MARTINI_enrich_BERTopic_FREEDOMFIGHTERSWW

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_FREEDOMFIGHTERSWW")

topic_model.get_topic_info()

Topic overview

• Number of topics: 161
• Number of training documents: 24423

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	potus - everything - russia - news - awakening	20	-1_potus_everything_russia_news
0	bankrupted - fdic - petrodollar - zimbabwe - binance	15360	0_bankrupted_fdic_petrodollar_zimbabwe
1	twitter - shadowbanning - musk - desantis - misinformation	380	1_twitter_shadowbanning_musk_desantis
2	traffickers - malaysia - europol - philippine - hotline	356	2_traffickers_malaysia_europol_philippine
3	russiagate - clinton - dnc - msnbc - danchenko	185	3_russiagate_clinton_dnc_msnbc
4	bioweapons - russia - dnipropetrovsk - pentagon - laboratories	170	4_bioweapons_russia_dnipropetrovsk_pentagon
5	australians - vaccinated - afl - public_afa_channel - firefighters	165	5_australians_vaccinated_afl_public_afa_channel
6	netherlands - nijmegen - apeldoorn - hengelo - rabobank	162	6_netherlands_nijmegen_apeldoorn_hengelo
7	quakes - epicenter - kilauea - panama - 2023	143	7_quakes_epicenter_kilauea_panama
8	gaza - netanyahu - hezbollah - ashkelon - merkava	136	8_gaza_netanyahu_hezbollah_ashkelon
9	pyramids - megaliths - anunnakiworld - ptah - baalbek	132	9_pyramids_megaliths_anunnakiworld_ptah
10	extraterrestrials - nasa - galactic - ganymede - zvezda	131	10_extraterrestrials_nasa_galactic_ganymede
11	welp - memesavages - goodbye - reshare - subscribers	131	11_welp_memesavages_goodbye_reshare
12	trafficked - whistleblower - multibillion - hhs - tara	121	12_trafficked_whistleblower_multibillion_hhs
13	generals - flynn - psywar - platoon - airborne	121	13_generals_flynn_psywar_platoon
14	wisdom - courage - verses - always - survive	113	14_wisdom_courage_verses_always
15	vaccine - janssen - cardiologist - mccullough - guillain	108	15_vaccine_janssen_cardiologist_mccullough
16	queen - royal - buckingham - crowned - elizabeth	106	16_queen_royal_buckingham_crowned
17	rothschild - khazarians - pope - hitler - mossad	103	17_rothschild_khazarians_pope_hitler
18	illuminati - luciferian - baphomet - freemasons - pentagram	100	18_illuminati_luciferian_baphomet_freemasons
19	paedophiles - nsw - queensland - accused - adelaide	100	19_paedophiles_nsw_queensland_accused
20	australians - commonwealth - referendum - citizenship - socialists	100	20_australians_commonwealth_referendum_citizenship
21	freedom - hollywood - caviezel - traffickers - adrenochrome	100	21_freedom_hollywood_caviezel_traffickers
22	freedomfightersww - 1wga - hunted - nightstalkers - spetsnaz	97	22_freedomfightersww_1wga_hunted_nightstalkers
23	bidenlaptopreport - leaked - pornhub - hereshunter - screenshots	95	23_bidenlaptopreport_leaked_pornhub_hereshunter
24	bolsonaro - favelas - janeiro - minas - pdvsa	93	24_bolsonaro_favelas_janeiro_minas
25	australianrain - floods - thunderstorm - warragamba - torrential	92	25_australianrain_floods_thunderstorm_warragamba
26	trudeau - realcanadiannews - justizminister - convoy - khalistani	90	26_trudeau_realcanadiannews_justizminister_convoy
27	epstein - rothschild - mossad - megadonor - blackmail	88	27_epstein_rothschild_mossad_megadonor
28	australiaoneparty - bosi - bunbury - qantas - update	86	28_australiaoneparty_bosi_bunbury_qantas
29	protesters - london - hamas - independentnationalistnetwork - vandalisation	85	29_protesters_london_hamas_independentnationalistnetwork
30	pelosi - tucker - insurrection - bodycam - january	84	30_pelosi_tucker_insurrection_bodycam
31	globalists - unesco - wefreports - geneva - verschworungstheorie	84	31_globalists_unesco_wefreports_geneva
32	trump - federalize - insurrection - miller - january	79	32_trump_federalize_insurrection_miller
33	trannytifa - mtf - misgender - gaybc - transrasovych	76	33_trannytifa_mtf_misgender_gaybc
34	constitution - sovereign - statutes - attornies - incorporated	75	34_constitution_sovereign_statutes_attornies
35	comey - impeachment - fisa - counterintelligence - unredacted	75	35_comey_impeachment_fisa_counterintelligence
36	mealworms - cannibalism - superfood - beef - vet	72	36_mealworms_cannibalism_superfood_beef
37	patriotos - vamonooooooooooooooooos - friiiiiiidayyyyyyyy - feliz - hello	72	37_patriotos_vamonooooooooooooooooos_friiiiiiidayyyyyyyy_feliz
38	mofa_taiwan - invading - pelosi - ww3 - xiamen	70	38_mofa_taiwan_invading_pelosi_ww3
39	pfizer - vaxxing - 125742_s1_m5_crf_c4591001 - pages - 2021	69	39_pfizer_vaxxing_125742_s1_m5_crf_c4591001_pages
40	paedophile - crimestoppers - abused - convicted - rochdale	69	40_paedophile_crimestoppers_abused_convicted
41	trump - tyrants - newsweek - mussolini - rettruthed	68	41_trump_tyrants_newsweek_mussolini
42	zealanders - trudeau - jacinda - merkel - _queen	68	42_zealanders_trudeau_jacinda_merkel
43	telegram - blocked - scammers - bots - spam	65	43_telegram_blocked_scammers_bots
44	fbi - donald - declassified - breitbart - hurricane	63	44_fbi_donald_declassified_breitbart
45	electromagnetic - electricity - edison - watt - hydrogen	62	45_electromagnetic_electricity_edison_watt
46	biden - bribery - vice - gongwen - cefc	62	46_biden_bribery_vice_gongwen
47	hilary - clintons - rumored - witch - podestagroup	60	47_hilary_clintons_rumored_witch
48	floods - downpour - disaster_news - hailstorms - jeddah	60	48_floods_downpour_disaster_news_hailstorms
49	nazification - ukrainians - freikorpsare - azov - mujahideen	59	49_nazification_ukrainians_freikorpsare_azov
50	russia - gazprom - sanctions - sabotage - stream	59	50_russia_gazprom_sanctions_sabotage
51	usairforce - stratotankers - planes - midway - heli	57	51_usairforce_stratotankers_planes_midway
52	grasshopper - tweeting - impostors - gooooooooooooooo - 1d2h43m	57	52_grasshopper_tweeting_impostors_gooooooooooooooo
53	brigade - armycyber - sgt - zarqawi - ghosts	55	53_brigade_armycyber_sgt_zarqawi
54	illegals - tamaulipas - reynosa - sicarios - border	55	54_illegals_tamaulipas_reynosa_sicarios
55	ballots - lindell - michigan - fraudulent - 2000mules	54	55_ballots_lindell_michigan_fraudulent
56	scotus - abortions - mccorvey - overturning - repealed	54	56_scotus_abortions_mccorvey_overturning
57	cyberattacks - thecyberexpress - killnet - ddosecrets - mandiant	54	57_cyberattacks_thecyberexpress_killnet_ddosecrets
58	live - evolvenetwork - chats - 7pm - craniosacral	53	58_live_evolvenetwork_chats_7pm
59	arizona - ballots - karrin - governor - fraudulently	52	59_arizona_ballots_karrin_governor
60	plasmids - vaccinated - mrna - injection - chromosome	52	60_plasmids_vaccinated_mrna_injection
61	австралиицы - россииского - протеста - посольства - sydney	52	61_австралиицы_россииского_протеста_посольства
62	paleo - venison - offal - delicious - turmeric	51	62_paleo_venison_offal_delicious
63	qanonlivestream - update - ukraine - wwg - bioweapon	51	63_qanonlivestream_update_ukraine_wwg
64	qurrent - channel - commies - fqqked - fucks	50	64_qurrent_channel_commies_fqqked
65	lockdowns - chinas - shenzhen - changzhou - tencent	48	65_lockdowns_chinas_shenzhen_changzhou
66	reignitedemocracyaustralia - victoria - frydenberg - daniel - dictator	47	66_reignitedemocracyaustralia_victoria_frydenberg_daniel
67	srilanka - gotabaya - resign - president - protesters	46	67_srilanka_gotabaya_resign_president
68	manitoba - trafficking - toronto - sudbury - hotline	45	68_manitoba_trafficking_toronto_sudbury
69	hs1jq13jv6 - qresearch - drops - 2020 - 2633643	45	69_hs1jq13jv6_qresearch_drops_2020
70	rapture - forever - vvorldvvide - d4rkness - alice	45	70_rapture_forever_vvorldvvide_d4rkness
71	adrenochrome - hallucinogen - synthetically - immortality - niacin	44	71_adrenochrome_hallucinogen_synthetically_immortality
72	qubits - starlink - blockchain - basedtelecom - gigabit	42	72_qubits_starlink_blockchain_basedtelecom
73	mariupol - rtrdonetsk - azovstal - battalions - russischen	41	73_mariupol_rtrdonetsk_azovstal_battalions
74	anons - soliders - hugs - grateful - salute	41	74_anons_soliders_hugs_grateful
75	yahweh - disciples - jehoshaphat - prophesy - righteousness	41	75_yahweh_disciples_jehoshaphat_prophesy
76	donetsk - kakhovka - zaporozhye - howitzers - baryshevka	41	76_donetsk_kakhovka_zaporozhye_howitzers
77	tucker - carlson - maddow - nixon - qanons	40	77_tucker_carlson_maddow_nixon
78	monkeypox - adenovirus - chimp - transmitted - truthseekerschatgroup	40	78_monkeypox_adenovirus_chimp_transmitted
79	pyongyang - missile - nuclear - punggye - test	40	79_pyongyang_missile_nuclear_punggye
80	8chan - cbbofotczs - 2018 - hannity - 3284775	39	80_8chan_cbbofotczs_2018_hannity
81	geoengineeringwatch - haarp - ionosphere - tornadoes - manipulate	39	81_geoengineeringwatch_haarp_ionosphere_tornadoes
82	kanye - yiannopoulos - mkultra - marley - chappelle	39	82_kanye_yiannopoulos_mkultra_marley
83	ireland - mullingar - drogheda - rioters - migrant	38	83_ireland_mullingar_drogheda_rioters
84	shoigu - sievierodonetsk - russiaslogan - yevkurov - blagoveshchenskaya	37	84_shoigu_sievierodonetsk_russiaslogan_yevkurov
85	patriots - qposts - tomorrow - awesome - guys	37	85_patriots_qposts_tomorrow_awesome
86	explosion - refinery - firefighters - flames - cannock	36	86_explosion_refinery_firefighters_flames
87	2melbourne - protesters - canberra - amnesty - palaszczuk	36	87_2melbourne_protesters_canberra_amnesty
88	freedomfighters - newsinfo - wwg - subscribed - operationneptune	36	88_freedomfighters_newsinfo_wwg_subscribed
89	ivermectin - hydroxychloroquine - antidote - quercetin - nebulize	36	89_ivermectin_hydroxychloroquine_antidote_quercetin
90	vaxxed - tested - netanyahu - kamala - positive	36	90_vaxxed_tested_netanyahu_kamala
91	captkyle - patriots - podcast - fivesistasaustralia - 7pm	36	91_captkyle_patriots_podcast_fivesistasaustralia
92	arrests - trafficking - deputies - prostitute - texarkana	36	92_arrests_trafficking_deputies_prostitute
93	derailment - hazmat - dioxins - spills - chernobyl	35	93_derailment_hazmat_dioxins_spills
94	australia - totalitarian - parliaments - vaxxers - malcolm	35	94_australia_totalitarian_parliaments_vaxxers
95	truthers - normie - subverted - smarter - fascinating	35	95_truthers_normie_subverted_smarter
96	delta - qdrop - tqday - 2964345 - millisecond	34	96_delta_qdrop_tqday_2964345
97	canberra - karratha - uluru - tunnels - draconian	34	97_canberra_karratha_uluru_tunnels
98	trumplive - presidente - wheretowatch - 4pm - tonight	34	98_trumplive_presidente_wheretowatch_4pm
99	september - solstice - 24th - gregorian - sagittarius	34	99_september_solstice_24th_gregorian
100	alerts - test - fema - phone - beeps	33	100_alerts_test_fema_phone
101	wikileaks - extradition - imprison - julian - belmarsh	33	101_wikileaks_extradition_imprison_julian
102	collider - atlantis - conspiracies - tetraquark - physicists	33	102_collider_atlantis_conspiracies_tetraquark
103	jfk - zapruder - hitler - assassinated - marilyn	32	103_jfk_zapruder_hitler_assassinated
104	ecuador - protests - imbabura - podgorica - anonymecitoyen	32	104_ecuador_protests_imbabura_podgorica
105	subterranean - bunkers - tunnels - tonopah - wieliczka	31	105_subterranean_bunkers_tunnels_tonopah
106	deleted - pepe - paywall - youtube - retweet	31	106_deleted_pepe_paywall_youtube
107	iran - airstrikes - hezbollah - khameni - drone	31	107_iran_airstrikes_hezbollah_khameni
108	5g - covfefe - mmwave - cobalt - telefonu	31	108_5g_covfefe_mmwave_cobalt
109	spaceforce - freethewillpatriots - pentagram - keystone - ussf_starcom	30	109_spaceforce_freethewillpatriots_pentagram_keystone
110	qposts - day - relevant - asked - wwi	30	110_qposts_day_relevant_asked
111	biden - gasoline - crude - inflation - surged	30	111_biden_gasoline_crude_inflation
112	imran - islamabad - shahbaz - zindabad - protestors	30	112_imran_islamabad_shahbaz_zindabad
113	flightaware - ryanair - cancellations - snowpocalypse - southwest	30	113_flightaware_ryanair_cancellations_snowpocalypse
114	riots - marseille - gendarmerie - rennes - antifas	30	114_riots_marseille_gendarmerie_rennes
115	draghi - italie - luglio - protesta - coglioni	29	115_draghi_italie_luglio_protesta
116	antarctica - continents - map - equator - meru	29	116_antarctica_continents_map_equator
117	fauci - mhra - subpoena - documenti - direttore	29	117_fauci_mhra_subpoena_documenti
118	tornadoes - hurricaneian - noaa - landfall - alabama	29	118_tornadoes_hurricaneian_noaa_landfall
119	macron - philippe - citoyen - parliament - theeuropenews	28	119_macron_philippe_citoyen_parliament
120	qperation - psyop - sedition - disinformation - alliance	28	120_qperation_psyop_sedition_disinformation
121	jfkjr - crash - 1999 - carolyn - realuniversalnews	28	121_jfkjr_crash_1999_carolyn
122	maunakea - hawaii - lahaina - fires - kihei	28	122_maunakea_hawaii_lahaina_fires
123	cnn - terrorists - idiots - panicking - bqqqqqm	27	123_cnn_terrorists_idiots_panicking
124	prestuxnet - the_floor_is_ours - the_hunter_becomes_the_hunted - thisvvall - eration_fuck_around_find_qut	27	124_prestuxnet__the_floor_is_ours___the_hunter_becomes_the_hunted__thisvvall
125	satanist - pentagrams - abramovich - summoning - gaga	27	125_satanist_pentagrams_abramovich_summoning
126	slaughterbots - darpa - chatgpt - armaggedon - robot	27	126_slaughterbots_darpa_chatgpt_armaggedon
127	worldcouncilforhealth - lockdowns - sovereignty - stopthewho - counterspinmedia	27	127_worldcouncilforhealth_lockdowns_sovereignty_stopthewho
128	molestation - felonies - convicted - manhunt - cumberland	27	128_molestation_felonies_convicted_manhunt
129	ghislaine - convicted - epstein - prosecutors - maximum	27	129_ghislaine_convicted_epstein_prosecutors
130	balenciaga - kardashian - mannequins - paedophilia - sandi	26	130_balenciaga_kardashian_mannequins_paedophilia
131	qanon - answers - fedboi - tricked - echelon	26	131_qanon_answers_fedboi_tricked
132	biden - fell - bumbling - bicycle - stopped	26	132_biden_fell_bumbling_bicycle
133	zuckerberg - facebooks - metaverse - truthgroup - sanctions	26	133_zuckerberg_facebooks_metaverse_truthgroup
134	guns - newsom - kaboom - unconstitutional - stabbing	26	134_guns_newsom_kaboom_unconstitutional
135	crashed - marines - warplane - medevac - malaysia	25	135_crashed_marines_warplane_medevac
136	trafficked - chhattisgarh - haryana - kamrup - gurgaon	25	136_trafficked_chhattisgarh_haryana_kamrup
137	lightnings - tornadoes - plasma - skies - meteorological	25	137_lightnings_tornadoes_plasma_skies
138	snowden - 4chan - ms13 - shareholders - 14813648	25	138_snowden_4chan_ms13_shareholders
139	ships - tanker - suez - stuck - baltimore	24	139_ships_tanker_suez_stuck
140	lightworker - ascended - agirlintheuniverse - equinox - wholeness	24	140_lightworker_ascended_agirlintheuniverse_equinox
141	eu - impfungen - parlament - piloten - astrazeneca	24	141_eu_impfungen_parlament_piloten
142	rodriguez - savin - newsom - victoryofthelight - thetruthseekerschannel	24	142_rodriguez_savin_newsom_victoryofthelight
143	mkultra - brainwash - hypnotizes - electroconvulsive - experiments	24	143_mkultra_brainwash_hypnotizes_electroconvulsive
144	fence - capitol - scaffolding - 4ft - hallway	24	144_fence_capitol_scaffolding_4ft
145	nsw - mygovid - yubikeys - credential - centralised	24	145_nsw_mygovid_yubikeys_credential
146	trump - qfirmation - reposting - q1257 - squall	23	146_trump_qfirmation_reposting_q1257
147	propaganda - patrioticswitch - potus_russia - dominate - _why	23	147_propaganda_patrioticswitch_potus_russia_dominate
148	lampedusa - migrants - invaded - deported - tunisia	23	148_lampedusa_migrants_invaded_deported
149	nasa_hoax - globe - flying - nonrotating - curvature	23	149_nasa_hoax_globe_flying_nonrotating
150	guidestones - georgia - stonehenge - monument - destroyed	23	150_guidestones_georgia_stonehenge_monument
151	truthsocial - tweet - nunes - launching - rightforge	23	151_truthsocial_tweet_nunes_launching
152	wildfires - alberta - kelowna - yellowknife - evacuated	23	152_wildfires_alberta_kelowna_yellowknife
153	illegals - calais - dunkirk - ferried - heathrow	22	153_illegals_calais_dunkirk_ferried
154	kennedy2024 - robert - plaintiff - jnr - bubble	21	154_kennedy2024_robert_plaintiff_jnr
155	pizzagate - podesta - james - alefantis - joinchrisnow	21	155_pizzagate_podesta_james_alefantis
156	anzac - freedomfighters - kennedyz - druze - spies	21	156_anzac_freedomfighters_kennedyz_druze
157	troveranno - possiamo - resistiamo - udienza - iniziato	20	157_troveranno_possiamo_resistiamo_udienza
158	obamas - michelle - tranny - illinois - larry	20	158_obamas_michelle_tranny_illinois
159	putin - globalist - vladimir - totalitarianism - novosti	20	159_putin_globalist_vladimir_totalitarianism

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