MARTINI_enrich_BERTopic_node_of_time_en

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_node_of_time_en")

topic_model.get_topic_info()

Topic overview

• Number of topics: 58
• Number of training documents: 6346

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	zelensky - russians - kherson - sanctions - missiles	20	-1_zelensky_russians_kherson_sanctions
0	taiwan - pyongyang - beijing - mao - geopolitical	3255	0_taiwan_pyongyang_beijing_mao
1	tbilisi - homosexuality - uganda - pope - parade	168	1_tbilisi_homosexuality_uganda_pope
2	hamas - gaza - israelis - hezbollah - airstrikes	167	2_hamas_gaza_israelis_hezbollah
3	gabon - niamey - algeria - overthrow - gaddafi	165	3_gabon_niamey_algeria_overthrow
4	hungary - juncker - slovak - european - sanctions	128	4_hungary_juncker_slovak_european
5	nato - stoltenberg - baltics - kaliningrad - kosovars	116	5_nato_stoltenberg_baltics_kaliningrad
6	nazis - zelenska - russians - suvorov - swastika	111	6_nazis_zelenska_russians_suvorov
7	poland - kaczynski - ukrainianisation - zbigniew - zloty	107	7_poland_kaczynski_ukrainianisation_zbigniew
8	bundeswehr - rheinmetall - panzer - merkava - veto	104	8_bundeswehr_rheinmetall_panzer_merkava
9	zelensky - volodymyr - oligarchs - scandal - oscar	84	9_zelensky_volodymyr_oligarchs_scandal
10	grain - bulgaria - wto - maersk - cavusoglu	82	10_grain_bulgaria_wto_maersk
11	scholz - putin - russischen - zeitung - moldova	76	11_scholz_putin_russischen_zeitung
12	mercenaries - severodonetsk - killed - kapuscinski - navy	69	12_mercenaries_severodonetsk_killed_kapuscinski
13	putin - lugansk - россии - mobilization - motherland	57	13_putin_lugansk_россии_mobilization
14	hamas - protests - pogroms - kristallnacht - denmark	56	14_hamas_protests_pogroms_kristallnacht
15	bundestag - nsdap - saxony - scholz - wagenknecht	54	15_bundestag_nsdap_saxony_scholz
16	riots - nantes - zemmour - macron - burgerkriegs	54	16_riots_nantes_zemmour_macron
17	volunteers - subscribe - putinists - subtitling - volkov	52	17_volunteers_subscribe_putinists_subtitling
18	донбасс - петровскии - памятника - kuybyshevsky - ekaterina	52	18_донбасс_петровскии_памятника_kuybyshevsky
19	ukrainians - casualties - artemovsk - brigade - servicemen	52	19_ukrainians_casualties_artemovsk_brigade
20	donetsk - counterattacks - karmazynivka - highlights - july	52	20_donetsk_counterattacks_karmazynivka_highlights
21	pfizer - unvaccinated - ivermectin - injected - lockdowns	50	21_pfizer_unvaccinated_ivermectin_injected
22	ukrainehumanrightsabuses - conscripted - prisoners - azovstal - sergeevich	50	22_ukrainehumanrightsabuses_conscripted_prisoners_azovstal
23	biden - impeachment - giuliani - bribes - mccarthy	49	23_biden_impeachment_giuliani_bribes
24	munitions - missiles - pentagon - supplies - billion	48	24_munitions_missiles_pentagon_supplies
25	crimea - peace - chomsky - negotiated - counteroffensive	46	25_crimea_peace_chomsky_negotiated
26	kakhovka - dnieper - ukrenergo - hydropower - blackout	45	26_kakhovka_dnieper_ukrenergo_hydropower
27	ukrainians - refugees - poland - slovak - eurostat	44	27_ukrainians_refugees_poland_slovak
28	zaporizhzhia - chernobyl - radioactive - npp - novosti	43	28_zaporizhzhia_chernobyl_radioactive_npp
29	kremlin - zelenskiy - volodymyr - kherson - updates	43	29_kremlin_zelenskiy_volodymyr_kherson
30	nordstream - sweden - sabotage - explosions - terrorist	43	30_nordstream_sweden_sabotage_explosions
31	pravoslavie - sviatohirsk - chernivtsi - persecution - hieromonk	42	31_pravoslavie_sviatohirsk_chernivtsi_persecution
32	germany - protests - hannover - nagorno - bundeskanzleramt	41	32_germany_protests_hannover_nagorno
33	brics - nigeria - bangladesh - arabia - mnangagwa	40	33_brics_nigeria_bangladesh_arabia
34	globalists - interglacial - co2 - twitterigtruth - klaus	40	34_globalists_interglacial_co2_twitterigtruth
35	germany - gdp - recession - eurozone - 2023	37	35_germany_gdp_recession_eurozone
36	prigozhin - lukashenko - yevkurov - propagandists - gunship	36	36_prigozhin_lukashenko_yevkurov_propagandists
37	congressmen - 24bn - spending - pentagon - israel	36	37_congressmen_24bn_spending_pentagon
38	crude - sanctions - bloomberg - tankers - ulyanov	36	38_crude_sanctions_bloomberg_tankers
39	conscription - verkhovna - chmelnyzkyj - commissars - marching	35	39_conscription_verkhovna_chmelnyzkyj_commissars
40	donetsk - battles - paratroopers - april - shebekinsky	35	40_donetsk_battles_paratroopers_april
41	nusra - aleppo - airstrikes - afghanistan - milley	33	41_nusra_aleppo_airstrikes_afghanistan
42	nato - finland - erdogan - ratification - join	32	42_nato_finland_erdogan_ratification
43	wikileaks - espionage - agencies - langley - naryshkin	32	43_wikileaks_espionage_agencies_langley
44	eurofighter - kampfflugzeuge - zelenski - gripen - slovakia	32	44_eurofighter_kampfflugzeuge_zelenski_gripen
45	missiles - kremenchug - slaviansk - casualties - airbase	29	45_missiles_kremenchug_slaviansk_casualties
46	submunitions - cambodia - thermobaric - clusters - explode	29	46_submunitions_cambodia_thermobaric_clusters
47	dollarization - yuan - brics - sanctions - bashar	29	47_dollarization_yuan_brics_sanctions
48	westphalia - renewable - siemens - heaters - 190bn	28	48_westphalia_renewable_siemens_heaters
49	sanctions - eu - blacklist - prohibit - belarusian	25	49_sanctions_eu_blacklist_prohibit
50	novorossiya - pereyaslav - podoljak - passportizing - criminalise	25	50_novorossiya_pereyaslav_podoljak_passportizing
51	smuggled - howitzers - marchenko - terrorists - promoboronexport	24	51_smuggled_howitzers_marchenko_terrorists
52	uranium - khmelnitsky - munitions - depleted - fallujah	22	52_uranium_khmelnitsky_munitions_depleted
53	bundestag - schuldenbremse - wirtschaftswoche - spendings - 17bn	22	53_bundestag_schuldenbremse_wirtschaftswoche_spendings
54	transnistria - moldovatransgaz - chisinau - moldovan - romanianization	22	54_transnistria_moldovatransgaz_chisinau_moldovan
55	bryansk - novotroitsk - terrorists - golovanov - fsb	21	55_bryansk_novotroitsk_terrorists_golovanov
56	gazprom - euros - diesel - exports - ammonia	21	56_gazprom_euros_diesel_exports

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