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

# ISSR_Dark_Web_26Topics_Raid

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_26Topics_Raid")

topic_model.get_topic_info()
```

You can make predictions as follows:
```python
sentence = ['porn']
topic, _ = topic_model.transform(sentence)
topic_model.get_topic_info(topic[0])
```

## Topic overview

* Number of topics: 27
* Number of training documents: 94407

<details>
  <summary>Click here for an overview of all topics.</summary>
  
  | Topic ID | Topic Keywords | Topic Frequency | Label | 
|----------|----------------|-----------------|-------| 
| -1 | free - how - accounts - logs - the | 594 | -1_free_how_accounts_logs | 
| 0 | database - data - db - databases - dump | 36319 | Data Collection | 
| 1 | hacking - security - course - windows - hacker | 7773 | Windows Hacking Course | 
| 2 | mega - onlyfans - collection - gb - nsfw | 5313 | NSFW Mega OnlyFans Pack | 
| 3 | email - pass - mail - email pass - access | 4326 | Email Pass Access Combo | 
| 4 | the - kek - de - dodgy - vs | 4292 | MMA Fights | 
| 5 | combo - combolist - hq - private - gaming | 4707 | Gaming Combo List | 
| 6 | accounts - account - premium - capture - with | 2961 | Origin Account Capture | 
| 7 | htb - flag - writeup - hackthebox - root | 3649 | Hack The Box Root Flags Writeup | 
| 8 | leak - leaked - leaked download - database leaked - download | 2275 | Data Leak | 
| 9 | hello - hi - new - hey - im | 2027 | Hello New Member | 
| 10 | raid - raidforums - server - raiding - raid raid | 1732 | Server Raids | 
| 11 | anime - manga - animes - best - naruto | 2056 | Anime Favorites | 
| 12 | crypto - money - bitcoin - make - earn | 1120 | Earn Bitcoin Free Crypto Money Methods | 
| 13 | vpn - nordvpn - nord - accounts - nord vpn | 1811 | NordVPN Premium Accounts | 
| 14 | netflix - spotify - steam - minecraft - combo | 1017 | words or less | 
| 15 | twitch - youtube - streamer - stream - raid | 1136 | Twitch Raid Streams | 
| 16 | music - song - songs - favorite - cd | 1260 | Music Favorite | 
| 17 | spotify - spotify premium - premium - accounts - spotify accounts | 1002 | Spotify Premium Accounts | 
| 18 | dox - doxing - dox dox - doxed - doxxing | 864 | Doxing Tutorial | 
| 19 | discord - discord server - server - tokens - discord tokens | 810 | Discord Server Tokens | 
| 20 | scam - scam report - report - banned - banned scam | 881 | Scam | 
| 21 | proxy - proxies - socks - proxy list - http | 674 | Proxy Lists | 
| 22 | thread - help - what - new - time | 636 | Thread | 
| 23 | netflix - hulu - accounts - premium - netflix premium | 3631 | Premium Netflix Accounts | 
| 24 | instagram - twitter - followers - instagram account - account | 773 | Social Media Accounts for Sale | 
| 25 | discord - raid - discord raid - raid discord - discord server | 768 | Discord Raids |
  
</details>

## Training hyperparameters

* calculate_probabilities: True
* language: None
* low_memory: False
* min_topic_size: 10
* n_gram_range: (1, 4)
* nr_topics: None
* 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