Data & CSV

CSV missingness map

Visualise empty-cell patterns and compare completeness across columns.

CSV missingness map
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Your inputs

Up to 25 MB per file, 50,000 data rows, 200 columns and 2 million data cells. Fully blank rows and columns are ignored before row, column and cell limits are checked. Individual tools may have smaller result or chart limits.

Results update as you type. Larger files run when you press Update result.

Your result

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A clear answer. Here’s how.

Counts missing/present cells across the complete dataset and distinct row presence patterns. An accessible SVG scatter grid shows missing versus present for the first 100 data rows and 20 columns; x/y labels use one-based positions. The downloadable table includes full-data per-column counts and percentages. Literal NULL, NA and zero are not treated as missing.

See a worked example

Worked example

A fixed demonstration, separate from the values you enter above.

Your CSV
ID,Name,Team,Amount,Date
001,Ada,Design,120,2026-01-05
002,Sam,Writing,80,2026-01-06
003,Jo,Design,150,2026-01-07
Column separator
Comma
Missing rule
Exactly empty

Example result

Example result
ColumnMissingPresentMissing (%)
ID030
Name030
Team030
Amount030
Date030

1 distinct missingness patterns in the full table. Plot shows first 100 rows × 20 columns, with CSV data-row index on y and column position on x.