ========== | |
| TOPIC: 31 - TOPIC SCORE: 0.49744262566615405 | |
| scientific consensus 0.02670378984574112 | |
| climate change denial 0.02139535356136519 | |
| global warming 0.020137308571311897 | |
| clean energy 0.018727077949527347 | |
| climate science 0.014179274026703909 | |
| public policy 0.011627616960663247 | |
| denial machine 0.010290076096616292 | |
| climate change 0.009502021327177097 | |
| air conditioners 0.008685779356865011 | |
| weather stations 0.008608781156878999 | |
| global climate 0.008310409537963599 | |
| special interest 0.008078020355237938 | |
| tobacco industry 0.0076280498562618995 | |
| human activity 0.007551671695645478 | |
| competitive enterprise 0.0067804717360164905 | |
| ========== | |
| TOPIC: 6 - TOPIC SCORE: 0.48385710173779367 | |
| climate change 0.027893844029149257 | |
| sea level 0.014134415710718065 | |
| sea levels 0.01168479536400986 | |
| sea level rise 0.01072782073457892 | |
| urban heat 0.009291610707839291 | |
| high confidence 0.009019980651448292 | |
| climate resilience 0.007654933385184793 | |
| fourth assessment 0.006743259742125684 | |
| sealevel rise 0.006561617389784668 | |
| ice sheets 0.006507103868380224 | |
| adaptive capacity 0.0052447556322769 | |
| climate change impacts 0.005154391400384136 | |
| green technology 0.005043751698784383 | |
| himalayan glaciers 0.004943697188022743 | |
| present rate 0.004611517776576586 | |
| ========== | |
| TOPIC: 1 - TOPIC SCORE: 0.4767109462934137 | |
| steel frame 0.021350717734838744 | |
| urban environment 0.02029507165259914 | |
| native species 0.0181759027789442 | |
| rotary kiln 0.017108258240084526 | |
| urban environments 0.017000511667184786 | |
| concrete mix 0.015659380676403736 | |
| cement manufacture 0.015190365626929304 | |
| raw materials 0.014659695498252507 | |
| conventional construction 0.014499752940703256 | |
| furnace slag 0.013380014960495878 | |
| kg co2 0.013145126612440532 | |
| early summer 0.013049115426273896 | |
| several types 0.012126370089713514 | |
| granulated blast 0.011370830913185997 | |
| world record 0.0113618921083276 | |
| ========== | |
| TOPIC: 38 - TOPIC SCORE: 0.4750293498115935 | |
| asylum seekers 0.010774110964265513 | |
| student body 0.007834181433933291 | |
| academic year 0.007779649150523804 | |
| main campus 0.007197705921136162 | |
| liberal arts 0.006443573212475898 | |
| article list 0.005902990434952926 | |
| fiscal year 0.005884582592102914 | |
| social justice 0.005737468224901087 | |
| fine arts 0.00563149089110858 | |
| graduate students 0.005496795927139676 | |
| residential college 0.005282216334335962 | |
| first president 0.0052592829920869505 | |
| official site 0.005052834806958514 | |
| residence halls 0.0046393243064267635 | |
| financial aid 0.0046015006881707 | |
| ========== | |
| TOPIC: 28 - TOPIC SCORE: 0.47493863273190146 | |
| natural gas 0.024432517364013126 | |
| carbon dioxide 0.012417058440022234 | |
| power plants 0.011224766939579365 | |
| coalfired power 0.009085868053200037 | |
| environmental impact 0.00891850724152828 | |
| carbon capture 0.008337131335785182 | |
| clean coal 0.0074190580816369395 | |
| power plant 0.0069630411943274765 | |
| power station 0.00659886322950017 | |
| fossil fuels 0.006428447548056424 | |
| thermal energy 0.006292729144375482 | |
| electric power 0.006237575475801559 | |
| co2 emissions 0.00619477901800884 | |
| fossil fuel 0.005691227049048685 | |
| thermal power 0.005611898330742596 | |
| ========== | |
| TOPIC: 2 - TOPIC SCORE: 0.4445768449740208 | |
| oil shale 0.056419758186289436 | |
| environmental performance 0.028747436976444173 | |
| indoor air 0.025485321566383216 | |
| fresh air 0.01589363003603712 | |
| carbon fiber 0.015234720795493735 | |
| carbon fibers 0.013836498961473811 | |
| high performance 0.01232429451547652 | |
| tensile strength 0.011431487878093024 | |
| biological processes 0.010957844737314022 | |
| office buildings 0.010582751832630105 | |
| shale oil 0.01039341556893828 | |
| coal liquefaction 0.010372140896460037 | |
| thermal mass 0.010260341006621237 | |
| water conservation 0.010188939144298173 | |
| building products 0.010182851305176321 | |
| ========== | |
| TOPIC: 18 - TOPIC SCORE: 0.4360935200106675 | |
| congestion pricing 0.026450166030959465 | |
| public transport 0.026100684552314766 | |
| local government 0.023640133977959395 | |
| volcanic activity 0.023526765457303544 | |
| traffic congestion 0.017981242901685294 | |
| pyroclastic flows 0.017244624421860075 | |
| central government 0.016955850064810263 | |
| volcanic gas 0.013725736784362872 | |
| alert level 0.012692584587050254 | |
| congestion tax 0.011617572005374862 | |
| new car 0.01048937165382914 | |
| road pricing 0.010474538620335126 | |
| previous year 0.010426916534713882 | |
| american economic 0.010045869348321263 | |
| seismic activity 0.009613785065223321 | |
| ========== | |
| TOPIC: 26 - TOPIC SCORE: 0.43238788286524005 | |
| b team 0.1158402128312015 | |
| gas leaks 0.04402771812721641 | |
| environmental accounting 0.029773946302476813 | |
| business leaders 0.024460071364232096 | |
| border imperialism 0.024090794010197307 | |
| environmental indicators 0.023717310382741785 | |
| pension funds 0.022111623275776093 | |
| national accounts 0.019409003965966357 | |
| other sectors 0.018601457920756324 | |
| such organizations 0.016914443218694845 | |
| longterm goal 0.015810187684577374 | |
| human beings 0.015181185215253207 | |
| business case 0.015145557955734329 | |
| global leaders 0.012966484035283329 | |
| net lendingborrowing 0.012332423410217518 | |
| ========== | |
| TOPIC: 27 - TOPIC SCORE: 0.42714780187632184 | |
| official website 0.02526265986637929 | |
| municipal governments 0.01853926095701128 | |
| other states 0.01579933408574169 | |
| early childhood 0.013313979516725262 | |
| tractor unit 0.011218442404462558 | |
| annual conference 0.010406430968293908 | |
| solid state 0.009858000384360566 | |
| genocide studies 0.009006968916676263 | |
| education programs 0.008936326607517833 | |
| ice crystals 0.00886622794053405 | |
| academic programs 0.008766795186920844 | |
| german company 0.008534976872597523 | |
| dual degree 0.008044309611781637 | |
| transportation systems 0.007572336591940977 | |
| biological sciences 0.006939662888808604 | |
| ========== | |
| TOPIC: 23 - TOPIC SCORE: 0.4258104121427591 | |
| ethanol fuel 0.01401753935178946 | |
| cellulosic ethanol 0.01244345677279085 | |
| fuel standard 0.011957895299405746 | |
| ethanol production 0.011363228241120297 | |
| food prices 0.011359368049250878 | |
| renewable fuel 0.009230218501670155 | |
| indirect land 0.009001738350025528 | |
| brazilian ethanol 0.008873947631134384 | |
| corn ethanol 0.007438908689875699 | |
| sugar cane 0.00730464880992842 | |
| renewable fuels 0.006380456204495834 | |
| anhydrous ethanol 0.006001142030304732 | |
| e85 fuel 0.005820961203692386 | |
| global food 0.005768212530515631 | |
| flexiblefuel vehicles 0.005228515031208978 | |
| ========== | |
| TOPIC: 7 - TOPIC SCORE: 0.41433198992659914 | |
| light pollution 0.07718666025676314 | |
| full cutoff 0.03210205234791251 | |
| private company 0.02568915026037199 | |
| light sources 0.020033708731429185 | |
| new system 0.019490751781403956 | |
| tax revenues 0.01819134454660586 | |
| night sky 0.017874576058923303 | |
| low pressure 0.0174378025835454 | |
| southern england 0.013663527730484782 | |
| adverse health 0.01324711816591115 | |
| human health 0.012697066117252494 | |
| net greenhouse 0.012146061680147691 | |
| human body 0.011937376939888932 | |
| street lamps 0.01188060845460152 | |
| gigawatt hours 0.011708999793106929 | |
| ========== | |
| TOPIC: 49 - TOPIC SCORE: 0.41331653351502395 | |
| climate change 0.019287552105451654 | |
| civil society 0.01561377532580616 | |
| sustainable transportation 0.012646145403472222 | |
| other organisations 0.01169783043062754 | |
| g8 leaders 0.011402555756235935 | |
| carbon emissions 0.011271210824754286 | |
| international action 0.008944362309903748 | |
| web site 0.008729158703382277 | |
| developed countries 0.008032470942861985 | |
| international agreements 0.008017579758848193 | |
| poor countries 0.008002728268921212 | |
| food crisis 0.007861922725131849 | |
| fair trade 0.006608281917315284 | |
| action plan 0.006607882865482331 | |
| existential threat 0.006489081860592207 | |
| ========== | |
| TOPIC: 37 - TOPIC SCORE: 0.4087656095747517 | |
| japanese government 0.041884793968493164 | |
| nuclear weapons 0.02933321507431302 | |
| g8 summit 0.016672800792883274 | |
| atomic energy 0.01640121821323672 | |
| fuel cycle 0.01536482806286427 | |
| public perception 0.012437368229611515 | |
| fission products 0.01022575306311148 | |
| nuclear program 0.009383316172209792 | |
| fast reactor 0.008750869078078032 | |
| maint bot 0.008673977963932844 | |
| intellectual property 0.0086352256135106 | |
| unknown link 0.008626868001073882 | |
| originalurl status 0.008621863709853505 | |
| thermal properties 0.0081899541543446 | |
| special committee 0.008120988366398216 | |
| ========== | |
| TOPIC: 32 - TOPIC SCORE: 0.4039265348174552 | |
| organic farming 0.01825251535855533 | |
| carbon footprint 0.017101704243475676 | |
| meat consumption 0.008448975863690696 | |
| animal products 0.008414495617203943 | |
| ecological footprint 0.007869836395799338 | |
| carbon offsets 0.007302000899964907 | |
| red meat 0.00727882631554142 | |
| vegetarian diet 0.007242787119021249 | |
| livestock sector 0.00717441469739597 | |
| vegan diet 0.007036168547571836 | |
| meat production 0.006816187718538647 | |
| dairy products 0.006497256898520663 | |
| food miles 0.006331525098163625 | |
| heat pumps 0.006305033631352832 | |
| vegetarian diets 0.005960928954685456 | |
| ========== | |
| TOPIC: 47 - TOPIC SCORE: 0.400779304206515 | |
| ccp program 0.12356518422359064 | |
| watt balance 0.05875018867565749 | |
| acre feet 0.037658767912990866 | |
| practical realization 0.032070564958774306 | |
| desalination plant 0.031781204604306224 | |
| ccp cities 0.02535015310815639 | |
| cubic decimeter 0.022338367651451908 | |
| international prototype 0.02187462244801258 | |
| maximum density 0.021351407866863133 | |
| critical component 0.021106940285090265 | |
| official copies 0.020722417383221673 | |
| fundamental constants 0.018405098046814915 | |
| kilogram prototypes 0.01721457703346252 | |
| sufficient water 0.01720440505835076 | |
| water catchments 0.014844367532451953 | |
| ========== | |
| TOPIC: 39 - TOPIC SCORE: 0.3969062642401844 | |
| transnational governance 0.042989606314564895 | |
| nonstate actors 0.02729171929202067 | |
| carbon governance 0.022286073337230945 | |
| local authorities 0.01989107406243769 | |
| multilevel governance 0.017663920270238293 | |
| local scale 0.013801118805372126 | |
| article energy policy 0.01287258946246462 | |
| development cooperation 0.011040350625060048 | |
| member cities 0.010916422505355003 | |
| political economy 0.010432337982204328 | |
| policy goals 0.008881812111176004 | |
| local governments 0.00876545212739662 | |
| key sectors 0.008436592117962752 | |
| policy development 0.008413713741919477 | |
| climate governance 0.008355488497332215 | |
| ========== | |
| TOPIC: 8 - TOPIC SCORE: 0.3962966152567811 | |
| indigenous peoples 0.030845598391339976 | |
| coral reefs 0.019857166600727415 | |
| european commission 0.01978586531449755 | |
| indigenous people 0.013382376838518395 | |
| voluntary carbon 0.011008384513186982 | |
| indigenous communities 0.00806143384459164 | |
| protected areas 0.00773299989997509 | |
| mountain areas 0.007451473429115444 | |
| political economy 0.0072790841839548105 | |
| local climate 0.006881751566126411 | |
| clean power 0.006514586041431675 | |
| local farmers 0.00636062707075428 | |
| carbon project 0.006265217789557953 | |
| local communities 0.006178010518380615 | |
| environmental stewardship 0.006176651738944328 | |
| ========== | |
| TOPIC: 3 - TOPIC SCORE: 0.3954921338164444 | |
| joint venture 0.02222547513654141 | |
| consumer electronics 0.015292699878193882 | |
| first phase 0.010781380069880183 | |
| sustainable tourism 0.010705741514800691 | |
| toxic chemicals 0.010553989596174615 | |
| virgin atlantic 0.010048131001744936 | |
| third quarter 0.00949634532671401 | |
| dane county 0.008995777375001431 | |
| mobile phones 0.008672416130422874 | |
| portal companies 0.008239761882854428 | |
| domestic partner 0.007908549720578773 | |
| article apple 0.007362707471218362 | |
| product line 0.006938916634163742 | |
| power supplies 0.0068515622782551145 | |
| annual report 0.0064621137156443175 | |
| ========== | |
| TOPIC: 36 - TOPIC SCORE: 0.3760923082087318 | |
| total length 0.021445307392844164 | |
| passenger duty 0.01734108182145928 | |
| traffic safety 0.01631391953190559 | |
| rigid vehicle 0.014662207058060536 | |
| real property 0.014084720688987265 | |
| road transport 0.01377340099377803 | |
| ancient times 0.013487258546170961 | |
| km north 0.012448333734214296 | |
| ground level 0.01163657808923443 | |
| railway station 0.011614102615491902 | |
| aluminum industry 0.011472608919357412 | |
| operating costs 0.010751021159784884 | |
| state laws 0.01063867119889828 | |
| traditional lands 0.010412781544973639 | |
| road construction 0.009875737593741048 | |
| ========== | |
| TOPIC: 33 - TOPIC SCORE: 0.37509929783647167 | |
| same day 0.009295595082719559 | |
| federal election 0.0084666769625889 | |
| human rights 0.00696064311933243 | |
| samesex marriage 0.006780529320502946 | |
| prime minister 0.006119970487144479 | |
| presidential election 0.006085428160285049 | |
| foreign policy 0.005830289843823585 | |
| sexual orientation 0.005799957398867699 | |
| general election 0.005622140335656772 | |
| federal government 0.005412219063051892 | |
| first time 0.004474570079352454 | |
| presidential campaign 0.004368141503015818 | |
| second term 0.00403638223318869 | |
| free trade 0.003759023358847002 | |
| samesex couples 0.0037253840150787386 | |
| ========== | |
| TOPIC: 30 - TOPIC SCORE: 0.34957698476022797 | |
| square miles 0.009975159625134877 | |
| short tons 0.007535628911444908 | |
| 20th century 0.007439967566307491 | |
| metropolitan area 0.0070182558024784 | |
| long tons 0.0070015592966116294 | |
| light rail 0.006468825889536451 | |
| 19th century 0.0061695979836136495 | |
| further information 0.005692286412854779 | |
| coal mines 0.0054948928543036984 | |
| west side 0.00528804591155266 | |
| major cities 0.004874215178385754 | |
| native americans 0.0048730563601010945 | |
| east side 0.004745461021458784 | |
| downtown portland 0.0046525239871250375 | |
| trail blazers 0.00426490793495337 | |
| ========== | |
| TOPIC: 20 - TOPIC SCORE: 0.3417576979098717 | |
| little ice 0.02157823761416193 | |
| medieval warm period 0.01594592207279322 | |
| iranian scientists 0.015315822040623395 | |
| new study 0.015052808689558122 | |
| curiosity rover 0.011989629580591686 | |
| planet mars 0.010843881966366856 | |
| northern hemisphere 0.009547914479098191 | |
| first time 0.009262113703717698 | |
| 20th century 0.0087599862006658 | |
| hockey stick 0.008619420455167223 | |
| iranian researchers 0.007636505426987904 | |
| hockey stick graph 0.007419236435580607 | |
| principal components 0.007265320402462394 | |
| colorectal cancer 0.00724477069143419 | |
| international team 0.006796386082702231 | |
| ========== | |
| TOPIC: 16 - TOPIC SCORE: 0.3397507036808925 | |
| square kilometres 0.030541644956791077 | |
| sq mi 0.02903315321046644 | |
| carbon stores 0.013851328097735763 | |
| brazilian amazon 0.013641990500466973 | |
| large areas 0.007808428863076375 | |
| metric tonnes 0.006974799031655738 | |
| forest products 0.006809622440316785 | |
| indigenous land 0.006709699203134319 | |
| vascular plants 0.006605044078907351 | |
| forest fires 0.006466496358574019 | |
| heat sources 0.006301496657309 | |
| soil carbon 0.0061694005973379935 | |
| forest cover 0.006057070766132572 | |
| wood products 0.005923039935575355 | |
| boreal forest 0.005895283946265818 | |
| ========== | |
| TOPIC: 5 - TOPIC SCORE: 0.3383042369384661 | |
| mobile sources 0.034747332313500155 | |
| psd program 0.03459784558061348 | |
| stationary sources 0.02369350016866046 | |
| new motor 0.02335811830457209 | |
| air pollutant 0.02175890771797909 | |
| risk assessment 0.01955266745899992 | |
| environmental organizations 0.017515175306564972 | |
| sustainable palm 0.01704231701546195 | |
| winter months 0.01651796930195184 | |
| stainless steel 0.015687791916396646 | |
| new company 0.014059998749138401 | |
| import bank 0.011384628652648289 | |
| western cape 0.01087539703678032 | |
| cold winter 0.010086876339806719 | |
| hostile takeover 0.00992768546447113 | |
| ========== | |
| TOPIC: 15 - TOPIC SCORE: 0.32861222778276955 [527/3621] | |
| energy efficiency 0.02287871764796231 | |
| life cycle thinking 0.014250976400282228 | |
| energy management 0.01189880538691593 | |
| sustainable community 0.009996627000949495 | |
| building owners 0.009960150118630193 | |
| energy consumption 0.009596132971803449 | |
| energy performance 0.00908427731989698 | |
| energy savings 0.008949886938096376 | |
| apartment buildings 0.008715230064401279 | |
| alternative financing 0.00808570130866163 | |
| public housing 0.008070111431907103 | |
| energy costs 0.006866811261269455 | |
| renewable energies 0.006515648601575225 | |
| cubic meters 0.006158939591830806 | |
| environmental improvement 0.006157346793562967 | |
| ========== | |
| TOPIC: 14 - TOPIC SCORE: 0.3274297877735397 | |
| economy standards 0.06747974358387458 | |
| usf tampa 0.046369515092027205 | |
| trucking industry 0.03947935287703427 | |
| usf students 0.026033078948057696 | |
| regulatory issues 0.02514123919079888 | |
| year award 0.02503268082730087 | |
| speed limit 0.02412307260797119 | |
| essential role 0.021915991565564265 | |
| intelligent transportation 0.01870141876160433 | |
| speculative attacks 0.017704302565366127 | |
| financial resources 0.01606801608848815 | |
| independent organization 0.014036043654915755 | |
| early 20th centuries 0.011422945470682273 | |
| other examples 0.011366398283651666 | |
| mission statement 0.01040404472885067 | |
| ========== | |
| TOPIC: 17 - TOPIC SCORE: 0.3076545607634488 | |
| organic matter 0.022200820666585595 | |
| anaerobic digestion 0.017493046187278816 | |
| food waste 0.017263464862590283 | |
| management practices 0.01381390351277595 | |
| municipal solid waste 0.01277854849554697 | |
| soil compaction 0.01123385571843166 | |
| waste management 0.011070519432788885 | |
| solid waste 0.010496358477998081 | |
| municipal waste 0.009577868415873035 | |
| waste stream 0.00905200001155002 | |
| waste materials 0.008858294419163873 | |
| organic agriculture 0.008419900160076857 | |
| food industry 0.007920655321969323 | |
| waste hierarchy 0.007482298585063221 | |
| organic materials 0.007365822588644641 | |
| ========== | |
| TOPIC: 9 - TOPIC SCORE: 0.2879076329884046 | |
| gas leak 0.0980933476544252 | |
| territory governments 0.026712138691700568 | |
| standard deviation 0.024848510679586353 | |
| large reserves 0.02459079379320664 | |
| state regulators 0.022870511579812083 | |
| noctilucent clouds 0.02126996698393568 | |
| analysis brussels 0.020064841611997834 | |
| negative plate 0.018808460079563567 | |
| engineering geologist 0.017500664722354644 | |
| storage facilities 0.016776204203181565 | |
| key design 0.01531874049854976 | |
| product lifetimes 0.015259892498922506 | |
| australian state 0.012931563120548563 | |
| conventional vrla 0.01036164584215634 | |
| other priorities 0.010341833507109866 | |
| ========== | |
| TOPIC: 19 - TOPIC SCORE: 0.28783126504823575 | |
| sustainable development 0.015245826325858783 | |
| natural resources 0.010614934599853118 | |
| sustainable communities 0.010185560011072476 | |
| city centre 0.008062266332339675 | |
| sustainable procurement 0.007430275866825154 | |
| planetary boundaries 0.007150712442951157 | |
| economic development 0.006696132101731084 | |
| economic growth 0.006614557766761548 | |
| environmental protection 0.006432928659730388 | |
| environmental issues 0.006240504783194223 | |
| clean water 0.005603451552188009 | |
| urban areas 0.005416739119485125 | |
| future generations 0.005254342275536038 | |
| hazardous waste 0.0051363597983739104 | |
| public health 0.004799109723846099 | |
| ========== | |
| TOPIC: 41 - TOPIC SCORE: 0.25352288117918714 | |
| air travel 0.027157201947097333 | |
| air transport 0.014114809390567848 | |
| synthetic fuel 0.01183929167829745 | |
| international aviation 0.01146349053049393 | |
| frequent flyer 0.010935416630983179 | |
| vegetable oil 0.010819341683700343 | |
| aviation industry 0.010136663071877414 | |
| jet fuel 0.010039455981734734 | |
| circuit breakers 0.009655796931382677 | |
| synthetic fuels 0.009587595963912414 | |
| new aircraft 0.009464192500904467 | |
| economic instruments 0.008852159043019543 | |
| airport capacity 0.0088226007302721 | |
| high altitude 0.008537313343729768 | |
| passenger kilometre 0.008340788403031525 | |
| ========== | |
| TOPIC: 21 - TOPIC SCORE: 0.22612771011859015 | |
| physical internet 0.10084585713667081 | |
| percent minimum efficiency 0.05038719169292659 | |
| d class shares 0.0342602807536591 | |
| game theory 0.03002198451273419 | |
| c class shares 0.028416649590209654 | |
| nigerian government 0.023396393953589466 | |
| choice architecture 0.019955802925889297 | |
| climate savers 0.017532347848056566 | |
| libertarian paternalism 0.016699327390446644 | |
| major problem 0.01630337085752702 | |
| western fastrail 0.013923010358392031 | |
| necessary steps 0.013887524501245216 | |
| ethnic groups 0.012779531437297265 | |
| own brand 0.012010865941045515 | |
| research project 0.011785290187846843 | |
| ========== | |
| TOPIC: 35 - TOPIC SCORE: 0.2246396908566578 | |
| smart grid 0.02220203996145999 | |
| solar radiation 0.01687454372067214 | |
| marine cloud 0.009123355246930448 | |
| stratospheric sulfate 0.008581110874380005 | |
| climate engineering 0.008014040888831944 | |
| sea water 0.007448382047171252 | |
| smart grids 0.006835661200634574 | |
| mainstream media 0.006187214649226625 | |
| climate security 0.005998814468631376 | |
| clean energy 0.00593116338328383 | |
| energy demand management 0.005922466729256851 | |
| ozone layer 0.00586430838035088 | |
| few weeks 0.0057540595908788785 | |
| operating expenses 0.005751813660620036 | |
| fuel quality 0.005743058604686596 | |
| ========== | |
| TOPIC: 48 - TOPIC SCORE: 0.19317062875728372 | |
| xi jinping 0.023239859866324535 | |
| steel mill 0.020519434691014995 | |
| pilot project 0.02020289061395142 | |
| import bank 0.02006183889018148 | |
| important contribution 0.019105319807318315 | |
| sulphuric acid 0.016651062120618135 | |
| igcc plants 0.016309201532520474 | |
| public hearing 0.01552918405650387 | |
| hard choices 0.015344561456102006 | |
| carbon reduction 0.01440494916302348 | |
| gasification process 0.014308993260876502 | |
| federal investigation 0.014127989345234768 | |
| railcar plant 0.01261033632249241 | |
| other taxes 0.01222838166033786 | |
| ongoing effort 0.012025317738480654 | |
| ========== | |
| TOPIC: 45 - TOPIC SCORE: 0.18224986391618414 | |
| joint resolution 0.058483202551262096 | |
| ban kimoon 0.050757490294640065 | |
| congressional disapproval 0.047648366251311546 | |
| other purposes 0.03972911083759857 | |
| pocket vetoes 0.03481691826209089 | |
| regular vetoes 0.027737600890922778 | |
| honorary doctor 0.026298138139854776 | |
| collective bargaining 0.025178199178594107 | |
| water courses 0.01631220052830431 | |
| longterm trends 0.014696675055747566 | |
| public lands 0.014489804952293395 | |
| regular basis 0.01362212958646562 | |
| 114th united 0.013191471593140524 | |
| effective way 0.012749568093889718 | |
| new members 0.012219248497497052 | |
| ========== | |
| TOPIC: 4 - TOPIC SCORE: 0.17540739478061257 | |
| green building 0.018298100695743082 | |
| decision makers 0.01785887949482527 | |
| net zero 0.01634089800876771 | |
| native title 0.014821479805398196 | |
| solar hot water 0.013461255528208474 | |
| residential buildings 0.013324136028243231 | |
| sustainable technology 0.01228418177793611 | |
| public concerns 0.012158709868737514 | |
| climate initiative 0.011975796474520779 | |
| australian securities 0.011455694750095191 | |
| cool roofs 0.011109010491252545 | |
| new buildings 0.010095077587221502 | |
| property owners 0.009931364546956657 | |
| official web 0.009790594688417092 | |
| recycled water 0.00882773857090941 | |
| ========== | |
| TOPIC: 34 - TOPIC SCORE: 0.1550077703629572 | |
| responsible tourism 0.023561992012378317 | |
| private investment 0.018084807052784004 | |
| discount rate 0.014422624875849381 | |
| future generations 0.01309837344564185 | |
| vehicle emissions 0.012811117586035871 | |
| social cost 0.01144866180671934 | |
| british columbias 0.011312305416604308 | |
| social discount 0.011244883514714333 | |
| other goods 0.010222098678819128 | |
| negative externalities 0.010099920629279599 | |
| government intervention 0.009224374532647754 | |
| publicprivate partnerships 0.009218830372282192 | |
| light truck 0.009167113770412965 | |
| old main 0.008868284459641185 | |
| energy crisis 0.008781789221996003 | |
| ========== |
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