MARTINI_enrich_BERTopic_PrivateCanadianNews

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_PrivateCanadianNews")

topic_model.get_topic_info()

Topic overview

• Number of topics: 142
• Number of training documents: 19024

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	putin - ukraine - trudeau - fbi - covid	20	-1_putin_ukraine_trudeau_fbi
0	bullshit - manipulated - everywhere - lies - doublespeak	10295	0_bullshit_manipulated_everywhere_lies
1	awakening - consciousness - realise - humanity - everything	471	1_awakening_consciousness_realise_humanity
2	acanadian - omfg - tyranny - bbc - wake	297	2_acanadian_omfg_tyranny_bbc
3	macron - riots - rennes - demonstrators - march	256	3_macron_riots_rennes_demonstrators
4	bolsonaro - dilma - brasilia - rondonopolis - paulo	206	4_bolsonaro_dilma_brasilia_rondonopolis
5	farms - saskatchewan - manure - nitrate - cull	197	5_farms_saskatchewan_manure_nitrate
6	gaza - hamas - israelis - airstrikes - islamist	196	6_gaza_hamas_israelis_airstrikes
7	cbdc - bitcoin - cashless - centralized - bankers	190	7_cbdc_bitcoin_cashless_centralized
8	mariupol - severodonetsk - mizintsev - evacuated - militants	185	8_mariupol_severodonetsk_mizintsev_evacuated
9	davos - wef - globalist - governments - technocratic	184	9_davos_wef_globalist_governments
10	musk - dorsey - cnn - wechat - executives	181	10_musk_dorsey_cnn_wechat
11	zelenskyy - yanukovych - volodymyr - serhiy - 40bn	165	11_zelenskyy_yanukovych_volodymyr_serhiy
12	tesla - electricity - vehicles - fuels - kwh	161	12_tesla_electricity_vehicles_fuels
13	bioweapons - biden - pentagon - zakharova - laboratories	154	13_bioweapons_biden_pentagon_zakharova
14	fauci - hiv - coronaviruses - sarsii - institutes	146	14_fauci_hiv_coronaviruses_sarsii
15	plandemic - sovereignty - ghebreyesus - amendments - h5n1	133	15_plandemic_sovereignty_ghebreyesus_amendments
16	trafficked - pedophiles - pornhub - darknet - liliana	130	16_trafficked_pedophiles_pornhub_darknet
17	tiananmen - protests - chongqing - shenzhen - lockdowns	129	17_tiananmen_protests_chongqing_shenzhen
18	biden - hooker - doj - whistleblowers - hawley	121	18_biden_hooker_doj_whistleblowers
19	trudeau - cbc - dicktator - hecklers - treasonous	118	19_trudeau_cbc_dicktator_hecklers
20	unvaxxed - vaxx - immunize - ukcitizen2021 - vindicated	107	20_unvaxxed_vaxx_immunize_ukcitizen2021
21	gates - vaccinate - bioterror - hpv - controligarchs	98	21_gates_vaccinate_bioterror_hpv
22	trudeau - canadianfrontlinenurses - cbc - blockades - truckers	95	22_trudeau_canadianfrontlinenurses_cbc_blockades
23	gazprom - rubles - crude - sanctions - eurozone	94	23_gazprom_rubles_crude_sanctions
24	pcr - ncov - influenza - tested - swab	93	24_pcr_ncov_influenza_tested
25	taiwan - pelosi - prc - unilateralism - xiamen	89	25_taiwan_pelosi_prc_unilateralism
26	vaccinated - deaths - covid - 2021 - dowd	88	26_vaccinated_deaths_covid_2021
27	pfizer - lawsuit - spikevax - glaxosmithkline - falsified	88	27_pfizer_lawsuit_spikevax_glaxosmithkline
28	putin - sergei - hegemony - demilitarising - libya	88	28_putin_sergei_hegemony_demilitarising
29	epstein - jpmorgan - billionaire - lawsuits - blackmail	88	29_epstein_jpmorgan_billionaire_lawsuits
30	biometric - identifiers - ktdi - verification - transunion	87	30_biometric_identifiers_ktdi_verification
31	ballots - sabotaged - lindell - newsmax - maricopa	85	31_ballots_sabotaged_lindell_newsmax
32	lockdowns - 15minute - hafencity - neighbourhoods - edmontonians	85	32_lockdowns_15minute_hafencity_neighbourhoods
33	starlink - satellites - canaveral - aliens - cosmonaut	79	33_starlink_satellites_canaveral_aliens
34	abortions - scotus - kamala - overturning - planned	77	34_abortions_scotus_kamala_overturning
35	chancellor - westminster - sunak - partygate - sacked	76	35_chancellor_westminster_sunak_partygate
36	transgenderism - brainwashes - mutilation - omfuckingg - gynaecologist	72	36_transgenderism_brainwashes_mutilation_omfuckingg
37	myocarditis - coronary - defibrillators - died - clot	71	37_myocarditis_coronary_defibrillators_died
38	desantis - florida - repealing - felony - impanelment	69	38_desantis_florida_repealing_felony
39	handguns - alberta - sheriffs - assault - enforce	66	39_handguns_alberta_sheriffs_assault
40	brics - rubles - petrodollar - gold - sanctions	64	40_brics_rubles_petrodollar_gold
41	trudeau - ualberta - interprovincial - immigrants - mansion	63	41_trudeau_ualberta_interprovincial_immigrants
42	vaxcentres - tripledemic - bivalent - injected - infants	61	42_vaxcentres_tripledemic_bivalent_injected
43	yanukovych - crimea - luhansk - overthrow - invaded	60	43_yanukovych_crimea_luhansk_overthrow
44	facemasks - epidemiologist - scientifically - exhaled - ineffective	58	44_facemasks_epidemiologist_scientifically_exhaled
45	sdgs - agenda - 2030 - totalitarian - corporations	55	45_sdgs_agenda_2030_totalitarian
46	duckduckgo - zuckerberg - censorship - metager - truthcoin	53	46_duckduckgo_zuckerberg_censorship_metager
47	lanka - colombo - gunawardena - uprising - president	52	47_lanka_colombo_gunawardena_uprising
48	iranians - khuzestan - protesters - khomeini - mashhad	52	48_iranians_khuzestan_protesters_khomeini
49	nordstream - sabotaging - explosions - watergate - leaks	52	49_nordstream_sabotaging_explosions_watergate
50	scholz - leipzig - protesting - brandenburg - augustusplatz	49	50_scholz_leipzig_protesting_brandenburg
51	ottawapolice - arrests - protesters - convoy - terrorizing	49	51_ottawapolice_arrests_protesters_convoy
52	shootings - suspects - manhunt - stabbed - tulsa	49	52_shootings_suspects_manhunt_stabbed
53	illegals - texas - juarez - smuggler - border	48	53_illegals_texas_juarez_smuggler
54	nato - finland - sanctions - cavusoglu - herzegovina	47	54_nato_finland_sanctions_cavusoglu
55	antisemite - millionjews - pogroms - zionazis - ashkenazi	46	55_antisemite_millionjews_pogroms_zionazis
56	draghi - sicily - andrea - popolo - immigration	46	56_draghi_sicily_andrea_popolo
57	wikileaks - extradited - julian - belmarsh - torture	45	57_wikileaks_extradited_julian_belmarsh
58	bangladesh - protesters - ramaphosa - gouging - blockades	44	58_bangladesh_protesters_ramaphosa_gouging
59	toxins - bicarbonate - aspartame - healthy - sodas	43	59_toxins_bicarbonate_aspartame_healthy
60	netanyahu - israelis - mossad - protestors - reforms	43	60_netanyahu_israelis_mossad_protestors
61	kremlin - beijing - chunying - khrushchev - wars	43	61_kremlin_beijing_chunying_khrushchev
62	sapiens - yuval - gevolution - harrari - evil	42	62_sapiens_yuval_gevolution_harrari
63	schoolboard - hwdsb - sexualization - grindr - phuck	42	63_schoolboard_hwdsb_sexualization_grindr
64	euthanasia - canadan - legalising - assisted - stairlift	42	64_euthanasia_canadan_legalising_assisted
65	ivermectin - remdesivir - hydroxychloroquine - antiviral - acetylcysteine	41	65_ivermectin_remdesivir_hydroxychloroquine_antiviral
66	kauai - mauna - fires - lahaina - helpmauirise	40	66_kauai_mauna_fires_lahaina
67	westjet - unvaccinated - moldova - arrivecan - destinations	40	67_westjet_unvaccinated_moldova_arrivecan
68	mealworms - insectivorous - larva - scorpions - parasitic	39	68_mealworms_insectivorous_larva_scorpions
69	trump - indicted - giuliani - presiding - subpoenas	39	69_trump_indicted_giuliani_presiding
70	catalonia - spaniards - partido - sanchez - extremists	39	70_catalonia_spaniards_partido_sanchez
71	chemtrails - rainmaker - clouds - artificially - spray	39	71_chemtrails_rainmaker_clouds_artificially
72	convoys - cananda - weaponized - idiots - segregationists	38	72_convoys_cananda_weaponized_idiots
73	mutations - injected - gardasil - gmos - plasmid	38	73_mutations_injected_gardasil_gmos
74	alarmists - climatologist - cnn - baloney - temperature	38	74_alarmists_climatologist_cnn_baloney
75	halfblackconservative - afrocentrism - multiracial - whiteness - wakanda	37	75_halfblackconservative_afrocentrism_multiracial_whiteness
76	homophobes - drag - queens - dallas - naked	37	76_homophobes_drag_queens_dallas
77	rescuers - sanlıurfa - afghanistan - aftershocks - malatya	36	77_rescuers_sanlıurfa_afghanistan_aftershocks
78	wildfires - kamloops - yellowknife - northwest - arsonists	36	78_wildfires_kamloops_yellowknife_northwest
79	doctors - c19vax - died - virologist - saskatoon	35	79_doctors_c19vax_died_virologist
80	soros - clinton - funders - donated - haitians	34	80_soros_clinton_funders_donated
81	niamey - gabon - macron - peacekeepers - overthrown	34	81_niamey_gabon_macron_peacekeepers
82	5g - gigahertz - antennasearch - radiation - m2	33	82_5g_gigahertz_antennasearch_radiation
83	londoners - ulez - emissions - vandalised - starmer	32	83_londoners_ulez_emissions_vandalised
84	neil - oliver - fools - raynergate - unaccountable	32	84_neil_oliver_fools_raynergate
85	unvaccinated - mandated - rehired - exemptions - pentagon	32	85_unvaccinated_mandated_rehired_exemptions
86	globalists - reignitefreedom - parliament - dictatorship - democratically	32	86_globalists_reignitefreedom_parliament_dictatorship
87	ottawa - trucker - convoys - protesting - interstate	32	87_ottawa_trucker_convoys_protesting
88	transgender - idaho - minors - lawmakers - prohibit	32	88_transgender_idaho_minors_lawmakers
89	trudeau - chinas - ctvnews - espionage - interfered	31	89_trudeau_chinas_ctvnews_espionage
90	censorship - senatorwhite - streaming - mccallum - carignan	31	90_censorship_senatorwhite_streaming_mccallum
91	migrants - assaulting - racists - dublin - algerian	31	91_migrants_assaulting_racists_dublin
92	queen - britain - reign - buckingham - mourning	30	92_queen_britain_reign_buckingham
93	kennedy - snowden - candidacy - hitler - assassinated	30	93_kennedy_snowden_candidacy_hitler
94	pride - lgbtqxyz - parades - flag - muslims	29	94_pride_lgbtqxyz_parades_flag
95	alberta - blockade - truckers - protesters - roundabout	29	95_alberta_blockade_truckers_protesters
96	blackrock - vanguard - firms - shareholders - omnivision	29	96_blackrock_vanguard_firms_shareholders
97	homeschooled - indoctrinating - curriculum - radicalized - superintendent	29	97_homeschooled_indoctrinating_curriculum_radicalized
98	freeland - alberta - fascists - stoltenberg - chrystia	29	98_freeland_alberta_fascists_stoltenberg
99	flouridation - brainwashes - iodine - pineal - neurotoxicity	29	99_flouridation_brainwashes_iodine_pineal
100	aids - poxvax - virologist - immunogens - undetectable	28	100_aids_poxvax_virologist_immunogens
101	disneywe - mickey - wokeness - cartoons - mommy	28	101_disneywe_mickey_wokeness_cartoons
102	satanists - persecuted - abomination - ms13 - slaughtered	28	102_satanists_persecuted_abomination_ms13
103	donetsk - missiles - howitzers - surovtsevka - uav	27	103_donetsk_missiles_howitzers_surovtsevka
104	argentinians - maduro - fernandez - alberto - libertarian	27	104_argentinians_maduro_fernandez_alberto
105	maskless - walkout - superintendent - mandates - illinois	27	105_maskless_walkout_superintendent_mandates
106	telegram - messages - privately - scammers - protonmail	27	106_telegram_messages_privately_scammers
107	djokovic - wimbledon - unvaccinated - novax - quarterfinals	26	107_djokovic_wimbledon_unvaccinated_novax
108	monkeypox - adenovirus - spreading - nsw - panicking	26	108_monkeypox_adenovirus_spreading_nsw
109	pharmaceutical - cure - paxil - lomotil - zyrtec	26	109_pharmaceutical_cure_paxil_lomotil
110	chemtrail - sprayed - arsenic - spain - ppm	25	110_chemtrail_sprayed_arsenic_spain
111	derailments - michigan - hazmat - watervliet - huron	25	111_derailments_michigan_hazmat_watervliet
112	belgrade - europride - albanians - parade - peacekeepers	25	112_belgrade_europride_albanians_parade
113	rothschild - richest - dynasty - trillion - kingpins	24	113_rothschild_richest_dynasty_trillion
114	greenspan - monetary - oligarchy - warburgs - legalized	24	114_greenspan_monetary_oligarchy_warburgs
115	co2 - greenpeace - pollutants - photosynthesis - 350ppm	24	115_co2_greenpeace_pollutants_photosynthesis
116	peru - callao - protesters - riobamba - machu	23	116_peru_callao_protesters_riobamba
117	doctors - epidemiologist - mccullough - whistleblowing - embalmer	23	117_doctors_epidemiologist_mccullough_whistleblowing
118	meat - cannibalism - soylent - hamburger - cells	23	118_meat_cannibalism_soylent_hamburger
119	mosquitoes - gates - genetically - millions - oxitec	23	119_mosquitoes_gates_genetically_millions
120	remdesivir - midazolam - pseudomedicine - deadly - hospitalised	23	120_remdesivir_midazolam_pseudomedicine_deadly
121	kanye - deplatformed - jew - shapiro - podcast	23	121_kanye_deplatformed_jew_shapiro
122	zealand - jacinda - vaxxers - haka - tyrannical	22	122_zealand_jacinda_vaxxers_haka
123	hungary - brussels - viktor - governors - corruption	22	123_hungary_brussels_viktor_governors
124	adrenochrome - pedophilia - deepstate - heroin - 100k	22	124_adrenochrome_pedophilia_deepstate_heroin
125	missiles - kremlin - zelenskyy - attacks - lviv	22	125_missiles_kremlin_zelenskyy_attacks
126	globalwalkout - steps - reignitefreedom - rwf - unsubscribe	22	126_globalwalkout_steps_reignitefreedom_rwf
127	jury - proceedings - livestream - accomplices - nuremberg	21	127_jury_proceedings_livestream_accomplices
128	chernobyl - zaporizhzhia - reactors - bombings - nagasaki	21	128_chernobyl_zaporizhzhia_reactors_bombings
129	co2 - climate - pseudoscientists - geologist - csiro	21	129_co2_climate_pseudoscientists_geologist
130	vaccinations - sids - died - meningitis - cyberbullied	21	130_vaccinations_sids_died_meningitis
131	imran - nawaz - rawalpindi - overthrown - imprisonment	21	131_imran_nawaz_rawalpindi_overthrown
132	severodonetsk - prigozhin - paramilitary - warnews - petersburg	21	132_severodonetsk_prigozhin_paramilitary_warnews
133	chatgpt - pichai - faked - biased - websites	21	133_chatgpt_pichai_faked_biased
134	athens - protesters - campuses - enforcement - clashes	21	134_athens_protesters_campuses_enforcement
135	baalenciaga - kardashian - blames - adidas - pedophilic	21	135_baalenciaga_kardashian_blames_adidas
136	haiti - riots - overthrow - inflation - vetoes	20	136_haiti_riots_overthrow_inflation
137	erdogan - kremlin - volodymyr - blinken - antalya	20	137_erdogan_kremlin_volodymyr_blinken
138	monkeypox - vaccinated - imvamune - poxface - jab	20	138_monkeypox_vaccinated_imvamune_poxface
139	pfizer - effects - pharmacist - pages - suppressed	20	139_pfizer_effects_pharmacist_pages
140	gofundme - donated - givesendgo - chargeback - trucker	20	140_gofundme_donated_givesendgo_chargeback

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