MARTINI_enrich_BERTopic_redicetv
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_redicetv")
topic_model.get_topic_info()
Topic overview
- Number of topics: 36
- Number of training documents: 4633
Click here for an overview of all topics.
| Topic ID | Topic Keywords | Topic Frequency | Label |
|---|---|---|---|
| -1 | bitchute - europe - gabtv - latest - brandnewtube | 20 | -1_bitchute_europe_gabtv_latest |
| 0 | whiteness - blacks - racist - minority - european | 2537 | 0_whiteness_blacks_racist_minority |
| 1 | zelensky - mariupol - crimea - ukrainian - russians | 166 | 1_zelensky_mariupol_crimea_ukrainian |
| 2 | trudeau - ottawa - protestors - alberta - arrested | 163 | 2_trudeau_ottawa_protestors_alberta |
| 3 | vaccinated - pfizer - polio - mrna - injection | 141 | 3_vaccinated_pfizer_polio_mrna |
| 4 | davos - cargill - global - technocrats - crops | 137 | 4_davos_cargill_global_technocrats |
| 5 | hamas - palestinians - israelis - holocaust - rafah | 112 | 5_hamas_palestinians_israelis_holocaust |
| 6 | sweden - deported - rapists - kristersson - muslims | 102 | 6_sweden_deported_rapists_kristersson |
| 7 | friday - dlive - flashback - 5pm - ep25 | 88 | 7_friday_dlive_flashback_5pm |
| 8 | latest - warrior - antifa - episode - manspreading | 83 | 8_latest_warrior_antifa_episode |
| 9 | transhumanism - robots - chatgpt - artificial - palantir | 82 | 9_transhumanism_robots_chatgpt_artificial |
| 10 | feminist - supremacist - lana - abortionists - red | 72 | 10_feminist_supremacist_lana_abortionists |
| 11 | fednow - bankers - epstein - mossad - bitcoin | 69 | 11_fednow_bankers_epstein_mossad |
| 12 | vaxxed - gabtv - walpurgis - joshwhotv - brandnewtube | 62 | 12_vaxxed_gabtv_walpurgis_joshwhotv |
| 13 | live - 11pm - tonight - zone - postponed | 61 | 13_live_11pm_tonight_zone |
| 14 | twitters - trump - spacex - hashtag - follows | 58 | 14_twitters_trump_spacex_hashtag |
| 15 | bitchute - redicemembers - gabtv - flashback - mp3 | 55 | 15_bitchute_redicemembers_gabtv_flashback |
| 16 | liars - inevitable - revolting - exaggerate - headlines | 52 | 16_liars_inevitable_revolting_exaggerate |
| 17 | shootings - terrorism - supremacist - shitposts - footage | 50 | 17_shootings_terrorism_supremacist_shitposts |
| 18 | bitchute - zone - redicemembers - gabtv - brandnewtube | 48 | 18_bitchute_zone_redicemembers_gabtv |
| 19 | warrior - redicemembers - episode - blazetv - porn | 48 | 19_warrior_redicemembers_episode_blazetv |
| 20 | runestone - viking - þjoðmundr - sodermanland - harald | 46 | 20_runestone_viking_þjoðmundr_sodermanland |
| 21 | antifa - deutschland - europol - artgemeinschaft - haldenwang | 41 | 21_antifa_deutschland_europol_artgemeinschaft |
| 22 | pedophiles - lgbtqia - disney - castration - outlawing | 35 | 22_pedophiles_lgbtqia_disney_castration |
| 23 | france - riots - rouen - migrants - cnews | 32 | 23_france_riots_rouen_migrants |
| 24 | redicetvreturns - highimpactvlogs - subscribed - deplatformed - hulu | 29 | 24_redicetvreturns_highimpactvlogs_subscribed_deplatformed |
| 25 | antisemitic - comey - orwellian - advisors - greenblatt | 28 | 25_antisemitic_comey_orwellian_advisors |
| 26 | friday - superchats - 11pm - invaders - backlash | 27 | 26_friday_superchats_11pm_invaders |
| 27 | antifa - cnn - riots - lockdowns - episode | 26 | 27_antifa_cnn_riots_lockdowns |
| 28 | supremacists - bitchute - redicemembers - joshwhotv - brandnewtube | 26 | 28_supremacists_bitchute_redicemembers_joshwhotv |
| 29 | legends - heroism - ancestors - lessons - socrates | 25 | 29_legends_heroism_ancestors_lessons |
| 30 | sweden - lithuania - tiina - navy - joining | 24 | 30_sweden_lithuania_tiina_navy |
| 31 | yuletide - origins - hanukkah - kwanzaa - weihnachtsfeiertage | 24 | 31_yuletide_origins_hanukkah_kwanzaa |
| 32 | fbi - extremists - counterintelligence - whistleblowers - legislative | 22 | 32_fbi_extremists_counterintelligence_whistleblowers |
| 33 | biden - mujahedeen - teleprompter - hooker - vladmir | 21 | 33_biden_mujahedeen_teleprompter_hooker |
| 34 | boers - johannesburg - apartheid - matlaletsa - killing | 21 | 34_boers_johannesburg_apartheid_matlaletsa |
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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