Data Cleansing
Tools for identifying and resolving data quality issues in the match database.
Match Cleanse
Checks every match for goals errors, missing scorers, missing line-ups and incomplete line-ups — flagging each issue type separately.
Run Match Cleanse
Scorer Cleanse
Finds matches where scorer names cannot be matched to the team line-up, highlighting entries that need attention.
Run Scorer Cleanse
Discipline Cleanse
Finds matches where booked or sent-off names cannot be matched to the team line-up, highlighting entries that need attention.
Run Discipline Cleanse
Name Cleanse
Lists all players recorded with a single name only (no first name), so missing first names can be researched and added.
Run Name Cleanse
Name Report
Generates the same single-name player list as Name Cleanse, but formatted for export as a PDF or CSV file to share with researchers.
Run Name Report
Initials Report
Lists every player recorded with an initial only and no full first name — for example "J Smith" or "A.B. Jones". Useful for identifying players whose full first name could be researched.
Run Initials Report
Surname Report
Enter a surname to find all matching player entries across the match database, grouped by season — useful for identifying players that may or may not be the same person.
Run Surname Report
Common Matches
Enter two player names to find every match in which both players appear in the line-up together — useful for verifying whether two similarly-named entries could be the same person.
Run Common Matches
Player Cleanse
Browse all players by surname initial — view appearances, goals and seasons to verify and cross-check player records.
Run Player Cleanse