tweets_deforestation_withoutRT_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/tweets_deforestation_withoutRT_pt")
topic_model.get_topic_info()
Topic overview
- Number of topics: 18
- Number of training documents: 21239
Click here for an overview of all topics.
| Topic ID | Topic Keywords | Topic Frequency | Label |
|---|---|---|---|
| -1 | brazil - the - amazon - soy - to | 152 | Deforestation in Brazil's Cerrado due to Soy Production |
| 0 | the - deforestation - to - in - amazon | 2949 | Deforestation in the Amazon |
| 1 | soy - the - to - cerrado - and | 5520 | Deforestation and Soy Imports |
| 2 | in - best - partners - hesitate - raze | 3354 | Deforestation of Indigenous Lands |
| 3 | destruction - billions - fires - funds - with | 2337 | Deforestation in Brazil |
| 4 | moratorium - soy - amazon - on - the | 1451 | Brazil's Soy Moratorium |
| 5 | scandal - bragging - disappearance - anti - while | 1443 | Environmental scandal: BNP and deforestation |
| 6 | hey - hypocrisy - talk - leader - you | 692 | Corporate hypocrisy in zero deforestation policies |
| 7 | disappearance - scandal - bragging - anti - while | 562 | Deforestation scandal involving BNP |
| 8 | fund - destruction - billions - fires - with | 512 | Deforestation in Brazil's Amazon and Cerrado regions |
| 9 | partner - bnpparibas - number - burning - world | 460 | Deforestation partnership with BNPP |
| 10 | palm - oil - sights - sets - danger | 380 | Threats to the Amazon rainforest: Palm oil expansion in Brazil |
| 11 | caso - yo - my - soy - me | 367 | Twitter memes using "yo soy" phrase |
| 12 | peasant - economy - amazonian - of - deforestation | 341 | Amazonian Peasant Economy and Deforestation |
| 13 | dramatically - reduced - moratorium - brazil - soy | 201 | Brazil's Soy Moratorium and Deforestation Reduction |
| 14 | faster - burns - destroyed - another - part | 179 | Deforestation in Brazil |
| 15 | partner - bofa - bankofamerica - number - burning | 172 | Deforestation partnerships with Bank of America |
| 16 | indigenouslivesmatter - indigenouspeoplematter - humanrights - amazoniasinextraccion - stopamazonextraction | 167 | Indigenous rights and environmental protection 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
- Downloads last month
- 1
This model does not have enough activity to be deployed to Inference API (serverless) yet. Increase its social
visibility and check back later, or deploy to Inference Endpoints (dedicated)
instead.