reduced_tweets_deforestation_pt

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/reduced_tweets_deforestation_pt")

topic_model.get_topic_info()

Topic overview

• Number of topics: 30
• Number of training documents: 1444120

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	desmatamento - amaz - nia - de - na	161	Deforestation in Brazil's Amazon region
0	desmatamento - amaz - nia - rt - da	454142	Preventing deforestation in the Amazon
1	por - bolsonaro - rt - do - governo	745274	Political satire and criticism of current events in Brazil
2	dasypodidae - encontrados - familia - costumam - tio	161094	Dasypodidae family found in Brazil
3	noruega - alemanha - nevoa - retiraram - visto	22453	Government policies and rural issues in Brazil
4	de - do - rt - inpe - que	15610	Dasypodidae family found in Brazil
5	artesanais - abdicam - manguezal - pescadores - julga	8545	Environmental disaster in Brazil
6	sat - lite - lan - ado - primeiro	8258	Soja production in Roraima
7	trilh - administram - fundos - imposs - ativos	4441	Protection of the Amazon rainforest
8	deixara - bolsonazi - eleito - entrega - resumiu	3081	Controversial speech or article
9	apres - holanda - ratifica - rejeitar - rcio	2999	Economic rankings of Brazil
10	psicose - subtitles - bertrand - livro - respondendo	2724	Demittance of CNPQ president due to research incentive request
11	venda - herdeira - seguinte - ha - pararam	1855	Preventing Deforestation in the Amazon
12	controlador - blackstone - ceo - schwarzman - steve	1790	Stop Deforestation in the Amazon
13	veneza - look - festival - paz - impactante	1583	Economic impacts of deforestation
14	feminismo - machismo - stica - dom - viol	1300	German President Merkel suspends investments in Amazon due to record deforestation
15	ningu - fala - isso - mais - por	1209	Apocalypse and Ferrous Metals
16	formando - auxiliar - israel - parceria - objetivo	1099	Electoral desmatamento in the Amazon
17	perfume - ingrediente - chanel - vendido - possui	979	Cientista Carlos Nobre na Empresa: Supera Inpe
18	desempregados - comemoravam - motobois - infla - milh	858	Debate over deforestation data
19	finalizei - acompan - infantaria - brigada - velho	674	Agronomic aspects of soybean plant roots
20	ndic - kataguiri - kim - resolvi - desconhece	643	Deforestation in Brazil
21	festa - ulmanos - desejou - bezerros - sacrif	631	Financing for environmental projects in Norway and Germany
22	cristina - tereza - garante - fundi - regulariza	561	Bolsonaro's stance on Amazon deforestation
23	comandados - incapazes - mostraram - receberam - jato	418	Illegal deforestation and burning in the Amazon
24	rcito - ex - higiene - bairros - populares	415	Roman weather in May
25	prontos - quadros - pms - complementar - bons	372	Deforestation in the Amazon in July
26	financiados - desvios - criados - empregos - den	350	Impact of veganism on the Amazon rainforest
27	certif - trading - globais - clientes - chinesa	327	Deforestation monitoring using km and quadrados
28	sequestro - coopera - resgate - isso - pedido	274	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: 30
• 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: 0.5.5
• Pandas: 1.5.3
• Scikit-Learn: 1.2.2
• Sentence-transformers: 2.6.1
• Transformers: 4.38.2
• Numba: 0.58.1
• Plotly: 5.15.0
• Python: 3.10.12