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

# MARTINI_enrich_BERTopic_worlddoctorsalliance

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_worlddoctorsalliance")

topic_model.get_topic_info()
```

## Topic overview

* Number of topics: 80
* Number of training documents: 9844

<details>
  <summary>Click here for an overview of all topics.</summary>
  
  | Topic ID | Topic Keywords | Topic Frequency | Label | 
|----------|----------------|-----------------|-------| 
| -1 | vaxxed - vaccinated - lockdown - pfizer - 2021 | 21 | -1_vaxxed_vaccinated_lockdown_pfizer | 
| 0 | ivermectin - worldivermectinday - remdesivir - hydroxychloroquine - pill | 4905 | 0_ivermectin_worldivermectinday_remdesivir_hydroxychloroquine | 
| 1 | londonofficialworldwiderally - worldwidedemonstration - wwdunitedkingdomlocations - saveourrights - march | 263 | 1_londonofficialworldwiderally_worldwidedemonstration_wwdunitedkingdomlocations_saveourrights | 
| 2 | davos - globalist - chancellor - kissinger - conspirators | 215 | 2_davos_globalist_chancellor_kissinger | 
| 3 | worldcouncilforhealth - pandemic - sovereignty - amendments - geneva | 211 | 3_worldcouncilforhealth_pandemic_sovereignty_amendments | 
| 4 | nhs100k - jobsnotjabs - mandated - notices - refusing | 199 | 4_nhs100k_jobsnotjabs_mandated_notices | 
| 5 | vaccinating - pfizer - adolescents - jab - jcvi | 196 | 5_vaccinating_pfizer_adolescents_jab | 
| 6 | doctors - frcs - adil - injustice - suspended | 179 | 6_doctors_frcs_adil_injustice | 
| 7 | vaccines - mrna - plasmid - antigen - contaminated | 127 | 7_vaccines_mrna_plasmid_antigen | 
| 8 | trudeau - ottawa - cbc - freedomeuro - blockades | 119 | 8_trudeau_ottawa_cbc_freedomeuro | 
| 9 | nsw - australiaone - vaxed - victoria - protesters | 116 | 9_nsw_australiaone_vaxed_victoria | 
| 10 | crimes - victims - constables - evidence - manslaughter | 104 | 10_crimes_victims_constables_evidence | 
| 11 | betterwayconference - worldcouncilforhealth - symposium - panelists - invited | 102 | 11_betterwayconference_worldcouncilforhealth_symposium_panelists | 
| 12 | zealanders - bitchute - waitangi - voicesforfreedom - unvaccinated | 99 | 12_zealanders_bitchute_waitangi_voicesforfreedom | 
| 13 | masks - respirator - sars - deoxygenation - harmful | 93 | 13_masks_respirator_sars_deoxygenation | 
| 14 | mercola - mccullough - cardiologists - thalidomide - dissenters | 93 | 14_mercola_mccullough_cardiologists_thalidomide | 
| 15 | unvaxxed - hospitalisations - jabbed - die - scotland | 80 | 15_unvaxxed_hospitalisations_jabbed_die | 
| 16 | narcissist - terrorising - bitches - tucker - meme | 78 | 16_narcissist_terrorising_bitches_tucker | 
| 17 | banknotes - cashless - ecb - inflation - decentralized | 78 | 17_banknotes_cashless_ecb_inflation | 
| 18 | pfizer - lawsuits - falsified - kickbacks - ceftriaxone | 78 | 18_pfizer_lawsuits_falsified_kickbacks | 
| 19 | ukraine - mariupol - donetsk - yanukovych - russians | 77 | 19_ukraine_mariupol_donetsk_yanukovych | 
| 20 | unvaccinated - compulsory - repeal - austria - liberte | 76 | 20_unvaccinated_compulsory_repeal_austria | 
| 21 | westminster - polio - parliamentarian - expelled - injured | 75 | 21_westminster_polio_parliamentarian_expelled | 
| 22 | pcr - tested - false - parainfluenza - overdiagnosis | 71 | 22_pcr_tested_false_parainfluenza | 
| 23 | framework_interoperability_certificates_en - passports - biometric - verification - idvt | 69 | 23_framework_interoperability_certificates_en_passports_biometric_verification | 
| 24 | physicians - advocated - aflds - defendants - censored | 68 | 24_physicians_advocated_aflds_defendants | 
| 25 | pfizer - vaccination - zoster - vasculitis - thrombocytopenia | 63 | 25_pfizer_vaccination_zoster_vasculitis | 
| 26 | truth - march - gofundme - democide - sheffield | 60 | 26_truth_march_gofundme_democide | 
| 27 | telegram - vernoncoleman - blockieren - medicalcensorship - hacked | 58 | 27_telegram_vernoncoleman_blockieren_medicalcensorship | 
| 28 | corona - nuremberg - attorneys - proceeding - reinerfuellmichenglish | 58 | 28_corona_nuremberg_attorneys_proceeding | 
| 29 | 5g - radiofrequency - cell - towers - milliwatt | 58 | 29_5g_radiofrequency_cell_towers | 
| 30 | passports - petition - vote - refuseniks - signatories | 58 | 30_passports_petition_vote_refuseniks | 
| 31 | vaccination - miscarriages - infertile - childbearing - gynaecologists | 57 | 31_vaccination_miscarriages_infertile_childbearing | 
| 32 | censorship - snooping - ublock - vpn - degoogled | 57 | 32_censorship_snooping_ublock_vpn | 
| 33 | rights - reforms - criminalise - parliament - protesters | 54 | 33_rights_reforms_criminalise_parliament | 
| 34 | vaccinated - immunity - omicron - infecting - boosters | 54 | 34_vaccinated_immunity_omicron_infecting | 
| 35 | nhs - lockdown - euthanasia - midazolam - overdose | 53 | 35_nhs_lockdown_euthanasia_midazolam | 
| 36 | fauci - rfk - smerconish - trialsitenews - bestselling | 52 | 36_fauci_rfk_smerconish_trialsitenews | 
| 37 | thimerosal - formaldehyde - toxic - glyphosate - hexadecyltrimethylammonium | 48 | 37_thimerosal_formaldehyde_toxic_glyphosate | 
| 38 | fluoride - toothpastes - toxic - hexafluorosilicic - neonicotinoids | 48 | 38_fluoride_toothpastes_toxic_hexafluorosilicic | 
| 39 | faceid - surveillance - mugshots - waitrose - pimeyes | 46 | 39_faceid_surveillance_mugshots_waitrose | 
| 40 | nuremberg - consent - euthanasia - experiments - guidelines | 46 | 40_nuremberg_consent_euthanasia_experiments | 
| 41 | awakening - wisdom - compassion - selves - bliss | 45 | 41_awakening_wisdom_compassion_selves | 
| 42 | myopericarditis - vaccinees - mri - ventricle - mesothelioma | 45 | 42_myopericarditis_vaccinees_mri_ventricle | 
| 43 | hamas - palestinians - gaza - zionists - genocide | 45 | 43_hamas_palestinians_gaza_zionists | 
| 44 | bbc - disinformation - marianna - cuckoos - unedited | 42 | 44_bbc_disinformation_marianna_cuckoos | 
| 45 | casirivimab - mep - biontech - pressekonferenz - lilly | 42 | 45_casirivimab_mep_biontech_pressekonferenz | 
| 46 | glaxosmithkline - soros - corbettreport - uncoverdc - monopolized | 41 | 46_glaxosmithkline_soros_corbettreport_uncoverdc | 
| 47 | deaths - 2023 - wales - registrations - weekly | 41 | 47_deaths_2023_wales_registrations | 
| 48 | fauci - sanofipasteur - drjbhattacharya - denguevaxia - originated | 41 | 48_fauci_sanofipasteur_drjbhattacharya_denguevaxia | 
| 49 | omicron - botswana - unvaccinated - discovered - november | 40 | 49_omicron_botswana_unvaccinated_discovered | 
| 50 | novavax - monovalent - fatalities - 29 - card | 39 | 50_novavax_monovalent_fatalities_29 | 
| 51 | ukcolumn - 2023 - biobank - november - heprr | 36 | 51_ukcolumn_2023_biobank_november | 
| 52 | milankovitch - co2 - climatologists - gigatonnes - stratosphere | 35 | 52_milankovitch_co2_climatologists_gigatonnes | 
| 53 | footballers - cardiac - collapsing - olympic - 29 | 34 | 53_footballers_cardiac_collapsing_olympic | 
| 54 | masksinschools - headteacher - unmask - mandates - planetlockdown | 32 | 54_masksinschools_headteacher_unmask_mandates | 
| 55 | chickens - farms - biogas - entomophagy - iaf_birds | 31 | 55_chickens_farms_biogas_entomophagy | 
| 56 | partygate - lockdown - primeminister - javid - smokescreen | 30 | 56_partygate_lockdown_primeminister_javid | 
| 57 | glastonbury - wokingham - bristol - councils - neighbourhoods | 30 | 57_glastonbury_wokingham_bristol_councils | 
| 58 | vaxers - falsehoods - rubella - never - greatreject | 30 | 58_vaxers_falsehoods_rubella_never | 
| 59 | coronavirus - lockdowns - influenza - false - nocebo | 30 | 59_coronavirus_lockdowns_influenza_false | 
| 60 | hikvision - ccp - morrisons - xinjiang - banned | 29 | 60_hikvision_ccp_morrisons_xinjiang | 
| 61 | vaxpass - russia - sobyanin - thispivotalmoment - biopolitical | 28 | 61_vaxpass_russia_sobyanin_thispivotalmoment | 
| 62 | nanoparticles - adjuvant - oxide - findings - vial | 28 | 62_nanoparticles_adjuvant_oxide_findings | 
| 63 | bakhdi - acquittal - microbiologist - germany - karina_reiss | 28 | 63_bakhdi_acquittal_microbiologist_germany | 
| 64 | calcifediol - glutathione - immunomodulatory - supplement - uvb | 27 | 64_calcifediol_glutathione_immunomodulatory_supplement | 
| 65 | deaths - cdc - childrensunion - 15 - increased | 27 | 65_deaths_cdc_childrensunion_15 | 
| 66 | spying - censorial - minitruth - mi6 - whitehall | 27 | 66_spying_censorial_minitruth_mi6 | 
| 67 | presymptomatic - infecting - liars - irrelevantly - 79 | 25 | 67_presymptomatic_infecting_liars_irrelevantly | 
| 68 | dontextraditeassange - snowden - whistleblowers - prosecuted - supreme | 25 | 68_dontextraditeassange_snowden_whistleblowers_prosecuted | 
| 69 | florida - desantis - statewide - injections - cbdcs | 25 | 69_florida_desantis_statewide_injections | 
| 70 | sticker - jointhewhiterose - printer - brother - 810w | 25 | 70_sticker_jointhewhiterose_printer_brother | 
| 71 | djokovic - unvaccinated - novax - australia - greekmedicalfreedomalliance | 24 | 71_djokovic_unvaccinated_novax_australia | 
| 72 | biowarfare - biobiden - dnipropetrovsk - laboratories - pentagon | 24 | 72_biowarfare_biobiden_dnipropetrovsk_laboratories | 
| 73 | londoners - ulez - heathrow - emissions - undemocratically | 23 | 73_londoners_ulez_heathrow_emissions | 
| 74 | eudravigilance - fatalities - injections - 2021 - janssen | 22 | 74_eudravigilance_fatalities_injections_2021 | 
| 75 | catherine - tyranny - bankers - redvoicemedia - cbdcs | 22 | 75_catherine_tyranny_bankers_redvoicemedia | 
| 76 | thelightrecruit - truthpaper - subscription - spreading - 17th | 22 | 76_thelightrecruit_truthpaper_subscription_spreading | 
| 77 | electricity - bills - criminalising - householders - 65bn | 21 | 77_electricity_bills_criminalising_householders | 
| 78 | piloten - cockpit - flugsicherheit - qantas - mayday | 21 | 78_piloten_cockpit_flugsicherheit_qantas |
  
</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
