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