MARTINI_enrich_BERTopic_QlobalChangeUSA

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_QlobalChangeUSA")

topic_model.get_topic_info()

Topic overview

• Number of topics: 78
• Number of training documents: 11097

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	epstein - fbi - biden - putin - fake	20	-1_epstein_fbi_biden_putin
0	twitter - musk - taibbi - banned - orwellian	6562	0_twitter_musk_taibbi_banned
1	trump - voters - ballots - tweet - rigged	477	1_trump_voters_ballots_tweet
2	fauci - virologists - coronaviruses - bioweapon - darpa	216	2_fauci_virologists_coronaviruses_bioweapon
3	trump - indictments - prosecutors - trial - courthouse	161	3_trump_indictments_prosecutors_trial
4	ukraine - putin - prigozhin - ww3 - twitterigtruth	147	4_ukraine_putin_prigozhin_ww3
5	declassified - fbi - spygate - documents - biden	135	5_declassified_fbi_spygate_documents
6	bidens - laundering - bribe - bills - prosecutor	135	6_bidens_laundering_bribe_bills
7	awakening - bullshitting - psyops - nwo - normie	127	7_awakening_bullshitting_psyops_nwo
8	ballots - delaware - maricopa - smartmatic - deleted	126	8_ballots_delaware_maricopa_smartmatic
9	capitol - insurrectionists - arrested - tucker - footage	123	9_capitol_insurrectionists_arrested_tucker
10	bioweapons - ebola - mariupol - laboratories - pentagon	109	10_bioweapons_ebola_mariupol_laboratories
11	q4322 - mediac6d96239a8e01bc872f1495a6c7cbfca1bc4d6bececb52935bbd42215ff270f4 - dod_route - sec_config_a - king	108	11_q4322_mediac6d96239a8e01bc872f1495a6c7cbfca1bc4d6bececb52935bbd42215ff270f4_dod_route_sec_config_a
12	gaza - hamas - netanyahu - erdogan - terrorists	102	12_gaza_hamas_netanyahu_erdogan
13	taiwan - pelosi - jintao - jinping - threatens	95	13_taiwan_pelosi_jintao_jinping
14	flynn - generals - michael - stalin - buried	82	14_flynn_generals_michael_stalin
15	trumpy - proclamations - belichick - tower - enemies	81	15_trumpy_proclamations_belichick_tower
16	tucker - bongino - episode - anarchotyranny - spartacus	80	16_tucker_bongino_episode_anarchotyranny
17	carlos - mexico - cartel - lopez - rothschild	79	17_carlos_mexico_cartel_lopez
18	georgia - ballots - signature - unconstitutional - raffensperger	78	18_georgia_ballots_signature_unconstitutional
19	biden - deportation - fema - lawless - texas	73	19_biden_deportation_fema_lawless
20	biden - bumbling - ymca - jumping - hecklers	69	20_biden_bumbling_ymca_jumping
21	bernie - projectveritas - okeefemediagroup - tweeted - youtuber	67	21_bernie_projectveritas_okeefemediagroup_tweeted
22	donald - denuclearization - twittert - kim - vietnam	61	22_donald_denuclearization_twittert_kim
23	rothschild - netanyahu - pentagon - freemasons - fukushima	57	23_rothschild_netanyahu_pentagon_freemasons
24	mueller - flynn_fisa - pre_nsa - kislyak - disclosure	56	24_mueller_flynn_fisa_pre_nsa_kislyak
25	bolsonaro - brasilia - janeiro - carvalho - colombia	54	25_bolsonaro_brasilia_janeiro_carvalho
26	mg7vjxznci - 3c4f19 - 6855c3 - 622d6c - 5909352	50	26_mg7vjxznci_3c4f19_6855c3_622d6c
27	mueller - wiretaps - pre_whitaker - mg7vjxznci - 2019	49	27_mueller_wiretaps_pre_whitaker_mg7vjxznci
28	veto - donald - repealing - 2020 - ndaa	48	28_veto_donald_repealing_2020
29	kabul - khalilzad - embassy - evacuate - xinjiang	47	29_kabul_khalilzad_embassy_evacuate
30	danchenko - mueller - dossier - allegations - fisa	45	30_danchenko_mueller_dossier_allegations
31	lockdown - p_election - rallies - bailout - _c19	45	31_lockdown_p_election_rallies_bailout
32	desantis - mandates - jacksonville - masks - unvaccinated	44	32_desantis_mandates_jacksonville_masks
33	scotus - gorsuch - abortion - overturned - filibuster	42	33_scotus_gorsuch_abortion_overturned
34	news - falsehoods - suppression - corporations - dominate	40	34_news_falsehoods_suppression_corporations
35	mg7vjxznci - patriot - vip - 3327 - 7f4e49fb67285ed5ef4419641539cc41df6c6d249edd954fc68090b436664262	40	35_mg7vjxznci_patriot_vip_3327
36	republicans - mccarthy - voted - speaker - matt	39	36_republicans_mccarthy_voted_speaker
37	fbi - sussman - clinton - conspirators - subpoenas	39	37_fbi_sussman_clinton_conspirators
38	pfizer - vaccinated - gottlieb - mandates - rebelnews	39	38_pfizer_vaccinated_gottlieb_mandates
39	comey - scandal - fired - limbaugh - imbeciles	37	39_comey_scandal_fired_limbaugh
40	president - huckabee - democrats - 2021 - wisconsin	36	40_president_huckabee_democrats_2021
41	electors - texas - scotus - tweet - unconstitutionality	35	41_electors_texas_scotus_tweet
42	netherlands - protests - farmer - vlaardingerbroek - volk	34	42_netherlands_protests_farmer_vlaardingerbroek
43	rumble - watch - 23 - demons - el3ction	34	43_rumble_watch_23_demons
44	france - macron - protesta - paribas - draghi	34	44_france_macron_protesta_paribas
45	scotus - judicially - dismissed - lawsuits - gerrymandered	33	45_scotus_judicially_dismissed_lawsuits
46	extradited - wikileaks - appeal - prosecutions - belmarsh	32	46_extradited_wikileaks_appeal_prosecutions
47	telegram - whatsapp - apps - encrypted - _2020_09_11_jimio_jimio_twitter	32	47_telegram_whatsapp_apps_encrypted
48	ghislaine - prosecuted - epstein - mistrial - conspirators	31	48_ghislaine_prosecuted_epstein_mistrial
49	bitchute - gabtv - redpill78 - livestream - replays	31	49_bitchute_gabtv_redpill78_livestream
50	doj - whistleblowers - prosecute - dismissed - delaware	31	50_doj_whistleblowers_prosecute_dismissed
51	vaccine - tweet - donald - weekhttps - 2020	31	51_vaccine_tweet_donald_weekhttps
52	fbi - whistleblowers - grassley - redacted - subpoena	31	52_fbi_whistleblowers_grassley_redacted
53	vaccine - cdc - deaths - pericarditis - strokes	30	53_vaccine_cdc_deaths_pericarditis
54	hongzhengtech - chinesebrief - pollchief - kwangtung - jinhua	30	54_hongzhengtech_chinesebrief_pollchief_kwangtung
55	rfkjr - trumps - democrat - generalflynn - unstoppable	30	55_rfkjr_trumps_democrat_generalflynn
56	qanon - posted - doug - faggot - followers	29	56_qanon_posted_doug_faggot
57	satanic - cabal - jews - cannibalism - fundamentalists	27	57_satanic_cabal_jews_cannibalism
58	capitol - guardsmen - barricaded - inaugural - threats	26	58_capitol_guardsmen_barricaded_inaugural
59	ghislaine - epstein - billionaire - trafficked - flown	26	59_ghislaine_epstein_billionaire_trafficked
60	toxicologist - ohio - norfolk - chernobyl - derailed	25	60_toxicologist_ohio_norfolk_chernobyl
61	praying - armaggedon - 21 - satanic - reupload	25	61_praying_armaggedon_21_satanic
62	zaporizhzhia - ukraine - chernobyl - khmelnitsky - uranium	24	62_zaporizhzhia_ukraine_chernobyl_khmelnitsky
63	nordstream - unsc - russophobic - sabotaging - vassily	24	63_nordstream_unsc_russophobic_sabotaging
64	impeached - pelosi - senators - unconstitutional - presides	24	64_impeached_pelosi_senators_unconstitutional
65	wtc - skyscraper - collapsed - explosions - planes	24	65_wtc_skyscraper_collapsed_explosions
66	mg7vjxznci15 - c52279f1 - de94e77998db - d1qq8frwwaalmjc - 3479086981286843	24	66_mg7vjxznci15_c52279f1_de94e77998db_d1qq8frwwaalmjc
67	classactionrobinhood - wallstreetsbets - gamestop - deepfuckingvalue - rigged	24	67_classactionrobinhood_wallstreetsbets_gamestop_deepfuckingvalue
68	impeaching - congresswoman - misdemeanors - articles - joe	23	68_impeaching_congresswoman_misdemeanors_articles
69	qanon - lindell - whitehats - supporters - decoded	23	69_qanon_lindell_whitehats_supporters
70	cuomo - allegations - scandal - barbara - andrew	22	70_cuomo_allegations_scandal_barbara
71	bundestag - stasi - saxony - annegret - persecuted	22	71_bundestag_stasi_saxony_annegret
72	milley - defense - usnorthcom - secretaries - seditiously	22	72_milley_defense_usnorthcom_secretaries
73	soros - defund - activist - donations - million	22	73_soros_defund_activist_donations
74	thepatriotlight - watching - 21 - god - rumble	21	74_thepatriotlight_watching_21_god
75	doj - cnnpolitics - gchq - china - nonpublic	21	75_doj_cnnpolitics_gchq_china
76	trudeau - truckers - protesters - ottawa - alberta	20	76_trudeau_truckers_protesters_ottawa

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