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

# ISSR_Dark_Web_68Topics

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_68Topics")

topic_model.get_topic_info()
```

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

## Topic overview

* Number of topics: 69
* Number of training documents: 65529

<details>
  <summary>Click here for an overview of all topics.</summary>
  
  | Topic ID | Topic Keywords | Topic Frequency | Label | 
|----------|----------------|-----------------|-------| 
| -1 | anyone - get - update - review - new | 178 | outliers | 
| 0 | weed - cannabis - cart - thc - review | 18900 | Cannabis Weed Vape Cart Reviews | 
| 1 | help - guy - sub - need - back | 5021 | Subreddit Help Needed | 
| 2 | order - shipping - package - pack - delivery | 2035 | USPS Package Delivery | 
| 3 | empire - empire market - empire empire - market - deposit | 2005 | Empire Market Deposit Issues | 
| 4 | vendor - vendor vendor - vendor inquiry - inquiry - new vendor | 1815 | Trusted Vendor Inquiries | 
| 5 | scammer - scam - exit - scamming - scammed | 3142 | Exit Scammer Warning | 
| 6 | darknet - dark - web - dark web - darkfail | 1649 | Dark Web Drug Trafficking Arrests | 
| 7 | mdma - mda - mdma vendor - domestic - usa | 1390 | MDMA Vendor USA Sale | 
| 8 | xanax - mg - diazepam - xanax vendor - valium | 1319 | Xanax Vendor Xanax Bars | 
| 9 | lsd - ug - tab - lsd vendor - acid | 1233 | LSD Vendor Tab List | 
| 10 | crosspost - giveaway - review crosspost - crosspost vendor - review | 1012 | Giveaway Crossposts | 
| 11 | monero - btc - bitcoin - coin - wallet | 999 | Monero Exchange | 
| 12 | carding - card - credit - credit card - debit | 933 | Credit Card Service | 
| 13 | dream - dream market - nightmare - market - dream dream | 909 | Dream Market | 
| 14 | dispute - mod - moderator - dispute dispute - please | 882 | Dispute resolution | 
| 15 | cocaine - cocaine vendor - fishscale - peruvian - colombian | 763 | Cocaine Vendor Fish | 
| 16 | review - vendor review - review vendor - vendor - review review | 771 | Vendor Reviews Product | 
| 17 | market - market market - new market - markets - marketplace | 998 | New Market Core | 
| 18 | pgp - key - pgp key - public - public pgp | 1020 | Public PGP Key | 
| 19 | deposit - deposited - ticket - address - double | 654 | Double Deposit Support Ticket | 
| 20 | bar - bunk - bars - selaminy - hulk | 646 | Bar Reviews | 
| 21 | oxycodone - mg - oxy - opiate - opiateconnect | 590 | Oxycodone and Dilaudid Purchase | 
| 22 | id - passport - fake - fake id - license | 608 | Fake IDs and Licenses | 
| 23 | drug - drugsuk - drugs - selling drug - drug dealer | 544 | Drug Misadvertizing Risks | 
| 24 | coke - coke vendor - best coke - uk coke - uk | 556 | Coke Topic | 
| 25 | pill - xtc - xtc pill - ecstasy - pills | 544 | xtc pills for sale | 
| 26 | counterfeit - note - euro - money - counterfeit money | 509 | Counterfeit Notes | 
| 27 | ketamine - ketamine vendor - ketamine review - mdma ketamine - review ketamine | 483 | Ketamine Vendor | 
| 28 | wsm - wsm wsm - wsm vendor - vendor wsm - wsm order | 467 | WSM Vendor | 
| 29 | meth - crystal meth - crystal - meth vendor - methamphetamine | 485 | Crystal Meth Vendor Review | 
| 30 | ticket - support ticket - support - please - ticket support | 479 | Ticket Support | 
| 31 | hacked - hacker - hacking - job - lfw | 480 | Hacker Developer Job Exploits | 
| 32 | login - account - password - log - fa | 471 | Login Issues | 
| 33 | adderall - mg - ir - ritalin - vyvanse | 470 | Adderall Pharmacy Brand Name | 
| 34 | xmr - btc xmr - btc - xmrto - xmr btc | 474 | xmr xmr | 
| 35 | tails - tail - electrum - wallet - whonix | 433 | Tails Electrum Monero Wallet Issue | 
| 36 | mushroom - mushrooms - shrooms - magic - cubensis | 393 | Mushrooms Magic Penis | 
| 37 | dread - dread dread - cafe dread - cafe - dread word | 371 | Cafe Dread Topics | 
| 38 | cc - cvv - vbv - cc vendor - cc cvv | 419 | cc vending | 
| 39 | cryptonia - cryptonia market - cryptonia cryptonia - dcdutchconnectionuk - empire cryptonia | 382 | Cryptonia Vendor | 
| 40 | withdraw - withdrawal - withdrawl - withdraws - btc | 375 | Withdrawal Issues BTC | 
| 41 | escrow - multisig - escrow escrow - full escrow - escrow order | 397 | Escrow Services and Multisig | 
| 42 | heroin - heroin vendor - afghan - afghan heroin - synthetic heroin | 335 | Afghan Heroin Sale | 
| 43 | de - har - noen - som - fra | 378 | Discussion Topics | 
| 44 | dnm - dnms - dn - bible - dnstars | 341 | DNMS Bible | 
| 45 | wallstreet - wall - wall street - street - wall st | 339 | Wall Street Market | 
| 46 | ddos - ddos attack - attack - ddos ddos - ddos attacks | 306 | DDOS Attacks | 
| 47 | paypal - transfer - paypal transfer - paypal account - western union | 283 | PayPal Transfer Scams | 
| 48 | heard - happened - anyone - anyone heard - thewizzardnl | 327 | Document Mentions | 
| 49 | benzos - benzo - rc - benzo vendor - rc benzos | 281 | Benzos Vendors | 
| 50 | fraud - fraudsters - fraud vendor - loan fraud - fraudfox | 308 | Fraud Vendor Loan | 
| 51 | dream - dream vendor - dream market - vendor dream - vendor | 326 | Dream Market Vendor Inquiry | 
| 52 | order - cancel - cancelled - refund - cancel order | 497 | Order Cancelled | 
| 53 | bank - bank log - bank drop - log - bank account | 331 | Bank Fraud Cards | 
| 54 | onion - onion site - site - onion link - onion list | 328 | Onion links | 
| 55 | phishing - phishing link - phished - link - warning | 245 | Phishing Warning | 
| 56 | apollon - apollon market - market - apollon apollon - mysteryland | 253 | Apollon Market | 
| 57 | opsec - opsec opsec - opsec question - bad opsec - question | 242 | Opsec and Guides | 
| 58 | link - working link - working - pm - link please | 226 | PM Working Share Links | 
| 59 | mirror - working mirror - working - mirror link - empire mirror | 229 | mirror link | 
| 60 | fentanyl - fent - carfentanil - selling fentanyl - analogue | 219 | Fentanyl | 
| 61 | cgmc - invite - invite code - code - cgmc invite | 221 | Invite Code CGMC | 
| 62 | alprazolam - powder - alprazolam powder - flualprazolam - etizolam | 211 | Alprazolam Powder | 
| 63 | dmt - dmt vendor - dmt vape - odsmt - dmt dmt | 290 | DMT Vendors | 
| 64 | captcha - rapture - rapture market - captcha captcha - incorrect | 202 | Rapture Market Captcha | 
| 65 | chemical - research - research chemical - chems - research chemicals | 187 | Research Chemicals | 
| 66 | tor - tor browser - browser - tor network - network | 198 | Tor Browser Research | 
| 67 | mephedrone - meopcp - mxe - mescaline - mmc | 222 | Mephedrone |
  
</details>

## Training hyperparameters

* calculate_probabilities: True
* language: None
* low_memory: False
* min_topic_size: 10
* n_gram_range: (1, 2)
* 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
