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Glossary

Missing value

A cell where a value should exist and does not. The reason matters: not collected, not applicable, and lost are different situations.

Where it comes up

  • Disguised missing valuesA cell is not empty, but what it holds means there is no value: N/A, a dash, 999, or the word none.

See also

  • NullThe explicit marker a database or file uses for no value. It is different from zero, from an empty string, and from the text NULL typed into a cell.
  • Sentinel valueAn ordinary-looking value used as a code for something else, most often 999, -1, or 1900-01-01 standing in for unknown.
  • ImputationFilling in a missing value with an estimate, such as the column average or a value predicted from other columns.

Karg checks for many of these when it profiles a file, applies the fixes it is confident about, and sets the rest aside for your review. See how it works, or have our team clean your data for you.