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
Player Cleanse
Browse all players by surname initial — view appearances, goals and seasons to verify and cross-check player records.
Run Player Cleanse