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

# MARTINI_enrich_BERTopic_SunflowerSociety

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_SunflowerSociety")

topic_model.get_topic_info()
```

## Topic overview

* Number of topics: 41
* Number of training documents: 5874

<details>
  <summary>Click here for an overview of all topics.</summary>
  
  | Topic ID | Topic Keywords | Topic Frequency | Label | 
|----------|----------------|-----------------|-------| 
| -1 | covid - america - whites - christian - never | 20 | -1_covid_america_whites_christian | 
| 0 | retweeted - musk - followers - libtards - shadowbanned | 3723 | 0_retweeted_musk_followers_libtards | 
| 1 | openai - links - llm - 2023 - robots | 138 | 1_openai_links_llm_2023 | 
| 2 | japan - shogunate - yamaguchi - kishida - ultranationalist | 120 | 2_japan_shogunate_yamaguchi_kishida | 
| 3 | feminism - manosphere - mothers - marry - nana | 119 | 3_feminism_manosphere_mothers_marry | 
| 4 | souls - poet - yonder - ruskin - stillness | 109 | 4_souls_poet_yonder_ruskin | 
| 5 | photorealism - cyberpunk - midjourney - warzone - neon | 102 | 5_photorealism_cyberpunk_midjourney_warzone | 
| 6 | jews - antisemitic - netanyahu - israelis - persecuted | 96 | 6_jews_antisemitic_netanyahu_israelis | 
| 7 | ai - propaganda - humanity - imagination - centralized | 90 | 7_ai_propaganda_humanity_imagination | 
| 8 | goddamn - apawgus - outsmarted - standups - shhh | 80 | 8_goddamn_apawgus_outsmarted_standups | 
| 9 | testosterone - estrogenic - vitamin - sunscreens - metabolic | 79 | 9_testosterone_estrogenic_vitamin_sunscreens | 
| 10 | mcluhan - modernity - decentralization - metaverse - trollgaze | 78 | 10_mcluhan_modernity_decentralization_metaverse | 
| 11 | sunflowersocietymag - submissions - january - vanguardist - dunsany | 76 | 11_sunflowersocietymag_submissions_january_vanguardist | 
| 12 | calvinists - baptists - puritan - kjv - catechism | 71 | 12_calvinists_baptists_puritan_kjv | 
| 13 | dimeschild - dissident - mongols - latest - societies | 67 | 13_dimeschild_dissident_mongols_latest | 
| 14 | trudeau - canadians - alberta - multiculturalism - condemns | 63 | 14_trudeau_canadians_alberta_multiculturalism | 
| 15 | immigration - canadians - trudeau - newcomers - minister | 57 | 15_immigration_canadians_trudeau_newcomers | 
| 16 | vaccinated - paxlovid - bivalent - boosters - reinfection | 56 | 16_vaccinated_paxlovid_bivalent_boosters | 
| 17 | fomc - dedollarization - usinflationcalculator - hyperinflated - banknotes | 51 | 17_fomc_dedollarization_usinflationcalculator_hyperinflated | 
| 18 | leftists - fascism - liberalism - brainwashed - transgenderism | 45 | 18_leftists_fascism_liberalism_brainwashed | 
| 19 | transphobe - transgenders - dysphoria - lgbtqp - lobotomies | 43 | 19_transphobe_transgenders_dysphoria_lgbtqp | 
| 20 | democrats - ballots - reaganism - gop - midterms | 43 | 20_democrats_ballots_reaganism_gop | 
| 21 | zelensky - russia - war - prigozhin - tanks | 41 | 21_zelensky_russia_war_prigozhin | 
| 22 | immigrants - majority - assimilation - demographic - multiracial | 40 | 22_immigrants_majority_assimilation_demographic | 
| 23 | inbreeding - miscegenation - autosomal - phenotype - haplogroup | 39 | 23_inbreeding_miscegenation_autosomal_phenotype | 
| 24 | bidenomics - joe - kamala - impeachment - announced | 36 | 24_bidenomics_joe_kamala_impeachment | 
| 25 | shortages - electric - gasbuddy - lithium - euros | 32 | 25_shortages_electric_gasbuddy_lithium | 
| 26 | illegals - tanaiste - westmeath - lampedusa - rwanda | 31 | 26_illegals_tanaiste_westmeath_lampedusa | 
| 27 | monkeypox - gonorrhoea - aids - prevalence - homosexualists | 29 | 27_monkeypox_gonorrhoea_aids_prevalence | 
| 28 | birthrate - abortions - russia - decreasing - ourworldindata | 28 | 28_birthrate_abortions_russia_decreasing | 
| 29 | illegals - texas - reynosa - border - mcallen | 28 | 29_illegals_texas_reynosa_border | 
| 30 | trump - fbi - pelosi - arrested - prosecution | 28 | 30_trump_fbi_pelosi_arrested | 
| 31 | livestream - 10pm - millenniyule - episodes - countdown | 27 | 31_livestream_10pm_millenniyule_episodes | 
| 32 | vaccinated - fauci - misinformation - australia - statins | 26 | 32_vaccinated_fauci_misinformation_australia | 
| 33 | psalm - micah - canaan - keepeth - hypocrites | 26 | 33_psalm_micah_canaan_keepeth | 
| 34 | millennials - zoomer - posterity - pessimists - mcmansion | 26 | 34_millennials_zoomer_posterity_pessimists | 
| 35 | prosecuted - rape - pakistanis - englishman - hatred | 24 | 35_prosecuted_rape_pakistanis_englishman | 
| 36 | insects - parasites - cannibalize - locust - eat | 22 | 36_insects_parasites_cannibalize_locust | 
| 37 | france - riots - hollande - arrested - migrants | 22 | 37_france_riots_hollande_arrested | 
| 38 | thanks - subscribers - youtube - shitpost - 2600登録者をありかとうこさいます | 22 | 38_thanks_subscribers_youtube_shitpost | 
| 39 | meteorologists - arkstorm - hoax - ozone - evacuate | 21 | 39_meteorologists_arkstorm_hoax_ozone |
  
</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