Convert a chart image to a reviewable data table

Chart OCR reconstructs visible labels and plotted values into a table for review. It works best when values are printed on the chart; estimating values from an unlabeled axis remains approximate and must be checked against the original scale.

Chart evidenceTitle · Axes · Units · Legend · LabelsReviewed outputCategories · Series · Values

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Bar chart categories and values becoming an editable data grid

Make the visual encoding inspectable as data

The chart supplies categories, series, and a scale. The result separates those elements into cells so the reviewer can see which values were read directly and which remain uncertain.

  • Confirm the chart type, units, scale, and zero baseline.
  • Match every legend entry to the correct series.
  • Treat values inferred between tick marks as estimates.

Reconstruct chart evidence before interpreting it

Use this tool when a chart contains data labels or a clear axis that can support a transparent reconstruction. Title, units, axes, legend, categories, and values all contribute to the table. Removing one can change the meaning of every number.

Read the scale

Confirm baseline, intervals, units, and breaks.

Map the series

Match color, symbol, or pattern to its legend label.

Review the cells

Separate printed values from visual estimates.

Know when a chart supports exact values and when it does not

Data labels can support direct transcription. Unlabeled points between grid lines support only estimates, especially after resizing or perspective distortion.

Include the legend and axes

A tight crop can remove units, series names, the zero baseline, or scale breaks.

Avoid perspective

A photographed chart should be square to the page so the scale remains consistent.

Separate labels from estimates

Keep printed values distinct from values inferred between grid lines.

Check stacked values

Confirm whether labels describe each segment, the cumulative height, or the total.

Watch truncated axes

A nonzero baseline can exaggerate small differences, so preserve and record the displayed minimum before reconstructing any value.

Use chart OCR for transparent reconstruction, not statistical conclusions

Apply the cell-checking approach from A Field-First OCR Workflow for Receipts, Invoices, and Tables.

For structured values and source checking, continue with the table and visual-data review guides.

Best for

Simple bar, line, and pie charts with visible labels, legends, units, or data values.

Not designed for

Interpreting causation, validating statistics, or recovering exact unlabeled values from decorative charts.

Review first

Axis scale, units, legend mapping, stacked segments, negative values, and inferred points.

Chart extraction questions

Can the tool recover exact values from any chart?

No. Exact recovery requires visible labels or a sufficiently clear scale. Otherwise the output is an estimate. Read the extraction limits.

Does it understand what the chart proves?

No. It reconstructs visible data and labels; interpretation, causation, and statistical validity remain separate tasks. Choose the right review level.

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