MARTINI_enrich_BERTopic_candlesinthenight

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_candlesinthenight")

topic_model.get_topic_info()

Topic overview

• Number of topics: 145
• Number of training documents: 22892

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	donald - patriots - tweet - ballots - 2020	20	-1_donald_patriots_tweet_ballots
0	desantis - romney - governors - desanctimonious - voted	14610	0_desantis_romney_governors_desanctimonious
1	bodycam - shootings - antifa - officers - taser	261	1_bodycam_shootings_antifa_officers
2	ukraine - donetsk - mariupol - zelenskyy - volodymyr	244	2_ukraine_donetsk_mariupol_zelenskyy
3	faith - miracles - satan - bible - always	226	3_faith_miracles_satan_bible
4	fbi - insurrectionists - pelosi - carlson - informant	195	4_fbi_insurrectionists_pelosi_carlson
5	jpmorgan - epstein - billionaire - 290million - ghislaine	170	5_jpmorgan_epstein_billionaire_290million
6	prayers - clots - healed - brother - icu	166	6_prayers_clots_healed_brother
7	republicans - impeachment - mccarthy - committees - newhouse	154	7_republicans_impeachment_mccarthy_committees
8	biden - joey - inauguration - donmeswitwomenofmericalessuwannagetthebenefit - dammmmm	149	8_biden_joey_inauguration_donmeswitwomenofmericalessuwannagetthebenefit
9	georgia - lawyers - whistleblower - dismissed - freekyleusa	145	9_georgia_lawyers_whistleblower_dismissed
10	flynn - prayer - archangel - michael - redstatetalkradio	142	10_flynn_prayer_archangel_michael
11	hannity - newsmax - interviewed - president - klowdtv	129	11_hannity_newsmax_interviewed_president
12	trumpo - mnuchin - lunatics - kristie - ahhhhhhhhh	117	12_trumpo_mnuchin_lunatics_kristie
13	cnn - carlson - murdoch - timewarner - shareholder	116	13_cnn_carlson_murdoch_timewarner
14	taiwan - pompeo - apec - xiaoping - weibo	116	14_taiwan_pompeo_apec_xiaoping
15	tweets - fbi - misinformation - blacklists - slack	112	15_tweets_fbi_misinformation_blacklists
16	georgenews - zoomgov - 2021 - teleprompter - 45pm	109	16_georgenews_zoomgov_2021_teleprompter
17	illegals - deportation - migrant - reynosa - border	101	17_illegals_deportation_migrant_reynosa
18	dan - scavino - retweeted - 17am - booooooooooooooooom	96	18_dan_scavino_retweeted_17am
19	maricopa - ballots - auditors - subpoenaed - counties	95	19_maricopa_ballots_auditors_subpoenaed
20	pfizer - vaccinate - cdc - 125742_s1_m5_crf_c4591001 - pages	92	20_pfizer_vaccinate_cdc_125742_s1_m5_crf_c4591001
21	clinton - mueller - spygate - dossier - danchenko	89	21_clinton_mueller_spygate_dossier
22	lindelltv - mike - videolink - frankspeech - netstumbler	88	22_lindelltv_mike_videolink_frankspeech
23	fauci - bioterrorism - coronaviruses - darpa - usaid	87	23_fauci_bioterrorism_coronaviruses_darpa
24	unvaxed - nsw - lockdown - frederiksen - mandatory	86	24_unvaxed_nsw_lockdown_frederiksen
25	trumps - prosecutors - indicted - travesty - manhattan	84	25_trumps_prosecutors_indicted_travesty
26	arrests - polk - grady - pornography - abused	83	26_arrests_polk_grady_pornography
27	qanon - qr - greatawakening - posts - decoding	77	27_qanon_qr_greatawakening_posts
28	davos - climate - alarmist - dictatorships - globalized	76	28_davos_climate_alarmist_dictatorships
29	night - blessed - everything - unshakable - hey	74	29_night_blessed_everything_unshakable
30	chats - 10pm - voice - friday - live	74	30_chats_10pm_voice_friday
31	freedom - allegiance - fightback - traitors - reagan	73	31_freedom_allegiance_fightback_traitors
32	psalm - nebuchadnezzar - shadrach - isaiah - righteous	71	32_psalm_nebuchadnezzar_shadrach_isaiah
33	republican - votes - mccormick - fetterman - leads	71	33_republican_votes_mccormick_fetterman
34	donald - staten - 2021 - 45th - july	71	34_donald_staten_2021_45th
35	qanon - traffickers - ballard - rescued - sound	71	35_qanon_traffickers_ballard_rescued
36	georgia - ballots - falsified - raffensperger - scanned	70	36_georgia_ballots_falsified_raffensperger
37	followers - mjtruth - retweets - hahahahahhah - rejoin	69	37_followers_mjtruth_retweets_hahahahahhah
38	prayer - satan - heavenly - amen - forgive	68	38_prayer_satan_heavenly_amen
39	vaers - myocarditis - unvaccinated - strokes - miscarriages	68	39_vaers_myocarditis_unvaccinated_strokes
40	jamesokeefe - whistleblower - americanmuckraker - veritastips - peoject	67	40_jamesokeefe_whistleblower_americanmuckraker_veritastips
41	fbi - melania - raided - documents - unsealed	67	41_fbi_melania_raided_documents
42	gasoline - bidenflation - prices - utah - mile	66	42_gasoline_bidenflation_prices_utah
43	ukraine - appropriations - billion - taxpayers - yellen	65	43_ukraine_appropriations_billion_taxpayers
44	trudeau - tucker - thegatewaypundit - convoy - protesters	64	44_trudeau_tucker_thegatewaypundit_convoy
45	derailment - spills - ohio - hazardous - propylene	63	45_derailment_spills_ohio_hazardous
46	afghanistan - terrorists - amrullah - donald - surrender	62	46_afghanistan_terrorists_amrullah_donald
47	musk - twitterverse - omega - shadowbanned - shatner	62	47_musk_twitterverse_omega_shadowbanned
48	fetterman - oprah - impeaching - democrat - candidates	62	48_fetterman_oprah_impeaching_democrat
49	ivermectin - hydroxychloroquine - remdesivir - antidote - fenbendazole	61	49_ivermectin_hydroxychloroquine_remdesivir_antidote
50	blackpilling - everyone - channel - welcome - maqeveli	61	50_blackpilling_everyone_channel_welcome
51	republicans - scgop - carolina - mckissick - chairman	61	51_republicans_scgop_carolina_mckissick
52	bidenlaptopemails - clancy - hooker - scandal - kgb	61	52_bidenlaptopemails_clancy_hooker_scandal
53	plandemic - unvaccinated - ivermectin - indoctrinating - audited	60	53_plandemic_unvaccinated_ivermectin_indoctrinating
54	truthsocial - update - bots - wtaf - app	60	54_truthsocial_update_bots_wtaf
55	vaccine - pfizer - lockdowns - pepematters - poisoned	58	55_vaccine_pfizer_lockdowns_pepematters
56	vaccinated - fauci - scammers - diphtheria - whaaaaaaaaaaaaaaaaaaat	57	56_vaccinated_fauci_scammers_diphtheria
57	spammers - banned - channel - replies - sorrrryyy	57	57_spammers_banned_channel_replies
58	auditthevotepa - senators - harrisburg - petition - fax	55	58_auditthevotepa_senators_harrisburg_petition
59	pelosi - sfpd - sleezeball - drunk - nudist	55	59_pelosi_sfpd_sleezeball_drunk
60	wildfires - fema - evacuated - kelowna - hawaii	53	60_wildfires_fema_evacuated_kelowna
61	rally - newsmax - 7pm - airing - rewatch	52	61_rally_newsmax_7pm_airing
62	comey - snowden - federalized - nsa - soros	52	62_comey_snowden_federalized_nsa
63	trumper - vivek - candidates - rnc - goviralfg	50	63_trumper_vivek_candidates_rnc
64	arizona - gubernatorial - kelli - recount - judge	48	64_arizona_gubernatorial_kelli_recount
65	hurricanes - rain - cirrus - manipulating - sarasota	47	65_hurricanes_rain_cirrus_manipulating
66	night - faith - unshakeable - little - brightly	45	66_night_faith_unshakeable_little
67	wisvote - ballots - milwaukee - tabulators - zuckerberg	44	67_wisvote_ballots_milwaukee_tabulators
68	queen - diana - raven - sandringham - mi6	44	68_queen_diana_raven_sandringham
69	deltas - qdrop - july - dday - 2378713	44	69_deltas_qdrop_july_dday
70	sexualize - blowjobs - teachers - lgbtq - pornstache	43	70_sexualize_blowjobs_teachers_lgbtq
71	voting - california - newsom - cheated - welllll	41	71_voting_california_newsom_cheated
72	congressman - nebraska - endorsed - steve - carey	40	72_congressman_nebraska_endorsed_steve
73	soooooo - reposting - normies - tried - tineye	40	73_soooooo_reposting_normies_tried
74	mobilized - ng - preparedness - marines - fema	40	74_mobilized_ng_preparedness_marines
75	vid - youtube - rewatched - posted - click	39	75_vid_youtube_rewatched_posted
76	cryptocurrencies - hodl - officialsatoshi - bny - rupee	39	76_cryptocurrencies_hodl_officialsatoshi_bny
77	jokingly - sjokeyjoke - laughed - fartwell - tickled	39	77_jokingly_sjokeyjoke_laughed_fartwell
78	resigns - chancellor - parliamentary - brexit - javid	39	78_resigns_chancellor_parliamentary_brexit
79	transgender - minors - wyoming - obamacare - vetoed	38	79_transgender_minors_wyoming_obamacare
80	vaccine - mandate - scotusblog - employers - louisiana	38	80_vaccine_mandate_scotusblog_employers
81	bolsonaro - brasilia - janeiro - moraes - peruvian	37	81_bolsonaro_brasilia_janeiro_moraes
82	republicans - manchin - voted - earmarks - billion	36	82_republicans_manchin_voted_earmarks
83	1111 - synchronicity - uhhhhhhh - vibration - __hz	35	83_1111_synchronicity_uhhhhhhh_vibration
84	george - posted - graphica - 15pm - 2022	35	84_george_posted_graphica_15pm
85	fluoridated - cadmium - doritos - microplastics - unhealthy	35	85_fluoridated_cadmium_doritos_microplastics
86	hillary - comeback - evidently - 2016 - tweets	34	86_hillary_comeback_evidently_2016
87	vaccinations - eeoc - mandatory - exempt - hipaa	34	87_vaccinations_eeoc_mandatory_exempt
88	georgia - kemp - vernon - deputy - audit	33	88_georgia_kemp_vernon_deputy
89	mjtruthhomefront - covfefe - plandemic - 2022 - zelensky	33	89_mjtruthhomefront_covfefe_plandemic_2022
90	kanye - mkultra - celebrities - ricky - jews	33	90_kanye_mkultra_celebrities_ricky
91	george - headlines - chats - wwg - 55pm	33	91_george_headlines_chats_wwg
92	pandemics - h5n1 - deadlier - brussels - hopkins	33	92_pandemics_h5n1_deadlier_brussels
93	stocked - kroger - status - shortage - farmers	33	93_stocked_kroger_status_shortage
94	mcafee - deadman - countdown - killswitch - activated	32	94_mcafee_deadman_countdown_killswitch
95	texas - illegals - governor - federalizes - standoff	32	95_texas_illegals_governor_federalizes
96	stol - deleted - covfefe - impeached - 2023	31	96_stol_deleted_covfefe_impeached
97	hamas - gaza - israelis - ashkelon - missiles	31	97_hamas_gaza_israelis_ashkelon
98	telegram - messaged - signal - deactivated - unsubscribe	31	98_telegram_messaged_signal_deactivated
99	abortions - banning - mccorvey - enacted - ab2223	31	99_abortions_banning_mccorvey_enacted
100	gunmakers - militia - maryland - rulings - unconstitutional	30	100_gunmakers_militia_maryland_rulings
101	pontiff - vatican - benedict - basilica - vigano	30	101_pontiff_vatican_benedict_basilica
102	reelection - republican - wins - rubio - alabama	29	102_reelection_republican_wins_rubio
103	norad - airship - drones - balloon - hypersonic	29	103_norad_airship_drones_balloon
104	zuckerberg - whatapp - surveil - darpa - fakebook	29	104_zuckerberg_whatapp_surveil_darpa
105	musk - shareholders - twatter - acquisition - vanguard	29	105_musk_shareholders_twatter_acquisition
106	republicans - mcconnell - filibuster - senators - trillion	29	106_republicans_mcconnell_filibuster_senators
107	borders - tijuana - immigrant - smuggling - criminals	28	107_borders_tijuana_immigrant_smuggling
108	memorial - veterans - honor - blessings - liberty	28	108_memorial_veterans_honor_blessings
109	mj - illegals - netanyahu - 2023 - happenings	28	109_mj_illegals_netanyahu_2023
110	trafficked - whistleblower - adoptions - maltreatment - bama	28	110_trafficked_whistleblower_adoptions_maltreatment
111	lewinsky - whore - donna - carrol - defamed	27	111_lewinsky_whore_donna_carrol
112	pelosi - unconstitutionally - subpoena - january - newsflash	27	112_pelosi_unconstitutionally_subpoena_january
113	bidens - 40million - laundered - deposited - llc	27	113_bidens_40million_laundered_deposited
114	communist - khrushchev - goals - disarmament - infiltrate	27	114_communist_khrushchev_goals_disarmament
115	walmart - boycotting - businesses - blackrock - dunkin	27	115_walmart_boycotting_businesses_blackrock
116	hindenburg - hitler - brainwashing - wolff - lifeboat	26	116_hindenburg_hitler_brainwashing_wolff
117	bullion - dollar - rubles - sterling - revalued	26	117_bullion_dollar_rubles_sterling
118	goodnight - blessed - 4am - sunday - birthday	26	118_goodnight_blessed_4am_sunday
119	hey - tomorrow - busy - missed - hopefully	26	119_hey_tomorrow_busy_missed
120	suez - maersk - tugboats - blockade - container	25	120_suez_maersk_tugboats_blockade
121	swimmers - transgender - athlete - ncaa - disqualified	25	121_swimmers_transgender_athlete_ncaa
122	actblue - donations - earmarks - laundering - schwarzman	25	122_actblue_donations_earmarks_laundering
123	planecrash - flightradar - bomber - northrop - f35	25	123_planecrash_flightradar_bomber_northrop
124	vibes - good - cutest - gif - smiling	25	124_vibes_good_cutest_gif
125	night - faith - alright - unshakable - woooooooooo	24	125_night_faith_alright_unshakable
126	maricopa - auditors - tampered - cyber - password	24	126_maricopa_auditors_tampered_cyber
127	linwoodspeakstruth - redeemed - pastor - david - caroline	24	127_linwoodspeakstruth_redeemed_pastor_david
128	lockdowns - beijing - sichuan - luzhou - urumqi	24	128_lockdowns_beijing_sichuan_luzhou
129	blessings - prayer - thankful - verses - sunday	24	129_blessings_prayer_thankful_verses
130	spacex - satellites - missile - huntsville - cyberattacks	24	130_spacex_satellites_missile_huntsville
131	defcon - arrest - inauguration - broadcast - resignations	23	131_defcon_arrest_inauguration_broadcast
132	george - chats - posted - unshakable - 2022	23	132_george_chats_posted_unshakable
133	speaker - gop - livestream - delegates - 5pm	23	133_speaker_gop_livestream_delegates
134	trumpers - gabbard - mike - nominee - overturned	23	134_trumpers_gabbard_mike_nominee
135	georgetb - today - images - 48pm - 2094	22	135_georgetb_today_images_48pm
136	ufos - alienleaks - mothership - nordstream - reconnaissance	22	136_ufos_alienleaks_mothership_nordstream
137	handsome - loves - wooooo - husband - patriot	21	137_handsome_loves_wooooo_husband
138	ncov - swabs - test - contagious - diagnosed	21	138_ncov_swabs_test_contagious
139	explosion - refinery - pemex - louisiana - hazmat	21	139_explosion_refinery_pemex_louisiana
140	died - myocarditis - vaccinated - stroke - moussa	21	140_died_myocarditis_vaccinated_stroke
141	ballots - pennsylvania - countywide - scanned - undelivered	21	141_ballots_pennsylvania_countywide_scanned
142	wikileaks - pompeo - extradited - julian - assassinate	20	142_wikileaks_pompeo_extradited_julian
143	milley - mattis - repdonaldspress - soleimani - treasonous	20	143_milley_mattis_repdonaldspress_soleimani

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