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
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