Missing Value Cleaner
Fill or remove missing values with a complete, reviewable change log.
Private by design
Your inputs stay on your device and are not sent to our servers. Optional usage analytics does not receive your files or tool inputs.
How to use Missing Value Cleaner
- Open or paste your data, or load the working sample.
- Choose columns and explicit processing rules. Review the proposed result and warnings.
- Download the chosen result dataset, JSON artifact or report; save a draft to continue later.
What are the limits of Missing Value Cleaner?
Missing means empty after trimming or an explicit token. Mean/median require numeric observed cells; mode ties use first occurrence. Forward/backward fill follows current row order and can stay within chosen group columns. Unfillable cells remain missing with a warning. Original files are not overwritten. Inputs stay in browser memory. No workbook is created. Table limits: 5 MB total text, 25,000 rows, 64 columns and 200,000 cells; expensive operations have stricter limits. Processing can be cancelled.