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

# MARTINI_enrich_BERTopic_hiddeninplainsight1

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_hiddeninplainsight1")

topic_model.get_topic_info()
```

## Topic overview

* Number of topics: 41
* Number of training documents: 4643

<details>
  <summary>Click here for an overview of all topics.</summary>
  
  | Topic ID | Topic Keywords | Topic Frequency | Label | 
|----------|----------------|-----------------|-------| 
| -1 | vaccinated - pandemic - deaths - 2021 - mrna | 20 | -1_vaccinated_pandemic_deaths_2021 | 
| 0 | transgenderism - lgbtq - pedophiles - brainwashing - god | 2590 | 0_transgenderism_lgbtq_pedophiles_brainwashing | 
| 1 | invincible - unshakeable - champion - hope - moments | 168 | 1_invincible_unshakeable_champion_hope | 
| 2 | zealanders - christchurch - terrorist - devastation - deported | 144 | 2_zealanders_christchurch_terrorist_devastation | 
| 3 | police - australians - violently - toowoomba - tyranny | 134 | 3_police_australians_violently_toowoomba | 
| 4 | iphone - radiofrequency - cancers - dangerous - 5g | 114 | 4_iphone_radiofrequency_cancers_dangerous | 
| 5 | illuminati - pedophiles - trafficking - cannibalism - satanic | 76 | 5_illuminati_pedophiles_trafficking_cannibalism | 
| 6 | detoxing - fulvic - chelates - glutathione - themiracledirt | 72 | 6_detoxing_fulvic_chelates_glutathione | 
| 7 | vaccinating - fauci - jabs - deaf - simpsons | 65 | 7_vaccinating_fauci_jabs_deaf | 
| 8 | cashless - banks - withdrawals - coinbase - donations | 64 | 8_cashless_banks_withdrawals_coinbase | 
| 9 | propolis - glutathione - remedies - garlic - poisoned | 63 | 9_propolis_glutathione_remedies_garlic | 
| 10 | robodogs - sniper - webcams - smartphones - unmanned | 61 | 10_robodogs_sniper_webcams_smartphones | 
| 11 | fluoridated - poison - cereals - monsanto - coca | 58 | 11_fluoridated_poison_cereals_monsanto | 
| 12 | floods - austria - wildfires - chemtrails - devastating | 57 | 12_floods_austria_wildfires_chemtrails | 
| 13 | myocarditis - pfizer - injections - clots - cyanotic | 55 | 13_myocarditis_pfizer_injections_clots | 
| 14 | vaccinated - deaths - boosters - boris - doses | 51 | 14_vaccinated_deaths_boosters_boris | 
| 15 | grubs - cannibalism - meal - suckers - hungry | 51 | 15_grubs_cannibalism_meal_suckers | 
| 16 | australia - doctors - vaxxination - lockdown - bureaucrats | 50 | 16_australia_doctors_vaxxination_lockdown | 
| 17 | pcr - nasopharyngeal - swabs - test - pineal | 47 | 17_pcr_nasopharyngeal_swabs_test | 
| 18 | queensland - vaccinations - lockdown - mandatory - constitutional | 47 | 18_queensland_vaccinations_lockdown_mandatory | 
| 19 | biden - cronies - cambodia - teleprompter - clown | 45 | 19_biden_cronies_cambodia_teleprompter | 
| 20 | snitch - pedos - discredit - fbi - executions | 43 | 20_snitch_pedos_discredit_fbi | 
| 21 | usda - famines - rationed - beans - supermarkets | 41 | 21_usda_famines_rationed_beans | 
| 22 | gates - billions - zika - vaccinate - younggloballeader | 37 | 22_gates_billions_zika_vaccinate | 
| 23 | quarantine - taiwan - shenzhen - weibo - test | 36 | 23_quarantine_taiwan_shenzhen_weibo | 
| 24 | surveillance - australia - chinafication - wechat - fingerprint | 36 | 24_surveillance_australia_chinafication_wechat | 
| 25 | pilots - inflight - qantas - mh370 - crash | 36 | 25_pilots_inflight_qantas_mh370 | 
| 26 | climate - co2 - thunberg - hoax - mccarthy | 34 | 26_climate_co2_thunberg_hoax | 
| 27 | gmo - biosludge - corpses - fake - dissolved | 34 | 27_gmo_biosludge_corpses_fake | 
| 28 | remdesivir - ivermectine - hcq - intravenous - dexamethasone | 31 | 28_remdesivir_ivermectine_hcq_intravenous | 
| 29 | grapheneagenda - nanoparticles - adjuvant - magnetized - toxicity | 30 | 29_grapheneagenda_nanoparticles_adjuvant_magnetized | 
| 30 | doctors - malpractice - rage - whistleblower - wtaf | 28 | 30_doctors_malpractice_rage_whistleblower | 
| 31 | deleted - messages - banned - unfollow - spammer | 28 | 31_deleted_messages_banned_unfollow | 
| 32 | pfizer - doctored - miscarriages - shots - nurtec | 28 | 32_pfizer_doctored_miscarriages_shots | 
| 33 | hillary - trafficking - epstein - fbi - revealed | 27 | 33_hillary_trafficking_epstein_fbi | 
| 34 | maskitis - pneumonia - oxygen - vaxxinated - mold | 25 | 34_maskitis_pneumonia_oxygen_vaxxinated | 
| 35 | fires - chickens - smoldering - explosion - fertilizer | 24 | 35_fires_chickens_smoldering_explosion | 
| 36 | cyberpandemic - attacks - sabotaged - decentralized - russia | 24 | 36_cyberpandemic_attacks_sabotaged_decentralized | 
| 37 | trudeau - ottawa - dissidents - saskatchewan - blockade | 24 | 37_trudeau_ottawa_dissidents_saskatchewan | 
| 38 | telegram - deleting - censorship - hiddenvideos - encrypted | 23 | 38_telegram_deleting_censorship_hiddenvideos | 
| 39 | melatonin - morocco - harmful - shield - orgone | 22 | 39_melatonin_morocco_harmful_shield |
  
</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
