MARTINI_enrich_BERTopic_CoronvirusPlushie

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_CoronvirusPlushie")

topic_model.get_topic_info()

Topic overview

• Number of topics: 31
• Number of training documents: 3766

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	unvaccinated - pfizer - counterspinmedia - nzs - mandates	20	-1_unvaccinated_pfizer_counterspinmedia_nzs
0	masks - epidemiologist - mandated - exemptions - michael	2101	0_masks_epidemiologist_mandated_exemptions
1	deaths - vaccinated - hospitalisations - 2021 - counted	211	1_deaths_vaccinated_hospitalisations_2021
2	hamas - israelis - terrorists - bombed - wars	146	2_hamas_israelis_terrorists_bombed
3	zealand - newsom - jacinda - vaccinated - omicron	97	3_zealand_newsom_jacinda_vaccinated
4	myocarditis - pfizer - injection - aorta - clots	89	4_myocarditis_pfizer_injection_aorta
5	thumbing - newshub - youtube - yesterdays - dislikes	86	5_thumbing_newshub_youtube_yesterdays
6	vaccinologist - guillain - plunkett - conspiracy - nzdsos	77	6_vaccinologist_guillain_plunkett_conspiracy
7	zealand - protestors - parliament - march - 2022	72	7_zealand_protestors_parliament_march
8	voicesforfreedom - playon - taranaki - activities - marches	64	8_voicesforfreedom_playon_taranaki_activities
9	pseudopandemic - fauci - conspirators - fraud - massey	61	9_pseudopandemic_fauci_conspirators_fraud
10	fauci - pcr - asymptomatic - false - mike	59	10_fauci_pcr_asymptomatic_false
11	davos - passport - biometric - microchip - eid	54	11_davos_passport_biometric_microchip
12	parliament - pandemic - globalists - monkeypox - amendments	53	12_parliament_pandemic_globalists_monkeypox
13	videos - watched - tik - uploaded - shared	48	13_videos_watched_tik_uploaded
14	unvaccinated - worksafe - mandated - zealanders - nurse	48	14_unvaccinated_worksafe_mandated_zealanders
15	savebabywill - unvaccinated - transfusions - counterspinmedia - auckland	45	15_savebabywill_unvaccinated_transfusions_counterspinmedia
16	democracynz - voters - independents - nominations - councillors	45	16_democracynz_voters_independents_nominations
17	counterspinmedia - christchurch - alleged - kelvyn - terrorist	41	17_counterspinmedia_christchurch_alleged_kelvyn
18	bullshit - dissenters - disinformation - oppressed - populist	38	18_bullshit_dissenters_disinformation_oppressed
19	pfizer - zealanders - nzdsos - whistleblowers - nurses	37	19_pfizer_zealanders_nzdsos_whistleblowers
20	vaccinations - pfizer - risks - bivalent - child	35	20_vaccinations_pfizer_risks_bivalent
21	robertfkennedyjr - fauci - hannity - ukraine - jake	35	21_robertfkennedyjr_fauci_hannity_ukraine
22	pfizer - mrna - mutagenesis - brca - contaminated	32	22_pfizer_mrna_mutagenesis_brca
23	telegram - videos - followers - muting - spamming	28	23_telegram_videos_followers_muting
24	atman - consciousness - bodha - sanskrit - brain	26	24_atman_consciousness_bodha_sanskrit
25	technocracy - coup - un2030 - currencies - catherine	25	25_technocracy_coup_un2030_currencies
26	australians - protesters - tyranny - worldwide - reignite	24	26_australians_protesters_tyranny_worldwide
27	pfizer - chairman - thompson - bongino - veritastips	24	27_pfizer_chairman_thompson_bongino
28	protest - london - march - footage - lockdown	23	28_protest_london_march_footage
29	convoy - wellington - 2022nz - greymouth - kaiapoi	22	29_convoy_wellington_2022nz_greymouth

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