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Field guide · Structure and layout

Multiple values in one cell

A single cell holds a list, or two different facts, joined by a comma, slash, or line break.

What it looks like

Before
contactemailtags
Ana Ruiz / ana@example.com·donor; volunteer
Ben Cho, ben@example.com·donor,board
After
contactemailtags
Ana Ruizana@example.comdonor | volunteer
Ben Choben@example.comdonor | board
The email moves to its own column, and the tag list uses one delimiter throughout. Nothing is dropped.

How it happens

  • The form or sheet had one box where it needed several.
  • A list was flattened into text when it was exported from a system that stores lists properly.
  • People added a second value to an existing cell instead of adding a row or a column.

What it breaks

  • You cannot filter, count, or join on a value that is buried inside a longer string.
  • The delimiter also appears inside real values, so splitting on it breaks some rows.
  • Different rows use different delimiters, so any single splitting rule misses some.

How to spot it

  • Search the column for commas, semicolons, slashes, pipes, and line breaks.
  • Check whether values vary widely in length. Packed cells are much longer than their neighbors.
  • Look for two kinds of thing in one column, such as a name and an email address.

How to fix it

  • Decide the shape you need: separate columns for different facts, or one consistent delimiter for a true list.
  • Split different facts into their own columns.
  • For real lists, standardize on one delimiter that does not occur inside the values.
  • Mixed unitsValues in one column are measured in different units, sometimes with the unit written in the cell and sometimes not.
  • Name variantsThe same person or organization appears under several spellings, orders, and abbreviations.

TermsDelimiter, Tidy data, Schema, Parsing

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.