Downloads · 30 days
6
7% of all-time downloads
bertopic_tces_v2
lgdias/bertopic_tces_v2
bertopic_tces_v2 is a text classification model from lgdias. Use it when you need a label for a piece of text. It is set up for bertopic.
This is a BERTopic model. BERTopic is a flexible and modular topic modeling framework that allows for the generation of easily interpretable topics from large datasets.
All-time downloads
88
Public
Repo size
47.8 MB
Likes
0
Public
Repo makeup
Click a slice to open those files.
.parquet46.7 MB · 95%
At a glance
- Task
- Text Classification
- Library
- bertopic
- Access
- Public
- Created
- May 18, 2026
- Updated
- May 18, 2026
- SHA
- 2b621604
Try a prompt
Model card
From the Hugging Face model README
bertopic_tces_v2
This is a 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:
from bertopic import BERTopic
topic_model = BERTopic.load("lgdias/bertopic_tces_v2")
topic_model.get_topic_info()
Topic overview
- Number of topics: 10
- Number of training documents: 3765
| Topic ID | Topic Keywords | Topic Frequency | Label |
|---|---|---|---|
| -1 | cerrado - pro - 2024 - despacho - fundacao | 117 | -1_cerrado_pro_2024_despacho |
| 0 | art - estado - administracao - social - lei | 6 | 0_art_estado_administracao_social |
| 1 | notificacao - prestacao - ses - contas - 928 | 1001 | 1_notificacao_prestacao_ses_contas |
| 2 | go - preco - precos - empresa - licitacao | 525 | 2_go_preco_precos_empresa |
| 3 | estado - contas - art - comissao - portaria | 473 | 3_estado_contas_art_comissao |
| 4 | execucao - gestor - contrato - contratado - policia | 741 | 4_execucao_gestor_contrato_contratado |
| 5 | ses - cptce - go - contas - saude | 241 | 5_ses_cptce_go_contas |
| 6 | debito - contas - tomada - especial - atualizado | 256 | 6_debito_contas_tomada_especial |
| 7 | contas - estado - saude - despacho - portaria | 210 | 7_contas_estado_saude_despacho |
| 8 | estado - goias - contas - art - trabalhos | 195 | 8_estado_goias_contas_art |
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: 2.2.6
- HDBSCAN: 0.8.39
- UMAP: 0.5.9.post2
- Pandas: 2.3.3
- Scikit-Learn: 1.7.2
- Sentence-transformers: 5.1.1
- Transformers: 4.57.0
- Numba: 0.61.2
- Plotly: 6.3.1
- Python: 3.10.18
- Task
- Text Classification
- Library
- bertopic
- Created
- May 18, 2026
- Updated
- May 18, 2026