MARTINI_enrich_BERTopic_insiderpaper

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_insiderpaper")

topic_model.get_topic_info()

Topic overview

• Number of topics: 116
• Number of training documents: 12529

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	sanctions - fbi - israel - kremlin - protesters	20	-1_sanctions_fbi_israel_kremlin
0	twitter - musk - shareholders - takeover - follows	6775	0_twitter_musk_shareholders_takeover
1	gaza - hezbollah - airstrikes - ashkelon - i24news	211	1_gaza_hezbollah_airstrikes_ashkelon
2	taiwan - warplanes - defence - deployed - flew	171	2_taiwan_warplanes_defence_deployed
3	fire - explosions - evacuated - recycling - collapses	159	3_fire_explosions_evacuated_recycling
4	biden - kamala - voters - spokeswoman - disapprove	158	4_biden_kamala_voters_spokeswoman
5	zelensky - munitions - billion - pentagon - announced	130	5_zelensky_munitions_billion_pentagon
6	congressman - impeachment - mccarthy - committees - removed	125	6_congressman_impeachment_mccarthy_committees
7	trump - subpoena - vindman - courthouse - georgia	122	7_trump_subpoena_vindman_courthouse
8	aftershocks - epicentre - tsunamivideos - zealand - seismologist	109	8_aftershocks_epicentre_tsunamivideos_zealand
9	facebook - metaverse - whistleblower - regulating - hashtags	101	9_facebook_metaverse_whistleblower_regulating
10	cyberattacks - hacked - gchq - mandiant - cloudflare	99	10_cyberattacks_hacked_gchq_mandiant
11	yemen - missiles - warship - attacked - maersk	97	11_yemen_missiles_warship_attacked
12	covax - twindemic - cannabidiol - hydroxychloroquine - variants	88	12_covax_twindemic_cannabidiol_hydroxychloroquine
13	chatgpt - superintelligence - ai - microsoft - sam	87	13_chatgpt_superintelligence_ai_microsoft
14	cholera - epidemic - marburg - h5n1 - malawi	85	14_cholera_epidemic_marburg_h5n1
15	kabul - helmand - haqqani - mujahid - evacuees	82	15_kabul_helmand_haqqani_mujahid
16	britain - boris - partygate - minister - sacked	77	16_britain_boris_partygate_minister
17	heatwaves - vatican - noaa - july - coldest	74	17_heatwaves_vatican_noaa_july
18	chornobyl - zaporizhzhia - reactor - uranium - proliferation	73	18_chornobyl_zaporizhzhia_reactor_uranium
19	erdogan - nato - helsinki - swedish - joining	73	19_erdogan_nato_helsinki_swedish
20	senegal - coup - abdourahamane - anambra - jihadists	71	20_senegal_coup_abdourahamane_anambra
21	monarch - buckingham - princess - meghan - harry	70	21_monarch_buckingham_princess_meghan
22	lukashenko - prigozhin - petraeus - новости - mercenaries	69	22_lukashenko_prigozhin_petraeus_новости
23	iphones - aapl - foxconn - spyware - download	67	23_iphones_aapl_foxconn_spyware
24	erdogan - putin - mersin - fenerbahce - rubles	67	24_erdogan_putin_mersin_fenerbahce
25	henan - floodwaters - guangdong - typhoon - dunhuang	66	25_henan_floodwaters_guangdong_typhoon
26	baghdad - airstrikes - kurdistan - attacked - rocket	65	26_baghdad_airstrikes_kurdistan_attacked
27	imran - musharraf - shehbaz - rawalpindi - arrested	64	27_imran_musharraf_shehbaz_rawalpindi
28	biden - delaware - prosecutors - subpoenaed - prostitutes	63	28_biden_delaware_prosecutors_subpoenaed
29	shootings - killed - colleyville - allen - deshawn	62	29_shootings_killed_colleyville_allen
30	khashoggi - saudi - prince - salman - mecca	62	30_khashoggi_saudi_prince_salman
31	karabakh - stepanakert - pashinyan - peacekeepers - aliyev	60	31_karabakh_stepanakert_pashinyan_peacekeepers
32	hong - tiananmen - xinjiang - sanctioned - kissinger	59	32_hong_tiananmen_xinjiang_sanctioned
33	soufriere - eruptions - volcanic - kilauea - popocatepetl	57	33_soufriere_eruptions_volcanic_kilauea
34	jpmorgan - epstein - trafficker - ghislaine - magnate	57	34_jpmorgan_epstein_trafficker_ghislaine
35	balloons - pentagon - airship - surveilling - stratotankers	56	35_balloons_pentagon_airship_surveilling
36	derailment - michigan - hazmat - westbound - van	55	36_derailment_michigan_hazmat_westbound
37	zelensky - stoltenberg - lithuania - allied - neutrality	55	37_zelensky_stoltenberg_lithuania_allied
38	treasury - congressional - moratorium - manchin - superpower	55	38_treasury_congressional_moratorium_manchin
39	trump - desantis - romney - voters - fascists	54	39_trump_desantis_romney_voters
40	fauci - coronaviruses - virologist - researched - leak	53	40_fauci_coronaviruses_virologist_researched
41	desantis - florida - governor - mandates - repealing	51	41_desantis_florida_governor_mandates
42	putin - warheads - nato - radioactive - preemptive	49	42_putin_warheads_nato_radioactive
43	tesla - gigafactory - recalls - blackstone - executives	49	43_tesla_gigafactory_recalls_blackstone
44	extraterrestrials - pentagon - unclassified - flying - whistleblower	48	44_extraterrestrials_pentagon_unclassified_flying
45	vaccinated - tests - pfizer - positive - buttigieg	47	45_vaccinated_tests_pfizer_positive
46	tiktok - ban - bipartisan - enact - globally	46	46_tiktok_ban_bipartisan_enact
47	pfizer - vaccinations - children - boosters - dose	45	47_pfizer_vaccinations_children_boosters
48	lockdowns - shanghai - overseas - inoculated - shocker	45	48_lockdowns_shanghai_overseas_inoculated
49	died - tmz - grammy - mangeshkar - tina	44	49_died_tmz_grammy_mangeshkar
50	wildfires - scorched - greece - evacuated - manavgat	43	50_wildfires_scorched_greece_evacuated
51	bancorp - fdic - hsbc - schwab - premarket	42	51_bancorp_fdic_hsbc_schwab
52	tamaulipas - migrants - governor - mcallen - cbp	42	52_tamaulipas_migrants_governor_mcallen
53	hochul - impeached - albany - legislators - york	42	53_hochul_impeached_albany_legislators
54	capitol - fairfax - fbi - explosives - carjacked	40	54_capitol_fairfax_fbi_explosives
55	myanmar - naypyidaw - yangon - coup - kyaw	39	55_myanmar_naypyidaw_yangon_coup
56	china - xi - blinken - dictator - trudeau	38	56_china_xi_blinken_dictator
57	tweets - facebook - outages - glitch - unfollow	37	57_tweets_facebook_outages_glitch
58	pipelines - baltic - sabotage - leak - detonated	37	58_pipelines_baltic_sabotage_leak
59	helicopters - crashed - blackhawk - bloomfield - pokhara	37	59_helicopters_crashed_blackhawk_bloomfield
60	khamenei - iranians - protesting - zahedan - alireza	37	60_khamenei_iranians_protesting_zahedan
61	stabbings - perpetrator - croydon - fatally - barbarossaplatz	36	61_stabbings_perpetrator_croydon_fatally
62	trudeau - ontario - protests - winnipeg - nazi	35	62_trudeau_ontario_protests_winnipeg
63	tucker - newsmax - primetime - taped - viewership	35	63_tucker_newsmax_primetime_taped
64	airline - landed - a330 - runway - turbulence	35	64_airline_landed_a330_runway
65	alligator - serpent - lions - thailand - monkey	35	65_alligator_serpent_lions_thailand
66	hamas - hostage - truce - amnesty - releases	34	66_hamas_hostage_truce_amnesty
67	shooter - campus - unlv - victims - colorado	34	67_shooter_campus_unlv_victims
68	pyongyang - shoigu - donetsk - missiles - welcome	33	68_pyongyang_shoigu_donetsk_missiles
69	mandates - iowa - mask - newsom - unvaccinated	33	69_mandates_iowa_mask_newsom
70	saudi - crude - rosneft - production - postponed	33	70_saudi_crude_rosneft_production
71	pyongyang - missile - fired - south - hyunmoo	33	71_pyongyang_missile_fired_south
72	rates - inflation - federal - highest - surged	32	72_rates_inflation_federal_highest
73	messi - fifa - qatar - players - celebrate	32	73_messi_fifa_qatar_players
74	bankrupt - ftx - bahamas - extradited - ponzi	32	74_bankrupt_ftx_bahamas_extradited
75	sunspot - flares - superstorm - nasa - explosions	32	75_sunspot_flares_superstorm_nasa
76	gazprom - austria - supply - gdp - euros	30	76_gazprom_austria_supply_gdp
77	mogadishu - blasts - kandahar - terrorist - casualties	30	77_mogadishu_blasts_kandahar_terrorist
78	denmark - facemasks - reopening - vienna - unvaccinated	30	78_denmark_facemasks_reopening_vienna
79	hungary - viktor - rubles - cgtn - bans	30	79_hungary_viktor_rubles_cgtn
80	pyongyang - kim - nukes - missile - yoon	30	80_pyongyang_kim_nukes_missile
81	makiivka - kremenchuk - bombing - buried - novosti	29	81_makiivka_kremenchuk_bombing_buried
82	abortion - texas - ruling - reinstates - appeals	28	82_abortion_texas_ruling_reinstates
83	bolsonaro - bolivia - reelection - lula - peru	28	83_bolsonaro_bolivia_reelection_lula
84	titanic - submersible - wreckage - implosion - navy	28	84_titanic_submersible_wreckage_implosion
85	selloff - nasdaq - plummeted - recession - dow	27	85_selloff_nasdaq_plummeted_recession
86	zelensky - peace - beijing - eurasian - briefed	27	86_zelensky_peace_beijing_eurasian
87	hamas - pentagon - accuses - semitism - gabriel	27	87_hamas_pentagon_accuses_semitism
88	hurricanes - florida - floodwaters - landfall - surging	26	88_hurricanes_florida_floodwaters_landfall
89	severodonetsk - euromaidan - russians - invaders - sumy	26	89_severodonetsk_euromaidan_russians_invaders
90	astrazeneca - clots - inoculations - slovenia - ema	26	90_astrazeneca_clots_inoculations_slovenia
91	riots - france - arrests - policeman - afp	25	91_riots_france_arrests_policeman
92	norad - alaska - warplanes - intercepted - flew	25	92_norad_alaska_warplanes_intercepted
93	jurors - verdict - mistrial - kenosha - acquitted	24	93_jurors_verdict_mistrial_kenosha
94	biden - doocy - documents - wilmington - investigators	24	94_biden_doocy_documents_wilmington
95	accused - spacey - oscars - diddy - slapping	24	95_accused_spacey_oscars_diddy
96	hawaii - maui - lahaina - wildfires - catastrophic	24	96_hawaii_maui_lahaina_wildfires
97	stablecoin - blackrock - securities - withdrawals - regulators	24	97_stablecoin_blackrock_securities_withdrawals
98	pelosi - assaulted - husband - sledgehammer - napa	24	98_pelosi_assaulted_husband_sledgehammer
99	sanctions - russians - banned - navalny - clinton	23	99_sanctions_russians_banned_navalny
100	deportation - migrants - borders - honduras - presidency	23	100_deportation_migrants_borders_honduras
101	strikes - teamsters - detroit - factories - wage	23	101_strikes_teamsters_detroit_factories
102	kashmir - arunachal - soldiers - chinese - border	23	102_kashmir_arunachal_soldiers_chinese
103	donetsk - drone - airfield - attacked - explosions	23	103_donetsk_drone_airfield_attacked
104	pfizer - novavax - biontech - revenues - injectables	23	104_pfizer_novavax_biontech_revenues
105	iran - fissile - iaea - enrich - monitored	22	105_iran_fissile_iaea_enrich
106	rupee - usd - plummets - sanctions - exchangers	22	106_rupee_usd_plummets_sanctions
107	tornadoes - thunderstorm - waterspout - catastrophic - missouri	21	107_tornadoes_thunderstorm_waterspout_catastrophic
108	iran - zarif - netanyahu - bombshell - preemptive	21	108_iran_zarif_netanyahu_bombshell
109	spacex - spacecraft - liftoff - luna - bennu	21	109_spacex_spacecraft_liftoff_luna
110	putin - beijing - sanctions - allies - strategic	21	110_putin_beijing_sanctions_allies
111	pelosi - taipei - speaker - visits - warned	21	111_pelosi_taipei_speaker_visits
112	niagara - exploded - bridge - falls - incident	21	112_niagara_exploded_bridge_falls
113	transgender - athletics - lawmakers - prohibiting - passports	20	113_transgender_athletics_lawmakers_prohibiting
114	luhansk - crimea - missiles - bombed - airfield	20	114_luhansk_crimea_missiles_bombed

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