GENMOD Analysis on Surgical Unit data

The GENMOD Procedure

Model Information
Data Set WORK.SURG
Distribution Normal
Link Function Identity
Dependent Variable Y

Number of Observations Read 54
Number of Observations Used 54

Criteria For Assessing Goodness Of Fit
Criterion DF Value Value/DF
Deviance 50 0.1099 0.0022
Scaled Deviance 50 50.0000 1.0000
Pearson Chi-Square 50 0.1099 0.0022
Scaled Pearson X2 50 50.0000 1.0000
Log Likelihood   90.6331  
Full Log Likelihood   90.6331  
AIC (smaller is better)   -173.2662  
AICC (smaller is better)   -172.4498  
BIC (smaller is better)   -165.3102  

Algorithm converged.

Analysis Of Maximum Likelihood Parameter Estimates
Parameter DF Estimate Standard Error Wald 95% Confidence Limits Wald Chi-Square Pr > ChiSq
Intercept 1 0.4836 0.0426 0.4001 0.5672 128.71 <.0001
X1 1 0.0692 0.0041 0.0612 0.0772 288.17 <.0001
X2 1 0.0093 0.0004 0.0085 0.0100 590.45 <.0001
X3 1 0.0095 0.0003 0.0089 0.0101 966.07 <.0001
Scale 0 0.0469 0.0000 0.0469 0.0469    

Note: The scale parameter was estimated by the square root of Pearson's Chi-Square/DOF.


Lagrange Multiplier Statistics
Parameter Chi-Square Pr > ChiSq
Scale 0.1667 0.6831

Assessment Summary
Assessment
Variable		 Maximum Absolute
Value		 Replications Seed Pr >
MaxAbsVal
X1 0.0380 10000 603708000 0.1084

X1 = 8.8 Cumulative Residuals = 0.0086 X1 = 8.8 Cumulative Residuals = 0.0086 X1 = 8.7 Cumulative Residuals = 0.016 X1 = 8.7 Cumulative Residuals = 0.016 X1 = 7.8 Cumulative Residuals = 0.0105 X1 = 7.8 Cumulative Residuals = 0.0105 X1 = 7.7 Cumulative Residuals = 0.0128 X1 = 7.7 Cumulative Residuals = 0.0128 X1 = 7.4 Cumulative Residuals = 0.0135 X1 = 7.4 Cumulative Residuals = 0.0135 X1 = 7.3 Cumulative Residuals = 0.0137 X1 = 7.3 Cumulative Residuals = 0.0137 X1 = 6.7 Cumulative Residuals = 0.0128 X1 = 6.7 Cumulative Residuals = 0.0128 X1 = 6.6 Cumulative Residuals = 0.0133 X1 = 6.6 Cumulative Residuals = 0.0133 X1 = 6.5 Cumulative Residuals = 0.0134 X1 = 6.5 Cumulative Residuals = 0.0134 X1 = 6.4 Cumulative Residuals = 0.0157 X1 = 6.4 Cumulative Residuals = 0.0157 X1 = 6.3 Cumulative Residuals = 0.0141 X1 = 6.3 Cumulative Residuals = 0.0141 X1 = 6 Cumulative Residuals = 0.0078 X1 = 6 Cumulative Residuals = 0.0078 X1 = 5.8 Cumulative Residuals = 0.0238 X1 = 5.8 Cumulative Residuals = 0.0238 X1 = 5.7 Cumulative Residuals = -0.005 X1 = 5.7 Cumulative Residuals = -0.005 X1 = 5.6 Cumulative Residuals = -0.005 X1 = 5.6 Cumulative Residuals = -0.005 X1 = 5.4 Cumulative Residuals = -0.005 X1 = 5.4 Cumulative Residuals = -0.005 X1 = 5.3 Cumulative Residuals = -0.004 X1 = 5.3 Cumulative Residuals = -0.004 X1 = 5.2 Cumulative Residuals = -0.004 X1 = 5.2 Cumulative Residuals = -0.004 X1 = 5.1 Cumulative Residuals = -0.013 X1 = 5.1 Cumulative Residuals = -0.013 X1 = 5 Cumulative Residuals = -0.013 X1 = 5 Cumulative Residuals = -0.013 X1 = 4.8 Cumulative Residuals = -0.011 X1 = 4.8 Cumulative Residuals = -0.011 X1 = 4.5 Cumulative Residuals = -0.024 X1 = 4.5 Cumulative Residuals = -0.024 X1 = 4.3 Cumulative Residuals = -0.026 X1 = 4.3 Cumulative Residuals = -0.026 X1 = 3.9 Cumulative Residuals = -0.038 X1 = 3.9 Cumulative Residuals = -0.038 X1 = 3.7 Cumulative Residuals = -0.037 X1 = 3.7 Cumulative Residuals = -0.037 X1 = 3.6 Cumulative Residuals = -0.017 X1 = 3.6 Cumulative Residuals = -0.017 X1 = 3.4 Cumulative Residuals = -0.009 X1 = 3.4 Cumulative Residuals = -0.009 X1 = 3.2 Cumulative Residuals = -0.023 X1 = 3.2 Cumulative Residuals = -0.023 X1 = 2.6 Cumulative Residuals = -0.013 X1 = 2.6 Cumulative Residuals = -0.013 X1 = 8.8 Cresid20 = -0.003 X1 = 8.8 Cresid20 = -0.003 X1 = 8.7 Cresid20 = .00093 X1 = 8.7 Cresid20 = .00093 X1 = 7.8 Cresid20 = 0.003 X1 = 7.8 Cresid20 = 0.003 X1 = 7.7 Cresid20 = -23E-6 X1 = 7.7 Cresid20 = -23E-6 X1 = 7.4 Cresid20 = -54E-6 X1 = 7.4 Cresid20 = -54E-6 X1 = 7.3 Cresid20 = -0.002 X1 = 7.3 Cresid20 = -0.002 X1 = 6.7 Cresid20 = -97E-5 X1 = 6.7 Cresid20 = -97E-5 X1 = 6.6 Cresid20 = -0.001 X1 = 6.6 Cresid20 = -0.001 X1 = 6.5 Cresid20 = 0.0016 X1 = 6.5 Cresid20 = 0.0016 X1 = 6.4 Cresid20 = -23E-5 X1 = 6.4 Cresid20 = -23E-5 X1 = 6.3 Cresid20 = -14E-6 X1 = 6.3 Cresid20 = -14E-6 X1 = 6 Cresid20 = -0.004 X1 = 6 Cresid20 = -0.004 X1 = 5.8 Cresid20 = 0.0138 X1 = 5.8 Cresid20 = 0.0138 X1 = 5.7 Cresid20 = 0.0117 X1 = 5.7 Cresid20 = 0.0117 X1 = 5.6 Cresid20 = 0.0111 X1 = 5.6 Cresid20 = 0.0111 X1 = 5.4 Cresid20 = 0.0099 X1 = 5.4 Cresid20 = 0.0099 X1 = 5.3 Cresid20 = 0.0073 X1 = 5.3 Cresid20 = 0.0073 X1 = 5.2 Cresid20 = 0.0036 X1 = 5.2 Cresid20 = 0.0036 X1 = 5.1 Cresid20 = 0.0193 X1 = 5.1 Cresid20 = 0.0193 X1 = 5 Cresid20 = 0.0188 X1 = 5 Cresid20 = 0.0188 X1 = 4.8 Cresid20 = 0.0157 X1 = 4.8 Cresid20 = 0.0157 X1 = 4.5 Cresid20 = 0.008 X1 = 4.5 Cresid20 = 0.008 X1 = 4.3 Cresid20 = 0.0042 X1 = 4.3 Cresid20 = 0.0042 X1 = 3.9 Cresid20 = 0.0022 X1 = 3.9 Cresid20 = 0.0022 X1 = 3.7 Cresid20 = .00039 X1 = 3.7 Cresid20 = .00039 X1 = 3.6 Cresid20 = -0.024 X1 = 3.6 Cresid20 = -0.024 X1 = 3.4 Cresid20 = -0.01 X1 = 3.4 Cresid20 = -0.01 X1 = 3.2 Cresid20 = -0.012 X1 = 3.2 Cresid20 = -0.012 X1 = 2.6 Cresid20 = -0.01 X1 = 2.6 Cresid20 = -0.01 X1 = 8.8 Cresid19 = -0.01 X1 = 8.8 Cresid19 = -0.01 X1 = 8.7 Cresid19 = -0.017 X1 = 8.7 Cresid19 = -0.017 X1 = 7.8 Cresid19 = -0.015 X1 = 7.8 Cresid19 = -0.015 X1 = 7.7 Cresid19 = -0.016 X1 = 7.7 Cresid19 = -0.016 X1 = 7.4 Cresid19 = -0.015 X1 = 7.4 Cresid19 = -0.015 X1 = 7.3 Cresid19 = -0.016 X1 = 7.3 Cresid19 = -0.016 X1 = 6.7 Cresid19 = -0.016 X1 = 6.7 Cresid19 = -0.016 X1 = 6.6 Cresid19 = -0.007 X1 = 6.6 Cresid19 = -0.007 X1 = 6.5 Cresid19 = -0.007 X1 = 6.5 Cresid19 = -0.007 X1 = 6.4 Cresid19 = -0.003 X1 = 6.4 Cresid19 = -0.003 X1 = 6.3 Cresid19 = -0.004 X1 = 6.3 Cresid19 = -0.004 X1 = 6 Cresid19 = -0.005 X1 = 6 Cresid19 = -0.005 X1 = 5.8 Cresid19 = 0.0055 X1 = 5.8 Cresid19 = 0.0055 X1 = 5.7 Cresid19 = 0.0264 X1 = 5.7 Cresid19 = 0.0264 X1 = 5.6 Cresid19 = 0.0282 X1 = 5.6 Cresid19 = 0.0282 X1 = 5.4 Cresid19 = 0.029 X1 = 5.4 Cresid19 = 0.029 X1 = 5.3 Cresid19 = 0.0309 X1 = 5.3 Cresid19 = 0.0309 X1 = 5.2 Cresid19 = 0.0329 X1 = 5.2 Cresid19 = 0.0329 X1 = 5.1 Cresid19 = 0.0413 X1 = 5.1 Cresid19 = 0.0413 X1 = 5 Cresid19 = 0.041 X1 = 5 Cresid19 = 0.041 X1 = 4.8 Cresid19 = 0.0422 X1 = 4.8 Cresid19 = 0.0422 X1 = 4.5 Cresid19 = 0.0255 X1 = 4.5 Cresid19 = 0.0255 X1 = 4.3 Cresid19 = 0.0252 X1 = 4.3 Cresid19 = 0.0252 X1 = 3.9 Cresid19 = 0.008 X1 = 3.9 Cresid19 = 0.008 X1 = 3.7 Cresid19 = 0.0082 X1 = 3.7 Cresid19 = 0.0082 X1 = 3.6 Cresid19 = 0.0301 X1 = 3.6 Cresid19 = 0.0301 X1 = 3.4 Cresid19 = 0.0321 X1 = 3.4 Cresid19 = 0.0321 X1 = 3.2 Cresid19 = 0.0032 X1 = 3.2 Cresid19 = 0.0032 X1 = 2.6 Cresid19 = -0.004 X1 = 2.6 Cresid19 = -0.004 X1 = 8.8 Cresid18 = 0.0049 X1 = 8.8 Cresid18 = 0.0049 X1 = 8.7 Cresid18 = 0.0032 X1 = 8.7 Cresid18 = 0.0032 X1 = 7.8 Cresid18 = 0.0033 X1 = 7.8 Cresid18 = 0.0033 X1 = 7.7 Cresid18 = -0.006 X1 = 7.7 Cresid18 = -0.006 X1 = 7.4 Cresid18 = -0.009 X1 = 7.4 Cresid18 = -0.009 X1 = 7.3 Cresid18 = -0.015 X1 = 7.3 Cresid18 = -0.015 X1 = 6.7 Cresid18 = -0.017 X1 = 6.7 Cresid18 = -0.017 X1 = 6.6 Cresid18 = -0.026 X1 = 6.6 Cresid18 = -0.026 X1 = 6.5 Cresid18 = -0.023 X1 = 6.5 Cresid18 = -0.023 X1 = 6.4 Cresid18 = -0.027 X1 = 6.4 Cresid18 = -0.027 X1 = 6.3 Cresid18 = -0.023 X1 = 6.3 Cresid18 = -0.023 X1 = 6 Cresid18 = -0.031 X1 = 6 Cresid18 = -0.031 X1 = 5.8 Cresid18 = -0.026 X1 = 5.8 Cresid18 = -0.026 X1 = 5.7 Cresid18 = -0.019 X1 = 5.7 Cresid18 = -0.019 X1 = 5.6 Cresid18 = -0.021 X1 = 5.6 Cresid18 = -0.021 X1 = 5.4 Cresid18 = -0.019 X1 = 5.4 Cresid18 = -0.019 X1 = 5.3 Cresid18 = -0.019 X1 = 5.3 Cresid18 = -0.019 X1 = 5.2 Cresid18 = -0.021 X1 = 5.2 Cresid18 = -0.021 X1 = 5.1 Cresid18 = -0.015 X1 = 5.1 Cresid18 = -0.015 X1 = 5 Cresid18 = -0.01 X1 = 5 Cresid18 = -0.01 X1 = 4.8 Cresid18 = -0.01 X1 = 4.8 Cresid18 = -0.01 X1 = 4.5 Cresid18 = 0.008 X1 = 4.5 Cresid18 = 0.008 X1 = 4.3 Cresid18 = 0.0119 X1 = 4.3 Cresid18 = 0.0119 X1 = 3.9 Cresid18 = 0.02 X1 = 3.9 Cresid18 = 0.02 X1 = 3.7 Cresid18 = 0.0263 X1 = 3.7 Cresid18 = 0.0263 X1 = 3.6 Cresid18 = 0.0244 X1 = 3.6 Cresid18 = 0.0244 X1 = 3.4 Cresid18 = 0.0317 X1 = 3.4 Cresid18 = 0.0317 X1 = 3.2 Cresid18 = 0.0199 X1 = 3.2 Cresid18 = 0.0199 X1 = 2.6 Cresid18 = 0.0169 X1 = 2.6 Cresid18 = 0.0169 X1 = 8.8 Cresid17 = -0.01 X1 = 8.8 Cresid17 = -0.01 X1 = 8.7 Cresid17 = 0.0078 X1 = 8.7 Cresid17 = 0.0078 X1 = 7.8 Cresid17 = 0.0068 X1 = 7.8 Cresid17 = 0.0068 X1 = 7.7 Cresid17 = 0.009 X1 = 7.7 Cresid17 = 0.009 X1 = 7.4 Cresid17 = 0.01 X1 = 7.4 Cresid17 = 0.01 X1 = 7.3 Cresid17 = 0.0134 X1 = 7.3 Cresid17 = 0.0134 X1 = 6.7 Cresid17 = 0.014 X1 = 6.7 Cresid17 = 0.014 X1 = 6.6 Cresid17 = 0.0159 X1 = 6.6 Cresid17 = 0.0159 X1 = 6.5 Cresid17 = 0.0178 X1 = 6.5 Cresid17 = 0.0178 X1 = 6.4 Cresid17 = 0.0171 X1 = 6.4 Cresid17 = 0.0171 X1 = 6.3 Cresid17 = 0.0197 X1 = 6.3 Cresid17 = 0.0197 X1 = 6 Cresid17 = 0.016 X1 = 6 Cresid17 = 0.016 X1 = 5.8 Cresid17 = 0.0209 X1 = 5.8 Cresid17 = 0.0209 X1 = 5.7 Cresid17 = 0.0093 X1 = 5.7 Cresid17 = 0.0093 X1 = 5.6 Cresid17 = 0.0098 X1 = 5.6 Cresid17 = 0.0098 X1 = 5.4 Cresid17 = 0.0112 X1 = 5.4 Cresid17 = 0.0112 X1 = 5.3 Cresid17 = 0.0107 X1 = 5.3 Cresid17 = 0.0107 X1 = 5.2 Cresid17 = 0.0095 X1 = 5.2 Cresid17 = 0.0095 X1 = 5.1 Cresid17 = -0.003 X1 = 5.1 Cresid17 = -0.003 X1 = 5 Cresid17 = -52E-5 X1 = 5 Cresid17 = -52E-5 X1 = 4.8 Cresid17 = -0.001 X1 = 4.8 Cresid17 = -0.001 X1 = 4.5 Cresid17 = -0.012 X1 = 4.5 Cresid17 = -0.012 X1 = 4.3 Cresid17 = -0.014 X1 = 4.3 Cresid17 = -0.014 X1 = 3.9 Cresid17 = -0.01 X1 = 3.9 Cresid17 = -0.01 X1 = 3.7 Cresid17 = -0.012 X1 = 3.7 Cresid17 = -0.012 X1 = 3.6 Cresid17 = -0.022 X1 = 3.6 Cresid17 = -0.022 X1 = 3.4 Cresid17 = -0.007 X1 = 3.4 Cresid17 = -0.007 X1 = 3.2 Cresid17 = 0.0096 X1 = 3.2 Cresid17 = 0.0096 X1 = 2.6 Cresid17 = -0.008 X1 = 2.6 Cresid17 = -0.008 X1 = 8.8 Cresid16 = .00049 X1 = 8.8 Cresid16 = .00049 X1 = 8.7 Cresid16 = 0.008 X1 = 8.7 Cresid16 = 0.008 X1 = 7.8 Cresid16 = .00045 X1 = 7.8 Cresid16 = .00045 X1 = 7.7 Cresid16 = 0.0017 X1 = 7.7 Cresid16 = 0.0017 X1 = 7.4 Cresid16 = 0.0043 X1 = 7.4 Cresid16 = 0.0043 X1 = 7.3 Cresid16 = 0.0085 X1 = 7.3 Cresid16 = 0.0085 X1 = 6.7 Cresid16 = 0.0102 X1 = 6.7 Cresid16 = 0.0102 X1 = 6.6 Cresid16 = 0.0176 X1 = 6.6 Cresid16 = 0.0176 X1 = 6.5 Cresid16 = 0.0182 X1 = 6.5 Cresid16 = 0.0182 X1 = 6.4 Cresid16 = 0.0192 X1 = 6.4 Cresid16 = 0.0192 X1 = 6.3 Cresid16 = 0.022 X1 = 6.3 Cresid16 = 0.022 X1 = 6 Cresid16 = 0.0252 X1 = 6 Cresid16 = 0.0252 X1 = 5.8 Cresid16 = -0.005 X1 = 5.8 Cresid16 = -0.005 X1 = 5.7 Cresid16 = 0.0076 X1 = 5.7 Cresid16 = 0.0076 X1 = 5.6 Cresid16 = 0.0061 X1 = 5.6 Cresid16 = 0.0061 X1 = 5.4 Cresid16 = 0.0057 X1 = 5.4 Cresid16 = 0.0057 X1 = 5.3 Cresid16 = 0.0013 X1 = 5.3 Cresid16 = 0.0013 X1 = 5.2 Cresid16 = .00013 X1 = 5.2 Cresid16 = .00013 X1 = 5.1 Cresid16 = -0.013 X1 = 5.1 Cresid16 = -0.013 X1 = 5 Cresid16 = -0.016 X1 = 5 Cresid16 = -0.016 X1 = 4.8 Cresid16 = -0.017 X1 = 4.8 Cresid16 = -0.017 X1 = 4.5 Cresid16 = -0.011 X1 = 4.5 Cresid16 = -0.011 X1 = 4.3 Cresid16 = -0.012 X1 = 4.3 Cresid16 = -0.012 X1 = 3.9 Cresid16 = -0.005 X1 = 3.9 Cresid16 = -0.005 X1 = 3.7 Cresid16 = -0.009 X1 = 3.7 Cresid16 = -0.009 X1 = 3.6 Cresid16 = -0.013 X1 = 3.6 Cresid16 = -0.013 X1 = 3.4 Cresid16 = -0.011 X1 = 3.4 Cresid16 = -0.011 X1 = 3.2 Cresid16 = -0.014 X1 = 3.2 Cresid16 = -0.014 X1 = 2.6 Cresid16 = -0.009 X1 = 2.6 Cresid16 = -0.009 X1 = 8.8 Cresid15 = 0.0064 X1 = 8.8 Cresid15 = 0.0064 X1 = 8.7 Cresid15 = -72E-5 X1 = 8.7 Cresid15 = -72E-5 X1 = 7.8 Cresid15 = -0.002 X1 = 7.8 Cresid15 = -0.002 X1 = 7.7 Cresid15 = -0.007 X1 = 7.7 Cresid15 = -0.007 X1 = 7.4 Cresid15 = -0.007 X1 = 7.4 Cresid15 = -0.007 X1 = 7.3 Cresid15 = -0.006 X1 = 7.3 Cresid15 = -0.006 X1 = 6.7 Cresid15 = -0.006 X1 = 6.7 Cresid15 = -0.006 X1 = 6.6 Cresid15 = -51E-5 X1 = 6.6 Cresid15 = -51E-5 X1 = 6.5 Cresid15 = 0.0022 X1 = 6.5 Cresid15 = 0.0022 X1 = 6.4 Cresid15 = 0.0061 X1 = 6.4 Cresid15 = 0.0061 X1 = 6.3 Cresid15 = 0.0114 X1 = 6.3 Cresid15 = 0.0114 X1 = 6 Cresid15 = 0.0152 X1 = 6 Cresid15 = 0.0152 X1 = 5.8 Cresid15 = 0.0263 X1 = 5.8 Cresid15 = 0.0263 X1 = 5.7 Cresid15 = -0.001 X1 = 5.7 Cresid15 = -0.001 X1 = 5.6 Cresid15 = 0.0016 X1 = 5.6 Cresid15 = 0.0016 X1 = 5.4 Cresid15 = 0.001 X1 = 5.4 Cresid15 = 0.001 X1 = 5.3 Cresid15 = 0.0015 X1 = 5.3 Cresid15 = 0.0015 X1 = 5.2 Cresid15 = .00045 X1 = 5.2 Cresid15 = .00045 X1 = 5.1 Cresid15 = -35E-5 X1 = 5.1 Cresid15 = -35E-5 X1 = 5 Cresid15 = 0.0019 X1 = 5 Cresid15 = 0.0019 X1 = 4.8 Cresid15 = 0.004 X1 = 4.8 Cresid15 = 0.004 X1 = 4.5 Cresid15 = -0.007 X1 = 4.5 Cresid15 = -0.007 X1 = 4.3 Cresid15 = -0.007 X1 = 4.3 Cresid15 = -0.007 X1 = 3.9 Cresid15 = -0.01 X1 = 3.9 Cresid15 = -0.01 X1 = 3.7 Cresid15 = -0.01 X1 = 3.7 Cresid15 = -0.01 X1 = 3.6 Cresid15 = -0.008 X1 = 3.6 Cresid15 = -0.008 X1 = 3.4 Cresid15 = -0.009 X1 = 3.4 Cresid15 = -0.009 X1 = 3.2 Cresid15 = .00019 X1 = 3.2 Cresid15 = .00019 X1 = 2.6 Cresid15 = -0.012 X1 = 2.6 Cresid15 = -0.012 X1 = 8.8 Cresid14 = -0.003 X1 = 8.8 Cresid14 = -0.003 X1 = 8.7 Cresid14 = 0.0036 X1 = 8.7 Cresid14 = 0.0036 X1 = 7.8 Cresid14 = 0.0046 X1 = 7.8 Cresid14 = 0.0046 X1 = 7.7 Cresid14 = 0.0033 X1 = 7.7 Cresid14 = 0.0033 X1 = 7.4 Cresid14 = 0.0047 X1 = 7.4 Cresid14 = 0.0047 X1 = 7.3 Cresid14 = 0.0059 X1 = 7.3 Cresid14 = 0.0059 X1 = 6.7 Cresid14 = 0.007 X1 = 6.7 Cresid14 = 0.007 X1 = 6.6 Cresid14 = 0.0059 X1 = 6.6 Cresid14 = 0.0059 X1 = 6.5 Cresid14 = 0.0086 X1 = 6.5 Cresid14 = 0.0086 X1 = 6.4 Cresid14 = 0.0045 X1 = 6.4 Cresid14 = 0.0045 X1 = 6.3 Cresid14 = 0.0064 X1 = 6.3 Cresid14 = 0.0064 X1 = 6 Cresid14 = 0.0097 X1 = 6 Cresid14 = 0.0097 X1 = 5.8 Cresid14 = -0.007 X1 = 5.8 Cresid14 = -0.007 X1 = 5.7 Cresid14 = 0.0047 X1 = 5.7 Cresid14 = 0.0047 X1 = 5.6 Cresid14 = 0.0032 X1 = 5.6 Cresid14 = 0.0032 X1 = 5.4 Cresid14 = 0.0022 X1 = 5.4 Cresid14 = 0.0022 X1 = 5.3 Cresid14 = -49E-5 X1 = 5.3 Cresid14 = -49E-5 X1 = 5.2 Cresid14 = -0.003 X1 = 5.2 Cresid14 = -0.003 X1 = 5.1 Cresid14 = -0.005 X1 = 5.1 Cresid14 = -0.005 X1 = 5 Cresid14 = -0.003 X1 = 5 Cresid14 = -0.003 X1 = 4.8 Cresid14 = -0.006 X1 = 4.8 Cresid14 = -0.006 X1 = 4.5 Cresid14 = -0.003 X1 = 4.5 Cresid14 = -0.003 X1 = 4.3 Cresid14 = -0.004 X1 = 4.3 Cresid14 = -0.004 X1 = 3.9 Cresid14 = -11E-5 X1 = 3.9 Cresid14 = -11E-5 X1 = 3.7 Cresid14 = .00049 X1 = 3.7 Cresid14 = .00049 X1 = 3.6 Cresid14 = -56E-5 X1 = 3.6 Cresid14 = -56E-5 X1 = 3.4 Cresid14 = 0.0086 X1 = 3.4 Cresid14 = 0.0086 X1 = 3.2 Cresid14 = -0.015 X1 = 3.2 Cresid14 = -0.015 X1 = 2.6 Cresid14 = -0.006 X1 = 2.6 Cresid14 = -0.006 X1 = 8.8 Cresid13 = -0.008 X1 = 8.8 Cresid13 = -0.008 X1 = 8.7 Cresid13 = -0.005 X1 = 8.7 Cresid13 = -0.005 X1 = 7.8 Cresid13 = -0.005 X1 = 7.8 Cresid13 = -0.005 X1 = 7.7 Cresid13 = -0.008 X1 = 7.7 Cresid13 = -0.008 X1 = 7.4 Cresid13 = -0.008 X1 = 7.4 Cresid13 = -0.008 X1 = 7.3 Cresid13 = -0.011 X1 = 7.3 Cresid13 = -0.011 X1 = 6.7 Cresid13 = -0.012 X1 = 6.7 Cresid13 = -0.012 X1 = 6.6 Cresid13 = -0.012 X1 = 6.6 Cresid13 = -0.012 X1 = 6.5 Cresid13 = -0.011 X1 = 6.5 Cresid13 = -0.011 X1 = 6.4 Cresid13 = -0.013 X1 = 6.4 Cresid13 = -0.013 X1 = 6.3 Cresid13 = -0.013 X1 = 6.3 Cresid13 = -0.013 X1 = 6 Cresid13 = -0.013 X1 = 6 Cresid13 = -0.013 X1 = 5.8 Cresid13 = -0.027 X1 = 5.8 Cresid13 = -0.027 X1 = 5.7 Cresid13 = -0.013 X1 = 5.7 Cresid13 = -0.013 X1 = 5.6 Cresid13 = -0.013 X1 = 5.6 Cresid13 = -0.013 X1 = 5.4 Cresid13 = -0.014 X1 = 5.4 Cresid13 = -0.014 X1 = 5.3 Cresid13 = -0.016 X1 = 5.3 Cresid13 = -0.016 X1 = 5.2 Cresid13 = -0.018 X1 = 5.2 Cresid13 = -0.018 X1 = 5.1 Cresid13 = 0.015 X1 = 5.1 Cresid13 = 0.015 X1 = 5 Cresid13 = 0.0175 X1 = 5 Cresid13 = 0.0175 X1 = 4.8 Cresid13 = 0.0192 X1 = 4.8 Cresid13 = 0.0192 X1 = 4.5 Cresid13 = 0.0222 X1 = 4.5 Cresid13 = 0.0222 X1 = 4.3 Cresid13 = 0.0229 X1 = 4.3 Cresid13 = 0.0229 X1 = 3.9 Cresid13 = 0.0309 X1 = 3.9 Cresid13 = 0.0309 X1 = 3.7 Cresid13 = 0.0339 X1 = 3.7 Cresid13 = 0.0339 X1 = 3.6 Cresid13 = 0.02 X1 = 3.6 Cresid13 = 0.02 X1 = 3.4 Cresid13 = 0.0141 X1 = 3.4 Cresid13 = 0.0141 X1 = 3.2 Cresid13 = 0.0166 X1 = 3.2 Cresid13 = 0.0166 X1 = 2.6 Cresid13 = 0.0199 X1 = 2.6 Cresid13 = 0.0199 X1 = 8.8 Cresid12 = 0.0039 X1 = 8.8 Cresid12 = 0.0039 X1 = 8.7 Cresid12 = 0.0061 X1 = 8.7 Cresid12 = 0.0061 X1 = 7.8 Cresid12 = 0.0093 X1 = 7.8 Cresid12 = 0.0093 X1 = 7.7 Cresid12 = 0.0151 X1 = 7.7 Cresid12 = 0.0151 X1 = 7.4 Cresid12 = 0.0152 X1 = 7.4 Cresid12 = 0.0152 X1 = 7.3 Cresid12 = 0.018 X1 = 7.3 Cresid12 = 0.018 X1 = 6.7 Cresid12 = 0.0187 X1 = 6.7 Cresid12 = 0.0187 X1 = 6.6 Cresid12 = 0.0151 X1 = 6.6 Cresid12 = 0.0151 X1 = 6.5 Cresid12 = 0.0134 X1 = 6.5 Cresid12 = 0.0134 X1 = 6.4 Cresid12 = 0.0098 X1 = 6.4 Cresid12 = 0.0098 X1 = 6.3 Cresid12 = 0.0066 X1 = 6.3 Cresid12 = 0.0066 X1 = 6 Cresid12 = 0.0091 X1 = 6 Cresid12 = 0.0091 X1 = 5.8 Cresid12 = 0.0051 X1 = 5.8 Cresid12 = 0.0051 X1 = 5.7 Cresid12 = -0.005 X1 = 5.7 Cresid12 = -0.005 X1 = 5.6 Cresid12 = -0.006 X1 = 5.6 Cresid12 = -0.006 X1 = 5.4 Cresid12 = -0.007 X1 = 5.4 Cresid12 = -0.007 X1 = 5.3 Cresid12 = -0.013 X1 = 5.3 Cresid12 = -0.013 X1 = 5.2 Cresid12 = -0.014 X1 = 5.2 Cresid12 = -0.014 X1 = 5.1 Cresid12 = -0.017 X1 = 5.1 Cresid12 = -0.017 X1 = 5 Cresid12 = -0.022 X1 = 5 Cresid12 = -0.022 X1 = 4.8 Cresid12 = -0.024 X1 = 4.8 Cresid12 = -0.024 X1 = 4.5 Cresid12 = -0.026 X1 = 4.5 Cresid12 = -0.026 X1 = 4.3 Cresid12 = -0.028 X1 = 4.3 Cresid12 = -0.028 X1 = 3.9 Cresid12 = -0.026 X1 = 3.9 Cresid12 = -0.026 X1 = 3.7 Cresid12 = -0.029 X1 = 3.7 Cresid12 = -0.029 X1 = 3.6 Cresid12 = -0.031 X1 = 3.6 Cresid12 = -0.031 X1 = 3.4 Cresid12 = -0.02 X1 = 3.4 Cresid12 = -0.02 X1 = 3.2 Cresid12 = 0.0058 X1 = 3.2 Cresid12 = 0.0058 X1 = 2.6 Cresid12 = 0.0061 X1 = 2.6 Cresid12 = 0.0061 X1 = 8.8 Cresid11 = 0.0073 X1 = 8.8 Cresid11 = 0.0073 X1 = 8.7 Cresid11 = 0.0016 X1 = 8.7 Cresid11 = 0.0016 X1 = 7.8 Cresid11 = -0.002 X1 = 7.8 Cresid11 = -0.002 X1 = 7.7 Cresid11 = -0.001 X1 = 7.7 Cresid11 = -0.001 X1 = 7.4 Cresid11 = -27E-5 X1 = 7.4 Cresid11 = -27E-5 X1 = 7.3 Cresid11 = .00025 X1 = 7.3 Cresid11 = .00025 X1 = 6.7 Cresid11 = 0.0022 X1 = 6.7 Cresid11 = 0.0022 X1 = 6.6 Cresid11 = 0.0022 X1 = 6.6 Cresid11 = 0.0022 X1 = 6.5 Cresid11 = 0.0043 X1 = 6.5 Cresid11 = 0.0043 X1 = 6.4 Cresid11 = 0.0086 X1 = 6.4 Cresid11 = 0.0086 X1 = 6.3 Cresid11 = 0.0107 X1 = 6.3 Cresid11 = 0.0107 X1 = 6 Cresid11 = 0.0121 X1 = 6 Cresid11 = 0.0121 X1 = 5.8 Cresid11 = 0.0127 X1 = 5.8 Cresid11 = 0.0127 X1 = 5.7 Cresid11 = -0.002 X1 = 5.7 Cresid11 = -0.002 X1 = 5.6 Cresid11 = -0.001 X1 = 5.6 Cresid11 = -0.001 X1 = 5.4 Cresid11 = -56E-5 X1 = 5.4 Cresid11 = -56E-5 X1 = 5.3 Cresid11 = -62E-5 X1 = 5.3 Cresid11 = -62E-5 X1 = 5.2 Cresid11 = -0.003 X1 = 5.2 Cresid11 = -0.003 X1 = 5.1 Cresid11 = -0.003 X1 = 5.1 Cresid11 = -0.003 X1 = 5 Cresid11 = -0.006 X1 = 5 Cresid11 = -0.006 X1 = 4.8 Cresid11 = -0.007 X1 = 4.8 Cresid11 = -0.007 X1 = 4.5 Cresid11 = -0.02 X1 = 4.5 Cresid11 = -0.02 X1 = 4.3 Cresid11 = -0.021 X1 = 4.3 Cresid11 = -0.021 X1 = 3.9 Cresid11 = -0.021 X1 = 3.9 Cresid11 = -0.021 X1 = 3.7 Cresid11 = -0.022 X1 = 3.7 Cresid11 = -0.022 X1 = 3.6 Cresid11 = -0.017 X1 = 3.6 Cresid11 = -0.017 X1 = 3.4 Cresid11 = -0.004 X1 = 3.4 Cresid11 = -0.004 X1 = 3.2 Cresid11 = 0.0106 X1 = 3.2 Cresid11 = 0.0106 X1 = 2.6 Cresid11 = 0.0013 X1 = 2.6 Cresid11 = 0.0013 X1 = 8.8 Cresid10 = -0.003 X1 = 8.8 Cresid10 = -0.003 X1 = 8.7 Cresid10 = -0.004 X1 = 8.7 Cresid10 = -0.004 X1 = 7.8 Cresid10 = -0.005 X1 = 7.8 Cresid10 = -0.005 X1 = 7.7 Cresid10 = -0.01 X1 = 7.7 Cresid10 = -0.01 X1 = 7.4 Cresid10 = -0.007 X1 = 7.4 Cresid10 = -0.007 X1 = 7.3 Cresid10 = -0.006 X1 = 7.3 Cresid10 = -0.006 X1 = 6.7 Cresid10 = -0.005 X1 = 6.7 Cresid10 = -0.005 X1 = 6.6 Cresid10 = -0.007 X1 = 6.6 Cresid10 = -0.007 X1 = 6.5 Cresid10 = -0.003 X1 = 6.5 Cresid10 = -0.003 X1 = 6.4 Cresid10 = -0.001 X1 = 6.4 Cresid10 = -0.001 X1 = 6.3 Cresid10 = 0.0025 X1 = 6.3 Cresid10 = 0.0025 X1 = 6 Cresid10 = 0.0048 X1 = 6 Cresid10 = 0.0048 <