MARTINI_enrich_BERTopic_laquintacolumnainternational
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("AIDA-UPM/MARTINI_enrich_BERTopic_laquintacolumnainternational")
topic_model.get_topic_info()
Topic overview
- Number of topics: 9
- Number of training documents: 851
Click here for an overview of all topics.
| Topic ID | Topic Keywords | Topic Frequency | Label |
|---|---|---|---|
| -1 | vaccine - oxido - colabora - grafene - sevillano | 21 | -1_vaccine_oxido_colabora_grafene |
| 0 | notre - люди - все - quando - nevoie | 263 | 0_notre_люди_все_quando |
| 1 | graphenoxid - vaccini - grafeno - covid - nanotecnologia | 176 | 1_graphenoxid_vaccini_grafeno_covid |
| 2 | vaccino - pfizer - microscope - analizeaza - impfflaschchens | 151 | 2_vaccino_pfizer_microscope_analizeaza |
| 3 | victimasdelavacuna - inoculazione - testimonianza - pfizer - traduzido | 91 | 3_victimasdelavacuna_inoculazione_testimonianza_pfizer |
| 4 | irradiacao - dottoressa - intossicazione - nextdose - contagion | 61 | 4_irradiacao_dottoressa_intossicazione_nextdose |
| 5 | vaccinazione - uruguay - giudice - mineurs - urteils | 37 | 5_vaccinazione_uruguay_giudice_mineurs |
| 6 | vaccinarilor - cancro - ковида - эпидемиологии - covid | 29 | 6_vaccinarilor_cancro_ковида_эпидемиологии |
| 7 | vaccinated - envenenamento - гватемала - wilfredo - doses | 22 | 7_vaccinated_envenenamento_гватемала_wilfredo |
Training hyperparameters
- calculate_probabilities: True
- 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: False
- zeroshot_min_similarity: 0.7
- zeroshot_topic_list: None
Framework versions
- Numpy: 1.26.4
- HDBSCAN: 0.8.40
- UMAP: 0.5.7
- Pandas: 2.2.3
- Scikit-Learn: 1.5.2
- Sentence-transformers: 3.3.1
- Transformers: 4.46.3
- Numba: 0.60.0
- Plotly: 5.24.1
- Python: 3.10.12
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