Fraudulent information on malicious pages has now turned into a growing concern throughout modern digital environment. Many of these pages are intentionally intentionally created to deliberately deceive users, spread misleading data, or fool individuals into unknowingly taking activities which may harm a person’s safety. Most malicious sites use