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

# MARTINI_enrich_BERTopic_PrivateCanadianNews

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_PrivateCanadianNews")

topic_model.get_topic_info()
```

## Topic overview

* Number of topics: 142
* Number of training documents: 19024

<details>
  <summary>Click here for an overview of all topics.</summary>
  
  | Topic ID | Topic Keywords | Topic Frequency | Label | 
|----------|----------------|-----------------|-------| 
| -1 | putin - ukraine - trudeau - fbi - covid | 20 | -1_putin_ukraine_trudeau_fbi | 
| 0 | bullshit - manipulated - everywhere - lies - doublespeak | 10295 | 0_bullshit_manipulated_everywhere_lies | 
| 1 | awakening - consciousness - realise - humanity - everything | 471 | 1_awakening_consciousness_realise_humanity | 
| 2 | acanadian - omfg - tyranny - bbc - wake | 297 | 2_acanadian_omfg_tyranny_bbc | 
| 3 | macron - riots - rennes - demonstrators - march | 256 | 3_macron_riots_rennes_demonstrators | 
| 4 | bolsonaro - dilma - brasilia - rondonopolis - paulo | 206 | 4_bolsonaro_dilma_brasilia_rondonopolis | 
| 5 | farms - saskatchewan - manure - nitrate - cull | 197 | 5_farms_saskatchewan_manure_nitrate | 
| 6 | gaza - hamas - israelis - airstrikes - islamist | 196 | 6_gaza_hamas_israelis_airstrikes | 
| 7 | cbdc - bitcoin - cashless - centralized - bankers | 190 | 7_cbdc_bitcoin_cashless_centralized | 
| 8 | mariupol - severodonetsk - mizintsev - evacuated - militants | 185 | 8_mariupol_severodonetsk_mizintsev_evacuated | 
| 9 | davos - wef - globalist - governments - technocratic | 184 | 9_davos_wef_globalist_governments | 
| 10 | musk - dorsey - cnn - wechat - executives | 181 | 10_musk_dorsey_cnn_wechat | 
| 11 | zelenskyy - yanukovych - volodymyr - serhiy - 40bn | 165 | 11_zelenskyy_yanukovych_volodymyr_serhiy | 
| 12 | tesla - electricity - vehicles - fuels - kwh | 161 | 12_tesla_electricity_vehicles_fuels | 
| 13 | bioweapons - biden - pentagon - zakharova - laboratories | 154 | 13_bioweapons_biden_pentagon_zakharova | 
| 14 | fauci - hiv - coronaviruses - sarsii - institutes | 146 | 14_fauci_hiv_coronaviruses_sarsii | 
| 15 | plandemic - sovereignty - ghebreyesus - amendments - h5n1 | 133 | 15_plandemic_sovereignty_ghebreyesus_amendments | 
| 16 | trafficked - pedophiles - pornhub - darknet - liliana | 130 | 16_trafficked_pedophiles_pornhub_darknet | 
| 17 | tiananmen - protests - chongqing - shenzhen - lockdowns | 129 | 17_tiananmen_protests_chongqing_shenzhen | 
| 18 | biden - hooker - doj - whistleblowers - hawley | 121 | 18_biden_hooker_doj_whistleblowers | 
| 19 | trudeau - cbc - dicktator - hecklers - treasonous | 118 | 19_trudeau_cbc_dicktator_hecklers | 
| 20 | unvaxxed - vaxx - immunize - ukcitizen2021 - vindicated | 107 | 20_unvaxxed_vaxx_immunize_ukcitizen2021 | 
| 21 | gates - vaccinate - bioterror - hpv - controligarchs | 98 | 21_gates_vaccinate_bioterror_hpv | 
| 22 | trudeau - canadianfrontlinenurses - cbc - blockades - truckers | 95 | 22_trudeau_canadianfrontlinenurses_cbc_blockades | 
| 23 | gazprom - rubles - crude - sanctions - eurozone | 94 | 23_gazprom_rubles_crude_sanctions | 
| 24 | pcr - ncov - influenza - tested - swab | 93 | 24_pcr_ncov_influenza_tested | 
| 25 | taiwan - pelosi - prc - unilateralism - xiamen | 89 | 25_taiwan_pelosi_prc_unilateralism | 
| 26 | vaccinated - deaths - covid - 2021 - dowd | 88 | 26_vaccinated_deaths_covid_2021 | 
| 27 | pfizer - lawsuit - spikevax - glaxosmithkline - falsified | 88 | 27_pfizer_lawsuit_spikevax_glaxosmithkline | 
| 28 | putin - sergei - hegemony - demilitarising - libya | 88 | 28_putin_sergei_hegemony_demilitarising | 
| 29 | epstein - jpmorgan - billionaire - lawsuits - blackmail | 88 | 29_epstein_jpmorgan_billionaire_lawsuits | 
| 30 | biometric - identifiers - ktdi - verification - transunion | 87 | 30_biometric_identifiers_ktdi_verification | 
| 31 | ballots - sabotaged - lindell - newsmax - maricopa | 85 | 31_ballots_sabotaged_lindell_newsmax | 
| 32 | lockdowns - 15minute - hafencity - neighbourhoods - edmontonians | 85 | 32_lockdowns_15minute_hafencity_neighbourhoods | 
| 33 | starlink - satellites - canaveral - aliens - cosmonaut | 79 | 33_starlink_satellites_canaveral_aliens | 
| 34 | abortions - scotus - kamala - overturning - planned | 77 | 34_abortions_scotus_kamala_overturning | 
| 35 | chancellor - westminster - sunak - partygate - sacked | 76 | 35_chancellor_westminster_sunak_partygate | 
| 36 | transgenderism - brainwashes - mutilation - omfuckingg - gynaecologist | 72 | 36_transgenderism_brainwashes_mutilation_omfuckingg | 
| 37 | myocarditis - coronary - defibrillators - died - clot | 71 | 37_myocarditis_coronary_defibrillators_died | 
| 38 | desantis - florida - repealing - felony - impanelment | 69 | 38_desantis_florida_repealing_felony | 
| 39 | handguns - alberta - sheriffs - assault - enforce | 66 | 39_handguns_alberta_sheriffs_assault | 
| 40 | brics - rubles - petrodollar - gold - sanctions | 64 | 40_brics_rubles_petrodollar_gold | 
| 41 | trudeau - ualberta - interprovincial - immigrants - mansion | 63 | 41_trudeau_ualberta_interprovincial_immigrants | 
| 42 | vaxcentres - tripledemic - bivalent - injected - infants | 61 | 42_vaxcentres_tripledemic_bivalent_injected | 
| 43 | yanukovych - crimea - luhansk - overthrow - invaded | 60 | 43_yanukovych_crimea_luhansk_overthrow | 
| 44 | facemasks - epidemiologist - scientifically - exhaled - ineffective | 58 | 44_facemasks_epidemiologist_scientifically_exhaled | 
| 45 | sdgs - agenda - 2030 - totalitarian - corporations | 55 | 45_sdgs_agenda_2030_totalitarian | 
| 46 | duckduckgo - zuckerberg - censorship - metager - truthcoin | 53 | 46_duckduckgo_zuckerberg_censorship_metager | 
| 47 | lanka - colombo - gunawardena - uprising - president | 52 | 47_lanka_colombo_gunawardena_uprising | 
| 48 | iranians - khuzestan - protesters - khomeini - mashhad | 52 | 48_iranians_khuzestan_protesters_khomeini | 
| 49 | nordstream - sabotaging - explosions - watergate - leaks | 52 | 49_nordstream_sabotaging_explosions_watergate | 
| 50 | scholz - leipzig - protesting - brandenburg - augustusplatz | 49 | 50_scholz_leipzig_protesting_brandenburg | 
| 51 | ottawapolice - arrests - protesters - convoy - terrorizing | 49 | 51_ottawapolice_arrests_protesters_convoy | 
| 52 | shootings - suspects - manhunt - stabbed - tulsa | 49 | 52_shootings_suspects_manhunt_stabbed | 
| 53 | illegals - texas - juarez - smuggler - border | 48 | 53_illegals_texas_juarez_smuggler | 
| 54 | nato - finland - sanctions - cavusoglu - herzegovina | 47 | 54_nato_finland_sanctions_cavusoglu | 
| 55 | antisemite - millionjews - pogroms - zionazis - ashkenazi | 46 | 55_antisemite_millionjews_pogroms_zionazis | 
| 56 | draghi - sicily - andrea - popolo - immigration | 46 | 56_draghi_sicily_andrea_popolo | 
| 57 | wikileaks - extradited - julian - belmarsh - torture | 45 | 57_wikileaks_extradited_julian_belmarsh | 
| 58 | bangladesh - protesters - ramaphosa - gouging - blockades | 44 | 58_bangladesh_protesters_ramaphosa_gouging | 
| 59 | toxins - bicarbonate - aspartame - healthy - sodas | 43 | 59_toxins_bicarbonate_aspartame_healthy | 
| 60 | netanyahu - israelis - mossad - protestors - reforms | 43 | 60_netanyahu_israelis_mossad_protestors | 
| 61 | kremlin - beijing - chunying - khrushchev - wars | 43 | 61_kremlin_beijing_chunying_khrushchev | 
| 62 | sapiens - yuval - gevolution - harrari - evil | 42 | 62_sapiens_yuval_gevolution_harrari | 
| 63 | schoolboard - hwdsb - sexualization - grindr - phuck | 42 | 63_schoolboard_hwdsb_sexualization_grindr | 
| 64 | euthanasia - canadan - legalising - assisted - stairlift | 42 | 64_euthanasia_canadan_legalising_assisted | 
| 65 | ivermectin - remdesivir - hydroxychloroquine - antiviral - acetylcysteine | 41 | 65_ivermectin_remdesivir_hydroxychloroquine_antiviral | 
| 66 | kauai - mauna - fires - lahaina - helpmauirise | 40 | 66_kauai_mauna_fires_lahaina | 
| 67 | westjet - unvaccinated - moldova - arrivecan - destinations | 40 | 67_westjet_unvaccinated_moldova_arrivecan | 
| 68 | mealworms - insectivorous - larva - scorpions - parasitic | 39 | 68_mealworms_insectivorous_larva_scorpions | 
| 69 | trump - indicted - giuliani - presiding - subpoenas | 39 | 69_trump_indicted_giuliani_presiding | 
| 70 | catalonia - spaniards - partido - sanchez - extremists | 39 | 70_catalonia_spaniards_partido_sanchez | 
| 71 | chemtrails - rainmaker - clouds - artificially - spray | 39 | 71_chemtrails_rainmaker_clouds_artificially | 
| 72 | convoys - cananda - weaponized - idiots - segregationists | 38 | 72_convoys_cananda_weaponized_idiots | 
| 73 | mutations - injected - gardasil - gmos - plasmid | 38 | 73_mutations_injected_gardasil_gmos | 
| 74 | alarmists - climatologist - cnn - baloney - temperature | 38 | 74_alarmists_climatologist_cnn_baloney | 
| 75 | halfblackconservative - afrocentrism - multiracial - whiteness - wakanda | 37 | 75_halfblackconservative_afrocentrism_multiracial_whiteness | 
| 76 | homophobes - drag - queens - dallas - naked | 37 | 76_homophobes_drag_queens_dallas | 
| 77 | rescuers - sanlıurfa - afghanistan - aftershocks - malatya | 36 | 77_rescuers_sanlıurfa_afghanistan_aftershocks | 
| 78 | wildfires - kamloops - yellowknife - northwest - arsonists | 36 | 78_wildfires_kamloops_yellowknife_northwest | 
| 79 | doctors - c19vax - died - virologist - saskatoon | 35 | 79_doctors_c19vax_died_virologist | 
| 80 | soros - clinton - funders - donated - haitians | 34 | 80_soros_clinton_funders_donated | 
| 81 | niamey - gabon - macron - peacekeepers - overthrown | 34 | 81_niamey_gabon_macron_peacekeepers | 
| 82 | 5g - gigahertz - antennasearch - radiation - m2 | 33 | 82_5g_gigahertz_antennasearch_radiation | 
| 83 | londoners - ulez - emissions - vandalised - starmer | 32 | 83_londoners_ulez_emissions_vandalised | 
| 84 | neil - oliver - fools - raynergate - unaccountable | 32 | 84_neil_oliver_fools_raynergate | 
| 85 | unvaccinated - mandated - rehired - exemptions - pentagon | 32 | 85_unvaccinated_mandated_rehired_exemptions | 
| 86 | globalists - reignitefreedom - parliament - dictatorship - democratically | 32 | 86_globalists_reignitefreedom_parliament_dictatorship | 
| 87 | ottawa - trucker - convoys - protesting - interstate | 32 | 87_ottawa_trucker_convoys_protesting | 
| 88 | transgender - idaho - minors - lawmakers - prohibit | 32 | 88_transgender_idaho_minors_lawmakers | 
| 89 | trudeau - chinas - ctvnews - espionage - interfered | 31 | 89_trudeau_chinas_ctvnews_espionage | 
| 90 | censorship - senatorwhite - streaming - mccallum - carignan | 31 | 90_censorship_senatorwhite_streaming_mccallum | 
| 91 | migrants - assaulting - racists - dublin - algerian | 31 | 91_migrants_assaulting_racists_dublin | 
| 92 | queen - britain - reign - buckingham - mourning | 30 | 92_queen_britain_reign_buckingham | 
| 93 | kennedy - snowden - candidacy - hitler - assassinated | 30 | 93_kennedy_snowden_candidacy_hitler | 
| 94 | pride - lgbtqxyz - parades - flag - muslims | 29 | 94_pride_lgbtqxyz_parades_flag | 
| 95 | alberta - blockade - truckers - protesters - roundabout | 29 | 95_alberta_blockade_truckers_protesters | 
| 96 | blackrock - vanguard - firms - shareholders - omnivision | 29 | 96_blackrock_vanguard_firms_shareholders | 
| 97 | homeschooled - indoctrinating - curriculum - radicalized - superintendent | 29 | 97_homeschooled_indoctrinating_curriculum_radicalized | 
| 98 | freeland - alberta - fascists - stoltenberg - chrystia | 29 | 98_freeland_alberta_fascists_stoltenberg | 
| 99 | flouridation - brainwashes - iodine - pineal - neurotoxicity | 29 | 99_flouridation_brainwashes_iodine_pineal | 
| 100 | aids - poxvax - virologist - immunogens - undetectable | 28 | 100_aids_poxvax_virologist_immunogens | 
| 101 | disneywe - mickey - wokeness - cartoons - mommy | 28 | 101_disneywe_mickey_wokeness_cartoons | 
| 102 | satanists - persecuted - abomination - ms13 - slaughtered | 28 | 102_satanists_persecuted_abomination_ms13 | 
| 103 | donetsk - missiles - howitzers - surovtsevka - uav | 27 | 103_donetsk_missiles_howitzers_surovtsevka | 
| 104 | argentinians - maduro - fernandez - alberto - libertarian | 27 | 104_argentinians_maduro_fernandez_alberto | 
| 105 | maskless - walkout - superintendent - mandates - illinois | 27 | 105_maskless_walkout_superintendent_mandates | 
| 106 | telegram - messages - privately - scammers - protonmail | 27 | 106_telegram_messages_privately_scammers | 
| 107 | djokovic - wimbledon - unvaccinated - novax - quarterfinals | 26 | 107_djokovic_wimbledon_unvaccinated_novax | 
| 108 | monkeypox - adenovirus - spreading - nsw - panicking | 26 | 108_monkeypox_adenovirus_spreading_nsw | 
| 109 | pharmaceutical - cure - paxil - lomotil - zyrtec | 26 | 109_pharmaceutical_cure_paxil_lomotil | 
| 110 | chemtrail - sprayed - arsenic - spain - ppm | 25 | 110_chemtrail_sprayed_arsenic_spain | 
| 111 | derailments - michigan - hazmat - watervliet - huron | 25 | 111_derailments_michigan_hazmat_watervliet | 
| 112 | belgrade - europride - albanians - parade - peacekeepers | 25 | 112_belgrade_europride_albanians_parade | 
| 113 | rothschild - richest - dynasty - trillion - kingpins | 24 | 113_rothschild_richest_dynasty_trillion | 
| 114 | greenspan - monetary - oligarchy - warburgs - legalized | 24 | 114_greenspan_monetary_oligarchy_warburgs | 
| 115 | co2 - greenpeace - pollutants - photosynthesis - 350ppm | 24 | 115_co2_greenpeace_pollutants_photosynthesis | 
| 116 | peru - callao - protesters - riobamba - machu | 23 | 116_peru_callao_protesters_riobamba | 
| 117 | doctors - epidemiologist - mccullough - whistleblowing - embalmer | 23 | 117_doctors_epidemiologist_mccullough_whistleblowing | 
| 118 | meat - cannibalism - soylent - hamburger - cells | 23 | 118_meat_cannibalism_soylent_hamburger | 
| 119 | mosquitoes - gates - genetically - millions - oxitec | 23 | 119_mosquitoes_gates_genetically_millions | 
| 120 | remdesivir - midazolam - pseudomedicine - deadly - hospitalised | 23 | 120_remdesivir_midazolam_pseudomedicine_deadly | 
| 121 | kanye - deplatformed - jew - shapiro - podcast | 23 | 121_kanye_deplatformed_jew_shapiro | 
| 122 | zealand - jacinda - vaxxers - haka - tyrannical | 22 | 122_zealand_jacinda_vaxxers_haka | 
| 123 | hungary - brussels - viktor - governors - corruption | 22 | 123_hungary_brussels_viktor_governors | 
| 124 | adrenochrome - pedophilia - deepstate - heroin - 100k | 22 | 124_adrenochrome_pedophilia_deepstate_heroin | 
| 125 | missiles - kremlin - zelenskyy - attacks - lviv | 22 | 125_missiles_kremlin_zelenskyy_attacks | 
| 126 | globalwalkout - steps - reignitefreedom - rwf - unsubscribe | 22 | 126_globalwalkout_steps_reignitefreedom_rwf | 
| 127 | jury - proceedings - livestream - accomplices - nuremberg | 21 | 127_jury_proceedings_livestream_accomplices | 
| 128 | chernobyl - zaporizhzhia - reactors - bombings - nagasaki | 21 | 128_chernobyl_zaporizhzhia_reactors_bombings | 
| 129 | co2 - climate - pseudoscientists - geologist - csiro | 21 | 129_co2_climate_pseudoscientists_geologist | 
| 130 | vaccinations - sids - died - meningitis - cyberbullied | 21 | 130_vaccinations_sids_died_meningitis | 
| 131 | imran - nawaz - rawalpindi - overthrown - imprisonment | 21 | 131_imran_nawaz_rawalpindi_overthrown | 
| 132 | severodonetsk - prigozhin - paramilitary - warnews - petersburg | 21 | 132_severodonetsk_prigozhin_paramilitary_warnews | 
| 133 | chatgpt - pichai - faked - biased - websites | 21 | 133_chatgpt_pichai_faked_biased | 
| 134 | athens - protesters - campuses - enforcement - clashes | 21 | 134_athens_protesters_campuses_enforcement | 
| 135 | baalenciaga - kardashian - blames - adidas - pedophilic | 21 | 135_baalenciaga_kardashian_blames_adidas | 
| 136 | haiti - riots - overthrow - inflation - vetoes | 20 | 136_haiti_riots_overthrow_inflation | 
| 137 | erdogan - kremlin - volodymyr - blinken - antalya | 20 | 137_erdogan_kremlin_volodymyr_blinken | 
| 138 | monkeypox - vaccinated - imvamune - poxface - jab | 20 | 138_monkeypox_vaccinated_imvamune_poxface | 
| 139 | pfizer - effects - pharmacist - pages - suppressed | 20 | 139_pfizer_effects_pharmacist_pages | 
| 140 | gofundme - donated - givesendgo - chargeback - trucker | 20 | 140_gofundme_donated_givesendgo_chargeback |
  
</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
