raise high level from 60% to 80%

app.py

@@ -210,7 +210,7 @@ def advanced_predict_phishing(text):
         confidence = max_label[1]
         
         # Enhanced risk assessment
-        if "Phishing" in prediction and confidence > 0.6:
+        if "Phishing" in prediction and confidence > 0.8:
             risk_level = "🚨 HIGH RISK - Strong Phishing Indicators"
             risk_color = "red"
         elif "Phishing" in prediction or risk_score > 0.5:
@@ -271,7 +271,7 @@ with gr.Blocks(
 ) as demo:
     
     gr.Markdown("""
-    # 🛡️ EmailGuard - Advanced AI Phishing Detection
+    # 🛡️ EmailGuard2 - Advanced AI Phishing Detection
     **Multi-Model Ensemble System with Feature Analysis**
     
     ✨ **Enhanced Accuracy** • 🔍 **Deep Pattern Analysis** • 🚀 **Real-time Results**
@@ -307,11 +307,11 @@ with gr.Blocks(
     
     examples = [
         ["URGENT: Your PayPal account has been limited! Verify immediately at http://paypal-security-check.suspicious.com/verify or lose access forever!"],
-        ["Hi Sarah, Thanks for sending the quarterly report. I've reviewed the numbers and they look good. Let's discuss in tomorrow's meeting. Best, Mike"],
-        ["🎉 CONGRATULATIONS! You've won $50,000! Click here to claim: bit.ly/winner123. Act fast, expires in 24hrs! Reply with SSN to confirm."],
+        ["Hi Mufasa, Thanks for sending the quarterly report. I've reviewed the numbers and they look good. Let's discuss in tomorrow's meeting. Best, Simba"],
+        ["🎉 CONGRATULATIONS, Chinno! You've won $50,000! Click here to claim: bit.ly/winner123. Act fast, expires in 24hrs! Reply with SSN to confirm."],
         ["Your Microsoft Office subscription expires tomorrow. Renew now to avoid service interruption. Visit: https://office.microsoft.com/renew"],
         ["Dear Valued Customer, We detected unusual activity on your account. Please verify your identity by clicking the link below and entering your password."],
-        ["Meeting reminder: Team standup at 10 AM in conference room A. Please bring your project updates. Thanks!"]
+        ["Meeting reminder: Team standup at 10 AM in conference room A, Y4C Hub. Please bring your project updates. Thanks!"]
     ]
     
     gr.Examples(
@@ -342,18 +342,25 @@ with gr.Blocks(
     ---
     ### 🔬 Advanced Detection Features
     
-    **🤖 Multi-Model Ensemble:** Combines predictions from specialized models
+    **🤖 Multi-Model Ensemble:** Combines predictions from specialized models  
+    
     **🎯 Feature Engineering:** Hand-crafted rules for pattern detection  
-    **⚖️ Bias Reduction:** Multiple validation layers prevent false positives
-    **📊 Risk Scoring:** Comprehensive analysis beyond simple classification
-    **🔍 URL Analysis:** Specialized detection for malicious links
-    **📝 Content Analysis:** Deep text pattern recognition
+    
+    **⚖️ Bias Reduction:** Multiple validation layers prevent false positives  
+    
+    **📊 Risk Scoring:** Comprehensive analysis beyond simple classification  
+    
+    **🔍 URL Analysis:** Specialized detection for malicious links  
+    
+    **📝 Content Analysis:** Deep text pattern recognition  
+    
     
     ### ⚡ What Makes This More Accurate:
     - **Ensemble Learning:** Multiple models vote on final decision
     - **Feature Fusion:** AI + Rule-based detection combined
     - **Adaptive Thresholds:** Dynamic risk assessment
-    - **Comprehensive Coverage:** Email, URL, and text message analysis
+    - **Comprehensive Coverage:** Email, URL, and text message analysis  
+    
     
     **⚠️ Academic Research Tool:** For educational purposes - always verify through official channels.
     """)