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

# MARTINI_enrich_BERTopic_DrTenpenny

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_DrTenpenny")

topic_model.get_topic_info()
```

## Topic overview

* Number of topics: 87
* Number of training documents: 11925

<details>
  <summary>Click here for an overview of all topics.</summary>
  
  | Topic ID | Topic Keywords | Topic Frequency | Label | 
|----------|----------------|-----------------|-------| 
| -1 | vaccine - shots - 2021 - biden - anyone | 20 | -1_vaccine_shots_2021_biden | 
| 0 | transgenders - homosexuals - lgbtq - pedophilia - florida | 7533 | 0_transgenders_homosexuals_lgbtq_pedophilia | 
| 1 | antivaxxer - immunised - thimerosal - placebo - never | 151 | 1_antivaxxer_immunised_thimerosal_placebo | 
| 2 | died - athletes - defibrillator - sudden - collapses | 145 | 2_died_athletes_defibrillator_sudden | 
| 3 | morningcoffee - thisweekwithdrt - podcast - tuesday - preregister | 123 | 3_morningcoffee_thisweekwithdrt_podcast_tuesday | 
| 4 | criticallythinking - drtanddrp - 7pm - thursday - webinar | 109 | 4_criticallythinking_drtanddrp_7pm_thursday | 
| 5 | pfizer - miscarriages - rhogam - placenta - nirsevimab | 109 | 5_pfizer_miscarriages_rhogam_placenta | 
| 6 | hydroxychloroquine - ivermectin - paxlovid - prescribed - midazolam | 108 | 6_hydroxychloroquine_ivermectin_paxlovid_prescribed | 
| 7 | trudeau - quebec - protesters - convoy - provincial | 96 | 7_trudeau_quebec_protesters_convoy | 
| 8 | livestream - join - telgram - todays - clouthub | 94 | 8_livestream_join_telgram_todays | 
| 9 | subscribe - drtenpenny - webinars - emails - breakthroughs | 88 | 9_subscribe_drtenpenny_webinars_emails | 
| 10 | pcr - sarscov - mullis - tested - swab | 86 | 10_pcr_sarscov_mullis_tested | 
| 11 | plandemic - bioterror - hysteria - smokescreen - isis | 85 | 11_plandemic_bioterror_hysteria_smokescreen | 
| 12 | vaers - adenoviruses - guillain - myocarditis - adverse | 83 | 12_vaers_adenoviruses_guillain_myocarditis | 
| 13 | hurricanes - nexrad - texas - mudslides - geoengineering | 79 | 13_hurricanes_nexrad_texas_mudslides | 
| 14 | detoxifier - toxins - arsenic - zeolite - antioxidants | 78 | 14_detoxifier_toxins_arsenic_zeolite | 
| 15 | mypillows - pillowcase - promocode - lindell - towel | 78 | 15_mypillows_pillowcase_promocode_lindell | 
| 16 | vaxteen - immunization - sanofi - meningococcal - shots | 76 | 16_vaxteen_immunization_sanofi_meningococcal | 
| 17 | covid - vaccinated - deaths - 2020 - doses | 73 | 17_covid_vaccinated_deaths_2020 | 
| 18 | episodes - april - clouthub - 2023 - subscribed | 72 | 18_episodes_april_clouthub_2023 | 
| 19 | aspartame - nutrient - pesticides - cucumbers - gummy | 67 | 19_aspartame_nutrient_pesticides_cucumbers | 
| 20 | pfizer - whistleblower - ema - 7bn - backtolife_2022 | 64 | 20_pfizer_whistleblower_ema_7bn | 
| 21 | thisweekwithdrt - podcast - tracy - abortion - whatintheworldaretheyspraying | 61 | 21_thisweekwithdrt_podcast_tracy_abortion | 
| 22 | prayerfully - tenpenny - sunday - bible - walking | 57 | 22_prayerfully_tenpenny_sunday_bible | 
| 23 | oecd - biometric - passports - experian - malawi | 56 | 23_oecd_biometric_passports_experian | 
| 24 | desantis - tallahassee - mandates - veto - deported | 55 | 24_desantis_tallahassee_mandates_veto | 
| 25 | covidvaccinevictims - died - 2021 - astrazeneca - julieta | 55 | 25_covidvaccinevictims_died_2021_astrazeneca | 
| 26 | diesel - fuels - vehicletax - chargetax - deere | 55 | 26_diesel_fuels_vehicletax_chargetax | 
| 27 | brighteontv - 7pm - tina - invited - biopesticide | 55 | 27_brighteontv_7pm_tina_invited | 
| 28 | twitter - trump - freespeech - misinformation - whistleblowers | 55 | 28_twitter_trump_freespeech_misinformation | 
| 29 | effects - electromagnetic - cells - fatigue - melatonin | 55 | 29_effects_electromagnetic_cells_fatigue | 
| 30 | biden - idk - bankster - isolationist - lunatics | 53 | 30_biden_idk_bankster_isolationist | 
| 31 | hebrews - blessed - psalm - unrighteousness - forevermore | 52 | 31_hebrews_blessed_psalm_unrighteousness | 
| 32 | eugenics - bgi - anticoronaterrorism - soros - fluvax | 50 | 32_eugenics_bgi_anticoronaterrorism_soros | 
| 33 | lockdown - australiatimes - france - theeuropenews - tyranny | 50 | 33_lockdown_australiatimes_france_theeuropenews | 
| 34 | flights - airplanes - jetways - pilots - stewardess | 49 | 34_flights_airplanes_jetways_pilots | 
| 35 | dollarization - bitcoin - rbi - yuan - cashless | 49 | 35_dollarization_bitcoin_rbi_yuan | 
| 36 | facemasks - sars - legionella - meningitis - respiratory | 48 | 36_facemasks_sars_legionella_meningitis | 
| 37 | unvaccinated - mandate - exemptions - employers - mississippi | 47 | 37_unvaccinated_mandate_exemptions_employers | 
| 38 | ukraine - zelensky - israel - nordstream - ww3 | 47 | 38_ukraine_zelensky_israel_nordstream | 
| 39 | tenpennyecp - ecpstudioventura - revitalize - counterpulsation - massage | 46 | 39_tenpennyecp_ecpstudioventura_revitalize_counterpulsation | 
| 40 | myopericarditis - immunization - incidence - 2021the - mrna | 46 | 40_myopericarditis_immunization_incidence_2021the | 
| 41 | farms - ranchers - meat - iaf_goats - starve | 45 | 41_farms_ranchers_meat_iaf_goats | 
| 42 | optimune - supplements - quercetin - probiotic - zinc | 45 | 42_optimune_supplements_quercetin_probiotic | 
| 43 | faucis - anthony - lying - gitmo - depraved | 44 | 43_faucis_anthony_lying_gitmo | 
| 44 | wonder - sideways - priceless - fools - deeper | 43 | 44_wonder_sideways_priceless_fools | 
| 45 | vaccines - susceptibility - immunocompromised - bivalent - lentiviral | 42 | 45_vaccines_susceptibility_immunocompromised_bivalent | 
| 46 | cardiomiracle - nattokinase - endothelium - supplement - stevia | 42 | 46_cardiomiracle_nattokinase_endothelium_supplement | 
| 47 | tenpennyapparel - promo - sweatshirts - shopped - drt | 41 | 47_tenpennyapparel_promo_sweatshirts_shopped | 
| 48 | spring2022bootcamp - bushcraft - enrolled - 4wks - coupon | 41 | 48_spring2022bootcamp_bushcraft_enrolled_4wks | 
| 49 | weforum - davos - corporativism - technocrats - crises | 40 | 49_weforum_davos_corporativism_technocrats | 
| 50 | vet - nexgard - heartworm - homeopathic - pomeranian | 40 | 50_vet_nexgard_heartworm_homeopathic | 
| 51 | tyranny - plutocracy - democratically - socrates - mencken | 40 | 51_tyranny_plutocracy_democratically_socrates | 
| 52 | pastor - tonight - deliverance - prayer - welcome | 40 | 52_pastor_tonight_deliverance_prayer | 
| 53 | neuroweapons - cyborgs - transhumanist - deepmind - humanrf | 39 | 53_neuroweapons_cyborgs_transhumanist_deepmind | 
| 54 | russiagate - brainwash - libtards - newsworthy - anon | 39 | 54_russiagate_brainwash_libtards_newsworthy | 
| 55 | fauci - virologists - sars - funded - institute | 37 | 55_fauci_virologists_sars_funded | 
| 56 | worldcouncilforhealth - quarantine - sovereignty - ghebreyesus - regulations | 36 | 56_worldcouncilforhealth_quarantine_sovereignty_ghebreyesus | 
| 57 | webinar - 2021 - salk - shots - childrenshealthdefense | 34 | 57_webinar_2021_salk_shots | 
| 58 | mealworm - maggots - dragonflies - chitins - tenebrionidae | 33 | 58_mealworm_maggots_dragonflies_chitins | 
| 59 | mrna - plasmids - adjuvant - marburg - vials | 33 | 59_mrna_plasmids_adjuvant_marburg | 
| 60 | enlistments - servicemen - vaccinator - compulsory - huachuca | 32 | 60_enlistments_servicemen_vaccinator_compulsory | 
| 61 | hochul - newyork - subways - allegations - playboy | 32 | 61_hochul_newyork_subways_allegations | 
| 62 | vaxxed - listenarchives - theliberationstation - sherri - 7pm | 32 | 62_vaxxed_listenarchives_theliberationstation_sherri | 
| 63 | newsom - corruptifornia - gubernatorial - mandates - gavin | 32 | 63_newsom_corruptifornia_gubernatorial_mandates | 
| 64 | healing_beyond_pharmaceuticals - allopathic - quack - holistic - gastroenterologist | 32 | 64_healing_beyond_pharmaceuticals_allopathic_quack_holistic | 
| 65 | vaccinated - sarscov - omicron - subvariant - evolve | 31 | 65_vaccinated_sarscov_omicron_subvariant | 
| 66 | drtenpenny - subscriiption - platinum - podcast - unlimited | 31 | 66_drtenpenny_subscriiption_platinum_podcast | 
| 67 | abortionists - womb - born - satanic - greatawakeningchannel | 31 | 67_abortionists_womb_born_satanic | 
| 68 | tonights - 7pm - thursday - episode - webinar | 31 | 68_tonights_7pm_thursday_episode | 
| 69 | goevents101 - deadchiropracticsociety - branson - freedom - wellnessmyway | 29 | 69_goevents101_deadchiropracticsociety_branson_freedom | 
| 70 | happyhourwithdrt - tonight - streaming - welcome - hour | 28 | 70_happyhourwithdrt_tonight_streaming_welcome | 
| 71 | masked - brainwashed - plague - wears - everywhere | 28 | 71_masked_brainwashed_plague_wears | 
| 72 | trudeau - canadiancitizens - quarantine - westjet - legault | 27 | 72_trudeau_canadiancitizens_quarantine_westjet | 
| 73 | 5docsbc - doctors - webinars - 4you - sherri | 27 | 73_5docsbc_doctors_webinars_4you | 
| 74 | derailments - spill - ohio - nuked - dioxins | 27 | 74_derailments_spill_ohio_nuked | 
| 75 | webinar - doctors - critically - thursdays - 7pm | 27 | 75_webinar_doctors_critically_thursdays | 
| 76 | doctors - pharmakeia - persecution - cults - plaintiffs | 27 | 76_doctors_pharmakeia_persecution_cults | 
| 77 | trump - democrat - ballots - michigan - haley | 26 | 77_trump_democrat_ballots_michigan | 
| 78 | docuseries - c0vid - whistleblowers - remedies - lifeline | 25 | 78_docuseries_c0vid_whistleblowers_remedies | 
| 79 | monkeypox - childcovidvaccineinjuriesuk - needlestick - stigmatization - edited | 24 | 79_monkeypox_childcovidvaccineinjuriesuk_needlestick_stigmatization | 
| 80 | tenpenny - streamed - infowars - symposium - simone | 23 | 80_tenpenny_streamed_infowars_symposium | 
| 81 | h5n1 - tamiflu - chickens - outbreak - avian | 23 | 81_h5n1_tamiflu_chickens_outbreak | 
| 82 | justices - overturned - bannon - appellate - prosecute | 22 | 82_justices_overturned_bannon_appellate | 
| 83 | eschatology - passover - judah - timeline - 6pm | 22 | 83_eschatology_passover_judah_timeline | 
| 84 | superfoods - smoothie - chlorella - powder - energize | 22 | 84_superfoods_smoothie_chlorella_powder | 
| 85 | rapist - molestation - sentenced - sodomy - trafficking | 22 | 85_rapist_molestation_sentenced_sodomy |
  
</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
