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

# MARTINI_enrich_BERTopic_GeorgeWebb

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_GeorgeWebb")

topic_model.get_topic_info()
```

## Topic overview

* Number of topics: 45
* Number of training documents: 5241

<details>
  <summary>Click here for an overview of all topics.</summary>
  
  | Topic ID | Topic Keywords | Topic Frequency | Label | 
|----------|----------------|-----------------|-------| 
| -1 | remdesivir - pfizer - 2020 - substackcdn - ukraine | 20 | -1_remdesivir_pfizer_2020_substackcdn | 
| 0 | housatoniclive - bitchute - youtube - fauci - quanrud | 3012 | 0_housatoniclive_bitchute_youtube_fauci | 
| 1 | thebiden - blackberry - investigators - cooney - subpoena | 144 | 1_thebiden_blackberry_investigators_cooney | 
| 2 | journos - wapo - tweet - liberal - sentinel | 137 | 2_journos_wapo_tweet_liberal | 
| 3 | anthrax - rumsfeld - qanon - vaccine - bombings | 124 | 3_anthrax_rumsfeld_qanon_vaccine | 
| 4 | malone - bannon - vaccine - robert - retweeting | 123 | 4_malone_bannon_vaccine_robert | 
| 5 | trump - doj - kasowitz - unredacted - informant | 106 | 5_trump_doj_kasowitz_unredacted | 
| 6 | webinar - weibo - live - newswoman - channel | 81 | 6_webinar_weibo_live_newswoman | 
| 7 | informants - superpac - voting - conroe - hecker | 78 | 7_informants_superpac_voting_conroe | 
| 8 | tracy - operating - youtube - cuomo - 3mnbwxudjff9uokvr5ysj1sovv8fjr8nqw | 78 | 8_tracy_operating_youtube_cuomo | 
| 9 | wuhan - corinavirus - blackwater - superspreader - september | 73 | 9_wuhan_corinavirus_blackwater_superspreader | 
| 10 | nazis - kissinger - schmidt - davos - swiss | 68 | 10_nazis_kissinger_schmidt_davos | 
| 11 | h5n1 - fouchier - sars - transmissibility - xmrvs | 68 | 11_h5n1_fouchier_sars_transmissibility | 
| 12 | mcdufflivestwo - oloughlin - thelaroucheorganization - neighborhoodnewsstudio - nixon | 64 | 12_mcdufflivestwo_oloughlin_thelaroucheorganization_neighborhoodnewsstudio | 
| 13 | webbs - livestream - rumble - joined - dissidents | 59 | 13_webbs_livestream_rumble_joined | 
| 14 | neighborhoodnewsstudio - corona - bitchute - websites - channels | 56 | 14_neighborhoodnewsstudio_corona_bitchute_websites | 
| 15 | dnc - substackcdn - kissinger - orange - anthrax | 56 | 15_dnc_substackcdn_kissinger_orange | 
| 16 | coronavirus - wuhan - cnn - virginia - 2020 | 56 | 16_coronavirus_wuhan_cnn_virginia | 
| 17 | nordstream - kherson - kissinger - popodopoulos - venetian | 47 | 17_nordstream_kherson_kissinger_popodopoulos | 
| 18 | bioweapons - ukraine - kirillov - putin - pentagon | 45 | 18_bioweapons_ukraine_kirillov_putin | 
| 19 | mcdufflivestwo - mindfields - dictators - yandell - thornton | 45 | 19_mcdufflivestwo_mindfields_dictators_yandell | 
| 20 | azov - putin - kosovo - hostage - mujahideen | 43 | 20_azov_putin_kosovo_hostage | 
| 21 | mcdufflivestwo - wednesday - underdown - youtube - housatonicits | 41 | 21_mcdufflivestwo_wednesday_underdown_youtube | 
| 22 | cnn - jeff - vigilante - smeared - misrepresentations | 39 | 22_cnn_jeff_vigilante_smeared | 
| 23 | coronavirusmcnutt - wuhan - webinar - huff - zoonotic | 33 | 23_coronavirusmcnutt_wuhan_webinar_huff | 
| 24 | fbi - informants - milley - arrested - january | 31 | 24_fbi_informants_milley_arrested | 
| 25 | news - nnhour - brandnewtube - bitchute - adds | 31 | 25_news_nnhour_brandnewtube_bitchute | 
| 26 | electrocardiogram - myocarditis - mcg - tetralogy - screened | 31 | 26_electrocardiogram_myocarditis_mcg_tetralogy | 
| 27 | remdesivir - hydroxychloroquine - tamiflu - alabama - famotadine | 31 | 27_remdesivir_hydroxychloroquine_tamiflu_alabama | 
| 28 | malone - robert - ivermectin - vaccine - darpa | 31 | 28_malone_robert_ivermectin_vaccine | 
| 29 | dealey - lbj - kennedy - connally - texas | 31 | 29_dealey_lbj_kennedy_connally | 
| 30 | petraeus - clinton - kosovo - covert - 2fbucketeer | 30 | 30_petraeus_clinton_kosovo_covert | 
| 31 | mcdufflivestwo - chat - youtube - fogarty - 2022 | 30 | 31_mcdufflivestwo_chat_youtube_fogarty | 
| 32 | pfizerorgchart - whistleblower - jordan - mckenzie - oswaldo | 29 | 32_pfizerorgchart_whistleblower_jordan_mckenzie | 
| 33 | virologist - benassi - stuxnet - nanjing - nanoferretin | 28 | 33_virologist_benassi_stuxnet_nanjing | 
| 34 | transnistria - ukrainians - skynews - krakow - nawaz | 28 | 34_transnistria_ukrainians_skynews_krakow | 
| 35 | corona - live - telegram - sweigert - darpa | 26 | 35_corona_live_telegram_sweigert | 
| 36 | giuseppe - pope - libya - spying - tiabbi | 26 | 36_giuseppe_pope_libya_spying | 
| 37 | hpv - turbocancer - telomerase - hauptman - p53s | 26 | 37_hpv_turbocancer_telomerase_hauptman | 
| 38 | pfizerorg - glaxo - remdesivir - kellor - whitepaper | 24 | 38_pfizerorg_glaxo_remdesivir_kellor | 
| 39 | russiagate - doxxing - ssassin - suppressed - hale | 24 | 39_russiagate_doxxing_ssassin_suppressed | 
| 40 | mcduff - neighborhoodnewsstudio - hamamamoto - youtube - screamingospreys | 24 | 40_mcduff_neighborhoodnewsstudio_hamamamoto_youtube | 
| 41 | zelensky - mariupol - oligarchs - kolomoisky - billion | 22 | 41_zelensky_mariupol_oligarchs_kolomoisky | 
| 42 | journos - webinar - peter - duke - monaghan | 21 | 42_journos_webinar_peter_duke | 
| 43 | skripal - gubarev - steele - manafort - dossier | 21 | 43_skripal_gubarev_steele_manafort |
  
</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