MARTINI_enrich_BERTopic_darkuniverse09

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_darkuniverse09")

topic_model.get_topic_info()

Topic overview

• Number of topics: 53
• Number of training documents: 5546

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	vaccinated - jabs - ever - 2022 - depopulation	20	-1_vaccinated_jabs_ever_2022
0	hulu - seekers - nunchucks - unbelievable - hahahaha	2810	0_hulu_seekers_nunchucks_unbelievable
1	ukraine - zelenskaya - sanctions - nazis - monsanto	215	1_ukraine_zelenskaya_sanctions_nazis
2	lgbtq - paedophile - nambla - satan - tranny	135	2_lgbtq_paedophile_nambla_satan
3	fucks - sucker - bitch - whore - stupid	118	3_fucks_sucker_bitch_whore
4	prison - punishable - exonerated - fucks - isaac	115	4_prison_punishable_exonerated_fucks
5	propaganda - 7news - subconsciousness - bullshitters - watching	108	5_propaganda_7news_subconsciousness_bullshitters
6	haarp - hurricanes - sirens - ionosphere - missiles	91	6_haarp_hurricanes_sirens_ionosphere
7	dark_universe - 4biddenknowledge - messages - masktards - impersonate	86	7_dark_universe_4biddenknowledge_messages_masktards
8	cashless - banknotes - fdic - bailout - debit	70	8_cashless_banknotes_fdic_bailout
9	gates - millions - eugenicist - zika - merck	69	9_gates_millions_eugenicist_zika
10	davos - illuminati - plandemics - deglobalization - trudeau	69	10_davos_illuminati_plandemics_deglobalization
11	pcr - swab - parainfluenza - test - norovirus	65	11_pcr_swab_parainfluenza_test
12	pfizer - liposomal - johnsonandjohnson - undisclosed - fluvoxamine	64	12_pfizer_liposomal_johnsonandjohnson_undisclosed
13	maskoholic - rebreathing - illness - psychataxia - mandates	61	13_maskoholic_rebreathing_illness_psychataxia
14	meats - cannibals - eaten - mcdonald - rats	60	14_meats_cannibals_eaten_mcdonald
15	governments - trump - oligarchy - brainwashed - gtfoh	57	15_governments_trump_oligarchy_brainwashed
16	vaccinating - infants - nhs - mengele - jcvi	57	16_vaccinating_infants_nhs_mengele
17	protesters - riot - australians - canberra - mayhem	54	17_protesters_riot_australians_canberra
18	remedies - honey - herb - cordycep - poisoned	53	18_remedies_honey_herb_cordycep
19	vaxxination - employers - sheeple - boycott - nigeria	52	19_vaxxination_employers_sheeple_boycott
20	vaccinated - nanoparticle - poison - luciferise - cdna	51	20_vaccinated_nanoparticle_poison_luciferise
21	immunisations - guillain - pfizer - strokes - weaponized	49	21_immunisations_guillain_pfizer_strokes
22	manifesting - subconscious - therealbrahma09 - awaken - programmed	48	22_manifesting_subconscious_therealbrahma09_awaken
23	unvaxxinted - snoop - anonymously - everybody - answers	48	23_unvaxxinted_snoop_anonymously_everybody
24	plandemic - covidiots - propaganda - stupid - lukashenko	45	24_plandemic_covidiots_propaganda_stupid
25	globe - moon - nasa - earthly - heliocentric	45	25_globe_moon_nasa_earthly
26	lockdowns - nhs - influenza - boris - parliamentary	45	26_lockdowns_nhs_influenza_boris
27	biden - demoncrat - meth - blackmailing - smeared	44	27_biden_demoncrat_meth_blackmailing
28	jab - nanobots - implanted - luciferase - barcoded	42	28_jab_nanobots_implanted_luciferase
29	cops - tasered - gunman - brutality - palubinskas	40	29_cops_tasered_gunman_brutality
30	vaccinees - antigens - smallpox - cure - prevent	39	30_vaccinees_antigens_smallpox_cure
31	unvaccinated - vaers - stillbirths - england - dose	39	31_unvaccinated_vaers_stillbirths_england
32	satanists - illuminati - baphomet - paedovores - adrenochome	38	32_satanists_illuminati_baphomet_paedovores
33	5g - towers - saveusnow - antenna - radioactive	37	33_5g_towers_saveusnow_antenna
34	petrol - crude - britain - inflation - gallons	37	34_petrol_crude_britain_inflation
35	omicron - variants - lambda - fake - anagrams	36	35_omicron_variants_lambda_fake
36	moon - apollo - landed - manned - satellites	35	36_moon_apollo_landed_manned
37	smartphone - spy - cctv - urlveilance - facetime	33	37_smartphone_spy_cctv_urlveilance
38	peadophiles - molester - supremacists - murdering - illegally	32	38_peadophiles_molester_supremacists_murdering
39	robotssynthetic - xenobots - terminators - chatbot - dystopian	30	39_robotssynthetic_xenobots_terminators_chatbot
40	planes - terrorists - 911 - pentagon - exploded	29	40_planes_terrorists_911_pentagon
41	nasas - hebrew - mkultra - deceived - meaning	27	41_nasas_hebrew_mkultra_deceived
42	tesla - carmakers - batteries - gasoline - toyoda	27	42_tesla_carmakers_batteries_gasoline
43	monarchs - buckingham - mountbatten - holyroodhouse - scandals	27	43_monarchs_buckingham_mountbatten_holyroodhouse
44	vaccine - sheeple - poisonous - judah - satanist	27	44_vaccine_sheeple_poisonous_judah
45	vaxxinated - booster - shots - shizuok - grandmas	26	45_vaxxinated_booster_shots_shizuok
46	trudeau - blockade - stealing - fascist - truckers	26	46_trudeau_blockade_stealing_fascist
47	aliens - fake - telekinesis - hologram - projects	24	47_aliens_fake_telekinesis_hologram
48	epstein - traffickers - kidnapped - celebrities - prince	23	48_epstein_traffickers_kidnapped_celebrities
49	influenza - corona - exterminated - symptoms - mucus	23	49_influenza_corona_exterminated_symptoms
50	brainwashed - governments - milgram - obey - mk	23	50_brainwashed_governments_milgram_obey
51	vaccine - unjabbed - anybody - joints - suckers	22	51_vaccine_unjabbed_anybody_joints

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