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ISSR_Dark_Web_68Topics

This is a 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:

from bertopic import BERTopic
topic_model = BERTopic.load("D0men1c0/ISSR_Dark_Web_68Topics")

topic_model.get_topic_info()

You can make predictions as follows:

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
Click here for an overview of all topics.
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

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
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