The SAS System

The KDE Procedure

Inputs
Data Set WORK.OCTANE
Number of Observations Used 229
Variable 1 Rater
Variable 2 Customer
Bandwidth Method Simple Normal Reference

Controls
  Rater Customer
Grid Points 60 60
Lower Grid Limit 77.898 71.706
Upper Grid Limit 103.6 103.09
Bandwidth Multiplier 1 1

Rater = 88 Customer = 84 Rater = 93 Customer = 87 Rater = 89 Customer = 78 Rater = 83 Customer = 82 Rater = 88 Customer = 83 Rater = 96 Customer = 95 Rater = 86 Customer = 85 Rater = 94 Customer = 90 Rater = 93 Customer = 79 Rater = 96 Customer = 90 Rater = 95 Customer = 87 Rater = 95 Customer = 86 Rater = 96 Customer = 92 Rater = 89 Customer = 90 Rater = 92 Customer = 84 Rater = 89 Customer = 87 Rater = 89 Customer = 86 Rater = 89 Customer = 87 Rater = 88 Customer = 89 Rater = 95 Customer = 87 Rater = 93 Customer = 93 Rater = 89 Customer = 83 Rater = 92 Customer = 85 Rater = 91 Customer = 83 Rater = 94.5 Customer = 90 Rater = 89 Customer = 87 Rater = 99 Customer = 91 Rater = 94 Customer = 89 Rater = 98 Customer = 86 Rater = 97 Customer = 91 Rater = 90 Customer = 83 Rater = 96 Customer = 89 Rater = 94 Customer = 89 Rater = 90 Customer = 87 Rater = 95 Customer = 82 Rater = 91 Customer = 88 Rater = 90 Customer = 88 Rater = 89.5 Customer = 85 Rater = 94 Customer = 86 Rater = 93 Customer = 90 Rater = 93 Customer = 90 Rater = 91 Customer = 85 Rater = 92 Customer = 85 Rater = 96 Customer = 88 Rater = 90 Customer = 82 Rater = 93 Customer = 87 Rater = 91 Customer = 86 Rater = 90 Customer = 85 Rater = 92 Customer = 86 Rater = 93 Customer = 84 Rater = 88 Customer = 86 Rater = 96 Customer = 90 Rater = 93.5 Customer = 82 Rater = 92.5 Customer = 83 Rater = 89 Customer = 87 Rater = 88 Customer = 80 Rater = 92 Customer = 85 Rater = 94 Customer = 91 Rater = 94 Customer = 82 Rater = 94 Customer = 86 Rater = 95 Customer = 91 Rater = 95 Customer = 92 Rater = 91 Customer = 89 Rater = 90 Customer = 84.9 Rater = 86.7 Customer = 86.7 Rater = 94 Customer = 78.7 Rater = 98.7 Customer = 91.5 Rater = 96.5 Customer = 92.8 Rater = 88.3 Customer = 84.9 Rater = 96 Customer = 90 Rater = 94 Customer = 84.9 Rater = 91.5 Customer = 88.3 Rater = 86.7 Customer = 86.7 Rater = 88.3 Customer = 80.8 Rater = 84.9 Customer = 83 Rater = 91.5 Customer = 84.9 Rater = 91.5 Customer = 84.9 Rater = 94 Customer = 84.9 Rater = 95 Customer = 91.5 Rater = 88.3 Customer = 84.9 Rater = 95 Customer = 84.9 Rater = 92.8 Customer = 83 Rater = 92.8 Customer = 88.3 Rater = 91.5 Customer = 80.8 Rater = 91.5 Customer = 80.8 Rater = 91.5 Customer = 88.3 Rater = 90 Customer = 84.9 Rater = 97.5 Customer = 98.2 Rater = 88.3 Customer = 86.7 Rater = 84.9 Customer = 86.7 Rater = 91.5 Customer = 90 Rater = 95 Customer = 84.9 Rater = 88.3 Customer = 84.9 Rater = 96 Customer = 91.5 Rater = 86.7 Customer = 76.6 Rater = 94 Customer = 91.5 Rater = 91.5 Customer = 84.9 Rater = 86.7 Customer = 84.9 Rater = 95 Customer = 86 Rater = 85 Customer = 87 Rater = 91.5 Customer = 87 Rater = 88 Customer = 87 Rater = 91 Customer = 86 Rater = 88 Customer = 82 Rater = 86 Customer = 80 Rater = 94 Customer = 89 Rater = 94 Customer = 88 Rater = 89 Customer = 86 Rater = 91 Customer = 83 Rater = 87 Customer = 79 Rater = 96 Customer = 91 Rater = 88 Customer = 86 Rater = 90 Customer = 86 Rater = 90 Customer = 86 Rater = 88 Customer = 89 Rater = 94 Customer = 80 Rater = 97 Customer = 90 Rater = 89 Customer = 84 Rater = 92 Customer = 88 Rater = 94 Customer = 87 Rater = 95 Customer = 94 Rater = 96 Customer = 88 Rater = 91 Customer = 85 Rater = 90 Customer = 88 Rater = 98.5 Customer = 94 Rater = 90 Customer = 81 Rater = 95 Customer = 87 Rater = 94 Customer = 90 Rater = 95.5 Customer = 92 Rater = 98 Customer = 94 Rater = 93 Customer = 84 Rater = 93 Customer = 83 Rater = 90 Customer = 82 Rater = 88.5 Customer = 88 Rater = 90 Customer = 85 Rater = 92 Customer = 80 Rater = 96 Customer = 86 Rater = 91 Customer = 79 Rater = 88 Customer = 84 Rater = 96 Customer = 79 Rater = 94 Customer = 89 Rater = 96 Customer = 93 Rater = 89 Customer = 83 Rater = 95 Customer = 93 Rater = 82 Customer = 82 Rater = 91 Customer = 84 Rater = 90 Customer = 86 Rater = 96 Customer = 94 Rater = 96 Customer = 89 Rater = 91 Customer = 79 Rater = 95 Customer = 88 Rater = 94 Customer = 81 Rater = 85 Customer = 77 Rater = 96 Customer = 88 Rater = 90 Customer = 86 Rater = 92 Customer = 86 Rater = 99.5 Customer = 93 Rater = 87 Customer = 83 Rater = 91 Customer = 83 Rater = 88 Customer = 77 Rater = 89 Customer = 80 Rater = 99 Customer = 88 Rater = 92 Customer = 86 Rater = 92 Customer = 88 Rater = 93 Customer = 86 Rater = 87 Customer = 77 Rater = 91 Customer = 90 Rater = 88 Customer = 87 Rater = 97 Customer = 91 Rater = 92 Customer = 86 Rater = 96 Customer = 84 Rater = 96 Customer = 88 Rater = 96 Customer = 84 Rater = 94 Customer = 90 Rater = 93 Customer = 89 Rater = 90 Customer = 77 Rater = 96 Customer = 88 Rater = 94 Customer = 87 Rater = 93.9 Customer = 87.3 Rater = 94.8 Customer = 91.6 Rater = 89.1 Customer = 76.6 Rater = 94.8 Customer = 83.6 Rater = 93.9 Customer = 89.1 Rater = 96.6 Customer = 83.6 Rater = 94.8 Customer = 85.4 Rater = 93.9 Customer = 91.6 Rater = 96.6 Customer = 88.2 Rater = 95.7 Customer = 86.4 Rater = 95.7 Customer = 90 Rater = 94.8 Customer = 90 Rater = 91.6 Customer = 85.4 Rater = 89.1 Customer = 80.8 Rater = 89.1 Customer = 85.4 Rater = 96.6 Customer = 91.6 Rater = 96.6 Customer = 88.2 Rater = 92.8 Customer = 88.2 Rater = 95.7 Customer = 90.8 Rater = 94.8 Customer = 89.1 Rater = 94 Customer = 89 Rater = 92 Customer = 86 Rater = 94 Customer = 85 Rater = 87 Customer = 87 Rater = 88 Customer = 82 Rater = 93 Customer = 87 Rater = 84 Customer = 80 Rater = 95 Customer = 90 Rater = 91 Customer = 86 Rater = 92 Customer = 87 Rater = 91 Customer = 87 Rater = 93 Customer = 85 Rater = 96 Customer = 90 Rater = 86 Customer = 80 Rater = 92 Customer = 88 Rater = 96 Customer = 90 Rater = 95 Customer = 89 Rater = 92 Customer = 84 Rater = 92 Customer = 82 Rater = 92 Customer = 82 Rater = 94 Customer = 88 Rater = 92 Customer = 86 Rater = 96 Customer = 88 Rater = 90.5 Customer = 84 Rater = 93 Customer = 89 Rater = 91 Customer = 89 Rater = 88 Customer = 88 Rater = 93 Customer = 93 Rater = 94 Customer = 90 Rater = 94 Customer = 88 Rater = 94.5 Customer = 92
Scatter Plot of Rater by Customer

Contour Plot of Rater by Customer

Rater = 88 Customer = 84 Rater = 93 Customer = 87 Rater = 89 Customer = 78 Rater = 83 Customer = 82 Rater = 88 Customer = 83 Rater = 96 Customer = 95 Rater = 86 Customer = 85 Rater = 94 Customer = 90 Rater = 93 Customer = 79 Rater = 96 Customer = 90 Rater = 95 Customer = 87 Rater = 95 Customer = 86 Rater = 96 Customer = 92 Rater = 89 Customer = 90 Rater = 92 Customer = 84 Rater = 89 Customer = 87 Rater = 89 Customer = 86 Rater = 89 Customer = 87 Rater = 88 Customer = 89 Rater = 95 Customer = 87 Rater = 93 Customer = 93 Rater = 89 Customer = 83 Rater = 92 Customer = 85 Rater = 91 Customer = 83 Rater = 94.5 Customer = 90 Rater = 89 Customer = 87 Rater = 99 Customer = 91 Rater = 94 Customer = 89 Rater = 98 Customer = 86 Rater = 97 Customer = 91 Rater = 90 Customer = 83 Rater = 96 Customer = 89 Rater = 94 Customer = 89 Rater = 90 Customer = 87 Rater = 95 Customer = 82 Rater = 91 Customer = 88 Rater = 90 Customer = 88 Rater = 89.5 Customer = 85 Rater = 94 Customer = 86 Rater = 93 Customer = 90 Rater = 93 Customer = 90 Rater = 91 Customer = 85 Rater = 92 Customer = 85 Rater = 96 Customer = 88 Rater = 90 Customer = 82 Rater = 93 Customer = 87 Rater = 91 Customer = 86 Rater = 90 Customer = 85 Rater = 92 Customer = 86 Rater = 93 Customer = 84 Rater = 88 Customer = 86 Rater = 96 Customer = 90 Rater = 93.5 Customer = 82 Rater = 92.5 Customer = 83 Rater = 89 Customer = 87 Rater = 88 Customer = 80 Rater = 92 Customer = 85 Rater = 94 Customer = 91 Rater = 94 Customer = 82 Rater = 94 Customer = 86 Rater = 95 Customer = 91 Rater = 95 Customer = 92 Rater = 91 Customer = 89 Rater = 90 Customer = 84.9 Rater = 86.7 Customer = 86.7 Rater = 94 Customer = 78.7 Rater = 98.7 Customer = 91.5 Rater = 96.5 Customer = 92.8 Rater = 88.3 Customer = 84.9 Rater = 96 Customer = 90 Rater = 94 Customer = 84.9 Rater = 91.5 Customer = 88.3 Rater = 86.7 Customer = 86.7 Rater = 88.3 Customer = 80.8 Rater = 84.9 Customer = 83 Rater = 91.5 Customer = 84.9 Rater = 91.5 Customer = 84.9 Rater = 94 Customer = 84.9 Rater = 95 Customer = 91.5 Rater = 88.3 Customer = 84.9 Rater = 95 Customer = 84.9 Rater = 92.8 Customer = 83 Rater = 92.8 Customer = 88.3 Rater = 91.5 Customer = 80.8 Rater = 91.5 Customer = 80.8 Rater = 91.5 Customer = 88.3 Rater = 90 Customer = 84.9 Rater = 97.5 Customer = 98.2 Rater = 88.3 Customer = 86.7 Rater = 84.9 Customer = 86.7 Rater = 91.5 Customer = 90 Rater = 95 Customer = 84.9 Rater = 88.3 Customer = 84.9 Rater = 96 Customer = 91.5 Rater = 86.7 Customer = 76.6 Rater = 94 Customer = 91.5 Rater = 91.5 Customer = 84.9 Rater = 86.7 Customer = 84.9 Rater = 95 Customer = 86 Rater = 85 Customer = 87 Rater = 91.5 Customer = 87 Rater = 88 Customer = 87 Rater = 91 Customer = 86 Rater = 88 Customer = 82 Rater = 86 Customer = 80 Rater = 94 Customer = 89 Rater = 94 Customer = 88 Rater = 89 Customer = 86 Rater = 91 Customer = 83 Rater = 87 Customer = 79 Rater = 96 Customer = 91 Rater = 88 Customer = 86 Rater = 90 Customer = 86 Rater = 90 Customer = 86 Rater = 88 Customer = 89 Rater = 94 Customer = 80 Rater = 97 Customer = 90 Rater = 89 Customer = 84 Rater = 92 Customer = 88 Rater = 94 Customer = 87 Rater = 95 Customer = 94 Rater = 96 Customer = 88 Rater = 91 Customer = 85 Rater = 90 Customer = 88 Rater = 98.5 Customer = 94 Rater = 90 Customer = 81 Rater = 95 Customer = 87 Rater = 94 Customer = 90 Rater = 95.5 Customer = 92 Rater = 98 Customer = 94 Rater = 93 Customer = 84 Rater = 93 Customer = 83 Rater = 90 Customer = 82 Rater = 88.5 Customer = 88 Rater = 90 Customer = 85 Rater = 92 Customer = 80 Rater = 96 Customer = 86 Rater = 91 Customer = 79 Rater = 88 Customer = 84 Rater = 96 Customer = 79 Rater = 94 Customer = 89 Rater = 96 Customer = 93 Rater = 89 Customer = 83 Rater = 95 Customer = 93 Rater = 82 Customer = 82 Rater = 91 Customer = 84 Rater = 90 Customer = 86 Rater = 96 Customer = 94 Rater = 96 Customer = 89 Rater = 91 Customer = 79 Rater = 95 Customer = 88 Rater = 94 Customer = 81 Rater = 85 Customer = 77 Rater = 96 Customer = 88 Rater = 90 Customer = 86 Rater = 92 Customer = 86 Rater = 99.5 Customer = 93 Rater = 87 Customer = 83 Rater = 91 Customer = 83 Rater = 88 Customer = 77 Rater = 89 Customer = 80 Rater = 99 Customer = 88 Rater = 92 Customer = 86 Rater = 92 Customer = 88 Rater = 93 Customer = 86 Rater = 87 Customer = 77 Rater = 91 Customer = 90 Rater = 88 Customer = 87 Rater = 97 Customer = 91 Rater = 92 Customer = 86 Rater = 96 Customer = 84 Rater = 96 Customer = 88 Rater = 96 Customer = 84 Rater = 94 Customer = 90 Rater = 93 Customer = 89 Rater = 90 Customer = 77 Rater = 96 Customer = 88 Rater = 94 Customer = 87 Rater = 93.9 Customer = 87.3 Rater = 94.8 Customer = 91.6 Rater = 89.1 Customer = 76.6 Rater = 94.8 Customer = 83.6 Rater = 93.9 Customer = 89.1 Rater = 96.6 Customer = 83.6 Rater = 94.8 Customer = 85.4 Rater = 93.9 Customer = 91.6 Rater = 96.6 Customer = 88.2 Rater = 95.7 Customer = 86.4 Rater = 95.7 Customer = 90 Rater = 94.8 Customer = 90 Rater = 91.6 Customer = 85.4 Rater = 89.1 Customer = 80.8 Rater = 89.1 Customer = 85.4 Rater = 96.6 Customer = 91.6 Rater = 96.6 Customer = 88.2 Rater = 92.8 Customer = 88.2 Rater = 95.7 Customer = 90.8 Rater = 94.8 Customer = 89.1 Rater = 94 Customer = 89 Rater = 92 Customer = 86 Rater = 94 Customer = 85 Rater = 87 Customer = 87 Rater = 88 Customer = 82 Rater = 93 Customer = 87 Rater = 84 Customer = 80 Rater = 95 Customer = 90 Rater = 91 Customer = 86 Rater = 92 Customer = 87 Rater = 91 Customer = 87 Rater = 93 Customer = 85 Rater = 96 Customer = 90 Rater = 86 Customer = 80 Rater = 92 Customer = 88 Rater = 96 Customer = 90 Rater = 95 Customer = 89 Rater = 92 Customer = 84 Rater = 92 Customer = 82 Rater = 92 Customer = 82 Rater = 94 Customer = 88 Rater = 92 Customer = 86 Rater = 96 Customer = 88 Rater = 90.5 Customer = 84 Rater = 93 Customer = 89 Rater = 91 Customer = 89 Rater = 88 Customer = 88 Rater = 93 Customer = 93 Rater = 94 Customer = 90 Rater = 94 Customer = 88 Rater = 94.5 Customer = 92
Contour Plot and Scatter Plot of Rater by Customer

Histogram of Rater by Customer

Surface Plot of Rater by Customer

Histogram and Surface Plot of Rater by Customer