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

# MARTINI_enrich_BERTopic_ActiveClubXIV

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_ActiveClubXIV")

topic_model.get_topic_info()
```

## Topic overview

* Number of topics: 15
* Number of training documents: 1103

<details>
  <summary>Click here for an overview of all topics.</summary>
  
  | Topic ID | Topic Keywords | Topic Frequency | Label | 
|----------|----------------|-----------------|-------| 
| -1 | antifa - patriot - fight - zealandia - live | 20 | -1_antifa_patriot_fight_zealandia | 
| 0 | commemoration - comrades - kosovo - marched - athens | 564 | 0_commemoration_comrades_kosovo_marched | 
| 1 | motto - nietzsche - legion - struggle - victory | 79 | 1_motto_nietzsche_legion_struggle | 
| 2 | clubs - activities - brotherhood - canadian - accomplish | 57 | 2_clubs_activities_brotherhood_canadian | 
| 3 | will2rise - shopw2r - shirts - asgardbrand - website | 54 | 3_will2rise_shopw2r_shirts_asgardbrand | 
| 4 | activitist - active_club_latvia - protonmail - mayday - stencil | 48 | 4_activitist_active_club_latvia_protonmail_mayday | 
| 5 | indiana - nationalists - protesters - white - gathered | 41 | 5_indiana_nationalists_protesters_white | 
| 6 | nationalistes - bulgarie - groupe - musculaire - activites | 37 | 6_nationalistes_bulgarie_groupe_musculaire | 
| 7 | kampf - antifa - legiohungaria - madrid - apoel | 37 | 7_kampf_antifa_legiohungaria_madrid | 
| 8 | mindset - strive - warrior - exercise - stronger | 34 | 8_mindset_strive_warrior_exercise | 
| 9 | media2rise - upcoming - documentary - patriot - journalist | 33 | 9_media2rise_upcoming_documentary_patriot | 
| 10 | australians - tribe - eam - qld - organisations | 26 | 10_australians_tribe_eam_qld | 
| 11 | activists - patriot - rallies - marched - illinois | 26 | 11_activists_patriot_rallies_marched | 
| 12 | antifa - rioters - arrests - robert - defendants | 25 | 12_antifa_rioters_arrests_robert | 
| 13 | nationalist - activists - brotherhood - guerilla - edge | 22 | 13_nationalist_activists_brotherhood_guerilla |
  
</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