ISSR_Dark_Web_121Topics

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_121Topics")

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: 122
• Number of training documents: 260996

Click here for an overview of all topics.

Topic ID	Topic Keywords	Topic Frequency	Label
-1	vendor - order - nt - market - link	509	Outliers
0	cart - weed - strain - thc - bud	91708	Product Reviews and Purchases
1	deposit - address - ticket - btc - wallet	14083	Empire Deposit & Withdrawal Issues
2	key - pgp - account - pgp key - password	5365	PGP Key Security
3	order - shipped - ordered - day - week	5696	Order Shipping Status
4	scam - scammer - scam scam - scam scam scam - scammed	3368	Vendor Scams and Detection
5	thanks - thank - lol - man - bro	3187	Friendly Positive Talk
6	ship - country - eu - shipping - uk	4584	Shipping in EU Countries
7	coke - cocaine - quality - product - good	3425	High Quality Cocaine
8	card - carding - cc - gift card - gift	2846	Carding Strategies
9	pgp - begin pgp - begin - pgp signature - signature	3283	PGP Signature End
10	lsd - tab - ug - acid - blotter	2462	LSD Tab Marketplace Reviews
11	vendor - good - anyone - know - legit	2562	Vendor Recommendation
12	dispute - refund - mod - order - moderator	2692	Dispute Resolution
13	wsm - dream - market - exit - vendor	2100	WSM Exit Scam Warnings
14	drug - police - get - nt - house	1970	Drugs and Police Enforcement
15	monero - xmr - wallet - btc - exchange	2214	Monero Wallet Exchange and Bitcoin Use
16	ddos - attack - ddos attack - mirror - market	2995	Dread Market DDoS Attack
17	mdma - mda - price - quality - vendor	1773	MDMA Vendor Quality Prices
18	darknet - clearnet - dark - link - darknetmarkets	1925	Darknet Market
19	sub - post - mod - banned - link	1887	Dread Market Forum Rules and Bans
20	bar - alp - hulk - press - pack	1942	Alprazolam Pressed Bars Reviews
21	xanax - bar - alp - mg - alprazolam	2350	Xanax Bars and Vendors
22	market - new market - market market - good - new	2036	Market Upgrade Support
23	feedback - review - vendor - negative - positive	1650	ecommerce feedback
24	mirror - working - working mirror - mirror link - link	1802	Mirror Link Working
25	mg - pill - tablet - price - xtc	1228	Drug Sales
26	box - mail - package - address - po	3778	Mail Delivery Issues
27	review - thanks - thanks review - review thanks - nice review	2829	Positive Reviews Thank You Notes Nice
28	ticket - support ticket - support - se en - se	1242	Support Ticket Confusion
29	cryptonia - market - empire - nightmare - vendor	1331	Cryptonia Market
30	escrow - fe - use escrow - vendor - market	1214	Market Escrow Usage
31	onion - dot onion - dot - onion link - onion site	1216	Onion Links
32	det - er - og - har - jeg	1226	Kola;Vendor;Stealth Shipping;Review;Norway
33	tor - browser - network - javascript - tor browser	1126	Anonymous Browsing and Tor Networks
34	dread - reddit - post - dread dread - sub	1109	community appreciation
35	meth - business day - business - day - good	1074	Meth Vendor Quality Review
36	fent - fentanyl - opiate - heroin - nt	1161	Fentanyl Opiate Discussion
37	link - link link - point link comment - link point link - link comment post	1695	Links and Posts
38	pack - week - day - ordered - land	1332	Package Delay and Shipping
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	Darknet Drug Enforcement
42	stealth - good - good stealth - vendor - shipping	849	Good Stealth Vendor Shipping
43	counterfeit - note - euro - bill - pen	968	Counterfeit Money Sales
44	empire - nightmare - empire empire - find empire - empire nightmare	1010	Empire Name Search
45	day - waiting - week - month - hour	1040	Waiting Time
46	id - passport - fake - license - scan	1681	Fake IDs & Documents
47	bank - account - drop - bank drop - cash	1079	Bank Drop Transaction
48	wickr - use wickr - using wickr - contact - via wickr	1850	Wickr Abuse Policy Protect Wickr Community
49	de - und - que - un - da	751	German Darknet Market
50	phishing - phishing link - link - phished - phishing site	740	Phishing Detection Techniques
51	dream - nightmare - dream dream - anyone - like	1041	Dream Nightmare Experience
52	price - sale - promo - sell - buy	756	Sale;Promotional Offers;Good Deals
53	tails - tail - usb - electrum - persistent	1101	Tails;Electrum;Persistent File;USB Installation
54	adderall - amphetamine - mg - replacement - speed	1190	Adderall Replacement Pills
55	cancel - order - auto - cancel order - day	879	Auto Cancel Orders
56	mushroom - shrooms - cubensis - psilocybin - spore	963	Mushroom Guide & Dosage Information
57	ketamine - gm - gm gm - gm gm gm - vendor	763	Ketamine Vendor Quality Shard
58	exit - exit scam - scam - exit scamming - exit scammed	696	Exit Scam Market
59	phone - burner - sim - card - number	691	Burner Phone Usage
60	dream - market - dream market - nightmare - nightmare market	830	Dream Market
61	bond - vendor bond - vendor - bond back - market	860	Vendor Bond Waiver Market
62	vpn - tor - use - using - proxy	546	VPN and Tor Use
63	jabber - telegram - xmpp - pidgin - otr	1054	Jabber/XMPP/OTR Chat Clients
64	dmt - psychedelics - per - psychedelic - changa	588	DMT Psychedelics Prices
65	captcha - captchas - page - enter - login	697	Captcha Issues in Darknet Market
66	sample - free sample - free - review - sample pack	526	Free Sample Order
67	update - issue - problem - working - fixed	682	Fixed Bug Issue
68	cgmc - invite - vendor - cgmc cgmc - link cgmc	1410	CGMC Invites
69	apollon - apollon market - market - empire - apollomarket	483	Apollon Market Update
70	paypal - transfer - account - paypal account - paypal transfer	508	PayPal Account Transfer
71	giveaway - win - number - winner - contest	681	Giveaways & Contests
72	pm - working link - link - link please - please	739	Working Link Requests
73	darkfail - link - fail - dark - dark fail	516	Dark Fail Links Question
74	empire - market - empire market - nightmare - alphabay	598	Empire Market Vendor Feedback
75	package - pack - delivery - tracking - day	1144	Package Delivery Tracking
76	bag - dog - seal - mylar - vac	1816	Smuggling Methods & Detection
77	opsec - opsec opsec - link opsec - opsec link - opsec opsec link	542	Opsec Guidance
78	link - working - working link - main link - link working	392	Link issues
79	money - pay - money back - dollar - get	875	Money Losses
80	tracking - tracking number - number - order - day	513	Tracking Number Concerns
81	guide - tutorial - outdated - thanks - method	1078	Guide Topic or Tutorial Help or Out
82	bir - bu - kai - ama - var	357	bu bir kai
83	rc - mxe - dck - rcs - fdck	356	RC Sources
84	cash - btc - bitcoin - coinbase - atm	549	Crypto Purchase Methods
85	olympus - market - fe escrow - olympus market - dream	1271	Olympus Market
86	log - logged - logging - login - page	338	Logging and Session Issues
87	vacation - vacation mode - mode - back - profile	401	Vacation Mode
88	message - contact - email - support - send	331	Message;Email Support
89	post - mod - comment - delete - thread	748	Moderation and Deletion of Posts
90	xmr - wallet - deposit - monero - payment id	1369	XMR Wallet Issue
91	image - exif - upload - exif data - data	513	Image Exif Data Upload
92	back - hope - welcome back - luck - good	399	hope recovery
93	review - template - pic - picture - table	2240	Review templates and images
94	cheer - cheer cheer - cheer mate - mate - anyone	547	Cheer Positivity Justification
95	bulk - price - kratom - good - kg	307	Bulk Kratom Vendors
96	wallstreet - wall st - wall - st - wallstreetmarket	675	Wallstreet Market Forum Links
97	product - stealth - shipping - quality - price	379	Product Review
98	listing - list - superlist - vendor - search	2037	Listing Management and Visibility
99	fuck - cunt - dick - fud fud - fud fud fud	493	Mom sex;Insults
100	empire - exit - market - scam - exit scam	3076	Empire Market
101	protonmail - protonmailcom - email - proton - secmail	1138	Protonmail Alternatives
102	wallet - node - gui - monero - remote node	296	Monero Wallet Update
103	multisig - market - transaction - escrow - use multisig	423	MultiSig Market Transactions
104	bunk - bunk bar - bar - hulk - sent bunk	307	Bunk and Bar
105	mg - benzo - benzos - alprazolam - alp	355	Benzodiazepine use and abuse
106	pelican - bird - pelicanvendor - bigbird - pelicanvendor pelicanvendor link	2460	Pelican Bird Giveaway
107	heinekenexpress - link heinekenexpress - heinekenexpress link - heinekenexpress heinekenexpress - link heinekenexpress heinekenexpress	249	Heineken Express Reviews
108	rdp - sock - vpn - ip - card	266	RDP Socks for Carding
109	dnm - dm - dread - forum - link	401	DNM Reddit Subs
110	pic - picture - photo - photoshop - post pic	598	Pics and posts
111	empire - link - empiremarket - empire link - link empire	476	Empire Market Links
112	invite - invite code - code - need invite - get invite	398	Darknet Market Invites
113	samsara - market - samsara market - sam - dream	224	Samsara Market
114	chemical - test - lab - powder - product	290	Chemistry Research and Supply
115	rapture - rapture market - rapturemarket - market - gbp	1064	Rapture Market GBP
116	water - acetone - powder - dry - ml	214	Acetone Recrystallization Techniques
117	witchman - link witchman - link - witchman link - witchman witchman	1754	Link Witchman Discussion
118	tochka - market - tochka market - tochka tochka - use tochka	218	Tochka market
119	post - know guy know - guy know guy - know guy - guy know	210	Read Post Discussion
120	subdread - sub - post - subdreads - create	2589	Subdread creation issues

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