PhiUSIIL Phishing URLs

PhiUSIIL Phishing URL Dataset is a substantial dataset comprising 134,850 legitimate and 100,945 phishing URLs. Most of the URLs we analyzed, while constructing the dataset, are the latest URLs. Features are extracted from the source code of the webpage and URL. Features such as CharContinuationRate, URLTitleMatchScore, URLCharProb, and TLDLegitimateProb are derived from existing features.

Introductory Paper

PhiUSIIL: A diverse security profile empowered phishing URL detection framework based on similarity index and incremental learning
By Arvind Prasad and Shalini Chandra. 2024

Published in Computers & Security

Additional Variable Information

Column "FILENAME" can be ignored.

Class Labels

Label 1 corresponds to a legitimate URL, label 0 to a phishing URL