MARTINI_enrich_BERTopic_TheEndOfEverything1
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_TheEndOfEverything1")
topic_model.get_topic_info()
Topic overview
- Number of topics: 15
- Number of training documents: 1546
Click here for an overview of all topics.
| Topic ID | Topic Keywords | Topic Frequency | Label |
|---|---|---|---|
| -1 | britain - globalist - migrants - bbc - conservative | 20 | -1_britain_globalist_migrants_bbc |
| 0 | millenniyule - december - poems - morgoth - chesterton | 889 | 0_millenniyule_december_poems_morgoth |
| 1 | thames - locomotive - victorian - 1877 - winifred | 103 | 1_thames_locomotive_victorian_1877 |
| 2 | transgender - isms - subversive - become - gatekeepers | 67 | 2_transgender_isms_subversive_become |
| 3 | zionists - netanyahu - mossad - gaza - goyim | 63 | 3_zionists_netanyahu_mossad_gaza |
| 4 | police - islamophobia - whites - enforce - globohomo | 56 | 4_police_islamophobia_whites_enforce |
| 5 | ukraine - putin - zelensky - propaganda - bolsheviks | 49 | 5_ukraine_putin_zelensky_propaganda |
| 6 | lockdowns - bitchute - vaccinated - pfizer - misinformation | 48 | 6_lockdowns_bitchute_vaccinated_pfizer |
| 7 | refugee - illegals - granted - millions - calais | 46 | 7_refugee_illegals_granted_millions |
| 8 | rapist - migrant - kidnapped - algerians - nottingham | 45 | 8_rapist_migrant_kidnapped_algerians |
| 9 | immigrants - blair - illegal - politics - voted | 39 | 9_immigrants_blair_illegal_politics |
| 10 | towns - modernity - colonisation - wakefield - manchester | 39 | 10_towns_modernity_colonisation_wakefield |
| 11 | astroturfed - thunberg - globalist - green - oligarchy | 33 | 11_astroturfed_thunberg_globalist_green |
| 12 | tory - telegraph - propaganda - trotskyism - soros | 27 | 12_tory_telegraph_propaganda_trotskyism |
| 13 | nazis - genocide - 1945 - wokeness - loewenstein | 22 | 13_nazis_genocide_1945_wokeness |
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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