Cyber Adaptive Learning System Laboratory (CALSys Lab)
This is the Jumbotron Section test description

Databases

Below are anonymized data samples extracted from DMDb (the DarkMiner Database). The # columns represent the total number of records in the database, not just in the sample. We continuously scrape new data and discover additional websites to make DMDb the most comprehensive criminal hacking database available for research. Academic researchers and cybersecurity specialists with accredited affiliations can request access to a full de-anonymized copy of the database here. Access requires agreement to our End-User License Agreement (EULA) to ensure responsible use and prevent misuse. Upon successful credential verification, approved requesters will receive detailed instructions for downloading the complete database.

To properly cite DMDb:
Kwan, W., Takahashi, L., Sista, A., Tran, M., Pham, N., Lee, V., Wang, S., Marin, E. "DMDb: Uncovering Criminal Hacking on the Dark Web to Enhance Cyber-Threat Intelligence Research," 58th Hawaii International Conference on System Sciences (HICSS 2025), Waikoloa, HI, USA, 2025. Link.

 

Marketplaces (Stats from 01/01/2025)
Network Sample # Vendors # Items Language
Tor market_001.csv 30 344 En
Tor market_002.csv 40 372 En
Tor market_003.csv 29 1,664 En
Tor market_004.csv 86 1,097 En
Tor market_005.csv 18 1,449 En
Tor market_006.csv 21 113 En
Tor market_007.csv 74 3,538 En
Tor market_008.csv 1 66 En
Tor market_009.csv 33 503 En
Tor market_010.csv 61 1,693 En
Tor market_011.csv 27 149 En
Tor market_012.csv 28 391 En
Tor market_013.csv 1 49 En
Tor market_014.csv 24 1,085 En
Tor market_015.csv 18 34 En
Tor market_016.csv 30 108 En
Tor market_017.csv 52 639 En
Tor market_018.csv 3 25 En
Tor market_019.csv 15 127 En
Tor market_020.csv 39 52 En
Tor market_021.csv 1 73 En
Tor market_022.csv 39 807 En
Tor market_023.csv 24 103 En
Tor market_025.csv 59 1,587 En
Tor market_026.csv 1,300 3,409 En
Tor market_027.csv 7 49 En
Tor market_028.csv 46 675 En
Tor market_029.csv 1 49 En
Tor market_030.csv 19 125 En
Tor market_031.csv 119 308 En
Tor market_033.csv 12 29 En
Tor market_035.csv 9 43 Ru
I2P market_036.csv (coming soon) - - En
Total 2,266 20,755

Forums (Stats from 01/01/2025)
Network Sample # Users # Threads # Posts Language
Tor forum_001.csv 73 175 322 En
Tor forum_002.csv 69,990 7,801 652,767 En
Tor forum_003.csv 1,523 3,525 5,835 En
Tor forum_004.csv 9,935 3,322 48,883 En
Tor forum_005.csv 8,368 4,762 23,433 En
Tor forum_006.csv 613 1,047 3,106 En
Tor forum_007.csv 1,436 1,335 3,507 En
Tor forum_008.csv 8,937 3,256 48,003 En
Tor forum_009.csv 7,026 3,993 26,192 En
Tor forum_010.csv 2,354 3,148 8,492 En
Tor forum_011.csv 14,842 825 48,483 En
Tor forum_012.csv 4,722 5,825 42,708 Pt
I2P forum_013.csv (coming soon) - - - En
Total 129,819 39,014 911,731