Results: Rapid Predictive Modeler

Model Summary

Data

The PRINT Procedure

Data Set EMWS1.REPORTER_DATASUM

Property Value
Input Data Source MYLIB.PRIMARYHOUSEDATAV2
Target Variable House Rating
Event Level LOW
Observations 203
Original Variables 29
Selected Variables 4

Model Summary

Target: House Rating

The PRINT Procedure

Data Set EMWS1.REPORTER_TARGETSUM

Value Count Data Percentage
LOW 80 0.79208
HIGH 21 0.20792

Model Summary

Variable Summary

The PRINT Procedure

Data Set EMWS1.REPORTER_VARSUM

Role Level Original Count Selected Input Count
Input Interval 25 4
Input Nominal 1 0
Rejected Interval 1 0
Rejected Nominal 1 0
Target Binary 1 0

The SGRENDER Procedure

The SGRender Procedure

The SGRender Procedure

The SGRENDER Procedure

The SGRender Procedure

The SGRender Procedure

The SGRENDER Procedure

The SGRender Procedure

The SGRender Procedure

The SGRENDER Procedure

The SGRender Procedure

The SGRender Procedure

Variable Attribute Importance and Crosstabulations

The TABULATE Procedure

Cross-tabular summary report

Table 1

  Scorecard Points Overall N Overall % House Rating
High Low
N % N %
AveragehouseholdincomeIn2015Infl 1: LOW - 83891.537 130.00 82.00 81.19 11.00 52.38 71.00 88.75
2: 83891.537 - HIGH 0.00 19.00 18.81 10.00 47.62 9.00 11.25
MedianAge 1: LOW - 33.5 186.00 12.00 11.88 1.00 4.76 11.00 13.75
2: 33.5 - 37.01 26.00 16.00 15.84 8.00 38.10 8.00 10.00
3: 37.01 - HIGH 0.00 73.00 72.28 12.00 57.14 61.00 76.25
SizeRank 1: LOW - 230.5 0.00 26.00 25.74 16.00 76.19 10.00 12.50
2: 230.5 - HIGH 292.00 75.00 74.26 5.00 23.81 70.00 87.50
TotalPopulationNativeHawaiianand 1: LOW - 263.5 392.00 28.00 27.72 3.00 14.29 25.00 31.25
2: 263.5 - 1553.55 90.00 12.00 11.88 5.00 23.81 7.00 8.75
3: 1553.55 - 1913.55 0.00 51.00 50.50 6.00 28.57 45.00 56.25
4: 1913.55 - HIGH 104.00 10.00 9.90 7.00 33.33 3.00 3.75

Classification Matrix Target=House Rating

The TABULATE Procedure

Cross-tabular summary report

Table 1

  Data Role
TRAIN VALIDATE
Predicted Predicted
HIGH LOW HIGH LOW
Target 71.43 28.57 65.00 35.00
HIGH
LOW 1.25 98.75 2.44 97.56

Model Fit Statistics

The PRINT Procedure

Data Set EMWS1.REPORTER_REPORTFIT

Statistic Train Validation
Sum of Frequencies 101.0000 102.0000
Misclassification Rate 0.0693 0.0882
Maximum Absolute Error 0.9333 1.0000
Sum of Square Errors 12.6476 16.3251
Average Squared Error 0.0626 0.0800
Root Average Square Error 0.2502 0.2829
Roc Index 0.8770 0.8000
Gini Coefficient 0.7550 0.6000
Kolmogorov-Smirnov Statistic 0.7020 0.6270
Kolmogorov-Smirnov Probability Cutoff 0.1500 .
Lift at 10% 1.1783 1.0508
Cumulative Lift at 10% 1.2166 1.0053
Captured Response at 10% 5.8333 5.1509
Cumulative % Captured Response at 10% 13.2500 10.8420

Model Selection based on Model Node

The PRINT Procedure

Data Set EMWS1.REPORTER_COMPAREMDL

Selected Model Model Node Model Description Target Label Train: Akaike's Information Criterion Train: Lift Valid: Lift
Y Tree3 Decision Tree (3) House Rating . 1.17833 1.05079
  Ensmbl Ensemble_Champion House Rating . 1.26250 1.10569
  Tree2 Decision Tree House Rating . 1.17833 1.17574
  Reg2 Forwards House Rating 40.6278 1.26250 0.92141

Project Information

The PRINT Procedure

Data Set EMWS1.REPORTER_PROJINFO

Property Value
Name RPM
Diagram RPM1 - House Rating
Path /saswork/SAS_workE3290001FB65_odaws03-prod-us/SAS_workBFF40001FB65_odaws03-prod-us./iwickram0/RPM
Date Created 15Apr2017:17:12:20