Add BERTopic model

.gitattributes

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 *.zip filter=lfs diff=lfs merge=lfs -text
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+topics.json filter=lfs diff=lfs merge=lfs -text

README.md

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+
+---
+tags:
+- bertopic
+library_name: bertopic
+pipeline_tag: text-classification
+---
+
+# reduced_tweets_deforestation_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/reduced_tweets_deforestation_pt")
+
+topic_model.get_topic_info()
+```
+
+## Topic overview
+
+* Number of topics: 30
+* Number of training documents: 1444120
+
+<details>
+  <summary>Click here for an overview of all topics.</summary>
+  
+  | Topic ID | Topic Keywords | Topic Frequency | Label | 
+|----------|----------------|-----------------|-------| 
+| -1 | desmatamento - amaz - nia - de - na | 161 | Deforestation in Brazil's Amazon region | 
+| 0 | desmatamento - amaz - nia - rt - da | 454142 | Preventing deforestation in the Amazon | 
+| 1 | por - bolsonaro - rt - do - governo | 745274 | Political satire and criticism of current events in Brazil | 
+| 2 | dasypodidae - encontrados - familia - costumam - tio | 161094 | Dasypodidae family found in Brazil | 
+| 3 | noruega - alemanha - nevoa - retiraram - visto | 22453 | Government policies and rural issues in Brazil | 
+| 4 | de - do - rt - inpe - que | 15610 | Dasypodidae family found in Brazil | 
+| 5 | artesanais - abdicam - manguezal - pescadores - julga | 8545 | Environmental disaster in Brazil | 
+| 6 | sat - lite - lan - ado - primeiro | 8258 | Soja production in Roraima | 
+| 7 | trilh - administram - fundos - imposs - ativos | 4441 | Protection of the Amazon rainforest | 
+| 8 | deixara - bolsonazi - eleito - entrega - resumiu | 3081 | Controversial speech or article | 
+| 9 | apres - holanda - ratifica - rejeitar - rcio | 2999 | Economic rankings of Brazil | 
+| 10 | psicose - subtitles - bertrand - livro - respondendo | 2724 | Demittance of CNPQ president due to research incentive request | 
+| 11 | venda - herdeira - seguinte - ha - pararam | 1855 | Preventing Deforestation in the Amazon | 
+| 12 | controlador - blackstone - ceo - schwarzman - steve | 1790 | Stop Deforestation in the Amazon | 
+| 13 | veneza - look - festival - paz - impactante | 1583 | Economic impacts of deforestation | 
+| 14 | feminismo - machismo - stica - dom - viol | 1300 | German President Merkel suspends investments in Amazon due to record deforestation | 
+| 15 | ningu - fala - isso - mais - por | 1209 | Apocalypse and Ferrous Metals | 
+| 16 | formando - auxiliar - israel - parceria - objetivo | 1099 | Electoral desmatamento in the Amazon | 
+| 17 | perfume - ingrediente - chanel - vendido - possui | 979 | Cientista Carlos Nobre na Empresa: Supera Inpe | 
+| 18 | desempregados - comemoravam - motobois - infla - milh | 858 | Debate over deforestation data | 
+| 19 | finalizei - acompan - infantaria - brigada - velho | 674 | Agronomic aspects of soybean plant roots | 
+| 20 | ndic - kataguiri - kim - resolvi - desconhece | 643 | Deforestation in Brazil | 
+| 21 | festa - ulmanos - desejou - bezerros - sacrif | 631 | Financing for environmental projects in Norway and Germany | 
+| 22 | cristina - tereza - garante - fundi - regulariza | 561 | Bolsonaro's stance on Amazon deforestation | 
+| 23 | comandados - incapazes - mostraram - receberam - jato | 418 | Illegal deforestation and burning in the Amazon | 
+| 24 | rcito - ex - higiene - bairros - populares | 415 | Roman weather in May | 
+| 25 | prontos - quadros - pms - complementar - bons | 372 | Deforestation in the Amazon in July | 
+| 26 | financiados - desvios - criados - empregos - den | 350 | Impact of veganism on the Amazon rainforest | 
+| 27 | certif - trading - globais - clientes - chinesa | 327 | Deforestation monitoring using km and quadrados | 
+| 28 | sequestro - coopera - resgate - isso - pedido | 274 | Deforestation 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: 30
+* 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: 0.5.5
+* Pandas: 1.5.3
+* Scikit-Learn: 1.2.2
+* Sentence-transformers: 2.6.1
+* Transformers: 4.38.2
+* Numba: 0.58.1
+* Plotly: 5.15.0
+* Python: 3.10.12

config.json

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+{
+  "calculate_probabilities": false,
+  "language": null,
+  "low_memory": false,
+  "min_topic_size": 10,
+  "n_gram_range": [
+    1,
+    1
+  ],
+  "nr_topics": 30,
+  "seed_topic_list": null,
+  "top_n_words": 10,
+  "verbose": true,
+  "zeroshot_min_similarity": 0.7,
+  "zeroshot_topic_list": null
+}

ctfidf.safetensors

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+size 2015332

topic_embeddings.safetensors

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topics.json

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