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thiagoquilice
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tweets_deforestation_withoutRT_pt

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BERTopic
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tweets_deforestation_withoutRT_pt
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---
tags:
- bertopic
library_name: bertopic
pipeline_tag: text-classification
---

# tweets_deforestation_withoutRT_pt

This is a [BERTopic](https://github.com/MaartenGr/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_withoutRT_pt")

topic_model.get_topic_info()
```

## Topic overview

* Number of topics: 18
* Number of training documents: 21239

<details>
  <summary>Click here for an overview of all topics.</summary>
  
  | 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 |
  
</details>

## 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