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  X1 = 5.8 
 Cresid10 = 0.0125  X1 = 5.8 
 Cresid10 = 0.0125  X1 = 5.7 
 Cresid10 = -0.014  X1 = 5.7 
 Cresid10 = -0.014  X1 = 5.6 
 Cresid10 = -0.014  X1 = 5.6 
 Cresid10 = -0.014  X1 = 5.4 
 Cresid10 = -0.014  X1 = 5.4 
 Cresid10 = -0.014  X1 = 5.3 
 Cresid10 = -0.013  X1 = 5.3 
 Cresid10 = -0.013  X1 = 5.2 
 Cresid10 = -0.016  X1 = 5.2 
 Cresid10 = -0.016  X1 = 5.1 
 Cresid10 = -0.005  X1 = 5.1 
 Cresid10 = -0.005  X1 = 5 
 Cresid10 = -0.002  X1 = 5 
 Cresid10 = -0.002  X1 = 4.8 
 Cresid10 = -0.003  X1 = 4.8 
 Cresid10 = -0.003  X1 = 4.5 
 Cresid10 = 0.0131  X1 = 4.5 
 Cresid10 = 0.0131  X1 = 4.3 
 Cresid10 = 0.0116  X1 = 4.3 
 Cresid10 = 0.0116  X1 = 3.9 
 Cresid10 = 0.0209  X1 = 3.9 
 Cresid10 = 0.0209  X1 = 3.7 
 Cresid10 = 0.0202  X1 = 3.7 
 Cresid10 = 0.0202  X1 = 3.6 
 Cresid10 = 0.0169  X1 = 3.6 
 Cresid10 = 0.0169  X1 = 3.4 
 Cresid10 = 0.0101  X1 = 3.4 
 Cresid10 = 0.0101  X1 = 3.2 
 Cresid10 = 0.0058  X1 = 3.2 
 Cresid10 = 0.0058  X1 = 2.6 
 Cresid10 = 0.0042  X1 = 2.6 
 Cresid10 = 0.0042  X1 = 8.8 
 Cresid9 = -0.007  X1 = 8.8 
 Cresid9 = -0.007  X1 = 8.7 
 Cresid9 = 0.0031  X1 = 8.7 
 Cresid9 = 0.0031  X1 = 7.8 
 Cresid9 = 0.0025  X1 = 7.8 
 Cresid9 = 0.0025  X1 = 7.7 
 Cresid9 = 0.006  X1 = 7.7 
 Cresid9 = 0.006  X1 = 7.4 
 Cresid9 = 0.0085  X1 = 7.4 
 Cresid9 = 0.0085  X1 = 7.3 
 Cresid9 = 0.0108  X1 = 7.3 
 Cresid9 = 0.0108  X1 = 6.7 
 Cresid9 = 0.0114  X1 = 6.7 
 Cresid9 = 0.0114  X1 = 6.6 
 Cresid9 = 0.0134  X1 = 6.6 
 Cresid9 = 0.0134  X1 = 6.5 
 Cresid9 = 0.0111  X1 = 6.5 
 Cresid9 = 0.0111  X1 = 6.4 
 Cresid9 = 0.0155  X1 = 6.4 
 Cresid9 = 0.0155  X1 = 6.3 
 Cresid9 = 0.0152  X1 = 6.3 
 Cresid9 = 0.0152  X1 = 6 
 Cresid9 = 0.0086  X1 = 6 
 Cresid9 = 0.0086  X1 = 5.8 
 Cresid9 = -0.004  X1 = 5.8 
 Cresid9 = -0.004  X1 = 5.7 
 Cresid9 = 0.0044  X1 = 5.7 
 Cresid9 = 0.0044  X1 = 5.6 
 Cresid9 = 0.0063  X1 = 5.6 
 Cresid9 = 0.0063  X1 = 5.4 
 Cresid9 = 0.008  X1 = 5.4 
 Cresid9 = 0.008  X1 = 5.3 
 Cresid9 = 0.0104  X1 = 5.3 
 Cresid9 = 0.0104  X1 = 5.2 
 Cresid9 = 0.0133  X1 = 5.2 
 Cresid9 = 0.0133  X1 = 5.1 
 Cresid9 = 0.0012  X1 = 5.1 
 Cresid9 = 0.0012  X1 = 5 
 Cresid9 = -45E-5  X1 = 5 
 Cresid9 = -45E-5  X1 = 4.8 
 Cresid9 = -48E-5  X1 = 4.8 
 Cresid9 = -48E-5  X1 = 4.5 
 Cresid9 = -0.007  X1 = 4.5 
 Cresid9 = -0.007  X1 = 4.3 
 Cresid9 = -0.005  X1 = 4.3 
 Cresid9 = -0.005  X1 = 3.9 
 Cresid9 = -0.011  X1 = 3.9 
 Cresid9 = -0.011  X1 = 3.7 
 Cresid9 = -0.013  X1 = 3.7 
 Cresid9 = -0.013  X1 = 3.6 
 Cresid9 = -0.004  X1 = 3.6 
 Cresid9 = -0.004  X1 = 3.4 
 Cresid9 = -0.009  X1 = 3.4 
 Cresid9 = -0.009  X1 = 3.2 
 Cresid9 = 0.0016  X1 = 3.2 
 Cresid9 = 0.0016  X1 = 2.6 
 Cresid9 = 0.0053  X1 = 2.6 
 Cresid9 = 0.0053  X1 = 8.8 
 Cresid8 = -0.006  X1 = 8.8 
 Cresid8 = -0.006  X1 = 8.7 
 Cresid8 = -0.007  X1 = 8.7 
 Cresid8 = -0.007  X1 = 7.8 
 Cresid8 = -0.007  X1 = 7.8 
 Cresid8 = -0.007  X1 = 7.7 
 Cresid8 = -0.009  X1 = 7.7 
 Cresid8 = -0.009  X1 = 7.4 
 Cresid8 = -0.007  X1 = 7.4 
 Cresid8 = -0.007  X1 = 7.3 
 Cresid8 = -0.005  X1 = 7.3 
 Cresid8 = -0.005  X1 = 6.7 
 Cresid8 = -0.004  X1 = 6.7 
 Cresid8 = -0.004  X1 = 6.6 
 Cresid8 = -0.003  X1 = 6.6 
 Cresid8 = -0.003  X1 = 6.5 
 Cresid8 = -0.001  X1 = 6.5 
 Cresid8 = -0.001  X1 = 6.4 
 Cresid8 = 0.0013  X1 = 6.4 
 Cresid8 = 0.0013  X1 = 6.3 
 Cresid8 = 0.0033  X1 = 6.3 
 Cresid8 = 0.0033  X1 = 6 
 Cresid8 = -0.008  X1 = 6 
 Cresid8 = -0.008  X1 = 5.8 
 Cresid8 = 0.0045  X1 = 5.8 
 Cresid8 = 0.0045  X1 = 5.7 
 Cresid8 = 0.0101  X1 = 5.7 
 Cresid8 = 0.0101  X1 = 5.6 
 Cresid8 = 0.0105  X1 = 5.6 
 Cresid8 = 0.0105  X1 = 5.4 
 Cresid8 = 0.0092  X1 = 5.4 
 Cresid8 = 0.0092  X1 = 5.3 
 Cresid8 = 0.0101  X1 = 5.3 
 Cresid8 = 0.0101  X1 = 5.2 
 Cresid8 = 0.0091  X1 = 5.2 
 Cresid8 = 0.0091  X1 = 5.1 
 Cresid8 = 0.0164  X1 = 5.1 
 Cresid8 = 0.0164  X1 = 5 
 Cresid8 = 0.018  X1 = 5 
 Cresid8 = 0.018  X1 = 4.8 
 Cresid8 = 0.0197  X1 = 4.8 
 Cresid8 = 0.0197  X1 = 4.5 
 Cresid8 = 0.0201  X1 = 4.5 
 Cresid8 = 0.0201  X1 = 4.3 
 Cresid8 = 0.019  X1 = 4.3 
 Cresid8 = 0.019  X1 = 3.9 
 Cresid8 = 0.0117  X1 = 3.9 
 Cresid8 = 0.0117  X1 = 3.7 
 Cresid8 = 0.0108  X1 = 3.7 
 Cresid8 = 0.0108  X1 = 3.6 
 Cresid8 = 0.0048  X1 = 3.6 
 Cresid8 = 0.0048  X1 = 3.4 
 Cresid8 = 0.0189  X1 = 3.4 
 Cresid8 = 0.0189  X1 = 3.2 
 Cresid8 = 0.0075  X1 = 3.2 
 Cresid8 = 0.0075  X1 = 2.6 
 Cresid8 = -0.01  X1 = 2.6 
 Cresid8 = -0.01  X1 = 8.8 
 Cresid7 = 0.0095  X1 = 8.8 
 Cresid7 = 0.0095  X1 = 8.7 
 Cresid7 = 0.0086  X1 = 8.7 
 Cresid7 = 0.0086  X1 = 7.8 
 Cresid7 = 0.0059  X1 = 7.8 
 Cresid7 = 0.0059  X1 = 7.7 
 Cresid7 = 0.0081  X1 = 7.7 
 Cresid7 = 0.0081  X1 = 7.4 
 Cresid7 = 0.0079  X1 = 7.4 
 Cresid7 = 0.0079  X1 = 7.3 
 Cresid7 = 0.0091  X1 = 7.3 
 Cresid7 = 0.0091  X1 = 6.7 
 Cresid7 = 0.0097  X1 = 6.7 
 Cresid7 = 0.0097  X1 = 6.6 
 Cresid7 = 0.0114  X1 = 6.6 
 Cresid7 = 0.0114  X1 = 6.5 
 Cresid7 = 0.0103  X1 = 6.5 
 Cresid7 = 0.0103  X1 = 6.4 
 Cresid7 = 0.0085  X1 = 6.4 
 Cresid7 = 0.0085  X1 = 6.3 
 Cresid7 = 0.0044  X1 = 6.3 
 Cresid7 = 0.0044  X1 = 6 
 Cresid7 = -0.005  X1 = 6 
 Cresid7 = -0.005  X1 = 5.8 
 Cresid7 = -0.011  X1 = 5.8 
 Cresid7 = -0.011  X1 = 5.7 
 Cresid7 = 0.0012  X1 = 5.7 
 Cresid7 = 0.0012  X1 = 5.6 
 Cresid7 = -8E-5  X1 = 5.6 
 Cresid7 = -8E-5  X1 = 5.4 
 Cresid7 = -0.001  X1 = 5.4 
 Cresid7 = -0.001  X1 = 5.3 
 Cresid7 = -0.002  X1 = 5.3 
 Cresid7 = -0.002  X1 = 5.2 
 Cresid7 = -0.002  X1 = 5.2 
 Cresid7 = -0.002  X1 = 5.1 
 Cresid7 = -0.017  X1 = 5.1 
 Cresid7 = -0.017  X1 = 5 
 Cresid7 = -0.017  X1 = 5 
 Cresid7 = -0.017  X1 = 4.8 
 Cresid7 = -0.017  X1 = 4.8 
 Cresid7 = -0.017  X1 = 4.5 
 Cresid7 = -0.024  X1 = 4.5 
 Cresid7 = -0.024  X1 = 4.3 
 Cresid7 = -0.024  X1 = 4.3 
 Cresid7 = -0.024  X1 = 3.9 
 Cresid7 = -0.021  X1 = 3.9 
 Cresid7 = -0.021  X1 = 3.7 
 Cresid7 = -0.02  X1 = 3.7 
 Cresid7 = -0.02  X1 = 3.6 
 Cresid7 = -0.01  X1 = 3.6 
 Cresid7 = -0.01  X1 = 3.4 
 Cresid7 = -0.003  X1 = 3.4 
 Cresid7 = -0.003  X1 = 3.2 
 Cresid7 = 0.0004  X1 = 3.2 
 Cresid7 = 0.0004  X1 = 2.6 
 Cresid7 = -0.009  X1 = 2.6 
 Cresid7 = -0.009  X1 = 8.8 
 Cresid6 = 0.0083  X1 = 8.8 
 Cresid6 = 0.0083  X1 = 8.7 
 Cresid6 = 0.0066  X1 = 8.7 
 Cresid6 = 0.0066  X1 = 7.8 
 Cresid6 = 0.0086  X1 = 7.8 
 Cresid6 = 0.0086  X1 = 7.7 
 Cresid6 = 0.0121  X1 = 7.7 
 Cresid6 = 0.0121  X1 = 7.4 
 Cresid6 = 0.0125  X1 = 7.4 
 Cresid6 = 0.0125  X1 = 7.3 
 Cresid6 = 0.0113  X1 = 7.3 
 Cresid6 = 0.0113  X1 = 6.7 
 Cresid6 = 0.0092  X1 = 6.7 
 Cresid6 = 0.0092  X1 = 6.6 
 Cresid6 = 0.0097  X1 = 6.6 
 Cresid6 = 0.0097  X1 = 6.5 
 Cresid6 = 0.0083  X1 = 6.5 
 Cresid6 = 0.0083  X1 = 6.4 
 Cresid6 = 0.0046  X1 = 6.4 
 Cresid6 = 0.0046  X1 = 6.3 
 Cresid6 = 0.0037  X1 = 6.3 
 Cresid6 = 0.0037  X1 = 6 
 Cresid6 = 0.0025  X1 = 6 
 Cresid6 = 0.0025  X1 = 5.8 
 Cresid6 = -0.003  X1 = 5.8 
 Cresid6 = -0.003  X1 = 5.7 
 Cresid6 = -0.02  X1 = 5.7 
 Cresid6 = -0.02  X1 = 5.6 
 Cresid6 = -0.022  X1 = 5.6 
 Cresid6 = -0.022  X1 = 5.4 
 Cresid6 = -0.022  X1 = 5.4 
 Cresid6 = -0.022  X1 = 5.3 
 Cresid6 = -0.024  X1 = 5.3 
 Cresid6 = -0.024  X1 = 5.2 
 Cresid6 = -0.025  X1 = 5.2 
 Cresid6 = -0.025  X1 = 5.1 
 Cresid6 = -0.02  X1 = 5.1 
 Cresid6 = -0.02  X1 = 5 
 Cresid6 = -0.026  X1 = 5 
 Cresid6 = -0.026  X1 = 4.8 
 Cresid6 = -0.029  X1 = 4.8 
 Cresid6 = -0.029  X1 = 4.5 
 Cresid6 = -0.018  X1 = 4.5 
 Cresid6 = -0.018  X1 = 4.3 
 Cresid6 = -0.021  X1 = 4.3 
 Cresid6 = -0.021  X1 = 3.9 
 Cresid6 = -0.014  X1 = 3.9 
 Cresid6 = -0.014  X1 = 3.7 
 Cresid6 = -0.015  X1 = 3.7 
 Cresid6 = -0.015  X1 = 3.6 
 Cresid6 = -0.025  X1 = 3.6 
 Cresid6 = -0.025  X1 = 3.4 
 Cresid6 = -0.029  X1 = 3.4 
 Cresid6 = -0.029  X1 = 3.2 
 Cresid6 = -48E-5  X1 = 3.2 
 Cresid6 = -48E-5  X1 = 2.6 
 Cresid6 = 0.0123  X1 = 2.6 
 Cresid6 = 0.0123  X1 = 8.8 
 Cresid5 = 0.0058  X1 = 8.8 
 Cresid5 = 0.0058  X1 = 8.7 
 Cresid5 = -0.007  X1 = 8.7 
 Cresid5 = -0.007  X1 = 7.8 
 Cresid5 = -0.011  X1 = 7.8 
 Cresid5 = -0.011  X1 = 7.7 
 Cresid5 = -0.014  X1 = 7.7 
 Cresid5 = -0.014  X1 = 7.4 
 Cresid5 = -0.015  X1 = 7.4 
 Cresid5 = -0.015  X1 = 7.3 
 Cresid5 = -0.017  X1 = 7.3 
 Cresid5 = -0.017  X1 = 6.7 
 Cresid5 = -0.017  X1 = 6.7 
 Cresid5 = -0.017  X1 = 6.6 
 Cresid5 = -0.015  X1 = 6.6 
 Cresid5 = -0.015  X1 = 6.5 
 Cresid5 = -0.015  X1 = 6.5 
 Cresid5 = -0.015  X1 = 6.4 
 Cresid5 = -0.013  X1 = 6.4 
 Cresid5 = -0.013  X1 = 6.3 
 Cresid5 = -0.011  X1 = 6.3 
 Cresid5 = -0.011  X1 = 6 
 Cresid5 = -0.012  X1 = 6 
 Cresid5 = -0.012  X1 = 5.8 
 Cresid5 = -0.022  X1 = 5.8 
 Cresid5 = -0.022  X1 = 5.7 
 Cresid5 = -0.007  X1 = 5.7 
 Cresid5 = -0.007  X1 = 5.6 
 Cresid5 = -0.006  X1 = 5.6 
 Cresid5 = -0.006  X1 = 5.4 
 Cresid5 = -0.005  X1 = 5.4 
 Cresid5 = -0.005  X1 = 5.3 
 Cresid5 = -0.003  X1 = 5.3 
 Cresid5 = -0.003  X1 = 5.2 
 Cresid5 = -0.002  X1 = 5.2 
 Cresid5 = -0.002  X1 = 5.1 
 Cresid5 = -0.005  X1 = 5.1 
 Cresid5 = -0.005  X1 = 5 
 Cresid5 = .00058  X1 = 5 
 Cresid5 = .00058  X1 = 4.8 
 Cresid5 = 0.0043  X1 = 4.8 
 Cresid5 = 0.0043  X1 = 4.5 
 Cresid5 = 0.0107  X1 = 4.5 
 Cresid5 = 0.0107  X1 = 4.3 
 Cresid5 = 0.0122  X1 = 4.3 
 Cresid5 = 0.0122  X1 = 3.9 
 Cresid5 = 0.009  X1 = 3.9 
 Cresid5 = 0.009  X1 = 3.7 
 Cresid5 = 0.0141  X1 = 3.7 
 Cresid5 = 0.0141  X1 = 3.6 
 Cresid5 = 0.0226  X1 = 3.6 
 Cresid5 = 0.0226  X1 = 3.4 
 Cresid5 = 0.0171  X1 = 3.4 
 Cresid5 = 0.0171  X1 = 3.2 
 Cresid5 = 0.0243  X1 = 3.2 
 Cresid5 = 0.0243  X1 = 2.6 
 Cresid5 = 0.0132  X1 = 2.6 
 Cresid5 = 0.0132  X1 = 8.8 
 Cresid4 = -0.008  X1 = 8.8 
 Cresid4 = -0.008  X1 = 8.7 
 Cresid4 = -0.005  X1 = 8.7 
 Cresid4 = -0.005  X1 = 7.8 
 Cresid4 = -0.005  X1 = 7.8 
 Cresid4 = -0.005  X1 = 7.7 
 Cresid4 = -37E-5  X1 = 7.7 
 Cresid4 = -37E-5  X1 = 7.4 
 Cresid4 = 0.0017  X1 = 7.4 
 Cresid4 = 0.0017  X1 = 7.3 
 Cresid4 = 0.003  X1 = 7.3 
 Cresid4 = 0.003  X1 = 6.7 
 Cresid4 = 0.0041  X1 = 6.7 
 Cresid4 = 0.0041  X1 = 6.6 
 Cresid4 = 0.0049  X1 = 6.6 
 Cresid4 = 0.0049  X1 = 6.5 
 Cresid4 = 0.0044  X1 = 6.5 
 Cresid4 = 0.0044  X1 = 6.4 
 Cresid4 = 0.006  X1 = 6.4 
 Cresid4 = 0.006  X1 = 6.3 
 Cresid4 = 0.008  X1 = 6.3 
 Cresid4 = 0.008  X1 = 6 
 Cresid4 = -0.001  X1 = 6 
 Cresid4 = -0.001  X1 = 5.8 
 Cresid4 = 0.0076  X1 = 5.8 
 Cresid4 = 0.0076  X1 = 5.7 
 Cresid4 = 0.0181  X1 = 5.7 
 Cresid4 = 0.0181  X1 = 5.6 
 Cresid4 = 0.0189  X1 = 5.6 
 Cresid4 = 0.0189  X1 = 5.4 
 Cresid4 = 0.0183  X1 = 5.4 
 Cresid4 = 0.0183  X1 = 5.3 
 Cresid4 = 0.0184  X1 = 5.3 
 Cresid4 = 0.0184  X1 = 5.2 
 Cresid4 = 0.02  X1 = 5.2 
 Cresid4 = 0.02  X1 = 5.1 
 Cresid4 = 0.0164  X1 = 5.1 
 Cresid4 = 0.0164  X1 = 5 
 Cresid4 = 0.0135  X1 = 5 
 Cresid4 = 0.0135  X1 = 4.8 
 Cresid4 = 0.0134  X1 = 4.8 
 Cresid4 = 0.0134  X1 = 4.5 
 Cresid4 = 0.0084  X1 = 4.5 
 Cresid4 = 0.0084  X1 = 4.3 
 Cresid4 = 0.0095  X1 = 4.3 
 Cresid4 = 0.0095  X1 = 3.9 
 Cresid4 = -0.002  X1 = 3.9 
 Cresid4 = -0.002  X1 = 3.7 
 Cresid4 = .00048  X1 = 3.7 
 Cresid4 = .00048  X1 = 3.6 
 Cresid4 = .00034  X1 = 3.6 
 Cresid4 = .00034  X1 = 3.4 
 Cresid4 = 0.0022  X1 = 3.4 
 Cresid4 = 0.0022  X1 = 3.2 
 Cresid4 = -0.015  X1 = 3.2 
 Cresid4 = -0.015  X1 = 2.6 
 Cresid4 = .00076  X1 = 2.6 
 Cresid4 = .00076  X1 = 8.8 
 Cresid3 = -0.008  X1 = 8.8 
 Cresid3 = -0.008  X1 = 8.7 
 Cresid3 = .00074  X1 = 8.7 
 Cresid3 = .00074  X1 = 7.8 
 Cresid3 = 0.0035  X1 = 7.8 
 Cresid3 = 0.0035  X1 = 7.7 
 Cresid3 = 0.0068  X1 = 7.7 
 Cresid3 = 0.0068  X1 = 7.4 
 Cresid3 = 0.0064  X1 = 7.4 
 Cresid3 = 0.0064  X1 = 7.3 
 Cresid3 = 0.0061  X1 = 7.3 
 Cresid3 = 0.0061  X1 = 6.7 
 Cresid3 = 0.0067  X1 = 6.7 
 Cresid3 = 0.0067  X1 = 6.6 
 Cresid3 = 0.0067  X1 = 6.6 
 Cresid3 = 0.0067  X1 = 6.5 
 Cresid3 = 0.0057  X1 = 6.5 
 Cresid3 = 0.0057  X1 = 6.4 
 Cresid3 = 0.0068  X1 = 6.4 
 Cresid3 = 0.0068  X1 = 6.3 
 Cresid3 = 0.0042  X1 = 6.3 
 Cresid3 = 0.0042  X1 = 6 
 Cresid3 = 0.0113  X1 = 6 
 Cresid3 = 0.0113  X1 = 5.8 
 Cresid3 = 0.0187  X1 = 5.8 
 Cresid3 = 0.0187  X1 = 5.7 
 Cresid3 = 0.0096  X1 = 5.7 
 Cresid3 = 0.0096  X1 = 5.6 
 Cresid3 = 0.0097  X1 = 5.6 
 Cresid3 = 0.0097  X1 = 5.4 
 Cresid3 = 0.0122  X1 = 5.4 
 Cresid3 = 0.0122  X1 = 5.3 
 Cresid3 = 0.014  X1 = 5.3 
 Cresid3 = 0.014  X1 = 5.2 
 Cresid3 = 0.0162  X1 = 5.2 
 Cresid3 = 0.0162  X1 = 5.1 
 Cresid3 = 0.0129  X1 = 5.1 
 Cresid3 = 0.0129  X1 = 5 
 Cresid3 = 0.0143  X1 = 5 
 Cresid3 = 0.0143  X1 = 4.8 
 Cresid3 = 0.0139  X1 = 4.8 
 Cresid3 = 0.0139  X1 = 4.5 
 Cresid3 = 0.0044  X1 = 4.5 
 Cresid3 = 0.0044  X1 = 4.3 
 Cresid3 = 0.0098  X1 = 4.3 
 Cresid3 = 0.0098  X1 = 3.9 
 Cresid3 = -0.005  X1 = 3.9 
 Cresid3 = -0.005  X1 = 3.7 
 Cresid3 = -0.002  X1 = 3.7 
 Cresid3 = -0.002  X1 = 3.6 
 Cresid3 = 0.0013  X1 = 3.6 
 Cresid3 = 0.0013  X1 = 3.4 
 Cresid3 = 0.0013  X1 = 3.4 
 Cresid3 = 0.0013  X1 = 3.2 
 Cresid3 = -0.024  X1 = 3.2 
 Cresid3 = -0.024  X1 = 2.6 
 Cresid3 = -0.018  X1 = 2.6 
 Cresid3 = -0.018  X1 = 8.8 
 Cresid2 = -0.008  X1 = 8.8 
 Cresid2 = -0.008  X1 = 8.7 
 Cresid2 = -0.019  X1 = 8.7 
 Cresid2 = -0.019  X1 = 7.8 
 Cresid2 = -0.012  X1 = 7.8 
 Cresid2 = -0.012  X1 = 7.7 
 Cresid2 = -0.005  X1 = 7.7 
 Cresid2 = -0.005  X1 = 7.4 
 Cresid2 = -0.004  X1 = 7.4 
 Cresid2 = -0.004  X1 = 7.3 
 Cresid2 = -0.004  X1 = 7.3 
 Cresid2 = -0.004  X1 = 6.7 
 Cresid2 = -0.005  X1 = 6.7 
 Cresid2 = -0.005  X1 = 6.6 
 Cresid2 = -0.005  X1 = 6.6 
 Cresid2 = -0.005  X1 = 6.5 
 Cresid2 = -0.005  X1 = 6.5 
 Cresid2 = -0.005  X1 = 6.4 
 Cresid2 = -0.01  X1 = 6.4 
 Cresid2 = -0.01  X1 = 6.3 
 Cresid2 = -0.008  X1 = 6.3 
 Cresid2 = -0.008  X1 = 6 
 Cresid2 = -0.01  X1 = 6 
 Cresid2 = -0.01  X1 = 5.8 
 Cresid2 = -0.013  X1 = 5.8 
 Cresid2 = -0.013  X1 = 5.7 
 Cresid2 = 0.0095  X1 = 5.7 
 Cresid2 = 0.0095  X1 = 5.6 
 Cresid2 = 0.008  X1 = 5.6 
 Cresid2 = 0.008  X1 = 5.4 
 Cresid2 = 0.0077  X1 = 5.4 
 Cresid2 = 0.0077  X1 = 5.3 
 Cresid2 = 0.0063  X1 = 5.3 
 Cresid2 = 0.0063  X1 = 5.2 
 Cresid2 = 0.0061  X1 = 5.2 
 Cresid2 = 0.0061  X1 = 5.1 
 Cresid2 = 0.0113  X1 = 5.1 
 Cresid2 = 0.0113  X1 = 5 
 Cresid2 = 0.0125  X1 = 5 
 Cresid2 = 0.0125  X1 = 4.8 
 Cresid2 = 0.012  X1 = 4.8 
 Cresid2 = 0.012  X1 = 4.5 
 Cresid2 = 0.0201  X1 = 4.5 
 Cresid2 = 0.0201  X1 = 4.3 
 Cresid2 = 0.0219  X1 = 4.3 
 Cresid2 = 0.0219  X1 = 3.9 
 Cresid2 = 0.0233  X1 = 3.9 
 Cresid2 = 0.0233  X1 = 3.7 
 Cresid2 = 0.0243  X1 = 3.7 
 Cresid2 = 0.0243  X1 = 3.6 
 Cresid2 = 0.0209  X1 = 3.6 
 Cresid2 = 0.0209  X1 = 3.4 
 Cresid2 = 0.0145  X1 = 3.4 
 Cresid2 = 0.0145  X1 = 3.2 
 Cresid2 = 0.0066  X1 = 3.2 
 Cresid2 = 0.0066  X1 = 2.6 
 Cresid2 = 0.0078  X1 = 2.6 
 Cresid2 = 0.0078  X1 = 8.8 
 Cresid1 = -0.005  X1 = 8.8 
 Cresid1 = -0.005  X1 = 8.7 
 Cresid1 = -0.009  X1 = 8.7 
 Cresid1 = -0.009  X1 = 7.8 
 Cresid1 = -0.003  X1 = 7.8 
 Cresid1 = -0.003  X1 = 7.7 
 Cresid1 = -0.002  X1 = 7.7 
 Cresid1 = -0.002  X1 = 7.4 
 Cresid1 = -0.001  X1 = 7.4 
 Cresid1 = -0.001  X1 = 7.3 
 Cresid1 = -72E-6  X1 = 7.3 
 Cresid1 = -72E-6  X1 = 6.7 
 Cresid1 = 0.0021  X1 = 6.7 
 Cresid1 = 0.0021  X1 = 6.6 
 Cresid1 = .00099  X1 = 6.6 
 Cresid1 = .00099  X1 = 6.5 
 Cresid1 = 0.0013  X1 = 6.5 
 Cresid1 = 0.0013  X1 = 6.4 
 Cresid1 = 0.0033  X1 = 6.4 
 Cresid1 = 0.0033  X1 = 6.3 
 Cresid1 = 0.0042  X1 = 6.3 
 Cresid1 = 0.0042  X1 = 6 
 Cresid1 = 0.0083  X1 = 6 
 Cresid1 = 0.0083  X1 = 5.8 
 Cresid1 = 0.0011  X1 = 5.8 
 Cresid1 = 0.0011  X1 = 5.7 
 Cresid1 = 0.0102  X1 = 5.7 
 Cresid1 = 0.0102  X1 = 5.6 
 Cresid1 = 0.0094  X1 = 5.6 
 Cresid1 = 0.0094  X1 = 5.4 
 Cresid1 = 0.0105  X1 = 5.4 
 Cresid1 = 0.0105  X1 = 5.3 
 Cresid1 = 0.0127  X1 = 5.3 
 Cresid1 = 0.0127  X1 = 5.2 
 Cresid1 = 0.0147  X1 = 5.2 
 Cresid1 = 0.0147  X1 = 5.1 
 Cresid1 = 0.0032  X1 = 5.1 
 Cresid1 = 0.0032  X1 = 5 
 Cresid1 = 0.0049  X1 = 5 
 Cresid1 = 0.0049  X1 = 4.8 
 Cresid1 = 0.0059  X1 = 4.8 
 Cresid1 = 0.0059  X1 = 4.5 
 Cresid1 = -0.013  X1 = 4.5 
 Cresid1 = -0.013  X1 = 4.3 
 Cresid1 = -0.008  X1 = 4.3 
 Cresid1 = -0.008  X1 = 3.9 
 Cresid1 = -0.01  X1 = 3.9 
 Cresid1 = -0.01  X1 = 3.7 
 Cresid1 = -0.006  X1 = 3.7 
 Cresid1 = -0.006  X1 = 3.6 
 Cresid1 = 0.0084  X1 = 3.6 
 Cresid1 = 0.0084  X1 = 3.4 
 Cresid1 = 0.0127  X1 = 3.4 
 Cresid1 = 0.0127  X1 = 3.2 
 Cresid1 = 0.0094  X1 = 3.2 
 Cresid1 = 0.0094  X1 = 2.6 
 Cresid1 = 0.0144  X1 = 2.6 
 Cresid1 = 0.0144
Cumulative Residual Plot for X1

 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 
 Cresid2 = -0.008  X1 = 8.8 
 Cresid2 = -0.008  X1 = 8.7 
 Cresid2 = -0.019  X1 = 8.7 
 Cresid2 = -0.019  X1 = 7.8 
 Cresid2 = -0.012  X1 = 7.8 
 Cresid2 = -0.012  X1 = 7.7 
 Cresid2 = -0.005  X1 = 7.7 
 Cresid2 = -0.005  X1 = 7.4 
 Cresid2 = -0.004  X1 = 7.4 
 Cresid2 = -0.004  X1 = 7.3 
 Cresid2 = -0.004  X1 = 7.3 
 Cresid2 = -0.004  X1 = 6.7 
 Cresid2 = -0.005  X1 = 6.7 
 Cresid2 = -0.005  X1 = 6.6 
 Cresid2 = -0.005  X1 = 6.6 
 Cresid2 = -0.005  X1 = 6.5 
 Cresid2 = -0.005  X1 = 6.5 
 Cresid2 = -0.005  X1 = 6.4 
 Cresid2 = -0.01  X1 = 6.4 
 Cresid2 = -0.01  X1 = 6.3 
 Cresid2 = -0.008  X1 = 6.3 
 Cresid2 = -0.008  X1 = 6 
 Cresid2 = -0.01  X1 = 6 
 Cresid2 = -0.01  X1 = 5.8 
 Cresid2 = -0.013  X1 = 5.8 
 Cresid2 = -0.013  X1 = 5.7 
 Cresid2 = 0.0095  X1 = 5.7 
 Cresid2 = 0.0095  X1 = 5.6 
 Cresid2 = 0.008  X1 = 5.6 
 Cresid2 = 0.008  X1 = 5.4 
 Cresid2 = 0.0077  X1 = 5.4 
 Cresid2 = 0.0077  X1 = 5.3 
 Cresid2 = 0.0063  X1 = 5.3 
 Cresid2 = 0.0063  X1 = 5.2 
 Cresid2 = 0.0061  X1 = 5.2 
 Cresid2 = 0.0061  X1 = 5.1 
 Cresid2 = 0.0113  X1 = 5.1 
 Cresid2 = 0.0113  X1 = 5 
 Cresid2 = 0.0125  X1 = 5 
 Cresid2 = 0.0125  X1 = 4.8 
 Cresid2 = 0.012  X1 = 4.8 
 Cresid2 = 0.012  X1 = 4.5 
 Cresid2 = 0.0201  X1 = 4.5 
 Cresid2 = 0.0201  X1 = 4.3 
 Cresid2 = 0.0219  X1 = 4.3 
 Cresid2 = 0.0219  X1 = 3.9 
 Cresid2 = 0.0233  X1 = 3.9 
 Cresid2 = 0.0233  X1 = 3.7 
 Cresid2 = 0.0243  X1 = 3.7 
 Cresid2 = 0.0243  X1 = 3.6 
 Cresid2 = 0.0209  X1 = 3.6 
 Cresid2 = 0.0209  X1 = 3.4 
 Cresid2 = 0.0145  X1 = 3.4 
 Cresid2 = 0.0145  X1 = 3.2 
 Cresid2 = 0.0066  X1 = 3.2 
 Cresid2 = 0.0066  X1 = 2.6 
 Cresid2 = 0.0078  X1 = 2.6 
 Cresid2 = 0.0078  X1 = 8.8 
 Cresid1 = -0.005  X1 = 8.8 
 Cresid1 = -0.005  X1 = 8.7 
 Cresid1 = -0.009  X1 = 8.7 
 Cresid1 = -0.009  X1 = 7.8 
 Cresid1 = -0.003  X1 = 7.8 
 Cresid1 = -0.003  X1 = 7.7 
 Cresid1 = -0.002  X1 = 7.7 
 Cresid1 = -0.002  X1 = 7.4 
 Cresid1 = -0.001  X1 = 7.4 
 Cresid1 = -0.001  X1 = 7.3 
 Cresid1 = -72E-6  X1 = 7.3 
 Cresid1 = -72E-6  X1 = 6.7 
 Cresid1 = 0.0021  X1 = 6.7 
 Cresid1 = 0.0021  X1 = 6.6 
 Cresid1 = .00099  X1 = 6.6 
 Cresid1 = .00099  X1 = 6.5 
 Cresid1 = 0.0013  X1 = 6.5 
 Cresid1 = 0.0013  X1 = 6.4 
 Cresid1 = 0.0033  X1 = 6.4 
 Cresid1 = 0.0033  X1 = 6.3 
 Cresid1 = 0.0042  X1 = 6.3 
 Cresid1 = 0.0042  X1 = 6 
 Cresid1 = 0.0083  X1 = 6 
 Cresid1 = 0.0083  X1 = 5.8 
 Cresid1 = 0.0011  X1 = 5.8 
 Cresid1 = 0.0011  X1 = 5.7 
 Cresid1 = 0.0102  X1 = 5.7 
 Cresid1 = 0.0102  X1 = 5.6 
 Cresid1 = 0.0094  X1 = 5.6 
 Cresid1 = 0.0094  X1 = 5.4 
 Cresid1 = 0.0105  X1 = 5.4 
 Cresid1 = 0.0105  X1 = 5.3 
 Cresid1 = 0.0127  X1 = 5.3 
 Cresid1 = 0.0127  X1 = 5.2 
 Cresid1 = 0.0147  X1 = 5.2 
 Cresid1 = 0.0147  X1 = 5.1 
 Cresid1 = 0.0032  X1 = 5.1 
 Cresid1 = 0.0032  X1 = 5 
 Cresid1 = 0.0049  X1 = 5 
 Cresid1 = 0.0049  X1 = 4.8 
 Cresid1 = 0.0059  X1 = 4.8 
 Cresid1 = 0.0059  X1 = 4.5 
 Cresid1 = -0.013  X1 = 4.5 
 Cresid1 = -0.013  X1 = 4.3 
 Cresid1 = -0.008  X1 = 4.3 
 Cresid1 = -0.008  X1 = 3.9 
 Cresid1 = -0.01  X1 = 3.9 
 Cresid1 = -0.01  X1 = 3.7 
 Cresid1 = -0.006  X1 = 3.7 
 Cresid1 = -0.006  X1 = 3.6 
 Cresid1 = 0.0084  X1 = 3.6 
 Cresid1 = 0.0084  X1 = 3.4 
 Cresid1 = 0.0127  X1 = 3.4 
 Cresid1 = 0.0127  X1 = 3.2 
 Cresid1 = 0.0094  X1 = 3.2 
 Cresid1 = 0.0094  X1 = 2.6 
 Cresid1 = 0.0144  X1 = 2.6 
 Cresid1 = 0.0144  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 
 Cresid4 = -0.008  X1 = 8.8 
 Cresid4 = -0.008  X1 = 8.7 
 Cresid4 = -0.005  X1 = 8.7 
 Cresid4 = -0.005  X1 = 7.8 
 Cresid4 = -0.005  X1 = 7.8 
 Cresid4 = -0.005  X1 = 7.7 
 Cresid4 = -37E-5  X1 = 7.7 
 Cresid4 = -37E-5  X1 = 7.4 
 Cresid4 = 0.0017  X1 = 7.4 
 Cresid4 = 0.0017  X1 = 7.3 
 Cresid4 = 0.003  X1 = 7.3 
 Cresid4 = 0.003  X1 = 6.7 
 Cresid4 = 0.0041  X1 = 6.7 
 Cresid4 = 0.0041  X1 = 6.6 
 Cresid4 = 0.0049  X1 = 6.6 
 Cresid4 = 0.0049  X1 = 6.5 
 Cresid4 = 0.0044  X1 = 6.5 
 Cresid4 = 0.0044  X1 = 6.4 
 Cresid4 = 0.006  X1 = 6.4 
 Cresid4 = 0.006  X1 = 6.3 
 Cresid4 = 0.008  X1 = 6.3 
 Cresid4 = 0.008  X1 = 6 
 Cresid4 = -0.001  X1 = 6 
 Cresid4 = -0.001  X1 = 5.8 
 Cresid4 = 0.0076  X1 = 5.8 
 Cresid4 = 0.0076  X1 = 5.7 
 Cresid4 = 0.0181  X1 = 5.7 
 Cresid4 = 0.0181  X1 = 5.6 
 Cresid4 = 0.0189  X1 = 5.6 
 Cresid4 = 0.0189  X1 = 5.4 
 Cresid4 = 0.0183  X1 = 5.4 
 Cresid4 = 0.0183  X1 = 5.3 
 Cresid4 = 0.0184  X1 = 5.3 
 Cresid4 = 0.0184  X1 = 5.2 
 Cresid4 = 0.02  X1 = 5.2 
 Cresid4 = 0.02  X1 = 5.1 
 Cresid4 = 0.0164  X1 = 5.1 
 Cresid4 = 0.0164  X1 = 5 
 Cresid4 = 0.0135  X1 = 5 
 Cresid4 = 0.0135  X1 = 4.8 
 Cresid4 = 0.0134  X1 = 4.8 
 Cresid4 = 0.0134  X1 = 4.5 
 Cresid4 = 0.0084  X1 = 4.5 
 Cresid4 = 0.0084  X1 = 4.3 
 Cresid4 = 0.0095  X1 = 4.3 
 Cresid4 = 0.0095  X1 = 3.9 
 Cresid4 = -0.002  X1 = 3.9 
 Cresid4 = -0.002  X1 = 3.7 
 Cresid4 = .00048  X1 = 3.7 
 Cresid4 = .00048  X1 = 3.6 
 Cresid4 = .00034  X1 = 3.6 
 Cresid4 = .00034  X1 = 3.4 
 Cresid4 = 0.0022  X1 = 3.4 
 Cresid4 = 0.0022  X1 = 3.2 
 Cresid4 = -0.015  X1 = 3.2 
 Cresid4 = -0.015  X1 = 2.6 
 Cresid4 = .00076  X1 = 2.6 
 Cresid4 = .00076  X1 = 8.8 
 Cresid3 = -0.008  X1 = 8.8 
 Cresid3 = -0.008  X1 = 8.7 
 Cresid3 = .00074  X1 = 8.7 
 Cresid3 = .00074  X1 = 7.8 
 Cresid3 = 0.0035  X1 = 7.8 
 Cresid3 = 0.0035  X1 = 7.7 
 Cresid3 = 0.0068  X1 = 7.7 
 Cresid3 = 0.0068  X1 = 7.4 
 Cresid3 = 0.0064  X1 = 7.4 
 Cresid3 = 0.0064  X1 = 7.3 
 Cresid3 = 0.0061  X1 = 7.3 
 Cresid3 = 0.0061  X1 = 6.7 
 Cresid3 = 0.0067  X1 = 6.7 
 Cresid3 = 0.0067  X1 = 6.6 
 Cresid3 = 0.0067  X1 = 6.6 
 Cresid3 = 0.0067  X1 = 6.5 
 Cresid3 = 0.0057  X1 = 6.5 
 Cresid3 = 0.0057  X1 = 6.4 
 Cresid3 = 0.0068  X1 = 6.4 
 Cresid3 = 0.0068  X1 = 6.3 
 Cresid3 = 0.0042  X1 = 6.3 
 Cresid3 = 0.0042  X1 = 6 
 Cresid3 = 0.0113  X1 = 6 
 Cresid3 = 0.0113  X1 = 5.8 
 Cresid3 = 0.0187  X1 = 5.8 
 Cresid3 = 0.0187  X1 = 5.7 
 Cresid3 = 0.0096  X1 = 5.7 
 Cresid3 = 0.0096  X1 = 5.6 
 Cresid3 = 0.0097  X1 = 5.6 
 Cresid3 = 0.0097  X1 = 5.4 
 Cresid3 = 0.0122  X1 = 5.4 
 Cresid3 = 0.0122  X1 = 5.3 
 Cresid3 = 0.014  X1 = 5.3 
 Cresid3 = 0.014  X1 = 5.2 
 Cresid3 = 0.0162  X1 = 5.2 
 Cresid3 = 0.0162  X1 = 5.1 
 Cresid3 = 0.0129  X1 = 5.1 
 Cresid3 = 0.0129  X1 = 5 
 Cresid3 = 0.0143  X1 = 5 
 Cresid3 = 0.0143  X1 = 4.8 
 Cresid3 = 0.0139  X1 = 4.8 
 Cresid3 = 0.0139  X1 = 4.5 
 Cresid3 = 0.0044  X1 = 4.5 
 Cresid3 = 0.0044  X1 = 4.3 
 Cresid3 = 0.0098  X1 = 4.3 
 Cresid3 = 0.0098  X1 = 3.9 
 Cresid3 = -0.005  X1 = 3.9 
 Cresid3 = -0.005  X1 = 3.7 
 Cresid3 = -0.002  X1 = 3.7 
 Cresid3 = -0.002  X1 = 3.6 
 Cresid3 = 0.0013  X1 = 3.6 
 Cresid3 = 0.0013  X1 = 3.4 
 Cresid3 = 0.0013  X1 = 3.4 
 Cresid3 = 0.0013  X1 = 3.2 
 Cresid3 = -0.024  X1 = 3.2 
 Cresid3 = -0.024  X1 = 2.6 
 Cresid3 = -0.018  X1 = 2.6 
 Cresid3 = -0.018  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 
 Cresid6 = 0.0083  X1 = 8.8 
 Cresid6 = 0.0083  X1 = 8.7 
 Cresid6 = 0.0066  X1 = 8.7 
 Cresid6 = 0.0066  X1 = 7.8 
 Cresid6 = 0.0086  X1 = 7.8 
 Cresid6 = 0.0086  X1 = 7.7 
 Cresid6 = 0.0121  X1 = 7.7 
 Cresid6 = 0.0121  X1 = 7.4 
 Cresid6 = 0.0125  X1 = 7.4 
 Cresid6 = 0.0125  X1 = 7.3 
 Cresid6 = 0.0113  X1 = 7.3 
 Cresid6 = 0.0113  X1 = 6.7 
 Cresid6 = 0.0092  X1 = 6.7 
 Cresid6 = 0.0092  X1 = 6.6 
 Cresid6 = 0.0097  X1 = 6.6 
 Cresid6 = 0.0097  X1 = 6.5 
 Cresid6 = 0.0083  X1 = 6.5 
 Cresid6 = 0.0083  X1 = 6.4 
 Cresid6 = 0.0046  X1 = 6.4 
 Cresid6 = 0.0046  X1 = 6.3 
 Cresid6 = 0.0037  X1 = 6.3 
 Cresid6 = 0.0037  X1 = 6 
 Cresid6 = 0.0025  X1 = 6 
 Cresid6 = 0.0025  X1 = 5.8 
 Cresid6 = -0.003  X1 = 5.8 
 Cresid6 = -0.003  X1 = 5.7 
 Cresid6 = -0.02  X1 = 5.7 
 Cresid6 = -0.02  X1 = 5.6 
 Cresid6 = -0.022  X1 = 5.6 
 Cresid6 = -0.022  X1 = 5.4 
 Cresid6 = -0.022  X1 = 5.4 
 Cresid6 = -0.022  X1 = 5.3 
 Cresid6 = -0.024  X1 = 5.3 
 Cresid6 = -0.024  X1 = 5.2 
 Cresid6 = -0.025  X1 = 5.2 
 Cresid6 = -0.025  X1 = 5.1 
 Cresid6 = -0.02  X1 = 5.1 
 Cresid6 = -0.02  X1 = 5 
 Cresid6 = -0.026  X1 = 5 
 Cresid6 = -0.026  X1 = 4.8 
 Cresid6 = -0.029  X1 = 4.8 
 Cresid6 = -0.029  X1 = 4.5 
 Cresid6 = -0.018  X1 = 4.5 
 Cresid6 = -0.018  X1 = 4.3 
 Cresid6 = -0.021  X1 = 4.3 
 Cresid6 = -0.021  X1 = 3.9 
 Cresid6 = -0.014  X1 = 3.9 
 Cresid6 = -0.014  X1 = 3.7 
 Cresid6 = -0.015  X1 = 3.7 
 Cresid6 = -0.015  X1 = 3.6 
 Cresid6 = -0.025  X1 = 3.6 
 Cresid6 = -0.025  X1 = 3.4 
 Cresid6 = -0.029  X1 = 3.4 
 Cresid6 = -0.029  X1 = 3.2 
 Cresid6 = -48E-5  X1 = 3.2 
 Cresid6 = -48E-5  X1 = 2.6 
 Cresid6 = 0.0123  X1 = 2.6 
 Cresid6 = 0.0123  X1 = 8.8 
 Cresid5 = 0.0058  X1 = 8.8 
 Cresid5 = 0.0058  X1 = 8.7 
 Cresid5 = -0.007  X1 = 8.7 
 Cresid5 = -0.007  X1 = 7.8 
 Cresid5 = -0.011  X1 = 7.8 
 Cresid5 = -0.011  X1 = 7.7 
 Cresid5 = -0.014  X1 = 7.7 
 Cresid5 = -0.014  X1 = 7.4 
 Cresid5 = -0.015  X1 = 7.4 
 Cresid5 = -0.015  X1 = 7.3 
 Cresid5 = -0.017  X1 = 7.3 
 Cresid5 = -0.017  X1 = 6.7 
 Cresid5 = -0.017  X1 = 6.7 
 Cresid5 = -0.017  X1 = 6.6 
 Cresid5 = -0.015  X1 = 6.6 
 Cresid5 = -0.015  X1 = 6.5 
 Cresid5 = -0.015  X1 = 6.5 
 Cresid5 = -0.015  X1 = 6.4 
 Cresid5 = -0.013  X1 = 6.4 
 Cresid5 = -0.013  X1 = 6.3 
 Cresid5 = -0.011  X1 = 6.3 
 Cresid5 = -0.011  X1 = 6 
 Cresid5 = -0.012  X1 = 6 
 Cresid5 = -0.012  X1 = 5.8 
 Cresid5 = -0.022  X1 = 5.8 
 Cresid5 = -0.022  X1 = 5.7 
 Cresid5 = -0.007  X1 = 5.7 
 Cresid5 = -0.007  X1 = 5.6 
 Cresid5 = -0.006  X1 = 5.6 
 Cresid5 = -0.006  X1 = 5.4 
 Cresid5 = -0.005  X1 = 5.4 
 Cresid5 = -0.005  X1 = 5.3 
 Cresid5 = -0.003  X1 = 5.3 
 Cresid5 = -0.003  X1 = 5.2 
 Cresid5 = -0.002  X1 = 5.2 
 Cresid5 = -0.002  X1 = 5.1 
 Cresid5 = -0.005  X1 = 5.1 
 Cresid5 = -0.005  X1 = 5 
 Cresid5 = .00058  X1 = 5 
 Cresid5 = .00058  X1 = 4.8 
 Cresid5 = 0.0043  X1 = 4.8 
 Cresid5 = 0.0043  X1 = 4.5 
 Cresid5 = 0.0107  X1 = 4.5 
 Cresid5 = 0.0107  X1 = 4.3 
 Cresid5 = 0.0122  X1 = 4.3 
 Cresid5 = 0.0122  X1 = 3.9 
 Cresid5 = 0.009  X1 = 3.9 
 Cresid5 = 0.009  X1 = 3.7 
 Cresid5 = 0.0141  X1 = 3.7 
 Cresid5 = 0.0141  X1 = 3.6 
 Cresid5 = 0.0226  X1 = 3.6 
 Cresid5 = 0.0226  X1 = 3.4 
 Cresid5 = 0.0171  X1 = 3.4 
 Cresid5 = 0.0171  X1 = 3.2 
 Cresid5 = 0.0243  X1 = 3.2 
 Cresid5 = 0.0243  X1 = 2.6 
 Cresid5 = 0.0132  X1 = 2.6 
 Cresid5 = 0.0132  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 
 Cresid8 = -0.006  X1 = 8.8 
 Cresid8 = -0.006  X1 = 8.7 
 Cresid8 = -0.007  X1 = 8.7 
 Cresid8 = -0.007  X1 = 7.8 
 Cresid8 = -0.007  X1 = 7.8 
 Cresid8 = -0.007  X1 = 7.7 
 Cresid8 = -0.009  X1 = 7.7 
 Cresid8 = -0.009  X1 = 7.4 
 Cresid8 = -0.007  X1 = 7.4 
 Cresid8 = -0.007  X1 = 7.3 
 Cresid8 = -0.005  X1 = 7.3 
 Cresid8 = -0.005  X1 = 6.7 
 Cresid8 = -0.004  X1 = 6.7 
 Cresid8 = -0.004  X1 = 6.6 
 Cresid8 = -0.003  X1 = 6.6 
 Cresid8 = -0.003  X1 = 6.5 
 Cresid8 = -0.001  X1 = 6.5 
 Cresid8 = -0.001  X1 = 6.4 
 Cresid8 = 0.0013  X1 = 6.4 
 Cresid8 = 0.0013  X1 = 6.3 
 Cresid8 = 0.0033  X1 = 6.3 
 Cresid8 = 0.0033  X1 = 6 
 Cresid8 = -0.008  X1 = 6 
 Cresid8 = -0.008  X1 = 5.8 
 Cresid8 = 0.0045  X1 = 5.8 
 Cresid8 = 0.0045  X1 = 5.7 
 Cresid8 = 0.0101  X1 = 5.7 
 Cresid8 = 0.0101  X1 = 5.6 
 Cresid8 = 0.0105  X1 = 5.6 
 Cresid8 = 0.0105  X1 = 5.4 
 Cresid8 = 0.0092  X1 = 5.4 
 Cresid8 = 0.0092  X1 = 5.3 
 Cresid8 = 0.0101  X1 = 5.3 
 Cresid8 = 0.0101  X1 = 5.2 
 Cresid8 = 0.0091  X1 = 5.2 
 Cresid8 = 0.0091  X1 = 5.1 
 Cresid8 = 0.0164  X1 = 5.1 
 Cresid8 = 0.0164  X1 = 5 
 Cresid8 = 0.018  X1 = 5 
 Cresid8 = 0.018  X1 = 4.8 
 Cresid8 = 0.0197  X1 = 4.8 
 Cresid8 = 0.0197  X1 = 4.5 
 Cresid8 = 0.0201  X1 = 4.5 
 Cresid8 = 0.0201  X1 = 4.3 
 Cresid8 = 0.019  X1 = 4.3 
 Cresid8 = 0.019  X1 = 3.9 
 Cresid8 = 0.0117  X1 = 3.9 
 Cresid8 = 0.0117  X1 = 3.7 
 Cresid8 = 0.0108  X1 = 3.7 
 Cresid8 = 0.0108  X1 = 3.6 
 Cresid8 = 0.0048  X1 = 3.6 
 Cresid8 = 0.0048  X1 = 3.4 
 Cresid8 = 0.0189  X1 = 3.4 
 Cresid8 = 0.0189  X1 = 3.2 
 Cresid8 = 0.0075  X1 = 3.2 
 Cresid8 = 0.0075  X1 = 2.6 
 Cresid8 = -0.01  X1 = 2.6 
 Cresid8 = -0.01  X1 = 8.8 
 Cresid7 = 0.0095  X1 = 8.8 
 Cresid7 = 0.0095  X1 = 8.7 
 Cresid7 = 0.0086  X1 = 8.7 
 Cresid7 = 0.0086  X1 = 7.8 
 Cresid7 = 0.0059  X1 = 7.8 
 Cresid7 = 0.0059  X1 = 7.7 
 Cresid7 = 0.0081  X1 = 7.7 
 Cresid7 = 0.0081  X1 = 7.4 
 Cresid7 = 0.0079  X1 = 7.4 
 Cresid7 = 0.0079  X1 = 7.3 
 Cresid7 = 0.0091  X1 = 7.3 
 Cresid7 = 0.0091  X1 = 6.7 
 Cresid7 = 0.0097  X1 = 6.7 
 Cresid7 = 0.0097  X1 = 6.6 
 Cresid7 = 0.0114  X1 = 6.6 
 Cresid7 = 0.0114  X1 = 6.5 
 Cresid7 = 0.0103  X1 = 6.5 
 Cresid7 = 0.0103  X1 = 6.4 
 Cresid7 = 0.0085  X1 = 6.4 
 Cresid7 = 0.0085  X1 = 6.3 
 Cresid7 = 0.0044  X1 = 6.3 
 Cresid7 = 0.0044  X1 = 6 
 Cresid7 = -0.005  X1 = 6 
 Cresid7 = -0.005  X1 = 5.8 
 Cresid7 = -0.011  X1 = 5.8 
 Cresid7 = -0.011  X1 = 5.7 
 Cresid7 = 0.0012  X1 = 5.7 
 Cresid7 = 0.0012  X1 = 5.6 
 Cresid7 = -8E-5  X1 = 5.6 
 Cresid7 = -8E-5  X1 = 5.4 
 Cresid7 = -0.001  X1 = 5.4 
 Cresid7 = -0.001  X1 = 5.3 
 Cresid7 = -0.002  X1 = 5.3 
 Cresid7 = -0.002  X1 = 5.2 
 Cresid7 = -0.002  X1 = 5.2 
 Cresid7 = -0.002  X1 = 5.1 
 Cresid7 = -0.017  X1 = 5.1 
 Cresid7 = -0.017  X1 = 5 
 Cresid7 = -0.017  X1 = 5 
 Cresid7 = -0.017  X1 = 4.8 
 Cresid7 = -0.017  X1 = 4.8 
 Cresid7 = -0.017  X1 = 4.5 
 Cresid7 = -0.024  X1 = 4.5 
 Cresid7 = -0.024  X1 = 4.3 
 Cresid7 = -0.024  X1 = 4.3 
 Cresid7 = -0.024  X1 = 3.9 
 Cresid7 = -0.021  X1 = 3.9 
 Cresid7 = -0.021  X1 = 3.7 
 Cresid7 = -0.02  X1 = 3.7 
 Cresid7 = -0.02  X1 = 3.6 
 Cresid7 = -0.01  X1 = 3.6 
 Cresid7 = -0.01  X1 = 3.4 
 Cresid7 = -0.003  X1 = 3.4 
 Cresid7 = -0.003  X1 = 3.2 
 Cresid7 = 0.0004  X1 = 3.2 
 Cresid7 = 0.0004  X1 = 2.6 
 Cresid7 = -0.009  X1 = 2.6 
 Cresid7 = -0.009
Panel of Cumulative Residual Plots for X1



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 0.0940 0.0019
Scaled Deviance 50 50.0000 1.0000
Pearson Chi-Square 50 0.0940 0.0019
Scaled Pearson X2 50 50.0000 1.0000
Log Likelihood   94.8316  
Full Log Likelihood   94.8316  
AIC (smaller is better)   -181.6632  
AICC (smaller is better)   -180.8469  
BIC (smaller is better)   -173.7072  

Algorithm converged.

Analysis Of Maximum Likelihood Parameter Estimates
Parameter DF Estimate Standard
Error
Wald 95% Confidence Limits Wald Chi-Square Pr > ChiSq
Intercept 1 0.1844 0.0504 0.0857 0.2832 13.41 0.0003
LogX1 1 0.9121 0.0491 0.8158 1.0083 345.06 <.0001
X2 1 0.0095 0.0004 0.0088 0.0102 728.63 <.0001
X3 1 0.0096 0.0003 0.0090 0.0101 1139.76 <.0001
Scale 0 0.0434 0.0000 0.0434 0.0434    

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
LogX1 0.0204 10000 603708000 0.4777

 LogX1 = 0.9445 
 Cumulative Residuals = -0.004  LogX1 = 0.9445 
 Cumulative Residuals = -0.004  LogX1 = 0.9395 
 Cumulative Residuals = -0.003  LogX1 = 0.9395 
 Cumulative Residuals = -0.003  LogX1 = 0.8921 
 Cumulative Residuals = -0.013  LogX1 = 0.8921 
 Cumulative Residuals = -0.013  LogX1 = 0.8865 
 Cumulative Residuals = -0.011  LogX1 = 0.8865 
 Cumulative Residuals = -0.011  LogX1 = 0.8692 
 Cumulative Residuals = -0.011  LogX1 = 0.8692 
 Cumulative Residuals = -0.011  LogX1 = 0.8633 
 Cumulative Residuals = -0.011  LogX1 = 0.8633 
 Cumulative Residuals = -0.011  LogX1 = 0.8261 
 Cumulative Residuals = -0.011  LogX1 = 0.8261 
 Cumulative Residuals = -0.011  LogX1 = 0.8195 
 Cumulative Residuals = -0.008  LogX1 = 0.8195 
 Cumulative Residuals = -0.008  LogX1 = 0.8129 
 Cumulative Residuals = -0.007  LogX1 = 0.8129 
 Cumulative Residuals = -0.007  LogX1 = 0.8062 
 Cumulative Residuals = -44E-5  LogX1 = 0.8062 
 Cumulative Residuals = -44E-5  LogX1 = 0.7993 
 Cumulative Residuals = 0.0017  LogX1 = 0.7993 
 Cumulative Residuals = 0.0017  LogX1 = 0.7782 
 Cumulative Residuals = -23E-5  LogX1 = 0.7782 
 Cumulative Residuals = -23E-5  LogX1 = 0.7634 
 Cumulative Residuals = 0.0204  LogX1 = 0.7634 
 Cumulative Residuals = 0.0204  LogX1 = 0.7559 
 Cumulative Residuals = 0.0079  LogX1 = 0.7559 
 Cumulative Residuals = 0.0079  LogX1 = 0.7482 
 Cumulative Residuals = 0.0096  LogX1 = 0.7482 
 Cumulative Residuals = 0.0096  LogX1 = 0.7324 
 Cumulative Residuals = 0.0108  LogX1 = 0.7324 
 Cumulative Residuals = 0.0108  LogX1 = 0.7243 
 Cumulative Residuals = 0.0157  LogX1 = 0.7243 
 Cumulative Residuals = 0.0157  LogX1 = 0.716 
 Cumulative Residuals = 0.0178  LogX1 = 0.716 
 Cumulative Residuals = 0.0178  LogX1 = 0.7076 
 Cumulative Residuals = 0.0139  LogX1 = 0.7076 
 Cumulative Residuals = 0.0139  LogX1 = 0.699 
 Cumulative Residuals = 0.0177  LogX1 = 0.699 
 Cumulative Residuals = 0.0177  LogX1 = 0.6812 
 Cumulative Residuals = 0.0204  LogX1 = 0.6812 
 Cumulative Residuals = 0.0204  LogX1 = 0.6532 
 Cumulative Residuals = 0.0108  LogX1 = 0.6532 
 Cumulative Residuals = 0.0108  LogX1 = 0.6335 
 Cumulative Residuals = 0.0107  LogX1 = 0.6335 
 Cumulative Residuals = 0.0107  LogX1 = 0.5911 
 Cumulative Residuals = -0.003  LogX1 = 0.5911 
 Cumulative Residuals = -0.003  LogX1 = 0.5682 
 Cumulative Residuals = -0.003  LogX1 = 0.5682 
 Cumulative Residuals = -0.003  LogX1 = 0.5563 
 Cumulative Residuals = 0.0099  LogX1 = 0.5563 
 Cumulative Residuals = 0.0099  LogX1 = 0.5315 
 Cumulative Residuals = 0.0143  LogX1 = 0.5315 
 Cumulative Residuals = 0.0143  LogX1 = 0.5052 
 Cumulative Residuals = -0.006  LogX1 = 0.5052 
 Cumulative Residuals = -0.006  LogX1 = 0.415 
 Cumulative Residuals = -0.003  LogX1 = 0.415 
 Cumulative Residuals = -0.003  LogX1 = 0.9445 
 Cresid20 = .00022  LogX1 = 0.9445 
 Cresid20 = .00022  LogX1 = 0.9395 
 Cresid20 = -81E-5  LogX1 = 0.9395 
 Cresid20 = -81E-5  LogX1 = 0.8921 
 Cresid20 = -0.001  LogX1 = 0.8921 
 Cresid20 = -0.001  LogX1 = 0.8865 
 Cresid20 = -0.005  LogX1 = 0.8865 
 Cresid20 = -0.005  LogX1 = 0.8692 
 Cresid20 = -0.005  LogX1 = 0.8692 
 Cresid20 = -0.005  LogX1 = 0.8633 
 Cresid20 = -0.007  LogX1 = 0.8633 
 Cresid20 = -0.007  LogX1 = 0.8261 
 Cresid20 = -0.007  LogX1 = 0.8261 
 Cresid20 = -0.007  LogX1 = 0.8195 
 Cresid20 = -0.006  LogX1 = 0.8195 
 Cresid20 = -0.006  LogX1 = 0.8129 
 Cresid20 = -0.004  LogX1 = 0.8129 
 Cresid20 = -0.004  LogX1 = 0.8062 
 Cresid20 = -0.009  LogX1 = 0.8062 
 Cresid20 = -0.009  LogX1 = 0.7993 
 Cresid20 = -0.009  LogX1 = 0.7993 
 Cresid20 = -0.009  LogX1 = 0.7782 
 Cresid20 = -0.012  LogX1 = 0.7782 
 Cresid20 = -0.012  LogX1 = 0.7634 
 Cresid20 = 0.0078  LogX1 = 0.7634 
 Cresid20 = 0.0078  LogX1 = 0.7559 
 Cresid20 = 0.0058  LogX1 = 0.7559 
 Cresid20 = 0.0058  LogX1 = 0.7482 
 Cresid20 = 0.0052  LogX1 = 0.7482 
 Cresid20 = 0.0052  LogX1 = 0.7324 
 Cresid20 = 0.0023  LogX1 = 0.7324 
 Cresid20 = 0.0023  LogX1 = 0.7243 
 Cresid20 = 0.002  LogX1 = 0.7243 
 Cresid20 = 0.002  LogX1 = 0.716 
 Cresid20 = -0.002  LogX1 = 0.716 
 Cresid20 = -0.002  LogX1 = 0.7076 
 Cresid20 = 0.0135  LogX1 = 0.7076 
 Cresid20 = 0.0135  LogX1 = 0.699 
 Cresid20 = 0.0166  LogX1 = 0.699 
 Cresid20 = 0.0166  LogX1 = 0.6812 
 Cresid20 = 0.0116  LogX1 = 0.6812 
 Cresid20 = 0.0116  LogX1 = 0.6532 
 Cresid20 = 0.0081  LogX1 = 0.6532 
 Cresid20 = 0.0081  LogX1 = 0.6335 
 Cresid20 = 0.0055  LogX1 = 0.6335 
 Cresid20 = 0.0055  LogX1 = 0.5911 
 Cresid20 = 0.0059  LogX1 = 0.5911 
 Cresid20 = 0.0059  LogX1 = 0.5682 
 Cresid20 = 0.0041  LogX1 = 0.5682 
 Cresid20 = 0.0041  LogX1 = 0.5563 
 Cresid20 = -0.01  LogX1 = 0.5563 
 Cresid20 = -0.01  LogX1 = 0.5315 
 Cresid20 = -0.003  LogX1 = 0.5315 
 Cresid20 = -0.003  LogX1 = 0.5052 
 Cresid20 = -0.004  LogX1 = 0.5052 
 Cresid20 = -0.004  LogX1 = 0.415 
 Cresid20 = -0.002  LogX1 = 0.415 
 Cresid20 = -0.002  LogX1 = 0.9445 
 Cresid19 = -43E-5  LogX1 = 0.9445 
 Cresid19 = -43E-5  LogX1 = 0.9395 
 Cresid19 = -0.011  LogX1 = 0.9395 
 Cresid19 = -0.011  LogX1 = 0.8921 
 Cresid19 = -0.01  LogX1 = 0.8921 
 Cresid19 = -0.01  LogX1 = 0.8865 
 Cresid19 = -0.012  LogX1 = 0.8865 
 Cresid19 = -0.012  LogX1 = 0.8692 
 Cresid19 = -0.013  LogX1 = 0.8692 
 Cresid19 = -0.013  LogX1 = 0.8633 
 Cresid19 = -0.017  LogX1 = 0.8633 
 Cresid19 = -0.017  LogX1 = 0.8261 
 Cresid19 = -0.019  LogX1 = 0.8261 
 Cresid19 = -0.019  LogX1 = 0.8195 
 Cresid19 = -0.01  LogX1 = 0.8195 
 Cresid19 = -0.01  LogX1 = 0.8129 
 Cresid19 = -0.01  LogX1 = 0.8129 
 Cresid19 = -0.01  LogX1 = 0.8062 
 Cresid19 = -0.009  LogX1 = 0.8062 
 Cresid19 = -0.009  LogX1 = 0.7993 
 Cresid19 = -0.011  LogX1 = 0.7993 
 Cresid19 = -0.011  LogX1 = 0.7782 
 Cresid19 = -0.013  LogX1 = 0.7782 
 Cresid19 = -0.013  LogX1 = 0.7634 
 Cresid19 = 0.0018  LogX1 = 0.7634 
 Cresid19 = 0.0018  LogX1 = 0.7559 
 Cresid19 = 0.0115  LogX1 = 0.7559 
 Cresid19 = 0.0115  LogX1 = 0.7482 
 Cresid19 = 0.0133  LogX1 = 0.7482 
 Cresid19 = 0.0133  LogX1 = 0.7324 
 Cresid19 = 0.0155  LogX1 = 0.7324 
 Cresid19 = 0.0155  LogX1 = 0.7243 
 Cresid19 = 0.0151  LogX1 = 0.7243 
 Cresid19 = 0.0151  LogX1 = 0.716 
 Cresid19 = 0.0169  LogX1 = 0.716 
 Cresid19 = 0.0169  LogX1 = 0.7076 
 Cresid19 = 0.0281  LogX1 = 0.7076 
 Cresid19 = 0.0281  LogX1 = 0.699 
 Cresid19 = 0.0237  LogX1 = 0.699 
 Cresid19 = 0.0237  LogX1 = 0.6812 
 Cresid19 = 0.0253  LogX1 = 0.6812 
 Cresid19 = 0.0253  LogX1 = 0.6532 
 Cresid19 = 0.0128  LogX1 = 0.6532 
 Cresid19 = 0.0128  LogX1 = 0.6335 
 Cresid19 = 0.0145  LogX1 = 0.6335 
 Cresid19 = 0.0145  LogX1 = 0.5911 
 Cresid19 = -0.004  LogX1 = 0.5911 
 Cresid19 = -0.004  LogX1 = 0.5682 
 Cresid19 = -0.002  LogX1 = 0.5682 
 Cresid19 = -0.002  LogX1 = 0.5563 
 Cresid19 = 0.0196  LogX1 = 0.5563 
 Cresid19 = 0.0196  LogX1 = 0.5315 
 Cresid19 = 0.0248  LogX1 = 0.5315 
 Cresid19 = 0.0248  LogX1 = 0.5052 
 Cresid19 = -0.007  LogX1 = 0.5052 
 Cresid19 = -0.007  LogX1 = 0.415 
 Cresid19 = -0.006  LogX1 = 0.415 
 Cresid19 = -0.006  LogX1 = 0.9445 
 Cresid18 = -0.009  LogX1 = 0.9445 
 Cresid18 = -0.009  LogX1 = 0.9395 
 Cresid18 = -0.003  LogX1 = 0.9395 
 Cresid18 = -0.003  LogX1 = 0.8921 
 Cresid18 = 0.0044  LogX1 = 0.8921 
 Cresid18 = 0.0044  LogX1 = 0.8865 
 Cresid18 = -0.001  LogX1 = 0.8865 
 Cresid18 = -0.001  LogX1 = 0.8692 
 Cresid18 = -0.002  LogX1 = 0.8692 
 Cresid18 = -0.002  LogX1 = 0.8633 
 Cresid18 = -0.004  LogX1 = 0.8633 
 Cresid18 = -0.004  LogX1 = 0.8261 
 Cresid18 = -0.005  LogX1 = 0.8261 
 Cresid18 = -0.005  LogX1 = 0.8195 
 Cresid18 = -0.011  LogX1 = 0.8195 
 Cresid18 = -0.011  LogX1 = 0.8129 
 Cresid18 = -0.008  LogX1 = 0.8129 
 Cresid18 = -0.008  LogX1 = 0.8062 
 Cresid18 = -0.009  LogX1 = 0.8062 
 Cresid18 = -0.009  LogX1 = 0.7993 
 Cresid18 = -0.007  LogX1 = 0.7993 
 Cresid18 = -0.007  LogX1 = 0.7782 
 Cresid18 = -0.009  LogX1 = 0.7782 
 Cresid18 = -0.009  LogX1 = 0.7634 
 Cresid18 = -0.006  LogX1 = 0.7634 
 Cresid18 = -0.006  LogX1 = 0.7559 
 Cresid18 = 0.0035  LogX1 = 0.7559 
 Cresid18 = 0.0035  LogX1 = 0.7482 
 Cresid18 = .00041  LogX1 = 0.7482 
 Cresid18 = .00041  LogX1 = 0.7324 
 Cresid18 = -0.003  LogX1 = 0.7324 
 Cresid18 = -0.003  LogX1 = 0.7243 
 Cresid18 = -0.003  LogX1 = 0.7243 
 Cresid18 = -0.003  LogX1 = 0.716 
 Cresid18 = -0.007  LogX1 = 0.716 
 Cresid18 = -0.007  LogX1 = 0.7076 
 Cresid18 = -0.009  LogX1 = 0.7076 
 Cresid18 = -0.009  LogX1 = 0.699 
 Cresid18 = -0.008  LogX1 = 0.699 
 Cresid18 = -0.008  LogX1 = 0.6812 
 Cresid18 = -0.01  LogX1 = 0.6812 
 Cresid18 = -0.01  LogX1 = 0.6532 
 Cresid18 = 0.004  LogX1 = 0.6532 
 Cresid18 = 0.004  LogX1 = 0.6335 
 Cresid18 = 0.0056  LogX1 = 0.6335 
 Cresid18 = 0.0056  LogX1 = 0.5911 
 Cresid18 = 0.0158  LogX1 = 0.5911 
 Cresid18 = 0.0158  LogX1 = 0.5682 
 Cresid18 = 0.0194  LogX1 = 0.5682 
 Cresid18 = 0.0194  LogX1 = 0.5563 
 Cresid18 = 0.0166  LogX1 = 0.5563 
 Cresid18 = 0.0166  LogX1 = 0.5315 
 Cresid18 = 0.0187  LogX1 = 0.5315 
 Cresid18 = 0.0187  LogX1 = 0.5052 
 Cresid18 = -.0003  LogX1 = 0.5052 
 Cresid18 = -.0003  LogX1 = 0.415 
 Cresid18 = -22E-5  LogX1 = 0.415 
 Cresid18 = -22E-5  LogX1 = 0.9445 
 Cresid17 = 0.005  LogX1 = 0.9445 
 Cresid17 = 0.005  LogX1 = 0.9395 
 Cresid17 = 0.0137  LogX1 = 0.9395 
 Cresid17 = 0.0137  LogX1 = 0.8921 
 Cresid17 = 0.0094  LogX1 = 0.8921 
 Cresid17 = 0.0094  LogX1 = 0.8865 
 Cresid17 = 0.01  LogX1 = 0.8865 
 Cresid17 = 0.01  LogX1 = 0.8692 
 Cresid17 = 0.0105  LogX1 = 0.8692 
 Cresid17 = 0.0105  LogX1 = 0.8633 
 Cresid17 = 0.0124  LogX1 = 0.8633 
 Cresid17 = 0.0124  LogX1 = 0.8261 
 Cresid17 = 0.0125  LogX1 = 0.8261 
 Cresid17 = 0.0125  LogX1 = 0.8195 
 Cresid17 = 0.0145  LogX1 = 0.8195 
 Cresid17 = 0.0145  LogX1 = 0.8129 
 Cresid17 = 0.0125  LogX1 = 0.8129 
 Cresid17 = 0.0125  LogX1 = 0.8062 
 Cresid17 = 0.0075  LogX1 = 0.8062 
 Cresid17 = 0.0075  LogX1 = 0.7993 
 Cresid17 = 0.0086  LogX1 = 0.7993 
 Cresid17 = 0.0086  LogX1 = 0.7782 
 Cresid17 = 0.0061  LogX1 = 0.7782 
 Cresid17 = 0.0061  LogX1 = 0.7634 
 Cresid17 = 0.0095  LogX1 = 0.7634 
 Cresid17 = 0.0095  LogX1 = 0.7559 
 Cresid17 = 0.0019  LogX1 = 0.7559 
 Cresid17 = 0.0019  LogX1 = 0.7482 
 Cresid17 = 0.0034  LogX1 = 0.7482 
 Cresid17 = 0.0034  LogX1 = 0.7324 
 Cresid17 = -13E-5  LogX1 = 0.7324 
 Cresid17 = -13E-5  LogX1 = 0.7243 
 Cresid17 = .00013  LogX1 = 0.7243 
 Cresid17 = .00013  LogX1 = 0.716 
 Cresid17 = -.0006  LogX1 = 0.716 
 Cresid17 = -.0006  LogX1 = 0.7076 
 Cresid17 = -0.01  LogX1 = 0.7076 
 Cresid17 = -0.01  LogX1 = 0.699 
 Cresid17 = -0.005  LogX1 = 0.699 
 Cresid17 = -0.005  LogX1 = 0.6812 
 Cresid17 = -0.007  LogX1 = 0.6812 
 Cresid17 = -0.007  LogX1 = 0.6532 
 Cresid17 = -0.016  LogX1 = 0.6532 
 Cresid17 = -0.016  LogX1 = 0.6335 
 Cresid17 = -0.018  LogX1 = 0.6335 
 Cresid17 = -0.018  LogX1 = 0.5911 
 Cresid17 = -0.012  LogX1 = 0.5911 
 Cresid17 = -0.012  LogX1 = 0.5682 
 Cresid17 = -0.014  LogX1 = 0.5682 
 Cresid17 = -0.014  LogX1 = 0.5563 
 Cresid17 = -0.02  LogX1 = 0.5563 
 Cresid17 = -0.02  LogX1 = 0.5315 
 Cresid17 = -0.013  LogX1 = 0.5315 
 Cresid17 = -0.013  LogX1 = 0.5052 
 Cresid17 = 0.0056  LogX1 = 0.5052 
 Cresid17 = 0.0056  LogX1 = 0.415 
 Cresid17 = -98E-5  LogX1 = 0.415 
 Cresid17 = -98E-5  LogX1 = 0.9445 
 Cresid16 = 0.0077  LogX1 = 0.9445 
 Cresid16 = 0.0077  LogX1 = 0.9395 
 Cresid16 = 0.0115  LogX1 = 0.9395 
 Cresid16 = 0.0115  LogX1 = 0.8921 
 Cresid16 = -0.005  LogX1 = 0.8921 
 Cresid16 = -0.005  LogX1 = 0.8865 
 Cresid16 = -0.005  LogX1 = 0.8865 
 Cresid16 = -0.005  LogX1 = 0.8692 
 Cresid16 = -0.003  LogX1 = 0.8692 
 Cresid16 = -0.003  LogX1 = 0.8633 
 Cresid16 = .00077  LogX1 = 0.8633 
 Cresid16 = .00077  LogX1 = 0.8261 
 Cresid16 = 0.0024  LogX1 = 0.8261 
 Cresid16 = 0.0024  LogX1 = 0.8195 
 Cresid16 = 0.0105  LogX1 = 0.8195 
 Cresid16 = 0.0105  LogX1 = 0.8129 
 Cresid16 = 0.0138  LogX1 = 0.8129 
 Cresid16 = 0.0138  LogX1 = 0.8062 
 Cresid16 = 0.0118  LogX1 = 0.8062 
 Cresid16 = 0.0118  LogX1 = 0.7993 
 Cresid16 = 0.0214  LogX1 = 0.7993 
 Cresid16 = 0.0214  LogX1 = 0.7782 
 Cresid16 = 0.0235  LogX1 = 0.7782 
 Cresid16 = 0.0235  LogX1 = 0.7634 
 Cresid16 = -0.013  LogX1 = 0.7634 
 Cresid16 = -0.013  LogX1 = 0.7559 
 Cresid16 = -0.005  LogX1 = 0.7559 
 Cresid16 = -0.005  LogX1 = 0.7482 
 Cresid16 = -0.007  LogX1 = 0.7482 
 Cresid16 = -0.007  LogX1 = 0.7324 
 Cresid16 = -0.007  LogX1 = 0.7324 
 Cresid16 = -0.007  LogX1 = 0.7243 
 Cresid16 = -0.01  LogX1 = 0.7243 
 Cresid16 = -0.01  LogX1 = 0.716 
 Cresid16 = -0.01  LogX1 = 0.716 
 Cresid16 = -0.01  LogX1 = 0.7076 
 Cresid16 = -0.016  LogX1 = 0.7076 
 Cresid16 = -0.016  LogX1 = 0.699 
 Cresid16 = -0.013  LogX1 = 0.699 
 Cresid16 = -0.013  LogX1 = 0.6812 
 Cresid16 = -0.012  LogX1 = 0.6812 
 Cresid16 = -0.012  LogX1 = 0.6532 
 Cresid16 = -0.008  LogX1 = 0.6532 
 Cresid16 = -0.008  LogX1 = 0.6335 
 Cresid16 = -0.009  LogX1 = 0.6335 
 Cresid16 = -0.009  LogX1 = 0.5911 
 Cresid16 = -47E-5  LogX1 = 0.5911 
 Cresid16 = -47E-5  LogX1 = 0.5682 
 Cresid16 = -0.002  LogX1 = 0.5682 
 Cresid16 = -0.002  LogX1 = 0.5563 
 Cresid16 = -0.003  LogX1 = 0.5563 
 Cresid16 = -0.003  LogX1 = 0.5315 
 Cresid16 = -0.002  LogX1 = 0.5315 
 Cresid16 = -0.002  LogX1 = 0.5052 
 Cresid16 = -51E-5  LogX1 = 0.5052 
 Cresid16 = -51E-5  LogX1 = 0.415 
 Cresid16 = .00083  LogX1 = 0.415 
 Cresid16 = .00083  LogX1 = 0.9445 
 Cresid15 = -0.004  LogX1 = 0.9445 
 Cresid15 = -0.004  LogX1 = 0.9395 
 Cresid15 = -0.003  LogX1 = 0.9395 
 Cresid15 = -0.003  LogX1 = 0.8921 
 Cresid15 = -0.009  LogX1 = 0.8921 
 Cresid15 = -0.009  LogX1 = 0.8865 
 Cresid15 = -0.012  LogX1 = 0.8865 
 Cresid15 = -0.012  LogX1 = 0.8692 
 Cresid15 = -0.011  LogX1 = 0.8692 
 Cresid15 = -0.011  LogX1 = 0.8633 
 Cresid15 = -0.009  LogX1 = 0.8633 
 Cresid15 = -0.009  LogX1 = 0.8261 
 Cresid15 = -0.008  LogX1 = 0.8261 
 Cresid15 = -0.008  LogX1 = 0.8195 
 Cresid15 = -0.004  LogX1 = 0.8195 
 Cresid15 = -0.004  LogX1 = 0.8129 
 Cresid15 = -0.002  LogX1 = 0.8129 
 Cresid15 = -0.002  LogX1 = 0.8062 
 Cresid15 = 0.0033  LogX1 = 0.8062 
 Cresid15 = 0.0033  LogX1 = 0.7993 
 Cresid15 = 0.0078  LogX1 = 0.7993 
 Cresid15 = 0.0078  LogX1 = 0.7782 
 Cresid15 = 0.0094  LogX1 = 0.7782 
 Cresid15 = 0.0094  LogX1 = 0.7634 
 Cresid15 = 0.0207  LogX1 = 0.7634 
 Cresid15 = 0.0207  LogX1 = 0.7559 
 Cresid15 = 0.0042  LogX1 = 0.7559 
 Cresid15 = 0.0042  LogX1 = 0.7482 
 Cresid15 = 0.0099  LogX1 = 0.7482 
 Cresid15 = 0.0099  LogX1 = 0.7324 
 Cresid15 = 0.0104  LogX1 = 0.7324 
 Cresid15 = 0.0104  LogX1 = 0.7243 
 Cresid15 = 0.0116  LogX1 = 0.7243 
 Cresid15 = 0.0116  LogX1 = 0.716 
 Cresid15 = 0.0115  LogX1 = 0.716 
 Cresid15 = 0.0115  LogX1 = 0.7076 
 Cresid15 = 0.0082  LogX1 = 0.7076 
 Cresid15 = 0.0082  LogX1 = 0.699 
 Cresid15 = 0.01  LogX1 = 0.699 
 Cresid15 = 0.01  LogX1 = 0.6812 
 Cresid15 = 0.0134  LogX1 = 0.6812 
 Cresid15 = 0.0134  LogX1 = 0.6532 
 Cresid15 = 0.0043  LogX1 = 0.6532 
 Cresid15 = 0.0043  LogX1 = 0.6335 
 Cresid15 = 0.0034  LogX1 = 0.6335 
 Cresid15 = 0.0034  LogX1 = 0.5911 
 Cresid15 = .00075  LogX1 = 0.5911 
 Cresid15 = .00075  LogX1 = 0.5682 
 Cresid15 = -11E-5  LogX1 = 0.5682 
 Cresid15 = -11E-5  LogX1 = 0.5563 
 Cresid15 = 0.0011  LogX1 = 0.5563 
 Cresid15 = 0.0011  LogX1 = 0.5315 
 Cresid15 = .00029  LogX1 = 0.5315 
 Cresid15 = .00029  LogX1 = 0.5052 
 Cresid15 = 0.002  LogX1 = 0.5052 
 Cresid15 = 0.002  LogX1 = 0.415 
 Cresid15 = -0.002  LogX1 = 0.415 
 Cresid15 = -0.002  LogX1 = 0.9445 
 Cresid14 = .00052  LogX1 = 0.9445 
 Cresid14 = .00052  LogX1 = 0.9395 
 Cresid14 = 0.0041  LogX1 = 0.9395 
 Cresid14 = 0.0041  LogX1 = 0.8921 
 Cresid14 = 0.0053  LogX1 = 0.8921 
 Cresid14 = 0.0053  LogX1 = 0.8865 
 Cresid14 = 0.0032  LogX1 = 0.8865 
 Cresid14 = 0.0032  LogX1 = 0.8692 
 Cresid14 = 0.0029  LogX1 = 0.8692 
 Cresid14 = 0.0029  LogX1 = 0.8633 
 Cresid14 = 0.0031  LogX1 = 0.8633 
 Cresid14 = 0.0031  LogX1 = 0.8261 
 Cresid14 = 0.0035  LogX1 = 0.8261 
 Cresid14 = 0.0035  LogX1 = 0.8195 
 Cresid14 = 0.0031  LogX1 = 0.8195 
 Cresid14 = 0.0031  LogX1 = 0.8129 
 Cresid14 = 0.0054  LogX1 = 0.8129 
 Cresid14 = 0.0054  LogX1 = 0.8062 
 Cresid14 = .00032  LogX1 = 0.8062 
 Cresid14 = .00032  LogX1 = 0.7993 
 Cresid14 = 0.0027  LogX1 = 0.7993 
 Cresid14 = 0.0027  LogX1 = 0.7782 
 Cresid14 = 0.0044  LogX1 = 0.7782 
 Cresid14 = 0.0044  LogX1 = 0.7634 
 Cresid14 = -0.014  LogX1 = 0.7634 
 Cresid14 = -0.014  LogX1 = 0.7559 
 Cresid14 = .00056  LogX1 = 0.7559 
 Cresid14 = .00056  LogX1 = 0.7482 
 Cresid14 = -0.002  LogX1 = 0.7482 
 Cresid14 = -0.002  LogX1 = 0.7324 
 Cresid14 = -0.002  LogX1 = 0.7324 
 Cresid14 = -0.002  LogX1 = 0.7243 
 Cresid14 = -0.005  LogX1 = 0.7243 
 Cresid14 = -0.005  LogX1 = 0.716 
 Cresid14 = -0.008  LogX1 = 0.716 
 Cresid14 = -0.008  LogX1 = 0.7076 
 Cresid14 = -0.007  LogX1 = 0.7076 
 Cresid14 = -0.007  LogX1 = 0.699 
 Cresid14 = -63E-5  LogX1 = 0.699 
 Cresid14 = -63E-5  LogX1 = 0.6812 
 Cresid14 = -0.006  LogX1 = 0.6812 
 Cresid14 = -0.006  LogX1 = 0.6532 
 Cresid14 = -0.004  LogX1 = 0.6532 
 Cresid14 = -0.004  LogX1 = 0.6335 
 Cresid14 = -0.003  LogX1 = 0.6335 
 Cresid14 = -0.003  LogX1 = 0.5911 
 Cresid14 = 0.0031  LogX1 = 0.5911 
 Cresid14 = 0.0031  LogX1 = 0.5682 
 Cresid14 = 0.0061  LogX1 = 0.5682 
 Cresid14 = 0.0061  LogX1 = 0.5563 
 Cresid14 = 0.011  LogX1 = 0.5563 
 Cresid14 = 0.011  LogX1 = 0.5315 
 Cresid14 = 0.0151  LogX1 = 0.5315 
 Cresid14 = 0.0151  LogX1 = 0.5052 
 Cresid14 = -0.012  LogX1 = 0.5052 
 Cresid14 = -0.012  LogX1 = 0.415 
 Cresid14 = -0.005  LogX1 = 0.415 
 Cresid14 = -0.005  LogX1 = 0.9445 
 Cresid13 = .00074  LogX1 = 0.9445 
 Cresid13 = .00074  LogX1 = 0.9395 
 Cresid13 = 0.0054  LogX1 = 0.9395 
 Cresid13 = 0.0054  LogX1 = 0.8921 
 Cresid13 = 0.0073  LogX1 = 0.8921 
 Cresid13 = 0.0073  LogX1 = 0.8865 
 Cresid13 = 0.0048  LogX1 = 0.8865 
 Cresid13 = 0.0048  LogX1 = 0.8692 
 Cresid13 = 0.0041  LogX1 = 0.8692 
 Cresid13 = 0.0041  LogX1 = 0.8633 
 Cresid13 = 0.0016  LogX1 = 0.8633 
 Cresid13 = 0.0016  LogX1 = 0.8261 
 Cresid13 = .00096  LogX1 = 0.8261 
 Cresid13 = .00096  LogX1 = 0.8195 
 Cresid13 = .00071  LogX1 = 0.8195 
 Cresid13 = .00071  LogX1 = 0.8129 
 Cresid13 = -0.001  LogX1 = 0.8129 
 Cresid13 = -0.001  LogX1 = 0.8062 
 Cresid13 = -0.004  LogX1 = 0.8062 
 Cresid13 = -0.004  LogX1 = 0.7993 
 Cresid13 = -0.005  LogX1 = 0.7993 
 Cresid13 = -0.005  LogX1 = 0.7782 
 Cresid13 = -0.006  LogX1 = 0.7782 
 Cresid13 = -0.006  LogX1 = 0.7634 
 Cresid13 = -0.024  LogX1 = 0.7634 
 Cresid13 = -0.024  LogX1 = 0.7559 
 Cresid13 = -0.019  LogX1 = 0.7559 
 Cresid13 = -0.019  LogX1 = 0.7482 
 Cresid13 = -0.019  LogX1 = 0.7482 
 Cresid13 = -0.019  LogX1 = 0.7324 
 Cresid13 = -0.019  LogX1 = 0.7324 
 Cresid13 = -0.019  LogX1 = 0.7243 
 Cresid13 = -0.024  LogX1 = 0.7243 
 Cresid13 = -0.024  LogX1 = 0.716 
 Cresid13 = -0.03  LogX1 = 0.716 
 Cresid13 = -0.03  LogX1 = 0.7076 
 Cresid13 = -0.005  LogX1 = 0.7076 
 Cresid13 = -0.005  LogX1 = 0.699 
 Cresid13 = -0.002  LogX1 = 0.699 
 Cresid13 = -0.002  LogX1 = 0.6812 
 Cresid13 = -27E-7  LogX1 = 0.6812 
 Cresid13 = -27E-7  LogX1 = 0.6532 
 Cresid13 = 0.0022  LogX1 = 0.6532 
 Cresid13 = 0.0022  LogX1 = 0.6335 
 Cresid13 = 0.0022  LogX1 = 0.6335 
 Cresid13 = 0.0022  LogX1 = 0.5911 
 Cresid13 = 0.0107  LogX1 = 0.5911 
 Cresid13 = 0.0107  LogX1 = 0.5682 
 Cresid13 = 0.0119  LogX1 = 0.5682 
 Cresid13 = 0.0119  LogX1 = 0.5563 
 Cresid13 = .00089  LogX1 = 0.5563 
 Cresid13 = .00089  LogX1 = 0.5315 
 Cresid13 = -0.004  LogX1 = 0.5315 
 Cresid13 = -0.004  LogX1 = 0.5052 
 Cresid13 = 0.0012  LogX1 = 0.5052 
 Cresid13 = 0.0012  LogX1 = 0.415 
 Cresid13 = 0.0028  LogX1 = 0.415 
 Cresid13 = 0.0028  LogX1 = 0.9445 
 Cresid12 = 0.0056  LogX1 = 0.9445 
 Cresid12 = 0.0056  LogX1 = 0.9395 
 Cresid12 = 0.0073  LogX1 = 0.9395 
 Cresid12 = 0.0073  LogX1 = 0.8921 
 Cresid12 = 0.0111  LogX1 = 0.8921 
 Cresid12 = 0.0111  LogX1 = 0.8865 
 Cresid12 = 0.0164  LogX1 = 0.8865 
 Cresid12 = 0.0164  LogX1 = 0.8692 
 Cresid12 = 0.0165  LogX1 = 0.8692 
 Cresid12 = 0.0165  LogX1 = 0.8633 
 Cresid12 = 0.018  LogX1 = 0.8633 
 Cresid12 = 0.018  LogX1 = 0.8261 
 Cresid12 = 0.0181  LogX1 = 0.8261 
 Cresid12 = 0.0181  LogX1 = 0.8195 
 Cresid12 = 0.0144  LogX1 = 0.8195 
 Cresid12 = 0.0144  LogX1 = 0.8129 
 Cresid12 = 0.011  LogX1 = 0.8129 
 Cresid12 = 0.011  LogX1 = 0.8062 
 Cresid12 = 0.0057  LogX1 = 0.8062 
 Cresid12 = 0.0057  LogX1 = 0.7993 
 Cresid12 = 0.0077  LogX1 = 0.7993 
 Cresid12 = 0.0077  LogX1 = 0.7782 
 Cresid12 = 0.0086  LogX1 = 0.7782 
 Cresid12 = 0.0086  LogX1 = 0.7634 
 Cresid12 = 0.003  LogX1 = 0.7634 
 Cresid12 = 0.003  LogX1 = 0.7559 
 Cresid12 = -0.006  LogX1 = 0.7559 
 Cresid12 = -0.006  LogX1 = 0.7482 
 Cresid12 = -0.005  LogX1 = 0.7482 
 Cresid12 = -0.005  LogX1 = 0.7324 
 Cresid12 = -0.006  LogX1 = 0.7324 
 Cresid12 = -0.006  LogX1 = 0.7243 
 Cresid12 = -0.015  LogX1 = 0.7243 
 Cresid12 = -0.015  LogX1 = 0.716 
 Cresid12 = -0.013  LogX1 = 0.716 
 Cresid12 = -0.013  LogX1 = 0.7076 
 Cresid12 = -0.014  LogX1 = 0.7076 
 Cresid12 = -0.014  LogX1 = 0.699 
 Cresid12 = -0.016  LogX1 = 0.699 
 Cresid12 = -0.016  LogX1 = 0.6812 
 Cresid12 = -0.018  LogX1 = 0.6812 
 Cresid12 = -0.018  LogX1 = 0.6532 
 Cresid12 = -0.018  LogX1 = 0.6532 
 Cresid12 = -0.018  LogX1 = 0.6335 
 Cresid12 = -0.02  LogX1 = 0.6335 
 Cresid12 = -0.02  LogX1 = 0.5911 
 Cresid12 = -0.015  LogX1 = 0.5911 
 Cresid12 = -0.015  LogX1 = 0.5682 
 Cresid12 = -0.018  LogX1 = 0.5682 
 Cresid12 = -0.018  LogX1 = 0.5563 
 Cresid12 = -0.025  LogX1 = 0.5563 
 Cresid12 = -0.025  LogX1 = 0.5315 
 Cresid12 = -0.019  LogX1 = 0.5315 
 Cresid12 = -0.019  LogX1 = 0.5052 
 Cresid12 = 0.0107  LogX1 = 0.5052 
 Cresid12 = 0.0107  LogX1 = 0.415 
 Cresid12 = 0.0069  LogX1 = 0.415 
 Cresid12 = 0.0069  LogX1 = 0.9445 
 Cresid11 = .00096  LogX1 = 0.9445 
 Cresid11 = .00096  LogX1 = 0.9395 
 Cresid11 = 0.0012  LogX1 = 0.9395 
 Cresid11 = 0.0012  LogX1 = 0.8921 
 Cresid11 = -0.007  LogX1 = 0.8921 
 Cresid11 = -0.007  LogX1 = 0.8865 
 Cresid11 = -0.006  LogX1 = 0.8865 
 Cresid11 = -0.006  LogX1 = 0.8692 
 Cresid11 = -0.004  LogX1 = 0.8692 
 Cresid11 = -0.004  LogX1 = 0.8633 
 Cresid11 = -0.003  LogX1 = 0.8633 
 Cresid11 = -0.003  LogX1 = 0.8261 
 Cresid11 = -67E-5  LogX1 = 0.8261 
 Cresid11 = -67E-5  LogX1 = 0.8195 
 Cresid11 = -0.001  LogX1 = 0.8195 
 Cresid11 = -0.001  LogX1 = 0.8129 
 Cresid11 = -76E-5  LogX1 = 0.8129 
 Cresid11 = -76E-5  LogX1 = 0.8062 
 Cresid11 = 0.0065  LogX1 = 0.8062 
 Cresid11 = 0.0065  LogX1 = 0.7993 
 Cresid11 = 0.0104  LogX1 = 0.7993 
 Cresid11 = 0.0104  LogX1 = 0.7782 
 Cresid11 = 0.0116  LogX1 = 0.7782 
 Cresid11 = 0.0116  LogX1 = 0.7634 
 Cresid11 = 0.0121  LogX1 = 0.7634 
 Cresid11 = 0.0121  LogX1 = 0.7559 
 Cresid11 = 0.0023  LogX1 = 0.7559 
 Cresid11 = 0.0023  LogX1 = 0.7482 
 Cresid11 = 0.0057  LogX1 = 0.7482 
 Cresid11 = 0.0057  LogX1 = 0.7324 
 Cresid11 = 0.0023  LogX1 = 0.7324 
 Cresid11 = 0.0023  LogX1 = 0.7243 
 Cresid11 = 0.0074  LogX1 = 0.7243 
 Cresid11 = 0.0074  LogX1 = 0.716 
 Cresid11 = 0.006  LogX1 = 0.716 
 Cresid11 = 0.006  LogX1 = 0.7076 
 Cresid11 = 0.0093  LogX1 = 0.7076 
 Cresid11 = 0.0093  LogX1 = 0.699 
 Cresid11 = 0.0062  LogX1 = 0.699 
 Cresid11 = 0.0062  LogX1 = 0.6812 
 Cresid11 = 0.0055  LogX1 = 0.6812 
 Cresid11 = 0.0055  LogX1 = 0.6532 
 Cresid11 = -0.008  LogX1 = 0.6532 
 Cresid11 = -0.008  LogX1 = 0.6335 
 Cresid11 = -0.01  LogX1 = 0.6335 
 Cresid11 = -0.01  LogX1 = 0.5911 
 Cresid11 = -0.007  LogX1 = 0.5911 
 Cresid11 = -0.007  LogX1 = 0.5682 
 Cresid11 = -0.009  LogX1 = 0.5682 
 Cresid11 = -0.009  LogX1 = 0.5563 
 Cresid11 = -0.01  LogX1 = 0.5563 
 Cresid11 = -0.01  LogX1 = 0.5315 
 Cresid11 = -0.004  LogX1 = 0.5315 
 Cresid11 = -0.004  LogX1 = 0.5052 
 Cresid11 = 0.0091  LogX1 = 0.5052 
 Cresid11 = 0.0091  LogX1 = 0.415 
 Cresid11 = 0.0035  LogX1 = 0.415 
 Cresid11 = 0.0035  LogX1 = 0.9445 
 Cresid10 = 0.0015  LogX1 = 0.9445 
 Cresid10 = 0.0015  LogX1 = 0.9395 
 Cresid10 = .00091  LogX1 = 0.9395 
 Cresid10 = .00091  LogX1 = 0.8921 
 Cresid10 = -0.003  LogX1 = 0.8921 
 Cresid10 = -0.003  LogX1 = 0.8865 
 Cresid10 = -0.009  LogX1 = 0.8865 
 Cresid10 = -0.009  LogX1 = 0.8692 
 Cresid10 = -0.007  LogX1 = 0.8692 
 Cresid10 = -0.007  LogX1 = 0.8633 
 Cresid10 = -0.007  LogX1 = 0.8633 
 Cresid10 = -0.007  LogX1 = 0.8261 
 Cresid10 = -0.006  LogX1 = 0.8261 
 Cresid10 = -0.006  LogX1 = 0.8195 
 Cresid10 = -0.009  LogX1 = 0.8195 
 Cresid10 = -0.009  LogX1 = 0.8129 
 Cresid10 = -0.005  LogX1 = 0.8129 
 Cresid10 = -0.005  LogX1 = 0.8062 
 Cresid10 = -0.005  LogX1 = 0.8062 
 Cresid10 = -0.005  LogX1 = 0.7993 
 Cresid10 = -31E-5  LogX1 = 0.7993 
 Cresid10 = -31E-5  LogX1 = 0.7782 
 Cresid10 = -41E-5  LogX1 = 0.7782 
 Cresid10 = -41E-5  LogX1 = 0.7634 
 Cresid10 = 0.007  LogX1 = 0.7634 
 Cresid10 = 0.007  LogX1 = 0.7559 
 Cresid10 = -0.011  LogX1 = 0.7559 
 Cresid10 = -0.011  LogX1 = 0.7482 
 Cresid10 = -0.012  LogX1 = 0.7482 
 Cresid10 = -0.012  LogX1 = 0.7324 
 Cresid10 = -0.013  LogX1 = 0.7324 
 Cresid10 = -0.013  LogX1 = 0.7243 
 Cresid10 = -0.012  LogX1 = 0.7243 
 Cresid10 = -0.012  LogX1 = 0.716 
 Cresid10 = -0.017  LogX1 = 0.716 
 Cresid10 = -0.017  LogX1 = 0.7076 
 Cresid10 = -0.006  LogX1 = 0.7076 
 Cresid10 = -0.006  LogX1 = 0.699 
 Cresid10 = -0.004  LogX1 = 0.699 
 Cresid10 = -0.004  LogX1 = 0.6812 
 Cresid10 = -0.007  LogX1 = 0.6812 
 Cresid10 = -0.007  LogX1 = 0.6532 
 Cresid10 = 0.0049  LogX1 = 0.6532 
 Cresid10 = 0.0049  LogX1 = 0.6335 
 Cresid10 = 0.0033  LogX1 = 0.6335 
 Cresid10 = 0.0033  LogX1 = 0.5911 
 Cresid10 = 0.0131  LogX1 = 0.5911 
 Cresid10 = 0.0131  LogX1 = 0.5682 
 Cresid10 = 0.0128  LogX1 = 0.5682 
 Cresid10 = 0.0128  LogX1 = 0.5563 
 Cresid10 = 0.0111  LogX1 = 0.5563 
 Cresid10 = 0.0111  LogX1 = 0.5315 
 Cresid10 = 0.0049  LogX1 = 0.5315 
 Cresid10 = 0.0049  LogX1 = 0.5052 
 Cresid10 = -72E-5  LogX1 = 0.5052 
 Cresid10 = -72E-5  LogX1 = 0.415 
 Cresid10 = 2.4E-5  LogX1 = 0.415 
 Cresid10 = 2.4E-5  LogX1 = 0.9445 
 Cresid9 = 0.0056  LogX1 = 0.9445 
 Cresid9 = 0.0056  LogX1 = 0.9395 
 Cresid9 = 0.0104  LogX1 = 0.9395 
 Cresid9 = 0.0104  LogX1 = 0.8921 
 Cresid9 = 0.0079  LogX1 = 0.8921 
 Cresid9 = 0.0079  LogX1 = 0.8865 
 Cresid9 = 0.01  LogX1 = 0.8865 
 Cresid9 = 0.01  LogX1 = 0.8692 
 Cresid9 = 0.0108  LogX1 = 0.8692 
 Cresid9 = 0.0108  LogX1 = 0.8633 
 Cresid9 = 0.0117  LogX1 = 0.8633 
 Cresid9 = 0.0117  LogX1 = 0.8261 
 Cresid9 = 0.0119  LogX1 = 0.8261 
 Cresid9 = 0.0119  LogX1 = 0.8195 
 Cresid9 = 0.0104  LogX1 = 0.8195 
 Cresid9 = 0.0104  LogX1 = 0.8129 
 Cresid9 = 0.0062  LogX1 = 0.8129 
 Cresid9 = 0.0062  LogX1 = 0.8062 
 Cresid9 = 0.0097  LogX1 = 0.8062 
 Cresid9 = 0.0097  LogX1 = 0.7993 
 Cresid9 = 0.0075  LogX1 = 0.7993 
 Cresid9 = 0.0075  LogX1 = 0.7782 
 Cresid9 = 0.0054  LogX1 = 0.7782 
 Cresid9 = 0.0054  LogX1 = 0.7634 
 Cresid9 = -0.008  LogX1 = 0.7634 
 Cresid9 = -0.008  LogX1 = 0.7559 
 Cresid9 = -0.004  LogX1 = 0.7559 
 Cresid9 = -0.004  LogX1 = 0.7482 
 Cresid9 = -0.001  LogX1 = 0.7482 
 Cresid9 = -0.001  LogX1 = 0.7324 
 Cresid9 = -18E-6  LogX1 = 0.7324 
 Cresid9 = -18E-6  LogX1 = 0.7243 
 Cresid9 = 0.0017  LogX1 = 0.7243 
 Cresid9 = 0.0017  LogX1 = 0.716 
 Cresid9 = 0.005  LogX1 = 0.716 
 Cresid9 = 0.005  LogX1 = 0.7076 
 Cresid9 = -0.005  LogX1 = 0.7076 
 Cresid9 = -0.005  LogX1 = 0.699 
 Cresid9 = -0.005  LogX1 = 0.699 
 Cresid9 = -0.005  LogX1 = 0.6812 
 Cresid9 = -0.005  LogX1 = 0.6812 
 Cresid9 = -0.005  LogX1 = 0.6532 
 Cresid9 = -0.009  LogX1 = 0.6532 
 Cresid9 = -0.009  LogX1 = 0.6335 
 Cresid9 = -0.009  LogX1 = 0.6335 
 Cresid9 = -0.009  LogX1 = 0.5911 
 Cresid9 = -0.017  LogX1 = 0.5911 
 Cresid9 = -0.017  LogX1 = 0.5682 
 Cresid9 = -0.019  LogX1 = 0.5682 
 Cresid9 = -0.019  LogX1 = 0.5563 
 Cresid9 = -0.012  LogX1 = 0.5563 
 Cresid9 = -0.012  LogX1 = 0.5315 
 Cresid9 = -0.013  LogX1 = 0.5315 
 Cresid9 = -0.013  LogX1 = 0.5052 
 Cresid9 = 0.0014  LogX1 = 0.5052 
 Cresid9 = 0.0014  LogX1 = 0.415 
 Cresid9 = 0.0025  LogX1 = 0.415 
 Cresid9 = 0.0025  LogX1 = 0.9445 
 Cresid8 = 0.0021  LogX1 = 0.9445 
 Cresid8 = 0.0021  LogX1 = 0.9395 
 Cresid8 = -0.002  LogX1 = 0.9395 
 Cresid8 = -0.002  LogX1 = 0.8921 
 Cresid8 = -0.006  LogX1 = 0.8921 
 Cresid8 = -0.006  LogX1 = 0.8865 
 Cresid8 = -0.009  LogX1 = 0.8865 
 Cresid8 = -0.009  LogX1 = 0.8692 
 Cresid8 = -0.009  LogX1 = 0.8692 
 Cresid8 = -0.009  LogX1 = 0.8633 
 Cresid8 = -0.009  LogX1 = 0.8633 
 Cresid8 = -0.009  LogX1 = 0.8261 
 Cresid8 = -0.009  LogX1 = 0.8261 
 Cresid8 = -0.009  LogX1 = 0.8195 
 Cresid8 = -0.009  LogX1 = 0.8195 
 Cresid8 = -0.009  LogX1 = 0.8129 
 Cresid8 = -0.007  LogX1 = 0.8129 
 Cresid8 = -0.007  LogX1 = 0.8062 
 Cresid8 = -0.007  LogX1 = 0.8062 
 Cresid8 = -0.007  LogX1 = 0.7993 
 Cresid8 = -0.009  LogX1 = 0.7993 
 Cresid8 = -0.009  LogX1 = 0.7782 
 Cresid8 = -0.014  LogX1 = 0.7782 
 Cresid8 = -0.014  LogX1 = 0.7634 
 Cresid8 = 0.0008  LogX1 = 0.7634 
 Cresid8 = 0.0008  LogX1 = 0.7559 
 Cresid8 = -0.002  LogX1 = 0.7559 
 Cresid8 = -0.002  LogX1 = 0.7482 
 Cresid8 = -76E-5  LogX1 = 0.7482 
 Cresid8 = -76E-5  LogX1 = 0.7324 
 Cresid8 = .00028  LogX1 = 0.7324 
 Cresid8 = .00028  LogX1 = 0.7243 
 Cresid8 = 0.0049  LogX1 = 0.7243 
 Cresid8 = 0.0049  LogX1 = 0.716 
 Cresid8 = 0.0039  LogX1 = 0.716 
 Cresid8 = 0.0039  LogX1 = 0.7076 
 Cresid8 = 0.0079  LogX1 = 0.7076 
 Cresid8 = 0.0079  LogX1 = 0.699 
 Cresid8 = 0.0064  LogX1 = 0.699 
 Cresid8 = 0.0064  LogX1 = 0.6812 
 Cresid8 = 0.0103  LogX1 = 0.6812 
 Cresid8 = 0.0103  LogX1 = 0.6532 
 Cresid8 = 0.0107  LogX1 = 0.6532 
 Cresid8 = 0.0107  LogX1 = 0.6335 
 Cresid8 = 0.0096  LogX1 = 0.6335 
 Cresid8 = 0.0096  LogX1 = 0.5911 
 Cresid8 = 0.0036  LogX1 = 0.5911 
 Cresid8 = 0.0036  LogX1 = 0.5682 
 Cresid8 = 0.0027  LogX1 = 0.5682 
 Cresid8 = 0.0027  LogX1 = 0.5563 
 Cresid8 = .00091  LogX1 = 0.5563 
 Cresid8 = .00091  LogX1 = 0.5315 
 Cresid8 = 0.0094  LogX1 = 0.5315 
 Cresid8 = 0.0094  LogX1 = 0.5052 
 Cresid8 = 0.0033  LogX1 = 0.5052 
 Cresid8 = 0.0033  LogX1 = 0.415 
 Cresid8 = -0.003  LogX1 = 0.415 
 Cresid8 = -0.003  LogX1 = 0.9445 
 Cresid7 = -15E-5  LogX1 = 0.9445 
 Cresid7 = -15E-5  LogX1 = 0.9395 
 Cresid7 = -72E-5  LogX1 = 0.9395 
 Cresid7 = -72E-5  LogX1 = 0.8921 
 Cresid7 = -0.002  LogX1 = 0.8921 
 Cresid7 = -0.002  LogX1 = 0.8865 
 Cresid7 = 0.0011  LogX1 = 0.8865 
 Cresid7 = 0.0011  LogX1 = 0.8692 
 Cresid7 = 0.0022  LogX1 = 0.8692 
 Cresid7 = 0.0022  LogX1 = 0.8633 
 Cresid7 = 0.0053  LogX1 = 0.8633 
 Cresid7 = 0.0053  LogX1 = 0.8261 
 Cresid7 = 0.0067  LogX1 = 0.8261 
 Cresid7 = 0.0067  LogX1 = 0.8195 
 Cresid7 = 0.0116  LogX1 = 0.8195 
 Cresid7 = 0.0116  LogX1 = 0.8129 
 Cresid7 = 0.0111  LogX1 = 0.8129 
 Cresid7 = 0.0111  LogX1 = 0.8062 
 Cresid7 = 0.0118  LogX1 = 0.8062 
 Cresid7 = 0.0118  LogX1 = 0.7993 
 Cresid7 = 0.0123  LogX1 = 0.7993 
 Cresid7 = 0.0123  LogX1 = 0.7782 
 Cresid7 = 0.0114  LogX1 = 0.7782 
 Cresid7 = 0.0114  LogX1 = 0.7634 
 Cresid7 = 0.0043  LogX1 = 0.7634 
 Cresid7 = 0.0043  LogX1 = 0.7559 
 Cresid7 = 0.0087  LogX1 = 0.7559 
 Cresid7 = 0.0087  LogX1 = 0.7482 
 Cresid7 = 0.0076  LogX1 = 0.7482 
 Cresid7 = 0.0076  LogX1 = 0.7324 
 Cresid7 = 0.0097  LogX1 = 0.7324 
 Cresid7 = 0.0097  LogX1 = 0.7243 
 Cresid7 = 0.0116  LogX1 = 0.7243 
 Cresid7 = 0.0116  LogX1 = 0.716 
 Cresid7 = 0.0103  LogX1 = 0.716 
 Cresid7 = 0.0103  LogX1 = 0.7076 
 Cresid7 = -0.006  LogX1 = 0.7076 
 Cresid7 = -0.006  LogX1 = 0.699 
 Cresid7 = -0.008  LogX1 = 0.699 
 Cresid7 = -0.008  LogX1 = 0.6812 
 Cresid7 = -0.008  LogX1 = 0.6812 
 Cresid7 = -0.008  LogX1 = 0.6532 
 Cresid7 = -0.012  LogX1 = 0.6532 
 Cresid7 = -0.012  LogX1 = 0.6335 
 Cresid7 = -0.012  LogX1 = 0.6335 
 Cresid7 = -0.012  LogX1 = 0.5911 
 Cresid7 = -0.009  LogX1 = 0.5911 
 Cresid7 = -0.009  LogX1 = 0.5682 
 Cresid7 = -0.009  LogX1 = 0.5682 
 Cresid7 = -0.009  LogX1 = 0.5563 
 Cresid7 = -0.005  LogX1 = 0.5563 
 Cresid7 = -0.005  LogX1 = 0.5315 
 Cresid7 = -0.002  LogX1 = 0.5315 
 Cresid7 = -0.002  LogX1 = 0.5052 
 Cresid7 = 0.0067  LogX1 = 0.5052 
 Cresid7 = 0.0067  LogX1 = 0.415 
 Cresid7 = .00092  LogX1 = 0.415 
 Cresid7 = .00092  LogX1 = 0.9445 
 Cresid6 = -0.002  LogX1 = 0.9445 
 Cresid6 = -0.002  LogX1 = 0.9395 
 Cresid6 = .00032  LogX1 = 0.9395 
 Cresid6 = .00032  LogX1 = 0.8921 
 Cresid6 = 0.0064  LogX1 = 0.8921 
 Cresid6 = 0.0064  LogX1 = 0.8865 
 Cresid6 = 0.0112  LogX1 = 0.8865 
 Cresid6 = 0.0112  LogX1 = 0.8692 
 Cresid6 = 0.0117  LogX1 = 0.8692 
 Cresid6 = 0.0117  LogX1 = 0.8633 
 Cresid6 = 0.0131  LogX1 = 0.8633 
 Cresid6 = 0.0131  LogX1 = 0.8261 
 Cresid6 = 0.0129  LogX1 = 0.8261 
 Cresid6 = 0.0129  LogX1 = 0.8195 
 Cresid6 = 0.0159  LogX1 = 0.8195 
 Cresid6 = 0.0159  LogX1 = 0.8129 
 Cresid6 = 0.0162  LogX1 = 0.8129 
 Cresid6 = 0.0162  LogX1 = 0.8062 
 Cresid6 = 0.0129  LogX1 = 0.8062 
 Cresid6 = 0.0129  LogX1 = 0.7993 
 Cresid6 = 0.0115  LogX1 = 0.7993 
 Cresid6 = 0.0115  LogX1 = 0.7782 
 Cresid6 = 0.0115  LogX1 = 0.7782 
 Cresid6 = 0.0115  LogX1 = 0.7634 
 Cresid6 = 0.0053  LogX1 = 0.7634 
 Cresid6 = 0.0053  LogX1 = 0.7559 
 Cresid6 = -0.002  LogX1 = 0.7559 
 Cresid6 = -0.002  LogX1 = 0.7482 
 Cresid6 = -0.004  LogX1 = 0.7482 
 Cresid6 = -0.004  LogX1 = 0.7324 
 Cresid6 = -0.006  LogX1 = 0.7324 
 Cresid6 = -0.006  LogX1 = 0.7243 
 Cresid6 = -0.01  LogX1 = 0.7243 
 Cresid6 = -0.01  LogX1 = 0.716 
 Cresid6 = -0.01  LogX1 = 0.716 
 Cresid6 = -0.01  LogX1 = 0.7076 
 Cresid6 = -0.007  LogX1 = 0.7076 
 Cresid6 = -0.007  LogX1 = 0.699 
 Cresid6 = -0.013  LogX1 = 0.699 
 Cresid6 = -0.013  LogX1 = 0.6812 
 Cresid6 = -0.018  LogX1 = 0.6812 
 Cresid6 = -0.018  LogX1 = 0.6532 
 Cresid6 = -0.01  LogX1 = 0.6532 
 Cresid6 = -0.01  LogX1 = 0.6335 
 Cresid6 = -0.011  LogX1 = 0.6335 
 Cresid6 = -0.011  LogX1 = 0.5911 
 Cresid6 = -0.004  LogX1 = 0.5911 
 Cresid6 = -0.004  LogX1 = 0.5682 
 Cresid6 = -0.006  LogX1 = 0.5682 
 Cresid6 = -0.006  LogX1 = 0.5563 
 Cresid6 = -0.019  LogX1 = 0.5563 
 Cresid6 = -0.019  LogX1 = 0.5315 
 Cresid6 = -0.023  LogX1 = 0.5315 
 Cresid6 = -0.023  LogX1 = 0.5052 
 Cresid6 = 0.0052  LogX1 = 0.5052 
 Cresid6 = 0.0052  LogX1 = 0.415 
 Cresid6 = 0.0069  LogX1 = 0.415 
 Cresid6 = 0.0069  LogX1 = 0.9445 
 Cresid5 = -0.007  LogX1 = 0.9445 
 Cresid5 = -0.007  LogX1 = 0.9395 
 Cresid5 = -0.006  LogX1 = 0.9395 
 Cresid5 = -0.006  LogX1 = 0.8921 
 Cresid5 = -0.011  LogX1 = 0.8921 
 Cresid5 = -0.011  LogX1 = 0.8865 
 Cresid5 = -0.01  LogX1 = 0.8865 
 Cresid5 = -0.01  LogX1 = 0.8692 
 Cresid5 = -0.01  LogX1 = 0.8692 
 Cresid5 = -0.01  LogX1 = 0.8633 
 Cresid5 = -0.008  LogX1 = 0.8633 
 Cresid5 = -0.008  LogX1 = 0.8261 
 Cresid5 = -0.007  LogX1 = 0.8261 
 Cresid5 = -0.007  LogX1 = 0.8195 
 Cresid5 = -99E-5  LogX1 = 0.8195 
 Cresid5 = -99E-5  LogX1 = 0.8129 
 Cresid5 = 3.5E-5  LogX1 = 0.8129 
 Cresid5 = 3.5E-5  LogX1 = 0.8062 
 Cresid5 = 0.0028  LogX1 = 0.8062 
 Cresid5 = 0.0028  LogX1 = 0.7993 
 Cresid5 = -0.002  LogX1 = 0.7993 
 Cresid5 = -0.002  LogX1 = 0.7782 
 Cresid5 = -77E-5  LogX1 = 0.7782 
 Cresid5 = -77E-5  LogX1 = 0.7634 
 Cresid5 = -0.015  LogX1 = 0.7634 
 Cresid5 = -0.015  LogX1 = 0.7559 
 Cresid5 = -0.002  LogX1 = 0.7559 
 Cresid5 = -0.002  LogX1 = 0.7482 
 Cresid5 = -0.002  LogX1 = 0.7482 
 Cresid5 = -0.002  LogX1 = 0.7324 
 Cresid5 = -35E-5  LogX1 = 0.7324 
 Cresid5 = -35E-5  LogX1 = 0.7243 
 Cresid5 = .00056  LogX1 = 0.7243 
 Cresid5 = .00056  LogX1 = 0.716 
 Cresid5 = -26E-5  LogX1 = 0.716 
 Cresid5 = -26E-5  LogX1 = 0.7076 
 Cresid5 = -0.005  LogX1 = 0.7076 
 Cresid5 = -0.005  LogX1 = 0.699 
 Cresid5 = 0.0028  LogX1 = 0.699 
 Cresid5 = 0.0028  LogX1 = 0.6812 
 Cresid5 = 0.0075  LogX1 = 0.6812 
 Cresid5 = 0.0075  LogX1 = 0.6532 
 Cresid5 = 0.0137  LogX1 = 0.6532 
 Cresid5 = 0.0137  LogX1 = 0.6335 
 Cresid5 = 0.0147  LogX1 = 0.6335 
 Cresid5 = 0.0147  LogX1 = 0.5911 
 Cresid5 = 0.0084  LogX1 = 0.5911 
 Cresid5 = 0.0084  LogX1 = 0.5682 
 Cresid5 = 0.0101  LogX1 = 0.5682 
 Cresid5 = 0.0101  LogX1 = 0.5563 
 Cresid5 = 0.0135  LogX1 = 0.5563 
 Cresid5 = 0.0135  LogX1 = 0.5315 
 Cresid5 = 0.0097  LogX1 = 0.5315 
 Cresid5 = 0.0097  LogX1 = 0.5052 
 Cresid5 = 0.0059  LogX1 = 0.5052 
 Cresid5 = 0.0059  LogX1 = 0.415 
 Cresid5 = 0.0016  LogX1 = 0.415 
 Cresid5 = 0.0016  LogX1 = 0.9445 
 Cresid4 = 0.0034  LogX1 = 0.9445 
 Cresid4 = 0.0034  LogX1 = 0.9395 
 Cresid4 = 0.0025  LogX1 = 0.9395 
 Cresid4 = 0.0025  LogX1 = 0.8921 
 Cresid4 = 0.0017  LogX1 = 0.8921 
 Cresid4 = 0.0017  LogX1 = 0.8865 
 Cresid4 = 0.0023  LogX1 = 0.8865 
 Cresid4 = 0.0023  LogX1 = 0.8692 
 Cresid4 = 0.0017  LogX1 = 0.8692 
 Cresid4 = 0.0017  LogX1 = 0.8633 
 Cresid4 = -59E-5  LogX1 = 0.8633 
 Cresid4 = -59E-5  LogX1 = 0.8261 
 Cresid4 = -0.001  LogX1 = 0.8261 
 Cresid4 = -0.001  LogX1 = 0.8195 
 Cresid4 = -0.003  LogX1 = 0.8195 
 Cresid4 = -0.003  LogX1 = 0.8129 
 Cresid4 = -0.005  LogX1 = 0.8129 
 Cresid4 = -0.005  LogX1 = 0.8062 
 Cresid4 = -0.004  LogX1 = 0.8062 
 Cresid4 = -0.004  LogX1 = 0.7993 
 Cresid4 = -0.005  LogX1 = 0.7993 
 Cresid4 = -0.005  LogX1 = 0.7782 
 Cresid4 = -0.01  LogX1 = 0.7782 
 Cresid4 = -0.01  LogX1 = 0.7634 
 Cresid4 = -0.002  LogX1 = 0.7634 
 Cresid4 = -0.002  LogX1 = 0.7559 
 Cresid4 = 0.0061  LogX1 = 0.7559 
 Cresid4 = 0.0061  LogX1 = 0.7482 
 Cresid4 = 0.0102  LogX1 = 0.7482 
 Cresid4 = 0.0102  LogX1 = 0.7324 
 Cresid4 = 0.0132  LogX1 = 0.7324 
 Cresid4 = 0.0132  LogX1 = 0.7243 
 Cresid4 = 0.0132  LogX1 = 0.7243 
 Cresid4 = 0.0132  LogX1 = 0.716 
 Cresid4 = 0.0143  LogX1 = 0.716 
 Cresid4 = 0.0143  LogX1 = 0.7076 
 Cresid4 = 0.0127  LogX1 = 0.7076 
 Cresid4 = 0.0127  LogX1 = 0.699 
 Cresid4 = 0.0057  LogX1 = 0.699 
 Cresid4 = 0.0057  LogX1 = 0.6812 
 Cresid4 = 0.0055  LogX1 = 0.6812 
 Cresid4 = 0.0055  LogX1 = 0.6532 
 Cresid4 = 0.0026  LogX1 = 0.6532 
 Cresid4 = 0.0026  LogX1 = 0.6335 
 Cresid4 = 0.0033  LogX1 = 0.6335 
 Cresid4 = 0.0033  LogX1 = 0.5911 
 Cresid4 = -0.009  LogX1 = 0.5911 
 Cresid4 = -0.009  LogX1 = 0.5682 
 Cresid4 = -0.008  LogX1 = 0.5682 
 Cresid4 = -0.008  LogX1 = 0.5563 
 Cresid4 = -0.004  LogX1 = 0.5563 
 Cresid4 = -0.004  LogX1 = 0.5315 
 Cresid4 = -22E-5  LogX1 = 0.5315 
 Cresid4 = -22E-5  LogX1 = 0.5052 
 Cresid4 = -0.01  LogX1 = 0.5052 
 Cresid4 = -0.01  LogX1 = 0.415 
 Cresid4 = -0.002  LogX1 = 0.415 
 Cresid4 = -0.002  LogX1 = 0.9445 
 Cresid3 = -17E-5  LogX1 = 0.9445 
 Cresid3 = -17E-5  LogX1 = 0.9395 
 Cresid3 = -0.005  LogX1 = 0.9395 
 Cresid3 = -0.005  LogX1 = 0.8921 
 Cresid3 = 0.0012  LogX1 = 0.8921 
 Cresid3 = 0.0012  LogX1 = 0.8865 
 Cresid3 = 0.0025  LogX1 = 0.8865 
 Cresid3 = 0.0025  LogX1 = 0.8692 
 Cresid3 = .00071  LogX1 = 0.8692 
 Cresid3 = .00071  LogX1 = 0.8633 
 Cresid3 = -0.002  LogX1 = 0.8633 
 Cresid3 = -0.002  LogX1 = 0.8261 
 Cresid3 = -0.003  LogX1 = 0.8261 
 Cresid3 = -0.003  LogX1 = 0.8195 
 Cresid3 = -0.005  LogX1 = 0.8195 
 Cresid3 = -0.005  LogX1 = 0.8129 
 Cresid3 = -0.007  LogX1 = 0.8129 
 Cresid3 = -0.007  LogX1 = 0.8062 
 Cresid3 = -0.007  LogX1 = 0.8062 
 Cresid3 = -0.007  LogX1 = 0.7993 
 Cresid3 = -0.008  LogX1 = 0.7993 
 Cresid3 = -0.008  LogX1 = 0.7782 
 Cresid3 = -0.005  LogX1 = 0.7782 
 Cresid3 = -0.005  LogX1 = 0.7634 
 Cresid3 = 0.0056  LogX1 = 0.7634 
 Cresid3 = 0.0056  LogX1 = 0.7559 
 Cresid3 = 0.0076  LogX1 = 0.7559 
 Cresid3 = 0.0076  LogX1 = 0.7482 
 Cresid3 = 0.0074  LogX1 = 0.7482 
 Cresid3 = 0.0074  LogX1 = 0.7324 
 Cresid3 = 0.0071  LogX1 = 0.7324 
 Cresid3 = 0.0071  LogX1 = 0.7243 
 Cresid3 = 0.0094  LogX1 = 0.7243 
 Cresid3 = 0.0094  LogX1 = 0.716 
 Cresid3 = 0.0118  LogX1 = 0.716 
 Cresid3 = 0.0118  LogX1 = 0.7076 
 Cresid3 = 0.0108  LogX1 = 0.7076 
 Cresid3 = 0.0108  LogX1 = 0.699 
 Cresid3 = 0.0138  LogX1 = 0.699 
 Cresid3 = 0.0138  LogX1 = 0.6812 
 Cresid3 = 0.012  LogX1 = 0.6812 
 Cresid3 = 0.012  LogX1 = 0.6532 
 Cresid3 = 0.0081  LogX1 = 0.6532 
 Cresid3 = 0.0081  LogX1 = 0.6335 
 Cresid3 = 0.0119  LogX1 = 0.6335 
 Cresid3 = 0.0119  LogX1 = 0.5911 
 Cresid3 = -0.004  LogX1 = 0.5911 
 Cresid3 = -0.004  LogX1 = 0.5682 
 Cresid3 = .00031  LogX1 = 0.5682 
 Cresid3 = .00031  LogX1 = 0.5563 
 Cresid3 = 0.0103  LogX1 = 0.5563 
 Cresid3 = 0.0103  LogX1 = 0.5315 
 Cresid3 = 0.0135  LogX1 = 0.5315 
 Cresid3 = 0.0135  LogX1 = 0.5052 
 Cresid3 = -0.016  LogX1 = 0.5052 
 Cresid3 = -0.016  LogX1 = 0.415 
 Cresid3 = -0.01  LogX1 = 0.415 
 Cresid3 = -0.01  LogX1 = 0.9445 
 Cresid2 = 0.0016  LogX1 = 0.9445 
 Cresid2 = 0.0016  LogX1 = 0.9395 
 Cresid2 = -0.009  LogX1 = 0.9395 
 Cresid2 = -0.009  LogX1 = 0.8921 
 Cresid2 = 0.0025  LogX1 = 0.8921 
 Cresid2 = 0.0025  LogX1 = 0.8865 
 Cresid2 = 0.0071  LogX1 = 0.8865 
 Cresid2 = 0.0071  LogX1 = 0.8692 
 Cresid2 = 0.0059  LogX1 = 0.8692 
 Cresid2 = 0.0059  LogX1 = 0.8633 
 Cresid2 = 0.0047  LogX1 = 0.8633 
 Cresid2 = 0.0047  LogX1 = 0.8261 
 Cresid2 = 0.0033  LogX1 = 0.8261 
 Cresid2 = 0.0033  LogX1 = 0.8195 
 Cresid2 = .00035  LogX1 = 0.8195 
 Cresid2 = .00035  LogX1 = 0.8129 
 Cresid2 = -0.004  LogX1 = 0.8129 
 Cresid2 = -0.004  LogX1 = 0.8062 
 Cresid2 = -0.01  LogX1 = 0.8062 
 Cresid2 = -0.01  LogX1 = 0.7993 
 Cresid2 = -0.009  LogX1 = 0.7993 
 Cresid2 = -0.009  LogX1 = 0.7782 
 Cresid2 = -0.01  LogX1 = 0.7782 
 Cresid2 = -0.01  LogX1 = 0.7634 
 Cresid2 = -0.013  LogX1 = 0.7634 
 Cresid2 = -0.013  LogX1 = 0.7559 
 Cresid2 = 0.0035  LogX1 = 0.7559 
 Cresid2 = 0.0035  LogX1 = 0.7482 
 Cresid2 = -0.003  LogX1 = 0.7482 
 Cresid2 = -0.003  LogX1 = 0.7324 
 Cresid2 = -0.002  LogX1 = 0.7324 
 Cresid2 = -0.002  LogX1 = 0.7243 
 Cresid2 = -0.006  LogX1 = 0.7243 
 Cresid2 = -0.006  LogX1 = 0.716 
 Cresid2 = -0.007  LogX1 = 0.716 
 Cresid2 = -0.007  LogX1 = 0.7076 
 Cresid2 = -0.003  LogX1 = 0.7076 
 Cresid2 = -0.003  LogX1 = 0.699 
 Cresid2 = -0.003  LogX1 = 0.699 
 Cresid2 = -0.003  LogX1 = 0.6812 
 Cresid2 = -0.004  LogX1 = 0.6812 
 Cresid2 = -0.004  LogX1 = 0.6532 
 Cresid2 = 1.1E-6  LogX1 = 0.6532 
 Cresid2 = 1.1E-6  LogX1 = 0.6335 
 Cresid2 = 0.0014  LogX1 = 0.6335 
 Cresid2 = 0.0014  LogX1 = 0.5911 
 Cresid2 = 0.0036  LogX1 = 0.5911 
 Cresid2 = 0.0036  LogX1 = 0.5682 
 Cresid2 = 0.0057  LogX1 = 0.5682 
 Cresid2 = 0.0057  LogX1 = 0.5563 
 Cresid2 = 0.0073  LogX1 = 0.5563 
 Cresid2 = 0.0073  LogX1 = 0.5315 
 Cresid2 = 0.0049  LogX1 = 0.5315 
 Cresid2 = 0.0049  LogX1 = 0.5052 
 Cresid2 = -0.004  LogX1 = 0.5052 
 Cresid2 = -0.004  LogX1 = 0.415 
 Cresid2 = -0.001  LogX1 = 0.415 
 Cresid2 = -0.001  LogX1 = 0.9445 
 Cresid1 = 0.0037  LogX1 = 0.9445 
 Cresid1 = 0.0037  LogX1 = 0.9395 
 Cresid1 = 0.0013  LogX1 = 0.9395 
 Cresid1 = 0.0013  LogX1 = 0.8921 
 Cresid1 = 0.0146  LogX1 = 0.8921 
 Cresid1 = 0.0146  LogX1 = 0.8865 
 Cresid1 = 0.0139  LogX1 = 0.8865 
 Cresid1 = 0.0139  LogX1 = 0.8692 
 Cresid1 = 0.0129  LogX1 = 0.8692 
 Cresid1 = 0.0129  LogX1 = 0.8633 
 Cresid1 = 0.0111  LogX1 = 0.8633 
 Cresid1 = 0.0111  LogX1 = 0.8261 
 Cresid1 = 0.0112  LogX1 = 0.8261 
 Cresid1 = 0.0112  LogX1 = 0.8195 
 Cresid1 = 0.0104  LogX1 = 0.8195 
 Cresid1 = 0.0104  LogX1 = 0.8129 
 Cresid1 = 0.0109  LogX1 = 0.8129 
 Cresid1 = 0.0109  LogX1 = 0.8062 
 Cresid1 = 0.015  LogX1 = 0.8062 
 Cresid1 = 0.015  LogX1 = 0.7993 
 Cresid1 = 0.0116  LogX1 = 0.7993 
 Cresid1 = 0.0116  LogX1 = 0.7782 
 Cresid1 = 0.014  LogX1 = 0.7782 
 Cresid1 = 0.014  LogX1 = 0.7634 
 Cresid1 = 0.003  LogX1 = 0.7634 
 Cresid1 = 0.003  LogX1 = 0.7559 
 Cresid1 = 0.005  LogX1 = 0.7559 
 Cresid1 = 0.005  LogX1 = 0.7482 
 Cresid1 = 0.0035  LogX1 = 0.7482 
 Cresid1 = 0.0035  LogX1 = 0.7324 
 Cresid1 = 0.0049  LogX1 = 0.7324 
 Cresid1 = 0.0049  LogX1 = 0.7243 
 Cresid1 = 0.0064  LogX1 = 0.7243 
 Cresid1 = 0.0064  LogX1 = 0.716 
 Cresid1 = 0.0082  LogX1 = 0.716 
 Cresid1 = 0.0082  LogX1 = 0.7076 
 Cresid1 = -0.007  LogX1 = 0.7076 
 Cresid1 = -0.007  LogX1 = 0.699 
 Cresid1 = -0.005  LogX1 = 0.699 
 Cresid1 = -0.005  LogX1 = 0.6812 
 Cresid1 = -0.005  LogX1 = 0.6812 
 Cresid1 = -0.005  LogX1 = 0.6532 
 Cresid1 = -0.024  LogX1 = 0.6532 
 Cresid1 = -0.024  LogX1 = 0.6335 
 Cresid1 = -0.021  LogX1 = 0.6335 
 Cresid1 = -0.021  LogX1 = 0.5911 
 Cresid1 = -0.021  LogX1 = 0.5911 
 Cresid1 = -0.021  LogX1 = 0.5682 
 Cresid1 = -0.018  LogX1 = 0.5682 
 Cresid1 = -0.018  LogX1 = 0.5563 
 Cresid1 = -0.006  LogX1 = 0.5563 
 Cresid1 = -0.006  LogX1 = 0.5315 
 Cresid1 = -0.002  LogX1 = 0.5315 
 Cresid1 = -0.002  LogX1 = 0.5052 
 Cresid1 = -0.003  LogX1 = 0.5052 
 Cresid1 = -0.003  LogX1 = 0.415 
 Cresid1 = -17E-5  LogX1 = 0.415 
 Cresid1 = -17E-5
Cumulative Residual Plot for LogX1