MARTINI_enrich_BERTopic_DrTenpenny

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_DrTenpenny")

topic_model.get_topic_info()

Topic overview

• Number of topics: 87
• Number of training documents: 11925

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	vaccine - shots - 2021 - biden - anyone	20	-1_vaccine_shots_2021_biden
0	transgenders - homosexuals - lgbtq - pedophilia - florida	7533	0_transgenders_homosexuals_lgbtq_pedophilia
1	antivaxxer - immunised - thimerosal - placebo - never	151	1_antivaxxer_immunised_thimerosal_placebo
2	died - athletes - defibrillator - sudden - collapses	145	2_died_athletes_defibrillator_sudden
3	morningcoffee - thisweekwithdrt - podcast - tuesday - preregister	123	3_morningcoffee_thisweekwithdrt_podcast_tuesday
4	criticallythinking - drtanddrp - 7pm - thursday - webinar	109	4_criticallythinking_drtanddrp_7pm_thursday
5	pfizer - miscarriages - rhogam - placenta - nirsevimab	109	5_pfizer_miscarriages_rhogam_placenta
6	hydroxychloroquine - ivermectin - paxlovid - prescribed - midazolam	108	6_hydroxychloroquine_ivermectin_paxlovid_prescribed
7	trudeau - quebec - protesters - convoy - provincial	96	7_trudeau_quebec_protesters_convoy
8	livestream - join - telgram - todays - clouthub	94	8_livestream_join_telgram_todays
9	subscribe - drtenpenny - webinars - emails - breakthroughs	88	9_subscribe_drtenpenny_webinars_emails
10	pcr - sarscov - mullis - tested - swab	86	10_pcr_sarscov_mullis_tested
11	plandemic - bioterror - hysteria - smokescreen - isis	85	11_plandemic_bioterror_hysteria_smokescreen
12	vaers - adenoviruses - guillain - myocarditis - adverse	83	12_vaers_adenoviruses_guillain_myocarditis
13	hurricanes - nexrad - texas - mudslides - geoengineering	79	13_hurricanes_nexrad_texas_mudslides
14	detoxifier - toxins - arsenic - zeolite - antioxidants	78	14_detoxifier_toxins_arsenic_zeolite
15	mypillows - pillowcase - promocode - lindell - towel	78	15_mypillows_pillowcase_promocode_lindell
16	vaxteen - immunization - sanofi - meningococcal - shots	76	16_vaxteen_immunization_sanofi_meningococcal
17	covid - vaccinated - deaths - 2020 - doses	73	17_covid_vaccinated_deaths_2020
18	episodes - april - clouthub - 2023 - subscribed	72	18_episodes_april_clouthub_2023
19	aspartame - nutrient - pesticides - cucumbers - gummy	67	19_aspartame_nutrient_pesticides_cucumbers
20	pfizer - whistleblower - ema - 7bn - backtolife_2022	64	20_pfizer_whistleblower_ema_7bn
21	thisweekwithdrt - podcast - tracy - abortion - whatintheworldaretheyspraying	61	21_thisweekwithdrt_podcast_tracy_abortion
22	prayerfully - tenpenny - sunday - bible - walking	57	22_prayerfully_tenpenny_sunday_bible
23	oecd - biometric - passports - experian - malawi	56	23_oecd_biometric_passports_experian
24	desantis - tallahassee - mandates - veto - deported	55	24_desantis_tallahassee_mandates_veto
25	covidvaccinevictims - died - 2021 - astrazeneca - julieta	55	25_covidvaccinevictims_died_2021_astrazeneca
26	diesel - fuels - vehicletax - chargetax - deere	55	26_diesel_fuels_vehicletax_chargetax
27	brighteontv - 7pm - tina - invited - biopesticide	55	27_brighteontv_7pm_tina_invited
28	twitter - trump - freespeech - misinformation - whistleblowers	55	28_twitter_trump_freespeech_misinformation
29	effects - electromagnetic - cells - fatigue - melatonin	55	29_effects_electromagnetic_cells_fatigue
30	biden - idk - bankster - isolationist - lunatics	53	30_biden_idk_bankster_isolationist
31	hebrews - blessed - psalm - unrighteousness - forevermore	52	31_hebrews_blessed_psalm_unrighteousness
32	eugenics - bgi - anticoronaterrorism - soros - fluvax	50	32_eugenics_bgi_anticoronaterrorism_soros
33	lockdown - australiatimes - france - theeuropenews - tyranny	50	33_lockdown_australiatimes_france_theeuropenews
34	flights - airplanes - jetways - pilots - stewardess	49	34_flights_airplanes_jetways_pilots
35	dollarization - bitcoin - rbi - yuan - cashless	49	35_dollarization_bitcoin_rbi_yuan
36	facemasks - sars - legionella - meningitis - respiratory	48	36_facemasks_sars_legionella_meningitis
37	unvaccinated - mandate - exemptions - employers - mississippi	47	37_unvaccinated_mandate_exemptions_employers
38	ukraine - zelensky - israel - nordstream - ww3	47	38_ukraine_zelensky_israel_nordstream
39	tenpennyecp - ecpstudioventura - revitalize - counterpulsation - massage	46	39_tenpennyecp_ecpstudioventura_revitalize_counterpulsation
40	myopericarditis - immunization - incidence - 2021the - mrna	46	40_myopericarditis_immunization_incidence_2021the
41	farms - ranchers - meat - iaf_goats - starve	45	41_farms_ranchers_meat_iaf_goats
42	optimune - supplements - quercetin - probiotic - zinc	45	42_optimune_supplements_quercetin_probiotic
43	faucis - anthony - lying - gitmo - depraved	44	43_faucis_anthony_lying_gitmo
44	wonder - sideways - priceless - fools - deeper	43	44_wonder_sideways_priceless_fools
45	vaccines - susceptibility - immunocompromised - bivalent - lentiviral	42	45_vaccines_susceptibility_immunocompromised_bivalent
46	cardiomiracle - nattokinase - endothelium - supplement - stevia	42	46_cardiomiracle_nattokinase_endothelium_supplement
47	tenpennyapparel - promo - sweatshirts - shopped - drt	41	47_tenpennyapparel_promo_sweatshirts_shopped
48	spring2022bootcamp - bushcraft - enrolled - 4wks - coupon	41	48_spring2022bootcamp_bushcraft_enrolled_4wks
49	weforum - davos - corporativism - technocrats - crises	40	49_weforum_davos_corporativism_technocrats
50	vet - nexgard - heartworm - homeopathic - pomeranian	40	50_vet_nexgard_heartworm_homeopathic
51	tyranny - plutocracy - democratically - socrates - mencken	40	51_tyranny_plutocracy_democratically_socrates
52	pastor - tonight - deliverance - prayer - welcome	40	52_pastor_tonight_deliverance_prayer
53	neuroweapons - cyborgs - transhumanist - deepmind - humanrf	39	53_neuroweapons_cyborgs_transhumanist_deepmind
54	russiagate - brainwash - libtards - newsworthy - anon	39	54_russiagate_brainwash_libtards_newsworthy
55	fauci - virologists - sars - funded - institute	37	55_fauci_virologists_sars_funded
56	worldcouncilforhealth - quarantine - sovereignty - ghebreyesus - regulations	36	56_worldcouncilforhealth_quarantine_sovereignty_ghebreyesus
57	webinar - 2021 - salk - shots - childrenshealthdefense	34	57_webinar_2021_salk_shots
58	mealworm - maggots - dragonflies - chitins - tenebrionidae	33	58_mealworm_maggots_dragonflies_chitins
59	mrna - plasmids - adjuvant - marburg - vials	33	59_mrna_plasmids_adjuvant_marburg
60	enlistments - servicemen - vaccinator - compulsory - huachuca	32	60_enlistments_servicemen_vaccinator_compulsory
61	hochul - newyork - subways - allegations - playboy	32	61_hochul_newyork_subways_allegations
62	vaxxed - listenarchives - theliberationstation - sherri - 7pm	32	62_vaxxed_listenarchives_theliberationstation_sherri
63	newsom - corruptifornia - gubernatorial - mandates - gavin	32	63_newsom_corruptifornia_gubernatorial_mandates
64	healing_beyond_pharmaceuticals - allopathic - quack - holistic - gastroenterologist	32	64_healing_beyond_pharmaceuticals_allopathic_quack_holistic
65	vaccinated - sarscov - omicron - subvariant - evolve	31	65_vaccinated_sarscov_omicron_subvariant
66	drtenpenny - subscriiption - platinum - podcast - unlimited	31	66_drtenpenny_subscriiption_platinum_podcast
67	abortionists - womb - born - satanic - greatawakeningchannel	31	67_abortionists_womb_born_satanic
68	tonights - 7pm - thursday - episode - webinar	31	68_tonights_7pm_thursday_episode
69	goevents101 - deadchiropracticsociety - branson - freedom - wellnessmyway	29	69_goevents101_deadchiropracticsociety_branson_freedom
70	happyhourwithdrt - tonight - streaming - welcome - hour	28	70_happyhourwithdrt_tonight_streaming_welcome
71	masked - brainwashed - plague - wears - everywhere	28	71_masked_brainwashed_plague_wears
72	trudeau - canadiancitizens - quarantine - westjet - legault	27	72_trudeau_canadiancitizens_quarantine_westjet
73	5docsbc - doctors - webinars - 4you - sherri	27	73_5docsbc_doctors_webinars_4you
74	derailments - spill - ohio - nuked - dioxins	27	74_derailments_spill_ohio_nuked
75	webinar - doctors - critically - thursdays - 7pm	27	75_webinar_doctors_critically_thursdays
76	doctors - pharmakeia - persecution - cults - plaintiffs	27	76_doctors_pharmakeia_persecution_cults
77	trump - democrat - ballots - michigan - haley	26	77_trump_democrat_ballots_michigan
78	docuseries - c0vid - whistleblowers - remedies - lifeline	25	78_docuseries_c0vid_whistleblowers_remedies
79	monkeypox - childcovidvaccineinjuriesuk - needlestick - stigmatization - edited	24	79_monkeypox_childcovidvaccineinjuriesuk_needlestick_stigmatization
80	tenpenny - streamed - infowars - symposium - simone	23	80_tenpenny_streamed_infowars_symposium
81	h5n1 - tamiflu - chickens - outbreak - avian	23	81_h5n1_tamiflu_chickens_outbreak
82	justices - overturned - bannon - appellate - prosecute	22	82_justices_overturned_bannon_appellate
83	eschatology - passover - judah - timeline - 6pm	22	83_eschatology_passover_judah_timeline
84	superfoods - smoothie - chlorella - powder - energize	22	84_superfoods_smoothie_chlorella_powder
85	rapist - molestation - sentenced - sodomy - trafficking	22	85_rapist_molestation_sentenced_sodomy

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