MARTINI_enrich_BERTopic_greatreject

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_greatreject")

topic_model.get_topic_info()

Topic overview

• Number of topics: 121
• Number of training documents: 16234

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	lockdown - unvaccinated - thefreedomshop - propaganda - ukraine	20	-1_lockdown_unvaccinated_thefreedomshop_propaganda
0	mariupol - severodonetsk - luhansk - russians - batallion	9825	0_mariupol_severodonetsk_luhansk_russians
1	brainwashing - chomsky - manipulated - influence - audience	219	1_brainwashing_chomsky_manipulated_influence
2	ivermectine - hydroxychloroquine - remdesivir - niclosamide - ritonavir	175	2_ivermectine_hydroxychloroquine_remdesivir_niclosamide
3	genoa - trento - protesters - blockade - greenpass	161	3_genoa_trento_protesters_blockade
4	vaccinations - eeoc - mandatory - exemptions - defendingtherepublic	158	4_vaccinations_eeoc_mandatory_exemptions
5	pfizer - vioxx - fentanyl - kickbacks - lawsuits	127	5_pfizer_vioxx_fentanyl_kickbacks
6	passport - covidtests - thecommonsproject - walmart - qr	126	6_passport_covidtests_thecommonsproject_walmart
7	ecb - monetary - bitcoin - euros - keepcashalive	115	7_ecb_monetary_bitcoin_euros
8	fires - explosion - flood - evacuated - reportedly	112	8_fires_explosion_flood_evacuated
9	ballots - biden - lindell - georgia - smartmatic	111	9_ballots_biden_lindell_georgia
10	nuremberg - buttons - magnet - bumpnu - 8x6cm	111	10_nuremberg_buttons_magnet_bumpnu
11	paedophiles - sexualitat - puberty - indoctrination - unesco	108	11_paedophiles_sexualitat_puberty_indoctrination
12	nanoparticles - magnetised - adjuvant - superparamagnetic - mri	106	12_nanoparticles_magnetised_adjuvant_superparamagnetic
13	energie - renewables - petrol - prijsplafond - germany	101	13_energie_renewables_petrol_prijsplafond
14	pilots - airliners - lufthansa - flying - airport	92	14_pilots_airliners_lufthansa_flying
15	passsanitaire - bastille - mandatory - hospitals - protesters	92	15_passsanitaire_bastille_mandatory_hospitals
16	vaxxers - unvaccinated - brainwashed - uninjected - ostracize	88	16_vaxxers_unvaccinated_brainwashed_uninjected
17	souls - oneness - consciousness - everything - frequencies	88	17_souls_oneness_consciousness_everything
18	dutch - rijksoverheid - rietbergen - bevoegdheden - frauduleuze	87	18_dutch_rijksoverheid_rietbergen_bevoegdheden
19	5g - electrosmog - radiofrequency - coronahoax - towers	83	19_5g_electrosmog_radiofrequency_coronahoax
20	unvaxed - deaths - 2021 - dose - hospitalize	80	20_unvaxed_deaths_2021_dose
21	worldwidedemonstration - protesters - marches - london - reopening	79	21_worldwidedemonstration_protesters_marches_london
22	davos - globalism - mckibben - sarkozy - serfs	78	22_davos_globalism_mckibben_sarkozy
23	vaccination - jab - consent - headteacher - teens	77	23_vaccination_jab_consent_headteacher
24	vaccinated - kontrollgruppenteilnemer - qr - consent - antworten	76	24_vaccinated_kontrollgruppenteilnemer_qr_consent
25	truckersforfreedom - truckgender - ottawa - honk - towed	75	25_truckersforfreedom_truckgender_ottawa_honk
26	vaers - pfizer - 2021 - strokes - miscarriages	74	26_vaers_pfizer_2021_strokes
27	pycnogenol - quercetin - glutathione - antioxidants - supplements	74	27_pycnogenol_quercetin_glutathione_antioxidants
28	electricity - edison - orgone - antigravity - alternator	74	28_electricity_edison_orgone_antigravity
29	chemtrail - spraying - raytheon - clouds - aircraft	73	29_chemtrail_spraying_raytheon_clouds
30	alarmists - noaa - pseudowissenschaft - lindzen - temperatures	69	30_alarmists_noaa_pseudowissenschaft_lindzen
31	nypd - protesters - antimandate - albany - firefighters	69	31_nypd_protesters_antimandate_albany
32	reignitedemocracyaustralia - victoriapolice - tasmania - protesters - sedition	67	32_reignitedemocracyaustralia_victoriapolice_tasmania_protesters
33	polizisten - antifaschisten - verfassungsschutz - gewalttatige - dusseldorf	65	33_polizisten_antifaschisten_verfassungsschutz_gewalttatige
34	corona - reinerfuellmichenglish - wolfgang - falsification - witnesses	63	34_corona_reinerfuellmichenglish_wolfgang_falsification
35	giletsjaunes - rioters - parisians - marseille - molotov	61	35_giletsjaunes_rioters_parisians_marseille
36	donaldjtrump - melania - msnbc - statements - 45th	61	36_donaldjtrump_melania_msnbc_statements
37	livestream - sitzung - reinerfuellmichenglish - odysee - impfschaden	57	37_livestream_sitzung_reinerfuellmichenglish_odysee
38	greta - thefreedomshop - normies - bannon - skinhead	55	38_greta_thefreedomshop_normies_bannon
39	bankingsystem - bankrupt - hyperinflation - goldman - crashed	54	39_bankingsystem_bankrupt_hyperinflation_goldman
40	eurosceptic - polexit - hungary - barnier - morawiecki	54	40_eurosceptic_polexit_hungary_barnier
41	diesels - tesla - 350kw - charging - gallons	53	41_diesels_tesla_350kw_charging
42	musk - dorsey - shareholders - trump - takeover	52	42_musk_dorsey_shareholders_trump
43	overthrow - thermite - pentagon - guatemala - 1959	52	43_overthrow_thermite_pentagon_guatemala
44	curvature - earthers - globe - heliocentric - altitude	51	44_curvature_earthers_globe_heliocentric
45	footballer - died - cardiac - collapses - cristiano	51	45_footballer_died_cardiac_collapses
46	spikeproteins - antigen - mrna - cjd - adenovirus	51	46_spikeproteins_antigen_mrna_cjd
47	pandemics - marburg - safetyism - soligenix - highjacked	50	47_pandemics_marburg_safetyism_soligenix
48	antivaxxers - deathvax - unvaccinated - thevigilantfox - unmasked	50	48_antivaxxers_deathvax_unvaccinated_thevigilantfox
49	bolsonaro - guaruja - janeiro - venezuelan - guyana	50	49_bolsonaro_guaruja_janeiro_venezuelan
50	verfassungsbeschwerde - grundfreiheiten - gesundheitsvorschriften - mitgliedstaaten - pandemievertrag	50	50_verfassungsbeschwerde_grundfreiheiten_gesundheitsvorschriften_mitgliedstaaten
51	wuhan - lockdown - shenzhen - foxconn - zhangjiajie	50	51_wuhan_lockdown_shenzhen_foxconn
52	telegram - windscribe - proxy - apk - blocked	49	52_telegram_windscribe_proxy_apk
53	trudeau - blockades - ceausescu - authoritarian - regan	49	53_trudeau_blockades_ceausescu_authoritarian
54	rfk - tucker - whitehouse - selassie - jumplinks	47	54_rfk_tucker_whitehouse_selassie
55	putin - vladimir - yelizarova - gulags - lvmh	47	55_putin_vladimir_yelizarova_gulags
56	virologists - debunked - wuhan - kontrollexperimente - postmortaal	46	56_virologists_debunked_wuhan_kontrollexperimente
57	pcr - ncov - tested - asymptomatic - serological	46	57_pcr_ncov_tested_asymptomatic
58	gates - melinda - billion - unicef - philanthropist	45	58_gates_melinda_billion_unicef
59	wirfurheinrich - weiter - staatsanwaltschaft - bochum - patienten	44	59_wirfurheinrich_weiter_staatsanwaltschaft_bochum
60	faggot - bateman - moulsecoomb - trumptard - demonised	44	60_faggot_bateman_moulsecoomb_trumptard
61	rothschild - khazarian - warmongers - satanists - genocide	43	61_rothschild_khazarian_warmongers_satanists
62	chinafication - blacklisted - wechat - paybyface - biometric	43	62_chinafication_blacklisted_wechat_paybyface
63	israelis - vaccinated - aviv - incitement - hospitalizations	42	63_israelis_vaccinated_aviv_incitement
64	nordstream - gazprombank - sanctions - pipelins - 2022	42	64_nordstream_gazprombank_sanctions_pipelins
65	livefree - awakened - lsd - demons - drumpf	42	65_livefree_awakened_lsd_demons
66	messages - subscribe - spammers - email - unsolicited	41	66_messages_subscribe_spammers_email
67	australians - nsw - turnbull - lockdown - unvaccinated	40	67_australians_nsw_turnbull_lockdown
68	shortages - shtf - perishables - supermarkets - stocked	39	68_shortages_shtf_perishables_supermarkets
69	maskless - homeschooling - maddie - superintendent - mpsd	39	69_maskless_homeschooling_maddie_superintendent
70	maskeineffektivitet - christmask - n95s - oxygen - microfibres	38	70_maskeineffektivitet_christmask_n95s_oxygen
71	biden - trumpjr - dotard - libtards - gitmo	38	71_biden_trumpjr_dotard_libtards
72	additives - glyphosate - aspartame - toxic - pepsico	36	72_additives_glyphosate_aspartame_toxic
73	derailment - michigan - crashed - tankwagons - spills	36	73_derailment_michigan_crashed_tankwagons
74	duckduckgo - gloogle - yandex - websites - censorship	36	74_duckduckgo_gloogle_yandex_websites
75	miscarriages - unborn - obstetrician - trimester - contraceptive	35	75_miscarriages_unborn_obstetrician_trimester
76	constitutions - mandamus - incorporated - crown - trustee	35	76_constitutions_mandamus_incorporated_crown
77	fauci - coronaviruses - ecohealthalliance - laboratory - cloned	35	77_fauci_coronaviruses_ecohealthalliance_laboratory
78	cyborgs - neuralink - intelligence - metaverse - chatbots	32	78_cyborgs_neuralink_intelligence_metaverse
79	zelenskyy - volodymyr - nawaz - mironyuk - clownworld	32	79_zelenskyy_volodymyr_nawaz_mironyuk
80	hamas - israelis - terrorists - zionists - antisemitism	30	80_hamas_israelis_terrorists_zionists
81	giantology - archaeologists - smithsonian - discovered - skeletons	30	81_giantology_archaeologists_smithsonian_discovered
82	soros - shevardnadze - antifa - whofundswho - spitzenpolitik	30	82_soros_shevardnadze_antifa_whofundswho
83	myocarditis - covax - pericardium - colleenhubernmd - biologic	30	83_myocarditis_covax_pericardium_colleenhubernmd
84	globalist - stopworldcontrol - mundo - unidas - desinformacao	30	84_globalist_stopworldcontrol_mundo_unidas
85	greenland - seaice - polar - alarmists - interglacial	29	85_greenland_seaice_polar_alarmists
86	biowaffenlabore - ukraine - usaid - anthrax - pentagon	29	86_biowaffenlabore_ukraine_usaid_anthrax
87	vaxxine - queensland - kerryn - waleeds - nurses	29	87_vaxxine_queensland_kerryn_waleeds
88	pandemic - publishes - orwellian - bombshell - impossibilities	29	88_pandemic_publishes_orwellian_bombshell
89	died - pfizer - coroners - thrombosis - injection	28	89_died_pfizer_coroners_thrombosis
90	kybalion - healing - karmic - cannabis - shamanic	28	90_kybalion_healing_karmic_cannabis
91	modrna - lipofectin - transgene - dsdna - adenoviruses	27	91_modrna_lipofectin_transgene_dsdna
92	maui - jumpsmartmaui - lahaina - firebombing - mizuho	27	92_maui_jumpsmartmaui_lahaina_firebombing
93	pyramids - teotihuacan - ruines - atlantis - civilizations	27	93_pyramids_teotihuacan_ruines_atlantis
94	shitcoins - cryptocurrencies - bitmining - satoshi - holochain	26	94_shitcoins_cryptocurrencies_bitmining_satoshi
95	extraterrestrials - sightings - skinwalkers - roswell - scariest	25	95_extraterrestrials_sightings_skinwalkers_roswell
96	antibodies - superspreaders - naturally - presymptomatic - harvard	25	96_antibodies_superspreaders_naturally_presymptomatic
97	fatalities - epidemiological - c19 - euthanised - finland	25	97_fatalities_epidemiological_c19_euthanised
98	brics - yuan - putin - gold - sanctions	24	98_brics_yuan_putin_gold
99	djokovic - wimbledon - melbourne - unquaccinated - visa	24	99_djokovic_wimbledon_melbourne_unquaccinated
100	zuckerberg - facezuckeshiten - whatsapp - fbi - deleted	24	100_zuckerberg_facezuckeshiten_whatsapp_fbi
101	blackrock - nationalizing - shareholders - trillion - oligopoly	24	101_blackrock_nationalizing_shareholders_trillion
102	papacy - bishops - benedict - vigano - heretic	24	102_papacy_bishops_benedict_vigano
103	mrna - hydroxychloroquine - malone - misinformation - inventors	24	103_mrna_hydroxychloroquine_malone_misinformation
104	unvaccinated - safeblood - transfusions - antibodies - tainted	24	104_unvaccinated_safeblood_transfusions_antibodies
105	freemasonic - kommunismus - weltkrieg - documentaries - weisskopf	24	105_freemasonic_kommunismus_weltkrieg_documentaries
106	texas - veto - legislators - passports - overmedicalizing	23	106_texas_veto_legislators_passports
107	omicron - deltavariant - debunked - panicking - fuckin	22	107_omicron_deltavariant_debunked_panicking
108	nonvaccinated - viruses - immunodominant - mutate - epitopes	22	108_nonvaccinated_viruses_immunodominant_mutate
109	microchipping - biodigital - implantable - neuralink - iob	22	109_microchipping_biodigital_implantable_neuralink
110	amsterdam - willem - protestors - femke - democratie	22	110_amsterdam_willem_protestors_femke
111	inoculations - cv19 - compensation - victims - gsk	22	111_inoculations_cv19_compensation_victims
112	wikileaks - julian - podesta - extrajudicially - assassinate	21	112_wikileaks_julian_podesta_extrajudicially
113	jintao - dictator - commies - xi - uyghurs	21	113_jintao_dictator_commies_xi
114	moonlanding - craters - telescopes - footage - faked	21	114_moonlanding_craters_telescopes_footage
115	londoners - motorists - ultra - parking - camera	21	115_londoners_motorists_ultra_parking
116	mealworms - entomophagic - meatpacker - beetle - larval	20	116_mealworms_entomophagic_meatpacker_beetle
117	impeachment - insurrection - traitors - federalized - brigades	20	117_impeachment_insurrection_traitors_federalized
118	lanka - rajapakse - haiti - gotabaya - insurrection	20	118_lanka_rajapakse_haiti_gotabaya
119	digital - passport - fingerprint - eidas - wallets	20	119_digital_passport_fingerprint_eidas

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