MARTINI_enrich_BERTopic_agentsoftruth

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_agentsoftruth")

topic_model.get_topic_info()

Topic overview

• Number of topics: 85
• Number of training documents: 11151

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	vaccine - pfizer - pandemic - thetrutheristchat - jab	20	-1_vaccine_pfizer_pandemic_thetrutheristchat
0	truthers - awaken - enlightened - souls - realities	6608	0_truthers_awaken_enlightened_souls
1	davos - globalist - dictators - agenda - fbi	258	1_davos_globalist_dictators_agenda
2	gates - billionaire - overpopulation - cnn - polio	165	2_gates_billionaire_overpopulation_cnn
3	vaers - unvaxxinated - deaths - hospitalizations - reported	144	3_vaers_unvaxxinated_deaths_hospitalizations
4	pcr - tested - asymptomatic - false - swabs	126	4_pcr_tested_asymptomatic_false
5	indoctrinated - homeschool - reject_agenda_chat - lunatics - lettherebelightnow	115	5_indoctrinated_homeschool_reject_agenda_chat_lunatics
6	dna - crispr - injections - altered - god	108	6_dna_crispr_injections_altered
7	pfizer - paxlovid - foia - leaked - approved	107	7_pfizer_paxlovid_foia_leaked
8	unvaccinated - vax - france - protests - mandates	97	8_unvaccinated_vax_france_protests
9	novavax - revaccinated - shots - booster - annually	96	9_novavax_revaccinated_shots_booster
10	cockroaches - chitin - nutritious - toxic - eat	94	10_cockroaches_chitin_nutritious_toxic
11	doctors - quackscience - allopathic - prescription - thenatureapothecarychat	84	11_doctors_quackscience_allopathic_prescription
12	screwbiggov - shamocracy - governments - tyrants - vote	83	12_screwbiggov_shamocracy_governments_tyrants
13	chemtrails - aluminum - sprayed - barium - toxic	78	13_chemtrails_aluminum_sprayed_barium
14	trudeau - overthrow - protestors - convoy - calgary	78	14_trudeau_overthrow_protestors_convoy
15	cyborgs - robot - brainchips - ai - nwopredictiveprogramming	78	15_cyborgs_robot_brainchips_ai
16	graphene - nanoparticles - thrombi - intranasal - dangers	77	16_graphene_nanoparticles_thrombi_intranasal
17	spills - dioxins - derailment - hazardous - thetrutheristchat	76	17_spills_dioxins_derailment_hazardous
18	climategate - globalwarming - temperatures - glaciers - truthextrachat	75	18_climategate_globalwarming_temperatures_glaciers
19	females - transgender - genitals - assaulting - xrossdress	73	19_females_transgender_genitals_assaulting
20	glyphosate - pesticides - monsanto - herbicide - thenatureapothecarychat	72	20_glyphosate_pesticides_monsanto_herbicide
21	died - footballer - cardiac - jackson - collapses	72	21_died_footballer_cardiac_jackson
22	reignitedemocracyaustralia - qld - uprisings - victoria - cops	71	22_reignitedemocracyaustralia_qld_uprisings_victoria
23	miscarriages - stillbirths - foetuses - vaers - midwife	71	23_miscarriages_stillbirths_foetuses_vaers
24	thimerosal - adjuvant - formaldehyde - neurotoxin - aluminum	67	24_thimerosal_adjuvant_formaldehyde_neurotoxin
25	radiofrequency - neuroweapon - 4g - towers - vivoterra_en	62	25_radiofrequency_neuroweapon_4g_towers
26	russia - zelensky - sanctions - propaganda - allies	60	26_russia_zelensky_sanctions_propaganda
27	pfizer - immunization - dabigatran - phosphatebuffered - preschoolers	59	27_pfizer_immunization_dabigatran_phosphatebuffered
28	cashlesssociety - digitalcurrency - global_freedom_movement - markofthebeast - withdraw	58	28_cashlesssociety_digitalcurrency_global_freedom_movement_markofthebeast
29	germs - pasteur - contagious - virologist - measles	57	29_germs_pasteur_contagious_virologist
30	masks - breathe - vaxxinated - hypercapnia - gagging	56	30_masks_breathe_vaxxinated_hypercapnia
31	magnetised - nanoparticles - mri - vacinados - vials	55	31_magnetised_nanoparticles_mri_vacinados
32	remdesivir - filmyourhospital - hcq - intubating - cbc	54	32_remdesivir_filmyourhospital_hcq_intubating
33	fuels - tesla - batteries - renewable - generators	51	33_fuels_tesla_batteries_renewable
34	fires - mauians - kilauea - awaketotruthchat - hawaii	51	34_fires_mauians_kilauea_awaketotruthchat
35	blacklight - luciferase - bioluminescence - glowing - fireflys	50	35_blacklight_luciferase_bioluminescence_glowing
36	illuminati - molech - satanic - masonic - owi	49	36_illuminati_molech_satanic_masonic
37	lockdowns - nuked - satanists - craziness - tuckercarlson	49	37_lockdowns_nuked_satanists_craziness
38	fluoride - sodium - cavities - neurotoxin - pineal	45	38_fluoride_sodium_cavities_neurotoxin
39	cancers - covidvaccine - angioimmunoblastic - leiomyosarcoma - cowpox	44	39_cancers_covidvaccine_angioimmunoblastic_leiomyosarcoma
40	vaxpass - biometrics - scamdemics - trackable - ghana	43	40_vaxpass_biometrics_scamdemics_trackable
41	mandates - medicare - gorsuch - unconstitutional - louisiana	43	41_mandates_medicare_gorsuch_unconstitutional
42	monkeypox - vaccinia - cowpox - imvamune - pemphigoid	42	42_monkeypox_vaccinia_cowpox_imvamune
43	compulsory - consent - constitution - lawful - nuremberg	42	43_compulsory_consent_constitution_lawful
44	prisons - neighborhoods - awakening_love_truth - minutes - dome	42	44_prisons_neighborhoods_awakening_love_truth_minutes
45	famine - shortages - holodomor - agricultural - beef	41	45_famine_shortages_holodomor_agricultural
46	heartattacks - deaths - jabs - teenagers - suddenly	41	46_heartattacks_deaths_jabs_teenagers
47	vaccinated - mrna - biowarfare - spike - myocarditis	40	47_vaccinated_mrna_biowarfare_spike
48	morgellons - nanites - infecting - swabs - worms	38	48_morgellons_nanites_infecting_swabs
49	scammers - whatsapp - bot - impersonate - teiegram	38	49_scammers_whatsapp_bot_impersonate
50	cloudseeding - lightnings - tornadoes - ciimatehoax - earthquakes	38	50_cloudseeding_lightnings_tornadoes_ciimatehoax
51	vacinas - falsos - illnesses - pernicious - germenes	38	51_vacinas_falsos_illnesses_pernicious
52	tampon - vaccinated - miscarrying - nosebleeds - cvinjuriesanddeaths	37	52_tampon_vaccinated_miscarrying_nosebleeds
53	trudeau - mockthetyrants - weforum - voting - fidel	36	53_trudeau_mockthetyrants_weforum_voting
54	thenatureapothecary - rosehip - recycle - turmeric - dried	34	54_thenatureapothecary_rosehip_recycle_turmeric
55	pilots - vaccinated - airways - heathrow - helicopter	33	55_pilots_vaccinated_airways_heathrow
56	pfizer - guillain - epipen - seizures - shakes	33	56_pfizer_guillain_epipen_seizures
57	bloodclots - vaccineinjuries - jabbed - hospitalized - astrazeneca	33	57_bloodclots_vaccineinjuries_jabbed_hospitalized
58	boycott - disneyiand - target - lgbtqia - merchandise	32	58_boycott_disneyiand_target_lgbtqia
59	bioweapons - laboratories - ukraine - wuhan - pentagon	31	59_bioweapons_laboratories_ukraine_wuhan
60	infertile - gonadotropin - hcg - placenta - gynecologist	30	60_infertile_gonadotropin_hcg_placenta
61	austria - unvaccinated - mandatory - merkel - parliament	30	61_austria_unvaccinated_mandatory_merkel
62	bitchute - facebook - censored - shadowbanned - wearyourmask	30	62_bitchute_facebook_censored_shadowbanned
63	pandemic - treaty - intergovernmental - antigates - signed	30	63_pandemic_treaty_intergovernmental_antigates
64	vaccine - quackscine - corporation - chloroquine - walensky	29	64_vaccine_quackscine_corporation_chloroquine
65	id2020 - digitald - panopticon - biometrics - worldcoin	29	65_id2020_digitald_panopticon_biometrics
66	frankenmosquitoes - gmo - zika - vacxinate - mosqulto	28	66_frankenmosquitoes_gmo_zika_vacxinate
67	aussies - mdma - varroa - shocking - jabbxines	28	67_aussies_mdma_varroa_shocking
68	rabbies - vaccinating - spayvac - puppy - halfbreeds	27	68_rabbies_vaccinating_spayvac_puppy
69	lucifers - microchipping - revelations - prophesied - us2021	27	69_lucifers_microchipping_revelations_prophesied
70	toxins - injected - placebos - duped - murderers	26	70_toxins_injected_placebos_duped
71	covidvaccinevictims - died - 2021 - dose - mitchell	26	71_covidvaccinevictims_died_2021_dose
72	died - 2022 - hailey - karin - syracuse	24	72_died_2022_hailey_karin
73	sunlight - sunscreens - thenatureapothecarychat - vitamin - heals	24	73_sunlight_sunscreens_thenatureapothecarychat_vitamin
74	popes - satanist - sacraments - archbishopric - trinity	23	74_popes_satanist_sacraments_archbishopric
75	myocarditis - meningoencephalitis - lymphadenitis - dose - eosinophilic	23	75_myocarditis_meningoencephalitis_lymphadenitis_dose
76	plandemic - agendas - event201 - centerforhealthsecurity - remdemsivir	22	76_plandemic_agendas_event201_centerforhealthsecurity
77	chickens - feed - culling - purina - starvation	22	77_chickens_feed_culling_purina
78	viruses - corona - fearmongering - isolate - idiots	22	78_viruses_corona_fearmongering_isolate
79	monsanto - farmlands - hectares - billion - zelensky	21	79_monsanto_farmlands_hectares_billion
80	satanic - lettherebelightchat - youwontbelievemeofficial - awaketotruth - worships	21	80_satanic_lettherebelightchat_youwontbelievemeofficial_awaketotruth
81	zealanders - tyrannical - sodomites - terrorists - minister	21	81_zealanders_tyrannical_sodomites_terrorists
82	co2 - atmosphere - greener - breathe - 2000ppm	20	82_co2_atmosphere_greener_breathe
83	transfusions - contaminated - bioengineered - colloid - sociopaths	20	83_transfusions_contaminated_bioengineered_colloid

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