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thiagoquilice/
tweets_deforestation_all_withoutRTordiplicate

Name: tweets_deforestation_all_withoutRTordiplicate
Availability: InStock

bertopic

text-classification

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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:

python

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 Amazônia 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 Amazônia
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 contaminación
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 Amazônia
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