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

# MARTINI_enrich_BERTopic_agentsoftruth

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_agentsoftruth")

topic_model.get_topic_info()
```

## Topic overview

* Number of topics: 85
* Number of training documents: 11151

<details>
  <summary>Click here for an overview of all topics.</summary>
  
  | Topic ID | Topic Keywords | Topic Frequency | Label | 
|----------|----------------|-----------------|-------| 
| -1 | vaccine - pfizer - pandemic - thetrutheristchat - jab | 20 | -1_vaccine_pfizer_pandemic_thetrutheristchat | 
| 0 | truthers - awaken - enlightened - souls - realities | 6608 | 0_truthers_awaken_enlightened_souls | 
| 1 | davos - globalist - dictators - agenda - fbi | 258 | 1_davos_globalist_dictators_agenda | 
| 2 | gates - billionaire - overpopulation - cnn - polio | 165 | 2_gates_billionaire_overpopulation_cnn | 
| 3 | vaers - unvaxxinated - deaths - hospitalizations - reported | 144 | 3_vaers_unvaxxinated_deaths_hospitalizations | 
| 4 | pcr - tested - asymptomatic - false - swabs | 126 | 4_pcr_tested_asymptomatic_false | 
| 5 | indoctrinated - homeschool - reject_agenda_chat - lunatics - lettherebelightnow | 115 | 5_indoctrinated_homeschool_reject_agenda_chat_lunatics | 
| 6 | dna - crispr - injections - altered - god | 108 | 6_dna_crispr_injections_altered | 
| 7 | pfizer - paxlovid - foia - leaked - approved | 107 | 7_pfizer_paxlovid_foia_leaked | 
| 8 | unvaccinated - vax - france - protests - mandates | 97 | 8_unvaccinated_vax_france_protests | 
| 9 | novavax - revaccinated - shots - booster - annually | 96 | 9_novavax_revaccinated_shots_booster | 
| 10 | cockroaches - chitin - nutritious - toxic - eat | 94 | 10_cockroaches_chitin_nutritious_toxic | 
| 11 | doctors - quackscience - allopathic - prescription - thenatureapothecarychat | 84 | 11_doctors_quackscience_allopathic_prescription | 
| 12 | screwbiggov - shamocracy - governments - tyrants - vote | 83 | 12_screwbiggov_shamocracy_governments_tyrants | 
| 13 | chemtrails - aluminum - sprayed - barium - toxic | 78 | 13_chemtrails_aluminum_sprayed_barium | 
| 14 | trudeau - overthrow - protestors - convoy - calgary | 78 | 14_trudeau_overthrow_protestors_convoy | 
| 15 | cyborgs - robot - brainchips - ai - nwopredictiveprogramming | 78 | 15_cyborgs_robot_brainchips_ai | 
| 16 | graphene - nanoparticles - thrombi - intranasal - dangers | 77 | 16_graphene_nanoparticles_thrombi_intranasal | 
| 17 | spills - dioxins - derailment - hazardous - thetrutheristchat | 76 | 17_spills_dioxins_derailment_hazardous | 
| 18 | climategate - globalwarming - temperatures - glaciers - truthextrachat | 75 | 18_climategate_globalwarming_temperatures_glaciers | 
| 19 | females - transgender - genitals - assaulting - xrossdress | 73 | 19_females_transgender_genitals_assaulting | 
| 20 | glyphosate - pesticides - monsanto - herbicide - thenatureapothecarychat | 72 | 20_glyphosate_pesticides_monsanto_herbicide | 
| 21 | died - footballer - cardiac - jackson - collapses | 72 | 21_died_footballer_cardiac_jackson | 
| 22 | reignitedemocracyaustralia - qld - uprisings - victoria - cops | 71 | 22_reignitedemocracyaustralia_qld_uprisings_victoria | 
| 23 | miscarriages - stillbirths - foetuses - vaers - midwife | 71 | 23_miscarriages_stillbirths_foetuses_vaers | 
| 24 | thimerosal - adjuvant - formaldehyde - neurotoxin - aluminum | 67 | 24_thimerosal_adjuvant_formaldehyde_neurotoxin | 
| 25 | radiofrequency - neuroweapon - 4g - towers - vivoterra_en | 62 | 25_radiofrequency_neuroweapon_4g_towers | 
| 26 | russia - zelensky - sanctions - propaganda - allies | 60 | 26_russia_zelensky_sanctions_propaganda | 
| 27 | pfizer - immunization - dabigatran - phosphatebuffered - preschoolers | 59 | 27_pfizer_immunization_dabigatran_phosphatebuffered | 
| 28 | cashlesssociety - digitalcurrency - global_freedom_movement - markofthebeast - withdraw | 58 | 28_cashlesssociety_digitalcurrency_global_freedom_movement_markofthebeast | 
| 29 | germs - pasteur - contagious - virologist - measles | 57 | 29_germs_pasteur_contagious_virologist | 
| 30 | masks - breathe - vaxxinated - hypercapnia - gagging | 56 | 30_masks_breathe_vaxxinated_hypercapnia | 
| 31 | magnetised - nanoparticles - mri - vacinados - vials | 55 | 31_magnetised_nanoparticles_mri_vacinados | 
| 32 | remdesivir - filmyourhospital - hcq - intubating - cbc | 54 | 32_remdesivir_filmyourhospital_hcq_intubating | 
| 33 | fuels - tesla - batteries - renewable - generators | 51 | 33_fuels_tesla_batteries_renewable | 
| 34 | fires - mauians - kilauea - awaketotruthchat - hawaii | 51 | 34_fires_mauians_kilauea_awaketotruthchat | 
| 35 | blacklight - luciferase - bioluminescence - glowing - fireflys | 50 | 35_blacklight_luciferase_bioluminescence_glowing | 
| 36 | illuminati - molech - satanic - masonic - owi | 49 | 36_illuminati_molech_satanic_masonic | 
| 37 | lockdowns - nuked - satanists - craziness - tuckercarlson | 49 | 37_lockdowns_nuked_satanists_craziness | 
| 38 | fluoride - sodium - cavities - neurotoxin - pineal | 45 | 38_fluoride_sodium_cavities_neurotoxin | 
| 39 | cancers - covidvaccine - angioimmunoblastic - leiomyosarcoma - cowpox | 44 | 39_cancers_covidvaccine_angioimmunoblastic_leiomyosarcoma | 
| 40 | vaxpass - biometrics - scamdemics - trackable - ghana | 43 | 40_vaxpass_biometrics_scamdemics_trackable | 
| 41 | mandates - medicare - gorsuch - unconstitutional - louisiana | 43 | 41_mandates_medicare_gorsuch_unconstitutional | 
| 42 | monkeypox - vaccinia - cowpox - imvamune - pemphigoid | 42 | 42_monkeypox_vaccinia_cowpox_imvamune | 
| 43 | compulsory - consent - constitution - lawful - nuremberg | 42 | 43_compulsory_consent_constitution_lawful | 
| 44 | prisons - neighborhoods - awakening_love_truth - minutes - dome | 42 | 44_prisons_neighborhoods_awakening_love_truth_minutes | 
| 45 | famine - shortages - holodomor - agricultural - beef | 41 | 45_famine_shortages_holodomor_agricultural | 
| 46 | heartattacks - deaths - jabs - teenagers - suddenly | 41 | 46_heartattacks_deaths_jabs_teenagers | 
| 47 | vaccinated - mrna - biowarfare - spike - myocarditis | 40 | 47_vaccinated_mrna_biowarfare_spike | 
| 48 | morgellons - nanites - infecting - swabs - worms | 38 | 48_morgellons_nanites_infecting_swabs | 
| 49 | scammers - whatsapp - bot - impersonate - teiegram | 38 | 49_scammers_whatsapp_bot_impersonate | 
| 50 | cloudseeding - lightnings - tornadoes - ciimatehoax - earthquakes | 38 | 50_cloudseeding_lightnings_tornadoes_ciimatehoax | 
| 51 | vacinas - falsos - illnesses - pernicious - germenes | 38 | 51_vacinas_falsos_illnesses_pernicious | 
| 52 | tampon - vaccinated - miscarrying - nosebleeds - cvinjuriesanddeaths | 37 | 52_tampon_vaccinated_miscarrying_nosebleeds | 
| 53 | trudeau - mockthetyrants - weforum - voting - fidel | 36 | 53_trudeau_mockthetyrants_weforum_voting | 
| 54 | thenatureapothecary - rosehip - recycle - turmeric - dried | 34 | 54_thenatureapothecary_rosehip_recycle_turmeric | 
| 55 | pilots - vaccinated - airways - heathrow - helicopter | 33 | 55_pilots_vaccinated_airways_heathrow | 
| 56 | pfizer - guillain - epipen - seizures - shakes | 33 | 56_pfizer_guillain_epipen_seizures | 
| 57 | bloodclots - vaccineinjuries - jabbed - hospitalized - astrazeneca | 33 | 57_bloodclots_vaccineinjuries_jabbed_hospitalized | 
| 58 | boycott - disneyiand - target - lgbtqia - merchandise | 32 | 58_boycott_disneyiand_target_lgbtqia | 
| 59 | bioweapons - laboratories - ukraine - wuhan - pentagon | 31 | 59_bioweapons_laboratories_ukraine_wuhan | 
| 60 | infertile - gonadotropin - hcg - placenta - gynecologist | 30 | 60_infertile_gonadotropin_hcg_placenta | 
| 61 | austria - unvaccinated - mandatory - merkel - parliament | 30 | 61_austria_unvaccinated_mandatory_merkel | 
| 62 | bitchute - facebook - censored - shadowbanned - wearyourmask | 30 | 62_bitchute_facebook_censored_shadowbanned | 
| 63 | pandemic - treaty - intergovernmental - antigates - signed | 30 | 63_pandemic_treaty_intergovernmental_antigates | 
| 64 | vaccine - quackscine - corporation - chloroquine - walensky | 29 | 64_vaccine_quackscine_corporation_chloroquine | 
| 65 | id2020 - digitald - panopticon - biometrics - worldcoin | 29 | 65_id2020_digitald_panopticon_biometrics | 
| 66 | frankenmosquitoes - gmo - zika - vacxinate - mosqulto | 28 | 66_frankenmosquitoes_gmo_zika_vacxinate | 
| 67 | aussies - mdma - varroa - shocking - jabbxines | 28 | 67_aussies_mdma_varroa_shocking | 
| 68 | rabbies - vaccinating - spayvac - puppy - halfbreeds | 27 | 68_rabbies_vaccinating_spayvac_puppy | 
| 69 | lucifers - microchipping - revelations - prophesied - us2021 | 27 | 69_lucifers_microchipping_revelations_prophesied | 
| 70 | toxins - injected - placebos - duped - murderers | 26 | 70_toxins_injected_placebos_duped | 
| 71 | covidvaccinevictims - died - 2021 - dose - mitchell | 26 | 71_covidvaccinevictims_died_2021_dose | 
| 72 | died - 2022 - hailey - karin - syracuse | 24 | 72_died_2022_hailey_karin | 
| 73 | sunlight - sunscreens - thenatureapothecarychat - vitamin - heals | 24 | 73_sunlight_sunscreens_thenatureapothecarychat_vitamin | 
| 74 | popes - satanist - sacraments - archbishopric - trinity | 23 | 74_popes_satanist_sacraments_archbishopric | 
| 75 | myocarditis - meningoencephalitis - lymphadenitis - dose - eosinophilic | 23 | 75_myocarditis_meningoencephalitis_lymphadenitis_dose | 
| 76 | plandemic - agendas - event201 - centerforhealthsecurity - remdemsivir | 22 | 76_plandemic_agendas_event201_centerforhealthsecurity | 
| 77 | chickens - feed - culling - purina - starvation | 22 | 77_chickens_feed_culling_purina | 
| 78 | viruses - corona - fearmongering - isolate - idiots | 22 | 78_viruses_corona_fearmongering_isolate | 
| 79 | monsanto - farmlands - hectares - billion - zelensky | 21 | 79_monsanto_farmlands_hectares_billion | 
| 80 | satanic - lettherebelightchat - youwontbelievemeofficial - awaketotruth - worships | 21 | 80_satanic_lettherebelightchat_youwontbelievemeofficial_awaketotruth | 
| 81 | zealanders - tyrannical - sodomites - terrorists - minister | 21 | 81_zealanders_tyrannical_sodomites_terrorists | 
| 82 | co2 - atmosphere - greener - breathe - 2000ppm | 20 | 82_co2_atmosphere_greener_breathe | 
| 83 | transfusions - contaminated - bioengineered - colloid - sociopaths | 20 | 83_transfusions_contaminated_bioengineered_colloid |
  
</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
