Results: Rapid Predictive Modeler 1

Model Summary

Data

The PRINT Procedure

Data Set EMWS3.REPORTER_DATASUM

Property Value
Input Data Source MYLIB.FINALHOTEL
Target Variable Rating
Observations 1036
Original Variables 37
Selected Variables 3

Model Summary

Target: Rating

The PRINT Procedure

Data Set EMWS3.REPORTER_TARGETSUM

Statistic Value
Number of Observations 200
Minimum 1.7
Maximum 5
Mean 3.638
Standard Deviation 0.7598307138

Model Summary

Variable Summary

The PRINT Procedure

Data Set EMWS3.REPORTER_VARSUM

Role Level Original Count Selected Input Count
Input Interval 4 3
Rejected Binary 19 0
Rejected Nominal 9 0
Rejected Unary 4 0
Target Interval 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

Variable Attribute Importance

The TABULATE Procedure

Cross-tabular summary report

Table 1

  Scorecard Points
Average Price Per Night 1: LOW - 26.5 0.00
2: 26.5 - 67.5 47.00
3: 67.5 - 94.5 94.00
4: 94.5 - 112 103.00
5: 112 - 239.5 240.00
6: 239.5 - HIGH 265.00
New total price per night 1: LOW - 21.5 582.00
2: 21.5 - 64.5 0.00
3: 64.5 - 117 27.00
4: 117 - 125.5 343.00
5: 125.5 - 199.5 335.00
6: 199.5 - 249.5 330.00
7: 249.5 - HIGH 398.00
# of Reviews 1: LOW - 105 110.00
2: 105 - 357 0.00
3: 357 - HIGH 153.00

Model Fit Statistics

The PRINT Procedure

Data Set EMWS3.REPORTER_REPORTFIT

Statistic Train Validation
Sum of Frequencies 117.0000 83.0000
Maximum Absolute Error 1.2957 2.4957
Sum of Square Errors 20.0433 32.7600
Average Squared Error 0.1713 0.3947
Root Average Square Error 0.4139 0.6283

Model Selection based on Model Node

The PRINT Procedure

Data Set EMWS3.REPORTER_COMPAREMDL

Selected Model Model Node Model Description Target Label Train: Average Squared Error Valid: Average Squared Error
Y Tree3 Decision Tree (3) Rating 0.17131 0.39470
  Ensmbl Ensemble_Champion Rating 0.16450 0.40218
  Reg Main Effects Regression Rating 0.16280 0.42093
  Reg2 Forwards Rating 0.18742 0.42634

Project Information

The PRINT Procedure

Data Set EMWS3.REPORTER_PROJINFO

Property Value
Name RPM
Diagram RPM3 - Rating
Path /saswork/SAS_work2E610000B240_odaws03-prod-us/SAS_work837A0000B240_odaws03-prod-us./ashleypabrazins0/RPM
Date Created 21Apr2016:18:18:17