MARTINI_enrich_BERTopic_the_Right_People

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_the_Right_People")

topic_model.get_topic_info()

Topic overview

• Number of topics: 69
• Number of training documents: 11230

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	ukrainians - missiles - tanks - brigade - nato	20	-1_ukrainians_missiles_tanks_brigade
0	fuck - banned - deleted - 4chan - channel	7393	0_fuck_banned_deleted_4chan
1	turret - armor - kurganmashzavod - 80bvm - 4с24	187	1_turret_armor_kurganmashzavod_80bvm
2	rubles - gazprom - sanctions - euro - gdp	165	2_rubles_gazprom_sanctions_euro
3	kherson - armoured - m113as4 - afu - suv	163	3_kherson_armoured_m113as4_afu
4	hamas - mossad - merkava - jerusalem - bombed	157	4_hamas_mossad_merkava_jerusalem
5	roskosmos - baikonur - spacex - suborbital - satellites	155	5_roskosmos_baikonur_spacex_suborbital
6	poland - antifas - krakowie - marches - separatism	131	6_poland_antifas_krakowie_marches
7	ukrainians - surrendered - pavlovka - platoon - prisoners	124	7_ukrainians_surrendered_pavlovka_platoon
8	spartak - moscow - црвены - матче - богомола	98	8_spartak_moscow_црвены_матче
9	бригады - хулиганов - украинских - противника - здесь	98	9_бригады_хулиганов_украинских_противника
10	sverodonetsk - kharkov - krasnogorivka - lisichansk - frontline	92	10_sverodonetsk_kharkov_krasnogorivka_lisichansk
11	petaflops - processors - microelectronic - lomonosov - 28nm	86	11_petaflops_processors_microelectronic_lomonosov
12	drone - howitzer - kamikaze - strela - bogdanivka	83	12_drone_howitzer_kamikaze_strela
13	fighterbomber - nikolayevka - helicopters - airfield - crashed	81	13_fighterbomber_nikolayevka_helicopters_airfield
14	eurofighter - squadrons - jets - afterburner - 2022	78	14_eurofighter_squadrons_jets_afterburner
15	kharkov - russians - dniepr - minsk - insurgency	74	15_kharkov_russians_dniepr_minsk
16	помощь - sberbank - donations - monero - 46nfrvmwpnkba1yrumv4cx3kvkaqaeg61pmtkxtfmqrbgg7yjpbcyq58cz3v1hfgyluuoulodhytt5unwgzxarwbmejgl2r	72	16_помощь_sberbank_donations_monero
17	артиллеристы - howitzer - strela - zaporizhzhya - краснополя	71	17_артиллеристы_howitzer_strela_zaporizhzhya
18	drones - квадрокоптера - kamikaze - sudoplatov - militants	70	18_drones_квадрокоптера_kamikaze_sudoplatov
19	panzerhaubitze - leopard - lithuania - defects - t90m	67	19_panzerhaubitze_leopard_lithuania_defects
20	espana - nacionalistas - melilla - mierda - nuestra	66	20_espana_nacionalistas_melilla_mierda
21	mercenaries - killed - garcia - frenchman - slavkov	66	21_mercenaries_killed_garcia_frenchman
22	rosneft - murmansk - atomenergomash - shipyards - zavod	66	22_rosneft_murmansk_atomenergomash_shipyards
23	лгбт - lgbtqi - homophobia - дискримінаціі - lithuania	66	23_лгбт_lgbtqi_homophobia_дискримінаціі
24	monastery - pechersk - orthodox - hagia - bolsheviks	65	24_monastery_pechersk_orthodox_hagia
25	rusnews - yekaterinburg - moskovsky - deported - russophobia	64	25_rusnews_yekaterinburg_moskovsky_deported
26	helicopters - gunships - armoured - zaporizhzhya - alligator	64	26_helicopters_gunships_armoured_zaporizhzhya
27	kalashnikov - howitzers - projectile - 203mm - зоф	56	27_kalashnikov_howitzers_projectile_203mm
28	onlyfans - whore - yulia - pussy - actress	54	28_onlyfans_whore_yulia_pussy
29	urozhaynoye - donetsk - bombs - умпб - yuzhnodonbasskaya	47	29_urozhaynoye_donetsk_bombs_умпб
30	missiles - helicopter - 28n - vikhr - 9m120	47	30_missiles_helicopter_28n_vikhr
31	casualties - kropivnitskiy - markhalevka - tombstones - enlistment	46	31_casualties_kropivnitskiy_markhalevka_tombstones
32	crimea - missiles - novorossiysk - makarov - airfield	42	32_crimea_missiles_novorossiysk_makarov
33	donskoy - cossacks - valeryevich - egorovka - sergeant	40	33_donskoy_cossacks_valeryevich_egorovka
34	airbus - zhukovsky - superjet - fuselage - 2026	39	34_airbus_zhukovsky_superjet_fuselage
35	tanks - uralvagonzavod - omsktransmash - dmitry - t72b3m	37	35_tanks_uralvagonzavod_omsktransmash_dmitry
36	paratroopers - novomikhailivka - militants - stronghold - footage	37	36_paratroopers_novomikhailivka_militants_stronghold
37	бомбардирововочные - умпб - sumbmunitions - upmk - 500пмв	37	37_бомбардирововочные_умпб_sumbmunitions_upmk
38	missiles - submunitions - glonass - 9m549 - сн398	35	38_missiles_submunitions_glonass_9m549
39	pmc - fighters - cameroon - artemivsk - demilitarised	35	39_pmc_fighters_cameroon_artemivsk
40	lutsenko - shukhevych - levkovych - osnovenko - batyashov	34	40_lutsenko_shukhevych_levkovych_osnovenko
41	m113s - unknown_tank - howitzer - 2м1 - 64bv	33	41_m113s_unknown_tank_howitzer_2м1
42	yekaterinodar - pokrov - cossack - brawl - festivals	33	42_yekaterinodar_pokrov_cossack_brawl
43	howitzers - zaporizhzhya - m777 - destroyed - antonov	33	43_howitzers_zaporizhzhya_m777_destroyed
44	drone - kamikaze - военныи - gripen - dmytrashkovskyy	32	44_drone_kamikaze_военныи_gripen
45	missiles - strela - bogdanovka - sams - 30н6е	32	45_missiles_strela_bogdanovka_sams
46	nationalists - nazi - slavs - navalny - azov	32	46_nationalists_nazi_slavs_navalny
47	troitskoye - infantrymen - berkhivka - battles - tank	32	47_troitskoye_infantrymen_berkhivka_battles
48	bierpartei - austria - nationalist - frohnmeier - constituencies	31	48_bierpartei_austria_nationalist_frohnmeier
49	andriivka - coordinates - 13092023 - militarysummarymap - дата	30	49_andriivka_coordinates_13092023_militarysummarymap
50	zaporizhzhya - mechbrigade - avdeevka - destroyed - m88a3	28	50_zaporizhzhya_mechbrigade_avdeevka_destroyed
51	mariupol - азовец - bombarded - mirny - iron	27	51_mariupol_азовец_bombarded_mirny
52	fascism - pacifists - imperialist - slavs - nations	27	52_fascism_pacifists_imperialist_slavs
53	svyatogorsk - theotokos - mariupol - храм - archpriest	27	53_svyatogorsk_theotokos_mariupol_храм
54	chernivtsi - hryvnia - zelensky - commissars - subpoenas	26	54_chernivtsi_hryvnia_zelensky_commissars
55	russia - zelenski - wars - geopolitically - khamenei	26	55_russia_zelenski_wars_geopolitically
56	robototekhnika - unmanned - kamaz - almetyevsk - yandex	25	56_robototekhnika_unmanned_kamaz_almetyevsk
57	psalm - ezekiel - wisdom - heavens - firstborn	25	57_psalm_ezekiel_wisdom_heavens
58	missiles - radar - 9с36м - sams - 300v4	25	58_missiles_radar_9с36м_sams
59	riots - nantes - nazi - zemmour - islamophobic	25	59_riots_nantes_nazi_zemmour
60	kherson - airstrikes - howitzers - avdyivka - koksokhimzavod	24	60_kherson_airstrikes_howitzers_avdyivka
61	colonel - squadron - sokolovsky - volodymyr - sylvain4310	23	61_colonel_squadron_sokolovsky_volodymyr
62	beijing - putin - xi - guangbin - chairman	23	62_beijing_putin_xi_guangbin
63	novomikhailivka - missile - defeat - depot - adveevskoye	22	63_novomikhailivka_missile_defeat_depot
64	kherson - dnieper - bridges - flood - collapsed	21	64_kherson_dnieper_bridges_flood
65	missile - радар - kh - 9н235 - ммс	20	65_missile_радар_kh_9н235
66	serbia - slobodan - knezevic - russians - kharchenko	20	66_serbia_slobodan_knezevic_russians
67	prigozhin - pmc - dirlewagner - sitrepmap - wanker	20	67_prigozhin_pmc_dirlewagner_sitrepmap

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