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

# MARTINI_enrich_BERTopic_AltSkull48

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_AltSkull48")

topic_model.get_topic_info()
```

## Topic overview

* Number of topics: 58
* Number of training documents: 6449

<details>
  <summary>Click here for an overview of all topics.</summary>
  
  | Topic ID | Topic Keywords | Topic Frequency | Label | 
|----------|----------------|-----------------|-------| 
| -1 | vaccine - pfizer - everything - shit - god | 20 | -1_vaccine_pfizer_everything_shit | 
| 0 | robodogs - chatgpt - artificial - autonomous - cyberpunk | 3606 | 0_robodogs_chatgpt_artificial_autonomous | 
| 1 | bullshit - buzzfeed - megaconspiracy - hahahahaha - epstein | 200 | 1_bullshit_buzzfeed_megaconspiracy_hahahahaha | 
| 2 | ukraine - globalists - ww3 - russians - zelenskyy | 144 | 2_ukraine_globalists_ww3_russians | 
| 3 | tweets - musk - shadowbanning - shitlibs - technocracy | 141 | 3_tweets_musk_shadowbanning_shitlibs | 
| 4 | zionism - nazis - supremacist - imperialists - whites | 130 | 4_zionism_nazis_supremacist_imperialists | 
| 5 | followers - contribution - 30k - wow - danke | 116 | 5_followers_contribution_30k_wow | 
| 6 | trump - impeach - republicans - donnie - comeback | 94 | 6_trump_impeach_republicans_donnie | 
| 7 | gaijin - yamaguchi - onoda - shogun - thailand | 83 | 7_gaijin_yamaguchi_onoda_shogun | 
| 8 | reality - aliens - collider - westworld - quantum | 82 | 8_reality_aliens_collider_westworld | 
| 9 | seedlings - crops - electroculture - herbs - celery | 82 | 9_seedlings_crops_electroculture_herbs | 
| 10 | trudeau - antifa - alberta - truckers - protesters | 78 | 10_trudeau_antifa_alberta_truckers | 
| 11 | ep82 - spooptober - titanic - underworld - gooooooooooooo | 75 | 11_ep82_spooptober_titanic_underworld | 
| 12 | c3po - misremembering - moonraker - silver - schwarzenegger | 75 | 12_c3po_misremembering_moonraker_silver | 
| 13 | cashless - britcoin - monetary - cbdcs - shtf | 73 | 13_cashless_britcoin_monetary_cbdcs | 
| 14 | hamas - israelis - gazans - attacking - extremist | 72 | 14_hamas_israelis_gazans_attacking | 
| 15 | mealworm - nutritious - cockroaches - neonicotinoids - eating | 70 | 15_mealworm_nutritious_cockroaches_neonicotinoids | 
| 16 | videos - wtc - plane - mothman - 2001 | 65 | 16_videos_wtc_plane_mothman | 
| 17 | deaths - covaxxed - increased - defibrillators - 49 | 60 | 17_deaths_covaxxed_increased_defibrillators | 
| 18 | abortions - repealed - scotus - ab2223 - nooooo | 54 | 18_abortions_repealed_scotus_ab2223 | 
| 19 | antifa - prosecutions - arrests - doj - convicted | 53 | 19_antifa_prosecutions_arrests_doj | 
| 20 | lockdowns - china - shenzhen - qr - update | 52 | 20_lockdowns_china_shenzhen_qr | 
| 21 | lgbtqp - transgenderism - pedophilic - homosexual - homeschool | 51 | 21_lgbtqp_transgenderism_pedophilic_homosexual | 
| 22 | mkultra - livestream - gopniks - lgbtqfbi - artemis | 43 | 22_mkultra_livestream_gopniks_lgbtqfbi | 
| 23 | plandemic - globalists - 2020 - lockstep - denied | 41 | 23_plandemic_globalists_2020_lockstep | 
| 24 | id2020 - identity - supersurveillance - wallet - dissidents | 38 | 24_id2020_identity_supersurveillance_wallet | 
| 25 | vaccinated - vaers - thromboses - myocarditis - shots | 36 | 25_vaccinated_vaers_thromboses_myocarditis | 
| 26 | scripture - commandments - righteousness - knoweth - isaiah | 35 | 26_scripture_commandments_righteousness_knoweth | 
| 27 | chemtrails - contrails - sprayed - artificially - clouds | 34 | 27_chemtrails_contrails_sprayed_artificially | 
| 28 | hazmat - ohio - chernobyl - derailed - polyvinyl | 32 | 28_hazmat_ohio_chernobyl_derailed | 
| 29 | telegram - shadowbanned - unblocks - playstore - restricted | 31 | 29_telegram_shadowbanned_unblocks_playstore | 
| 30 | rationing - morrisons - vegans - slaughtered - venezuela | 31 | 30_rationing_morrisons_vegans_slaughtered | 
| 31 | paranormies - livestream - nationalist - odysee - ep12 | 30 | 31_paranormies_livestream_nationalist_odysee | 
| 32 | graphene - nanofiber - grapheal - morgellonsexposed - electrons | 30 | 32_graphene_nanofiber_grapheal_morgellonsexposed | 
| 33 | illuminati - antichrist - lucifer - awakening - ministries | 30 | 33_illuminati_antichrist_lucifer_awakening | 
| 34 | wildfires - evacuation - maui - neighbours - hurricane | 29 | 34_wildfires_evacuation_maui_neighbours | 
| 35 | vaccines - cdna - dnavax - luciferase - hypodermic | 29 | 35_vaccines_cdna_dnavax_luciferase | 
| 36 | livestreams - tuesday - nationalist - necronormiecon - 7pm | 28 | 36_livestreams_tuesday_nationalist_necronormiecon | 
| 37 | patriarchy - wives - breadwinner - civilization - femininity | 27 | 37_patriarchy_wives_breadwinner_civilization | 
| 38 | illegals - deportations - texas - border - dhs | 27 | 38_illegals_deportations_texas_border | 
| 39 | thelema - april - 42 - introduction - ipg | 26 | 39_thelema_april_42_introduction | 
| 40 | moons - sunlight - jupiter - sputnik - photographed | 26 | 40_moons_sunlight_jupiter_sputnik | 
| 41 | neuralink - transhumanists - implanted - transcendence - telepathic | 26 | 41_neuralink_transhumanists_implanted_transcendence | 
| 42 | riots - france - gendarmes - migrants - annecy | 26 | 42_riots_france_gendarmes_migrants | 
| 43 | vaccinating - polio - injected - infants - agentsoftruthchat | 25 | 43_vaccinating_polio_injected_infants | 
| 44 | biden - leeeeeeaked - laptop - sam - hilarious | 25 | 44_biden_leeeeeeaked_laptop_sam | 
| 45 | baltimore - bridge - titanic - crashed - shipping | 25 | 45_baltimore_bridge_titanic_crashed | 
| 46 | monkeypox - tecovirimat - sheeple - agentsoftruthchat - 2022 | 25 | 46_monkeypox_tecovirimat_sheeple_agentsoftruthchat | 
| 47 | deadlifts - dumbbells - exercises - pectorals - stronger | 23 | 47_deadlifts_dumbbells_exercises_pectorals | 
| 48 | wearables - surveillance - headset - immersed - telekinesis | 23 | 48_wearables_surveillance_headset_immersed | 
| 49 | electric - 200amp - 12kw - inverter - kbtu | 23 | 49_electric_200amp_12kw_inverter | 
| 50 | soros - davos - stalinists - megacorporate - blackstone | 23 | 50_soros_davos_stalinists_megacorporate | 
| 51 | paranormiespresent - livestream - tonight - 7pm - saturday | 22 | 51_paranormiespresent_livestream_tonight_7pm | 
| 52 | birb - chicks - mommy - badgers - rescued | 21 | 52_birb_chicks_mommy_badgers | 
| 53 | sandyhook - gunshots - fake - perpetrators - nobody | 21 | 53_sandyhook_gunshots_fake_perpetrators | 
| 54 | nephilim - genesis - titans - giant - dragons | 21 | 54_nephilim_genesis_titans_giant | 
| 55 | h5n1 - hens - outbreak - waterfowl - mothercluckin | 21 | 55_h5n1_hens_outbreak_waterfowl | 
| 56 | nosferatu - yuval - sapiens - extermination - israeli | 20 | 56_nosferatu_yuval_sapiens_extermination |
  
</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