Update app.py

app.py

@@ -212,11 +212,6 @@ if fetch_data:
                 items.append(item)
 
         metadata_df = pd.DataFrame(items)
-
-         # Define custom completeness check
-        # Define completeness logic
-        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)
@@ -234,9 +229,6 @@ if fetch_data:
             stats_placeholder.markdown(stats_html, unsafe_allow_html=True)
 
 
-
-            st.sidebar.write(f"Incomplete Records: {len(metadata_df[metadata_df.isnull().any(axis=1)])}")
-
         # Utility functions for deeper metadata quality analysis
         def is_incomplete(value):
             return pd.isna(value) or value in ["", "N/A", "null", None]