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---
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
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