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

# MARTINI_enrich_BERTopic_whitelaborstrikeww

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_whitelaborstrikeww")

topic_model.get_topic_info()
```

## Topic overview

* Number of topics: 13
* Number of training documents: 1445

<details>
  <summary>Click here for an overview of all topics.</summary>
  
  | Topic ID | Topic Keywords | Topic Frequency | Label | 
|----------|----------------|-----------------|-------| 
| -1 | whites - diversity - capitalist - judeo - biden | 21 | -1_whites_diversity_capitalist_judeo | 
| 0 | immigrants - unions - h1b - whites - borders | 825 | 0_immigrants_unions_h1b_whites | 
| 1 | antifa - riots - arrested - prosecutors - gunman | 189 | 1_antifa_riots_arrested_prosecutors | 
| 2 | zionists - israelis - gaza - semitism - goyim | 76 | 2_zionists_israelis_gaza_semitism | 
| 3 | strikes - biden - railway - salaried - justicereport | 70 | 3_strikes_biden_railway_salaried | 
| 4 | massacre - negro - 1919 - strikebreakers - thibodaux | 46 | 4_massacre_negro_1919_strikebreakers | 
| 5 | blackrock - golman - feinstein - jews - executive | 43 | 5_blackrock_golman_feinstein_jews | 
| 6 | discriminated - lawsuit - undersheriff - cincinnati - fired | 35 | 6_discriminated_lawsuit_undersheriff_cincinnati | 
| 7 | whiteness - racists - trannyism - radicalize - saviorism | 34 | 7_whiteness_racists_trannyism_radicalize | 
| 8 | black - discrimination - hispanic - deaths - researchers | 30 | 8_black_discrimination_hispanic_deaths | 
| 9 | apartheid - afrikaner - ramaphosa - potchefstroom - nedbank | 28 | 9_apartheid_afrikaner_ramaphosa_potchefstroom | 
| 10 | mussolini - fascists - marxism - blackshirt - bolshevik | 26 | 10_mussolini_fascists_marxism_blackshirt | 
| 11 | riots - chinatown - 1907 - miners - australian | 22 | 11_riots_chinatown_1907_miners |
  
</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