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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