bertopic text-classification region:us
---
library_name: bertopic
pipeline_tag: text-classification
tags:
- bertopic
---

# MARTINI_enrich_BERTopic_theriotimes

This is a [BERTopic](https://github.com/MaartenGr/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:

```python
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

<details>
  <summary>Click here for an overview of all topics.</summary>
  
  | 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 |
  
</details>

## 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
