ISSR_Dark_Web_Merged_Models_Content_Thread

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_Merged_Models_Content_Thread")

topic_model.get_topic_info()

You can make predictions as follows:

sentence = ["recently closed Samsara market"]
topic, _ = topic_model.transform(sentence)
topic_model.get_topic_info(topic[0])

Topic overview

• Number of topics: 133
• Number of training documents: 326525

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	vendor - order - nt - market - link	178	-1_vendor_order_nt_market
0	cart - weed - strain - thc - bud	110608	Weed Products
1	deposit - address - ticket - btc - wallet	19104	BTC Wallet Transactions
2	key - pgp - account - pgp key - password	6011	PGP Key Management
3	order - shipped - ordered - day - week	6350	The topic is about the status updates for orders
4	scam - scammer - scam scam - scam scam scam - scammed	3368	Scam Vendors
5	thanks - thank - lol - man - bro	4836	Thanks mate
6	ship - country - eu - shipping - uk	4584	International Shipping Countries
7	coke - cocaine - quality - product - good	3425	Cocaine Quality
8	card - carding - cc - gift card - gift	4161	Card Fraud Techniques
9	pgp - begin pgp - begin - pgp signature - signature	4192	PGP Signatures
10	lsd - tab - ug - acid - blotter	2462	LSD Vendor
11	vendor - good - anyone - know - legit	3574	Find Legit Vendor
12	dispute - refund - mod - order - moderator	5834	Dispute Resolution
13	wsm - dream - market - exit - vendor	2863	WSM Exit Dream Market Scam
14	drug - police - get - nt - house	2455	Drug raid
15	monero - xmr - wallet - btc - exchange	2214	Monero Wallet Usage
16	ddos - attack - ddos attack - mirror - market	3928	DDoS Attack Mirror Market
17	mdma - mda - price - quality - vendor	2056	MDMA Price & Quality
18	darknet - clearnet - dark - link - darknetmarkets	3244	Darknet Marketplaces
19	sub - post - mod - banned - link	3277	Moderation and Bans
20	bar - alp - hulk - press - pack	1942	Product Reviews
21	xanax - bar - alp - mg - alprazolam	2940	Alprazolam Pills
22	market - new market - market market - good - new	3269	Market Introduction
23	feedback - review - vendor - negative - positive	2670	Vendor Reviews
24	mirror - working - working mirror - mirror link - link	1802	Mirror Working Links
25	mg - pill - tablet - price - xtc	1447	MDMA Products
26	box - mail - package - address - po	4287	Mailbox Addresses
27	review - thanks - thanks review - review thanks - nice review	2829	Positive Reviews
28	ticket - support ticket - support - se en - se	2240	Support Ticket
29	cryptonia - market - empire - nightmare - vendor	1811	Cryptonia Market
30	escrow - fe - use escrow - vendor - market	1589	Escrow Services
31	onion - dot onion - dot - onion link - onion site	1551	Onion Links
32	det - er - og - har - jeg	1471	Kola;Vendor;Stealth Shipping;Review;Norway
33	tor - browser - network - javascript - tor browser	1126	Tor Browser
34	dread - reddit - post - dread dread - sub	1331	Reddit Dread Community
35	meth - business day - business - day - good	1493	Drug Cartel Business
36	fent - fentanyl - opiate - heroin - nt	1640	Drug Overdose
37	link - link link - point link comment - link point link - link comment post	2294	Links and Comments
38	pack - week - day - ordered - land	1332	Packaged Goods Delivery
39	pm - interested - looking - find - please	1499	PM Interested Help Explanation
40	hugbunter - hugbunter hugbunter - link hugbunter - hugbunter link - link hugbunter hugbunter	1157	Hugbunter Links
41	drug - police - court - enforcement - investigation	923	Dark web drug
42	stealth - good - good stealth - vendor - shipping	849	Stealth Vendor Order
43	counterfeit - note - euro - bill - pen	968	Counterfeit Euro Bills
44	empire - nightmare - empire empire - find empire - empire nightmare	1493	Empire Support
45	day - waiting - week - month - hour	1040	Time Waiting
46	id - passport - fake - license - scan	1681	Fake IDs & Licenses
47	bank - account - drop - bank drop - cash	1623	Bank Transactions
48	wickr - use wickr - using wickr - contact - via wickr	2178	Wickr Usage
49	de - und - que - un - da	751	German Darknet Market
50	phishing - phishing link - link - phished - phishing site	1081	Phishing Links
51	dream - nightmare - dream dream - anyone - like	1294	Dream Analysis
52	price - sale - promo - sell - buy	756	Sale and Promotions
53	tails - tail - usb - electrum - persistent	1101	Tail Electrum USB Persistent File
54	adderall - amphetamine - mg - replacement - speed	1583	ADHD Medications
55	cancel - order - auto - cancel order - day	1353	Order Cancellation
56	mushroom - shrooms - cubensis - psilocybin - spore	1294	Mushroom Growing Tips
57	ketamine - gm - gm gm - gm gm gm - vendor	1134	Ketamine Vendor Quality
58	exit - exit scam - scam - exit scamming - exit scammed	1163	Exit Scams Market
59	phone - burner - sim - card - number	691	Burner Phone SIM Card
60	dream - market - dream market - nightmare - nightmare market	830	Dream Market
61	bond - vendor bond - vendor - bond back - market	2239	Vendor Bond Back
62	vpn - tor - use - using - proxy	546	VPN/Proxy Security Tools
63	jabber - telegram - xmpp - pidgin - otr	1054	Instant Messaging Apps
64	dmt - psychedelics - per - psychedelic - changa	588	Psychedelics
65	captcha - captchas - page - enter - login	899	Captcha Login Page
66	sample - free sample - free - review - sample pack	713	Sample Requests
67	update - issue - problem - working - fixed	682	Bug Fix Progress
68	cgmc - invite - vendor - cgmc cgmc - link cgmc	1410	CGMC Invite Vendor Links
69	apollon - apollon market - market - empire - apollomarket	694	Apollon Marketplace
70	paypal - transfer - account - paypal account - paypal transfer	750	PayPal Transfer
71	giveaway - win - number - winner - contest	1008	Giveaway Contest
72	pm - working link - link - link please - please	739	PM Link
73	darkfail - link - fail - dark - dark fail	745	Dark Fail Link
74	empire - market - empire market - nightmare - alphabay	598	Empire Market
75	package - pack - delivery - tracking - day	2959	Package Tracking
76	bag - dog - seal - mylar - vac	3821	Vacuum Sealing
77	opsec - opsec opsec - link opsec - opsec link - opsec opsec link	542	OpSec Strategies
78	link - working - working link - main link - link working	618	Working Links
79	money - pay - money back - dollar - get	875	Financial Gain - pay
80	tracking - tracking number - number - order - day	513	Tracking Order
81	guide - tutorial - outdated - thanks - method	1078	Guides and Tutorials
82	bir - bu - kai - ama - var	357	Bir Kai Var
83	rc - mxe - dck - rcs - fdck	356	Molecular Simulations
84	cash - btc - bitcoin - coinbase - atm	549	Cryptocurrency Trading
85	olympus - market - fe escrow - olympus market - dream	1271	Olympus Market Exit Scam
86	log - logged - logging - login - page	338	Logging and Login
87	vacation - vacation mode - mode - back - profile	401	Vacation Mode
88	message - contact - email - support - send	331	Email Support
89	post - mod - comment - delete - thread	748	Forum Moderation
90	xmr - wallet - deposit - monero - payment id	3404	Monero Wallet Deposit
91	image - exif - upload - exif data - data	946	Image
92	back - hope - welcome back - luck - good	399	Welcome Back
93	review - template - pic - picture - table	2240	Template Review
94	cheer - cheer cheer - cheer mate - mate - anyone	547	Cheering Mates
95	bulk - price - kratom - good - kg	307	Kratom Bulk Price Comparison
96	wallstreet - wall st - wall - st - wallstreetmarket	675	Wall Street Market
97	product - stealth - shipping - quality - price	685	Product Reviews
98	listing - list - superlist - vendor - search	2037	List Vendor Superlist
99	fuck - cunt - dick - fud fud - fud fud fud	493	Mom sex - Insults
100	empire - exit - market - scam - exit scam	3076	Empire Market Scam
101	protonmail - protonmailcom - email - proton - secmail	1138	Proton Mail Security
102	wallet - node - gui - monero - remote node	296	Monero Wallet
103	multisig - market - transaction - escrow - use multisig	423	Multisig Market Usage
104	bunk - bunk bar - bar - hulk - sent bunk	307	Bunk Bar Hulk
105	mg - benzo - benzos - alprazolam - alp	355	Drug Classification
106	pelican - bird - pelicanvendor - bigbird - pelicanvendor pelicanvendor link	2750	Pelican Bird Vendor Links
107	heinekenexpress - link heinekenexpress - heinekenexpress link - heinekenexpress heinekenexpress - link heinekenexpress heinekenexpress	249	Heineken Express Review
108	rdp - sock - vpn - ip - card	266	RDP VPN Sockets
109	dnm - dm - dread - forum - link	401	DNS Community Forum
110	pic - picture - photo - photoshop - post pic	937	Visual Editing Requests
111	empire - link - empiremarket - empire link - link empire	476	Empire Market Link
112	invite - invite code - code - need invite - get invite	398	Invites and Codes
113	samsara - market - samsara market - sam - dream	224	Samsara Market
114	chemical - test - lab - powder - product	290	Research Chemicals Testing
115	rapture - rapture market - rapturemarket - market - gbp	1262	Rapture Market
116	water - acetone - powder - dry - ml	214	Acetone Solution Prep
117	witchman - link witchman - link - witchman link - witchman witchman	1754	Witchman Links
118	tochka - market - tochka market - tochka tochka - use tochka	218	Tochka marketplace
119	post - know guy know - guy know guy - know guy - guy know	210	Know Guy Posts
120	subdread - sub - post - subdreads - create	2589	SubDread Forum Creation
121	crosspost - giveaway - review crosspost - crosspost vendor - review	509	Crosspost Giveaway Review
122	oxycodone - mg - oxy - opiate - opiateconnect	999	Opiate Dosages
123	drug - drugsuk - drugs - selling drug - drug dealer	608	Drugs and Drug Market
124	hacked - hacker - hacking - job - lfw	556	Hacker Job
125	login - account - password - log - fa	471	Login and Registration Issues
126	cc - cvv - vbv - cc vendor - cc cvv	470	Credit Card Data
127	withdraw - withdrawal - withdrawl - withdraws - btc	382	Bitcoin Withdrawal
128	heard - happened - anyone - anyone heard - thewizzardnl	397	Something Happened
129	benzos - benzo - rc - benzo vendor - rc benzos	281	Benzos Vendors
130	fraud - fraudsters - fraud vendor - loan fraud - fraudfox	308	Fraud and Loan Scams
131	mephedrone - meopcp - mxe - mescaline - mmc	326	Chemicals and Drugs

Training hyperparameters

• calculate_probabilities: True
• language: None
• low_memory: True
• min_topic_size: 10
• n_gram_range: (1, 3)
• 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