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

# MARTINI_enrich_BERTopic_greatreject

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_greatreject")

topic_model.get_topic_info()
```

## Topic overview

* Number of topics: 121
* Number of training documents: 16234

<details>
  <summary>Click here for an overview of all topics.</summary>
  
  | Topic ID | Topic Keywords | Topic Frequency | Label | 
|----------|----------------|-----------------|-------| 
| -1 | lockdown - unvaccinated - thefreedomshop - propaganda - ukraine | 20 | -1_lockdown_unvaccinated_thefreedomshop_propaganda | 
| 0 | mariupol - severodonetsk - luhansk - russians - batallion | 9825 | 0_mariupol_severodonetsk_luhansk_russians | 
| 1 | brainwashing - chomsky - manipulated - influence - audience | 219 | 1_brainwashing_chomsky_manipulated_influence | 
| 2 | ivermectine - hydroxychloroquine - remdesivir - niclosamide - ritonavir | 175 | 2_ivermectine_hydroxychloroquine_remdesivir_niclosamide | 
| 3 | genoa - trento - protesters - blockade - greenpass | 161 | 3_genoa_trento_protesters_blockade | 
| 4 | vaccinations - eeoc - mandatory - exemptions - defendingtherepublic | 158 | 4_vaccinations_eeoc_mandatory_exemptions | 
| 5 | pfizer - vioxx - fentanyl - kickbacks - lawsuits | 127 | 5_pfizer_vioxx_fentanyl_kickbacks | 
| 6 | passport - covidtests - thecommonsproject - walmart - qr | 126 | 6_passport_covidtests_thecommonsproject_walmart | 
| 7 | ecb - monetary - bitcoin - euros - keepcashalive | 115 | 7_ecb_monetary_bitcoin_euros | 
| 8 | fires - explosion - flood - evacuated - reportedly | 112 | 8_fires_explosion_flood_evacuated | 
| 9 | ballots - biden - lindell - georgia - smartmatic | 111 | 9_ballots_biden_lindell_georgia | 
| 10 | nuremberg - buttons - magnet - bumpnu - 8x6cm | 111 | 10_nuremberg_buttons_magnet_bumpnu | 
| 11 | paedophiles - sexualitat - puberty - indoctrination - unesco | 108 | 11_paedophiles_sexualitat_puberty_indoctrination | 
| 12 | nanoparticles - magnetised - adjuvant - superparamagnetic - mri | 106 | 12_nanoparticles_magnetised_adjuvant_superparamagnetic | 
| 13 | energie - renewables - petrol - prijsplafond - germany | 101 | 13_energie_renewables_petrol_prijsplafond | 
| 14 | pilots - airliners - lufthansa - flying - airport | 92 | 14_pilots_airliners_lufthansa_flying | 
| 15 | passsanitaire - bastille - mandatory - hospitals - protesters | 92 | 15_passsanitaire_bastille_mandatory_hospitals | 
| 16 | vaxxers - unvaccinated - brainwashed - uninjected - ostracize | 88 | 16_vaxxers_unvaccinated_brainwashed_uninjected | 
| 17 | souls - oneness - consciousness - everything - frequencies | 88 | 17_souls_oneness_consciousness_everything | 
| 18 | dutch - rijksoverheid - rietbergen - bevoegdheden - frauduleuze | 87 | 18_dutch_rijksoverheid_rietbergen_bevoegdheden | 
| 19 | 5g - electrosmog - radiofrequency - coronahoax - towers | 83 | 19_5g_electrosmog_radiofrequency_coronahoax | 
| 20 | unvaxed - deaths - 2021 - dose - hospitalize | 80 | 20_unvaxed_deaths_2021_dose | 
| 21 | worldwidedemonstration - protesters - marches - london - reopening | 79 | 21_worldwidedemonstration_protesters_marches_london | 
| 22 | davos - globalism - mckibben - sarkozy - serfs | 78 | 22_davos_globalism_mckibben_sarkozy | 
| 23 | vaccination - jab - consent - headteacher - teens | 77 | 23_vaccination_jab_consent_headteacher | 
| 24 | vaccinated - kontrollgruppenteilnemer - qr - consent - antworten | 76 | 24_vaccinated_kontrollgruppenteilnemer_qr_consent | 
| 25 | truckersforfreedom - truckgender - ottawa - honk - towed | 75 | 25_truckersforfreedom_truckgender_ottawa_honk | 
| 26 | vaers - pfizer - 2021 - strokes - miscarriages | 74 | 26_vaers_pfizer_2021_strokes | 
| 27 | pycnogenol - quercetin - glutathione - antioxidants - supplements | 74 | 27_pycnogenol_quercetin_glutathione_antioxidants | 
| 28 | electricity - edison - orgone - antigravity - alternator | 74 | 28_electricity_edison_orgone_antigravity | 
| 29 | chemtrail - spraying - raytheon - clouds - aircraft | 73 | 29_chemtrail_spraying_raytheon_clouds | 
| 30 | alarmists - noaa - pseudowissenschaft - lindzen - temperatures | 69 | 30_alarmists_noaa_pseudowissenschaft_lindzen | 
| 31 | nypd - protesters - antimandate - albany - firefighters | 69 | 31_nypd_protesters_antimandate_albany | 
| 32 | reignitedemocracyaustralia - victoriapolice - tasmania - protesters - sedition | 67 | 32_reignitedemocracyaustralia_victoriapolice_tasmania_protesters | 
| 33 | polizisten - antifaschisten - verfassungsschutz - gewalttatige - dusseldorf | 65 | 33_polizisten_antifaschisten_verfassungsschutz_gewalttatige | 
| 34 | corona - reinerfuellmichenglish - wolfgang - falsification - witnesses | 63 | 34_corona_reinerfuellmichenglish_wolfgang_falsification | 
| 35 | giletsjaunes - rioters - parisians - marseille - molotov | 61 | 35_giletsjaunes_rioters_parisians_marseille | 
| 36 | donaldjtrump - melania - msnbc - statements - 45th | 61 | 36_donaldjtrump_melania_msnbc_statements | 
| 37 | livestream - sitzung - reinerfuellmichenglish - odysee - impfschaden | 57 | 37_livestream_sitzung_reinerfuellmichenglish_odysee | 
| 38 | greta - thefreedomshop - normies - bannon - skinhead | 55 | 38_greta_thefreedomshop_normies_bannon | 
| 39 | bankingsystem - bankrupt - hyperinflation - goldman - crashed | 54 | 39_bankingsystem_bankrupt_hyperinflation_goldman | 
| 40 | eurosceptic - polexit - hungary - barnier - morawiecki | 54 | 40_eurosceptic_polexit_hungary_barnier | 
| 41 | diesels - tesla - 350kw - charging - gallons | 53 | 41_diesels_tesla_350kw_charging | 
| 42 | musk - dorsey - shareholders - trump - takeover | 52 | 42_musk_dorsey_shareholders_trump | 
| 43 | overthrow - thermite - pentagon - guatemala - 1959 | 52 | 43_overthrow_thermite_pentagon_guatemala | 
| 44 | curvature - earthers - globe - heliocentric - altitude | 51 | 44_curvature_earthers_globe_heliocentric | 
| 45 | footballer - died - cardiac - collapses - cristiano | 51 | 45_footballer_died_cardiac_collapses | 
| 46 | spikeproteins - antigen - mrna - cjd - adenovirus | 51 | 46_spikeproteins_antigen_mrna_cjd | 
| 47 | pandemics - marburg - safetyism - soligenix - highjacked | 50 | 47_pandemics_marburg_safetyism_soligenix | 
| 48 | antivaxxers - deathvax - unvaccinated - thevigilantfox - unmasked | 50 | 48_antivaxxers_deathvax_unvaccinated_thevigilantfox | 
| 49 | bolsonaro - guaruja - janeiro - venezuelan - guyana | 50 | 49_bolsonaro_guaruja_janeiro_venezuelan | 
| 50 | verfassungsbeschwerde - grundfreiheiten - gesundheitsvorschriften - mitgliedstaaten - pandemievertrag | 50 | 50_verfassungsbeschwerde_grundfreiheiten_gesundheitsvorschriften_mitgliedstaaten | 
| 51 | wuhan - lockdown - shenzhen - foxconn - zhangjiajie | 50 | 51_wuhan_lockdown_shenzhen_foxconn | 
| 52 | telegram - windscribe - proxy - apk - blocked | 49 | 52_telegram_windscribe_proxy_apk | 
| 53 | trudeau - blockades - ceausescu - authoritarian - regan | 49 | 53_trudeau_blockades_ceausescu_authoritarian | 
| 54 | rfk - tucker - whitehouse - selassie - jumplinks | 47 | 54_rfk_tucker_whitehouse_selassie | 
| 55 | putin - vladimir - yelizarova - gulags - lvmh | 47 | 55_putin_vladimir_yelizarova_gulags | 
| 56 | virologists - debunked - wuhan - kontrollexperimente - postmortaal | 46 | 56_virologists_debunked_wuhan_kontrollexperimente | 
| 57 | pcr - ncov - tested - asymptomatic - serological | 46 | 57_pcr_ncov_tested_asymptomatic | 
| 58 | gates - melinda - billion - unicef - philanthropist | 45 | 58_gates_melinda_billion_unicef | 
| 59 | wirfurheinrich - weiter - staatsanwaltschaft - bochum - patienten | 44 | 59_wirfurheinrich_weiter_staatsanwaltschaft_bochum | 
| 60 | faggot - bateman - moulsecoomb - trumptard - demonised | 44 | 60_faggot_bateman_moulsecoomb_trumptard | 
| 61 | rothschild - khazarian - warmongers - satanists - genocide | 43 | 61_rothschild_khazarian_warmongers_satanists | 
| 62 | chinafication - blacklisted - wechat - paybyface - biometric | 43 | 62_chinafication_blacklisted_wechat_paybyface | 
| 63 | israelis - vaccinated - aviv - incitement - hospitalizations | 42 | 63_israelis_vaccinated_aviv_incitement | 
| 64 | nordstream - gazprombank - sanctions - pipelins - 2022 | 42 | 64_nordstream_gazprombank_sanctions_pipelins | 
| 65 | livefree - awakened - lsd - demons - drumpf | 42 | 65_livefree_awakened_lsd_demons | 
| 66 | messages - subscribe - spammers - email - unsolicited | 41 | 66_messages_subscribe_spammers_email | 
| 67 | australians - nsw - turnbull - lockdown - unvaccinated | 40 | 67_australians_nsw_turnbull_lockdown | 
| 68 | shortages - shtf - perishables - supermarkets - stocked | 39 | 68_shortages_shtf_perishables_supermarkets | 
| 69 | maskless - homeschooling - maddie - superintendent - mpsd | 39 | 69_maskless_homeschooling_maddie_superintendent | 
| 70 | maskeineffektivitet - christmask - n95s - oxygen - microfibres | 38 | 70_maskeineffektivitet_christmask_n95s_oxygen | 
| 71 | biden - trumpjr - dotard - libtards - gitmo | 38 | 71_biden_trumpjr_dotard_libtards | 
| 72 | additives - glyphosate - aspartame - toxic - pepsico | 36 | 72_additives_glyphosate_aspartame_toxic | 
| 73 | derailment - michigan - crashed - tankwagons - spills | 36 | 73_derailment_michigan_crashed_tankwagons | 
| 74 | duckduckgo - gloogle - yandex - websites - censorship | 36 | 74_duckduckgo_gloogle_yandex_websites | 
| 75 | miscarriages - unborn - obstetrician - trimester - contraceptive | 35 | 75_miscarriages_unborn_obstetrician_trimester | 
| 76 | constitutions - mandamus - incorporated - crown - trustee | 35 | 76_constitutions_mandamus_incorporated_crown | 
| 77 | fauci - coronaviruses - ecohealthalliance - laboratory - cloned | 35 | 77_fauci_coronaviruses_ecohealthalliance_laboratory | 
| 78 | cyborgs - neuralink - intelligence - metaverse - chatbots | 32 | 78_cyborgs_neuralink_intelligence_metaverse | 
| 79 | zelenskyy - volodymyr - nawaz - mironyuk - clownworld | 32 | 79_zelenskyy_volodymyr_nawaz_mironyuk | 
| 80 | hamas - israelis - terrorists - zionists - antisemitism | 30 | 80_hamas_israelis_terrorists_zionists | 
| 81 | giantology - archaeologists - smithsonian - discovered - skeletons | 30 | 81_giantology_archaeologists_smithsonian_discovered | 
| 82 | soros - shevardnadze - antifa - whofundswho - spitzenpolitik | 30 | 82_soros_shevardnadze_antifa_whofundswho | 
| 83 | myocarditis - covax - pericardium - colleenhubernmd - biologic | 30 | 83_myocarditis_covax_pericardium_colleenhubernmd | 
| 84 | globalist - stopworldcontrol - mundo - unidas - desinformacao | 30 | 84_globalist_stopworldcontrol_mundo_unidas | 
| 85 | greenland - seaice - polar - alarmists - interglacial | 29 | 85_greenland_seaice_polar_alarmists | 
| 86 | biowaffenlabore - ukraine - usaid - anthrax - pentagon | 29 | 86_biowaffenlabore_ukraine_usaid_anthrax | 
| 87 | vaxxine - queensland - kerryn - waleeds - nurses | 29 | 87_vaxxine_queensland_kerryn_waleeds | 
| 88 | pandemic - publishes - orwellian - bombshell - impossibilities | 29 | 88_pandemic_publishes_orwellian_bombshell | 
| 89 | died - pfizer - coroners - thrombosis - injection | 28 | 89_died_pfizer_coroners_thrombosis | 
| 90 | kybalion - healing - karmic - cannabis - shamanic | 28 | 90_kybalion_healing_karmic_cannabis | 
| 91 | modrna - lipofectin - transgene - dsdna - adenoviruses | 27 | 91_modrna_lipofectin_transgene_dsdna | 
| 92 | maui - jumpsmartmaui - lahaina - firebombing - mizuho | 27 | 92_maui_jumpsmartmaui_lahaina_firebombing | 
| 93 | pyramids - teotihuacan - ruines - atlantis - civilizations | 27 | 93_pyramids_teotihuacan_ruines_atlantis | 
| 94 | shitcoins - cryptocurrencies - bitmining - satoshi - holochain | 26 | 94_shitcoins_cryptocurrencies_bitmining_satoshi | 
| 95 | extraterrestrials - sightings - skinwalkers - roswell - scariest | 25 | 95_extraterrestrials_sightings_skinwalkers_roswell | 
| 96 | antibodies - superspreaders - naturally - presymptomatic - harvard | 25 | 96_antibodies_superspreaders_naturally_presymptomatic | 
| 97 | fatalities - epidemiological - c19 - euthanised - finland | 25 | 97_fatalities_epidemiological_c19_euthanised | 
| 98 | brics - yuan - putin - gold - sanctions | 24 | 98_brics_yuan_putin_gold | 
| 99 | djokovic - wimbledon - melbourne - unquaccinated - visa | 24 | 99_djokovic_wimbledon_melbourne_unquaccinated | 
| 100 | zuckerberg - facezuckeshiten - whatsapp - fbi - deleted | 24 | 100_zuckerberg_facezuckeshiten_whatsapp_fbi | 
| 101 | blackrock - nationalizing - shareholders - trillion - oligopoly | 24 | 101_blackrock_nationalizing_shareholders_trillion | 
| 102 | papacy - bishops - benedict - vigano - heretic | 24 | 102_papacy_bishops_benedict_vigano | 
| 103 | mrna - hydroxychloroquine - malone - misinformation - inventors | 24 | 103_mrna_hydroxychloroquine_malone_misinformation | 
| 104 | unvaccinated - safeblood - transfusions - antibodies - tainted | 24 | 104_unvaccinated_safeblood_transfusions_antibodies | 
| 105 | freemasonic - kommunismus - weltkrieg - documentaries - weisskopf | 24 | 105_freemasonic_kommunismus_weltkrieg_documentaries | 
| 106 | texas - veto - legislators - passports - overmedicalizing | 23 | 106_texas_veto_legislators_passports | 
| 107 | omicron - deltavariant - debunked - panicking - fuckin | 22 | 107_omicron_deltavariant_debunked_panicking | 
| 108 | nonvaccinated - viruses - immunodominant - mutate - epitopes | 22 | 108_nonvaccinated_viruses_immunodominant_mutate | 
| 109 | microchipping - biodigital - implantable - neuralink - iob | 22 | 109_microchipping_biodigital_implantable_neuralink | 
| 110 | amsterdam - willem - protestors - femke - democratie | 22 | 110_amsterdam_willem_protestors_femke | 
| 111 | inoculations - cv19 - compensation - victims - gsk | 22 | 111_inoculations_cv19_compensation_victims | 
| 112 | wikileaks - julian - podesta - extrajudicially - assassinate | 21 | 112_wikileaks_julian_podesta_extrajudicially | 
| 113 | jintao - dictator - commies - xi - uyghurs | 21 | 113_jintao_dictator_commies_xi | 
| 114 | moonlanding - craters - telescopes - footage - faked | 21 | 114_moonlanding_craters_telescopes_footage | 
| 115 | londoners - motorists - ultra - parking - camera | 21 | 115_londoners_motorists_ultra_parking | 
| 116 | mealworms - entomophagic - meatpacker - beetle - larval | 20 | 116_mealworms_entomophagic_meatpacker_beetle | 
| 117 | impeachment - insurrection - traitors - federalized - brigades | 20 | 117_impeachment_insurrection_traitors_federalized | 
| 118 | lanka - rajapakse - haiti - gotabaya - insurrection | 20 | 118_lanka_rajapakse_haiti_gotabaya | 
| 119 | digital - passport - fingerprint - eidas - wallets | 20 | 119_digital_passport_fingerprint_eidas |
  
</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
