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

# ISSR_Dark_Web_31Topics_White_Nation

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("D0men1c0/ISSR_Dark_Web_31Topics_White_Nation")

topic_model.get_topic_info()
```

You can make predictions as follows:

```python
sentence = ['climate']
topic, _ = topic_model.transform(sentence)
topic_model.get_topic_info(topic[0])
```

## Topic overview

* Number of topics: 32
* Number of training documents: 52310

<details>
  <summary>Click here for an overview of all topics.</summary>
  
  | Topic ID | Topic Keywords | Topic Frequency | Label | 
|----------|----------------|-----------------|-------| 
| -1 | the - trump - to - of - in | 340 | outliers | 
| 0 | socialism - lesson - applied socialism - practical - practical lesson applied | 16801 | Applied Socialism | 
| 1 | trump - democrats - pelosi - biden - election | 10136 | 2020 Election Fraud Impeachment | 
| 2 | border - illegal - wall - trump - mexico | 2606 | Border Wall Debate | 
| 3 | israel - iran - syria - us - israeli | 1802 | Middle East Tensions Wars | 
| 4 | brexit - eu - farage - europe - yellow | 1740 | EU Elections and Brexit Leaders | 
| 5 | thread - re - you - pictures - pictures thread | 1184 | Funny Pictures Threads | 
| 6 | climate - climate change - change - warming - global warming | 1067 | Climate Change Funding | 
| 7 | the - fed - market - bank - banks | 915 | Global Central Banks | 
| 8 | sgt - sgt report - report - appeared first - appeared first sgt | 1227 | SGT Report Articles | 
| 9 | mueller - fbi - trump - clinton - obama | 832 | Trump Deep State | 
| 10 | gun - guns - gun control - shooting - control | 3596 | Gun control and police shootings | 
| 11 | facebook - google - tech - twitter - social media | 828 | Big Tech Censorship | 
| 12 | china - trade - chinese - trump - tariffs | 818 | US Trade War | 
| 13 | gold - silver - report - the post - sgt report | 642 | Gold Silver Ratio | 
| 14 | epstein - jeffrey epstein - jeffrey - sex - maxwell | 750 | Epstein Maxwell Sex Scandal | 
| 15 | women - men - transgender - gender - feminism | 569 | Transgender Rights and Feminism | 
| 16 | jews - jewish - jew - holocaust - the jews | 485 | 20th Century Jewish History | 
| 17 | kavanaugh - ford - christine - brett - brett kavanaugh | 590 | Kavanaugh Accuser | 
| 18 | white - racist - white people - race - black | 442 | White Racism Follow | 
| 19 | youtube - music - favorite - what favorite - what favorite music | 571 | Favorite Music Youtube | 
| 20 | vaccine - vaccines - measles - vaccination - flu | 398 | Vaccine Lawsuit Losses | 
| 21 | cancer - monsanto - pharma - drug - big pharma | 400 | Diabetes and Health | 
| 22 | america - the - world - empire - globalists | 645 | Global Empire War | 
| 23 | abortion - planned parenthood - parenthood - planned - babies | 332 | Planned Parenthood Abortion | 
| 24 | christians - christianity - pope - christian - church | 281 | Christianity & Religion | 
| 25 | media - news - cnn - fake news - fake | 551 | Mainstream Media and Fake News | 
| 26 | antifa - portland - police - violence - protesters | 662 | Antifa Portland Attacks Journalist | 
| 27 | college - school - students - schools - education | 337 | Education Politics | 
| 28 | stormfront - stormfront sucks - re stormfront sucks - re stormfront - sucks | 374 | Stormfront Criticism | 
| 29 | assange - julian - julian assange - wikileaks - us | 197 | Julian Assange Expulsion | 
| 30 | coronavirus - virus - pandemic - outbreak - wuhan | 192 | Coronavirus Pandemic |
  
</details>

## Training hyperparameters

* calculate_probabilities: True
* language: None
* low_memory: False
* min_topic_size: 10
* n_gram_range: (1, 3)
* nr_topics: 32
* seed_topic_list: None
* top_n_words: 10
* verbose: True
* zeroshot_min_similarity: 0.7
* zeroshot_topic_list: None

## Framework versions

* Numpy: 1.26.4
* HDBSCAN: 0.8.36
* UMAP: 0.5.6
* Pandas: 2.2.1
* Scikit-Learn: 1.4.1.post1
* Sentence-transformers: 3.0.1
* Transformers: 4.39.3
* Numba: 0.60.0
* Plotly: 5.22.0
* Python: 3.12.2