Update app.py

app.py

@@ -213,11 +213,15 @@ if fetch_data:
 
         metadata_df = pd.DataFrame(items)
         
+        # Define custom completeness check
+        def is_incomplete(value):
+            return pd.isna(value) or value in ["", "N/A", "null", None]
+        
         # New way to calculate incomplete record mask
         incomplete_mask = metadata_df.apply(lambda row: row.map(is_incomplete), axis=1).any(axis=1)
         incomplete_count = incomplete_mask.sum()
         
-        # Display in sidebar
+        # Display Quick Stats right after dropdown
         if not metadata_df.empty:
             stats_html = f"""
             <div class="sidebar-stats">
@@ -229,6 +233,7 @@ if fetch_data:
             stats_placeholder.markdown(stats_html, unsafe_allow_html=True)
 
 
+
         # Utility functions for deeper metadata quality analysis
         def is_incomplete(value):
             return pd.isna(value) or value in ["", "N/A", "null", None]