MARTINI_enrich_BERTopic_theriotimes

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_theriotimes")

topic_model.get_topic_info()

Topic overview

• Number of topics: 105
• Number of training documents: 10848

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	sanctions - bolsonaro - europe - russia - argentina	20	-1_sanctions_bolsonaro_europe_russia
0	vaccine - myocarditis - deaths - mhra - clots	5655	0_vaccine_myocarditis_deaths_mhra
1	propaganda - truth - everything - awakening - grassroot	169	1_propaganda_truth_everything_awakening
2	trudeau - convoy - protesters - freedom - alberta	151	2_trudeau_convoy_protesters_freedom
3	donetsk - mariupol - ukrainians - zelensky - atrocities	140	3_donetsk_mariupol_ukrainians_zelensky
4	transgender - feminists - indoctrination - abortions - minors	138	4_transgender_feminists_indoctrination_abortions
5	angola - maputo - botswana - mauritania - oil	131	5_angola_maputo_botswana_mauritania
6	brazilian - soybeans - agribusiness - paraguay - exporters	121	6_brazilian_soybeans_agribusiness_paraguay
7	dollarization - currencies - rubles - yen - rmb	114	7_dollarization_currencies_rubles_yen
8	worldcouncilforhealth - vaccine - ghebreyesus - lockdowns - passport	111	8_worldcouncilforhealth_vaccine_ghebreyesus_lockdowns
9	vaccine - paxlovid - omicron - immunogenicity - bivalent	111	9_vaccine_paxlovid_omicron_immunogenicity
10	twitter - musk - zuckerberg - censorship - soros	101	10_twitter_musk_zuckerberg_censorship
11	ukraine - missiles - howitzers - kalashnikov - military	96	11_ukraine_missiles_howitzers_kalashnikov
12	netherlands - boerburgerbeweging - polluters - fertilisers - unep	94	12_netherlands_boerburgerbeweging_polluters_fertilisers
13	peru - ayacucho - impeached - boluarte - fujimori	92	13_peru_ayacucho_impeached_boluarte
14	bitcoin - gbtc - etf - blackrock - bullish	86	14_bitcoin_gbtc_etf_blackrock
15	censorship - ferreira - telegram - blocked - youtube	80	15_censorship_ferreira_telegram_blocked
16	chatgpt - pichai - bots - artificial - innovation	79	16_chatgpt_pichai_bots_artificial
17	climategate - noaa - antarctica - anthropogenic - co2	76	17_climategate_noaa_antarctica_anthropogenic
18	biometric - covidpass - passport - paybyface - schiphol	75	18_biometric_covidpass_passport_paybyface
19	niamey - burkina - buhari - coups - gabonese	67	19_niamey_burkina_buhari_coups
20	riots - gendarmes - parisians - arrests - marseille	66	20_riots_gendarmes_parisians_arrests
21	uruguay - tourists - janeiro - cancun - flights	66	21_uruguay_tourists_janeiro_cancun
22	cryptocurrencies - cbdc - decentrally - banknotes - cashless	65	22_cryptocurrencies_cbdc_decentrally_banknotes
23	latam - uruguay - mexico - panama - gdp	63	23_latam_uruguay_mexico_panama
24	trump - desantis - republicans - primaries - governor	63	24_trump_desantis_republicans_primaries
25	pakistan - imran - nawaz - islamabad - sanaullah	62	25_pakistan_imran_nawaz_islamabad
26	mercosur - uruguay - janeiro - silva - agreement	62	26_mercosur_uruguay_janeiro_silva
27	argentines - mauricio - election - macrismo - milei	61	27_argentines_mauricio_election_macrismo
28	berlusconi - italy - lampedusa - messina - tunisia	60	28_berlusconi_italy_lampedusa_messina
29	chile - submarines - embraer - brigades - navantia	60	29_chile_submarines_embraer_brigades
30	chandrayaan - lunar - spacecraft - apollo - launches	57	30_chandrayaan_lunar_spacecraft_apollo
31	petrobras - petrochemicals - embraer - biofuels - silveira	56	31_petrobras_petrochemicals_embraer_biofuels
32	rosneft - siberia - fuels - saudi - sanctions	56	32_rosneft_siberia_fuels_saudi
33	gaza - hezbollah - netanyahu - casualties - airstrikes	55	33_gaza_hezbollah_netanyahu_casualties
34	tesla - batteries - byd - chile - cobalt	55	34_tesla_batteries_byd_chile
35	wuhan - lockdowns - chongqing - shenzhen - zhuji	54	35_wuhan_lockdowns_chongqing_shenzhen
36	brics - dilma - ramaphosa - algeria - johannesburg	52	36_brics_dilma_ramaphosa_algeria
37	fdic - bancorp - bankrupt - yellen - hyperinflation	51	37_fdic_bancorp_bankrupt_yellen
38	neuralink - cyborgs - bioprinter - implanted - microchips	50	38_neuralink_cyborgs_bioprinter_implanted
39	monkeypox - outbreaks - smallpox - endemic - leprae	50	39_monkeypox_outbreaks_smallpox_endemic
40	unvaccinated - quarantine - australia - bundestag - mandates	50	40_unvaccinated_quarantine_australia_bundestag
41	ecuadorians - guayas - cartels - villavicencio - gunmen	49	41_ecuadorians_guayas_cartels_villavicencio
42	europe - fracking - renewable - kwh - volytsko	48	42_europe_fracking_renewable_kwh
43	vaccine - mercola - bbc - malhotra - fluvid	47	43_vaccine_mercola_bbc_malhotra
44	crude - gasoline - markets - brent - arabia	46	44_crude_gasoline_markets_brent
45	masks - fauci - schools - ineffectiveness - mandatory	46	45_masks_fauci_schools_ineffectiveness
46	pboc - beijing - downturn - gdp - stagflation	45	46_pboc_beijing_downturn_gdp
47	davos - globalism - defund - conspiracy - undemocratic	44	47_davos_globalism_defund_conspiracy
48	migrants - guatemala - tapachula - blinken - americas	44	48_migrants_guatemala_tapachula_blinken
49	netanyahu - haaretz - israeli - jerusalem - intifada	43	49_netanyahu_haaretz_israeli_jerusalem
50	flamengo - conmebol - ronaldo - libertadores - afcon	41	50_flamengo_conmebol_ronaldo_libertadores
51	brazil - gaza - ramallah - israeli - ambassador	41	51_brazil_gaza_ramallah_israeli
52	bolsonarism - moraes - barroso - impeachment - judicial	40	52_bolsonarism_moraes_barroso_impeachment
53	kosovska - serbians - mitrovica - yugoslavia - pristina	39	53_kosovska_serbians_mitrovica_yugoslavia
54	freedom - january - protest - finland - freiburg	38	54_freedom_january_protest_finland
55	colombia - narco - cartels - sinaloa - smuggling	38	55_colombia_narco_cartels_sinaloa
56	lukashenko - kremlin - minsk - mercenaries - demechenko	38	56_lukashenko_kremlin_minsk_mercenaries
57	maduro - venezuelans - chavismo - sandinistas - sanctions	35	57_maduro_venezuelans_chavismo_sandinistas
58	saudi - khashoggi - israel - yemen - embassies	35	58_saudi_khashoggi_israel_yemen
59	brazil - zelensky - lula - g20 - diplomatic	35	59_brazil_zelensky_lula_g20
60	amazonas - droughts - rainforest - temperatures - rurrenabaque	35	60_amazonas_droughts_rainforest_temperatures
61	ufo - extraterrestrials - motherships - pentagon - jwst	34	61_ufo_extraterrestrials_motherships_pentagon
62	amazonas - deforestation - rainforest - silva - sustainable	33	62_amazonas_deforestation_rainforest_silva
63	bahia - homicides - violent - paramilitary - globonews	33	63_bahia_homicides_violent_paramilitary
64	finland - stoltenberg - alliance - svenska - dagbladet	33	64_finland_stoltenberg_alliance_svenska
65	colombo - rioting - lankans - rajapaksa - petrol	32	65_colombo_rioting_lankans_rajapaksa
66	guyana - maduro - essequiba - diplomatic - disputes	32	66_guyana_maduro_essequiba_diplomatic
67	peru - inflation - bancolombia - 2023 - december	32	67_peru_inflation_bancolombia_2023
68	taiwan - pelosi - submarines - pentagon - pei	31	68_taiwan_pelosi_submarines_pentagon
69	chileans - pinochet - referendum - overthrew - revise	31	69_chileans_pinochet_referendum_overthrew
70	bolsonaro - coup - silveira - judiciary - disqualified	30	70_bolsonaro_coup_silveira_judiciary
71	bioweapons - ukraine - kirillov - laboratories - pentagon	30	71_bioweapons_ukraine_kirillov_laboratories
72	banxico - 2023 - macroeconomic - remittances - nearshoring	29	72_banxico_2023_macroeconomic_remittances
73	bukovina - zelensky - polityczny - morawiecki - litpolukrcorps	29	73_bukovina_zelensky_polityczny_morawiecki
74	protests - molotovs - noumea - blockade - gasoline	29	74_protests_molotovs_noumea_blockade
75	petrobras - cpi - shares - futures - nubank	29	75_petrobras_cpi_shares_futures
76	fatalities - disaster - hurricane - morocco - mudslides	27	76_fatalities_disaster_hurricane_morocco
77	bogota - guaido - farc - scandals - jaramillo	27	77_bogota_guaido_farc_scandals
78	pfizer - eurochamber - mep - 71bn - christine	26	78_pfizer_eurochamber_mep_71bn
79	brasilia - bolsonarists - protesters - arrests - invasion	26	79_brasilia_bolsonarists_protesters_arrests
80	erdogan - sanctions - sancak - dardanelles - antalya	25	80_erdogan_sanctions_sancak_dardanelles
81	bolsonaro - datafolha - lulista - poderdata - surveyed	24	81_bolsonaro_datafolha_lulista_poderdata
82	bolsonaro - protesters - florianopolis - uprising - blockades	23	82_bolsonaro_protesters_florianopolis_uprising
83	dollarization - argentineans - pesos - banknotes - macri	23	83_dollarization_argentineans_pesos_banknotes
84	cannibalism - vegan - locusts - manure - hugelkultur	23	84_cannibalism_vegan_locusts_manure
85	taiwan - australia - okinawa - alliance - submarines	23	85_taiwan_australia_okinawa_alliance
86	nordstream - bombings - biden - poland - blow	23	86_nordstream_bombings_biden_poland
87	russiagate - ukrainians - myrotvorets - warhawk - barannikov	23	87_russiagate_ukrainians_myrotvorets_warhawk
88	eurozone - inflations - latvia - austria - turkstat	23	88_eurozone_inflations_latvia_austria
89	foxnews - tucker - bartiromo - viewership - propagandist	23	89_foxnews_tucker_bartiromo_viewership
90	elsalvador - bukele - honduras - reelection - prisons	23	90_elsalvador_bukele_honduras_reelection
91	brazil - deficits - trillion - 2023 - oecd	23	91_brazil_deficits_trillion_2023
92	sudan - paramilitaries - airstrikes - unhcr - fatah	22	92_sudan_paramilitaries_airstrikes_unhcr
93	demographic - childlessness - japan - egypt - risorgimento	22	93_demographic_childlessness_japan_egypt
94	bolsonaro - orlando - reelected - congressmen - aldo	22	94_bolsonaro_orlando_reelected_congressmen
95	wikileaks - whistleblowers - extradited - spies - julian	21	95_wikileaks_whistleblowers_extradited_spies
96	pyongyang - missiles - kim - nuclear - tsunami	21	96_pyongyang_missiles_kim_nuclear
97	brasileiro - deflation - ibc - rate - 2023	20	97_brasileiro_deflation_ibc_rate
98	ivermectin - hydroxychloroquine - lopinavir - naltrexone - prescribed	20	98_ivermectin_hydroxychloroquine_lopinavir_naltrexone
99	karabakh - stepanakert - armen - pashinian - truce	20	99_karabakh_stepanakert_armen_pashinian
100	nicaraguans - sandinismo - dictator - persecution - monsignor	20	100_nicaraguans_sandinismo_dictator_persecution
101	stablecoins - brazilians - bybit - usdt - tether	20	101_stablecoins_brazilians_bybit_usdt
102	fbi - zuckerberg - newsfeed - misinformation - censored	20	102_fbi_zuckerberg_newsfeed_misinformation
103	moldova - protesters - cypriots - natalia - invaded	20	103_moldova_protesters_cypriots_natalia

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