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

# MARTINI_enrich_BERTopic_STFNREPORT

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_STFNREPORT")

topic_model.get_topic_info()
```

## Topic overview

* Number of topics: 43
* Number of training documents: 5385

<details>
  <summary>Click here for an overview of all topics.</summary>
  
  | Topic ID | Topic Keywords | Topic Frequency | Label | 
|----------|----------------|-----------------|-------| 
| -1 | fauci - plandemic - vaccinated - sheeple - fake | 20 | -1_fauci_plandemic_vaccinated_sheeple | 
| 0 | ukraine - mariupol - russians - kaliningrad - nazis | 3086 | 0_ukraine_mariupol_russians_kaliningrad | 
| 1 | 5g - radiofrequency - coronavirus - cell - towers | 195 | 1_5g_radiofrequency_coronavirus_cell | 
| 2 | shielding - mylar - vaxxers - microwave - orgone | 124 | 2_shielding_mylar_vaxxers_microwave | 
| 3 | chemtrail - poisoned - volcano - sulfur - lithium | 115 | 3_chemtrail_poisoned_volcano_sulfur | 
| 4 | fbi - blinken - banned - colluded - disinformation | 107 | 4_fbi_blinken_banned_colluded | 
| 5 | trudeau - manitoba - trucker - convoys - protesters | 102 | 5_trudeau_manitoba_trucker_convoys | 
| 6 | died - vaccine - myocarditis - clots - iowa | 86 | 6_died_vaccine_myocarditis_clots | 
| 7 | france - macron - dictatorship - protesters - passsanitaire | 80 | 7_france_macron_dictatorship_protesters | 
| 8 | kjv - ephesians - revelation - blessed - satan | 76 | 8_kjv_ephesians_revelation_blessed | 
| 9 | antivaxxers - vaccinate - hivaccine - hsv - immunodeficiency | 70 | 9_antivaxxers_vaccinate_hivaccine_hsv | 
| 10 | lindell - voting - rigged - demoncrats - whistleblower | 69 | 10_lindell_voting_rigged_demoncrats | 
| 11 | reptilians - arcturians - ufo - nasa - moon | 65 | 11_reptilians_arcturians_ufo_nasa | 
| 12 | tyrants - freedom - guillotines - worldwidedemonstration - revolutions | 64 | 12_tyrants_freedom_guillotines_worldwidedemonstration | 
| 13 | pedophiles - sodomites - indoctrination - libtards - educators | 63 | 13_pedophiles_sodomites_indoctrination_libtards | 
| 14 | pfizer - viagra - pages - adverse - victims | 62 | 14_pfizer_viagra_pages_adverse | 
| 15 | farmers - rebellion - globalists - starve - pitchforks | 61 | 15_farmers_rebellion_globalists_starve | 
| 16 | canberra - lockdown - victoria - protesters - mullumbimby | 57 | 16_canberra_lockdown_victoria_protesters | 
| 17 | gates - billionaires - microsoft - donated - malaria | 55 | 17_gates_billionaires_microsoft_donated | 
| 18 | vaxxers - mandatory - cuomo - unconstitutional - citizenship | 49 | 18_vaxxers_mandatory_cuomo_unconstitutional | 
| 19 | inflation - liquidating - lehman - monopolies - plunge | 46 | 19_inflation_liquidating_lehman_monopolies | 
| 20 | invermectin - hydroxychloroquine - remdesevir - resistanceisvictory - prescribe | 46 | 20_invermectin_hydroxychloroquine_remdesevir_resistanceisvictory | 
| 21 | neuralink - musk - transhuman - robots - amazon | 46 | 21_neuralink_musk_transhuman_robots | 
| 22 | gestapo - protesters - berlin - thebritishnews - awakenweare | 43 | 22_gestapo_protesters_berlin_thebritishnews | 
| 23 | unvaxxed - pfizer - bioweapons - mrna - injected | 42 | 23_unvaxxed_pfizer_bioweapons_mrna | 
| 24 | masks - schoolchildren - walkout - wearethefaithful - exposealaskaairlines | 41 | 24_masks_schoolchildren_walkout_wearethefaithful | 
| 25 | bots - telegram - unbanned - bitchute - reposting | 41 | 25_bots_telegram_unbanned_bitchute | 
| 26 | davos - leaders - bezos - gates - meeting | 37 | 26_davos_leaders_bezos_gates | 
| 27 | riots - blacks - johannesburg - racist - rhodesia | 37 | 27_riots_blacks_johannesburg_racist | 
| 28 | trump - impeached - vaccines - suckered - never | 35 | 28_trump_impeached_vaccines_suckered | 
| 29 | ursula - chancellor - nazi - buchenwald - zelensky | 34 | 29_ursula_chancellor_nazi_buchenwald | 
| 30 | nazis - zionism - socialism - genocides - liberated | 34 | 30_nazis_zionism_socialism_genocides | 
| 31 | skynet - cyborgs - darpa - doomed - technology | 31 | 31_skynet_cyborgs_darpa_doomed | 
| 32 | plandemic - nuremberg - criminals - genocided - censorship | 30 | 32_plandemic_nuremberg_criminals_genocided | 
| 33 | wikileaks - extradited - guantanamo - mediaocracy - belmarsh | 29 | 33_wikileaks_extradited_guantanamo_mediaocracy | 
| 34 | nanobots - atoms - vials - covid_exposed - morgellons | 28 | 34_nanobots_atoms_vials_covid_exposed | 
| 35 | trannies - dysphoria - lunatics - dsm - indoctrination | 28 | 35_trannies_dysphoria_lunatics_dsm | 
| 36 | vaccinated - deaths - doses - quadrupled - 95 | 28 | 36_vaccinated_deaths_doses_quadrupled | 
| 37 | petroleum - biden - reserves - saudi - gallon | 27 | 37_petroleum_biden_reserves_saudi | 
| 38 | vaxed - israelis - lockdowns - denmark - reimposes | 27 | 38_vaxed_israelis_lockdowns_denmark | 
| 39 | telegram - playstore - downloading - banned - uninstall | 26 | 39_telegram_playstore_downloading_banned | 
| 40 | libtards - retarded - sodomites - nutters - fuck | 22 | 40_libtards_retarded_sodomites_nutters | 
| 41 | shootings - gunman - ramos - suspect - classroom | 21 | 41_shootings_gunman_ramos_suspect |
  
</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