Improve name matching logic in app.py: enhance the match validation by adding a threshold check and retain original names for unmatched entries, along with debug output for better visibility into the matching process.

app.py

@@ -169,14 +169,20 @@ with tab1:
                 limit=1  # Only get the best match
             )
 
-            # Convert matches to dictionary
-            match_dict = {name: name_id_map[match[0][0]] if match else name 
-                        for name, match in zip(names, matches)}
+            match_dict = {}
+            for name, match_list in zip(names, matches):
+                if match_list and match_list[0][1] >= 85:  # Check if we have a match and it meets threshold
+                    match_dict[name] = name_id_map[match_list[0][0]]  # Use the matched name to get the ID
+                else:
+                    match_dict[name] = name  # Keep original name if no good match
 
             # Apply the matches
             projections['upload_match'] = projections['player_names'].map(match_dict)
             st.session_state['export_dict'] = dict(zip(projections['player_names'], projections['upload_match']))
-            st.write(st.session_state['export_dict'])
+            # Optional: Print some debug info
+            print("Sample of matches:")
+            for name, match in list(match_dict.items())[:5]:
+                print(f"{name} -> {match}")
                 
             st.session_state['origin_portfolio'] = st.session_state['portfolio'].copy()