PROC KDE, used on bivnormal dataset

The KDE Procedure

Inputs
Data Set WORK.BIVNORMAL
Number of Observations Used 1000
Variable 1 x
Variable 2 y
Bandwidth Method Simple Normal Reference

Controls
  x y
Grid Points 60 60
Lower Grid Limit -14.27 -13.18
Upper Grid Limit 12.17 12.165
Bandwidth Multiplier 1 1

Scatter Plot of x by y

Contour Plot of x by y

Contour Plot and Scatter Plot of x by y

Histogram of x by y

Surface Plot of x by y

Histogram and Surface Plot of x by y