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  3. Column Profiler
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Spreadsheet column profiler

Profile every column of an XLSX or CSV: inferred types, blanks, distinct counts, top values, quartiles, Tukey outliers, date ranges, and import warnings.

This tool is in beta

Still being tested. If a result looks wrong, tell us.

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Pasted rows

0 characters

The profiler reads your file the way an importer would: it classifies each cell, counts blanks and distinct trimmed values, and computes mean, median, and standard deviation over the numbers, where the standard deviation divides by n (population). Quartiles use linear interpolation, the same rule as Excel's QUARTILE.INC, and a value outside the Tukey fences (Q1 or Q3 plus or minus 1.5 x IQR) counts as an outlier. Workbook formulas show the results Excel last saved; nothing is recalculated. Dates in a workbook come from its number formats, and slash dates in CSV read US-style month first. A column of consistent nonsense still passes: these checks look at shape, not truth.

Profile setup

DelimiterAuto sniffs comma, semicolon, or tab from the first rows
1 to 50, for reports with a title block on top
More settings▾

Caps: 20,000 data rows, 256 columns, 2 million pasted characters. Past a cap the profile is refused, never truncated.

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  • Excel sheets (XLSX)
  • CSV studio
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