Description,True Label,XGB Score,LGB Score,TF-IDF Score,HyperModel,Prediction,Correct Legitimate Google,Benign,0.999,0.999,1.0,1.0,Malicious,❌ Legitimate Amazon,Benign,1.0,1.0,1.0,1.0,Malicious,❌ Legitimate GitHub,Benign,0.998,0.998,1.0,1.0,Malicious,❌ Legitimate Wikipedia,Benign,1.0,1.0,0.998,1.0,Malicious,❌ Typosquatting Google,Malicious,0.986,0.997,0.999,1.0,Malicious,✅ Typosquatting Amazon,Malicious,0.993,0.99,0.995,1.0,Malicious,✅ Typosquatting PayPal,Malicious,0.981,0.988,0.991,1.0,Malicious,✅ Brand subdomain phishing,Malicious,0.982,0.996,1.0,1.0,Malicious,✅ Brand path phishing,Malicious,0.997,0.998,0.999,1.0,Malicious,✅ IP-based phishing,Malicious,1.0,0.999,0.992,1.0,Malicious,✅ IP-based phishing 2,Malicious,1.0,0.999,0.996,1.0,Malicious,✅ Punycode phishing,Malicious,0.982,0.974,0.999,1.0,Malicious,✅ URL shortener (suspicious),Malicious,0.998,0.997,1.0,1.0,Malicious,✅ Hex-encoded phishing,Malicious,0.903,0.971,0.947,1.0,Malicious,✅ Long suspicious URL,Malicious,0.877,0.805,0.831,1.0,Malicious,✅ Legit MS Security,Benign,1.0,1.0,0.999,1.0,Malicious,❌ Legit Google OAuth,Benign,0.999,0.999,0.993,1.0,Malicious,❌