README.md

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

# MARTINI_enrich_BERTopic_PatAltScotland

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_PatAltScotland")

topic_model.get_topic_info()
```

## Topic overview

* Number of topics: 24
* Number of training documents: 1834

<details>
  <summary>Click here for an overview of all topics.</summary>
  
  | Topic ID | Topic Keywords | Topic Frequency | Label | 
|----------|----------------|-----------------|-------| 
| -1 | nationalists - edinburgh - british - parliament - snp | 20 | -1_nationalists_edinburgh_british_parliament | 
| 0 | refugees - scots - homeless - accommodation - incomers | 799 | 0_refugees_scots_homeless_accommodation | 
| 1 | culloden - jacobites - dundee - covenanter - viscount | 92 | 1_culloden_jacobites_dundee_covenanter | 
| 2 | leaflets - patrioticalternative - falkirk - active - distributing | 67 | 2_leaflets_patrioticalternative_falkirk_active | 
| 3 | activists - workout - stirlingshire - clubs - summit | 61 | 3_activists_workout_stirlingshire_clubs | 
| 4 | patalkchannel - live - 7pm - weekly - patriotic | 61 | 4_patalkchannel_live_7pm_weekly | 
| 5 | hume - boswell - edinburgh - enlightenment - 1759 | 60 | 5_hume_boswell_edinburgh_enlightenment | 
| 6 | crisis - inflation - snp - councils - renewable | 58 | 6_crisis_inflation_snp_councils | 
| 7 | scots - edward - berwick - coronation - duncan | 57 | 7_scots_edward_berwick_coronation | 
| 8 | pollokshields - murdered - racism - kriss - shahid | 55 | 8_pollokshields_murdered_racism_kriss | 
| 9 | lanarkshire - scandal - snp - mackay - councillor | 54 | 9_lanarkshire_scandal_snp_mackay | 
| 10 | nhs - understaffed - nurses - ambulance - failures | 53 | 10_nhs_understaffed_nurses_ambulance | 
| 11 | transgenderism - rapist - convicted - campaigners - woman | 51 | 11_transgenderism_rapist_convicted_campaigners | 
| 12 | linlithgow - decolonise - slaves - banned - councillor | 48 | 12_linlithgow_decolonise_slaves_banned | 
| 13 | tudor - darnley - holyrood - mary - crowned | 41 | 13_tudor_darnley_holyrood_mary | 
| 14 | lockdown - parliament - authoritarianism - snp - unvaccinated | 38 | 14_lockdown_parliament_authoritarianism_snp | 
| 15 | rapist - sentenced - assaulted - offences - murderers | 35 | 15_rapist_sentenced_assaulted_offences | 
| 16 | patriotic - articles - alba - gramsci - scoop | 33 | 16_patriotic_articles_alba_gramsci | 
| 17 | clydebank - lockerbie - greenock - 1941 - bombs | 32 | 17_clydebank_lockerbie_greenock_1941 | 
| 18 | erskinehotelmigrantdemo - protesting - councillors - mcgivern - housed | 29 | 18_erskinehotelmigrantdemo_protesting_councillors_mcgivern | 
| 19 | tonight - live - mood - 5pm - thursday | 24 | 19_tonight_live_mood_5pm | 
| 20 | racism - bbc - mcavoy - propagandist - mahmood | 24 | 20_racism_bbc_mcavoy_propagandist | 
| 21 | patrioticartscommunity - white - august - participate - 2021 | 21 | 21_patrioticartscommunity_white_august_participate | 
| 22 | transphobia - schools - sexualised - stonewall - consent | 21 | 22_transphobia_schools_sexualised_stonewall |
  
</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