DataToPlot

Free online statistics plot makers and calculators.

Residual Plot Maker for X/Y Data

Create a residual plot from paired X/Y data, inspect standardized residuals, review the fitted line, and export charts locally in your browser.

X/Y data

Paste paired X and Y values, one pair per row. The residual plot shows observed value minus predicted value.

Advanced settings

Fitted line chart

PNG, SVG, JPG, and JPEG export run locally.

Enter valid data to preview the chart.

Results

Enter valid data to calculate results.

How this tool works

Make a residual plot from X/Y data

Paste two numeric columns and the page fits a simple least-squares regression line. The residual plot then shows each X value against the difference between observed Y and predicted Y.

  • Use one row per X/Y pair when copying data from a spreadsheet.
  • Check whether residuals are scattered randomly around zero.
  • Review the residual table for predicted values and standardized residuals.

Check whether a linear model is reasonable

A residual plot is useful after a fitted line looks plausible. Curved residual patterns can suggest a non-linear relationship, while widening residual spread can suggest changing variance.

  • Random scatter around zero supports a linear fit.
  • Curves, funnels, and clusters deserve closer review.
  • Large standardized residuals can mark possible outliers.

Compare residuals with regression results

The page also shows the fitted equation, slope, intercept, Pearson r, R², RMSE, and a fitted line chart. Use those values together with the residual plot before relying on the line of best fit.

Related tools

FAQ

Can I paste data directly from a spreadsheet?

Yes. Copy two numeric columns from a spreadsheet and paste them into the input area. Tab-separated data is supported.

Is my data uploaded to a server?

No. DataToPlot parses, calculates, and renders charts in your browser.

Which separators are supported?

The tool supports commas, spaces, tabs, and new lines for numeric data.

Can I export the chart?

Yes. After the preview renders, export the chart as PNG, SVG, JPG, or JPEG.

What happens if my data has an invalid value?

The page shows a clear error message with the row where parsing failed.

What is a residual plot?

A residual plot shows each X value against the residual, which is the observed Y value minus the predicted Y value from a fitted model.

What should a residual plot look like?

For a reasonable linear fit, residuals are often scattered around zero without a clear curve or funnel pattern.

Does this page calculate the regression line too?

Yes. It shows the fitted line, equation, R², RMSE, residual table, and residual plot.