|
|
|
|
|
--- |
|
|
tags: |
|
|
- bertopic |
|
|
library_name: bertopic |
|
|
pipeline_tag: text-classification |
|
|
--- |
|
|
|
|
|
# MARTINI_enrich_BERTopic_generationidentitaire |
|
|
|
|
|
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_generationidentitaire") |
|
|
|
|
|
topic_model.get_topic_info() |
|
|
``` |
|
|
|
|
|
## Topic overview |
|
|
|
|
|
* Number of topics: 11 |
|
|
* Number of training documents: 839 |
|
|
|
|
|
<details> |
|
|
<summary>Click here for an overview of all topics.</summary> |
|
|
|
|
|
| Topic ID | Topic Keywords | Topic Frequency | Label | |
|
|
|----------|----------------|-----------------|-------| |
|
|
| -1 | islamistes - terroriste - algerie - racisme - toulouse | 20 | -1_islamistes_terroriste_algerie_racisme | |
|
|
| 0 | lyon - toulousains - agresseurs - arrondissement - affiches | 428 | 0_lyon_toulousains_agresseurs_arrondissement | |
|
|
| 1 | marseille - migratoire - soutenez - frontieres - portillon | 134 | 1_marseille_migratoire_soutenez_frontieres | |
|
|
| 2 | pauvres - solidaire - parisien - macron - quarantaine | 58 | 2_pauvres_solidaire_parisien_macron | |
|
|
| 3 | droite - zemmour - colonialisme - raisons - charlemagne | 34 | 3_droite_zemmour_colonialisme_raisons | |
|
|
| 4 | parler - sociaux - liberte - politiquement - censurer | 31 | 4_parler_sociaux_liberte_politiquement | |
|
|
| 5 | boxeurs - lyon - reouverture - entrainements - septembre | 29 | 5_boxeurs_lyon_reouverture_entrainements | |
|
|
| 6 | universite - belgique - macronisme - guillaume - redacteur | 29 | 6_universite_belgique_macronisme_guillaume | |
|
|
| 7 | lyon - antireligieuse - decembre - traditionnelle - organisateurs | 27 | 7_lyon_antireligieuse_decembre_traditionnelle | |
|
|
| 8 | islamistes - bataclan - attentats - abdeslam - novembre | 25 | 8_islamistes_bataclan_attentats_abdeslam | |
|
|
| 9 | islamistes - muezzin - youssef - pourquoi - goussainville | 24 | 9_islamistes_muezzin_youssef_pourquoi | |
|
|
|
|
|
</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 |
|
|
|
