bertopic text-classification region:us
---
library_name: bertopic
pipeline_tag: text-classification
tags:
- bertopic
---

# MARTINI_enrich_BERTopic_Somosrealistas

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("AIDA-UPM/MARTINI_enrich_BERTopic_Somosrealistas")

topic_model.get_topic_info()
```

## Topic overview

* Number of topics: 11
* Number of training documents: 880

<details>
  <summary>Click here for an overview of all topics.</summary>
  
  | Topic ID | Topic Keywords | Topic Frequency | Label | 
|----------|----------------|-----------------|-------| 
| -1 | vacunados - efectos - pandemia - somosrealistas - cientificos | 20 | -1_vacunados_efectos_pandemia_somosrealistas | 
| 0 | vacunadas - polio - explicaciones - efectos - hijos | 518 | 0_vacunadas_polio_explicaciones_efectos | 
| 1 | corona - pcr - diagnosticos - falsos - secuencias | 73 | 1_corona_pcr_diagnosticos_falsos | 
| 2 | vacunadas - abortos - pfizer - efectos - coagulacion | 61 | 2_vacunadas_abortos_pfizer_efectos | 
| 3 | inconsciencia - propagandistico - revolucion - manipulados - socialismo | 56 | 3_inconsciencia_propagandistico_revolucion_manipulados | 
| 4 | mentiras - corrupciones - guerrera - presentadoras - palabras | 33 | 4_mentiras_corrupciones_guerrera_presentadoras | 
| 5 | manifestacion - denunciaron - madrid - sabado - reporteros | 28 | 5_manifestacion_denunciaron_madrid_sabado | 
| 6 | pandemia - elitistas - gobierno - confinamientos - rebelarse | 24 | 6_pandemia_elitistas_gobierno_confinamientos | 
| 7 | negacionistas - seguimos - hospitales - prensa - ozonoterapia | 24 | 7_negacionistas_seguimos_hospitales_prensa | 
| 8 | mascarillas - contaminados - respiracion - docentes - desobediencia | 22 | 8_mascarillas_contaminados_respiracion_docentes | 
| 9 | vacunarse - constitucionales - obligatoria - discriminacion - europa | 21 | 9_vacunarse_constitucionales_obligatoria_discriminacion |
  
</details>

## 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
