MARTINI_enrich_BERTopic_surf_noise_eng

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_surf_noise_eng")

topic_model.get_topic_info()

Topic overview

• Number of topics: 50
• Number of training documents: 5753

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	zelensky - russians - sanctions - eu - nazi	21	-1_zelensky_russians_sanctions_eu
0	bundestag - schmidt - rheinmetall - tagesspiegel - dusseldorf	3454	0_bundestag_schmidt_rheinmetall_tagesspiegel
1	zaporizhzhia - chernobyl - khmelnitsky - rosenergoatom - radioactive	118	1_zaporizhzhia_chernobyl_khmelnitsky_rosenergoatom
2	belarus - sanctions - famine - guterres - fertilizers	108	2_belarus_sanctions_famine_guterres
3	nazies - shukhevych - genocidium - polska - swastika	104	3_nazies_shukhevych_genocidium_polska
4	biden - democrats - polls - delaware - midterm	92	4_biden_democrats_polls_delaware
5	zelensky - volodymyr - dzhankarashvili - ladimir - autocracy	76	5_zelensky_volodymyr_dzhankarashvili_ladimir
6	britain - boris - partygate - downing - scottish	75	6_britain_boris_partygate_downing
7	donetsk - makiivka - shrapnel - victims - voroshylovskyi	73	7_donetsk_makiivka_shrapnel_victims
8	hamas - gaza - israeli - airstrikes - aleppo	73	8_hamas_gaza_israeli_airstrikes
9	moldova - protesters - aeroflot - chernyshenko - maia	71	9_moldova_protesters_aeroflot_chernyshenko
10	outages - latvia - boilers - ludwigshafen - megawatt	70	10_outages_latvia_boilers_ludwigshafen
11	ukrainians - refugees - germany - krakow - xenophobia	67	11_ukrainians_refugees_germany_krakow
12	bioweapons - pfizer - coronavirus - pentagon - kirillov	66	12_bioweapons_pfizer_coronavirus_pentagon
13	protests - netherlands - marne - farmers - bonfires	62	13_protests_netherlands_marne_farmers
14	lgbtq - california - legalized - fifa - fairies	59	14_lgbtq_california_legalized_fifa
15	britons - inflation - billionaires - households - bills	53	15_britons_inflation_billionaires_households
16	hungary - sanctions - balasz - brussels - zakarpatia	52	16_hungary_sanctions_balasz_brussels
17	nato - stoltenberg - kyiv - allies - join	50	17_nato_stoltenberg_kyiv_allies
18	latvians - daugavpils - russophobia - monuments - partisans	50	18_latvians_daugavpils_russophobia_monuments
19	mercenaries - foreigncombatants - sniper - lisichansk - brigades	49	19_mercenaries_foreigncombatants_sniper_lisichansk
20	mariupol - azovites - militants - surrendered - battalion	48	20_mariupol_azovites_militants_surrendered
21	finland - stockholm - erdogan - nonproliferation - pekka	45	21_finland_stockholm_erdogan_nonproliferation
22	pyongyang - missiles - denuclearization - nuked - hiroshima	45	22_pyongyang_missiles_denuclearization_nuked
23	atrocities - kupyansk - captured - nazis - videos	43	23_atrocities_kupyansk_captured_nazis
24	chernivtsi - zakarpattia - mobilized - verkhovnaya - commissars	43	24_chernivtsi_zakarpattia_mobilized_verkhovnaya
25	putin - belarus - yermakov - disarmament - diplomat	41	25_putin_belarus_yermakov_disarmament
26	russians - lvov - cheburashka - moseichuk - hatred	40	26_russians_lvov_cheburashka_moseichuk
27	crimea - novovladimivka - terrorist - tatarstan - basayev	36	27_crimea_novovladimivka_terrorist_tatarstan
28	chomsky - demonizing - totalitarianism - circlejerk - американцев	35	28_chomsky_demonizing_totalitarianism_circlejerk
29	kosovska - mitrovica - serbians - pristina - provocations	35	29_kosovska_mitrovica_serbians_pristina
30	kharkov - militants - voskresenskoye - mizintsev - atrocities	33	30_kharkov_militants_voskresenskoye_mizintsev
31	nordstream - pipelines - sabotage - explosions - leakage	33	31_nordstream_pipelines_sabotage_explosions
32	biden - billions - congresswoman - grants - pentagon	33	32_biden_billions_congresswoman_grants
33	karabakh - pashinyan - armistice - transcaucasia - alimbayev	32	33_karabakh_pashinyan_armistice_transcaucasia
34	saudi - khashoggi - bahrain - jeddah - mecca	31	34_saudi_khashoggi_bahrain_jeddah
35	latvians - rusophobic - denaturalization - bans - rapporteurs	27	35_latvians_rusophobic_denaturalization_bans
36	monuments - nkvd - bulgarians - vandalized - graves	27	36_monuments_nkvd_bulgarians_vandalized
37	lithuania - lukashenka - visas - eu - banning	27	37_lithuania_lukashenka_visas_eu
38	euromaidan - moldovans - funds - ammunition - blitzkrieg	26	38_euromaidan_moldovans_funds_ammunition
39	severodonetsk - lisichansk - cossacks - thanked - allahu	25	39_severodonetsk_lisichansk_cossacks_thanked
40	chernobaevka - missile - zhytomyr - aeroflot - crashed	25	40_chernobaevka_missile_zhytomyr_aeroflot
41	missiles - pentagon - drones - cnn - shipped	25	41_missiles_pentagon_drones_cnn
42	taiwan - beijing - fujian - pelosi - xinjiang	24	42_taiwan_beijing_fujian_pelosi
43	musk - twitter - paywalled - impostors - 22mln	24	43_musk_twitter_paywalled_impostors
44	gazprom - eu - pipeline - sudzha - renewable	23	44_gazprom_eu_pipeline_sudzha
45	petroleum - khashoggi - cartel - cnooc - prices	21	45_petroleum_khashoggi_cartel_cnooc
46	brics - multilateralism - vladivostok - ramaphosa - zhang	21	46_brics_multilateralism_vladivostok_ramaphosa
47	sanctions - sberbank - croatia - mitsotakis - tankers	21	47_sanctions_sberbank_croatia_mitsotakis
48	tiananmen - xinjiang - hong - pogroms - communists	21	48_tiananmen_xinjiang_hong_pogroms

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