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

# MARTINI_enrich_BERTopic_InformationEqualsDecisions

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_InformationEqualsDecisions")

topic_model.get_topic_info()
```

## Topic overview

* Number of topics: 45
* Number of training documents: 6128

<details>
  <summary>Click here for an overview of all topics.</summary>
  
  | Topic ID | Topic Keywords | Topic Frequency | Label | 
|----------|----------------|-----------------|-------| 
| -1 | trump - patriots - everything - china - states | 20 | -1_trump_patriots_everything_china | 
| 0 | treasury - ww3 - mossad - nesara - starlink | 3839 | 0_treasury_ww3_mossad_nesara | 
| 1 | epstein - pizzagate - clinton - ghislaine - madonna | 180 | 1_epstein_pizzagate_clinton_ghislaine | 
| 2 | vaccinated - mandates - employers - exempt - colorado | 143 | 2_vaccinated_mandates_employers_exempt | 
| 3 | trump - presidents - rushmore - melania - greatest | 115 | 3_trump_presidents_rushmore_melania | 
| 4 | nephilim - baphomet - babylon - semiramis - goddess | 106 | 4_nephilim_baphomet_babylon_semiramis | 
| 5 | maricopa - kamala - ballots - republican - subpoenaed | 100 | 5_maricopa_kamala_ballots_republican | 
| 6 | ukraine - bioweapons - pentagon - sanctions - vladimir | 98 | 6_ukraine_bioweapons_pentagon_sanctions | 
| 7 | biden - stimulus - impeached - workers - gas | 94 | 7_biden_stimulus_impeached_workers | 
| 8 | illuminati - rothschild - khazarians - mossad - hitler | 78 | 8_illuminati_rothschild_khazarians_mossad | 
| 9 | comey - wikileaks - msnbc - clinton - colluded | 69 | 9_comey_wikileaks_msnbc_clinton | 
| 10 | militia - handguns - gunman - shootings - constitution | 68 | 10_militia_handguns_gunman_shootings | 
| 11 | treason - overthrow - 2383 - code - misrepresentation | 66 | 11_treason_overthrow_2383_code | 
| 12 | november - dates - jfkjr - julian - tuesday | 65 | 12_november_dates_jfkjr_julian | 
| 13 | afghanistan - usaf - airstrike - pentagon - casualties | 60 | 13_afghanistan_usaf_airstrike_pentagon | 
| 14 | satanic - dutroux - illuminati - abused - sabrina | 58 | 14_satanic_dutroux_illuminati_abused | 
| 15 | pfizer - vaccinated - strokes - clot - vascular | 52 | 15_pfizer_vaccinated_strokes_clot | 
| 16 | qfrogman - defcon - trump - pompeo - reposted | 51 | 16_qfrogman_defcon_trump_pompeo | 
| 17 | pelosi - bail - rioters - truthjusticefreedom - january | 50 | 17_pelosi_bail_rioters_truthjusticefreedom | 
| 18 | masks - inhaled - contaminate - pathogenic - cochranelibrary | 48 | 18_masks_inhaled_contaminate_pathogenic | 
| 19 | unvaccinated - vaccinate - mercola - shots - obukhanych | 48 | 19_unvaccinated_vaccinate_mercola_shots | 
| 20 | tunnels - montauk - switzerland - wormhole - maglev | 47 | 20_tunnels_montauk_switzerland_wormhole | 
| 21 | bidenlaptopreport - joe - doj_fbi_msdnc - delaware - pervert | 41 | 21_bidenlaptopreport_joe_doj_fbi_msdnc_delaware | 
| 22 | treason - enemies - states - soros - pentagon | 36 | 22_treason_enemies_states_soros | 
| 23 | ivermectin - hydroxychloroquine - detoxify - glutathione - chlorella | 36 | 23_ivermectin_hydroxychloroquine_detoxify_glutathione | 
| 24 | goodmorning - sunday - blessings - happiness - thankful | 36 | 24_goodmorning_sunday_blessings_happiness | 
| 25 | executions - indicted - guantanamo - traitors - papitrumpo | 35 | 25_executions_indicted_guantanamo_traitors | 
| 26 | jonah - sermon - grace - broken - become | 35 | 26_jonah_sermon_grace_broken | 
| 27 | chat - duplicates - scams - alicia - theredawakening | 35 | 27_chat_duplicates_scams_alicia | 
| 28 | facebook - censorship - newsfeeds - misinformation - duckduckgo | 33 | 28_facebook_censorship_newsfeeds_misinformation | 
| 29 | impeachment - pelosi - treason - constitution - senators | 32 | 29_impeachment_pelosi_treason_constitution | 
| 30 | qanonymous - b2q47ftckui6vc5hmjaq5xumoy - redoctober2 - msdnc - hunter_biden | 32 | 30_qanonymous_b2q47ftckui6vc5hmjaq5xumoy_redoctober2_msdnc | 
| 31 | ترامپ - bolsonaro - saudi - 2017 - submits | 29 | 31_ترامپ_bolsonaro_saudi_2017 | 
| 32 | trump - fauci - lockdowns - mandated - reasons | 28 | 32_trump_fauci_lockdowns_mandated | 
| 33 | fauci - billgates - coronaviruses - bioengineered - pentagon | 28 | 33_fauci_billgates_coronaviruses_bioengineered | 
| 34 | biden - coup - fisa - fake - everything | 27 | 34_biden_coup_fisa_fake | 
| 35 | prayer - psalms - deuteronomy - bless - deliverance | 27 | 35_prayer_psalms_deuteronomy_bless | 
| 36 | beachbroadcastnews - kahului - santasurfing - wildfires - thorburn | 25 | 36_beachbroadcastnews_kahului_santasurfing_wildfires | 
| 37 | telegram - playstore - encrypted - tosettingprivacy - downloaded | 24 | 37_telegram_playstore_encrypted_tosettingprivacy | 
| 38 | capitol - buildings - collapsed - evacuation - fire | 23 | 38_capitol_buildings_collapsed_evacuation | 
| 39 | queen - buckingham - sovereigns - mi6 - konigspalast | 23 | 39_queen_buckingham_sovereigns_mi6 | 
| 40 | vaxxed - tested - positive - corden - hickenlooper | 23 | 40_vaxxed_tested_positive_corden | 
| 41 | transyouth - homosexuals - children - dysphoria - clinic | 22 | 41_transyouth_homosexuals_children_dysphoria | 
| 42 | osmeraascendingsolutions - blogging - newsletters - asending - webshop | 22 | 42_osmeraascendingsolutions_blogging_newsletters_asending | 
| 43 | wow - watched - videos - jeremy - coincidences | 21 | 43_wow_watched_videos_jeremy |
  
</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