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AIDA-UPM/
MARTINI_enrich_BERTopic_BritainFirst

Name: MARTINI_enrich_BERTopic_BritainFirst
Rating: 2.5 (5 reviews)

bertopic

text-classification

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MARTINI_enrich_BERTopic_BritainFirst

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:

python

from bertopic import BERTopic
topic_model = BERTopic.load("AIDA-UPM/MARTINI_enrich_BERTopic_BritainFirst")

topic_model.get_topic_info()

Topic overview

Number of topics: 112
Number of training documents: 13176

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	brexit - islamist - twitter - arrested - wakefield	20	-1_brexit_islamist_twitter_arrested
0	novotel - migrants - accommodation - leeds - gatwick	7332	0_novotel_migrants_accommodation_leeds
1	trump - ballots - clinton - impeachment - michigan	178	1_trump_ballots_clinton_impeachment
2	calais - refugees - dunkirk - tents - sudanese	168	2_calais_refugees_dunkirk_tents
3	marseille - macron - zemmour - jean - president	165	3_marseille_macron_zemmour_jean
4	lockdowns - omicron - vaccinated - nhs - morons	162	4_lockdowns_omicron_vaccinated_nhs
5	antifa - rioters - oregon - molotov - flames	141	5_antifa_rioters_oregon_molotov
6	poland - migrants - border - minsk - guards	120	6_poland_migrants_border_minsk
7	membership - british - fightback - nationalist - steadfast	117	7_membership_british_fightback_nationalist
8	taliban - afghans - kandahar - soldiers - suhail	108	8_taliban_afghans_kandahar_soldiers
9	salford - dartford - swanscombe - elections - cambridgeshire	107	9_salford_dartford_swanscombe_elections
10	meghan - harry - royal - oprah - hypocrites	106	10_meghan_harry_royal_oprah
11	migrants - crossing - yesterday - boat - 2021	93	11_migrants_crossing_yesterday_boat
12	barracks - migrant - bexhill - pembrokeshire - dambusters	93	12_barracks_migrant_bexhill_pembrokeshire
13	londonistan - stabbings - khan - mayor - lawless	86	13_londonistan_stabbings_khan_mayor
14	aegean - cyprus - erdogan - smugglers - nikos	86	14_aegean_cyprus_erdogan_smugglers
15	dover - harbour - immigrants - grimsby - disembarked	86	15_dover_harbour_immigrants_grimsby
16	biden - delaware - forgets - donnell - alzheimers	85	16_biden_delaware_forgets_donnell
17	dublin - mullingar - kilkenny - ulster - crimewaves	80	17_dublin_mullingar_kilkenny_ulster
18	traitors - extremist - hope - exposing - tommy	80	18_traitors_extremist_hope_exposing
19	rioters - blacks - minneapolis - victimhood - damond	80	19_rioters_blacks_minneapolis_victimhood
20	england - luton - multiculturalism - cockney - saxons	78	20_england_luton_multiculturalism_cockney
21	psalm - philippians - supplication - worry - angels	77	21_psalm_philippians_supplication_worry
22	reparations - colston - statues - enslaved - vandalised	76	22_reparations_colston_statues_enslaved
23	constables - politically - sacked - newham - robberies	74	23_constables_politically_sacked_newham
24	golding - speeches - paul - regional - pontefract	70	24_golding_speeches_paul_regional
25	border - texas - rio - smugglers - venezuela	68	25_border_texas_rio_smugglers
26	deportations - accommodation - holidaymakers - 8million - taxpayers	68	26_deportations_accommodation_holidaymakers_8million
27	corbyn - antisemitism - starmer - sympathisers - gaza	67	27_corbyn_antisemitism_starmer_sympathisers
28	transgender - women - menstruate - olympic - weightlifter	66	28_transgender_women_menstruate_olympic
29	lampedusa - migration - disembarked - malta - libya	65	29_lampedusa_migration_disembarked_malta
30	censorship - totalitarianism - brainwashed - demonise - moronic	63	30_censorship_totalitarianism_brainwashed_demonise
31	bletchley - battles - trafalgar - anzac - 1944	62	31_bletchley_battles_trafalgar_anzac
32	lifeboat - rnli - smuggling - beachgoers - bangladesh	61	32_lifeboat_rnli_smuggling_beachgoers
33	ballymena - golding - bail - terrorism - solicitor	61	33_ballymena_golding_bail_terrorism
34	borders - mexico - mcallen - democrats - doomed	60	34_borders_mexico_mcallen_democrats
35	gaza - israelis - ashkelon - airstrikes - islamists	60	35_gaza_israelis_ashkelon_airstrikes
36	lockdown - arrested - protest - peckham - policeman	56	36_lockdown_arrested_protest_peckham
37	lampedusa - borders - invading - disembarking - armada	54	37_lampedusa_borders_invading_disembarking
38	minibuses - campaigning - scotland - embarked - churchill	54	38_minibuses_campaigning_scotland_embarked
39	conference - tickets - nuneaton - 2021 - southampton	54	39_conference_tickets_nuneaton_2021
40	paul - persecution - golding - spearheaded - paperback	53	40_paul_persecution_golding_spearheaded
41	tommy - assaulting - paedophile - magistrates - trumped	52	41_tommy_assaulting_paedophile_magistrates
42	melilla - migrants - africa - gibraltar - guardsmen	51	42_melilla_migrants_africa_gibraltar
43	mosques - ramadan - praying - adhan - call	51	43_mosques_ramadan_praying_adhan
44	beheaded - aoussaoui - gunman - radicalized - mogadishu	50	44_beheaded_aoussaoui_gunman_radicalized
45	великобритания - россия - голдинг - партии - могиле	50	45_великобритания_россия_голдинг_партии
46	patriotmerchandise - hoodie - shirts - merchandise - products	50	46_patriotmerchandise_hoodie_shirts_merchandise
47	shamima - jihadist - returning - shariah - bride	49	47_shamima_jihadist_returning_shariah
48	ulster - ballymena - unionist - newtownards - bfni	48	48_ulster_ballymena_unionist_newtownards
49	popes - benedict - sacraments - archbishopric - persecuted	46	49_popes_benedict_sacraments_archbishopric
50	helmand - corporal - died - battalion - stephen	45	50_helmand_corporal_died_battalion
51	jesus - blessed - whosoever - persecuted - everlasting	45	51_jesus_blessed_whosoever_persecuted
52	racism - brainwash - curriculum - white - decolonise	45	52_racism_brainwash_curriculum_white
53	whitephobia - whiter - silence - systemically - consensual	42	53_whitephobia_whiter_silence_systemically
54	refugees - smugglers - genuine - freeloading - ukrainian	42	54_refugees_smugglers_genuine_freeloading
55	rotherham - rape - scandals - islamist - nawaz	41	55_rotherham_rape_scandals_islamist
56	mexicans - caravan - tapachula - cartels - marches	40	56_mexicans_caravan_tapachula_cartels
57	britbox - broadcaster - stormzy - gary - complain	39	57_britbox_broadcaster_stormzy_gary
58	referendum - deadline - approved - september - 24th	39	58_referendum_deadline_approved_september
59	lithuania - belarusian - rudninkai - trespassers - sanctions	39	59_lithuania_belarusian_rudninkai_trespassers
60	deported - offenders - jamaicans - degenerates - partygate	38	60_deported_offenders_jamaicans_degenerates
61	britannia - wigan - protests - deported - schoolgirls	38	61_britannia_wigan_protests_deported
62	share - telegram - videos - everywhere - retweet	38	62_share_telegram_videos_everywhere
63	raped - convicted - rashid - hussain - kirklees	37	63_raped_convicted_rashid_hussain
64	charlenedownes - blackpool - murdered - saddleworth - vicky	37	64_charlenedownes_blackpool_murdered_saddleworth
65	crimea - russophobia - nordstream - katyusha - vladimir	37	65_crimea_russophobia_nordstream_katyusha
66	buckinghamshire - middlesbrough - rochdale - telford - perpetrators	37	66_buckinghamshire_middlesbrough_rochdale_telford
67	libya - deporting - amnesty - eritrean - escaped	36	67_libya_deporting_amnesty_eritrean
68	leicestershire - birmingham - activists - harassed - gestapo	34	68_leicestershire_birmingham_activists_harassed
69	terrorist - qaeda - murdering - knifeman - sharif	34	69_terrorist_qaeda_murdering_knifeman
70	germany - rioting - rotterdam - baghdad - allensbach	34	70_germany_rioting_rotterdam_baghdad
71	sunday - blessings - christian - worship - supporters	33	71_sunday_blessings_christian_worship
72	canvassing - north - wigan - altrincham - winning	33	72_canvassing_north_wigan_altrincham
73	activist - meetings - welcomed - tonight - sussex	33	73_activist_meetings_welcomed_tonight
74	dlive - paul - golding - 7pm - bitchute	33	74_dlive_paul_golding_7pm
75	apartheid - johannesburg - zimbabwe - boers - looters	33	75_apartheid_johannesburg_zimbabwe_boers
76	twitter - musk - shadowban - msnbc - shareholders	32	76_twitter_musk_shadowban_msnbc
77	canaryislands - spaniards - morocco - asylum - arguineguin	32	77_canaryislands_spaniards_morocco_asylum
78	hungary - referendum - prohibits - lgbtq - viktor	32	78_hungary_referendum_prohibits_lgbtq
79	twitter - trumpbook - lindell - censorship - influencers	31	79_twitter_trumpbook_lindell_censorship
80	islamist - jihadists - radicalisation - mi5 - fear	31	80_islamist_jihadists_radicalisation_mi5
81	britannia - glorious - silbury - stonehenge - fought	31	81_britannia_glorious_silbury_stonehenge
82	universities - whiteness - decolonise - walkout - lipscomb	31	82_universities_whiteness_decolonise_walkout
83	sweden - gangs - somalis - gottsunda - mikael	30	83_sweden_gangs_somalis_gottsunda
84	paedophiles - lgbtqoajsrgoauib - sexualisation - brainwashing - pansexual	30	84_paedophiles_lgbtqoajsrgoauib_sexualisation_brainwashing
85	eurosceptics - juncker - undemocratic - voted - remain	30	85_eurosceptics_juncker_undemocratic_voted
86	europeans - globalist - migration - islamophobe - invaded	29	86_europeans_globalist_migration_islamophobe
87	capitol - rioters - pelosi - msnbc - deputies	29	87_capitol_rioters_pelosi_msnbc
88	armagh - killed - bombings - fusiliers - 1974	29	88_armagh_killed_bombings_fusiliers
89	bfd - bodyguards - training - aikido - krav	28	89_bfd_bodyguards_training_aikido
90	newspapers - subscribed - patriot - worldwide - mainstream	28	90_newspapers_subscribed_patriot_worldwide
91	queen - funeral - westminster - dignitaries - carriage	27	91_queen_funeral_westminster_dignitaries
92	transwomen - lesbian - stonewall - matchmaker - elliot	26	92_transwomen_lesbian_stonewall_matchmaker
93	christianity - crusade - englishman - blesses - rediscovering	26	93_christianity_crusade_englishman_blesses
94	pray - almighty - victory - nationalists - strengthen	25	94_pray_almighty_victory_nationalists
95	dartford - campaigning - essex - canvassers - east	25	95_dartford_campaigning_essex_canvassers
96	livestream - thelionsradio - liamwalsall - tomorrow - 6pm	24	96_livestream_thelionsradio_liamwalsall_tomorrow
97	cathedrals - firebombed - flames - saint - france	23	97_cathedrals_firebombed_flames_saint
98	4climate - antarctica - coldest - thunberg - alarmists	23	98_4climate_antarctica_coldest_thunberg
99	parler - followers - alternatives - ashleasimonnews - censored	23	99_parler_followers_alternatives_ashleasimonnews
100	schoolteacher - mohammed - blasphemy - batley - cartoon	22	100_schoolteacher_mohammed_blasphemy_batley
101	postal - stamp - wellingborough - votes - urgently	22	101_postal_stamp_wellingborough_votes
102	britannia - camp - august - activist - 2022	22	102_britannia_camp_august_activist
103	muslims - birmingham - temple - riots - smethwick	22	103_muslims_birmingham_temple_riots
104	islamophobia - taqiyya - hijab - holiest - shitholes	21	104_islamophobia_taqiyya_hijab_holiest
105	asylum - hostel - residents - hull - flintshire	21	105_asylum_hostel_residents_hull
106	asylum - murdered - rapist - assaulting - grandmother	21	106_asylum_murdered_rapist_assaulting
107	parliament - remainers - prorogue - amendments - undemocratic	21	107_parliament_remainers_prorogue_amendments
108	ukprotests - trending - leftists - blmlondon - followers	20	108_ukprotests_trending_leftists_blmlondon
109	belfastlive - defrauding - jolene - verdict - commissioner	20	109_belfastlive_defrauding_jolene_verdict
110	wakefield - campaigning - palestinians - councillors - thursday	20	110_wakefield_campaigning_palestinians_councillors

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