| |
|
| | --- |
| | 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 |
| | |
