MARTINI_enrich_BERTopic_QNewsOfficialTV

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_QNewsOfficialTV")

topic_model.get_topic_info()

Topic overview

• Number of topics: 112
• Number of training documents: 12287

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	deepstate - biden - trump - federal - executed	20	-1_deepstate_biden_trump_federal
0	vaccinated - pfizer - bioweapons - deadliest - clots	7129	0_vaccinated_pfizer_bioweapons_deadliest
1	ascension - chakras - beings - consciousness - hopi	152	1_ascension_chakras_beings_consciousness
2	biden - whistleblower - bribes - sextapes - bqqqqqqqmjesse	134	2_biden_whistleblower_bribes_sextapes
3	hamas - israelis - gazans - fallujah - genocide	131	3_hamas_israelis_gazans_fallujah
4	transgenderism - lgbtq - boycotts - mutilations - perverted	113	4_transgenderism_lgbtq_boycotts_mutilations
5	illegals - cartel - smuggling - mexikanischem - schmuggeltunnel	110	5_illegals_cartel_smuggling_mexikanischem
6	blessings - worship - grace - merciful - miracles	108	6_blessings_worship_grace_merciful
7	mariupol - severodonetsk - bqqqqqqqmukraine - russophobia - vladimir	103	7_mariupol_severodonetsk_bqqqqqqqmukraine_russophobia
8	patriots - freedom - defends - warrior - godspeed	102	8_patriots_freedom_defends_warrior
9	impeachment - pelosi - mistrial - warmongers - newsline	98	9_impeachment_pelosi_mistrial_warmongers
10	patriot - thanqqq - channel - welcome - 744	92	10_patriot_thanqqq_channel_welcome
11	illuminati - heineken - adrenochroming - nightclub - demonic	86	11_illuminati_heineken_adrenochroming_nightclub
12	jfkjr - bqqqqqqqmjfk - showsjohn - marilyn - assassinated	81	12_jfkjr_bqqqqqqqmjfk_showsjohn_marilyn
13	charlie - jason - thrivetimeshow - neal - welcomes	80	13_charlie_jason_thrivetimeshow_neal
14	indonesia - archipelago - sumba - sunrise - vanuatu	80	14_indonesia_archipelago_sumba_sunrise
15	globalists - jones - newsweek - firestorm - alert	79	15_globalists_jones_newsweek_firestorm
16	trudeau - protestors - alberta - policeman - expressway	78	16_trudeau_protestors_alberta_policeman
17	released - redemptions - dinar - imf - iraq	77	17_released_redemptions_dinar_imf
18	patriot - discountcode - sponsored - unvacced - wear	77	18_patriot_discountcode_sponsored_unvacced
19	epstein - ghislaine - pedophiles - prince - billionaire	70	19_epstein_ghislaine_pedophiles_prince
20	hello - morning - blessings - patriots - wednesday	69	20_hello_morning_blessings_patriots
21	co2 - alarmists - greening - climatologist - thunberg	67	21_co2_alarmists_greening_climatologist
22	woensdagavond - bqqqqqqming - live - allernieuwste - final	66	22_woensdagavond_bqqqqqqming_live_allernieuwste
23	smoothie - blueberries - turmeric - antioxidants - papaya	65	23_smoothie_blueberries_turmeric_antioxidants
24	gunman - massacre - assault - antifa - fargo	64	24_gunman_massacre_assault_antifa
25	nieuwsberichten - donderdag - vanavond - allerlaatste - nl	57	25_nieuwsberichten_donderdag_vanavond_allerlaatste
26	bqqqqqqqmgematria - 215 - resurrection - numbers - jfk	54	26_bqqqqqqqmgematria_215_resurrection_numbers
27	netherlands - lockdown - protesters - shot - pogroms	54	27_netherlands_lockdown_protesters_shot
28	declassified - prez - bullsh - panicking - happens	53	28_declassified_prez_bullsh_panicking
29	vlaggen - nieuwste - telegramkanaal - donderdag - patriot	53	29_vlaggen_nieuwste_telegramkanaal_donderdag
30	rodriguez - juan - savin - jfkjr - michael	52	30_rodriguez_juan_savin_jfkjr
31	pedophiles - trafficked - orphanages - mercy - penalty	51	31_pedophiles_trafficked_orphanages_mercy
32	guantanamo - treason - milley - admiral - enlisted	51	32_guantanamo_treason_milley_admiral
33	earther - heliocentric - orbiting - bqqqqqqqmflat - shape	50	33_earther_heliocentric_orbiting_bqqqqqqqmflat
34	australia - lockdown - enforcing - unvaccinated - feminazi	48	34_australia_lockdown_enforcing_unvaccinated
35	trump - presidents - smithsonian - greatest - salutes	47	35_trump_presidents_smithsonian_greatest
36	fauci - bioweaponization - leaked - conspiring - misleads	47	36_fauci_bioweaponization_leaked_conspiring
37	extraterrestrials - eisenhower - oumuamua - conducted - 1954	46	37_extraterrestrials_eisenhower_oumuamua_conducted
38	propaganda - whistleblowing - cnn - projectveritas - pravda	46	38_propaganda_whistleblowing_cnn_projectveritas
39	recession - bailout - fednow - volatility - october	44	39_recession_bailout_fednow_volatility
40	beginnings - breathe - always - blessing - smiled	44	40_beginnings_breathe_always_blessing
41	inspirational - godspeed - miracles - blessed - psalms	44	41_inspirational_godspeed_miracles_blessed
42	anons - darkbert - channel - operationq - corona_offline_deac	44	42_anons_darkbert_channel_operationq
43	patriot - thanqqq - bless - invite - 57	43	43_patriot_thanqqq_bless_invite
44	twitter - musk - bqqqqqqqmelon - takeover - carlson	43	44_twitter_musk_bqqqqqqqmelon_takeover
45	pedobilderberg - nederland - bodegraven - knevel - getuigen	42	45_pedobilderberg_nederland_bodegraven_knevel
46	mauii - hawaii - wildfires - bqqqqqqqmmaui - bqqqqqqqmdeepstate	42	46_mauii_hawaii_wildfires_bqqqqqqqmmaui
47	canada - queen - romanadidulo - hrh - allies	41	47_canada_queen_romanadidulo_hrh
48	ballots - arizona - senate - update - vaccinated	41	48_ballots_arizona_senate_update
49	tunnels - beneath - jerusalem - blackwater - bqqqqqqqmdumbs	41	49_tunnels_beneath_jerusalem_blackwater
50	contaminants - bqqqqqqqmdetoxification - fluoride - bottled - sugar	40	50_contaminants_bqqqqqqqmdetoxification_fluoride_bottled
51	micheal - jaco - unleashing - state - wwiii	40	51_micheal_jaco_unleashing_state
52	abortions - overturned - ginsburg - abolishing - firebombing	40	52_abortions_overturned_ginsburg_abolishing
53	melania - flotus - president - beautiful - god	39	53_melania_flotus_president_beautiful
54	scriptures - ignoring - holiness - evildoers - judah	38	54_scriptures_ignoring_holiness_evildoers
55	russiagate - mueller - collusion - whistleblower - perjury	38	55_russiagate_mueller_collusion_whistleblower
56	wildfires - explosions - waldbranden - bqqqqqqqmalgeria - ausbruch	37	56_wildfires_explosions_waldbranden_bqqqqqqqmalgeria
57	awakening - apocalypse - nibiru - timeline - archangel	37	57_awakening_apocalypse_nibiru_timeline
58	patriot - awakening - thanqqq - subscribers - 474	37	58_patriot_awakening_thanqqq_subscribers
59	trump - rushmore - maralago - june - speakers	37	59_trump_rushmore_maralago_june
60	tranny - dolly - men - actors - estrogen	36	60_tranny_dolly_men_actors
61	tesla - prius - automakers - driverless - renewables	36	61_tesla_prius_automakers_driverless
62	mandates - vaccine - eeoc - exempt - medicare	36	62_mandates_vaccine_eeoc_exempt
63	beautiful - 5d - rising - lives - hello	36	63_beautiful_5d_rising_lives
64	hydroxchloroquine - ivermectin - detoxify - serrapeptase - quercetin	36	64_hydroxchloroquine_ivermectin_detoxify_serrapeptase
65	fenbendazole - dewormer - detox - tippens - fish	35	65_fenbendazole_dewormer_detox_tippens
66	thanqqq - members - bless - conservative - 41	35	66_thanqqq_members_bless_conservative
67	parasites - demons - everyone - heal - brothers	34	67_parasites_demons_everyone_heal
68	maersk - suez - romania_evergreen - container - trafficked	33	68_maersk_suez_romania_evergreen_container
69	oldies - patriot - greatest - aerosmith - 1970s	33	69_oldies_patriot_greatest_aerosmith
70	blessings - nsa - president - melania - flotus	33	70_blessings_nsa_president_melania
71	censorship - snowden - zuckerberg - parler - fcc	33	71_censorship_snowden_zuckerberg_parler
72	chemtrails - bqqqqqqqmgeo - meteorologists - flightradar24 - cloud	32	72_chemtrails_bqqqqqqqmgeo_meteorologists_flightradar24
73	hoodies - bqqm - webshop - q22022021q - new	32	73_hoodies_bqqm_webshop_q22022021q
74	patriot - welcome - thanqqq - channel - 700	31	74_patriot_welcome_thanqqq_channel
75	qnewsofficialtv - toegangskaarten - nieuwe - belgie - locatie	30	75_qnewsofficialtv_toegangskaarten_nieuwe_belgie
76	documentaries - bitchute - uncovering - vaxx - 2022	30	76_documentaries_bitchute_uncovering_vaxx
77	ballots - michigan - fraudulent - switched - testified	30	77_ballots_michigan_fraudulent_switched
78	channel - wwg - qanon - patriots - news	30	78_channel_wwg_qanon_patriots
79	cloningthe - bqqqqqqqmcloning - humanoids - womb - implanted	29	79_cloningthe_bqqqqqqqmcloning_humanoids_womb
80	tucker - cnn - propagandists - unvaxxed - lunatic	29	80_tucker_cnn_propagandists_unvaxxed
81	bqqqm - patriot - hoodies - 1776 - webshop	28	81_bqqqm_patriot_hoodies_1776
82	pompeo - khashoggi - tweeted - q8 - decode	27	82_pompeo_khashoggi_tweeted_q8
83	tataria - empire - prophecies - cathedrals - westinghouse	27	83_tataria_empire_prophecies_cathedrals
84	petrodollar - shortages - hydroelectric - diesel - catastrophic	27	84_petrodollar_shortages_hydroelectric_diesel
85	songsbest - warbest - vietnam - patriot - 60s	26	85_songsbest_warbest_vietnam_patriot
86	prayers - marcus - today - psalm - verse	26	86_prayers_marcus_today_psalm
87	reptilians - clones - shapeshifter - vril - hd	26	87_reptilians_clones_shapeshifter_vril
88	fenbendazole - parasites - dewormer - mycotoxin - intracellular	25	88_fenbendazole_parasites_dewormer_mycotoxin
89	deepstates - pompeo - washington - inauguration - jan	25	89_deepstates_pompeo_washington_inauguration
90	covid - rothschild - nanobots - bqqqqqqqmfake - falsify	25	90_covid_rothschild_nanobots_bqqqqqqqmfake
91	khazarians - illuminati - pope - oligarchs - warburgs	25	91_khazarians_illuminati_pope_oligarchs
92	fauci - globalists - lockdowns - deadly - mandated	25	92_fauci_globalists_lockdowns_deadly
93	patriot - oldies - vietnam - greatest - playlist	24	93_patriot_oldies_vietnam_greatest
94	currencies - treasury - silver - bqqqqqqqmbanned - frn	24	94_currencies_treasury_silver_bqqqqqqqmbanned
95	fenbendazole - dewormer - spirochetes - alzheimer - fetuses	24	95_fenbendazole_dewormer_spirochetes_alzheimer
96	fenbendazole - parasites - leukemia - tippins - eradicated	23	96_fenbendazole_parasites_leukemia_tippins
97	nederland - verplichte - koning - politie - niemand	23	97_nederland_verplichte_koning_politie
98	flynn - traitor - lindell - brainwashed - liberals	23	98_flynn_traitor_lindell_brainwashed
99	trafficking - freedommilitary - filmtrailer - grossed - july	23	99_trafficking_freedommilitary_filmtrailer_grossed
100	bqqqqqqqmmichael - bqqqqqqqmwake - bqqqqqqqmpatriot - bqqqqqqqmfamily - bqqqqqqqmmonsters	22	100_bqqqqqqqmmichael_bqqqqqqqmwake_bqqqqqqqmpatriot_bqqqqqqqmfamily
101	ww3 - mossad - starlink - blackout - codemonkeyz	22	101_ww3_mossad_starlink_blackout
102	reichstag - berlin - friedensvertrag - patrioten - nicht	21	102_reichstag_berlin_friedensvertrag_patrioten
103	parasites - ivermectin - lyme - fenbendazole - goats	21	103_parasites_ivermectin_lyme_fenbendazole
104	yangtze - tiananmen - floods - chongqing - henan	21	104_yangtze_tiananmen_floods_chongqing
105	bless - nsa - melania - president - patriot	21	105_bless_nsa_melania_president
106	trump - bqqqqqqqmpresident - maga - greatest - goodyear	21	106_trump_bqqqqqqqmpresident_maga_greatest
107	nesara - treasury - irs - abolishes - jubilee	21	107_nesara_treasury_irs_abolishes
108	troops - march - germany - missile - transported	20	108_troops_march_germany_missile
109	ukraine - putin - nato - pentagon - mi6	20	109_ukraine_putin_nato_pentagon
110	brics - dollarization - sanctions - russia - rubles	20	110_brics_dollarization_sanctions_russia

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