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