MARTINI_enrich_BERTopic_worlddoctorsalliance

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_worlddoctorsalliance")

topic_model.get_topic_info()

Topic overview

• Number of topics: 80
• Number of training documents: 9844

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	vaxxed - vaccinated - lockdown - pfizer - 2021	21	-1_vaxxed_vaccinated_lockdown_pfizer
0	ivermectin - worldivermectinday - remdesivir - hydroxychloroquine - pill	4905	0_ivermectin_worldivermectinday_remdesivir_hydroxychloroquine
1	londonofficialworldwiderally - worldwidedemonstration - wwdunitedkingdomlocations - saveourrights - march	263	1_londonofficialworldwiderally_worldwidedemonstration_wwdunitedkingdomlocations_saveourrights
2	davos - globalist - chancellor - kissinger - conspirators	215	2_davos_globalist_chancellor_kissinger
3	worldcouncilforhealth - pandemic - sovereignty - amendments - geneva	211	3_worldcouncilforhealth_pandemic_sovereignty_amendments
4	nhs100k - jobsnotjabs - mandated - notices - refusing	199	4_nhs100k_jobsnotjabs_mandated_notices
5	vaccinating - pfizer - adolescents - jab - jcvi	196	5_vaccinating_pfizer_adolescents_jab
6	doctors - frcs - adil - injustice - suspended	179	6_doctors_frcs_adil_injustice
7	vaccines - mrna - plasmid - antigen - contaminated	127	7_vaccines_mrna_plasmid_antigen
8	trudeau - ottawa - cbc - freedomeuro - blockades	119	8_trudeau_ottawa_cbc_freedomeuro
9	nsw - australiaone - vaxed - victoria - protesters	116	9_nsw_australiaone_vaxed_victoria
10	crimes - victims - constables - evidence - manslaughter	104	10_crimes_victims_constables_evidence
11	betterwayconference - worldcouncilforhealth - symposium - panelists - invited	102	11_betterwayconference_worldcouncilforhealth_symposium_panelists
12	zealanders - bitchute - waitangi - voicesforfreedom - unvaccinated	99	12_zealanders_bitchute_waitangi_voicesforfreedom
13	masks - respirator - sars - deoxygenation - harmful	93	13_masks_respirator_sars_deoxygenation
14	mercola - mccullough - cardiologists - thalidomide - dissenters	93	14_mercola_mccullough_cardiologists_thalidomide
15	unvaxxed - hospitalisations - jabbed - die - scotland	80	15_unvaxxed_hospitalisations_jabbed_die
16	narcissist - terrorising - bitches - tucker - meme	78	16_narcissist_terrorising_bitches_tucker
17	banknotes - cashless - ecb - inflation - decentralized	78	17_banknotes_cashless_ecb_inflation
18	pfizer - lawsuits - falsified - kickbacks - ceftriaxone	78	18_pfizer_lawsuits_falsified_kickbacks
19	ukraine - mariupol - donetsk - yanukovych - russians	77	19_ukraine_mariupol_donetsk_yanukovych
20	unvaccinated - compulsory - repeal - austria - liberte	76	20_unvaccinated_compulsory_repeal_austria
21	westminster - polio - parliamentarian - expelled - injured	75	21_westminster_polio_parliamentarian_expelled
22	pcr - tested - false - parainfluenza - overdiagnosis	71	22_pcr_tested_false_parainfluenza
23	framework_interoperability_certificates_en - passports - biometric - verification - idvt	69	23_framework_interoperability_certificates_en_passports_biometric_verification
24	physicians - advocated - aflds - defendants - censored	68	24_physicians_advocated_aflds_defendants
25	pfizer - vaccination - zoster - vasculitis - thrombocytopenia	63	25_pfizer_vaccination_zoster_vasculitis
26	truth - march - gofundme - democide - sheffield	60	26_truth_march_gofundme_democide
27	telegram - vernoncoleman - blockieren - medicalcensorship - hacked	58	27_telegram_vernoncoleman_blockieren_medicalcensorship
28	corona - nuremberg - attorneys - proceeding - reinerfuellmichenglish	58	28_corona_nuremberg_attorneys_proceeding
29	5g - radiofrequency - cell - towers - milliwatt	58	29_5g_radiofrequency_cell_towers
30	passports - petition - vote - refuseniks - signatories	58	30_passports_petition_vote_refuseniks
31	vaccination - miscarriages - infertile - childbearing - gynaecologists	57	31_vaccination_miscarriages_infertile_childbearing
32	censorship - snooping - ublock - vpn - degoogled	57	32_censorship_snooping_ublock_vpn
33	rights - reforms - criminalise - parliament - protesters	54	33_rights_reforms_criminalise_parliament
34	vaccinated - immunity - omicron - infecting - boosters	54	34_vaccinated_immunity_omicron_infecting
35	nhs - lockdown - euthanasia - midazolam - overdose	53	35_nhs_lockdown_euthanasia_midazolam
36	fauci - rfk - smerconish - trialsitenews - bestselling	52	36_fauci_rfk_smerconish_trialsitenews
37	thimerosal - formaldehyde - toxic - glyphosate - hexadecyltrimethylammonium	48	37_thimerosal_formaldehyde_toxic_glyphosate
38	fluoride - toothpastes - toxic - hexafluorosilicic - neonicotinoids	48	38_fluoride_toothpastes_toxic_hexafluorosilicic
39	faceid - surveillance - mugshots - waitrose - pimeyes	46	39_faceid_surveillance_mugshots_waitrose
40	nuremberg - consent - euthanasia - experiments - guidelines	46	40_nuremberg_consent_euthanasia_experiments
41	awakening - wisdom - compassion - selves - bliss	45	41_awakening_wisdom_compassion_selves
42	myopericarditis - vaccinees - mri - ventricle - mesothelioma	45	42_myopericarditis_vaccinees_mri_ventricle
43	hamas - palestinians - gaza - zionists - genocide	45	43_hamas_palestinians_gaza_zionists
44	bbc - disinformation - marianna - cuckoos - unedited	42	44_bbc_disinformation_marianna_cuckoos
45	casirivimab - mep - biontech - pressekonferenz - lilly	42	45_casirivimab_mep_biontech_pressekonferenz
46	glaxosmithkline - soros - corbettreport - uncoverdc - monopolized	41	46_glaxosmithkline_soros_corbettreport_uncoverdc
47	deaths - 2023 - wales - registrations - weekly	41	47_deaths_2023_wales_registrations
48	fauci - sanofipasteur - drjbhattacharya - denguevaxia - originated	41	48_fauci_sanofipasteur_drjbhattacharya_denguevaxia
49	omicron - botswana - unvaccinated - discovered - november	40	49_omicron_botswana_unvaccinated_discovered
50	novavax - monovalent - fatalities - 29 - card	39	50_novavax_monovalent_fatalities_29
51	ukcolumn - 2023 - biobank - november - heprr	36	51_ukcolumn_2023_biobank_november
52	milankovitch - co2 - climatologists - gigatonnes - stratosphere	35	52_milankovitch_co2_climatologists_gigatonnes
53	footballers - cardiac - collapsing - olympic - 29	34	53_footballers_cardiac_collapsing_olympic
54	masksinschools - headteacher - unmask - mandates - planetlockdown	32	54_masksinschools_headteacher_unmask_mandates
55	chickens - farms - biogas - entomophagy - iaf_birds	31	55_chickens_farms_biogas_entomophagy
56	partygate - lockdown - primeminister - javid - smokescreen	30	56_partygate_lockdown_primeminister_javid
57	glastonbury - wokingham - bristol - councils - neighbourhoods	30	57_glastonbury_wokingham_bristol_councils
58	vaxers - falsehoods - rubella - never - greatreject	30	58_vaxers_falsehoods_rubella_never
59	coronavirus - lockdowns - influenza - false - nocebo	30	59_coronavirus_lockdowns_influenza_false
60	hikvision - ccp - morrisons - xinjiang - banned	29	60_hikvision_ccp_morrisons_xinjiang
61	vaxpass - russia - sobyanin - thispivotalmoment - biopolitical	28	61_vaxpass_russia_sobyanin_thispivotalmoment
62	nanoparticles - adjuvant - oxide - findings - vial	28	62_nanoparticles_adjuvant_oxide_findings
63	bakhdi - acquittal - microbiologist - germany - karina_reiss	28	63_bakhdi_acquittal_microbiologist_germany
64	calcifediol - glutathione - immunomodulatory - supplement - uvb	27	64_calcifediol_glutathione_immunomodulatory_supplement
65	deaths - cdc - childrensunion - 15 - increased	27	65_deaths_cdc_childrensunion_15
66	spying - censorial - minitruth - mi6 - whitehall	27	66_spying_censorial_minitruth_mi6
67	presymptomatic - infecting - liars - irrelevantly - 79	25	67_presymptomatic_infecting_liars_irrelevantly
68	dontextraditeassange - snowden - whistleblowers - prosecuted - supreme	25	68_dontextraditeassange_snowden_whistleblowers_prosecuted
69	florida - desantis - statewide - injections - cbdcs	25	69_florida_desantis_statewide_injections
70	sticker - jointhewhiterose - printer - brother - 810w	25	70_sticker_jointhewhiterose_printer_brother
71	djokovic - unvaccinated - novax - australia - greekmedicalfreedomalliance	24	71_djokovic_unvaccinated_novax_australia
72	biowarfare - biobiden - dnipropetrovsk - laboratories - pentagon	24	72_biowarfare_biobiden_dnipropetrovsk_laboratories
73	londoners - ulez - heathrow - emissions - undemocratically	23	73_londoners_ulez_heathrow_emissions
74	eudravigilance - fatalities - injections - 2021 - janssen	22	74_eudravigilance_fatalities_injections_2021
75	catherine - tyranny - bankers - redvoicemedia - cbdcs	22	75_catherine_tyranny_bankers_redvoicemedia
76	thelightrecruit - truthpaper - subscription - spreading - 17th	22	76_thelightrecruit_truthpaper_subscription_spreading
77	electricity - bills - criminalising - householders - 65bn	21	77_electricity_bills_criminalising_householders
78	piloten - cockpit - flugsicherheit - qantas - mayday	21	78_piloten_cockpit_flugsicherheit_qantas

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