MARTINI_enrich_BERTopic_theresistanceengland

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_theresistanceengland")

topic_model.get_topic_info()

Topic overview

• Number of topics: 151
• Number of training documents: 24588

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	ukraine - everyone - british - shit - war	20	-1_ukraine_everyone_british_shit
0	islamophobic - fitnah - mosques - terrorists - surah	15848	0_islamophobic_fitnah_mosques_terrorists
1	bbc - newsnight - wtfisgoingonofficial - broadcasts - falsehoods	347	1_bbc_newsnight_wtfisgoingonofficial_broadcasts
2	australiatimes - queensland - lockdown - vaccinated - victoria	247	2_australiatimes_queensland_lockdown_vaccinated
3	thepatriotsunion - thefreedomfestival - tommy - counterprotest - belmarsh	212	3_thepatriotsunion_thefreedomfestival_tommy_counterprotest
4	refugees - evicted - accommodation - yorkshire - serco	209	4_refugees_evicted_accommodation_yorkshire
5	deportations - illegally - liberals - invaded - rapists	186	5_deportations_illegally_liberals_invaded
6	chemtrail - climare - alarmists - soros - vietnam	176	6_chemtrail_climare_alarmists_soros
7	satanists - saveusnow - lucifer - yahweh - exterminate	165	7_satanists_saveusnow_lucifer_yahweh
8	libtards - leftism - idiots - woke - retarded	165	8_libtards_leftism_idiots_woke
9	stabbings - attacker - tasered - croydon - alison	146	9_stabbings_attacker_tasered_croydon
10	lockdowns - omicron - variants - sunetra - surge	138	10_lockdowns_omicron_variants_sunetra
11	novotel - britain - inns - heathrow - migrant	130	11_novotel_britain_inns_heathrow
12	telford - nspcc - rochdale - abused - perpetrators	126	12_telford_nspcc_rochdale_abused
13	finglas - drogheda - migrant - kilkenny - cookstown	113	13_finglas_drogheda_migrant_kilkenny
14	ballots - trump - democrats - counted - michigan	113	14_ballots_trump_democrats_counted
15	protesters - rebellion - milk - selfridges - smashing	107	15_protesters_rebellion_milk_selfridges
16	insects - meats - feed - edible - pesticides	105	16_insects_meats_feed_edible
17	wembley - footballers - kneeling - booed - qatar	101	17_wembley_footballers_kneeling_booed
18	died - footballer - cardiac - collapses - 29	99	18_died_footballer_cardiac_collapses
19	fucksake - overpower - happen - stopped - environmentalists	97	19_fucksake_overpower_happen_stopped
20	rupaul - sexualising - library - teletubbies - tampons	96	20_rupaul_sexualising_library_teletubbies
21	stickers - print - jointhewhiterose - paypal - antifa	94	21_stickers_print_jointhewhiterose_paypal
22	5g - vakcinisana - dangers - antenna - radiations	94	22_5g_vakcinisana_dangers_antenna
23	conflitsfrance - protesters - macron - nantes - barricades	91	23_conflitsfrance_protesters_macron_nantes
24	lampedusa - migrants - islanders - disembarking - smuggler	91	24_lampedusa_migrants_islanders_disembarking
25	vaccinate - hpv - parentssee - consented - microneedles	86	25_vaccinate_hpv_parentssee_consented
26	riots - lyon - reims - valenciennes - policemen	85	26_riots_lyon_reims_valenciennes
27	davos - wef - conspirativa - eugen - genocides	85	27_davos_wef_conspirativa_eugen
28	raaaaacist - whiteness - minorities - genociding - stupidity	83	28_raaaaacist_whiteness_minorities_genociding
29	nhs - plandemic - underfunded - paramedic - socialised	81	29_nhs_plandemic_underfunded_paramedic
30	wildfires - maui - hurricane - lava - flashes	79	30_wildfires_maui_hurricane_lava
31	illegals - boatloads - arrived - border - 669	78	31_illegals_boatloads_arrived_border
32	unvaccinated - quarantine - germany - compulsory - passport	78	32_unvaccinated_quarantine_germany_compulsory
33	brexit - voted - manifestos - remain - backstop	76	33_brexit_voted_manifestos_remain
34	nudity - obscene - perverted - dildo - hbo	73	34_nudity_obscene_perverted_dildo
35	erdogan - cypriots - thessaloniki - border - canakkale	72	35_erdogan_cypriots_thessaloniki_border
36	border - immigrants - tijuana - impeach - deputies	69	36_border_immigrants_tijuana_impeach
37	transgender - puberty - child - mutilation - chloe	68	37_transgender_puberty_child_mutilation
38	vaers - deaths - myocarditis - 2021 - 393	68	38_vaers_deaths_myocarditis_2021
39	biometric - scanning - hikvision - wechat - dubai	68	39_biometric_scanning_hikvision_wechat
40	protesters - lockdown - policeman - arrested - peckham	65	40_protesters_lockdown_policeman_arrested
41	constabulary - policewoman - merseyside - sacked - jobsworths	65	41_constabulary_policewoman_merseyside_sacked
42	trudeau - truckers - mississauga - freedom - impounded	64	42_trudeau_truckers_mississauga_freedom
43	antifa - portland - exposingculturalmarxism - blared - gunpoint	63	43_antifa_portland_exposingculturalmarxism_blared
44	vaxxtermination - contaminated - murdered - shots - savesunow	62	44_vaxxtermination_contaminated_murdered_shots
45	homeschooled - indoctrinating - educationally - curriculum - reject_agenda_chat	61	45_homeschooled_indoctrinating_educationally_curriculum
46	covidian - influenza - test - disproven - symptoms	60	46_covidian_influenza_test_disproven
47	hamas - israelis - ashkelon - suez - nasser	59	47_hamas_israelis_ashkelon_suez
48	flagpoles - unpatriotic - englishman - hate - triggered	59	48_flagpoles_unpatriotic_englishman_hate
49	swedens - malmo - antifascists - carlqvist - swearing	57	49_swedens_malmo_antifascists_carlqvist
50	calais - migrants - dunkirk - britainfirst - illegal	57	50_calais_migrants_dunkirk_britainfirst
51	afrikaners - johannesburg - mandela - plaasmoorde - persecuted	56	51_afrikaners_johannesburg_mandela_plaasmoorde
52	islamists - leicestershire - hindutva - riot - mohammed	55	52_islamists_leicestershire_hindutva_riot
53	maskwankery - policeman - screaming - unconstitutional - tesco	53	53_maskwankery_policeman_screaming_unconstitutional
54	sadiq - london - farrakhan - mayoral - hopkin	52	54_sadiq_london_farrakhan_mayoral
55	matrix - illusion - clones - glitch - amdwaters	52	55_matrix_illusion_clones_glitch
56	canaryislands - melilla - migrants - spaniards - saharan	52	56_canaryislands_melilla_migrants_spaniards
57	corbyn - jeremy - hamas - antisemitism - sympathiser	52	57_corbyn_jeremy_hamas_antisemitism
58	unvaxed - passport - pubs - officially - javid	52	58_unvaxed_passport_pubs_officially
59	masks - respirator - pandemic - exhaled - contaminants	51	59_masks_respirator_pandemic_exhaled
60	lgbtq - homosexuals - ex_muslim - qatar - quranic	51	60_lgbtq_homosexuals_ex_muslim_qatar
61	farmers - netherlands - manure - heerenveen - blockades	51	61_farmers_netherlands_manure_heerenveen
62	dungannon - monaghan - tipperary - ballyfermot - stabbing	50	62_dungannon_monaghan_tipperary_ballyfermot
63	tiktok - brainwashed - bytedance - wang - hashtags	50	63_tiktok_brainwashed_bytedance_wang
64	disney - pinocchio - cnn - bob - boycotting	49	64_disney_pinocchio_cnn_bob
65	vaccinated - mandatory - vacancies - nurses - hochul	48	65_vaccinated_mandatory_vacancies_nurses
66	looters - black - racists - blm - maoist	48	66_looters_black_racists_blm
67	biden - teleprompter - josie - heckled - stumbled	48	67_biden_teleprompter_josie_heckled
68	renewable - landfill - batteries - toxic - disposals	47	68_renewable_landfill_batteries_toxic
69	zuckerberg - censorship - tweets - whatsapp - deplatformed	47	69_zuckerberg_censorship_tweets_whatsapp
70	disinformation - journalistic - assassination - kennedy - dictatorships	45	70_disinformation_journalistic_assassination_kennedy
71	cathedrals - firebombed - sulpice - norfolkfire - nantes	45	71_cathedrals_firebombed_sulpice_norfolkfire
72	londoners - ulez - emissions - sabotaged - camera	45	72_londoners_ulez_emissions_sabotaged
73	wuhan - quarantined - chongqing - weibo - imprisoning	44	73_wuhan_quarantined_chongqing_weibo
74	derailments - hazmat - ohio - spills - explosion	44	74_derailments_hazmat_ohio_spills
75	statues - cenotaph - charlottesville - brixton - vandalised	44	75_statues_cenotaph_charlottesville_brixton
76	nazi - ukrainians - mariupol - azovstal - yaroslav	43	76_nazi_ukrainians_mariupol_azovstal
77	telegram - parler - censorship - snowden - followers	42	77_telegram_parler_censorship_snowden
78	murdered - terrorist - jury - bradford - abdulrahimzai	41	78_murdered_terrorist_jury_bradford
79	golding - pontefract - nationalists - dudley - invited	41	79_golding_pontefract_nationalists_dudley
80	conspiracy - brainwash - lettherebelightnow - perpetrators - authoritarianism	41	80_conspiracy_brainwash_lettherebelightnow_perpetrators
81	twitter - musk - spokesperson - whitehouse - executives	40	81_twitter_musk_spokesperson_whitehouse
82	putins - warmongers - ww3 - perversions - nuke	40	82_putins_warmongers_ww3_perversions
83	15minute - neighbourhoods - bristol - ltn - uk100	39	83_15minute_neighbourhoods_bristol_ltn
84	policemen - snitches - ussergeantnewsnetwork - oaths - uphold	39	84_policemen_snitches_ussergeantnewsnetwork_oaths
85	covidvaccinevictims - died - 2021 - astrazeneca - stroke	39	85_covidvaccinevictims_died_2021_astrazeneca
86	barracks - migrant - napier - pembrokeshire - campaign	38	86_barracks_migrant_napier_pembrokeshire
87	immigrants - invasion - border - chaperoned - 11bn	38	87_immigrants_invasion_border_chaperoned
88	headteacher - indoctrination - curriculums - white - colonialism	38	88_headteacher_indoctrination_curriculums_white
89	lgbtqp - stopbrainwashingkids - pedosexual - transphobe - perverted	38	89_lgbtqp_stopbrainwashingkids_pedosexual_transphobe
90	rape - rashid - zahid - convicted - rochdale	37	90_rape_rashid_zahid_convicted
91	britainfirst - leicestershire - solihull - activists - buses	37	91_britainfirst_leicestershire_solihull_activists
92	capitol - insurrection - trump - stormed - mccarthy	37	92_capitol_insurrection_trump_stormed
93	robots - driverless - optimus - supercomputer - futuristic	37	93_robots_driverless_optimus_supercomputer
94	masjid - islamisation - ramadan - praying - westminster	37	94_masjid_islamisation_ramadan_praying
95	nonwhites - whitelivesmatterofficial - multiculturalism - shitholes - genocide	37	95_nonwhites_whitelivesmatterofficial_multiculturalism_shitholes
96	transvestites - female - pageants - championship - powerlifter	34	96_transvestites_female_pageants_championship
97	transphobic - lgbtqwxyzs - indoctrination - teachers - bullying	34	97_transphobic_lgbtqwxyzs_indoctrination_teachers
98	royals - ghislaine - mountbatten - meghan - mi5	34	98_royals_ghislaine_mountbatten_meghan
99	monkeypox - ncov - hiv - contagious - shingles	34	99_monkeypox_ncov_hiv_contagious
100	corbynistas - voting - monarchy - always - abolish	34	100_corbynistas_voting_monarchy_always
101	bills - petro - 65bn - megawatt - pensioners	33	101_bills_petro_65bn_megawatt
102	protests - lockdown - denmark - berlin - tyranny	33	102_protests_lockdown_denmark_berlin
103	bradford - lancashire - colonised - pakistanis - slum	31	103_bradford_lancashire_colonised_pakistanis
104	zealand - jacinda - unvaccinated - dictator - holocausts	31	104_zealand_jacinda_unvaccinated_dictator
105	womb - vaginas - insemination - gynaecologist - sexist	31	105_womb_vaginas_insemination_gynaecologist
106	britainfirst - illegals - dover - harbour - border	31	106_britainfirst_illegals_dover_harbour
107	protesting - antifas - violence - lawful - unarmed	31	107_protesting_antifas_violence_lawful
108	vaxgenocide - malignant - brca - oncologist - mammograms	31	108_vaxgenocide_malignant_brca_oncologist
109	unvaxxed - freedom - mandatory - resisted - tyrannical	30	109_unvaxxed_freedom_mandatory_resisted
110	attacked - blacks - lynched - brutally - thuggery	29	110_attacked_blacks_lynched_brutally
111	masks - schoolchildren - mandated - teacher - indoctrinating	29	111_masks_schoolchildren_mandated_teacher
112	hungary - orban - viktor - bulgarian - cjeu	29	112_hungary_orban_viktor_bulgarian
113	terrorists - jihadi - manchester - salman - bomber	29	113_terrorists_jihadi_manchester_salman
114	poland - border - migrants - minsk - soldiers	29	114_poland_border_migrants_minsk
115	zelenskyyyyyyy - ukraine - volodymyr - rothschild - letterman	29	115_zelenskyyyyyyy_ukraine_volodymyr_rothschild
116	poland - tarczynski - germans - jihadists - lettherebelightnow	28	116_poland_tarczynski_germans_jihadists
117	pedestrians - crashed - casualties - motorways - opel	28	117_pedestrians_crashed_casualties_motorways
118	darkuniverse09 - telegram - brainwashing - unvaxed - knows	28	118_darkuniverse09_telegram_brainwashing_unvaxed
119	refugees - migrant - fleeing - freeloading - poverty	27	119_refugees_migrant_fleeing_freeloading
120	british - riots - shit - brainwashed - traitors	27	120_british_riots_shit_brainwashed
121	insanity - mentally - asylums - brainwashed - gobbledygook	27	121_insanity_mentally_asylums_brainwashed
122	taiwan - pacific - hiroshima - nuclear - hypersonic	27	122_taiwan_pacific_hiroshima_nuclear
123	gates - bioterrorist - funder - mhra - smallpox	26	123_gates_bioterrorist_funder_mhra
124	raped - assaulted - kidnap - convict - mohamed	26	124_raped_assaulted_kidnap_convict
125	zionists - fascists - gaza - trumps - hates	26	125_zionists_fascists_gaza_trumps
126	afghanistan - kandahar - casualties - paratrooper - poppy	26	126_afghanistan_kandahar_casualties_paratrooper
127	islamification - denmark - rasmus - blasphemy - vandalised	26	127_islamification_denmark_rasmus_blasphemy
128	vaccinated - flu - jabbing - fools - awareness	26	128_vaccinated_flu_jabbing_fools
129	racist - homophobic - twat - turks - colonised	26	129_racist_homophobic_twat_turks
130	englishmen - brainwashed - churchill - surrendered - wars	24	130_englishmen_brainwashed_churchill_surrendered
131	espana - separatists - rallies - tarragona - socialist	24	131_espana_separatists_rallies_tarragona
132	ukraine - billions - militarized - 2023 - saud	24	132_ukraine_billions_militarized_2023
133	trannie - convicted - kidnapper - raped - inmate	24	133_trannie_convicted_kidnapper_raped
134	migrants - britainfirst - smuggling - lifeboat - coastlines	24	134_migrants_britainfirst_smuggling_lifeboat
135	chinese - communism - mi5 - spokesman - widespread	23	135_chinese_communism_mi5_spokesman
136	birthrate - immigration - minority - demographics - breitbart	23	136_birthrate_immigration_minority_demographics
137	khamenei - iranians - mullahs - mashhad - fakhrizadeh	23	137_khamenei_iranians_mullahs_mashhad
138	deportations - rwanda - illegally - smugglers - pilot	22	138_deportations_rwanda_illegally_smugglers
139	anne - ukip - livestream - dewsbury - atrocity	22	139_anne_ukip_livestream_dewsbury
140	illegals - poorest - hotels - benefits - egypt	22	140_illegals_poorest_hotels_benefits
141	sunak - richest - chancellor - narayan - infosys	22	141_sunak_richest_chancellor_narayan
142	diversity - tolerant - rapefugees - welcomed - abdul	21	142_diversity_tolerant_rapefugees_welcomed
143	extremists - traitor - bexleyheath - hope - leggett	21	143_extremists_traitor_bexleyheath_hope
144	traffickers - pedophilia - atrocities - madonna - malawi	21	144_traffickers_pedophilia_atrocities_madonna
145	britain - buckinghamshire - gangs - lancashire - nationwide	21	145_britain_buckinghamshire_gangs_lancashire
146	abortions - unborn - abhorrent - trimester - murdering	20	146_abortions_unborn_abhorrent_trimester
147	fentanyl - midazolam - overdosing - euthanised - 50mg	20	147_fentanyl_midazolam_overdosing_euthanised
148	hongkongers - protester - crackdown - 8月16日星期五於中環遮打花園舉辦之 - winston	20	148_hongkongers_protester_crackdown_8月16日星期五於中環遮打花園舉辦之
149	brexit - johnson - bullingdon - clinton - totally	20	149_brexit_johnson_bullingdon_clinton

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