MARTINI_enrich_BERTopic_LauraAbolichannel

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_LauraAbolichannel")

topic_model.get_topic_info()

Topic overview

• Number of topics: 132
• Number of training documents: 19843

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	humanity - hope - become - fear - never	20	-1_humanity_hope_become_fear
0	bolsonaro - favelas - janeiro - salvador - venezuela	11567	0_bolsonaro_favelas_janeiro_salvador
1	trudeau - alberta - convoy - freedoms - protesters	295	1_trudeau_alberta_convoy_freedoms
2	footballer - died - myopericarditis - collapsing - stroke	287	2_footballer_died_myopericarditis_collapsing
3	vaccinated - vaxxers - unquackccinated - jabbed - paxlovid	226	3_vaccinated_vaxxers_unquackccinated_jabbed
4	alarmists - co2 - thunberg - scientifically - greenland	223	4_alarmists_co2_thunberg_scientifically
5	ridiculous - insanity - idiots - soooooo - laugh	197	5_ridiculous_insanity_idiots_soooooo
6	biden - whistleblowers - impeachment - bribery - indicted	189	6_biden_whistleblowers_impeachment_bribery
7	fauci - hiv - coronaviruses - institutes - funded	169	7_fauci_hiv_coronaviruses_institutes
8	migrants - illegals - smuggling - panama - lampedusa	153	8_migrants_illegals_smuggling_panama
9	macron - toulouse - liberte - nouvelles - protests	152	9_macron_toulouse_liberte_nouvelles
10	zelensky - volodymyr - kiev - belarus - peskov	146	10_zelensky_volodymyr_kiev_belarus
11	musk - twitter - zuckerberg - takeover - ellison	145	11_musk_twitter_zuckerberg_takeover
12	pfizer - spikevax - fda - approved - waiver	139	12_pfizer_spikevax_fda_approved
13	nasa - ufo - satellites - spacecraft - moon	132	13_nasa_ufo_satellites_spacecraft
14	bannon - indicted - prosecutors - presidential - christie	127	14_bannon_indicted_prosecutors_presidential
15	floods - torrential - downpours - landfall - ravenna	127	15_floods_torrential_downpours_landfall
16	scotus - ballots - lindell - senators - maricopa	122	16_scotus_ballots_lindell_senators
17	russia - putin - vladimir - globalist - sergei	121	17_russia_putin_vladimir_globalist
18	tree - jellyfish - diameter - elephants - oaxaca	116	18_tree_jellyfish_diameter_elephants
19	bioweapons - ukraine - pentagon - laboratories - ebola	115	19_bioweapons_ukraine_pentagon_laboratories
20	goodnight - farewell - welcome - appreciated - together	107	20_goodnight_farewell_welcome_appreciated
21	epstein - billionaire - victims - convicted - prostitution	107	21_epstein_billionaire_victims_convicted
22	cbdc - cashless - worldcoin - monetary - technocrats	99	22_cbdc_cashless_worldcoin_monetary
23	mariupol - donetsk - militants - azovites - battalion	97	23_mariupol_donetsk_militants_azovites
24	transgenderism - sexes - lupron - wemen - alyssa	96	24_transgenderism_sexes_lupron_wemen
25	fires - exploded - refineries - pemex - ohio	95	25_fires_exploded_refineries_pemex
26	chemtrails - clouds - spraying - stratospheric - weaponised	93	26_chemtrails_clouds_spraying_stratospheric
27	derailments - ohio - hazardous - chemicals - spilled	90	27_derailments_ohio_hazardous_chemicals
28	biden - barack - jill - sotu - grandpop	90	28_biden_barack_jill_sotu
29	propaganda - msm - whistlesblower - reporters - rosanne	88	29_propaganda_msm_whistlesblower_reporters
30	clots - defibrillators - strokes - caused - ʜᴇᴀʟᴛʜʏ	77	30_clots_defibrillators_strokes_caused
31	boris - downing - partygate - modi - scotland	75	31_boris_downing_partygate_modi
32	china - lockdowns - shenzhen - foxconn - heilongjiang	72	32_china_lockdowns_shenzhen_foxconn
33	bailout - bancorp - suisse - svb - plummeted	72	33_bailout_bancorp_suisse_svb
34	tesla - electricity - gasoline - westinghouse - rechargeable	70	34_tesla_electricity_gasoline_westinghouse
35	unvaccinated - omicron - austria - lockdown - mandatory	69	35_unvaccinated_omicron_austria_lockdown
36	ftx - kraken - cryptocurrency - ponzi - extradited	68	36_ftx_kraken_cryptocurrency_ponzi
37	ivermectine - hydroxicloroquine - remdesivir - chemotherapy - multidrug	68	37_ivermectine_hydroxicloroquine_remdesivir_chemotherapy
38	donetsk - kharkov - missiles - crimean - tochka	67	38_donetsk_kharkov_missiles_crimean
39	reignitedemocracyaustralia - canberra - protesters - tyranny - legalised	66	39_reignitedemocracyaustralia_canberra_protesters_tyranny
40	desantis - newsflorida - governor - repealing - mandates	66	40_desantis_newsflorida_governor_repealing
41	glutathione - detoxifier - shilajit - sulforaphane - chlorella	63	41_glutathione_detoxifier_shilajit_sulforaphane
42	boerburgerbeweging - netherlands - monsanto - expropriations - staghouwer	62	42_boerburgerbeweging_netherlands_monsanto_expropriations
43	spratly - taipei - pelosi - fujian - junli	61	43_spratly_taipei_pelosi_fujian
44	mealworms - insectivorous - parasites - grasshoppers - eat	59	44_mealworms_insectivorous_parasites_grasshoppers
45	metaverse - transhumanists - satan - eternity - truthunedited	59	45_metaverse_transhumanists_satan_eternity
46	nordstream - sabotaged - terrorist - blasts - pipe	58	46_nordstream_sabotaged_terrorist_blasts
47	abortionists - scotus - demoncrats - overturning - legalizing	57	47_abortionists_scotus_demoncrats_overturning
48	kennedy - sirhan - snowden - assassinated - democrats	57	48_kennedy_sirhan_snowden_assassinated
49	zuckerberg - suing - metaverse - snapchat - defamatory	57	49_zuckerberg_suing_metaverse_snapchat
50	life - souls - purpose - meaningful - knowing	56	50_life_souls_purpose_meaningful
51	pedophilia - atrocities - satanic - qanon - tebow	55	51_pedophilia_atrocities_satanic_qanon
52	vaers - pfizer - deaths - 49 - shots	54	52_vaers_pfizer_deaths_49
53	40bn - zelensky - munitions - aid - amount	52	53_40bn_zelensky_munitions_aid
54	mandates - injunction - unvaccinated - judges - texas	52	54_mandates_injunction_unvaccinated_judges
55	15minute - clampdown - footprint - neighbourhoods - 20mph	51	55_15minute_clampdown_footprint_neighbourhoods
56	robot - holograms - samsung - smartwatch - innovations	50	56_robot_holograms_samsung_smartwatch
57	ncov - pcr - parainfluenza - cytomegalovirus - swabs	50	57_ncov_pcr_parainfluenza_cytomegalovirus
58	agenda - unsustainable - plandemic - totalitarian - 2030	49	58_agenda_unsustainable_plandemic_totalitarian
59	awakening - humanity - transcending - ignorance - metamosphosis	49	59_awakening_humanity_transcending_ignorance
60	queen - coronations - buckingham - bbc - meghan	49	60_queen_coronations_buckingham_bbc
61	gaza - ashkelon - airstrikes - falouja - projectile	49	61_gaza_ashkelon_airstrikes_falouja
62	gazprom - sanctions - crude - euros - exporters	48	62_gazprom_sanctions_crude_euros
63	pilots - flightaware - airbus - qantas - gatwick	47	63_pilots_flightaware_airbus_qantas
64	vaccines - dna - injected - interferon - stillbirths	47	64_vaccines_dna_injected_interferon
65	facemasks - skeptics - exhaled - asbestos - meningitidis	45	65_facemasks_skeptics_exhaled_asbestos
66	burkina - nigerien - cameroon - gabonese - coups	44	66_burkina_nigerien_cameroon_gabonese
67	freedom - patriot - resisting - righteousness - evildoers	43	67_freedom_patriot_resisting_righteousness
68	earthquake - aftershocks - magnitude - seismologist - malatya	41	68_earthquake_aftershocks_magnitude_seismologist
69	taliban - afghans - kandahar - amrullah - carbines	41	69_taliban_afghans_kandahar_amrullah
70	soros - funded - megalomaniacs - antisemitic - prosecutors	41	70_soros_funded_megalomaniacs_antisemitic
71	petrodollar - rubles - dollarization - sanctions - currencies	41	71_petrodollar_rubles_dollarization_sanctions
72	forgive - hindsight - unworthiness - revengeful - traumatic	40	72_forgive_hindsight_unworthiness_revengeful
73	doctors - pharmaceutical - underreported - hippocratic - fraudulent	39	73_doctors_pharmaceutical_underreported_hippocratic
74	suez - tankers - maersk - blockage - crane	39	74_suez_tankers_maersk_blockage
75	vaccinated - israel - omicron - hospitalizations - ourworldindata	38	75_vaccinated_israel_omicron_hospitalizations
76	wisdom - awakening - selfhood - ignorance - falsehoods	38	76_wisdom_awakening_selfhood_ignorance
77	comey - danchenko - dossier - counterintelligence - brennan	38	77_comey_danchenko_dossier_counterintelligence
78	hawaiʻi - lahaina - wildfires - governor - hurricane	37	78_hawaiʻi_lahaina_wildfires_governor
79	impeach - mccarthy - representatives - removed - knesset	37	79_impeach_mccarthy_representatives_removed
80	wildfires - blazes - chile - kindling - yellowknife	37	80_wildfires_blazes_chile_kindling
81	plandemic - flurona - cholera - brainwash - hypochondriacs	37	81_plandemic_flurona_cholera_brainwash
82	chatgpt - superintelligence - xai - democratize - pichai	36	82_chatgpt_superintelligence_xai_democratize
83	vaccinologist - dr - malhotra - mrna - robert	36	83_vaccinologist_dr_malhotra_mrna
84	handguns - shootings - australians - felons - violence	36	84_handguns_shootings_australians_felons
85	satanists - demonic - hellspawned - lucifer - samhain	36	85_satanists_demonic_hellspawned_lucifer
86	deaths - 2023 - prepandemic - england - 40	35	86_deaths_2023_prepandemic_england
87	kosovo - pristina - mitrovica - serb - aleksandar	34	87_kosovo_pristina_mitrovica_serb
88	prigozhin - petersburg - insurgency - warprisoners - yevkurov	34	88_prigozhin_petersburg_insurgency_warprisoners
89	volcanos - popocatepetl - erupting - eyjafjallajokull - sheveluch	34	89_volcanos_popocatepetl_erupting_eyjafjallajokull
90	fbi - declassified - melania - bush - hannity	33	90_fbi_declassified_melania_bush
91	resilience - madness - forever - remember - overwhelm	33	91_resilience_madness_forever_remember
92	pontiff - vigano - benedict - denounced - inoculated	33	92_pontiff_vigano_benedict_denounced
93	bulgaria - zelenskiy - bundestag - protesters - slava	33	93_bulgaria_zelenskiy_bundestag_protesters
94	vaccination - referendum - tyranny - passports - mep	32	94_vaccination_referendum_tyranny_passports
95	awakening - evil - miracles - existentially - survive	32	95_awakening_evil_miracles_existentially
96	imran - pakistan - khomeini - islamists - overthrown	32	96_imran_pakistan_khomeini_islamists
97	zealand - vaccinated - compulsory - fluoridation - whistleblower	32	97_zealand_vaccinated_compulsory_fluoridation
98	vaccines - nanotubes - graphe - implantable - 5g	31	98_vaccines_nanotubes_graphe_implantable
99	wikileaks - extradition - jailed - julian - belmarsh	31	99_wikileaks_extradition_jailed_julian
100	melanoma - oncologists - oncogenic - vaccineshttp - mirna	30	100_melanoma_oncologists_oncogenic_vaccineshttp
101	catalonia - spaniards - partido - sanchez - extremists	29	101_catalonia_spaniards_partido_sanchez
102	pandemics - volksgezondheid - sovereignty - monopoliemacht - mondiale	29	102_pandemics_volksgezondheid_sovereignty_monopoliemacht
103	missiles - launched - yonhap - kim - hokkaido	29	103_missiles_launched_yonhap_kim
104	djokovic - wimbledon - champion - vaccinated - quarterfinals	28	104_djokovic_wimbledon_champion_vaccinated
105	vaccinated - hospitalisations - 2021 - quadruple - ukhsa	28	105_vaccinated_hospitalisations_2021_quadruple
106	gaza - casualties - airstrikes - besieged - rafah	28	106_gaza_casualties_airstrikes_besieged
107	morning - hi - hopefully - sorry - messages	28	107_morning_hi_hopefully_sorry
108	worldcouncilforhealth - wch - tedxwhitechapel - panelists - pranic	28	108_worldcouncilforhealth_wch_tedxwhitechapel_panelists
109	euromaidan - yanukovich - luhansk - overthrew - massacres	27	109_euromaidan_yanukovich_luhansk_overthrew
110	nazis - euromaidan - kubijovych - nevzlin - battalions	27	110_nazis_euromaidan_kubijovych_nevzlin
111	pedophilia - homeschooling - schoolchildren - indoctrinate - classroom	26	111_pedophilia_homeschooling_schoolchildren_indoctrinate
112	ramjet - volocopter - airship - jetpacks - horsepower	26	112_ramjet_volocopter_airship_jetpacks
113	frequencies - vibration - cymatics - harmonize - spiritual	25	113_frequencies_vibration_cymatics_harmonize
114	debt - trillion - bidenomics - mortgage - defaulted	25	114_debt_trillion_bidenomics_mortgage
115	happiness - blessings - appreciating - banalities - simplest	25	115_happiness_blessings_appreciating_banalities
116	germany - renewable - nuclear - shortages - heaters	24	116_germany_renewable_nuclear_shortages
117	egyptians - pyramids - geoglyphs - nazca - circumnavigators	24	117_egyptians_pyramids_geoglyphs_nazca
118	zelensky - chernivtsi - monastery - persecuted - kirill	24	118_zelensky_chernivtsi_monastery_persecuted
119	friendships - communicating - understood - empathic - heartbreaking	24	119_friendships_communicating_understood_empathic
120	gates - rockefellers - 200billion - philanthropic - bioweapon	24	120_gates_rockefellers_200billion_philanthropic
121	welcome - channel - morning - awareness - inspiring	23	121_welcome_channel_morning_awareness
122	scammers - impersonator - instagram - contacted - unfollow	23	122_scammers_impersonator_instagram_contacted
123	monkeypox - jabbed - homosexuals - jynneos - fearporn	22	123_monkeypox_jabbed_homosexuals_jynneos
124	gaza - hamas - israelis - judeism - massacre	21	124_gaza_hamas_israelis_judeism
125	plandemic - martin - conspirators - dossier - vladimir	21	125_plandemic_martin_conspirators_dossier
126	hydrogenated - diglycerides - aspartame - apeel - preservative	21	126_hydrogenated_diglycerides_aspartame_apeel
127	jury - indictes - nuremberg - accomplices - livestream	21	127_jury_indictes_nuremberg_accomplices
128	warships - yemeni - israel - admiral - tanker	21	128_warships_yemeni_israel_admiral
129	coerce - refusal - mandatory - liability - employers	21	129_coerce_refusal_mandatory_liability
130	omicron - variants - contagious - morons - alphabet	21	130_omicron_variants_contagious_morons

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