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

# MARTINI_enrich_BERTopic_artwithaim

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_artwithaim")

topic_model.get_topic_info()
```

## Topic overview

* Number of topics: 77
* Number of training documents: 11688

<details>
  <summary>Click here for an overview of all topics.</summary>
  
  | Topic ID | Topic Keywords | Topic Frequency | Label | 
|----------|----------------|-----------------|-------| 
| -1 | vaccinated - pfizer - freedom - everyone - live | 20 | -1_vaccinated_pfizer_freedom_everyone | 
| 0 | ascension - souls - visionaries - empathy - airika | 7801 | 0_ascension_souls_visionaries_empathy | 
| 1 | detox - glutathione - probiotics - turmeric - pesticides | 156 | 1_detox_glutathione_probiotics_turmeric | 
| 2 | unvaxxed - lausd - mandated - exemptions - illinois | 118 | 2_unvaxxed_lausd_mandated_exemptions | 
| 3 | mkultra - traffickers - satanic - rituals - kidman | 108 | 3_mkultra_traffickers_satanic_rituals | 
| 4 | facemasks - asbestos - microplastic - unmasked - influenza | 107 | 4_facemasks_asbestos_microplastic_unmasked | 
| 5 | shadowbanned - facebook - censorship - deplatformed - airika | 105 | 5_shadowbanned_facebook_censorship_deplatformed | 
| 6 | radiofrequency - dangers - mhz - 5gee - altimeters | 102 | 6_radiofrequency_dangers_mhz_5gee | 
| 7 | globalists - davos - soros - russia - глобальных | 94 | 7_globalists_davos_soros_russia | 
| 8 | fires - пожар - blaze - destroyed - iowa | 94 | 8_fires_пожар_blaze_destroyed | 
| 9 | epstein - billionaire - kushner - ghislaine - mossad | 93 | 9_epstein_billionaire_kushner_ghislaine | 
| 10 | pfizer - vaers - deaths - doses - 2021 | 92 | 10_pfizer_vaers_deaths_doses | 
| 11 | artwithaim8 - redbubble - illustrations - sweatshirts - embroidered | 90 | 11_artwithaim8_redbubble_illustrations_sweatshirts | 
| 12 | russians - россии - decembrist - vladimir - хорошии | 90 | 12_russians_россии_decembrist_vladimir | 
| 13 | died - spartak - athlete - myocarditis - collapses | 88 | 13_died_spartak_athlete_myocarditis | 
| 14 | artwithaim8 - bitchute - youtube - episodes - banned | 85 | 14_artwithaim8_bitchute_youtube_episodes | 
| 15 | australians - queensland - victoria - tortured - vaccinere | 79 | 15_australians_queensland_victoria_tortured | 
| 16 | illegals - refugee - border - juarez - soros | 79 | 16_illegals_refugee_border_juarez | 
| 17 | yeeeaaaa - kickin - bitches - patooty - karaoke | 75 | 17_yeeeaaaa_kickin_bitches_patooty | 
| 18 | ai - humanoid - гуманоидов - kurzweil - promobot | 71 | 18_ai_humanoid_гуманоидов_kurzweil | 
| 19 | farmers - fuels - decarbonization - fertiliser - nitrogen | 71 | 19_farmers_fuels_decarbonization_fertiliser | 
| 20 | wikileaks - clinton - lewinsky - pedopodesta - pornhub | 66 | 20_wikileaks_clinton_lewinsky_pedopodesta | 
| 21 | chemtrails - geoengineering - clouds - ionosphere - haarp | 66 | 21_chemtrails_geoengineering_clouds_ionosphere | 
| 22 | musk - transhumanism - genius - optimus - edison | 61 | 22_musk_transhumanism_genius_optimus | 
| 23 | nanobots - vaccinated - morgellons - vials - hydrogel | 61 | 23_nanobots_vaccinated_morgellons_vials | 
| 24 | remdesivir - midazolam - intravenous - hospitalists - overdosing | 59 | 24_remdesivir_midazolam_intravenous_hospitalists | 
| 25 | dioxins - ohio - hazardous - derailments - methanol | 59 | 25_dioxins_ohio_hazardous_derailments | 
| 26 | gates - вакцины - glaxosmithkline - billionaire - unicef | 57 | 26_gates_вакцины_glaxosmithkline_billionaire | 
| 27 | biden - pompeo - inauguration - greatawakeningofficial - beijing | 57 | 27_biden_pompeo_inauguration_greatawakeningofficial | 
| 28 | globalists - pandemics - sovereignty - guterres - amendments | 53 | 28_globalists_pandemics_sovereignty_guterres | 
| 29 | scum - damned - evil - subhuman - repugnant | 53 | 29_scum_damned_evil_subhuman | 
| 30 | motherfauci - wuhan - virology - institute - 2020 | 51 | 30_motherfauci_wuhan_virology_institute | 
| 31 | homosexuals - lgbtq - pedosexual - pervert - sickos | 48 | 31_homosexuals_lgbtq_pedosexual_pervert | 
| 32 | pilots - airways - qantas - aussiefreedomflyers - heathrow | 45 | 32_pilots_airways_qantas_aussiefreedomflyers | 
| 33 | hamas - gaza - palestinos - israelies - genocide | 45 | 33_hamas_gaza_palestinos_israelies | 
| 34 | aadhaar - skynet - netherlands - worldcoin - idvt | 43 | 34_aadhaar_skynet_netherlands_worldcoin | 
| 35 | sprouting - planted - tomatoes - gardener - okra | 43 | 35_sprouting_planted_tomatoes_gardener | 
| 36 | france - demokratischerwiderstand - macron - zemmour - pogroms | 43 | 36_france_demokratischerwiderstand_macron_zemmour | 
| 37 | donetsk - zaporizhzhya - gaza - cnn - denazification | 43 | 37_donetsk_zaporizhzhya_gaza_cnn | 
| 38 | mediaukraine - yanukovich - severodonetsk - kadyrov - belarusian | 42 | 38_mediaukraine_yanukovich_severodonetsk_kadyrov | 
| 39 | vaccine - cvinjuriesanddeaths - strokes - guillain - myocarditis | 41 | 39_vaccine_cvinjuriesanddeaths_strokes_guillain | 
| 40 | trudeau - winnipeg - ctvnews - millennials - hacked | 41 | 40_trudeau_winnipeg_ctvnews_millennials | 
| 41 | convoy - trudeau - protesters - barricades - freedomeuro | 40 | 41_convoy_trudeau_protesters_barricades | 
| 42 | ukraine - biolaboratories - pentagon - ebola - counterproliferation | 39 | 42_ukraine_biolaboratories_pentagon_ebola | 
| 43 | vaccines - injection - nucleocapsid - tetanus - clotting | 37 | 43_vaccines_injection_nucleocapsid_tetanus | 
| 44 | vaccinated - quarantine - passport - thailand - moldova | 36 | 44_vaccinated_quarantine_passport_thailand | 
| 45 | cashless - banknote - cryptocurrency - cbdc - yuan | 36 | 45_cashless_banknote_cryptocurrency_cbdc | 
| 46 | protests - lockdown - theeuropenews - tyranny - parliament | 36 | 46_protests_lockdown_theeuropenews_tyranny | 
| 47 | antifa - insurrection - capitol - storming - jan | 36 | 47_antifa_insurrection_capitol_storming | 
| 48 | shanghai - quarantine - zhengzhou - китаи - elizabethcliu | 34 | 48_shanghai_quarantine_zhengzhou_китаи | 
| 49 | virologists - corona - pasteur - fakeologist - hpv | 34 | 49_virologists_corona_pasteur_fakeologist | 
| 50 | fdic - bankers - selloffs - monetary - recession | 33 | 50_fdic_bankers_selloffs_monetary | 
| 51 | vaccinate - zoetis - cows - gmo - mrna | 32 | 51_vaccinate_zoetis_cows_gmo | 
| 52 | cyborgs - materialists - implants - surveill - aspires | 32 | 52_cyborgs_materialists_implants_surveill | 
| 53 | lahaina - hawaiians - wildfires - winfrey - underreported | 32 | 53_lahaina_hawaiians_wildfires_winfrey | 
| 54 | трансгендерным - ihatehersheys - dysphoria - feminists - naked | 32 | 54_трансгендерным_ihatehersheys_dysphoria_feminists | 
| 55 | traitors - murderers - arrests - punishable - guillotines | 30 | 55_traitors_murderers_arrests_punishable | 
| 56 | vaccines - mifepristone - chloroquine - june - approvals | 28 | 56_vaccines_mifepristone_chloroquine_june | 
| 57 | desantis - mandates - unconstitutional - carolina - maskersclubnyc | 28 | 57_desantis_mandates_unconstitutional_carolina | 
| 58 | foraging - aquaponics - gardeners - orchard - herbs | 27 | 58_foraging_aquaponics_gardeners_orchard | 
| 59 | impeaching - pelosi - trump - senators - voted | 26 | 59_impeaching_pelosi_trump_senators | 
| 60 | solari - episodes - catherine - financial - rebellion | 26 | 60_solari_episodes_catherine_financial | 
| 61 | monkeypox - smallpox - superspreader - mugabe - vigilantfox | 26 | 61_monkeypox_smallpox_superspreader_mugabe | 
| 62 | ballots - defendingtherepublic - recount - georgia - diebold | 25 | 62_ballots_defendingtherepublic_recount_georgia | 
| 63 | opossums - cutest - marmoset - creature - omigosh | 25 | 63_opossums_cutest_marmoset_creature | 
| 64 | neighbourhoods - banbury - councillors - moskva - taxis | 24 | 64_neighbourhoods_banbury_councillors_moskva | 
| 65 | permaculturists - boycotting - freedomcells - collaborate - panopticon | 23 | 65_permaculturists_boycotting_freedomcells_collaborate | 
| 66 | zuckerberg - censorship - snapchat - trump - leaked | 23 | 66_zuckerberg_censorship_snapchat_trump | 
| 67 | vax - injections - morons - anaphylactic - coerced | 23 | 67_vax_injections_morons_anaphylactic | 
| 68 | pcr - ncov - false - tested - asymptomatic | 22 | 68_pcr_ncov_false_tested | 
| 69 | artists - pornification - cultist - manson - enlightenment | 22 | 69_artists_pornification_cultist_manson | 
| 70 | republicans - bannon - neoconservative - tucker - eugenicists | 22 | 70_republicans_bannon_neoconservative_tucker | 
| 71 | khazarians - millionjews - mossad - antisemitic - goyim | 21 | 71_khazarians_millionjews_mossad_antisemitic | 
| 72 | enlistment - sergeants - navy - vandenberg - reinstatement | 21 | 72_enlistment_sergeants_navy_vandenberg | 
| 73 | trudeau - alberta - agentsoftruthchat - decriminalize - fentanyl | 21 | 73_trudeau_alberta_agentsoftruthchat_decriminalize | 
| 74 | megaliths - archaeologists - mummies - baalbek - sumerian | 21 | 74_megaliths_archaeologists_mummies_baalbek | 
| 75 | bolsonaro - antivaxx - janeiro - presidents - supreme | 20 | 75_bolsonaro_antivaxx_janeiro_presidents |
  
</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
