MARTINI_enrich_BERTopic_intelslava

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_intelslava")

topic_model.get_topic_info()

Topic overview

• Number of topics: 217
• Number of training documents: 30648

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	donetsk - mariupol - zelensky - militants - afghanistan	20	-1_donetsk_mariupol_zelensky_militants
0	mercenaries - killed - vekoslav - andrew - georgians	18718	0_mercenaries_killed_vekoslav_andrew
1	vinnitsa - oleksyuk - makhno - colonel - shakhov	252	1_vinnitsa_oleksyuk_makhno_colonel
2	kharkiv - outages - zhytomyr - ukrenergo - tymoshenko	216	2_kharkiv_outages_zhytomyr_ukrenergo
3	nato - ryabkov - negotiations - sochi - blinken	214	3_nato_ryabkov_negotiations_sochi
4	severodonetsk - luhansk - lisichansk - aleksandrovka - novomayorskoye	204	4_severodonetsk_luhansk_lisichansk_aleksandrovka
5	lukashenko - belarussians - podlaskie - sejm - deported	182	5_lukashenko_belarussians_podlaskie_sejm
6	yuzhnodonetsk - airstrikes - detonating - avdiivka - koksokhimzavod	162	6_yuzhnodonetsk_airstrikes_detonating_avdiivka
7	crimea - lipetsk - terrorists - detonators - dagestan	162	7_crimea_lipetsk_terrorists_detonators
8	dnepropetrovsk - frankivsk - explosions - khmelnytsky - zhytomyr	151	8_dnepropetrovsk_frankivsk_explosions_khmelnytsky
9	karabakh - stepanakert - pashinyan - azerbaijani - grigoryan	148	9_karabakh_stepanakert_pashinyan_azerbaijani
10	novodonetsk - tank - m113a3 - wrecked - bushmaster	143	10_novodonetsk_tank_m113a3_wrecked
11	helicopters - khuseevich - overflight - autocannon - footage	141	11_helicopters_khuseevich_overflight_autocannon
12	taiwan - pelosi - weihua - diplomatic - visits	128	12_taiwan_pelosi_weihua_diplomatic
13	ukrainians - conscript - chernivtsi - moldova - commissars	124	13_ukrainians_conscript_chernivtsi_moldova
14	drone - infantry - pilots - lukashovka - operators	122	14_drone_infantry_pilots_lukashovka
15	serbia - kosovska - mitrovica - herzegovina - pristina	119	15_serbia_kosovska_mitrovica_herzegovina
16	bakhmutskaya - bogdanovka - paraskoviyivka - ozaryanovka - wagnerites	119	16_bakhmutskaya_bogdanovka_paraskoviyivka_ozaryanovka
17	nato - stoltenberg - baltic - yeltsin - bucharest	118	17_nato_stoltenberg_baltic_yeltsin
18	iraqis - airstrikes - soleimani - الامريكي - اللوجستي	115	18_iraqis_airstrikes_soleimani_الامريكي
19	riots - marseille - lockdown - athens - masks	113	19_riots_marseille_lockdown_athens
20	deficits - treasuries - gdp - stimulus - trillion	113	20_deficits_treasuries_gdp_stimulus
21	kazakhstan - rioters - almaty - atyrau - pogroms	112	21_kazakhstan_rioters_almaty_atyrau
22	terrorists - crocus - rakhmonov - isroilovich - defendants	111	22_terrorists_crocus_rakhmonov_isroilovich
23	hungary - slovaks - bucharest - transcarpathian - zoltan	110	23_hungary_slovaks_bucharest_transcarpathian
24	embassy - navalny - smolenskaya - expels - nonimmigrant	107	24_embassy_navalny_smolenskaya_expels
25	chernigovka - novopokrovskoye - semyonovka - shevchenkovo - kotlyarivka	107	25_chernigovka_novopokrovskoye_semyonovka_shevchenkovo
26	ukrainians - reznikov - counterattack - 2025 - newspaper	104	26_ukrainians_reznikov_counterattack_2025
27	kandahar - wakhan - zabul - faizabad - provinces	102	27_kandahar_wakhan_zabul_faizabad
28	uavs - moscow - kaluga - kursk - bryansk	101	28_uavs_moscow_kaluga_kursk
29	kremlin - beijing - xi - wang - visit	100	29_kremlin_beijing_xi_wang
30	kamikaze - howitzer - drone - m109a3gn - ugledarskoye	98	30_kamikaze_howitzer_drone_m109a3gn
31	soyuz - baikonur - plesetsk - cosmodrome - launched	96	31_soyuz_baikonur_plesetsk_cosmodrome
32	sanctions - magnitsky - sechin - bortnikov - sberbank	95	32_sanctions_magnitsky_sechin_bortnikov
33	pfizer - vaccinated - fauci - omicron - lockdown	95	33_pfizer_vaccinated_fauci_omicron
34	hezbollah - merkava - galilee - shebaa - infiltrated	94	34_hezbollah_merkava_galilee_shebaa
35	embassy - evacuate - transnistria - lviv - cnn	91	35_embassy_evacuate_transnistria_lviv
36	belarus - paratroopers - grodno - readiness - allied	91	36_belarus_paratroopers_grodno_readiness
37	yemen - missiles - mandeb - maersk - frigate	89	37_yemen_missiles_mandeb_maersk
38	kremlin - sergey - rudenko - negotiations - blitzkrieg	87	38_kremlin_sergey_rudenko_negotiations
39	capitol - fbi - insurrectionists - marshals - michigan	85	39_capitol_fbi_insurrectionists_marshals
40	pyongyang - kumgangsan - yongbyon - reunification - icbms	82	40_pyongyang_kumgangsan_yongbyon_reunification
41	helicopters - sergeevka - novoakhtyrka - bayraktar - crashed	81	41_helicopters_sergeevka_novoakhtyrka_bayraktar
42	crashed - rosaviatsia - helicopter - passengers - yevgeny	81	42_crashed_rosaviatsia_helicopter_passengers
43	britain - zelenskyy - draghi - whitehall - calais	79	43_britain_zelenskyy_draghi_whitehall
44	burkina - niamey - algeria - ouagadougou - sahel	77	44_burkina_niamey_algeria_ouagadougou
45	telegram - censorship - roskomnadzor - zuckerberg - blocked	77	45_telegram_censorship_roskomnadzor_zuckerberg
46	cossackgundi - surrendered - servicemen - mobilized - serdyukova	76	46_cossackgundi_surrendered_servicemen_mobilized
47	mariupol - azovites - levoberezhny - battalions - nazi	75	47_mariupol_azovites_levoberezhny_battalions
48	gaza - unrwa - airstrike - martyrs - ghebreyesus	74	48_gaza_unrwa_airstrike_martyrs
49	zelensky - volodymyr - coup - illegitimately - tweet	74	49_zelensky_volodymyr_coup_illegitimately
50	crimean - bridge - crane - crashed - trains	74	50_crimean_bridge_crane_crashed
51	netanyahu - gaza - naftali - itamar - atrocities	72	51_netanyahu_gaza_naftali_itamar
52	infantryman - avdievka - bradley - m1a1sa - tank	72	52_infantryman_avdievka_bradley_m1a1sa
53	finland - nato - stoltenberg - erdogan - ratification	72	53_finland_nato_stoltenberg_erdogan
54	texas - secession - antietam - federalizes - guard	70	54_texas_secession_antietam_federalizes
55	medvedev - shoigu - inauguration - convened - apec	70	55_medvedev_shoigu_inauguration_convened
56	gunman - nashville - stabbed - abdeslam - policewoman	70	56_gunman_nashville_stabbed_abdeslam
57	airstrikes - siria - aleppo - ruaf - bomba	69	57_airstrikes_siria_aleppo_ruaf
58	servicemen - mykolayiv - delivered - blagodatnoe - bread	69	58_servicemen_mykolayiv_delivered_blagodatnoe
59	munitions - stockpiles - shortage - 110bn - tarnavskyi	66	59_munitions_stockpiles_shortage_110bn
60	biden - kremlin - geneva - joe - videoconference	66	60_biden_kremlin_geneva_joe
61	rubles - crudes - lukoil - sakhalin - embargo	66	61_rubles_crudes_lukoil_sakhalin
62	sinaloa - cartels - tijuana - guzman - trump	64	62_sinaloa_cartels_tijuana_guzman
63	schumer - senators - bipartisan - bernie - amendments	64	63_schumer_senators_bipartisan_bernie
64	cyberattackers - hacked - mandiant - killnet - kyivstar	63	64_cyberattackers_hacked_mandiant_killnet
65	kadyrov - grozny - chechen - tushaev - battalions	62	65_kadyrov_grozny_chechen_tushaev
66	lukashenka - dushanbe - semashko - meeting - merged	62	66_lukashenka_dushanbe_semashko_meeting
67	tajikistan - bishkek - ceasefire - skirmishes - border	62	67_tajikistan_bishkek_ceasefire_skirmishes
68	drones - mykolaiv - kamikaze - dnepropetrovsk - uav	61	68_drones_mykolaiv_kamikaze_dnepropetrovsk
69	lugansk - zaporizhzhia - referenda - khoroshilov - results	60	69_lugansk_zaporizhzhia_referenda_khoroshilov
70	gaza - unsc - jerusalem - vetoing - hostages	60	70_gaza_unsc_jerusalem_vetoing
71	howitzer - lancets - gvozdika - pervomaisk - demilitarized	58	71_howitzer_lancets_gvozdika_pervomaisk
72	missiles - raytheon - atgms - swat - delivered	58	72_missiles_raytheon_atgms_swat
73	kakhovka - dnieper - hydroelectric - spillway - novodniestrovskaya	56	73_kakhovka_dnieper_hydroelectric_spillway
74	flamethrower - solntsepek - thermobaric - salvo - omsktransmash	56	74_flamethrower_solntsepek_thermobaric_salvo
75	palestinians - ramallah - jerusalemite - bethlehem - clashes	55	75_palestinians_ramallah_jerusalemite_bethlehem
76	artillerymen - novolugansk - dpr - battalion - pervomaisky	53	76_artillerymen_novolugansk_dpr_battalion
77	donetsk - pridnestrovie - medvedev - parliamentarians - ratified	53	77_donetsk_pridnestrovie_medvedev_parliamentarians
78	parades - vladivostok - victory - katyusha - spasskaya	52	78_parades_vladivostok_victory_katyusha
79	zaporizhzhya - rosenergoatom - demilitarized - terrorists - npp	51	79_zaporizhzhya_rosenergoatom_demilitarized_terrorists
80	gaza - hamas - netanyahu - huffpost - rafah	51	80_gaza_hamas_netanyahu_huffpost
81	kurdistan - erdogan - hurriyet - aleppo - terrorists	51	81_kurdistan_erdogan_hurriyet_aleppo
82	artemivsk - kostiantynivka - battalions - counterattack - thermopylae	50	82_artemivsk_kostiantynivka_battalions_counterattack
83	kharkiv - shevchenkovo - daryevka - verkhnekamenskoye - novoandreevka	50	83_kharkiv_shevchenkovo_daryevka_verkhnekamenskoye
84	ukraines - albania - demographic - childbearing - 2030s	49	84_ukraines_albania_demographic_childbearing
85	rheinmetall - panzerhaubitze - denmark - leopard - suddeutsche	49	85_rheinmetall_panzerhaubitze_denmark_leopard
86	putin - sovereignty - bolsheviks - caucasus - satanism	48	86_putin_sovereignty_bolsheviks_caucasus
87	sanctions - eurodiplomacy - impose - dombrovskis - imports	48	87_sanctions_eurodiplomacy_impose_dombrovskis
88	treason - fsb - simferopol - khabarovsk - spied	47	88_treason_fsb_simferopol_khabarovsk
89	gaza - firefight - merkava - zaytoun - outposts	47	89_gaza_firefight_merkava_zaytoun
90	bayraktar - drones - mikolayiv - strizh - superweapon	46	90_bayraktar_drones_mikolayiv_strizh
91	prigozhin - petersburg - lipetsk - headquarters - artilleryman	45	91_prigozhin_petersburg_lipetsk_headquarters
92	france - macron - goncharenko - blair - tf1	44	92_france_macron_goncharenko_blair
93	zaporozhye - brazhkovka - yegorovka - regiments - staromayorskoye	44	93_zaporozhye_brazhkovka_yegorovka_regiments
94	burials - corpses - soldiers - kholodny - novotashkovsky	44	94_burials_corpses_soldiers_kholodny
95	erdogan - ataturk - kılıcdaroglu - israeli - adolf	44	95_erdogan_ataturk_kılıcdaroglu_israeli
96	evacuees - voronezh - dpr - shevchenko - trains	44	96_evacuees_voronezh_dpr_shevchenko
97	balochistan - kandahar - paktia - blasts - casualties	43	97_balochistan_kandahar_paktia_blasts
98	kabul - evacuated - airport - doha - wikileaks	43	98_kabul_evacuated_airport_doha
99	earthquakes - tsunami - fukushima - miyakojima - amplitude	43	99_earthquakes_tsunami_fukushima_miyakojima
100	bokoharam - jihadists - adamawa - algerian - nigerien	43	100_bokoharam_jihadists_adamawa_algerian
101	bombers - airfield - kurganург - attack - avdiivka	43	101_bombers_airfield_kurganург_attack
102	navalny - khabarovsk - matrosskaya - primorye - tomsk	43	102_navalny_khabarovsk_matrosskaya_primorye
103	gaza - morsi - sinai - egyptians - refugees	42	103_gaza_morsi_sinai_egyptians
104	medals - zhukov - colonel - paratroopers - courageous	42	104_medals_zhukov_colonel_paratroopers
105	danilov - litvinenko - secretary - romania - nsdc	42	105_danilov_litvinenko_secretary_romania
106	iran - israeli - retaliatory - jerusalem - geostrategic	40	106_iran_israeli_retaliatory_jerusalem
107	ukrainians - casualties - lutsenko - afu - lostarmor	40	107_ukrainians_casualties_lutsenko_afu
108	krasnogorovka - artillerymen - artemovsky - hangar - pinpoint	40	108_krasnogorovka_artillerymen_artemovsky_hangar
109	europride - flags - uruguay - athletes - booed	40	109_europride_flags_uruguay_athletes
110	poland - slovak - mig - fighter - skurkiewicz	40	110_poland_slovak_mig_fighter
111	gazprombank - transneft - europe - refineries - ruble	40	111_gazprombank_transneft_europe_refineries
112	gas - exceeded - 1000 - megawatt - volatility	39	112_gas_exceeded_1000_megawatt
113	sevastopol - unmanned - frigate - attacking - kunikov	38	113_sevastopol_unmanned_frigate_attacking
114	aeroflot - bombers - pilots - convair - turboprop	38	114_aeroflot_bombers_pilots_convair
115	kabul - airlift - runways - qataris - firefights	38	115_kabul_airlift_runways_qataris
116	guyana - venezuelans - ecuador - bogota - arauca	38	116_guyana_venezuelans_ecuador_bogota
117	eurozone - gdp - polycrisis - decline - german	38	117_eurozone_gdp_polycrisis_decline
118	volodymyr - zaluzhny - kakhovka - commanders - blitzer	38	118_volodymyr_zaluzhny_kakhovka_commanders
119	hamas - mujahedeen - jerusalem - qasim - hazem	37	119_hamas_mujahedeen_jerusalem_qasim
120	paratroopers - footage - petropavlovka - operation - rf	37	120_paratroopers_footage_petropavlovka_operation
121	kazakhstan - spetsnaz - kostromskaya - airfields - ivanovsk	36	121_kazakhstan_spetsnaz_kostromskaya_airfields
122	azerbaijan - nakhichevan - hoveyzeh - m119a1 - infanteria	36	122_azerbaijan_nakhichevan_hoveyzeh_m119a1
123	ammunition - pentagon - billion - package - auxiliary	36	123_ammunition_pentagon_billion_package
124	gaza - newsisrael - truce - hostage - qatari	36	124_gaza_newsisrael_truce_hostage
125	zaporizhzhya - rosenergoatom - interfax - novoaleksandrivka - inspectors	36	125_zaporizhzhya_rosenergoatom_interfax_novoaleksandrivka
126	belgorod - kursk - shchetinovka - casualties - krasnooktyabrsky	34	126_belgorod_kursk_shchetinovka_casualties
127	myanmar - rangoon - dissidents - lndonesia - bangkok	34	127_myanmar_rangoon_dissidents_lndonesia
128	sanctions - blinken - germany - transatlantic - pipeline	33	128_sanctions_blinken_germany_transatlantic
129	sukhoi - komsomolsk - supersonic - fighter - manturov	33	129_sukhoi_komsomolsk_supersonic_fighter
130	ukrainians - returned - saraliyev - sergeants - prisoner	33	130_ukrainians_returned_saraliyev_sergeants
131	ashkelon - sderot - rockets - aljazeera - nitzanim	33	131_ashkelon_sderot_rockets_aljazeera
132	drones - iran - warhead - mi6 - vadym	32	132_drones_iran_warhead_mi6
133	mariupol - chelyabinsk - azovmash - demolished - deputy	32	133_mariupol_chelyabinsk_azovmash_demolished
134	blinken - diplomatic - annexation - kiyv - undermine	32	134_blinken_diplomatic_annexation_kiyv
135	kazakhstan - nazarbayev - karimov - kamenogorsk - revolutions	32	135_kazakhstan_nazarbayev_karimov_kamenogorsk
136	china - wenbing - militarization - yellen - spokeswoman	32	136_china_wenbing_militarization_yellen
137	artillerymen - platoons - svyatogorsk - fortifications - demilitarized	32	137_artillerymen_platoons_svyatogorsk_fortifications
138	dollarisation - renminbi - treasuries - greenback - petroyuan	32	138_dollarisation_renminbi_treasuries_greenback
139	ethiopia - somaliland - libya - sudanese - abdi	32	139_ethiopia_somaliland_libya_sudanese
140	aircraft - afb - tanker - arrived - riga	31	140_aircraft_afb_tanker_arrived
141	superweapon - warheads - icbm - severodvinsk - submarines	31	141_superweapon_warheads_icbm_severodvinsk
142	shoigu - salyukov - colonel - kolyasnikov - muradov	31	142_shoigu_salyukov_colonel_kolyasnikov
143	belgorod - explosion - victims - collapsed - rescued	31	143_belgorod_explosion_victims_collapsed
144	bellumactanews - cultures_of_resistance - congratulations - subscribers - 2rise	31	144_bellumactanews_cultures_of_resistance_congratulations_subscribers
145	oilfields - bbl - saudi - commodity - deflation	31	145_oilfields_bbl_saudi_commodity
146	dilma - barroso - janeiro - paulo - impeached	31	146_dilma_barroso_janeiro_paulo
147	pipelines - balticconnector - gazprom - torpedo - estonia	30	147_pipelines_balticconnector_gazprom_torpedo
148	bangui - rwanda - peacekeepers - mutiny - boziza	30	148_bangui_rwanda_peacekeepers_mutiny
149	suez - panamax - tankers - maersk - logistics	30	149_suez_panamax_tankers_maersk
150	belarus - warheads - icbms - deploying - nagasaki	30	150_belarus_warheads_icbms_deploying
151	missiles - britain - howitzers - supplied - m270	30	151_missiles_britain_howitzers_supplied
152	gaza - airstrikes - bombed - strip - balloons	30	152_gaza_airstrikes_bombed_strip
153	starlink - geostationary - ukrpatent - borshchevik - countermeasures	30	153_starlink_geostationary_ukrpatent_borshchevik
154	erdogan - sochi - negotiations - uzbekistan - sabah	30	154_erdogan_sochi_negotiations_uzbekistan
155	donetsk - gorlovka - grenades - attacked - komminternovo	29	155_donetsk_gorlovka_grenades_attacked
156	taiwan - fujian - hualien - amphibious - blockade	29	156_taiwan_fujian_hualien_amphibious
157	zelensky - cnn - invasion - imminent - natasha	29	157_zelensky_cnn_invasion_imminent
158	mariupol - novoazovsk - surrendered - paramilitary - svyatoslav	29	158_mariupol_novoazovsk_surrendered_paramilitary
159	kherson - vasilyevka - flagpole - melitopol - victory	28	159_kherson_vasilyevka_flagpole_melitopol
160	kazakhstan - peacekeepers - tokayev - kalashnikov - serdyukov	28	160_kazakhstan_peacekeepers_tokayev_kalashnikov
161	missile - destroyed - mykolaiv - ostroverkhovka - tunguska	28	161_missile_destroyed_mykolaiv_ostroverkhovka
162	dnieper - bridges - chernihiv - makeevka - bogorodichnoye	28	162_dnieper_bridges_chernihiv_makeevka
163	yemen - houthi - saudi - ansarallah - hajjah	28	163_yemen_houthi_saudi_ansarallah
164	eu - billion - grants - commissioner - tranche	28	164_eu_billion_grants_commissioner
165	khamenei - vahid - volodin - riyadh - ghalibaf	27	165_khamenei_vahid_volodin_riyadh
166	kilauea - volcanic - eruptive - fagradalsfjall - archipelago	27	166_kilauea_volcanic_eruptive_fagradalsfjall
167	lukashenka - interfax - negotiations - pripyat - postponed	27	167_lukashenka_interfax_negotiations_pripyat
168	kabul - ambassador - zabihullah - zakharova - qatar	27	168_kabul_ambassador_zabihullah_zakharova
169	kherson - grenades - detained - saboteurs - uzrgn	27	169_kherson_grenades_detained_saboteurs
170	bundeswehr - rheinmetall - marder - steinmeier - sonntag	26	170_bundeswehr_rheinmetall_marder_steinmeier
171	saakashvili - tbilisi - zurabishvili - kobakhidze - protesters	26	171_saakashvili_tbilisi_zurabishvili_kobakhidze
172	milley - chairman - neocons - stalemate - zaluzhny	26	172_milley_chairman_neocons_stalemate
173	bryansk - frankivsk - targets - launched - unmanned	26	173_bryansk_frankivsk_targets_launched
174	bukovel - dzerzhinsk - missilemen - brigade - nimirovskoye	26	174_bukovel_dzerzhinsk_missilemen_brigade
175	zaporizhzhya - dnipropetrovsk - referendum - annexation - solovyov	25	175_zaporizhzhya_dnipropetrovsk_referendum_annexation
176	120bn - marchenko - deficit - expenditures - pimco	25	176_120bn_marchenko_deficit_expenditures
177	krasnolimansky - artillerymen - donets - captured - checkpoints	25	177_krasnolimansky_artillerymen_donets_captured
178	odessa - missile - yuzhny - explosions - targets	25	178_odessa_missile_yuzhny_explosions
179	biden - putin - communicated - white - sanctioning	25	179_biden_putin_communicated_white
180	makiivka - killed - gorlovka - alchevsk - terrorists	25	180_makiivka_killed_gorlovka_alchevsk
181	afghan - karzai - kandahar - mullah - fazal	25	181_afghan_karzai_kandahar_mullah
182	reservists - mobilized - conscription - volodin - partial	24	182_reservists_mobilized_conscription_volodin
183	chernomorsk - seaports - cavusoglu - shipping - black	24	183_chernomorsk_seaports_cavusoglu_shipping
184	trump - melania - supporters - ceremony - january	24	184_trump_melania_supporters_ceremony
185	khamenei - rouhani - keyhan - uranium - negotiations	24	185_khamenei_rouhani_keyhan_uranium
186	ukrainians - bulgaria - refugees - warsaw - hotels	24	186_ukrainians_bulgaria_refugees_warsaw
187	belgorod - kantemirovka - 72b3 - 5km - avtozaks	24	187_belgorod_kantemirovka_72b3_5km
188	ballots - constituency - novgorod - communist - leading	24	188_ballots_constituency_novgorod_communist
189	vladivostok - submarines - admiral - suvorov - shaposhnikov	23	189_vladivostok_submarines_admiral_suvorov
190	brigade - deserters - pervomayskoye - understaffing - 132nd	23	190_brigade_deserters_pervomayskoye_understaffing
191	pilots - fighter - romania - uaf - dutch	23	191_pilots_fighter_romania_uaf
192	iran - tanker - warship - gulf - hijacked	23	192_iran_tanker_warship_gulf
193	minefields - makiivka - unexploded - sapper - ordnance	23	193_minefields_makiivka_unexploded_sapper
194	kremlin - macron - discussed - normandy - hiroshima	23	194_kremlin_macron_discussed_normandy
195	sanctions - minsk - eu - aeroflot - blacklist	23	195_sanctions_minsk_eu_aeroflot
196	missiles - israeli - drones - isfahan - pakistan	22	196_missiles_israeli_drones_isfahan
197	vasilyevka - bogdanovka - krasnoye - paramilitary - canal	22	197_vasilyevka_bogdanovka_krasnoye_paramilitary
198	donetsk - dokuchaievsk - shrapnel - oktyabrsky - spartak	22	198_donetsk_dokuchaievsk_shrapnel_oktyabrsky
199	biden - demented - chernenko - maloney - michigan	22	199_biden_demented_chernenko_maloney
200	novolugansk - bakhmutovskoye - paraskeevka - battles - artyomsol	21	200_novolugansk_bakhmutovskoye_paraskeevka_battles
201	stavropol - antiterrorist - leningrad - mayor - golubev	21	201_stavropol_antiterrorist_leningrad_mayor
202	kherson - verkhovna - kaliningrad - referendum - stremousov	21	202_kherson_verkhovna_kaliningrad_referendum
203	holodomor - grain - exports - bortnikov - danube	21	203_holodomor_grain_exports_bortnikov
204	pashinyan - gasparyan - armenia - impeaching - resigned	21	204_pashinyan_gasparyan_armenia_impeaching
205	medvedev - fatherland - patriotism - comrades - winners	21	205_medvedev_fatherland_patriotism_comrades
206	biolaboratories - anthrax - pathogens - tularemia - documents	21	206_biolaboratories_anthrax_pathogens_tularemia
207	luhansk - infantry - novomikhailovka - minefields - footage	20	207_luhansk_infantry_novomikhailovka_minefields
208	khartoum - ambassadors - suleiman - algerians - qatar	20	208_khartoum_ambassadors_suleiman_algerians
209	eurodiplomacy - josep - afganistan - mobilize - ministers	20	209_eurodiplomacy_josep_afganistan_mobilize
210	airbaltic - planes - belarus - cancellations - uia	20	210_airbaltic_planes_belarus_cancellations
211	rubles - dollarization - yuan - billion - india	20	211_rubles_dollarization_yuan_billion
212	gaza - לישראל - zilberman - brigadier - idf	20	212_gaza_לישראל_zilberman_brigadier
213	tanks - pentagon - m1a1 - uranium - upgraded	20	213_tanks_pentagon_m1a1_uranium
214	taiwan - warplanes - hualien - flew - yun	20	214_taiwan_warplanes_hualien_flew
215	afghanistan - mujahideen - massoud - amrullah - badakhshan	20	215_afghanistan_mujahideen_massoud_amrullah

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