MARTINI_enrich_BERTopic_DrJaneRuby

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_DrJaneRuby")

topic_model.get_topic_info()

Topic overview

• Number of topics: 60
• Number of training documents: 5890

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	doctors - pfizer - vaccinated - bioweapon - patriot	20	-1_doctors_pfizer_vaccinated_bioweapon
0	malone - protectdrjane - vaccines - mrna - lawsuits	2944	0_malone_protectdrjane_vaccines_mrna
1	pfizer - fda - becerra - pdufa - redacted	175	1_pfizer_fda_becerra_pdufa
2	pilots - airliner - cockpit - jets - flying	154	2_pilots_airliner_cockpit_jets
3	clots - embalmer - fibrous - white - findings	131	3_clots_embalmer_fibrous_white
4	covid - pcr - test - false - asymptomatic	112	4_covid_pcr_test_false
5	military - rfra - mandates - dod - waivers	100	5_military_rfra_mandates_dod
6	stewpeters - wednesday - jane - questions - tonight	95	6_stewpeters_wednesday_jane_questions
7	towergarden - seedlings - aeroponic - tomatoes - celery	93	7_towergarden_seedlings_aeroponic_tomatoes
8	spikevax - fda - toddlers - june - deaths	92	8_spikevax_fda_toddlers_june
9	pfizer - vial - nanoparticles - findings - fibrinogen	87	9_pfizer_vial_nanoparticles_findings
10	detoxing - mrna - quadrivalent - omicron - shots	85	10_detoxing_mrna_quadrivalent_omicron
11	filterssuck - purifier - aerosol - allergens - forfree	81	11_filterssuck_purifier_aerosol_allergens
12	channel - proselytizing - trolls - conflicts - conversations	80	12_channel_proselytizing_trolls_conflicts
13	telegram - bots - spamming - banned - scammers	76	13_telegram_bots_spamming_banned
14	zinc - antioxidant - supplements - apricot - b17	66	14_zinc_antioxidant_supplements_apricot
15	republicans - congressional - communism - mccarthy - takeover	61	15_republicans_congressional_communism_mccarthy
16	desantis - quarantined - repeal - sb2006 - remdesivir	59	16_desantis_quarantined_repeal_sb2006
17	immunotherapies - injections - dna - c19 - deadlier	59	17_immunotherapies_injections_dna_c19
18	rubysuperfoods - mypowerheart - filterssuck - magnesium - symptoms	55	18_rubysuperfoods_mypowerheart_filterssuck_magnesium
19	mypillows - lindell - towels - mike - discounts	53	19_mypillows_lindell_towels_mike
20	jane - dtjaneruby - reruns - tunein - tonight	50	20_jane_dtjaneruby_reruns_tunein
21	trump - denounce - reelected - weaponized - eugenicist	48	21_trump_denounce_reelected_weaponized
22	monoglycerides - avocados - poisoning - coating - propiconazole	47	22_monoglycerides_avocados_poisoning_coating
23	grounding - yoga - soreness - cushioned - advantages	46	23_grounding_yoga_soreness_cushioned
24	orthopox - chickenpox - contagious - monkey - imvamune	43	24_orthopox_chickenpox_contagious_monkey
25	mypillows - pillowcases - blankets - bathrobes - discounts	41	25_mypillows_pillowcases_blankets_bathrobes
26	hospital - hermann - sarasota - unvaccinated - murdered	41	26_hospital_hermann_sarasota_unvaccinated
27	nurses - endotracheal - phlebotomist - murderers - abused	39	27_nurses_endotracheal_phlebotomist_murderers
28	whistleblowers - colonel - dod - soldiers - theresa	39	28_whistleblowers_colonel_dod_soldiers
29	myocarditis - endocardium - strokes - attacks - young	37	29_myocarditis_endocardium_strokes_attacks
30	gold - 401ks - augusta - savings - trillions	37	30_gold_401ks_augusta_savings
31	voters - ballots - recounts - arizona - november	35	31_voters_ballots_recounts_arizona
32	fauci - darpa - treason - genocide - subpoena	33	32_fauci_darpa_treason_genocide
33	purifiers - airwaterhealing - promo - shield - v3	33	33_purifiers_airwaterhealing_promo_shield
34	ivermectin - drstellamd - hydroxychloroquine - concerneddoctors - prescription	33	34_ivermectin_drstellamd_hydroxychloroquine_concerneddoctors
35	blessings - pray - heaven - christmas - isaiah	32	35_blessings_pray_heaven_christmas
36	sleepbreakthrough - melatonin - magbreakthrough - magnesium - supplement	32	36_sleepbreakthrough_melatonin_magbreakthrough_magnesium
37	homeschool - masked - indoctrinating - vaxxpassport - walkout	31	37_homeschool_masked_indoctrinating_vaxxpassport
38	airwaterhealing - purifiers - promo - protective - shungite	31	38_airwaterhealing_purifiers_promo_protective
39	molnupiravir - vilobelimab - immunomodulators - prescriptions - dangerous	30	39_molnupiravir_vilobelimab_immunomodulators_prescriptions
40	vaccine - poisons - shots - injectable - walgreens	29	40_vaccine_poisons_shots_injectable
41	preppers - stockpile - survive - shortage - perishables	29	41_preppers_stockpile_survive_shortage
42	stew - grassroots - patriots - megan - weaponizing	28	42_stew_grassroots_patriots_megan
43	uploading - delayed - morning - discussions - struggling	27	43_uploading_delayed_morning_discussions
44	protests - trudeau - tyrannical - nope - truckers	26	44_protests_trudeau_tyrannical_nope
45	illegals - militia - weaponized - border - panama	25	45_illegals_militia_weaponized_border
46	livestream - jane - morning - laurenwitzke - thrive	25	46_livestream_jane_morning_laurenwitzke
47	drjaneruby - rumble - livestream - jane - january	24	47_drjaneruby_rumble_livestream_jane
48	goldco - investments - riskiest - precious - protect	24	48_goldco_investments_riskiest_precious
49	truly - heaven - gods - blessed - compassion	23	49_truly_heaven_gods_blessed
50	hochul - nys - judicial - nonvaxxed - overturned	22	50_hochul_nys_judicial_nonvaxxed
51	vaccinated - mandates - employer - exemption - masks	22	51_vaccinated_mandates_employer_exemption
52	meredith - hugs - joshua - paramedics - bravery	22	52_meredith_hugs_joshua_paramedics
53	reawaken - determinedpatriotismconference - speaker - clark - orlando	22	53_reawaken_determinedpatriotismconference_speaker_clark
54	katherine - bioterrorism - brighteontv - bombshell - wednesday	22	54_katherine_bioterrorism_brighteontv_bombshell
55	novavax - adjuvant - injected - baculovirus - nanoparticulate	22	55_novavax_adjuvant_injected_baculovirus
56	drjaneruby - bioweapons - suppress - titan - fallout	22	56_drjaneruby_bioweapons_suppress_titan
57	infowars - live - invited - hosts - shawn	20	57_infowars_live_invited_hosts
58	vaccinepolicebook - christopher - banners4freedom - lawmakers - louisiana	20	58_vaccinepolicebook_christopher_banners4freedom_lawmakers

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