MARTINI_enrich_BERTopic_PatriotVoiceOfficial

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_PatriotVoiceOfficial")

topic_model.get_topic_info()

Topic overview

• Number of topics: 114
• Number of training documents: 18311

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	donald - patriot - gates - jesus - true	20	-1_donald_patriot_gates_jesus
0	ballots - recount - maricopa - georgia - counties	10855	0_ballots_recount_maricopa_georgia
1	biden - february - teleprompter - dictator - fuck	331	1_biden_february_teleprompter_dictator
2	qanon - flynn - traitor - maddow - fired	218	2_qanon_flynn_traitor_maddow
3	russiagate - danchenko - comey - dossier - mueller	191	3_russiagate_danchenko_comey_dossier
4	trumps - insurrection - federalized - capitol - generals	182	4_trumps_insurrection_federalized_capitol
5	fed - hyperinflation - rothschild - coinbase - depositors	180	5_fed_hyperinflation_rothschild_coinbase
6	musk - tweets - dorsey - takeover - politicized	166	6_musk_tweets_dorsey_takeover
7	lindell - mike - smartmatic - lawsuits - fawkes	162	7_lindell_mike_smartmatic_lawsuits
8	qanon - disinformation - infiltrators - clickbait - followers	162	8_qanon_disinformation_infiltrators_clickbait
9	pentecost - ephesians - blessings - psalms - nkjv	159	9_pentecost_ephesians_blessings_psalms
10	covidvaccinevictims - pfizer - brca - injection - myocarditis	156	10_covidvaccinevictims_pfizer_brca_injection
11	qanonjohn - lin - slander - fightback - freekyleusa	137	11_qanonjohn_lin_slander_fightback
12	vaccinated - mandatory - covid - eeoc - federal	135	12_vaccinated_mandatory_covid_eeoc
13	shootings - gunman - stabbed - victims - murder	130	13_shootings_gunman_stabbed_victims
14	thepatriotvoice - dallas - event - flynn - vip	127	14_thepatriotvoice_dallas_event_flynn
15	ukraine - lugansk - mariupol - nuking - zelenskyy	121	15_ukraine_lugansk_mariupol_nuking
16	vegas - patriot - doubledown - ticketing - speakers	120	16_vegas_patriot_doubledown_ticketing
17	hamas - israelis - mossad - airstrikes - eliyahu	120	17_hamas_israelis_mossad_airstrikes
18	truthsocial - followers - app - fb - notifications	113	18_truthsocial_followers_app_fb
19	whoooooooo - hahahahahaha - damnit - wut - schifty	109	19_whoooooooo_hahahahahaha_damnit_wut
20	globalists - plandemics - davos - worldwide - agenda	106	20_globalists_plandemics_davos_worldwide
21	taliban - afghans - americans - qatar - saleh	106	21_taliban_afghans_americans_qatar
22	greatest - lincoln - nafta - speechwriter - surrender	100	22_greatest_lincoln_nafta_speechwriter
23	fauci - bioweapons - redfield - coronaviruses - funded	99	23_fauci_bioweapons_redfield_coronaviruses
24	indictments - bannon - doj - judge - ludicrousness	98	24_indictments_bannon_doj_judge
25	pelosi - cnn - insurrectionists - mccarthy - january	97	25_pelosi_cnn_insurrectionists_mccarthy
26	biden - scandal - bribery - indicted - marco	97	26_biden_scandal_bribery_indicted
27	signaltonoisechannel - messages - linwoodspeakstruth - wikileaks - snapchat	92	27_signaltonoisechannel_messages_linwoodspeakstruth_wikileaks
28	rigged - trumpo - elections - cjtruth - 2024	86	28_rigged_trumpo_elections_cjtruth
29	mccarthy - republicans - congressmen - voted - traitor	83	29_mccarthy_republicans_congressmen_voted
30	airlines - stewardesses - pilot - canceled - southwest	82	30_airlines_stewardesses_pilot_canceled
31	katie - votes - hobbs - maricopa - governor	80	31_katie_votes_hobbs_maricopa
32	infighting - liars - shunned - disagree - stubbornness	78	32_infighting_liars_shunned_disagree
33	desantis - trumper - rnc - candidacy - fascism	69	33_desantis_trumper_rnc_candidacy
34	illegals - invaded - migration - border - unassimilated	68	34_illegals_invaded_migration_border
35	tornadoes - emergencies - arkansas - supercell - waco	67	35_tornadoes_emergencies_arkansas_supercell
36	donaldjtrump - republicans - romney - congressman - 45th	66	36_donaldjtrump_republicans_romney_congressman
37	declassified - russiagate - documents - counterintelligence - menendez	66	37_declassified_russiagate_documents_counterintelligence
38	faith - prophesied - worry - ourselfs - jireh	66	38_faith_prophesied_worry_ourselfs
39	wikileaks - doj - extradited - prosecute - exposing	65	39_wikileaks_doj_extradited_prosecute
40	murdoch - newsmax - carlson - fired - tcn	65	40_murdoch_newsmax_carlson_fired
41	vaccinated - coronavac - paxlovid - flurona - fully	62	41_vaccinated_coronavac_paxlovid_flurona
42	texasn - impeach - secession - legislators - multistate	62	42_texasn_impeach_secession_legislators
43	republican - nomination - fetterman - wins - minnesota	62	43_republican_nomination_fetterman_wins
44	jury - mistrial - acquitted - kenosha - protestors	61	44_jury_mistrial_acquitted_kenosha
45	freedom - insurrection - tyrannical - constitution - mlk	61	45_freedom_insurrection_tyrannical_constitution
46	epstein - ghislaine - prince - jpmorgan - trafficked	61	46_epstein_ghislaine_prince_jpmorgan
47	mandates - mask - hochul - vaccinations - florida	60	47_mandates_mask_hochul_vaccinations
48	zuckerberg - newsfeed - whistleblower - unfriends - metadata	58	48_zuckerberg_newsfeed_whistleblower_unfriends
49	vaccine - federally - reopen - nwo - willful	57	49_vaccine_federally_reopen_nwo
50	hazmat - derailment - exploded - poisoned - pasadena	56	50_hazmat_derailment_exploded_poisoned
51	republicans - filibuster - schumer - mcconnell - trillion	56	51_republicans_filibuster_schumer_mcconnell
52	abortion - mifepristone - scotus - outlawed - arkansas	54	52_abortion_mifepristone_scotus_outlawed
53	facemasks - maskless - ohhhhhhh - prager - ineffective	54	53_facemasks_maskless_ohhhhhhh_prager
54	satanists - illuminati - freemason - baphomet - dogma	53	54_satanists_illuminati_freemason_baphomet
55	trafficking - pedophiles - unicef - miramax - delegitimized	52	55_trafficking_pedophiles_unicef_miramax
56	7pm - livestream - chats - patriot - friday	51	56_7pm_livestream_chats_patriot
57	trudeau - canadistan - saskatchewan - crackdown - truckers	49	57_trudeau_canadistan_saskatchewan_crackdown
58	guns - killings - semiautomatic - amendment - backfires	47	58_guns_killings_semiautomatic_amendment
59	voting - turnout - deepstate - midterms - batshit	45	59_voting_turnout_deepstate_midterms
60	john - thanks - blessed - apostles - tpv	45	60_john_thanks_blessed_apostles
61	qagg - october - wooooooooooooo - 2017 - 4953	45	61_qagg_october_wooooooooooooo_2017
62	plandemic - bullshit - vaxx - tyranny - anddddddd	44	62_plandemic_bullshit_vaxx_tyranny
63	thepatriotvoiceus - chat - david - 7pm - listeners	41	63_thepatriotvoiceus_chat_david_7pm
64	scotus - gorsuch - mandamus - petitioners - georgia	41	64_scotus_gorsuch_mandamus_petitioners
65	twitterspeak - breitbart - blacklists - automated - us2020_xfn_enforcement	40	65_twitterspeak_breitbart_blacklists_automated
66	macron - parisians - protests - nanopresident - guillotine	40	66_macron_parisians_protests_nanopresident
67	scavino - covfefe - snowden - screengrab - instagram	40	67_scavino_covfefe_snowden_screengrab
68	mariupol - billions - aid - gaza - blumenthal	40	68_mariupol_billions_aid_gaza
69	icu - praying - miraculous - survives - zelenko	38	69_icu_praying_miraculous_survives
70	trumpers - impeaching - deep - schumer - battleground	38	70_trumpers_impeaching_deep_schumer
71	bolsonaro - maduro - uruguay - paulo - eduardo	37	71_bolsonaro_maduro_uruguay_paulo
72	hochul - albany - assemblyman - allegations - subcommittee	36	72_hochul_albany_assemblyman_allegations
73	newsom - governor - sacramento - ballots - larry	36	73_newsom_governor_sacramento_ballots
74	taiwan - pelosi - xinhua - warmongering - naval	35	74_taiwan_pelosi_xinhua_warmongering
75	floyd - autopsy - hennepin - handcuffed - protesters	35	75_floyd_autopsy_hennepin_handcuffed
76	biden - immigration - border - mexico - smugglers	35	76_biden_immigration_border_mexico
77	communists - bolshevik - satanism - overthrow - imperialism	34	77_communists_bolshevik_satanism_overthrow
78	ghislaine - prosecutors - acquitted - smollett - jailhouse	33	78_ghislaine_prosecutors_acquitted_smollett
79	demolitions - skyscraper - wtc - 911 - silverstein	33	79_demolitions_skyscraper_wtc_911
80	fbi - bidens - whistleblowers - unredacted - subpoena	32	80_fbi_bidens_whistleblowers_unredacted
81	newsweak - clickbaiters - dumbasses - rioting - hypocrisy	32	81_newsweak_clickbaiters_dumbasses_rioting
82	remdesivir - hydroxychloroquine - ivermectin - antihistamines - prophylactic	31	82_remdesivir_hydroxychloroquine_ivermectin_antihistamines
83	rfk - democrat - sanders - disenfranchised - 2024	31	83_rfk_democrat_sanders_disenfranchised
84	australians - protests - lockdown - victoria - enforcers	31	84_australians_protests_lockdown_victoria
85	wildfires - maui - hawaii - island - epicenter	30	85_wildfires_maui_hawaii_island
86	vaccinated - israel - lockdowns - sweden - omicron	29	86_vaccinated_israel_lockdowns_sweden
87	bioweapons - ukraine - pentagon - kirillov - plandemic	29	87_bioweapons_ukraine_pentagon_kirillov
88	queenanon - awesome - yall - tonight - bahahahahahaha	28	88_queenanon_awesome_yall_tonight
89	milley - trumper - pentagon - pelosi - treasonous	28	89_milley_trumper_pentagon_pelosi
90	twitter - thanks - repost - battlefield - reinstated	28	90_twitter_thanks_repost_battlefield
91	veterans - marines - memorial - heroism - grateful	27	91_veterans_marines_memorial_heroism
92	zhongnanhai - putin - globalism - xi - jinping	27	92_zhongnanhai_putin_globalism_xi
93	rallies - newsmax - iowa - 6pm - cullman	26	93_rallies_newsmax_iowa_6pm
94	banned - spamming - bot - trolls - allarrestsfromlastnightdetails	26	94_banned_spamming_bot_trolls
95	prayers - jehovah - psalm - demonic - heavenly	26	95_prayers_jehovah_psalm_demonic
96	resonance - frequencies - oscillators - ionosphere - brain	26	96_resonance_frequencies_oscillators_ionosphere
97	republicans - scgop - bootlickers - chairman - mckissick	25	97_republicans_scgop_bootlickers_chairman
98	pontiff - archdiocese - vigano - heretical - treasonists	25	98_pontiff_archdiocese_vigano_heretical
99	lgbtq - outlawed - florida - minors - discriminatory	24	99_lgbtq_outlawed_florida_minors
100	welovetrump - savior - whitehouse - reagan - throne	24	100_welovetrump_savior_whitehouse_reagan
101	maskless - vaccinated - guidelines - walensky - msnbc	24	101_maskless_vaccinated_guidelines_walensky
102	impeached - acquittal - prosecuted - testifying - romney	24	102_impeached_acquittal_prosecuted_testifying
103	organizers - fees - ticketmaster - refunded - expensive	23	103_organizers_fees_ticketmaster_refunded
104	kardashian - mkultra - drugged - tweeted - superstar	23	104_kardashian_mkultra_drugged_tweeted
105	democrats - turnout - virginia - red - mcauliffe	23	105_democrats_turnout_virginia_red
106	patriottvlive - redpill78 - qanonjohn17 - puresocialtv - 7pm	23	106_patriottvlive_redpill78_qanonjohn17_puresocialtv
107	myanmar - coup - aungsansuukyi - executions - burkina	22	107_myanmar_coup_aungsansuukyi_executions
108	documentaries - episodes - hulu - released - stormyjoepatriot	22	108_documentaries_episodes_hulu_released
109	adl - defamation - extremists - sued - thegatewaypundit	22	109_adl_defamation_extremists_sued
110	vaccinated - mumps - never - tetanus - sheeple	22	110_vaccinated_mumps_never_tetanus
111	speeches - bahahahahaha - tonight - fired - hussein	21	111_speeches_bahahahahaha_tonight_fired
112	died - crosby - sagat - jacqueline - dumont	20	112_died_crosby_sagat_jacqueline

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