MARTINI_enrich_BERTopic_STFNREPORT

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_STFNREPORT")

topic_model.get_topic_info()

Topic overview

• Number of topics: 43
• Number of training documents: 5385

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	fauci - plandemic - vaccinated - sheeple - fake	20	-1_fauci_plandemic_vaccinated_sheeple
0	ukraine - mariupol - russians - kaliningrad - nazis	3086	0_ukraine_mariupol_russians_kaliningrad
1	5g - radiofrequency - coronavirus - cell - towers	195	1_5g_radiofrequency_coronavirus_cell
2	shielding - mylar - vaxxers - microwave - orgone	124	2_shielding_mylar_vaxxers_microwave
3	chemtrail - poisoned - volcano - sulfur - lithium	115	3_chemtrail_poisoned_volcano_sulfur
4	fbi - blinken - banned - colluded - disinformation	107	4_fbi_blinken_banned_colluded
5	trudeau - manitoba - trucker - convoys - protesters	102	5_trudeau_manitoba_trucker_convoys
6	died - vaccine - myocarditis - clots - iowa	86	6_died_vaccine_myocarditis_clots
7	france - macron - dictatorship - protesters - passsanitaire	80	7_france_macron_dictatorship_protesters
8	kjv - ephesians - revelation - blessed - satan	76	8_kjv_ephesians_revelation_blessed
9	antivaxxers - vaccinate - hivaccine - hsv - immunodeficiency	70	9_antivaxxers_vaccinate_hivaccine_hsv
10	lindell - voting - rigged - demoncrats - whistleblower	69	10_lindell_voting_rigged_demoncrats
11	reptilians - arcturians - ufo - nasa - moon	65	11_reptilians_arcturians_ufo_nasa
12	tyrants - freedom - guillotines - worldwidedemonstration - revolutions	64	12_tyrants_freedom_guillotines_worldwidedemonstration
13	pedophiles - sodomites - indoctrination - libtards - educators	63	13_pedophiles_sodomites_indoctrination_libtards
14	pfizer - viagra - pages - adverse - victims	62	14_pfizer_viagra_pages_adverse
15	farmers - rebellion - globalists - starve - pitchforks	61	15_farmers_rebellion_globalists_starve
16	canberra - lockdown - victoria - protesters - mullumbimby	57	16_canberra_lockdown_victoria_protesters
17	gates - billionaires - microsoft - donated - malaria	55	17_gates_billionaires_microsoft_donated
18	vaxxers - mandatory - cuomo - unconstitutional - citizenship	49	18_vaxxers_mandatory_cuomo_unconstitutional
19	inflation - liquidating - lehman - monopolies - plunge	46	19_inflation_liquidating_lehman_monopolies
20	invermectin - hydroxychloroquine - remdesevir - resistanceisvictory - prescribe	46	20_invermectin_hydroxychloroquine_remdesevir_resistanceisvictory
21	neuralink - musk - transhuman - robots - amazon	46	21_neuralink_musk_transhuman_robots
22	gestapo - protesters - berlin - thebritishnews - awakenweare	43	22_gestapo_protesters_berlin_thebritishnews
23	unvaxxed - pfizer - bioweapons - mrna - injected	42	23_unvaxxed_pfizer_bioweapons_mrna
24	masks - schoolchildren - walkout - wearethefaithful - exposealaskaairlines	41	24_masks_schoolchildren_walkout_wearethefaithful
25	bots - telegram - unbanned - bitchute - reposting	41	25_bots_telegram_unbanned_bitchute
26	davos - leaders - bezos - gates - meeting	37	26_davos_leaders_bezos_gates
27	riots - blacks - johannesburg - racist - rhodesia	37	27_riots_blacks_johannesburg_racist
28	trump - impeached - vaccines - suckered - never	35	28_trump_impeached_vaccines_suckered
29	ursula - chancellor - nazi - buchenwald - zelensky	34	29_ursula_chancellor_nazi_buchenwald
30	nazis - zionism - socialism - genocides - liberated	34	30_nazis_zionism_socialism_genocides
31	skynet - cyborgs - darpa - doomed - technology	31	31_skynet_cyborgs_darpa_doomed
32	plandemic - nuremberg - criminals - genocided - censorship	30	32_plandemic_nuremberg_criminals_genocided
33	wikileaks - extradited - guantanamo - mediaocracy - belmarsh	29	33_wikileaks_extradited_guantanamo_mediaocracy
34	nanobots - atoms - vials - covid_exposed - morgellons	28	34_nanobots_atoms_vials_covid_exposed
35	trannies - dysphoria - lunatics - dsm - indoctrination	28	35_trannies_dysphoria_lunatics_dsm
36	vaccinated - deaths - doses - quadrupled - 95	28	36_vaccinated_deaths_doses_quadrupled
37	petroleum - biden - reserves - saudi - gallon	27	37_petroleum_biden_reserves_saudi
38	vaxed - israelis - lockdowns - denmark - reimposes	27	38_vaxed_israelis_lockdowns_denmark
39	telegram - playstore - downloading - banned - uninstall	26	39_telegram_playstore_downloading_banned
40	libtards - retarded - sodomites - nutters - fuck	22	40_libtards_retarded_sodomites_nutters
41	shootings - gunman - ramos - suspect - classroom	21	41_shootings_gunman_ramos_suspect

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