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

# MARTINI_enrich_BERTopic_KanekoaTheGreat

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_KanekoaTheGreat")

topic_model.get_topic_info()
```

## Topic overview

* Number of topics: 44
* Number of training documents: 4753

<details>
  <summary>Click here for an overview of all topics.</summary>
  
  | Topic ID | Topic Keywords | Topic Frequency | Label | 
|----------|----------------|-----------------|-------| 
| -1 | vaccine - fbi - ukraine - 2021 - deaths | 20 | -1_vaccine_fbi_ukraine_2021 | 
| 0 | fauci - coronaviruses - bioweapons - darpa - conspiracy | 2607 | 0_fauci_coronaviruses_bioweapons_darpa | 
| 1 | maricopa - ballots - auditors - senator - verify | 180 | 1_maricopa_ballots_auditors_senator | 
| 2 | hackable - voting - cybersecurity - tabulators - malware | 176 | 2_hackable_voting_cybersecurity_tabulators | 
| 3 | twitter - musk - taibbi - disinformation - censor | 134 | 3_twitter_musk_taibbi_disinformation | 
| 4 | ballots - georgia - traffickers - nationwide - raffensperger | 122 | 4_ballots_georgia_traffickers_nationwide | 
| 5 | hongzhengtech - guojun - jinhua - huawei - unicom | 109 | 5_hongzhengtech_guojun_jinhua_huawei | 
| 6 | trump - doj - clinton - indictments - declassified | 97 | 6_trump_doj_clinton_indictments | 
| 7 | ivermectin - paxlovid - hydroxychloroquine - myfreedoctor - doxycycline | 78 | 7_ivermectin_paxlovid_hydroxychloroquine_myfreedoctor | 
| 8 | covidvaccinevictims - adverse - miscarriages - doses - pericarditis | 65 | 8_covidvaccinevictims_adverse_miscarriages_doses | 
| 9 | fbi - conspirators - kidnapping - tucker - whitmer | 64 | 9_fbi_conspirators_kidnapping_tucker | 
| 10 | ballots - georgia - falsified - scanned - raffensperger | 64 | 10_ballots_georgia_falsified_scanned | 
| 11 | biden - impeachment - laundering - bribe - whistleblowers | 59 | 11_biden_impeachment_laundering_bribe | 
| 12 | bidenlaptopemails - marcopolousa - investigator - allegedly - subpoena | 56 | 12_bidenlaptopemails_marcopolousa_investigator_allegedly | 
| 13 | toxicologist - phosgene - spill - norfolk - cheremisinoff | 53 | 13_toxicologist_phosgene_spill_norfolk | 
| 14 | pfizer - vaccinators - physicians - reformulated - dtox | 45 | 14_pfizer_vaccinators_physicians_reformulated | 
| 15 | bidens - china - bribing - jianming - rosneft | 45 | 15_bidens_china_bribing_jianming | 
| 16 | subscribing - truthsocial - empower - newsbecker - tracybeanz | 42 | 16_subscribing_truthsocial_empower_newsbecker | 
| 17 | epstein - ghislaine - billionaire - clinton - conspirators | 40 | 17_epstein_ghislaine_billionaire_clinton | 
| 18 | deportations - billion - sinaloa - taxpayers - adams | 40 | 18_deportations_billion_sinaloa_taxpayers | 
| 19 | dlive - lindell - shoutout - patriots - jarrin | 39 | 19_dlive_lindell_shoutout_patriots | 
| 20 | vaccinated - hospitalizations - delta - gallup - 2021 | 38 | 20_vaccinated_hospitalizations_delta_gallup | 
| 21 | trudeau - ottawalks - nazi - protesters - convoy | 32 | 21_trudeau_ottawalks_nazi_protesters | 
| 22 | blinken - wikileaks - benghazi - disinformation - spycraft | 31 | 22_blinken_wikileaks_benghazi_disinformation | 
| 23 | halemaumau - hawaii - kilauea - firefighters - hurricane | 30 | 23_halemaumau_hawaii_kilauea_firefighters | 
| 24 | brics - saudia - sanctions - dollarization - rubles | 29 | 24_brics_saudia_sanctions_dollarization | 
| 25 | vaccine - mrna - nucleocapsid - adenovirus - encephalitis | 29 | 25_vaccine_mrna_nucleocapsid_adenovirus | 
| 26 | crimea - mearsheimer - nukes - russians - allies | 29 | 26_crimea_mearsheimer_nukes_russians | 
| 27 | lockdowns - epidemiology - stanford - ioannidis - scientists | 29 | 27_lockdowns_epidemiology_stanford_ioannidis | 
| 28 | australians - lockdown - protests - vaccinpass - palaszczuk | 28 | 28_australians_lockdown_protests_vaccinpass | 
| 29 | nordstream - blinken - sabotaged - snowden - blow | 28 | 29_nordstream_blinken_sabotaged_snowden | 
| 30 | inflation - yellen - trillions - 2022 - eurozone | 27 | 30_inflation_yellen_trillions_2022 | 
| 31 | vaccinations - worldcouncilforhealth - mrna - june - inject | 27 | 31_vaccinations_worldcouncilforhealth_mrna_june | 
| 32 | drones - ufo - landings - chandrayaan - pentagon | 27 | 32_drones_ufo_landings_chandrayaan | 
| 33 | yanukovych - usaid - overthrow - mccain - cyberwarfare | 26 | 33_yanukovych_usaid_overthrow_mccain | 
| 34 | superintelligence - chatgpt - microsoft - optimus - profit | 26 | 34_superintelligence_chatgpt_microsoft_optimus | 
| 35 | pichai - duckduckgo - youtube - censorship - newsfeed | 25 | 35_pichai_duckduckgo_youtube_censorship | 
| 36 | vaccinated - iceland - lockdowns - malta - passports | 25 | 36_vaccinated_iceland_lockdowns_malta | 
| 37 | afghanistan - benghazi - sniper - senators - withdrew | 23 | 37_afghanistan_benghazi_sniper_senators | 
| 38 | pandemics - gates - biontech - countermeasures - governance | 23 | 38_pandemics_gates_biontech_countermeasures | 
| 39 | mandates - vaccine - unconstitutional - ny - uncoverdc | 23 | 39_mandates_vaccine_unconstitutional_ny | 
| 40 | mccullough - doctor - baylor - mrna - cardiorenal | 22 | 40_mccullough_doctor_baylor_mrna | 
| 41 | cbdc - decentralized - cryptocurrencies - cashless - lagarde | 21 | 41_cbdc_decentralized_cryptocurrencies_cashless | 
| 42 | pcr - false - tested - threshold - contagiousness | 20 | 42_pcr_false_tested_threshold |
  
</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
