MARTINI_enrich_BERTopic_FLCCC_Alliance

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_FLCCC_Alliance")

topic_model.get_topic_info()

Topic overview

• Number of topics: 36
• Number of training documents: 3143

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	fda - vaccine - doctors - marik - misinformation	20	-1_fda_vaccine_doctors_marik
0	crnas - supportflccc - letdoctorsbedoctors - tricia - supporters	1493	0_crnas_supportflccc_letdoctorsbedoctors_tricia
1	ivermectin - molnupiravir - efficacy - zimbabwe - pharmacies	141	1_ivermectin_molnupiravir_efficacy_zimbabwe
2	fauci - frontline - doctors - newsmax - widespread	117	2_fauci_frontline_doctors_newsmax
3	physicians - conference - phoenix - february - 2024	100	3_physicians_conference_phoenix_february
4	vaccination - omicron - metformin - lactoferrin - fatigue	95	4_vaccination_omicron_metformin_lactoferrin
5	physicians - marik - whistleblower - vaxx - podcast	78	5_physicians_marik_whistleblower_vaxx
6	channels - telegram - followers - censorship - substack	69	6_channels_telegram_followers_censorship
7	adaptogens - vitamin - kristina - livestreaming - endocrinologist	67	7_adaptogens_vitamin_kristina_livestreaming
8	newscapsule - webinar - weekly - cdc - episodes	66	8_newscapsule_webinar_weekly_cdc
9	oncologists - drbeen - webinar - marik - metabolic	64	9_oncologists_drbeen_webinar_marik
10	immunizations - pediatrician - consent - rsv - informed	62	10_immunizations_pediatrician_consent_rsv
11	worldcouncilforhealth - trialsite - welcome - africa - ngcakani	52	11_worldcouncilforhealth_trialsite_welcome_africa
12	longcovid - conferences - microclots - hypofibrinolysis - amyloid	45	12_longcovid_conferences_microclots_hypofibrinolysis
13	worldivermectinday - july - londonofficialworldwiderally - celebrating - 2021	44	13_worldivermectinday_july_londonofficialworldwiderally_celebrating
14	defeatthemandatesus - protest - livestream - california - april	44	14_defeatthemandatesus_protest_livestream_california
15	antiviral - nurses - quercetin - honey - elderberry	42	15_antiviral_nurses_quercetin_honey
16	mrna - vaccine - webinars - dangers - kevinmckernan	42	16_mrna_vaccine_webinars_dangers
17	webinars - wednesday - hospital - streamed - registered	41	17_webinars_wednesday_hospital_streamed
18	ivermectin - fda - kory - podcast - suppression	41	18_ivermectin_fda_kory_podcast
19	vax - webinar - practitioners - lingering - tonight	37	19_vax_webinar_practitioners_lingering
20	vaccination - symptoms - recover - trialsitenews - herpes	37	20_vaccination_symptoms_recover_trialsitenews
21	texas - attendees - orlando - 28th - deadline	33	21_texas_attendees_orlando_28th
22	picu - prophylactically - monoclonal - malaria - subglottic	32	22_picu_prophylactically_monoclonal_malaria
23	paxlovid - webinar - tonight - marik - 2023	29	23_paxlovid_webinar_tonight_marik
24	ivermectinuk - budesonide - nebulizer - 12mg - suffered	28	24_ivermectinuk_budesonide_nebulizer_12mg
25	fasting - neurologist - alzheimer - pradip - wednesday	25	25_fasting_neurologist_alzheimer_pradip
26	treatable - pandemic - unvaccinated - prophylactic - florida	25	26_treatable_pandemic_unvaccinated_prophylactic
27	ivm - fda - efficacy - article - kerr	24	27_ivm_fda_efficacy_article
28	stories - recovered - email - fortherecord - hear	23	28_stories_recovered_email_fortherecord
29	vaccine - veterans - colonel - mandates - crna	22	29_vaccine_veterans_colonel_mandates
30	obstetrician - webinar - thorp - vaccines - clots	21	30_obstetrician_webinar_thorp_vaccines
31	fauci - live - mccullough - january - 12pm	21	31_fauci_live_mccullough_january
32	neurologists - spikopathy - neurotoxin - suzanne - aspartame	21	32_neurologists_spikopathy_neurotoxin_suzanne
33	recovered - vaxxed - tuberculosis - james - thornton	21	33_recovered_vaxxed_tuberculosis_james
34	thejimmydoreshow - kory - livestream - tomorrow - 6pm	21	34_thejimmydoreshow_kory_livestream_tomorrow

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