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

# MARTINI_enrich_BERTopic_jordansather

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_jordansather")

topic_model.get_topic_info()
```

## Topic overview

* Number of topics: 40
* Number of training documents: 5580

<details>
  <summary>Click here for an overview of all topics.</summary>
  
  | Topic ID | Topic Keywords | Topic Frequency | Label | 
|----------|----------------|-----------------|-------| 
| -1 | disinformation - trump - influencers - youtube - flynn | 20 | -1_disinformation_trump_influencers_youtube | 
| 0 | disinformation - influencers - awakening - believe - grifters | 3047 | 0_disinformation_influencers_awakening_believe | 
| 1 | bitchute - gabtv - livestream - replays - embed | 310 | 1_bitchute_gabtv_livestream_replays | 
| 2 | vaxxers - vaccinated - pfizer - injections - mrna | 201 | 2_vaxxers_vaccinated_pfizer_injections | 
| 3 | ufo - pentagon - disclosure - drones - gatekeepers | 176 | 3_ufo_pentagon_disclosure_drones | 
| 4 | ghislaine - conspirators - lawsuit - latham - dismissed | 150 | 4_ghislaine_conspirators_lawsuit_latham | 
| 5 | qanon - shills - repost - sources - normies | 139 | 5_qanon_shills_repost_sources | 
| 6 | hypochlorite - hydroxychloroquine - dioxido - ivermectin - cl02 | 115 | 6_hypochlorite_hydroxychloroquine_dioxido_ivermectin | 
| 7 | ballots - maricopa - rigged - statewide - republican | 91 | 7_ballots_maricopa_rigged_statewide | 
| 8 | qanonjohn - flynn - hypocritical - persecution - whistleblower | 74 | 8_qanonjohn_flynn_hypocritical_persecution | 
| 9 | fbi - antifa - capitol - alleged - jan | 71 | 9_fbi_antifa_capitol_alleged | 
| 10 | disinfo - qult_headquarters - nesara - scammy - weirdo | 69 | 10_disinfo_qult_headquarters_nesara_scammy | 
| 11 | fraudlewski - godlewki - liars - gregg - suing | 66 | 11_fraudlewski_godlewki_liars_gregg | 
| 12 | fednow - coinbase - banks - robinhood - deepfuckingvalue | 62 | 12_fednow_coinbase_banks_robinhood | 
| 13 | russia - nordstream - zelensky - globalists - invade | 59 | 13_russia_nordstream_zelensky_globalists | 
| 14 | scampeachment - donald - indicted - newsmax - courthouse | 57 | 14_scampeachment_donald_indicted_newsmax | 
| 15 | biden - wikileaks - laptop - joe - emails | 55 | 15_biden_wikileaks_laptop_joe | 
| 16 | truthsocial - newsom - launched - trolled - bots | 54 | 16_truthsocial_newsom_launched_trolled | 
| 17 | biden - kamala - newsom - putin - helluva | 50 | 17_biden_kamala_newsom_putin | 
| 18 | sunspots - auroras - geomagnetic - earthquakes - satellites | 49 | 18_sunspots_auroras_geomagnetic_earthquakes | 
| 19 | vaccines - remdesivir - graphene - poison - sinopeg | 49 | 19_vaccines_remdesivir_graphene_poison | 
| 20 | comey - mueller - dossier - indictments - sussman | 49 | 20_comey_mueller_dossier_indictments | 
| 21 | wuhan - coronaviruses - darpa - leaked - redfield | 43 | 21_wuhan_coronaviruses_darpa_leaked | 
| 22 | energy - geoengineering - tesla - turbines - decentralized | 41 | 22_energy_geoengineering_tesla_turbines | 
| 23 | twitter - musk - takeover - unban - shareholder | 39 | 23_twitter_musk_takeover_unban | 
| 24 | livestream - today - foxhole - chillin - 5pm | 36 | 24_livestream_today_foxhole_chillin | 
| 25 | fake - shillbots - qanonofficial - telegram - ladymelaniatrump | 35 | 25_fake_shillbots_qanonofficial_telegram | 
| 26 | johnmcafee - juan - larpdar - legit - griftin | 34 | 26_johnmcafee_juan_larpdar_legit | 
| 27 | charlies - simon - parkes - spoof - cloned | 33 | 27_charlies_simon_parkes_spoof | 
| 28 | shootings - pistol - texas - lunatics - manifesto | 33 | 28_shootings_pistol_texas_lunatics | 
| 29 | gmo - aspartame - pasteurized - vitamins - toxins | 32 | 29_gmo_aspartame_pasteurized_vitamins | 
| 30 | collagen - cordyceps - supplements - theanine - adaptogenic | 32 | 30_collagen_cordyceps_supplements_theanine | 
| 31 | ballots - illegitimately - smartmatic - senators - sheriff | 30 | 31_ballots_illegitimately_smartmatic_senators | 
| 32 | qanonjohn - flynn - soldiers - tyranny - disseminating | 30 | 32_qanonjohn_flynn_soldiers_tyranny | 
| 33 | hamas - israelis - bombed - terrorizers - blaming | 28 | 33_hamas_israelis_bombed_terrorizers | 
| 34 | livestreams - monday - tonight - hi - starlink | 28 | 34_livestreams_monday_tonight_hi | 
| 35 | airspace - montana - drones - missiles - fairchild | 26 | 35_airspace_montana_drones_missiles | 
| 36 | coinscammers - trumpcoinannouncements - scammer - bots - promoting | 23 | 36_coinscammers_trumpcoinannouncements_scammer_bots | 
| 37 | twitter - suspended - majorpatriot - unbanning - updated | 23 | 37_twitter_suspended_majorpatriot_unbanning | 
| 38 | whatevergender - transgenders - feminized - boobs - onlyfans | 21 | 38_whatevergender_transgenders_feminized_boobs |
  
</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