MARTINI_enrich_BERTopic_unitednationalistfront

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_unitednationalistfront")

topic_model.get_topic_info()

Topic overview

• Number of topics: 80
• Number of training documents: 13121

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	russia - niggers - americans - biden - jew	20	-1_russia_niggers_americans_biden
0	luhansk - severodonetsk - ukrainiennes - zelensky - kherson	9282	0_luhansk_severodonetsk_ukrainiennes_zelensky
1	gunman - manslaughter - killed - arrested - robber	184	1_gunman_manslaughter_killed_arrested
2	pedophiles - kinsey - tranny - lgbtq - pinkwashing	182	2_pedophiles_kinsey_tranny_lgbtq
3	priesthood - catholics - protestantism - apostasy - antichrist	156	3_priesthood_catholics_protestantism_apostasy
4	gaza - israelis - netanyahu - ukrainehumanrightsabuses - terrorists	145	4_gaza_israelis_netanyahu_ukrainehumanrightsabuses
5	illegals - border - laredo - sicarios - paramilitary	131	5_illegals_border_laredo_sicarios
6	afrikaners - ramaphosa - rhodesia - sizwe - johannesburg	102	6_afrikaners_ramaphosa_rhodesia_sizwe
7	trudeau - ottawa - manitoba - provinces - convoy	93	7_trudeau_ottawa_manitoba_provinces
8	vaccine - fauci - unvaccinated - hydroxychloroquine - doctors	91	8_vaccine_fauci_unvaccinated_hydroxychloroquine
9	enlistments - soldiers - diverse - sergeant - pilots	86	9_enlistments_soldiers_diverse_sergeant
10	niggers - reparations - repatriations - wakanda - nigeria	81	10_niggers_reparations_repatriations_wakanda
11	pourquoi - toujours - merde - moi - algerie	73	11_pourquoi_toujours_merde_moi
12	herbs - tomatoes - pickles - ingredients - strawberries	70	12_herbs_tomatoes_pickles_ingredients
13	white_genocide1 - whiteness - supremacists - bigotry - justifications	70	13_white_genocide1_whiteness_supremacists_bigotry
14	riots - nationale - zemmour - lyon - migrants	68	14_riots_nationale_zemmour_lyon
15	guns - silencers - wyoming - felons - amendment	66	15_guns_silencers_wyoming_felons
16	geoglyphs - nazca - atlantis - archaeologists - supercivilization	64	16_geoglyphs_nazca_atlantis_archaeologists
17	massachusetts - antifa - nsc - doxxing - lewiston	59	17_massachusetts_antifa_nsc_doxxing
18	shortages - drought - fertilizer - iowa - salinas	59	18_shortages_drought_fertilizer_iowa
19	fbi - whistleblowers - swat - arrested - mccollum	58	19_fbi_whistleblowers_swat_arrested
20	bidens - russiagate - whistleblower - milley - joe	57	20_bidens_russiagate_whistleblower_milley
21	ufos - mothership - spacecraft - moon - hubble	57	21_ufos_mothership_spacecraft_moon
22	etherum - uniswap - hodl - solana - crypto_schizo	56	22_etherum_uniswap_hodl_solana
23	charlottesville - monuments - removed - hanuman - battleflag	54	23_charlottesville_monuments_removed_hanuman
24	blacks - melanin - miscegenation - monoracial - neanderthals	51	24_blacks_melanin_miscegenation_monoracial
25	secession - allianceofpatrioticstates - republicans - texas - federalism	47	25_secession_allianceofpatrioticstates_republicans_texas
26	celtiberian - saxons - wales - albion - rioja	44	26_celtiberian_saxons_wales_albion
27	bitchute - dlive - media2rise - episodes - 730pm	44	27_bitchute_dlive_media2rise_episodes
28	hashoah - aushwitz - dresden - survived - incinerating	44	28_hashoah_aushwitz_dresden_survived
29	treasuries - fdic - dollarization - hyperinflationary - downturn	43	29_treasuries_fdic_dollarization_hyperinflationary
30	marines - taiwan - milley - pacific - djibouti	43	30_marines_taiwan_milley_pacific
31	florida - midwest - idaho - rednecks - commiefornia	42	31_florida_midwest_idaho_rednecks
32	lol - sucks - played - archdevil - sneered	42	32_lol_sucks_played_archdevil
33	weekend - finally - lol - mooobment - excited	42	33_weekend_finally_lol_mooobment
34	teachers - racist - naacp - billericak12 - walkout	41	34_teachers_racist_naacp_billericak12
35	peoplehood - impactful - blessing - responsibilities - defeatism	41	35_peoplehood_impactful_blessing_responsibilities
36	ireland - migrants - stormont - rathmines - nationalpartry	40	36_ireland_migrants_stormont_rathmines
37	methylmercury - fishmeal - carbs - vitamin - glyphosate	40	37_methylmercury_fishmeal_carbs_vitamin
38	borrowers - foreclosure - affordability - zillow - forgiving	39	38_borrowers_foreclosure_affordability_zillow
39	desantis - tallahassee - governors - wfla - subversives	39	39_desantis_tallahassee_governors_wfla
40	hitlerism - himmler - fuhrerprinzip - natsoc - greatness	39	40_hitlerism_himmler_fuhrerprinzip_natsoc
41	immigrants - labor - shortage - realcanadiannews - hourly	39	41_immigrants_labor_shortage_realcanadiannews
42	fentanyl - heroin - junkies - hydromorphone - overdosed	37	42_fentanyl_heroin_junkies_hydromorphone
43	homicides - shootings - deadliest - blackest - hispanics	37	43_homicides_shootings_deadliest_blackest
44	nazi - potsdam - германии - wurzburg - lufthansa	36	44_nazi_potsdam_германии_wurzburg
45	feminists - feminization - mommies - intersubjectivity - penises	34	45_feminists_feminization_mommies_intersubjectivity
46	vaxxers - unvaccinated - coronamania - falsify - groupthink	34	46_vaxxers_unvaccinated_coronamania_falsify
47	holocaust - rothschild - fuehrer - 1941 - bolsheviks	33	47_holocaust_rothschild_fuehrer_1941
48	deported - rapist - sweden - afghanistan - mohammad	33	48_deported_rapist_sweden_afghanistan
49	derailments - hazmat - tanker - ohio - detonated	32	49_derailments_hazmat_tanker_ohio
50	night - anyways - hoping - talking - brothersi	31	50_night_anyways_hoping_talking
51	subscribers - nottheamericanfuturist - tiktok - congrats - weirdos	31	51_subscribers_nottheamericanfuturist_tiktok_congrats
52	jews - goldberg - hollyweird - villain - apologetically	30	52_jews_goldberg_hollyweird_villain
53	jail - josh - snitches - bondsman - slandered	29	53_jail_josh_snitches_bondsman
54	migrants - lampedusa - eu - razziale - illegal	28	54_migrants_lampedusa_eu_razziale
55	england - scousers - pakistanis - leeds - muzrats	28	55_england_scousers_pakistanis_leeds
56	openai - artificial - robot - immersive - airpods	28	56_openai_artificial_robot_immersive
57	whitelivesmatterofficial - southernoregonnationalists - natsocflorida - aktivklubbnorge - southernsonsactiveclub	27	57_whitelivesmatterofficial_southernoregonnationalists_natsocflorida_aktivklubbnorge
58	runicstorm - w148 - shirts - xxl - цена	27	58_runicstorm_w148_shirts_xxl
59	bitch - kim_kardashians_6yearold_son_sees_popup_for_his - cringetopia - stupidly - kim	26	59_bitch_kim_kardashians_6yearold_son_sees_popup_for_his_cringetopia_stupidly
60	irishmen - padraig - lynagh - briain - leninist	26	60_irishmen_padraig_lynagh_briain
61	davos - sdgs - corporations - cyber - alibaba	26	61_davos_sdgs_corporations_cyber
62	bolsonaro - guyana - revolutions - bolscheviks - mapuche	25	62_bolsonaro_guyana_revolutions_bolscheviks
63	blacks - aggressor - punches - nonviolently - chimping	25	63_blacks_aggressor_punches_nonviolently
64	amc - hedgies - gonna - gamestop - amazing	24	64_amc_hedgies_gonna_gamestop
65	маріуполя - волонтерська - дякуємо - захисників - світ	24	65_маріуполя_волонтерська_дякуємо_захисників
66	prowhiteactionintro - wlm_indigenous_peoples_day_2022 - patrioticalternative - wlm_usa_wisconsin_chat - april	24	66_prowhiteactionintro_wlm_indigenous_peoples_day_2022_patrioticalternative_wlm_usa_wisconsin_chat
67	propagandists - brainwashing - astroturfed - deceived - idiots	24	67_propagandists_brainwashing_astroturfed_deceived
68	mussolini - fascism - fatherland - aristocracy - speeches	24	68_mussolini_fascism_fatherland_aristocracy
69	ukraine - howitzers - пострілів - m109a6 - генштаб	24	69_ukraine_howitzers_пострілів_m109a6
70	schoolgirl - bullied - assaulted - beating - perpetrator	23	70_schoolgirl_bullied_assaulted_beating
71	epstein - ghislaine - blackstone - trafficking - accused	23	71_epstein_ghislaine_blackstone_trafficking
72	ɢʀᴇᴀᴛ - ᴛʀᴜᴛʜғᴜʟ - forex - ʟɪɴᴋ - sᴄᴀᴍᴍᴇʀs	21	72_ɢʀᴇᴀᴛ_ᴛʀᴜᴛʜғᴜʟ_forex_ʟɪɴᴋ
73	shtf - necessities - blacksmithing - udemy - chainsaws	21	73_shtf_necessities_blacksmithing_udemy
74	marxists - leftism - wokeness - supremacism - commiepedia	21	74_marxists_leftism_wokeness_supremacism
75	modernism - london - demolished - glorious - weirdos	21	75_modernism_london_demolished_glorious
76	ballots - delaware - dnc - fetterman - usps	20	76_ballots_delaware_dnc_fetterman
77	riots - naacp - gettysburg - bootleggers - 1863	20	77_riots_naacp_gettysburg_bootleggers
78	snowden - chemtrails - edward - meteorologist - weaponized	20	78_snowden_chemtrails_edward_meteorologist

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