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

# tweets_deforestation_all__RT_exclude_biggerclusters

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_all__RT_exclude_biggerclusters")

topic_model.get_topic_info()
```

## Topic overview

* Number of topics: 13
* Number of training documents: 389209

<details>
  <summary>Click here for an overview of all topics.</summary>
  
  | Topic ID | Topic Keywords | Topic Frequency | Label | 
|----------|----------------|-----------------|-------| 
| -1 | desmatamento - amazônia - na - de - em | 2371 | Deforestation in the Amazon | 
| 0 | que - de - do - desmatamento - amazônia | 127251 | Deforestation in the Amazon | 
| 1 | petição - assine - impedir - exploração - via | 114185 | Protect the Amazon Rainforest | 
| 2 | soja - de - cerrado - que - da | 46552 | Soya in the Cerrado region | 
| 3 | em - de - na - km - desmatamento | 33829 | Deforestation in the Amazon | 
| 4 | que - de - não - do - com | 17702 | Political and environmental issues in Brazil | 
| 5 | menor - cai - na - desmatamento - amazônia | 8855 | Deforestation in the Amazon decreases and reaches lower rates in recent years | 
| 6 | impedir - exploração - petição - via - assine | 8611 | Protect the Amazon: Sign the Petition | 
| 7 | cerrado - do - de - desmatamento - no | 7695 | Deforestation in the Cerrado region | 
| 8 |  -  -  -  -  | 7163 | "Technology trends and their impact on society" | 
| 9 | petition - sign - the - impedir - exploração | 6901 | Protect the Amazon Rainforest | 
| 10 | tamanho - sp - leia - quase - legal | 5157 | Deforestation in the Amazon | 
| 11 | in - partners - best - raze - loot | 2937 | Deforestation and exploitation of indigenous lands |
  
</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: 4.41.0
* Numba: 0.58.1
* Plotly: 5.15.0
* Python: 3.10.12