MARTINI_enrich_BERTopic_JustDudeChannel

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_JustDudeChannel")

topic_model.get_topic_info()

Topic overview

• Number of topics: 115
• Number of training documents: 11667

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	propaganda - fauci - putin - billion - video	20	-1_propaganda_fauci_putin_billion
0	protests - unvaccinated - liberta - genoa - corona	6341	0_protests_unvaccinated_liberta_genoa
1	israelis - hamas - antisemitism - shulamit - prager	148	1_israelis_hamas_antisemitism_shulamit
2	transhumanism - neuralink - implanted - microchip - robots	142	2_transhumanism_neuralink_implanted_microchip
3	migrants - sweden - noncitizens - ceuta - naturalized	139	3_migrants_sweden_noncitizens_ceuta
4	davos - globalism - truthstream - rockefeller - lockdowns	120	4_davos_globalism_truthstream_rockefeller
5	pfizer - brussels - mep - parliamentary - profiteers	102	5_pfizer_brussels_mep_parliamentary
6	racism - whites - reparations - slaves - garvey	99	6_racism_whites_reparations_slaves
7	twitter - musk - zuckerberg - dorsey - shareholder	90	7_twitter_musk_zuckerberg_dorsey
8	vaccines - mrna - malone - patented - misinformation	90	8_vaccines_mrna_malone_patented
9	id2020 - passports - aadhaar - biometric - wallet	88	9_id2020_passports_aadhaar_biometric
10	nypd - hochul - vaccinations - mandates - protesters	88	10_nypd_hochul_vaccinations_mandates
11	trudeau - convoys - trucker - freedoms - protesters	87	11_trudeau_convoys_trucker_freedoms
12	desantis - florida - statewide - mandates - impaneled	83	12_desantis_florida_statewide_mandates
13	climate - cnn - greenpeace - thunberg - kerry	79	13_climate_cnn_greenpeace_thunberg
14	epstein - ghislaine - billionaire - trafficking - accused	77	14_epstein_ghislaine_billionaire_trafficking
15	biden - republicans - manchin - ballots - msnbc	75	15_biden_republicans_manchin_ballots
16	abortionists - scream - womb - mccorvey - ultrasound	74	16_abortionists_scream_womb_mccorvey
17	superintendent - suspended - masks - loudoun - kindergarten	74	17_superintendent_suspended_masks_loudoun
18	educators - indoctrinating - taught - antifa - crt	74	18_educators_indoctrinating_taught_antifa
19	paedophile - reagan - documentary - scully - poltergeist	66	19_paedophile_reagan_documentary_scully
20	rumsfeld - mcgowan - jfk - dyncorp - trillion	65	20_rumsfeld_mcgowan_jfk_dyncorp
21	sheeple - troublemakers - damned - manipulated - officialmrcharlez	65	21_sheeple_troublemakers_damned_manipulated
22	farmers - paul - vlaardingerbroek - manure - agenda	63	22_farmers_paul_vlaardingerbroek_manure
23	bannon - insurrection - pelosi - terrorists - mccarthyism	62	23_bannon_insurrection_pelosi_terrorists
24	oliver - gbnews - nonsense - unelected - awaken	62	24_oliver_gbnews_nonsense_unelected
25	taxation - monetary - greenspan - gold - monarchs	62	25_taxation_monetary_greenspan_gold
26	coups - lanka - protesters - nazarbayev - burundi	61	26_coups_lanka_protesters_nazarbayev
27	gates - billions - vaccines - philanthropist - bioterrorist	59	27_gates_billions_vaccines_philanthropist
28	marxism - weimar - bolshevik - professors - holodomor	59	28_marxism_weimar_bolshevik_professors
29	nurses - vaxx - whistleblower - wwny - refused	58	29_nurses_vaxx_whistleblower_wwny
30	transgenderism - dysphoria - detransitioned - internalized - mastectomy	57	30_transgenderism_dysphoria_detransitioned_internalized
31	vaxxers - demonized - lunatics - fakemediaus - fuck	57	31_vaxxers_demonized_lunatics_fakemediaus
32	fauci - coronaviruses - wuhan - bioweapons - laboratories	55	32_fauci_coronaviruses_wuhan_bioweapons
33	bolsonaro - globo - argentina - multipolarista - presidency	54	33_bolsonaro_globo_argentina_multipolarista
34	zealanders - jacinda - newshub - dictator - vaccinations	52	34_zealanders_jacinda_newshub_dictator
35	scams - messages - impostor - evans_baked_telegram - redpilldealer4833	51	35_scams_messages_impostor_evans_baked_telegram
36	eu - windfarms - emissions - diesel - generators	51	36_eu_windfarms_emissions_diesel
37	mandates - vaccinated - justices - employers - joe	50	37_mandates_vaccinated_justices_employers
38	victoria - australians - daniel - unvaccinated - tiananmen	49	38_victoria_australians_daniel_unvaccinated
39	kanye - jews - hollywoodism - whoopi - timcast	48	39_kanye_jews_hollywoodism_whoopi
40	shame - dragphobic - perverts - naked - children	48	40_shame_dragphobic_perverts_naked
41	megacities - mayors - mobility - driverless - bollards	47	41_megacities_mayors_mobility_driverless
42	lockdown - quarantined - chongqing - xinjiang - hebei	45	42_lockdown_quarantined_chongqing_xinjiang
43	masks - jabbed - idiocy - supremacists - zarah	43	43_masks_jabbed_idiocy_supremacists
44	glaxosmithkline - lawsuits - risperdal - medicare - fraudulent	43	44_glaxosmithkline_lawsuits_risperdal_medicare
45	liberty - montesquieu - tyrannize - karamazov - darkest	43	45_liberty_montesquieu_tyrannize_karamazov
46	kenosha - acquitted - rioters - homicide - baldwin	43	46_kenosha_acquitted_rioters_homicide
47	mealworms - soylent - cannibalism - angelina - snacks	42	47_mealworms_soylent_cannibalism_angelina
48	passports - nhs - nightclubs - swansea - newtownards	42	48_passports_nhs_nightclubs_swansea
49	wokeism - campus - loyola - curriculum - tenured	40	49_wokeism_campus_loyola_curriculum
50	1984 - orwell - dystopian - totalitarianism - novelist	40	50_1984_orwell_dystopian_totalitarianism
51	cabal - sequel - episodes - laundering - 21	40	51_cabal_sequel_episodes_laundering
52	fetuses - aborted - phlebotomist - morgue - specimen	40	52_fetuses_aborted_phlebotomist_morgue
53	fednow - cashless - cryptocurrency - cbdc - dollar	40	53_fednow_cashless_cryptocurrency_cbdc
54	lockdown - brits - christmas - brendan - hertfordshire	40	54_lockdown_brits_christmas_brendan
55	defiance - comply - idiocracy - coerced - criminalize	39	55_defiance_comply_idiocracy_coerced
56	soros - hungary - mahathir - societies - geoffrey	39	56_soros_hungary_mahathir_societies
57	macron - france - protest - gendarmes - martinique	39	57_macron_france_protest_gendarmes
58	vaccinated - israel - paxlovid - booster - 043	38	58_vaccinated_israel_paxlovid_booster
59	surveillance - dahua - beijing - facial - xiaoshun	38	59_surveillance_dahua_beijing_facial
60	pontiff - catholicfactchecking - synodal - denounced - nun	38	60_pontiff_catholicfactchecking_synodal_denounced
61	lebron - shaquille - quarterback - mvp - refused	38	61_lebron_shaquille_quarterback_mvp
62	trudeau - justin - canvassing - polluters - authoritarianism	38	62_trudeau_justin_canvassing_polluters
63	blackrock - vanguard - ceo - billionaire - larry	37	63_blackrock_vanguard_ceo_billionaire
64	lions - dude - link - never - 13k	37	64_lions_dude_link_never
65	omicron - contagious - deadlier - epidemiologist - botswana	36	65_omicron_contagious_deadlier_epidemiologist
66	blockfi - bankruptcy - ponzi - theranos - laundering	36	66_blockfi_bankruptcy_ponzi_theranos
67	zelenskyy - volodymyr - oleksiy - oscar - actors	35	67_zelenskyy_volodymyr_oleksiy_oscar
68	everybody - wailers - liars - depeche - vampiros	35	68_everybody_wailers_liars_depeche
69	pizzagate - pedophile - moloch - videos - hanx	34	69_pizzagate_pedophile_moloch_videos
70	masks - respirators - microplastic - pathogenic - h1n1	34	70_masks_respirators_microplastic_pathogenic
71	mkultra - brainwashing - torture - lsd - experiments	34	71_mkultra_brainwashing_torture_lsd
72	donation - dude - lions - link - 59k	33	72_donation_dude_lions_link
73	pfizer - bivalent - injections - approved - preschoolers	33	73_pfizer_bivalent_injections_approved
74	footballers - defibrillator - died - dubravka - collapses	33	74_footballers_defibrillator_died_dubravka
75	boris - johnson - population - partygate - shropshire	32	75_boris_johnson_population_partygate
76	donetsk - makiivka - crimea - missiles - timoshenko	32	76_donetsk_makiivka_crimea_missiles
77	pandemic - simulated - countermeasures - mcm - epilogue	32	77_pandemic_simulated_countermeasures_mcm
78	transgender - minors - legislature - prohibit - idaho	31	78_transgender_minors_legislature_prohibit
79	fluoridated - poisons - bisphenols - aspartame - sodas	31	79_fluoridated_poisons_bisphenols_aspartame
80	nantes - protester - macron - march - reform	31	80_nantes_protester_macron_march
81	illuminati - stonehenge - pyramids - pentagram - petrifaction	31	81_illuminati_stonehenge_pyramids_pentagram
82	biden - poroshenko - blackmailing - maxey - laptop	30	82_biden_poroshenko_blackmailing_maxey
83	milley - taiwan - biden - nukes - invade	30	83_milley_taiwan_biden_nukes
84	djokovic - australia - visa - kosovo - deported	30	84_djokovic_australia_visa_kosovo
85	ivermectine - hydroxychloroquine - dazitromicin - monotherapy - dexamethasone	29	85_ivermectine_hydroxychloroquine_dazitromicin_monotherapy
86	vaccinated - deaths - reinfection - lancet - doubly	28	86_vaccinated_deaths_reinfection_lancet
87	vaers - deaths - poisoning - 024414 - chadox	28	87_vaers_deaths_poisoning_024414
88	antifa - shootings - minneapolis - felon - marshals	28	88_antifa_shootings_minneapolis_felon
89	netanyahu - ahmadinejad - lebanon - sanctions - stephanopoulos	27	89_netanyahu_ahmadinejad_lebanon_sanctions
90	melbourne - enforcers - lockdown - protest - terrorized	26	90_melbourne_enforcers_lockdown_protest
91	astrazeneca - died - jab - stroke - thrombocytopenia	26	91_astrazeneca_died_jab_stroke
92	pfizerleak - whistleblower - falsified - trials - data	25	92_pfizerleak_whistleblower_falsified_trials
93	yanukovych - documentaries - mikhalkov - malaysia - mh17	25	93_yanukovych_documentaries_mikhalkov_malaysia
94	worldwidedemonstration - lockdown - london - arrest - tyranny	25	94_worldwidedemonstration_lockdown_london_arrest
95	pedophile - busted - sodomizing - wheeler - toddler	25	95_pedophile_busted_sodomizing_wheeler
96	communism - britishfreedom - traitors - covertly - dodd	24	96_communism_britishfreedom_traitors_covertly
97	wikileaks - mediaocracy - julian - hegemonic - pilger	24	97_wikileaks_mediaocracy_julian_hegemonic
98	nasa - moon - landed - destroyed - 1969	24	98_nasa_moon_landed_destroyed
99	fauci - booster - doses - immunodeficiency - 4th	24	99_fauci_booster_doses_immunodeficiency
100	euthanasia - midazolam - terminally - funeraire - canada	24	100_euthanasia_midazolam_terminally_funeraire
101	inflation - fed - monetary - paul - counterfeit	24	101_inflation_fed_monetary_paul
102	spikevax - myopericarditis - ecg - incidence - adolescents	23	102_spikevax_myopericarditis_ecg_incidence
103	alliedpilots - vaxxed - qantas - firefighter - rescinded	23	103_alliedpilots_vaxxed_qantas_firefighter
104	chemtrails - rainmaker - haarp - stratosphere - hurricanes	23	104_chemtrails_rainmaker_haarp_stratosphere
105	pelosi - democrat - demonize - dianne - insurrectionists	23	105_pelosi_democrat_demonize_dianne
106	lgbtq - headteacher - curriculum - pederasty - safeguarding	23	106_lgbtq_headteacher_curriculum_pederasty
107	biden - inflation - yellen - gouged - trillions	22	107_biden_inflation_yellen_gouged
108	vaccinated - paxlovid - hochul - test - symptoms	22	108_vaccinated_paxlovid_hochul_test
109	australians - tyranny - pilger - federations - suppressed	22	109_australians_tyranny_pilger_federations
110	fauci - smallpox - transmitted - aidsthis - misleading	22	110_fauci_smallpox_transmitted_aidsthis
111	bioweapons - kazakhstan - infowars - pentagon - lavrov	21	111_bioweapons_kazakhstan_infowars_pentagon
112	tranny - kinsey - kulturkampf - patriarchal - bezmenov	21	112_tranny_kinsey_kulturkampf_patriarchal
113	milgram - obey - zimbardo - conformity - experiments	20	113_milgram_obey_zimbardo_conformity

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