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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_withoutRT_pt |
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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_withoutRT_pt") |
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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: 18 |
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* Number of training documents: 21239 |
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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 | brazil - the - amazon - soy - to | 152 | Deforestation in Brazil's Cerrado due to Soy Production | |
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| 0 | the - deforestation - to - in - amazon | 2949 | Deforestation in the Amazon | |
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| 1 | soy - the - to - cerrado - and | 5520 | Deforestation and Soy Imports | |
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| 2 | in - best - partners - hesitate - raze | 3354 | Deforestation of Indigenous Lands | |
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| 3 | destruction - billions - fires - funds - with | 2337 | Deforestation in Brazil | |
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| 4 | moratorium - soy - amazon - on - the | 1451 | Brazil's Soy Moratorium | |
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| 5 | scandal - bragging - disappearance - anti - while | 1443 | Environmental scandal: BNP and deforestation | |
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| 6 | hey - hypocrisy - talk - leader - you | 692 | Corporate hypocrisy in zero deforestation policies | |
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| 7 | disappearance - scandal - bragging - anti - while | 562 | Deforestation scandal involving BNP | |
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| 8 | fund - destruction - billions - fires - with | 512 | Deforestation in Brazil's Amazon and Cerrado regions | |
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| 9 | partner - bnpparibas - number - burning - world | 460 | Deforestation partnership with BNPP | |
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| 10 | palm - oil - sights - sets - danger | 380 | Threats to the Amazon rainforest: Palm oil expansion in Brazil | |
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| 11 | caso - yo - my - soy - me | 367 | Twitter memes using "yo soy" phrase | |
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| 12 | peasant - economy - amazonian - of - deforestation | 341 | Amazonian Peasant Economy and Deforestation | |
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| 13 | dramatically - reduced - moratorium - brazil - soy | 201 | Brazil's Soy Moratorium and Deforestation Reduction | |
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| 14 | faster - burns - destroyed - another - part | 179 | Deforestation in Brazil | |
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| 15 | partner - bofa - bankofamerica - number - burning | 172 | Deforestation partnerships with Bank of America | |
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| 16 | indigenouslivesmatter - indigenouspeoplematter - humanrights - amazoniasinextraccion - stopamazonextraction | 167 | Indigenous rights and environmental protection in the Amazon | |
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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: 4.40.2 |
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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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