MARTINI_enrich_BERTopic_jordansather
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_jordansather")
topic_model.get_topic_info()
Topic overview
- Number of topics: 40
- Number of training documents: 5580
Click here for an overview of all topics.
| Topic ID | Topic Keywords | Topic Frequency | Label |
|---|---|---|---|
| -1 | disinformation - trump - influencers - youtube - flynn | 20 | -1_disinformation_trump_influencers_youtube |
| 0 | disinformation - influencers - awakening - believe - grifters | 3047 | 0_disinformation_influencers_awakening_believe |
| 1 | bitchute - gabtv - livestream - replays - embed | 310 | 1_bitchute_gabtv_livestream_replays |
| 2 | vaxxers - vaccinated - pfizer - injections - mrna | 201 | 2_vaxxers_vaccinated_pfizer_injections |
| 3 | ufo - pentagon - disclosure - drones - gatekeepers | 176 | 3_ufo_pentagon_disclosure_drones |
| 4 | ghislaine - conspirators - lawsuit - latham - dismissed | 150 | 4_ghislaine_conspirators_lawsuit_latham |
| 5 | qanon - shills - repost - sources - normies | 139 | 5_qanon_shills_repost_sources |
| 6 | hypochlorite - hydroxychloroquine - dioxido - ivermectin - cl02 | 115 | 6_hypochlorite_hydroxychloroquine_dioxido_ivermectin |
| 7 | ballots - maricopa - rigged - statewide - republican | 91 | 7_ballots_maricopa_rigged_statewide |
| 8 | qanonjohn - flynn - hypocritical - persecution - whistleblower | 74 | 8_qanonjohn_flynn_hypocritical_persecution |
| 9 | fbi - antifa - capitol - alleged - jan | 71 | 9_fbi_antifa_capitol_alleged |
| 10 | disinfo - qult_headquarters - nesara - scammy - weirdo | 69 | 10_disinfo_qult_headquarters_nesara_scammy |
| 11 | fraudlewski - godlewki - liars - gregg - suing | 66 | 11_fraudlewski_godlewki_liars_gregg |
| 12 | fednow - coinbase - banks - robinhood - deepfuckingvalue | 62 | 12_fednow_coinbase_banks_robinhood |
| 13 | russia - nordstream - zelensky - globalists - invade | 59 | 13_russia_nordstream_zelensky_globalists |
| 14 | scampeachment - donald - indicted - newsmax - courthouse | 57 | 14_scampeachment_donald_indicted_newsmax |
| 15 | biden - wikileaks - laptop - joe - emails | 55 | 15_biden_wikileaks_laptop_joe |
| 16 | truthsocial - newsom - launched - trolled - bots | 54 | 16_truthsocial_newsom_launched_trolled |
| 17 | biden - kamala - newsom - putin - helluva | 50 | 17_biden_kamala_newsom_putin |
| 18 | sunspots - auroras - geomagnetic - earthquakes - satellites | 49 | 18_sunspots_auroras_geomagnetic_earthquakes |
| 19 | vaccines - remdesivir - graphene - poison - sinopeg | 49 | 19_vaccines_remdesivir_graphene_poison |
| 20 | comey - mueller - dossier - indictments - sussman | 49 | 20_comey_mueller_dossier_indictments |
| 21 | wuhan - coronaviruses - darpa - leaked - redfield | 43 | 21_wuhan_coronaviruses_darpa_leaked |
| 22 | energy - geoengineering - tesla - turbines - decentralized | 41 | 22_energy_geoengineering_tesla_turbines |
| 23 | twitter - musk - takeover - unban - shareholder | 39 | 23_twitter_musk_takeover_unban |
| 24 | livestream - today - foxhole - chillin - 5pm | 36 | 24_livestream_today_foxhole_chillin |
| 25 | fake - shillbots - qanonofficial - telegram - ladymelaniatrump | 35 | 25_fake_shillbots_qanonofficial_telegram |
| 26 | johnmcafee - juan - larpdar - legit - griftin | 34 | 26_johnmcafee_juan_larpdar_legit |
| 27 | charlies - simon - parkes - spoof - cloned | 33 | 27_charlies_simon_parkes_spoof |
| 28 | shootings - pistol - texas - lunatics - manifesto | 33 | 28_shootings_pistol_texas_lunatics |
| 29 | gmo - aspartame - pasteurized - vitamins - toxins | 32 | 29_gmo_aspartame_pasteurized_vitamins |
| 30 | collagen - cordyceps - supplements - theanine - adaptogenic | 32 | 30_collagen_cordyceps_supplements_theanine |
| 31 | ballots - illegitimately - smartmatic - senators - sheriff | 30 | 31_ballots_illegitimately_smartmatic_senators |
| 32 | qanonjohn - flynn - soldiers - tyranny - disseminating | 30 | 32_qanonjohn_flynn_soldiers_tyranny |
| 33 | hamas - israelis - bombed - terrorizers - blaming | 28 | 33_hamas_israelis_bombed_terrorizers |
| 34 | livestreams - monday - tonight - hi - starlink | 28 | 34_livestreams_monday_tonight_hi |
| 35 | airspace - montana - drones - missiles - fairchild | 26 | 35_airspace_montana_drones_missiles |
| 36 | coinscammers - trumpcoinannouncements - scammer - bots - promoting | 23 | 36_coinscammers_trumpcoinannouncements_scammer_bots |
| 37 | twitter - suspended - majorpatriot - unbanning - updated | 23 | 37_twitter_suspended_majorpatriot_unbanning |
| 38 | whatevergender - transgenders - feminized - boobs - onlyfans | 21 | 38_whatevergender_transgenders_feminized_boobs |
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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