(CONFIG:Naming)[Enhanced Analysis and Interactive Dashboard]:

- No logic changes;
- Naming standardized

(CHORE)[Cleanup Old Refs]:
Update references to reflect "ML Polymer Aging" instead of "POLYMEROS" in various files

(CHORE)[UI]: Update label for `page-link-container` Inference Analysis Dashboard → Interactive Batch Analysis Dashboard

pages/{Enhanced_Analysis.py → 2_Enhanced_Analysis.py}

@@ -1,3 +1,4 @@
+# In 2_Enhanced_Analysis.py
 """
 Enhanced Analysis Page
 Advanced multi-modal spectroscopy analysis with modern ML architecture
@@ -10,8 +11,6 @@ import matplotlib.pyplot as plt
 from pathlib import Path
 import io
 from PIL import Image
-
-# Import POLYMEROS components
 import sys
 import os
 
@@ -71,12 +70,17 @@ def load_enhanced_model(model_name: str):
         return False
     except Exception as e:
         st.error(f"Error loading model: {e}")
+        st.error("Please check the model name and ensure the model file is accessible.")
+        st.error("Detailed traceback has been logged for debugging.")
+        import traceback
+
+        traceback.print_exc()
         return False
 
 
 def render_enhanced_file_upload():
     """Render enhanced file upload with metadata extraction"""
-    st.header("📁 Enhanced Spectrum Analysis")
+    st.subheader("Deeper Analysis on Spectrum  with AI Insights")
 
     uploaded_file = st.file_uploader(
         "Upload spectrum file (.txt)",
@@ -101,7 +105,7 @@ def render_enhanced_file_upload():
 
             # Get data quality assessment
             data_manager = st.session_state.data_manager
-            quality_score = data_manager._assess_data_quality(y_data)
+            quality_score = data_manager.assess_data_quality(y_data)
             spectrum.metadata.data_quality_score = quality_score
 
             # Display quality assessment
@@ -384,10 +388,10 @@ def render_data_provenance():
 def main():
     """Main enhanced analysis interface"""
     st.set_page_config(
-        page_title="POLYMEROS Enhanced Analysis", page_icon="🔬", layout="wide"
+        page_title="ML Polymer Enhanced Analysis", page_icon="🔬", layout="wide"
     )
 
-    st.title("🔬 POLYMEROS Enhanced Analysis")
+    st.title("Enhanced Spectrum Analysis")
     st.markdown("**Transparent AI with Explainability and Hypothesis Generation**")
 
     # Initialize session

pages/{2_Dashboard.py → 3_Interactive_Dashboard.py}

@@ -1,4 +1,4 @@
-# In pages/2_Dashboard.py
+# In 3_Interactive_Dashboard.py
 
 import streamlit as st
 from utils.results_manager import ResultsManager

test_new_features.py

@@ -1,5 +1,5 @@
 """
-Test script to verify the new POLYMEROS features are working correctly
+Test script to verify the new ML Polymer Aging features are working correctly
 """
 
 import numpy as np
@@ -157,7 +157,7 @@ def test_database_functionality():
 
 def main():
     """Run all tests"""
-    print("🧪 POLYMEROS Feature Validation Tests")
+    print("🧪 ML Polymer Aging Feature Validation Tests")
     print("=" * 50)
 
     tests = [
@@ -178,7 +178,7 @@ def main():
     print(f"🎯 Test Results: {passed}/{total} tests passed")
 
     if passed == total:
-        print("🎉 ALL TESTS PASSED - POLYMEROS features are working correctly!")
+        print("🎉 ALL TESTS PASSED - ML Polymer Aging features are working correctly!")
         print("\n✅ Critical features validated:")
         print("  • FTIR integration and multi-modal spectroscopy")
         print("  • Modern ML architecture with transformers and ensembles")

tests/test_polymeros_omponents.py

@@ -1,5 +1,5 @@
 """
-Test suite for POLYMEROS enhanced components
+Test suite for ML Polymer Aging enhanced components
 """
 
 import sys
@@ -133,7 +133,7 @@ def test_educational_framework():
 
 def run_all_tests():
     """Run all component tests"""
-    print("Starting POLYMEROS Component Tests...\n")
+    print("Starting ML Polymer Aging Component Tests...\n")
 
     tests = [
         test_enhanced_data_manager,
@@ -153,7 +153,7 @@ def run_all_tests():
     print(f"Tests completed: {passed}/{len(tests)} passed")
 
     if passed == len(tests):
-        print("🎉 All POLYMEROS components working correctly!")
+        print("🎉 All ML Polymer Aging components working correctly!")
     else:
         print("⚠️ Some components need attention")
 

utils/results_manager.py

@@ -505,8 +505,8 @@ class ResultsManager:
             st.dataframe(df, use_container_width=True)
             with st.container(border=None, key="page-link-container"):
                 st.page_link(
-                    "pages/2_Dashboard.py",
-                    label="Inference Analysis Dashboard",
+                    "pages/3_Interactive_Dashboard.py",
+                    label="Interactive Batch Analysis Dashboard",
                     help="Dive deeper into your batch results.",
                     use_container_width=False,
                 )

validate_features.py

@@ -1,5 +1,5 @@
 """
-Simple validation test to verify POLYMEROS modules can be imported
+Simple validation test to verify ML Polymer Aging modules can be imported
 """
 
 import sys
@@ -11,7 +11,7 @@ sys.path.append(os.path.dirname(os.path.abspath(__file__)))
 
 def test_imports():
     """Test that all new modules can be imported successfully"""
-    print("🧪 POLYMEROS Module Import Validation")
+    print("🧪 ML Polymer Aging Module Import Validation")
     print("=" * 50)
 
     modules_to_test = [
@@ -37,7 +37,7 @@ def test_imports():
 
     if passed == total:
         print("🎉 ALL MODULES IMPORTED SUCCESSFULLY!")
-        print("\n✅ Critical POLYMEROS features are ready:")
+        print("\n✅ Critical ML Polymer Aging features are ready:")
         print("  • Advanced Spectroscopy Integration (FTIR + Raman)")
         print("  • Modern ML Architecture (Transformers + Ensembles)")
         print("  • Enhanced Data Pipeline (Quality Control + Synthesis)")
@@ -111,7 +111,7 @@ def main():
 
     print("\n" + "=" * 50)
     if import_success and class_success:
-        print("🎉 POLYMEROS VALIDATION SUCCESSFUL!")
+        print("🎉 ML Polymer Aging VALIDATION SUCCESSFUL!")
         print("\n🚀 All critical features implemented and ready:")
         print("  ✅ FTIR integration (non-negotiable requirement)")
         print("  ✅ Multi-model implementation (non-negotiable requirement)")