MARTINI_enrich_BERTopic_IntheboxWithJohnLawrence
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_IntheboxWithJohnLawrence")
topic_model.get_topic_info()
Topic overview
- Number of topics: 16
- Number of training documents: 1618
Click here for an overview of all topics.
| Topic ID | Topic Keywords | Topic Frequency | Label |
|---|---|---|---|
| -1 | protest - england - gangs - bnp - migrants | 21 | -1_protest_england_gangs_bnp |
| 0 | coronavirus - pfizer - vaccinated - muscaria - dna | 802 | 0_coronavirus_pfizer_vaccinated_muscaria |
| 1 | antiwhite - britain - supremacy - christianity - persecuted | 120 | 1_antiwhite_britain_supremacy_christianity |
| 2 | ukrainians - zelensky - russia - missiles - prigozhin | 118 | 2_ukrainians_zelensky_russia_missiles |
| 3 | alek - bbc - yerbury - youtube - winners | 61 | 3_alek_bbc_yerbury_youtube |
| 4 | refugees - reformuk - deported - rwanda - welcoming | 59 | 4_refugees_reformuk_deported_rwanda |
| 5 | oldham - assaults - victim - arrested - mugger | 59 | 5_oldham_assaults_victim_arrested |
| 6 | paedophiles - indoctrinated - transgender - instagram - fgm | 59 | 6_paedophiles_indoctrinated_transgender_instagram |
| 7 | illegals - border - arrived - boats - england | 55 | 7_illegals_border_arrived_boats |
| 8 | campaigning - oldham - nationalists - labour - ballot | 54 | 8_campaigning_oldham_nationalists_labour |
| 9 | refugees - housed - landlords - nhpuk - telford | 47 | 9_refugees_housed_landlords_nhpuk |
| 10 | rapist - assaulted - bradford - manchester - convicted | 40 | 10_rapist_assaulted_bradford_manchester |
| 11 | murdered - stabbing - batley - shahid - jail | 39 | 11_murdered_stabbing_batley_shahid |
| 12 | carmarthenshire - llanelli - hotel - stradey - patrioticalternative | 35 | 12_carmarthenshire_llanelli_hotel_stradey |
| 13 | annecy - burqa - stabbed - guerilla - islamabad | 27 | 13_annecy_burqa_stabbed_guerilla |
| 14 | nationalist - france - populists - parliament - ban | 22 | 14_nationalist_france_populists_parliament |
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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