MARTINI_enrich_BERTopic_SicilianGorillian2

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_SicilianGorillian2")

topic_model.get_topic_info()

Topic overview

• Number of topics: 91
• Number of training documents: 13362

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	biden - migrants - arrested - hamas - texas	20	-1_biden_migrants_arrested_hamas
0	blacks - racists - naacp - whiteness - melanin	8570	0_blacks_racists_naacp_whiteness
1	transgenderism - minors - doctors - detransitioned - hormones	236	1_transgenderism_minors_doctors_detransitioned
2	fbi - insurrection - pelosi - january - footage	178	2_fbi_insurrection_pelosi_january
3	gunshots - swat - arrests - lewiston - killed	135	3_gunshots_swat_arrests_lewiston
4	lampedusa - mussolini - milan - deportations - austria	130	4_lampedusa_mussolini_milan_deportations
5	sinaloa - tamaulipas - cartel - zacatecas - sicario	128	5_sinaloa_tamaulipas_cartel_zacatecas
6	teachers - lgbtqi - superintendent - indoctrinating - blackface	113	6_teachers_lgbtqi_superintendent_indoctrinating
7	epstein - ghislaine - jpmorgan - blackmail - billionaire	112	7_epstein_ghislaine_jpmorgan_blackmail
8	massachusetts - mbta - mayor - sanctuary - 7news	106	8_massachusetts_mbta_mayor_sanctuary
9	unvaxxed - vaccinate - pfizer - ivermectin - injected	99	9_unvaxxed_vaccinate_pfizer_ivermectin
10	petrodollar - currencies - bullion - greenback - yuan	98	10_petrodollar_currencies_bullion_greenback
11	fentanyl - narcotics - sinaloa - smuggling - overdosed	97	11_fentanyl_narcotics_sinaloa_smuggling
12	exploded - derailment - hazmat - flames - richland	95	12_exploded_derailment_hazmat_flames
13	missiles - destroyers - submarine - drone - hormuz	91	13_missiles_destroyers_submarine_drone
14	gaza - airstrikes - israeli - rafah - massacres	89	14_gaza_airstrikes_israeli_rafah
15	viralnewsnyc - migrant - bronx - midtown - shelters	89	15_viralnewsnyc_migrant_bronx_midtown
16	musk - dorsey - tweets - taibbi - shareholders	82	16_musk_dorsey_tweets_taibbi
17	cbp - migrants - smugglers - illegally - fy2011	73	17_cbp_migrants_smugglers_illegally
18	kanye - chappelle - banned - zombieland - marilyn	68	18_kanye_chappelle_banned_zombieland
19	soros - actblue - philanthropists - donated - fraudulently	68	19_soros_actblue_philanthropists_donated
20	ukraine - kakhovka - sevastopol - zaporozhye - missiles	68	20_ukraine_kakhovka_sevastopol_zaporozhye
21	illegals - naperville - mayor - pritzker - sanctuary	67	21_illegals_naperville_mayor_pritzker
22	greenpeace - methane - junkscience - wheat - hottest	66	22_greenpeace_methane_junkscience_wheat
23	patton - chickamauga - paratroopers - lifeofthecivilwar - 1942	66	23_patton_chickamauga_paratroopers_lifeofthecivilwar
24	illegals - panama - border - cartel - treason	65	24_illegals_panama_border_cartel
25	migrants - juarez - cbp - crossing - illegally	65	25_migrants_juarez_cbp_crossing
26	tucker - carlson - murdoch - shadowbanning - intellectuals	65	26_tucker_carlson_murdoch_shadowbanning
27	deepfake - chatgpt - palantir - technology - websites	62	27_deepfake_chatgpt_palantir_technology
28	ballots - mandamus - georgia - democrat - tampering	60	28_ballots_mandamus_georgia_democrat
29	smuggled - arrested - hidalgo - deputies - txdps	59	29_smuggled_arrested_hidalgo_deputies
30	texasattorneygeneral - border - brownsville - governor - jorge	59	30_texasattorneygeneral_border_brownsville_governor
31	banks - bailout - blankfein - sivb - insolvent	57	31_banks_bailout_blankfein_sivb
32	illegals - biden - amnesty - border - policies	57	32_illegals_biden_amnesty_border
33	desantis - trumpism - romney - republican - ronna	55	33_desantis_trumpism_romney_republican
34	republicans - pelosi - mccarthy - impeaching - committees	54	34_republicans_pelosi_mccarthy_impeaching
35	trump - judge - indictment - blagojevich - viralnewsnyc	54	35_trump_judge_indictment_blagojevich
36	drag - hookers - lgbt - beastiality - performs	53	36_drag_hookers_lgbt_beastiality
37	biden - teleprompter - gaffe - jokes - gwen	52	37_biden_teleprompter_gaffe_jokes
38	riots - parisians - gendarmes - algerian - cherbourg	50	38_riots_parisians_gendarmes_algerian
39	ireland - finglas - derry - cathaoirleach - clonmel	50	39_ireland_finglas_derry_cathaoirleach
40	pedophiles - pervert - busted - kidnapper - shane	50	40_pedophiles_pervert_busted_kidnapper
41	boeing - airliner - pilots - a320 - hartsfield	49	41_boeing_airliner_pilots_a320
42	bidenlaptopreport - bribed - whistleblowers - joe - 140million	47	42_bidenlaptopreport_bribed_whistleblowers_joe
43	migrants - border - yuma - smugglers - bisbee	46	43_migrants_border_yuma_smugglers
44	manchin - senators - earmarks - moratorium - gulf	43	44_manchin_senators_earmarks_moratorium
45	followers - myniggle - tweet - clickbait - stewpetersofficial	39	45_followers_myniggle_tweet_clickbait
46	guns - disarmed - albuquerque - governor - rallied	38	46_guns_disarmed_albuquerque_governor
47	trudeau - alberta - cbc - _mackenzie - heckled	37	47_trudeau_alberta_cbc__mackenzie
48	teslas - megawatt - turbines - renewable - coal	36	48_teslas_megawatt_turbines_renewable
49	nypd - robbery - mugger - punched - boardwalk	36	49_nypd_robbery_mugger_punched
50	bolsonaro - brasilia - favelas - paulo - janeiro	36	50_bolsonaro_brasilia_favelas_paulo
51	wikileaks - extradited - julian - journalists - belmarsh	35	51_wikileaks_extradited_julian_journalists
52	gaza - exterminated - instagram - benshapiro - dumbass	34	52_gaza_exterminated_instagram_benshapiro
53	trumpo - rushmore - melania - idiots - iceberg	32	53_trumpo_rushmore_melania_idiots
54	ufc - mayweather - knockouts - backfist - cocksucker	32	54_ufc_mayweather_knockouts_backfist
55	ukrainehumanrightsabuses - zelenskyy - overthrown - dmytro - ww3	32	55_ukrainehumanrightsabuses_zelenskyy_overthrown_dmytro
56	mosques - islamize - cathedral - christianization - mujahid	32	56_mosques_islamize_cathedral_christianization
57	maui - hawaiians - waihee - wildfires - landowners	32	57_maui_hawaiians_waihee_wildfires
58	afrikaners - ramaphosa - johannesburg - genocide - plaasmoorde	31	58_afrikaners_ramaphosa_johannesburg_genocide
59	arrested - felon - molestation - usbp - laredo	31	59_arrested_felon_molestation_usbp
60	telegram - channels - evans_baked_telegram - redpilldealer4833 - scammers	31	60_telegram_channels_evans_baked_telegram_redpilldealer4833
61	statues - charlottesville - tubman - defaced - removed	31	61_statues_charlottesville_tubman_defaced
62	disney - bambi - blackwash - mermaid - reimagined	30	62_disney_bambi_blackwash_mermaid
63	antisemite - splc - mossad - greenblatt - blacklisted	30	63_antisemite_splc_mossad_greenblatt
64	migrants - reynosa - expires - haitian - title	29	64_migrants_reynosa_expires_haitian
65	carjackers - stolen - robbers - oakland - kia	28	65_carjackers_stolen_robbers_oakland
66	georgia - prosecutor - fulton - willis - subpoena	27	66_georgia_prosecutor_fulton_willis
67	women - transgender - serena - powerlifters - navratilova	27	67_women_transgender_serena_powerlifters
68	bidenflation - cpi - krugman - deficits - reduction	27	68_bidenflation_cpi_krugman_deficits
69	illegals - taxpayers - billion - bankrupting - dreamers	27	69_illegals_taxpayers_billion_bankrupting
70	mayor - nypd - adams - illegals - tenants	26	70_mayor_nypd_adams_illegals
71	deficits - hyperinflation - treasury - trillion - yellen	26	71_deficits_hyperinflation_treasury_trillion
72	army - enlisting - milley - recruited - rifleman	26	72_army_enlisting_milley_recruited
73	prosecutors - plea - gun - misdemeanors - delaware	26	73_prosecutors_plea_gun_misdemeanors
74	abortions - satanic - lujan - baals - ab2223	25	74_abortions_satanic_lujan_baals
75	died - stroke - defibrillators - henrique - jaguars	25	75_died_stroke_defibrillators_henrique
76	shootings - transgender - nashville - martyr - aiden	25	76_shootings_transgender_nashville_martyr
77	holocaust - treblinka - hitler - mengele - firebombed	25	77_holocaust_treblinka_hitler_mengele
78	ftx - bankman - zuckerberg - laundering - scandal	25	78_ftx_bankman_zuckerberg_laundering
79	whales - giraffes - alligator - rescued - manasquan	24	79_whales_giraffes_alligator_rescued
80	jesus - freedom - rescuing - starring - traffickers	24	80_jesus_freedom_rescuing_starring
81	antisemite - populism - roseanne - leibowitz - jevvs	22	81_antisemite_populism_roseanne_leibowitz
82	aipac - zionism - netanyahu - mearsheimer - influencing	22	82_aipac_zionism_netanyahu_mearsheimer
83	farmers - vlaardingerbroek - spain - protests - blockade	22	83_farmers_vlaardingerbroek_spain_protests
84	resilience - blackpilled - hopelessness - rebel - rejoice	21	84_resilience_blackpilled_hopelessness_rebel
85	tiktok - banning - chinafication - ceo - totalitarianism	21	85_tiktok_banning_chinafication_ceo
86	blackrock - megacorp - larryfink - trillions - privatized	21	86_blackrock_megacorp_larryfink_trillions
87	censorship - misinformation - reclaimthenet - obama - unconstitutionally	20	87_censorship_misinformation_reclaimthenet_obama
88	budweiser - mulvaney - drinkers - sponsors - boycott	20	88_budweiser_mulvaney_drinkers_sponsors
89	boston - children - firefighters - underreported - corpse	20	89_boston_children_firefighters_underreported

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