tweets_deforestation_all_withoutRTordiplicate
This is a BERTopic model. BERTopic is a flexible and modular topic modeling framework that allows for the generation of easily interpretable topics from large datasets.
Usage
To use this model, please install BERTopic:
pip install -U bertopic
You can use the model as follows:
from bertopic import BERTopic
topic_model = BERTopic.load("thiagoquilice/tweets_deforestation_all_withoutRTordiplicate")
topic_model.get_topic_info()
Topic overview
- Number of topics: 328
- Number of training documents: 361202
Click here for an overview of all topics.
| Topic ID | Topic Keywords | Topic Frequency | Label |
|---|---|---|---|
| -1 | do - na - em - que - de | 100 | Deforestation in the Amazon |
| 0 | peti - assine - impedir - explora - via | 156972 | Preventing deforestation in the Amazon |
| 1 | soja - soy - cerrado - la - morat | 45853 | Deforestation and Soy Production in Brazil |
| 2 | isso - aqui - que - quem - uma | 27908 | Government corruption and environmental damage under Bolsonaro administration |
| 3 | brasil - brasileiro - brasileiros - mundo - brasileira | 8235 | Deforestation in Brazil |
| 4 | - - - - | 6888 | "Technology trends and innovations" |
| 5 | governo - governos - os - que - atual | 6290 | Deforestation and government accountability |
| 6 | petition - sign - the - impedir - explora | 5773 | Stop Deforestation in the Amazon |
| 7 | ajudar - vamos - ajudem - peti - assine | 3708 | Stop Amazon Deforestation |
| 8 | chuvas - chuva - sudeste - seca - falta | 2288 | Impact of deforestation on Brazilian climate |
| 9 | ele - presidente - dele - cara - esse | 2088 | Environmental policies and their impact on the Amazon rainforest |
| 10 | falar - vamos - carne - sobre - na | 2007 | Deforestation and meat consumption in the Amazon |
| 11 | monitoramento - sat - lite - monitorar - lan | 1982 | Monitoring deforestation in Amazonia using satellite technology |
| 12 | noruega - alemanha - fundo - projetos - dinheiro | 1819 | Norway and Germany's funding of Amazon deforestation projects |
| 13 | assinem - assinar - assinado - assina - abaixo | 1723 | Protecting the Amazon Rainforest |
| 14 | alertas - alerta - crescem - batem - trimestre | 1681 | Deforestation alerts in Brazil |
| 15 | petition - sign - the - impedir - explora | 1467 | Stop Deforestation in the Amazon |
| 16 | zero - serra - governador - poss - promete | 1439 | Deforestation in the Amazon |
| 17 | cai - diminuiu - diminui - caiu - taxa | 1369 | Deforestation rates in the Amazon decrease over time |
| 18 | aumentou - aumento - aumenta - year - amazon | 1313 | Deforestation in the Amazon |
| 19 | tamanho - leia - sp - quase - legal | 1297 | Deforestation in the Amazon |
| 20 | militares - armadas - militar - for - opera | 1139 | Military involvement in Amazon deforestation |
| 21 | manifesta - contra - protesto - protestar - sou | 1136 | Protest against deforestation in the Amazon |
| 22 | petici - firma - la - impedir - explora | 1123 | Legendary Amazonian Exploration |
| 23 | investidores - empresas - bancos - investors - carta | 1070 | Investor pressure on Brazilian government to address deforestation in the Amazon |
| 24 | uhul - walmart - anunciou - comprar - carne | 979 | Walmart's announcement on not purchasing meat from Amazon rainforest deforestation |
| 25 | ganha - realidade - prote - dt - florestas | 947 | Deforestation alerts in Brazil |
| 26 | bioma - cerrado - extin - agropecu - no | 945 | Deforestation of the Cerrado |
| 27 | gerando - hora - hectares - era - bolsonaro | 922 | Deforestation under Bolsonaro administration |
| 28 | uhul - walmart - anunciou - comprar - carne | 861 | Walmart's announcement on not purchasing meat from Amazon rainforest deforestation |
| 29 | acesse - sabia - hey - saiba - dt | 852 | Ending deforestation in the Amazon |
| 30 | aumentou - ano - cresce - cresceu - aumenta | 792 | Deforestation in the Amazon increased over the past year |
| 31 | destruction - billions - funds - fires - with | 762 | Deforestation in Brazil |
| 32 | menor - taxa - desde - anos - registrada | 758 | Tax rate for minor land clearance in Brazil since 2018 |
| 33 | petition - sign - help - the - save | 748 | Save the Amazon Rainforest Petition |
| 34 | partners - best - hesitate - raze - loot | 739 | Deforestation and land exploitation |
| 35 | perdeu - perde - km - floresta - metros | 699 | Deforestation in the Amazon |
| 36 | scandal - bragging - disappearance - massive - while | 697 | Environmental Scandals - BNP and Deforestation |
| 37 | desmatamentozero - voltou - crescer - dt - meses | 683 | Deforestation in the Amazon |
| 38 | deixe - continue - absurdo - voltou - crescer | 682 | Deforestation in the Amazon |
| 39 | simples - jeito - entenda - um - via | 676 | Understanding Deforestation in Simple Terms |
| 40 | amazonia - deforestation - amazon - environment - brazil | 649 | Deforestation in the Amazon |
| 41 | menor - ndice - registra - taxa - tem | 598 | Amazon deforestation rates |
| 42 | ela - marido - dela - mulher - seu | 584 | Woman speaks out against husband's deforestation actions |
| 43 | agosto - cai - caiu - outubro - entre | 578 | Deforestation in the Amazon in August |
| 44 | you - hypocrisy - talk - put - funding | 568 | Corporate hypocrisy in zero deforestation policies |
| 45 | fogo - queimadas - fuma - chamas - queimada | 561 | Deforestation and fire in the Amazon |
| 46 | fundo - dinheiro - projetos - combate - recursos | 560 | Funding for Sustainable Forest Management |
| 47 | setembro - sobe - chega - aumenta - imazon | 553 | Deforestation in Amazon increases in September |
| 48 | trav - petici - firma - la - impedir | 535 | Preventing deforestation in the Amazon |
| 49 | pandemia - pandemias - xima - novas - covid | 517 | Impact of pandemics on deforestation in the Amazon |
| 50 | papel - trouxa - eu - tanto - minha | 513 | Deforestation and personal responsibility |
| 51 | mico - econ - valor - micos - macaco | 502 | Deforestation in the Amazon and its economic impact |
| 52 | fevereiro - aumentou - cresce - legal - instituto | 497 | Deforestation in Brazil's Amazon region in February |
| 53 | alertas - caem - crescem - legal - sobem | 493 | Deforestation alerts in Brazilian Amazon |
| 54 | petici - firma - la - firm - impedir | 487 | Preventing deforestation in the Amazon |
| 55 | dados - mapa - novos - interativo - mapas | 476 | New interactive maps on deforestation in the Amazon |
| 56 | prestes - limite - atingir - irrevers - vel | 474 | Deforestation in the Amazon nearing irreversible limit |
| 57 | junho - aumenta - cresce - aumentou - em | 467 | Deforestation in June |
| 58 | diretor - galv - exonerado - demitido - ricardo | 466 | "Controversy surrounds ex-director of Brazilian space research institute" |
| 59 | triste - chorar - eu - me - chorando | 463 | Deforestation in the Amazon |
| 60 | aquecimento - global - clima - clim - mudan | 458 | Impact of deforestation on global warming |
| 61 | impedir - explora - via - da - nia | 455 | Preventing deforestation in the Amazon |
| 62 | simples - jeito - entenda - youtube - filme | 450 | Understanding Deforestation in Simple Terms |
| 63 | senado - senadores - senador - mour - vice | 428 | Brazilian Senate to discuss deforestation and fires in the Amazon |
| 64 | dispara - setembro - agosto - disparou - oficial | 412 | Deforestation in the Amazon in August and September |
| 65 | era - corriam - saudades - puro - estrelas | 403 | Loss of a pristine past |
| 66 | reduzir - incra - alternativa - diminuir - combate | 402 | Reducing deforestation in the Amazon |
| 67 | comemorar - dia - comemora - hoje - celebrar | 401 | Amazon Deforestation Awareness |
| 68 | tition - signez - la - impedir - explora | 398 | Preventing deforestation in the Amazon |
| 69 | recorde - bate - bateu - novo - seguido | 385 | Deforestation in the Amazon sets new record |
| 70 | carbono - xido - emiss - di - absorver | 383 | Carbon emissions from deforestation in the Amazon |
| 71 | janeiro - aumenta - mais - em - na | 379 | Deforestation in the Amazon in January |
| 72 | julho - espaciais - pesquisas - agosto - rela | 368 | Growth of Amazon rainforest in July compared to previous years |
| 73 | boicote - supermercados - produtos - boicotar - alem | 367 | Boycott of German supermarkets due to Amazon deforestation |
| 74 | cumpadi - not - amea - ti - mariano | 365 | Deforestation in Brazil |
| 75 | mercosul - acordo - ue - europeia - uni | 364 | Mercosul-UE trade agreement threatened by deforestation in the Amazon |
| 76 | km - mil - quil - metros - quadrados | 353 | Deforestation in the Amazon |
| 77 | rus - coronav - coronavirus - pandemia - corona | 351 | Russian COVID-19 Pandemic |
| 78 | covid - recontar - ativistape - floresta - sem | 346 | Deforestation in the Amazon during COVID-19 pandemic |
| 79 | previa - apoiou - milhares - protegidas - cies | 340 | Macron's support for Amazon deforestation project |
| 80 | abril - ltimos - maior - foi - anos | 336 | Deforestation in the Amazon in April was the largest in recent years |
| 81 | firm - petici - la - impedir - explora | 334 | Preventing deforestation in the Amazon |
| 82 | ministro - ambiente - meio - salles - ele | 326 | Corruption and environmental damage in Brazilian government |
| 83 | marina - ministra - silva - ela - ambiente | 325 | Marina Silva's tenure as Minister of the Environment |
| 84 | carnes - demanda - huelgamundialporelcambioclim - ceniza - reduciendo | 319 | Impact of meat production on the Amazon rainforest |
| 85 | profund - imperdo - devastador - intenso - sofrendo | 317 | Deforestation and its severe consequences |
| 86 | multas - milh - aplicou - somam - ibama | 315 | Environmental fines in Brazil |
| 87 | atingido - futebol - campos - atinge - estado | 314 | Deforestation in the Amazon reaches an area of 100 football fields |
| 88 | found - massive - trico - apag - brazil | 313 | Deforestation in Brazil's Cerrado region |
| 89 | graba - saliendo - quemada - camiones - una | 310 | Deforestation in the Amazon |
| 90 | vc - puta - merda - voc - cara | 309 | Deforestation in the Amazon and hypocrisy |
| 91 | best - partners - hesitate - raze - loot | 309 | Deforestation and land exploitation |
| 92 | estuda - sico - desmonte - levar - irrevers | 306 | Deforestation under Bolsonaro's government |
| 93 | corta - verba - dilma - contra - na | 306 | Dilma Rousseff's policies on deforestation in the Amazon |
| 94 | novembro - sobe - mensal - janeiro - aumenta | 305 | Deforestation in the Amazon increases in November, according to INPE |
| 95 | maio - aumenta - aumentou - cresce - compara | 304 | Deforestation in May |
| 96 | organizado - raquel - crime - afirma - dodge | 303 | Organized Crime in Brazil |
| 97 | outubro - aumenta - aumentou - aponta - cresce | 301 | Deforestation in Amazon increases in October |
| 98 | sobre - falar - entrevista - acha - hoje | 298 | Live Interview on Amazon Deforestation |
| 99 | girafas - girafa - elefantes - soja - planta | 297 | Agriculture in the Amazon rainforest |
| 100 | peti - assine - impedir - explora - da | 295 | Preventing Deforestation in the Amazon |
| 101 | setembro - cai - segundo - inpe - caiu | 294 | Deforestation in September |
| 102 | pior - abril - ndice - cinco - temporada | 289 | Deforestation in the Amazon |
| 103 | petizione - firma - la - impedir - explora | 289 | Protecting the Amazon Rainforest |
| 104 | desmatou - mt - grosso - mato - estado | 286 | Deforestation in Mato Grosso, Brazil |
| 105 | aumentou - ano - aumento - desde - passado | 284 | Deforestation in the Cerrado region has increased over the past year |
| 106 | sexta - acre - divulgados - reduz - prodes | 282 | Deforestation rates in Brazil |
| 107 | agosto - cresce - rela - mesmo - aumentou | 279 | Deforestation in the Amazon in August increases |
| 108 | google - ajudar - ferramenta - combater - mostrado | 279 | Google tools for forest monitoring and management |
| 109 | meses - cai - em - perdas - na | 277 | Deforestation in the Amazon |
| 110 | opera - todas - pantanal - suspende - combate | 276 | Environmental policies and regulations in Brazil |
| 111 | pf - deflagra - opera - df - ilegal | 274 | Deforestation in the Amazon: Legal and Illegal Operations |
| 112 | ambiente - meio - ambiental - ambientalismo - ambientais | 273 | Government plan to harm the environment |
| 113 | aves - extin - harpia - ave - filhotes | 270 | Deforestation threatens Amazonian bird species |
| 114 | acabei - juntos - mp - corrup - dizer | 269 | Ending corruption and deforestation in the Amazon |
| 115 | estradas - rodovia - rodovias - estrada - asfaltamento | 268 | Impact of roads on deforestation in the Amazon |
| 116 | assinado - assinar - assinaturas - assinem - salvar | 267 | Protecting the Amazon Rainforest through Signatures |
| 117 | cresceu - cresce - luizdomingosdeluna - entre - sob | 265 | Deforestation in the Amazon |
| 118 | blog - post - arquivo - cidadania - boletim | 263 | Blog posts related to environmental issues in Brazil |
| 119 | papa - francisco - igreja - nodo - manifestou | 261 | Pope Francis and Amazon rainforest conservation |
| 120 | vacina - vacinas - covid - cloroquina - mortos | 260 | Vaccine controversy and environmental impact |
| 121 | sign - petition - please - this - help | 259 | Save the Amazon Rainforest |
| 122 | existe - sei - sabe - isso - agora | 257 | Non-existence of deforestation in the Amazon |
| 123 | abril - maior - ltimos - anos - foi | 256 | Deforestation in Amazon in April reaches record high |
| 124 | ciclo - entrar - perdem - rj - seca | 255 | Ciclo de desmatamento e seca no Pantanal |
| 125 | mar - atinge - abril - entre - km | 255 | Deforestation in the Amazon reaches area of km between March and April |
| 126 | julho - rela - cresce - mesmo - ao | 251 | Deforestation in the Amazon in July |
| 127 | parar - acabar - temos - precisamos - ajude | 251 | Stop Deforestation in the Amazon |
| 128 | km - pio - destaque - estado - par | 246 | Deforestation in Brazilian states |
| 129 | dilma - verba - corta - cortou - contra | 245 | Dilma Rousseff's presidency and environmental policies |
| 130 | winning - war - saving - bbc - on | 243 | Deforestation in Amazonia: BBC News Stories |
| 131 | tamanho - leia - sp - quase - legal | 238 | Deforestation in the Amazon |
| 132 | anual - taxa - cai - cerrado - caiu | 238 | Deforestation rates in the Cerrado region |
| 133 | vetar - ligados - importa - produtos - fran | 238 | Deforestation of the Amazon and related products |
| 134 | gay - homofobia - lgbt - racismo - gays | 236 | LGBTQ+ rights and environmental issues in Brazil |
| 135 | cresce - bater - bate - recorde - volta | 236 | Deforestation in Brazil reaches record high |
| 136 | taxa - menor - cai - alcan - atinge | 236 | Deforestation in the Amazon reaches lower rates in recent years |
| 137 | fund - destruction - billions - fires - with | 233 | Deforestation in Brazil |
| 138 | marca - chega - hist - ria - maior | 230 | Deforestation in the Amazon reaches record high |
| 139 | indireto - impulsionam - tricas - hidrel - metade | 229 | Indirect Impacts of Hydropower on Amazonian Forests |
| 140 | colours - follow - projeta - rostos - artista | 228 | Artist's project featuring indigenous faces on tree trunks in the Amazon rainforest |
| 141 | afetar - fim - fiscaliza - fundo - mentira | 227 | Fiscalization of Ibama against deforestation |
| 142 | indicam - setembro - cresce - alertas - novembro | 226 | Deforestation in the Amazon |
| 143 | impedir - explora - via - da - nia | 225 | Preventing deforestation in the Amazon |
| 144 | imagens - fotos - foto - mostram - fotogr | 225 | Deforestation in the Amazon Rainforest |
| 145 | americana - universidade - dobro - registrado - seria | 222 | Deforestation in the Amazon doubled, according to university study |
| 146 | balan - confirmam - oficiais - sistema - entenda | 219 | Deforestation in the Amazon |
| 147 | sacas - colheita - rr - fecha - bbb | 219 | Agricultural production in Brazil |
| 148 | junho - odo - quase - per - imazon | 218 | Deforestation in Amazon in June detected to increase almost in the same proportion as before |
| 149 | prayforamazonia - peti - assine - impedir - explora | 217 | Protecting the Amazon Rainforest |
| 150 | dezembro - dev - cresce - disparou - rela | 215 | Deforestation in the Amazon in December |
| 151 | tamanho - sp - quase - legal - foi | 213 | Deforestation in the Amazon |
| 152 | cai - estadoimagens - legal - ano - ag | 212 | Deforestation in the Amazon |
| 153 | liga - seca - novo - estudo - pa | 211 | Desmatamento na Amaz么nia e sequelas ambientais |
| 154 | detecta - km - inpe - registra - equivale | 208 | Deforestation in the Amazon |
| 155 | sobem - seis - alertas - meses - legal | 207 | Deforestation alerts in Brazilian Amazon increase in six months |
| 156 | tank - went - fields - water - vital | 207 | Deforestation and water scarcity in Brazil's Cerrado region |
| 157 | sights - sets - danger - palm - oil | 205 | Threats to the Amazon: Brazil's Palm Oil Expansion |
| 158 | aumenta - ano - um - em - na | 205 | Deforestation in the Amazon increases in one year |
| 159 | leonardo - dicaprio - denuncia - avan - rond | 205 | Leonardo DiCaprio speaks out against Amazon deforestation |
| 160 | ranking - lidera - par - estado - grosso | 204 | Deforestation in the Amazon |
| 161 | atrasada - reformar - lbum - fotos - hattem | 203 | Reforming an outdated cattle farm |
| 162 | aposta - tribo - google - combater - deflagra | 203 | Combating Deforestation in the Amazon through Tribo Aposta and Google |
| 163 | europa - europeus - totalidade - devastou - preocupada | 203 | Eurocentrism and environmental destruction |
| 164 | peixes - riachos - reduz - encolhe - pesca | 200 | Impact of deforestation on fish size in Amazon rivers |
| 165 | needed - preserve - still - moratorium - shows | 195 | Amazon Soy Moratorium |
| 166 | armyhelptheplanet - playforamazonia - peti - assine - impedir | 195 | Protecting the Amazon Rainforest |
| 167 | partner - bnpparibas - number - burning - world | 191 | Deforestation partnership with BNPP |
| 168 | amazoniasos - prayforamazonas - prayforamazonia - prayfortheamazon - amazonrainforest | 190 | Protecting the Amazon Rainforest |
| 169 | cidade - desmatada - segundo - imazon - cresce | 189 | Deforestation in the Amazon grows in a year |
| 170 | desmascara - petista - ticos - imprensa - deo | 189 | Desmantling of Amazonian deforestation exposed by former Petista government minister |
| 171 | co - emiss - este - cai - ano | 188 | Deforestation in the Amazon |
| 172 | fires - fire - amazonia - amazon - queimada | 187 | Amazon Rainforest Fires |
| 173 | horizonte - belo - equivalente - duas - perdeu | 186 | Deforestation in June in Amazonia |
| 174 | bact - diversidade - reduz - homogeneiza - microbiana | 182 | Microbial diversity in soil affected by deforestation |
| 175 | aumenta - na - nia - amaz - desmatamento | 180 | Deforestation in the Amazon |
| 176 | biden - joe - san - micas - econ | 179 | Joe Biden speaks out against deforestation in the Amazon |
| 177 | argentina - afeta - comprova - chuvas - estudo | 179 | Deforestation in Argentina affects rainfall |
| 178 | fake - news - fakenews - falsa - mentiras | 177 | Combating fake news in the Amazon |
| 179 | acabei - juntos - mp - corrup - dizer | 176 | Ending corruption and deforestation in the Amazon |
| 180 | faster - burns - destroyed - another - part | 176 | Deforestation in Brazil |
| 181 | gases - estufa - emiss - efeito - emissor | 176 | Environmental impact of deforestation in Brazil |
| 182 | stonehenge - misterioso - revela - consecutivo - continua | 176 | Mysterious Stonehenge discovery in Amazon rainforest |
| 183 | divulga - desmate - alta - agora - governo | 174 | Government announces high levels of deforestation in the Amazon |
| 184 | futebol - campos - perdeu - sob - mi | 173 | Loss of football fields due to deforestation under Bolsonaro's government |
| 185 | polui - rica - sul - am - ses | 172 | Deforestation in the Amazon region increases pollution in the southern hemisphere |
| 186 | boletim - setembro - alta - aumenta - imazon | 171 | Deforestation in the Amazon |
| 187 | desafiam - madeireiros - ilegais - combate - bbcembora | 168 | Illegal logging in the Amazon |
| 188 | tamanho - leia - sp - quase - legal | 165 | Deforestation in the Amazon |
| 189 | petizione - firma - la - impedir - explora | 165 | Protecting the Amazon Rainforest |
| 190 | plano - preven - ppcerrado - controle - cerrado | 164 | Plan for preventing and controlling deforestation and burnings in the Cerrado |
| 191 | sinais - voltar - crescer - dispara - reutersong | 163 | Deforestation in the Amazon: Signs of growth and recovery |
| 192 | futebol - campos - equivalente - minuto - mil | 160 | Deforestation in the Amazon equivalent to over 100 football fields in May |
| 193 | registrada - taxa - menor - info - fb | 160 | Deforestation rates in the Amazon |
| 194 | endossar - depender - fran - presidente - diz | 158 | Brazilian President's Stance on Soy Dependence and Deforestation |
| 195 | registra - maio - hist - taxa - envolverde | 158 | Deforestation in Brazil |
| 196 | privada - empresa - contratar - monitorar - edital | 158 | Government to contract private company for Amazon deforestation monitoring |
| 197 | servidores - nota - cresce - ibama - ano | 156 | Deforestation in the Amazon |
| 198 | assinatura - focos - ndio - nasa - inc | 156 | Indigenous communities and environmental issues in Brazil |
| 199 | lib - toneladas - co - emiss - milh | 154 | Deforestation in the Amazon |
| 200 | desmentem - autores - citado - temer - onu | 153 | Desmentimento de autores sobre queda na Amaz么nia |
| 201 | perde - hora - hectares - avan - florestas | 152 | Deforestation in the Amazon |
| 202 | schwarzman - steve - donald - apoiador - impulsiona | 151 | Steve Schwarzman's support for Donald Trump's policies |
| 203 | desmatam - registrada - menor - levantamento - taxa | 151 | Deforestation rates in the Amazon |
| 204 | iluminattis - congelada - aquecimento - observar - geleiras | 151 | Climate Change Denial |
| 205 | pedir - trouxa - desculpa - meus - quero | 150 | Requesting apologies for paper waste |
| 206 | indigenouslivesmatter - stopamazonextraction - amazoniasinextraccion - indigenouspeoplematter - justicefortheamazon | 149 | Indigenous rights and environmental protection in the Amazon |
| 207 | ouro - minera - mining - gold - causado | 147 | Illegal gold mining causes deforestation and environmental damage in the Amazon |
| 208 | comprova - af - argentina - afeta - perda | 146 | Deforestation in the Amazon affects rainfall in Argentina |
| 209 | atingiu - outubro - quil - metros - quadrados | 146 | Deforestation in the Amazon |
| 210 | del - comerciante - degradaci - beneficiarse - masiva | 145 | Environmental damage and human rights abuses in Amazonian soya and meat production |
| 211 | desemprego - infla - desempregados - educa - recorde | 145 | Impact of deforestation in Brazil |
| 212 | bacia - campe - xingu - desflorestamento - estudo | 145 | Deforestation in the Xingu River Basin |
| 213 | escudos - xingu - dispara - ltimos - dos | 144 | Deforestation in Xingu National Park |
| 214 | corrup - menosprezados - delatorias - cohen - promiscuas | 142 | Corruption in Brazilian politics |
| 215 | unterschreiben - jetzt - impedir - explora - via | 142 | Stop Deforestation in the Amazon |
| 216 | tribunal - humanidade - penal - haia - apresentada | 142 | Environmental crimes and human rights violations in Brazil |
| 217 | denunciada - mineradora - dona - contamina - criticar | 138 | Mineradora noruega denunciada por contaminaci贸n |
| 218 | radar - vigiar - vai - enfrenta - ganh | 138 | Use of radar technology in Amazon deforestation monitoring |
| 219 | refer - retorno - pesquisador - ponto - atual | 137 | Climate change caused by deforestation |
| 220 | moon - ki - ban - mundial - quest | 137 | Global forest degradation |
| 221 | escravo - trabalho - mpt - bomba - chefe | 137 | "Human rights abuses in Brazilian Amazon's logging industry" |
| 222 | genas - ind - demarca - terras - territ | 137 | Land tenure and territorial rights in Brazil |
| 223 | baleias - baleia - noruega - ca - matan | 136 | Hypocrisy in environmental policies: Norway's whaling and deforestation practices |
| 224 | triplicar - dizem - cientistas - pode - bolsonaro | 136 | Deforestation in Brazil under Bolsonaro's government |
| 225 | drones - drone - estudante - microchips - provar | 136 | Use of drones by indigenous communities to monitor deforestation in the Amazon |
| 226 | menores - ocorre - cerca - reduzir - depois | 135 | Deforestation in Brazil |
| 227 | przez - petizione - di - petition - sign | 135 | Protecting the Amazon rainforest |
| 228 | verba - monitorar - falta - estad - sustentabilidade | 134 | Lack of monitoring in the Cerrado region |
| 229 | televan - registrar - tvonline - volta - aumento | 134 | Deforestation in the Amazon: Legal and Online Issues |
| 230 | ganha - realidade - prote - dt - florestas | 134 | Deforestation alerts in Brazil |
| 231 | apontam - aumento - aumentou - dados - legal | 134 | Increase in deforestation in the Amazon |
| 232 | anuncia - tev - menor - desde - indicam | 132 | Brazilian government announces reduced deforestation in the Amazon |
| 233 | mensal - pegando - trag - taxas - recordes | 131 | Brazilian wildfires |
| 234 | du - forestation - politiques - financements - dites | 131 | Political hypocrisy in forestation policies |
| 235 | janeiro - queda - tem - diz - governo | 131 | Deforestation in Brazil in January, according to government reports |
| 236 | fontes - fonte - via - vaivendo - source | 130 | Sources and references |
| 237 | mar - sobe - ecoc - ong - bate | 130 | Deforestation in the Amazon region causes environmental concerns |
| 238 | eleitoral - explode - durante - odo - per | 130 | Electoral Explosion in the Amazon |
| 239 | dicaprio - leonardo - desafio - denuncia - adere | 129 | Leonardo DiCaprio speaks out against deforestation in the Amazon |
| 240 | prayforamazonia - prayforbrazil - prayforrondonia - prayforamazonas - saveamazonia | 129 | Protecting the Amazon Rainforest |
| 241 | pirulla - abaixo - nasa - transforma - ezequiel | 128 | Deforestation in the Amazon |
| 242 | possui - fun - metodologia - causas - especialistas | 128 | Causes of drought in the Amazon forest |
| 243 | impeachmentsalvavidas - flavio - abin - loteamento - interfer | 126 | Impeachment and political corruption in Brazil |
| 244 | palm - oil - palmoil - danger - sights | 125 | Amazon rainforest under threat from Brazil's palm oil ambition |
| 245 | odo - junho - per - mesmo - maior | 125 | Deforestation in the Amazon in June higher than in the same period last year |
| 246 | monitoramento - ministra - nova - mostra - acende | 125 | Minister's statement on Amazon deforestation reduction |
| 247 | sou - arquivamaia - dosbrasileirosedoplanetaterralongedeserdestegoverno - aamaz - nativa | 124 | Protection of Native Forests |
| 248 | carbon - source - change - climate - linked | 124 | Amazonian Carbon Sources and Climate Change |
| 249 | crescer - volta - voltou - desapareceram - primeira | 123 | Deforestation in the Amazon |
| 250 | retardo - tratora - prevarica - sa - precoce | 123 | "Government Incompetence in Healthcare: Bolsonaro's Impact" |
| 251 | impedir - explora - via - da - nia | 123 | Preventing deforestation in the Amazon |
| 252 | nima - amea - rcio - criminoso - sociedade | 122 | Deforestation in the Amazon region |
| 253 | firmam - firmar - incra - acordo - assentamentos | 122 | MPF and INCRAP sign agreement to reduce deforestation in Amazonian settlements |
| 254 | metas - apresenta - aprovados - plano - planos | 122 | Government plans to reduce deforestation in the Amazon |
| 255 | prayforamazonia - prayforamazonas - peti - assine - impedir | 121 | Protecting the Amazon Rainforest |
| 256 | outubro - caiu - ministra - compara - passado | 121 | Deforestation in the Amazon in October |
| 257 | motivos - futuro - ado - dispara - entenda | 121 | Motivations for preserving the Amazon rainforest |
| 258 | incra - coloni - assentamentos - promete - diminuir | 120 | INCRAPrometesDiminuirEmDesmatamento |
| 259 | petition - sign - the - prin - hteest | 120 | Protect the Amazon rainforest |
| 260 | atingiu - desmatada - julho - agosto - cai | 120 | Deforestation in the Amazon: Legal Cai Diz Inpe Rea Desmatada |
| 261 | segundo - imazon - cresce - ano - um | 120 | Deforestation in the Amazon grows in a year according to IMazon |
| 262 | panelacoforabolsonaro - hs - impeachmentsalvavidas - flavio - abin | 119 | Political scandals and corruption in Brazil |
| 263 | mar - abril - cai - aletas - entre | 119 | Deforestation in the Amazon during March and April |
| 264 | registram - inferior - afirma - sib - pantanal | 119 | Deforestation in Brazil's Cerrado and Pantanal regions |
| 265 | vestiram - militantes - frica - protesto - greenpeace | 119 | Protest against deforestation in the Amazon |
| 266 | liber - concordou - noruega - pagar - mi | 118 | Norway agrees to pay Brazil more than $100 million for Amazon deforestation reduction |
| 267 | sacrificar - eleva - demanda - press - crescimento | 118 | Demand for meat and soy affects Amazonian growth |
| 268 | expedi - viagem - realiza - protestar - contra | 118 | Protest against deforestation in the Amazon |
| 269 | dobra - dobrou - quintuplicou - quase - janeiro | 118 | Deforestation in the Amazon almost doubled in a year |
| 270 | suspens - anuncia - opera - todas - pantanal | 117 | Environmental policies in Brazil |
| 271 | previa - apoiou - milhares - protegidas - cies | 117 | Macron's support for Amazon deforestation project |
| 272 | mil - fhc - km - argumentos - fatos | 116 | Desmatamento na Amaz么nia |
| 273 | firm - trav - petici - la - impedir | 116 | Preventing deforestation in the Amazon |
| 274 | caiu - odo - per - legal - cai | 115 | Deforestation in the Amazon legal in one year |
| 275 | retalia - mulo - corta - verba - alemanha | 115 | German retaliation against Brazilian Amazon deforestation |
| 276 | tamanho - sp - leia - rtrt - rt | 114 | Deforestation in the Amazon |
| 277 | abastecimento - afetar - diminui - planeta - gua | 114 | Water and climate change |
| 278 | evita - mortes - puc - reduzem - mil | 114 | Deforestation in the Amazon and its impact on mortality rates |
| 279 | partner - bofa - bankofamerica - partenaire - number | 113 | Deforestation partnerships with Bank of America |
| 280 | junho - imazon - cai - caiu - queda | 113 | Deforestation in Amazon in June |
| 281 | pas - compara - julho - rela - segundo | 113 | Deforestation in the Amazon in July |
| 282 | multado - ms - flagrante - pma - produtor | 112 | Environmental damage from deforestation in Brazil |
| 283 | comercializar - renovada - produzida - desmatamentos - compromisso | 112 | Commercialization of new soy productions and deforestation |
| 284 | sos - fiscais - liga - estudo - compartilhar | 112 | Forest management and control systems in the Amazon |
| 285 | cinco - vezes - perdeu - maio - novembro | 110 | Deforestation in Brazil |
| 286 | evita - redu - mortes - aeronaves - moderniza | 109 | Airplane Modernization Program |
| 287 | tamanho - leia - sp - quase - legal | 109 | Deforestation in the Amazon |
| 288 | seletivo - detecta - crescimento - minist - meio | 109 | Deforestation in the Amazon |
| 289 | nova - ong - alta - aponta - integrantes | 108 | New Ong members point out high deforestation in Amazon |
| 290 | julho - agosto - cai - entre - legal | 108 | Deforestation in the Amazon: Legal Causes and Impacts |
| 291 | antibi - resistentes - bact - rias - secas | 107 | Impact of deforestation on antibiotic resistance |
| 292 | radar - orbital - melhorar - novo - fiscaliza | 107 | Monitoring deforestation with new radar technology |
| 293 | tamanho - leia - sp - quase - legal | 107 | Deforestation in the Amazon |
| 294 | ditaduranuncamais - porcento - jairbolsonaro - impeachmentdebolsonaro - somos | 107 | Impeachment of Jair Bolsonaro and environmental policies |
| 295 | gabinete - crise - anuncia - ministra - disparada | 107 | Brazilian government's response to deforestation in the Amazon |
| 296 | zerar - conseguiu - desmata - quer - diminuir | 106 | Deforestation in Brazil |
| 297 | ritmo - tvonline - tv - anuncia - siga | 106 | Media and Entertainment |
| 298 | parlamento - mercosul - holanda - holand - rejeita | 106 | Rejection of Mercosur agreement by Dutch parliament due to Brazilian government's Amazon deforestation |
| 299 | intensifica - fiscaliza - ibama - combater - smasher | 105 | IBAMa's efforts to combat illegal deforestation in the Amazon |
| 300 | carv - coibir - pacto - objetivo - empresas | 105 | Illegal Deforestation in the Cerrado |
| 301 | litoral - retrospectiva - leo - alta - ambiente | 105 | Deforestation in the Amazon |
| 302 | cresce - ano - um - em - ebc | 105 | Deforestation in the Amazon grows in a year |
| 303 | afirma - avan - imazon - abramo - perseu | 105 | Deforestation in the Amazon |
| 304 | filme - tvonline - tv - co - emiss | 105 | Accusations of environmental damage in the Amazon |
| 305 | pecu - causa - ria - maior - folha | 105 | Deforestation in the Amazon caused by cattle ranching |
| 306 | zoios - capela - abestado - abre - olha | 104 | Preparing a Capela for Zoios |
| 307 | quina - move - retorna - esteve - controle | 104 | Agricultural machinery for deforestation control |
| 308 | comparativo - extens - imagem - revela - nasa | 104 | Deforestation in the Amazon compared through historical images |
| 309 | contesta - den - incra - respons - ncia | 104 | Responsibility for deforestation in the Amazon |
| 310 | relaciona - pesquisador - seca - sudeste - estudo | 104 | Impact of drought on deforestation in the Amazon |
| 311 | aponta - feita - minist - setembro - queda | 104 | Deforestation in Brazilian Amazon during September |
| 312 | esperar - devem - ministra - queda - desmatada | 103 | Environmental policy in Brazil |
| 313 | atrapalhar - acusam - fiscais - militares - combate | 103 | Military accused of obstructing Amazon deforestation fight |
| 314 | ten - leva - apresenta - outubro - taxa | 103 | Deforestation in Brazil |
| 315 | maior - este - aponta - desde - anos | 103 | Deforestation in the Amazon this year is the largest since aponta inpe via |
| 316 | rie - rica - menor - agosto - hist | 103 | Deforestation in the Amazon since historical records |
| 317 | emergenciaclim - sostenibilidad - aloja - siglo - sgk | 103 | Amazon Rainforest Sustainability |
| 318 | fase - controle - plano - nova - este | 103 | Deforestation control plan in the Amazon |
| 319 | detectou - julho - derrubadas - menor - re | 102 | Deforestation in the Amazon in July |
| 320 | atingir - limite - prestes - irrevers - determinado | 102 | Deforestation in the Amazon nearing irreversible limit |
| 321 | dobra - recursos - combater - salles - dobrar | 101 | Government announces measures to combat deforestation in the Amazon |
| 322 | segundo - seguido - cresce - consecutivo - pelo | 101 | Deforestation in the Amazon grows for the second consecutive year |
| 323 | quatro - volta - ap - crescer - queda | 101 | Deforestation in the Amazon |
| 324 | isolado - perde - ajuda - doa - analistas | 101 | Deforestation in Brazil and its impact on the environment |
| 325 | agosto - dez - maior - imazon - anos | 101 | Deforestation in Amazon reaches 10-year high in August |
| 326 | divulga - inpe - estima - emiss - mundogeo | 100 | Deforestation in the Amazon |
Training hyperparameters
- calculate_probabilities: False
- language: None
- low_memory: False
- min_topic_size: 10
- n_gram_range: (1, 1)
- nr_topics: None
- seed_topic_list: None
- top_n_words: 10
- verbose: True
- zeroshot_min_similarity: 0.7
- zeroshot_topic_list: None
Framework versions
- Numpy: 1.25.2
- HDBSCAN: 0.8.33
- UMAP: 0.5.6
- Pandas: 2.0.3
- Scikit-Learn: 1.2.2
- Sentence-transformers: 2.7.0
- Transformers: 4.40.2
- Numba: 0.58.1
- Plotly: 5.15.0
- Python: 3.10.12
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