# CSV REVIEW INSTRUCTIONS ## File 1: unmatched_players_for_review_updated.csv **Resolution Column Values:** - `ACCEPT` - Use the suggested_sbaplayer_id (pre-filled for exact matches) - `USE_SBA_123` - Use specific SbaPlayer ID 123 instead of suggestion - `CREATE_NEW` - Create new SbaPlayer record for this player - `SKIP` - Skip this player for now (won't be processed) - `REVIEW` - Needs manual review (pre-filled for partial matches) **Pre-filled Values:** - Exact name matches are pre-filled as `ACCEPT` - Partial matches are marked as `REVIEW` - No suggestions are marked as `CREATE_NEW` ## File 2: high_risk_player_matches_updated.csv **Resolution Column Values:** - `MERGE_123_INTO_456` - Merge SbaPlayer 123 into SbaPlayer 456 - `DIFFERENT_PEOPLE` - These are actually different people, keep separate - `USE_SBA_123` - For player matches, use this specific SbaPlayer ID - `CREATE_NEW` - Create new SbaPlayer record - `SKIP` - Skip this for now **Pre-filled Logic for SbaPlayer Conflicts:** - Different bbref_ids = `DIFFERENT_PEOPLE` (bbref_ids are globally unique) - Same bbref_id = `MERGE` (definitely duplicates) - One has bbref_id, one doesn't = `MERGE` suggestion (review needed) - Neither has bbref_id + identical names = `MERGE` suggestion - Player ambiguous matches pre-select the first suggested SbaPlayer - Middle initial conflicts are marked as `DIFFERENT_PEOPLE` ## Important Notes: - **bbref_ids are globally unique** - trust them completely - If two SbaPlayers have different bbref_ids, they are different people - If one has bbref_id and one doesn't, they might be the same person ## Next Steps: 1. Review and edit the resolution columns in both files 2. Save the files when done 3. Let Claude know you're ready to process the changes ## Common Patterns: - bbref_id mismatches (like "HALP") should usually be `CREATE_NEW` - Different bbref_ids = always different people - Common names like "Carlos Martinez" need careful review - Middle initials usually indicate different people