Kernel Density Estimator Calculator

Build intuitive density estimates with flexible controls. Switch kernels, tune bandwidth, and explore interactive ranges. Save results as CSV or PDF in seconds instantly.

Calculator
Inputs and options
White theme
Example: 1.2, 1.9, 2.1, 2.6 ...
Kernel shapes the local weighting around x.
Affects displayed values and exports.
Controls smoothness; larger means smoother.
Choose whether to evaluate on a grid or at exact x’s.
Leave min/max empty to auto-pad the data range.
Example data table

This sample illustrates a unimodal distribution. Paste these values into the calculator to see a smooth estimate.

# Value
11.2
21.9
32.1
42.6
52.9
63
73.4
83.8
94.2
104.6
114.9
125.1
Formula used

For data points x₁, x₂, …, xₙ, the kernel density estimate at x is:

f̂(x) = (1 / (n·h)) · Σ K( (x − xᵢ) / h )
How to use this calculator
  1. Paste your numeric sample into Sample data.
  2. Select a Kernel and choose a Bandwidth method.
  3. Pick Auto grid or provide Custom x values.
  4. Click Estimate Density to show results above the form.
  5. Use Download CSV or Download PDF for sharing.

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Important Note: All the Calculators listed in this site are for educational purpose only and we do not guarentee the accuracy of results. Please do consult with other sources as well.