MARTINI_enrich_BERTopic_RealRebelNews

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_RealRebelNews")

topic_model.get_topic_info()

Topic overview

• Number of topics: 170
• Number of training documents: 22784

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	canadians - ndp - protest - liberals - vaccine	20	-1_canadians_ndp_protest_liberals
0	canadian - commissioner - diplomats - ccp - interfering	13511	0_canadian_commissioner_diplomats_ccp
1	musk - billionaire - twitter - pichai - shareholders	341	1_musk_billionaire_twitter_pichai
2	desantis - gobernador - floridians - republicano - anuncio	303	2_desantis_gobernador_floridians_republicano
3	zelensky - volodymyr - russia - navalny - kiev	280	3_zelensky_volodymyr_russia_navalny
4	davos - exposethereset - reimagine - globalists - chairman	182	4_davos_exposethereset_reimagine_globalists
5	australians - parliament - spokeswoman - jacinta - uluru	177	5_australians_parliament_spokeswoman_jacinta
6	taiwan - pompeo - milley - jinping - drones	156	6_taiwan_pompeo_milley_jinping
7	guns - rick - liberals - confiscating - saskatchewan	152	7_guns_rick_liberals_confiscating
8	vicpol - arrests - melbourne - protester - handcuffed	152	8_vicpol_arrests_melbourne_protester
9	gaza - hamas - israelis - zehavi - hostages	150	9_gaza_hamas_israelis_zehavi
10	unvaccinated - bc - mandates - nurses - unifor	144	10_unvaccinated_bc_mandates_nurses
11	taxpayers - carbon - saskatchewan - inflation - gst	142	11_taxpayers_carbon_saskatchewan_inflation
12	victoria - andrews - dan - corruption - suncorp	138	12_victoria_andrews_dan_corruption
13	farmerrebellion - netherland - vlaardingerbroek - leeuwarden - protesting	125	13_farmerrebellion_netherland_vlaardingerbroek_leeuwarden
14	novaxpassports - canadians - travellers - flight - arrivecan	119	14_novaxpassports_canadians_travellers_flight
15	ibrahim - refugee - burnaby - manslaughter - convicted	116	15_ibrahim_refugee_burnaby_manslaughter
16	netflix - chappelle - dahmer - starring - sarandos	111	16_netflix_chappelle_dahmer_starring
17	episodes - understood - katherine - biase - nickelodeon	106	17_episodes_understood_katherine_biase
18	scott - whitecourt - whistle - restaurant - revoked	103	18_scott_whitecourt_whistle_restaurant
19	alberta - suncor - premier - brownouts - sovereignty	101	19_alberta_suncor_premier_brownouts
20	bidenomics - gasoline - pipeline - keystone - joe	101	20_bidenomics_gasoline_pipeline_keystone
21	defendrebelnews - poursuivons - quebec - policiers - scandaleuse	96	21_defendrebelnews_poursuivons_quebec_policiers
22	antisemitism - melbourne - hatefest - extremist - jerusalem	96	22_antisemitism_melbourne_hatefest_extremist
23	zuckerberg - duckduckgo - censor - roskomnadzor - platforms	90	23_zuckerberg_duckduckgo_censor_roskomnadzor
24	fires - churches - kelowna - blazing - lourdes	85	24_fires_churches_kelowna_blazing
25	trudeau - trudeaumustresign - bodyguards - mobbed - shinzo	85	25_trudeau_trudeaumustresign_bodyguards_mobbed
26	alberta - ndp - premier - candidates - danielle	85	26_alberta_ndp_premier_candidates
27	arrested - pawlowskis - saveartur - jailhouse - pray	83	27_arrested_pawlowskis_saveartur_jailhouse
28	breitbart - zionist - joel - pollak - editor	83	28_breitbart_zionist_joel_pollak
29	overdoses - heroin - decriminalizing - narcotic - hydromorphone	81	29_overdoses_heroin_decriminalizing_narcotic
30	convoylive - camionneurs - ottawa - supporters - blockading	80	30_convoylive_camionneurs_ottawa_supporters
31	pubertal - gnrh - blockers - provera - prescribe	72	31_pubertal_gnrh_blockers_provera
32	queensland - unvaccinated - bushfire - mask - mandates	69	32_queensland_unvaccinated_bushfire_mask
33	euthanasia - veterans - hospice - assisted - psychiatrist	67	33_euthanasia_veterans_hospice_assisted
34	ontario - premier - commissioners - doug - ford	67	34_ontario_premier_commissioners_doug
35	rebelnewsplus - lockdown - vaccine - skeptics - exposethereset	67	35_rebelnewsplus_lockdown_vaccine_skeptics
36	frontline - yeminireport - truth - haters - scam	66	36_frontline_yeminireport_truth_haters
37	budweiser - influencer - mulvaney - boycott - transgender	66	37_budweiser_influencer_mulvaney_boycott
38	hamas - montreal - synagogue - protesters - ideologiques	65	38_hamas_montreal_synagogue_protesters
39	overturned - abortionists - scotus - repeal - filibuster	63	39_overturned_abortionists_scotus_repeal
40	fauci - coronaviruses - virologists - outbreak - redfield	63	40_fauci_coronaviruses_virologists_outbreak
41	immigrants - refugee - welfare - shelters - quota	62	41_immigrants_refugee_welfare_shelters
42	rebels - barrister - ottawa - reporters - emergency	60	42_rebels_barrister_ottawa_reporters
43	pelosi - congresswoman - representatives - impeachment - somalis	58	43_pelosi_congresswoman_representatives_impeachment
44	tamara - freedom - convoy - arrested - organizers	57	44_tamara_freedom_convoy_arrested
45	quebecers - legault - megantic - gouvernement - pandemie	57	45_quebecers_legault_megantic_gouvernement
46	rebelnewslive - calgary - november - events - 2023	57	46_rebelnewslive_calgary_november_events
47	rebel - sheila - weekdays - menzies - conspiracies	56	47_rebel_sheila_weekdays_menzies
48	migrantes - fronterizo - tapachula - mexico - juan	55	48_migrantes_fronterizo_tapachula_mexico
49	classroom - escuelas - pornograficos - pansexuality - bibliotecas	54	49_classroom_escuelas_pornograficos_pansexuality
50	livestream - sheila - menzies - 9am - yaniv	54	50_livestream_sheila_menzies_9am
51	ottawa - trial - defendants - tamara - obstruction	53	51_ottawa_trial_defendants_tamara
52	documentarian - gunn - kamloops - persecution - unsilenced	52	52_documentarian_gunn_kamloops_persecution
53	unvaxxed - curfew - ezra - ctv - weekday	51	53_unvaxxed_curfew_ezra_ctv
54	ottawa - crackdowns - convoy - bell - steve	50	54_ottawa_crackdowns_convoy_bell
55	kayla - teacher - busty - transgender - lemeiux	50	55_kayla_teacher_busty_transgender
56	mondial - reportages - summit - couvrir - ghebreyesus	50	56_mondial_reportages_summit_couvrir
57	conservative - leader - candidates - torontonian - erin	50	57_conservative_leader_candidates_torontonian
58	menzies - guests - show - transgenderism - karahalios	50	58_menzies_guests_show_transgenderism
59	fbi - epstein - melania - impeachment - bannon	50	59_fbi_epstein_melania_impeachment
60	maxime - leadersdebate - populiste - parti - manitoba	50	60_maxime_leadersdebate_populiste_parti
61	brampton - mayor - sneakypatrick - hockey - cronyism	49	61_brampton_mayor_sneakypatrick_hockey
62	transplants - unvaccinated - refused - annette - queenslanders	49	62_transplants_unvaccinated_refused_annette
63	epstein - ghislaine - billionaire - convicted - clinton	49	63_epstein_ghislaine_billionaire_convicted
64	arrested - menzies - deputy - standwithdavid - newsmax	49	64_arrested_menzies_deputy_standwithdavid
65	blazetv - youtuber - andrew - savanah - ryanlongcomedy	48	65_blazetv_youtuber_andrew_savanah
66	ubc - masks - immunization - enrolled - mandatory	48	66_ubc_masks_immunization_enrolled
67	mckinsey - gouvernementaux - millions - contractors - audit	46	67_mckinsey_gouvernementaux_millions_contractors
68	wearesuingtrudeau - expensed - junkets - jamaica - airfares	46	68_wearesuingtrudeau_expensed_junkets_jamaica
69	saveaustraliaday - queen - monarchists - aboriginals - england	46	69_saveaustraliaday_queen_monarchists_aboriginals
70	transgender - women - athletes - lynne - jenner	46	70_transgender_women_athletes_lynne
71	vaccin - astrazeneca - injected - myocarditis - secondaires	46	71_vaccin_astrazeneca_injected_myocarditis
72	masks - phac - stockpiling - epidemiologists - mismanaged	45	72_masks_phac_stockpiling_epidemiologists
73	taliban - karzai - haqqani - zabiullah - overthrow	45	73_taliban_karzai_haqqani_zabiullah
74	roxham - illegaux - migrants - quebec - arriver	45	74_roxham_illegaux_migrants_quebec
75	cbc - executives - bonuses - defunded - billion	45	75_cbc_executives_bonuses_defunded
76	rebelnewsstore - merch - discounts - shirts - august	44	76_rebelnewsstore_merch_discounts_shirts
77	northvolt - batteries - automobiles - manitoban - subsidies	44	77_northvolt_batteries_automobiles_manitoban
78	rebelfromthestart - neil - podcast - journalist - foreword	43	78_rebelfromthestart_neil_podcast_journalist
79	trudeauontrial - nazis - zelenskyy - shkandrij - honoured	43	79_trudeauontrial_nazis_zelenskyy_shkandrij
80	nato - zelensky - warheads - sanctions - lithuania	43	80_nato_zelensky_warheads_sanctions
81	alberta - ministers - tyler - crackdowns - rooftop	42	81_alberta_ministers_tyler_crackdowns
82	alberta - fightvaccinepassports - premier - mandates - paramedics	42	82_alberta_fightvaccinepassports_premier_mandates
83	deportations - biden - border - smuggled - january	41	83_deportations_biden_border_smuggled
84	debates - livestream - tonight - 5pm - laval	41	84_debates_livestream_tonight_5pm
85	deficits - freeland - parliamentary - spend - chrystia	41	85_deficits_freeland_parliamentary_spend
86	fightthefines - liberties - charitable - injunction - litigator	41	86_fightthefines_liberties_charitable_injunction
87	marc - climatedepot - alarmists - epstein - sabotage	41	87_marc_climatedepot_alarmists_epstein
88	zealanders - jacinda - newshub - labour - nosedived	40	88_zealanders_jacinda_newshub_labour
89	pastor - reimer - arrested - calgary - prosecutions	39	89_pastor_reimer_arrested_calgary
90	pastor - alberta - james - gracelife - jailed	38	90_pastor_alberta_james_gracelife
91	harvard - ackman - presidents - antisemitic - gorenberg	38	91_harvard_ackman_presidents_antisemitic
92	djokovic - wimbledon - australian - mcenroe - rejoin	38	92_djokovic_wimbledon_australian_mcenroe
93	moncton - statues - jefferson - savejohna - assaulted	37	93_moncton_statues_jefferson_savejohna
94	pastors - arrested - stephens - alberta - fairview	37	94_pastors_arrested_stephens_alberta
95	vaxxing - reid - sheila - halton - westjet	37	95_vaxxing_reid_sheila_halton
96	rowling - voldemort - hagrid - dawkins - transgender	36	96_rowling_voldemort_hagrid_dawkins
97	podcaster - bolsonaro - colbert - jimmy - disseminated	35	97_podcaster_bolsonaro_colbert_jimmy
98	emergencies - parliamentarians - lawful - embargoed - dictatorship	34	98_emergencies_parliamentarians_lawful_embargoed
99	livestream - ezra - 12pm - antifa - cuomo	34	99_livestream_ezra_12pm_antifa
100	cbc - racists - wendy - redacting - unbiased	34	100_cbc_racists_wendy_redacting
101	transgender - veto - medicaid - huckabee - minnesota	34	101_transgender_veto_medicaid_huckabee
102	migrants - calais - england - lampedusa - smuggler	33	102_migrants_calais_england_lampedusa
103	airstrikes - yemen - mossad - soleimani - isfahan	33	103_airstrikes_yemen_mossad_soleimani
104	campus - encampments - israel - mcgill - protesters	33	104_campus_encampments_israel_mcgill
105	maskexemption - vaccination - mandates - stadiums - passport	33	105_maskexemption_vaccination_mandates_stadiums
106	plastics - straws - greenpeace - recycled - outlawing	33	106_plastics_straws_greenpeace_recycled
107	stopthecensorship - legislation - liberals - vilification - online	32	107_stopthecensorship_legislation_liberals_vilification
108	lahaina - maui - wildfire - fema - devastateur	32	108_lahaina_maui_wildfire_fema
109	tucker - carlson - msnbc - demagogue - weaponized	32	109_tucker_carlson_msnbc_demagogue
110	biden - hijo - prostitutes - alleges - cocaine	32	110_biden_hijo_prostitutes_alleges
111	antiracism - diversity - universite - afrochemistry - inclusion	32	111_antiracism_diversity_universite_afrochemistry
112	transat - airport - aeromexico - quarantined - detroit	32	112_transat_airport_aeromexico_quarantined
113	wcdsb - trustees - whitby - mississauga - censured	31	113_wcdsb_trustees_whitby_mississauga
114	powerlifter - hutchinson - women - standwithapril - anne	31	114_powerlifter_hutchinson_women_standwithapril
115	calgarians - councillor - rezoning - repealed - noclimateemergency	31	115_calgarians_councillor_rezoning_repealed
116	interpol - zealanders - whistleblower - plunket - suppressed	31	116_interpol_zealanders_whistleblower_plunket
117	livestream - andrew - dakota - weekdays - 10am	30	117_livestream_andrew_dakota_weekdays
118	carey - innisfil - barbershops - sudbury - dragon	30	118_carey_innisfil_barbershops_sudbury
119	oilsands - gunn - mckillop - leftists - boomtown	29	119_oilsands_gunn_mckillop_leftists
120	trudeau - emergencies - investigates - federal - deadline	29	120_trudeau_emergencies_investigates_federal
121	lysenkoism - marxists - queering - woke - dowden	28	121_lysenkoism_marxists_queering_woke
122	deaths - lockdowns - prevalence - jccf - neglect	28	122_deaths_lockdowns_prevalence_jccf
123	franco - canadian - taxpayers - federation - bureaucrat	28	123_franco_canadian_taxpayers_federation
124	bytedance - tencent - company - banning - trends	28	124_bytedance_tencent_company_banning
125	quebecoises - citoyens - elections - octobre - rejoignez	28	125_quebecoises_citoyens_elections_octobre
126	menzies - peterborough - ontario - arrests - protester	27	126_menzies_peterborough_ontario_arrests
127	swimming - ymca - transwomen - banned - changeroom	27	127_swimming_ymca_transwomen_banned
128	canadastandswithisrael - hamas - netanyahu - genocide - denounced	27	128_canadastandswithisrael_hamas_netanyahu_genocide
129	kamloopsdocumentary - buried - discoveries - denialists - trespassers	26	129_kamloopsdocumentary_buried_discoveries_denialists
130	taxpayers - alberta - kris - carveouts - fuel	26	130_taxpayers_alberta_kris_carveouts
131	mealworms - consuming - foraging - supermarkets - nutritious	26	131_mealworms_consuming_foraging_supermarkets
132	livestream - ezra - today - 9am - journalists	26	132_livestream_ezra_today_9am
133	jailed - transgendered - courts - daughter - humphrey	26	133_jailed_transgendered_courts_daughter
134	fauci - vaccinated - immunologist - masks - lockdowns	25	134_fauci_vaccinated_immunologist_masks
135	gofundme - givesendgo - convoyreports - hacked - laundering	25	135_gofundme_givesendgo_convoyreports_hacked
136	tommy - robinson - britain - antisemitism - magistrates	25	136_tommy_robinson_britain_antisemitism
137	marco - firemendicino - misinformation - prosecutor - blair	25	137_marco_firemendicino_misinformation_prosecutor
138	physicians - malpractice - ontario - cpso - misconduct	24	138_physicians_malpractice_ontario_cpso
139	censorship - lawfare - illiberal - stosseltv - commissars	24	139_censorship_lawfare_illiberal_stosseltv
140	defendants - bail - rebelnewsplus - lethbridge - christopher	24	140_defendants_bail_rebelnewsplus_lethbridge
141	skeena - ndp - abbotsford - ellis - conservative	24	141_skeena_ndp_abbotsford_ellis
142	toronto - parkland - antifa - evicted - encampments	24	142_toronto_parkland_antifa_evicted
143	irishman - mcgregor - dublin - riots - immigration	24	143_irishman_mcgregor_dublin_riots
144	saskatchewan - premier - consent - legislature - cpbc	23	144_saskatchewan_premier_consent_legislature
145	trudeau - emergencies - commissioner - livestream - hearings	23	145_trudeau_emergencies_commissioner_livestream
146	daily - menzies - sheila - jagmeet - crtc	23	146_daily_menzies_sheila_jagmeet
147	murdoch - australian - defaming - abc - soldier	23	147_murdoch_australian_defaming_abc
148	barristers - pastor - sarah - sentencing - pawlowski	23	148_barristers_pastor_sarah_sentencing
149	gunn - environmentalist - michelle - scaremongers - wildfires	23	149_gunn_environmentalist_michelle_scaremongers
150	psychologist - peterson - ontario - persecuted - jonathan	23	150_psychologist_peterson_ontario_persecuted
151	ontario - fightvaccinepassports - kieran - cmoh - maskless	22	151_ontario_fightvaccinepassports_kieran_cmoh
152	edmonton - gunter - columnist - premier - hitler	22	152_edmonton_gunter_columnist_premier
153	nypd - mayor - adams - subways - sanctuary	22	153_nypd_mayor_adams_subways
154	evento - pride - transvestism - performers - catwalk	22	154_evento_pride_transvestism_performers
155	editors - coordinator - hiring - grammarian - campaigns	21	155_editors_coordinator_hiring_grammarian
156	walkout - protested - march - curriculums - abbotsford	21	156_walkout_protested_march_curriculums
157	vaccinologist - byram - asymptomatic - mrna - skepticisms	21	157_vaccinologist_byram_asymptomatic_mrna
158	truckercommission - emergencies - blockades - weeknight - collapsed	21	158_truckercommission_emergencies_blockades_weeknight
159	derailments - ohio - pollutants - palestine - monsanto	21	159_derailments_ohio_pollutants_palestine
160	truckerdocumentary - rebellion - tickets - premieres - calgary	21	160_truckerdocumentary_rebellion_tickets_premieres
161	swimmer - ncaa - olympians - transvestism - liz	21	161_swimmer_ncaa_olympians_transvestism
162	conservative - poilievre - vancouver - elected - gatekeepers	20	162_conservative_poilievre_vancouver_elected
163	vaccine - wales - passport - united - brackpool	20	163_vaccine_wales_passport_united
164	unvaxxed - monkeypox - vaxclusive - live - harper	20	164_unvaxxed_monkeypox_vaxclusive_live
165	trial - prosecuted - defendants - bail - lethbridge	20	165_trial_prosecuted_defendants_bail
166	harris - environmentalist - alarmism - debates - icsc	20	166_harris_environmentalist_alarmism_debates
167	brittany - defamation - prosecuted - rape - spotlight	20	167_brittany_defamation_prosecuted_rape
168	ndp - live - humprhey - scandal - weekday	20	168_ndp_live_humprhey_scandal

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