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--- |
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tags: |
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- bertopic |
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library_name: bertopic |
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pipeline_tag: text-classification |
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--- |
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# tweets_deforestation_all__RT_exclude_biggerclusters |
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This is a [BERTopic](https://github.com/MaartenGr/BERTopic) model. |
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BERTopic is a flexible and modular topic modeling framework that allows for the generation of easily interpretable topics from large datasets. |
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## Usage |
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To use this model, please install BERTopic: |
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``` |
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pip install -U bertopic |
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``` |
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You can use the model as follows: |
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```python |
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from bertopic import BERTopic |
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topic_model = BERTopic.load("thiagoquilice/tweets_deforestation_all__RT_exclude_biggerclusters") |
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topic_model.get_topic_info() |
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``` |
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## Topic overview |
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* Number of topics: 13 |
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* Number of training documents: 389209 |
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<details> |
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<summary>Click here for an overview of all topics.</summary> |
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| Topic ID | Topic Keywords | Topic Frequency | Label | |
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|----------|----------------|-----------------|-------| |
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| -1 | desmatamento - amazônia - na - de - em | 2371 | Deforestation in the Amazon | |
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| 0 | que - de - do - desmatamento - amazônia | 127251 | Deforestation in the Amazon | |
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| 1 | petição - assine - impedir - exploração - via | 114185 | Protect the Amazon Rainforest | |
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| 2 | soja - de - cerrado - que - da | 46552 | Soya in the Cerrado region | |
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| 3 | em - de - na - km - desmatamento | 33829 | Deforestation in the Amazon | |
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| 4 | que - de - não - do - com | 17702 | Political and environmental issues in Brazil | |
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| 5 | menor - cai - na - desmatamento - amazônia | 8855 | Deforestation in the Amazon decreases and reaches lower rates in recent years | |
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| 6 | impedir - exploração - petição - via - assine | 8611 | Protect the Amazon: Sign the Petition | |
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| 7 | cerrado - do - de - desmatamento - no | 7695 | Deforestation in the Cerrado region | |
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| 8 | - - - - | 7163 | "Technology trends and their impact on society" | |
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| 9 | petition - sign - the - impedir - exploração | 6901 | Protect the Amazon Rainforest | |
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| 10 | tamanho - sp - leia - quase - legal | 5157 | Deforestation in the Amazon | |
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| 11 | in - partners - best - raze - loot | 2937 | Deforestation and exploitation of indigenous lands | |
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</details> |
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## Training hyperparameters |
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* calculate_probabilities: False |
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* language: None |
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* low_memory: False |
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* min_topic_size: 10 |
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* n_gram_range: (1, 1) |
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* nr_topics: None |
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* seed_topic_list: None |
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* top_n_words: 10 |
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* verbose: True |
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* zeroshot_min_similarity: 0.7 |
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* zeroshot_topic_list: None |
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## Framework versions |
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* Numpy: 1.25.2 |
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* HDBSCAN: 0.8.33 |
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* UMAP: 0.5.6 |
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* Pandas: 2.0.3 |
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* Scikit-Learn: 1.2.2 |
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* Sentence-transformers: 2.7.0 |
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* Transformers: 4.41.0 |
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* Numba: 0.58.1 |
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* Plotly: 5.15.0 |
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* Python: 3.10.12 |
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