Update app.py

app.py

@@ -776,75 +776,6 @@ def display_pdf_preview(file_path, model_name):
         scrolling=True
     )
 
-def get_high_accuracy_models(limit=8):
-    """Get models with highest extraction quality"""
-    if DB_PATH is None:
-        return []
-    conn = sqlite3.connect(DB_PATH)
-    cursor = conn.cursor()
-    
-    high_accuracy = []
-    
-    try:
-        cursor.execute("""
-        SELECT full_data, quality FROM documents 
-        WHERE quality IN ('excellent', 'good')
-        ORDER BY 
-            CASE quality
-                WHEN 'excellent' THEN 1
-                WHEN 'good' THEN 2
-                ELSE 3
-            END,
-            import_date DESC
-        LIMIT 200
-        """)
-        
-        rows = cursor.fetchall()
-        seen_models = set()
-        
-        for row in rows:
-            if len(high_accuracy) >= limit:
-                break
-                
-            try:
-                data = json.loads(row[0])
-                models = data.get('models', [])
-                specs = data.get('specs', {})
-                
-                filled_specs = sum(1 for v in specs.values() if v and v != 'N/A')
-                
-                if models and filled_specs >= 4:
-                    for model in models:
-                        if model not in seen_models:
-                            product_type = get_product_type(model)
-                            
-                            type_count = sum(1 for item in high_accuracy if get_product_type(item['model']) == product_type)
-                            if type_count >= 2:
-                                continue
-                            
-                            seen_models.add(model)
-                            high_accuracy.append({
-                                'model': model,
-                                'quality': row[1],
-                                'spec_count': filled_specs,
-                                'product_type': product_type
-                            })
-                            
-                            if len(high_accuracy) >= limit:
-                                break
-            except:
-                continue
-    
-    finally:
-        conn.close()
-    
-    high_accuracy.sort(key=lambda x: (
-        0 if x['quality'] == 'excellent' else 1,
-        -x['spec_count']
-    ))
-    
-    return high_accuracy[:limit]
-
 def display_bookmarked_models():
     """Display bookmarked models section with optimized toggle"""
     if not st.session_state.bookmarked_models:
@@ -1035,34 +966,6 @@ with col2:
     if selected:
         st.session_state.selected_model = selected
 
-# High Accuracy Models
-with st.expander("⭐ Example Models - Click to expand", expanded=False):
-    st.caption("Examples of models with comprehensive data")
-    
-    high_accuracy = get_high_accuracy_models()
-    if high_accuracy:
-        cols = st.columns(4)
-        col_idx = 0
-        
-        for item in high_accuracy:
-            with cols[col_idx % 4]:
-                if st.button(
-                    f"{item['model']}", 
-                    key=f"ha_{item['model']}", 
-                    use_container_width=True,
-                    help=f"{item['product_type']} - {item['spec_count']} specifications"
-                ):
-                    st.session_state.selected_model = item['model']
-                    st.rerun()
-                
-                st.caption(f"{item['product_type']}")
-                quality_class = f"quality-{item['quality']}"
-                quality_label = "⭐ Excellent" if item['quality'] == 'excellent' else "✓ Good"
-                st.markdown(f'<span class="quality-badge {quality_class}">{quality_label}</span>', 
-                           unsafe_allow_html=True)
-            
-            col_idx += 1
-
 # Display selected model
 if selected and selected != '':
     st.markdown("---")