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

# MARTINI_enrich_BERTopic_TheLightTruthPaper

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_TheLightTruthPaper")

topic_model.get_topic_info()
```

## Topic overview

* Number of topics: 80
* Number of training documents: 9156

<details>
  <summary>Click here for an overview of all topics.</summary>
  
  | Topic ID | Topic Keywords | Topic Frequency | Label | 
|----------|----------------|-----------------|-------| 
| -1 | covid - lockdown - vaccinated - nhs - freedom | 20 | -1_covid_lockdown_vaccinated_nhs | 
| 0 | ukraine - zelensky - russia - volodymyr - wars | 4947 | 0_ukraine_zelensky_russia_volodymyr | 
| 1 | ukcolumn - bbc - gaza - 2023 - november | 299 | 1_ukcolumn_bbc_gaza_2023 | 
| 2 | magnetogenetics - crispr - genetically - transhumanist - nanobots | 179 | 2_magnetogenetics_crispr_genetically_transhumanist | 
| 3 | worldcouncilforhealth - pandemic - referendum - stopthewho - multilateralism | 147 | 3_worldcouncilforhealth_pandemic_referendum_stopthewho | 
| 4 | gmos - monsanto - usda - bayer - alimentarius | 142 | 4_gmos_monsanto_usda_bayer | 
| 5 | covid - deaths - vaccinated - 2021 - cyprus | 108 | 5_covid_deaths_vaccinated_2021 | 
| 6 | vaccination - employers - nhs100k - mandatory - dismissal | 100 | 6_vaccination_employers_nhs100k_mandatory | 
| 7 | newsagents - distributors - copies - lightdistribution - delivered | 99 | 7_newsagents_distributors_copies_lightdistribution | 
| 8 | electricity - bills - households - renewable - petrol | 94 | 8_electricity_bills_households_renewable | 
| 9 | pcr - tested - swabs - influenza - false | 89 | 9_pcr_tested_swabs_influenza | 
| 10 | davos - kissinger - younggloballeaders - goldman - millionaires | 89 | 10_davos_kissinger_younggloballeaders_goldman | 
| 11 | climategate - gaia - milankovitch - atmosphere - co2 | 84 | 11_climategate_gaia_milankovitch_atmosphere | 
| 12 | vaccine - poliomyelitis - smallpox - jabbed - inactivated | 81 | 12_vaccine_poliomyelitis_smallpox_jabbed | 
| 13 | conspiracy - reactionaries - totalitarianism - sloganists - psychopath | 75 | 13_conspiracy_reactionaries_totalitarianism_sloganists | 
| 14 | gov - identities - biometric - login - licence | 75 | 14_gov_identities_biometric_login | 
| 15 | subscribe - live - column - 1pm - month | 73 | 15_subscribe_live_column_1pm | 
| 16 | pfizer - biopharmaceutical - injections - whistleblowers - ventavia | 72 | 16_pfizer_biopharmaceutical_injections_whistleblowers | 
| 17 | stablecoins - britcoin - bundesbank - banknotes - cbdc | 70 | 17_stablecoins_britcoin_bundesbank_banknotes | 
| 18 | cuttingthroughthematrix - brotherhood - beehive - babylon - chemtrail | 70 | 18_cuttingthroughthematrix_brotherhood_beehive_babylon | 
| 19 | haringey - euston - ucl - traffic - zoning | 66 | 19_haringey_euston_ucl_traffic | 
| 20 | vaccines - modrna - recombinant - injected - lentivirus | 64 | 20_vaccines_modrna_recombinant_injected | 
| 21 | miscarriages - vaccinated - pfizer - placenta - hpv | 61 | 21_miscarriages_vaccinated_pfizer_placenta | 
| 22 | worldcouncilforhealth - betterwayconference - panelists - plasmidgate - vandana | 60 | 22_worldcouncilforhealth_betterwayconference_panelists_plasmidgate | 
| 23 | telegram - banned - contacted - vpn - scammers | 59 | 23_telegram_banned_contacted_vpn | 
| 24 | ivermectin - pfizermectin - hydroxychloroquine - prophylaxis - dosage | 59 | 24_ivermectin_pfizermectin_hydroxychloroquine_prophylaxis | 
| 25 | wwdunitedkingdomlocations - worldwidefreedomrally - londonofficialworldwiderally - holyrood - marches | 53 | 25_wwdunitedkingdomlocations_worldwidefreedomrally_londonofficialworldwiderally_holyrood | 
| 26 | vaxpass - onepassport - worldcoin - id2020 - thispivotalmoment | 53 | 26_vaxpass_onepassport_worldcoin_id2020 | 
| 27 | subscribe - live - column - daily - news | 51 | 27_subscribe_live_column_daily | 
| 28 | sdgs - sustainable - hegemony - 2030 - interconnectedness | 51 | 28_sdgs_sustainable_hegemony_2030 | 
| 29 | safetyact - censorship - legislation - online - snooping | 50 | 29_safetyact_censorship_legislation_online | 
| 30 | chemtrail - climatic - manipulation - ionospheric - cloud | 48 | 30_chemtrail_climatic_manipulation_ionospheric | 
| 31 | download - publication - spreading - msm - 21 | 48 | 31_download_publication_spreading_msm | 
| 32 | wokingham - bracknell - astandinthepark - october - banners | 47 | 32_wokingham_bracknell_astandinthepark_october | 
| 33 | vaccination - freedomeducation - headteachers - safeguarding - gillick | 47 | 33_vaccination_freedomeducation_headteachers_safeguarding | 
| 34 | hexafluorosilicic - fluoridated - harmful - radiofrequency - soma | 45 | 34_hexafluorosilicic_fluoridated_harmful_radiofrequency | 
| 35 | bbc - thelighttruthpaper - unitynewsnetwork - traitor - marianna | 44 | 35_bbc_thelighttruthpaper_unitynewsnetwork_traitor | 
| 36 | facewatch - surveillance - biometric - hikvision - scanned | 44 | 36_facewatch_surveillance_biometric_hikvision | 
| 37 | subscribe - column - pm - july - 2022 | 43 | 37_subscribe_column_pm_july | 
| 38 | dazband - thelighttruthpaper - festival - drakemichigan - nesbitt | 42 | 38_dazband_thelighttruthpaper_festival_drakemichigan | 
| 39 | rockefeller - epidemic - soros - founded - governements | 42 | 39_rockefeller_epidemic_soros_founded | 
| 40 | londoners - ulez - vauxhall - motorists - mayor | 41 | 40_londoners_ulez_vauxhall_motorists | 
| 41 | respirators - masking - hypercapnia - influenza - harmful | 41 | 41_respirators_masking_hypercapnia_influenza | 
| 42 | commonlawassent - liberty - courts - awarriorcalls - bailiff | 41 | 42_commonlawassent_liberty_courts_awarriorcalls | 
| 43 | vaers - pfizer - fatalities - injections - 2021 | 40 | 43_vaers_pfizer_fatalities_injections | 
| 44 | glutathione - spikeproteindetoxguide - nattokinase - thrombosis - salicylates | 40 | 44_glutathione_spikeproteindetoxguide_nattokinase_thrombosis | 
| 45 | disinformation - declassified - surveillance - agencies - bundesverfassungsschutz | 39 | 45_disinformation_declassified_surveillance_agencies | 
| 46 | thefreedomnetwork - hub - communities - events - mightynetworks | 38 | 46_thefreedomnetwork_hub_communities_events | 
| 47 | doctors - vernon - denialist - holistic - enemas | 37 | 47_doctors_vernon_denialist_holistic | 
| 48 | vernoncoleman - talktv - wednesdays - awakenedpages - blokes | 37 | 48_vernoncoleman_talktv_wednesdays_awakenedpages | 
| 49 | protests - criminalised - police - rights - hansard | 35 | 49_protests_criminalised_police_rights | 
| 50 | passports - togetherdeclaration - vaxx - astandatyourmp - voted | 35 | 50_passports_togetherdeclaration_vaxx_astandatyourmp | 
| 51 | musk - tweets - shadowbanning - slogan - charlatan | 34 | 51_musk_tweets_shadowbanning_slogan | 
| 52 | monarch - coronations - throne - westminster - henry | 34 | 52_monarch_coronations_throne_westminster | 
| 53 | supranational - governments - davos - corporations - stakeholders | 34 | 53_supranational_governments_davos_corporations | 
| 54 | cashless - keepcashalive - atms - deposits - bitcoin | 34 | 54_cashless_keepcashalive_atms_deposits | 
| 55 | novavax - fda - 11years - approved - infants | 33 | 55_novavax_fda_11years_approved | 
| 56 | covidvaccs - worldcouncilforhealth - harmed - zahawicorrespondence - redvoicemedia | 32 | 56_covidvaccs_worldcouncilforhealth_harmed_zahawicorrespondence | 
| 57 | facemasks - headteacher - educationgov - classrooms - guidelines | 31 | 57_facemasks_headteacher_educationgov_classrooms | 
| 58 | saveourrightsuk - hrareform - constitution - judicial - upholding | 30 | 58_saveourrightsuk_hrareform_constitution_judicial | 
| 59 | myocarditis - pfizer - heartbeat - injections - incidence | 30 | 59_myocarditis_pfizer_heartbeat_injections | 
| 60 | catherine - coup - financial - thethrivetimeshow - scwab | 29 | 60_catherine_coup_financial_thethrivetimeshow | 
| 61 | stagflation - booming - devaluation - rba - pawnbrokers | 28 | 61_stagflation_booming_devaluation_rba | 
| 62 | hilarious - watching - suicide - understood - immensely | 26 | 62_hilarious_watching_suicide_understood | 
| 63 | cashless - stations - ticket - passengers - closes | 26 | 63_cashless_stations_ticket_passengers | 
| 64 | vaccinated - antibodies - reinfection - nucleocapsid - naturally | 26 | 64_vaccinated_antibodies_reinfection_nucleocapsid | 
| 65 | migrants - britain - calais - illegally - coastguard | 25 | 65_migrants_britain_calais_illegally | 
| 66 | trudeau - ottawa - albertans - riots - debanking | 25 | 66_trudeau_ottawa_albertans_riots | 
| 67 | solari - farrell - reports - ovalmedia - walkabout | 25 | 67_solari_farrell_reports_ovalmedia | 
| 68 | subscribe - live - column - month - 2021 | 24 | 68_subscribe_live_column_month | 
| 69 | extradited - snowden - julian - belmarsh - australian | 24 | 69_extradited_snowden_julian_belmarsh | 
| 70 | vaccine - passports - backbenchers - nightclub - walesonline | 23 | 70_vaccine_passports_backbenchers_nightclub | 
| 71 | petitionscommittee - westminster - parliamentary - vindicate - bridgend | 23 | 71_petitionscommittee_westminster_parliamentary_vindicate | 
| 72 | fightingforourfreedom - londonofficialworldwiderally - childrensmarch21 - maskless - festival | 23 | 72_fightingforourfreedom_londonofficialworldwiderally_childrensmarch21_maskless | 
| 73 | subscribe - live - column - month - 2022 | 21 | 73_subscribe_live_column_month | 
| 74 | smartcities - gitmo - thailand - reimagine - dubai | 21 | 74_smartcities_gitmo_thailand_reimagine | 
| 75 | deagel - corbett - james - pilato - podcast | 21 | 75_deagel_corbett_james_pilato | 
| 76 | bahaʼi - faiths - shoghi - nations - buddha | 20 | 76_bahaʼi_faiths_shoghi_nations | 
| 77 | hospitals - neglected - anaesthetised - gordon - bureaucrats | 20 | 77_hospitals_neglected_anaesthetised_gordon | 
| 78 | vaccination - nhs - youngsters - schools - 15 | 20 | 78_vaccination_nhs_youngsters_schools |
  
</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