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
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