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

# MARTINI_enrich_BERTopic_VigilantFox

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_VigilantFox")

topic_model.get_topic_info()
```

## Topic overview

* Number of topics: 86
* Number of training documents: 8936

<details>
  <summary>Click here for an overview of all topics.</summary>
  
  | Topic ID | Topic Keywords | Topic Frequency | Label | 
|----------|----------------|-----------------|-------| 
| -1 | fauci - vaccinated - pfizer - tucker - mandates | 20 | -1_fauci_vaccinated_pfizer_tucker | 
| 0 | germany - protesters - lockdowns - freiburg - nuremberg | 4676 | 0_germany_protesters_lockdowns_freiburg | 
| 1 | musk - tweets - dorsey - shareholders - censorship | 128 | 1_musk_tweets_dorsey_shareholders | 
| 2 | covidtruthnet - channel - flccc_alliance - followers - drtesslawrie | 128 | 2_covidtruthnet_channel_flccc_alliance_followers | 
| 3 | protests - spaniards - catalonia - libertad - coronavirus | 124 | 3_protests_spaniards_catalonia_libertad | 
| 4 | draghi - unvaccinated - protest - genoa - liberta | 102 | 4_draghi_unvaccinated_protest_genoa | 
| 5 | netherlands - agriculturists - staghouwer - protests - nitrogen | 102 | 5_netherlands_agriculturists_staghouwer_protests | 
| 6 | macron - marseille - vaccinate - protesters - liberte | 97 | 6_macron_marseille_vaccinate_protesters | 
| 7 | ballots - lindell - summit - georgia - vfox | 94 | 7_ballots_lindell_summit_georgia | 
| 8 | victoria - protesters - unvaccinated - canberra - queensland | 93 | 8_victoria_protesters_unvaccinated_canberra | 
| 9 | ukraine - zelensky - kakhovka - warmongering - kennedy | 90 | 9_ukraine_zelensky_kakhovka_warmongering | 
| 10 | katie - maricopa - ballots - hobbs - gubernatorial | 89 | 10_katie_maricopa_ballots_hobbs | 
| 11 | vaccinating - worldcouncilforhealth - acip - hyperimmune - infants | 87 | 11_vaccinating_worldcouncilforhealth_acip_hyperimmune | 
| 12 | ivermectin - paxlovid - fenbendazole - overdose - tylenol | 83 | 12_ivermectin_paxlovid_fenbendazole_overdose | 
| 13 | vaccinated - revaccinations - omicron - reinfection - transmissable | 81 | 13_vaccinated_revaccinations_omicron_reinfection | 
| 14 | desantis - floridians - indoctrinate - superintendent - dictatorial | 80 | 14_desantis_floridians_indoctrinate_superintendent | 
| 15 | christineanderson - mep - ursula - unelected - misanthropists | 77 | 15_christineanderson_mep_ursula_unelected | 
| 16 | deaths - dowd - 2022 - millennials - blackrock | 76 | 16_deaths_dowd_2022_millennials | 
| 17 | clots - thrombogenic - myocarditis - eliquis - amyloid | 72 | 17_clots_thrombogenic_myocarditis_eliquis | 
| 18 | lockdowns - vienna - protesters - unvaccinated - volksverrater | 72 | 18_lockdowns_vienna_protesters_unvaccinated | 
| 19 | rockefeller - billion - monopolized - microsoft - bioterrorist | 67 | 19_rockefeller_billion_monopolized_microsoft | 
| 20 | trudeau - montreal - alberta - nazis - arrivecan | 67 | 20_trudeau_montreal_alberta_nazis | 
| 21 | unvaccinated - thimerosal - rfk - measles - cdc | 66 | 21_unvaccinated_thimerosal_rfk_measles | 
| 22 | kavanaugh - rioters - massacre - waukesha - overturned | 65 | 22_kavanaugh_rioters_massacre_waukesha | 
| 23 | remdesivir - intubated - medicare - deadly - midazolam | 62 | 23_remdesivir_intubated_medicare_deadly | 
| 24 | ketosis - energetichealthinstitute - supplement - quercetin - melatonin | 57 | 24_ketosis_energetichealthinstitute_supplement_quercetin | 
| 25 | disinformation - orwellian - taibbi - censor - tiktok | 57 | 25_disinformation_orwellian_taibbi_censor | 
| 26 | worldcouncilforhealth - summitfortruth - bolsonaro - newsroom - collapsing | 55 | 26_worldcouncilforhealth_summitfortruth_bolsonaro_newsroom | 
| 27 | masks - americasfrontlinedoctors - uncovered - inhaled - aspergillus | 53 | 27_masks_americasfrontlinedoctors_uncovered_inhaled | 
| 28 | rfk - freedomfest - censorship - jefferson - congresspeople | 52 | 28_rfk_freedomfest_censorship_jefferson | 
| 29 | convoy - beltway - hagerstown - uncoverdc - supporters | 52 | 29_convoy_beltway_hagerstown_uncoverdc | 
| 30 | zelenko - freedommed - hydroxychloroquine - zinc - miraculous | 51 | 30_zelenko_freedommed_hydroxychloroquine_zinc | 
| 31 | tumors - diagnosed - makis - shingles - shots | 51 | 31_tumors_diagnosed_makis_shingles | 
| 32 | biden - inflation - gasoline - russia - powell | 50 | 32_biden_inflation_gasoline_russia | 
| 33 | pandemic - sovereignty - stopthewho - sanctions - amendments | 49 | 33_pandemic_sovereignty_stopthewho_sanctions | 
| 34 | biden - mcenany - socialistmop - vilifying - stumbles | 47 | 34_biden_mcenany_socialistmop_vilifying | 
| 35 | pfizer - foia - floodgates - complicit - december | 47 | 35_pfizer_foia_floodgates_complicit | 
| 36 | myopericarditis - electrocardiogram - incidence - biomarkers - shot | 46 | 36_myopericarditis_electrocardiogram_incidence_biomarkers | 
| 37 | protestors - ottawa - officers - arrest - batons | 45 | 37_protestors_ottawa_officers_arrest | 
| 38 | wellingtonians - zealand - haka - protest - fawkes | 45 | 38_wellingtonians_zealand_haka_protest | 
| 39 | vaccines - mccullough - epidemiologist - cardiologist - pneumococcal | 45 | 39_vaccines_mccullough_epidemiologist_cardiologist | 
| 40 | djokovic - unvaccinated - wimbledon - novax - immigration | 44 | 40_djokovic_unvaccinated_wimbledon_novax | 
| 41 | sapiens - intelligent - noah - yuval - frankenstein | 44 | 41_sapiens_intelligent_noah_yuval | 
| 42 | amsterdam - protesters - nijmegen - sittard - marietje | 42 | 42_amsterdam_protesters_nijmegen_sittard | 
| 43 | mengele - violating - consent - bioethical - coerced | 42 | 43_mengele_violating_consent_bioethical | 
| 44 | impeachment - tucker - blagojevich - weaponized - defendants | 42 | 44_impeachment_tucker_blagojevich_weaponized | 
| 45 | bidens - fbi - bribery - whistleblowers - laundering | 42 | 45_bidens_fbi_bribery_whistleblowers | 
| 46 | schools - mask - refusing - washougal - unconstitutional | 40 | 46_schools_mask_refusing_washougal | 
| 47 | centralized - cbdc - currencies - sovereign - lagarde | 40 | 47_centralized_cbdc_currencies_sovereign | 
| 48 | nattokinase - bromelain - detoxify - spike - antioxidant | 39 | 48_nattokinase_bromelain_detoxify_spike | 
| 49 | sudden - dying - cardiac - collapses - athletes | 38 | 49_sudden_dying_cardiac_collapses | 
| 50 | doomsayers - prevent1984 - collectivism - sacrifices - mightiest | 38 | 50_doomsayers_prevent1984_collectivism_sacrifices | 
| 51 | capitolpunishment - january - taped - msnbc - surveillance | 38 | 51_capitolpunishment_january_taped_msnbc | 
| 52 | medicalcensorship - newsom - novavax - veto - enforces | 38 | 52_medicalcensorship_newsom_novavax_veto | 
| 53 | deaths - vaccination - myocarditis - caused - mccullough | 37 | 53_deaths_vaccination_myocarditis_caused | 
| 54 | stillbirths - miscarriages - abortions - placental - pfizer | 37 | 54_stillbirths_miscarriages_abortions_placental | 
| 55 | imposter - scammers - deepfake - the_vigilantfox - followers | 36 | 55_imposter_scammers_deepfake_the_vigilantfox | 
| 56 | illegals - desantis - rgv - border - sanctuary | 36 | 56_illegals_desantis_rgv_border | 
| 57 | petitioners - jury - supreme - senators - energetichealthinstitute | 35 | 57_petitioners_jury_supreme_senators | 
| 58 | deaths - vaers - mccullough - underreporting - 492 | 35 | 58_deaths_vaers_mccullough_underreporting | 
| 59 | fauci - virologists - bioweapons - crackpot - originated | 34 | 59_fauci_virologists_bioweapons_crackpot | 
| 60 | protestors - riot - aborted - crazies - angeles | 34 | 60_protestors_riot_aborted_crazies | 
| 61 | oligomenorrhea - menstruate - ovaries - placenta - infertile | 33 | 61_oligomenorrhea_menstruate_ovaries_placenta | 
| 62 | blockade - ontario - border - truckers - detroit | 32 | 62_blockade_ontario_border_truckers | 
| 63 | collective - dehumanized - hypnotized - mattias - ideology | 32 | 63_collective_dehumanized_hypnotized_mattias | 
| 64 | convoy - trudeau - freedom - fredericton - edicts | 31 | 64_convoy_trudeau_freedom_fredericton | 
| 65 | globalist - wef - enslave - cyberpandemic - nawaz | 30 | 65_globalist_wef_enslave_cyberpandemic | 
| 66 | pcr - asymptomatic - mullis - false - influenza | 29 | 66_pcr_asymptomatic_mullis_false | 
| 67 | pfizer - fatalities - strokes - anaphylaxis - 62 | 29 | 67_pfizer_fatalities_strokes_anaphylaxis | 
| 68 | transgenic - vaccinate - ingested - missouri - ribonucleases | 29 | 68_transgenic_vaccinate_ingested_missouri | 
| 69 | monkeypox - contagious - bioterrorism - propaganda - jynneos | 28 | 69_monkeypox_contagious_bioterrorism_propaganda | 
| 70 | hydroxychloroquine - myfreedoctor - mccullough - inoculation - suppressed | 27 | 70_hydroxychloroquine_myfreedoctor_mccullough_inoculation | 
| 71 | dowd - vax - conspirators - bombshell - poisoned | 26 | 71_dowd_vax_conspirators_bombshell | 
| 72 | transfected - plasmids - oncogenes - transcriptase - methylating | 26 | 72_transfected_plasmids_oncogenes_transcriptase | 
| 73 | lgbtqia - molesters - grindr - sexualize - kindergartener | 26 | 73_lgbtqia_molesters_grindr_sexualize | 
| 74 | tiananmen - lockdown - protests - zhejiang - weibo | 25 | 74_tiananmen_lockdown_protests_zhejiang | 
| 75 | pfizer - died - doses - 95 - redacts | 24 | 75_pfizer_died_doses_95 | 
| 76 | dysphoria - hysterectomies - sexchangeregret - mutilation - helena | 24 | 76_dysphoria_hysterectomies_sexchangeregret_mutilation | 
| 77 | fauci - congressional - subpoena - funded - investigations | 23 | 77_fauci_congressional_subpoena_funded | 
| 78 | biden - disinformation - whistleblowers - hacked - dailymail | 23 | 78_biden_disinformation_whistleblowers_hacked | 
| 79 | fetterman - fracking - bongino - 2018 - oops | 22 | 79_fetterman_fracking_bongino_2018 | 
| 80 | billions - senators - earmarks - spending - zelenskyy | 22 | 80_billions_senators_earmarks_spending | 
| 81 | alarmists - thunberg - co2 - anthropogenic - greener | 21 | 81_alarmists_thunberg_co2_anthropogenic | 
| 82 | jfk - declassified - assassinated - castro - dulles | 21 | 82_jfk_declassified_assassinated_castro | 
| 83 | pilots - airmageddon - jetblue - takeoff - qantas | 21 | 83_pilots_airmageddon_jetblue_takeoff | 
| 84 | canadians - protesting - fireworks - liberte - convoy | 21 | 84_canadians_protesting_fireworks_liberte |
  
</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