[Comment]
In this part, we demonstrate two SAS procedures for fitting logistic models: PROC LOGISTIC and PROC GENMOD.
Both procedures use meximum likelihood estimation, and lead to the same results. However, their default output may contain different information. For example, PROC GENMOD outputs scale parameter estmiation as a default while PROC LOGISTIC does not.
For the rest part, we only demonstrate PROC LOGISTIC output.
[Data] Crab Data: comes from a study of nesting horseshoe crabs (J. Brockmann, Ethology, 102: 1-21, 1996). Each female horseshoe crab in the study had a male crab attached to her in her nest. The study investigated factors that affect whether the female crab had any other males, called satellites, residing nearby her.
The response outcome for each female crab is whether or not having satellites. The value is 0 if there is no any satellites and 1 if at least one satellites.
An explanatory variable thought possibly to affect this was the female crab’s shell width, which is a summary of her size.
[Goal] Associate the probability of having at least one satellite with the width of the female crab.
[Specification]
If the data are coded 1 for disease and 0 for non-disease then the descending option is required to force SAS to estimate \(Pr[Y = 1|x]\) rather than the default of \(Pr[Y = 0|x]\).
The output statement requests that specific estimates from the analysis be saved in the SAS dataset result. This output statement would work in either procedure
The option outest=betas covout creates a data betas that has both the estimated parameter information and the covariance matrix.
In PROC LOGISTIC, the CLPARM=Both and CLODDS=Both provides Wald and likelihood-based confidence interval for parameters and odds ratio.
With Aggregate Scale=none in the model statement, PROC LOGISTIC reports Pearson and deviance tests of fit; it forms groups by aggregating data into possible combinations of explantory variable values. You may not need Aggregate for grouped data.
PROC LOGISTIC/*
if the crab.csv is under the same directory as the code,
just use "crab.csv", instead of "../data/crab.csv".
*/
proc import datafile='..\data\crab.csv' out=crab
dbms=csv replace;
run;
data crab;
set crab;
if Satellites > 0 then flag =1; else flag=0;
run;
proc print data =crab (obs=5);
run;
proc logistic data=crab descending outest=betas covout;
model flag = width/CLODDS=Both Aggregate Scale=none ;
output out=results predicted=p lower=lcl upper=ucl;
run;
/*
Note: run the following code will print estimated covariance matrix for the esimated coefficients.
*/
proc print data=betas;
run;
/*
Note: run the following code will print estimated probability and CI for each subject.
proc print data=results;
run;
*/ Obs Obs Color Spine Width
1 1 2 3 28.3
2 2 3 3 26
3 3 3 3 25.6
4 4 4 2 21
5 5 2 3 29
Obs Weight Satellites flag
1 3.05 8 1
2 2.6 4 1
3 2.15 0 0
4 1.85 0 0
5 3 1 1
The LOGISTIC Procedure
Model Information
Data Set WORK.CRAB
Response Variable flag
Number of Response Levels 2
Model binary logit
Optimization Technique Fisher's scoring
Number of Observations Read 173
Number of Observations Used 173
Response Profile
Ordered Total
Value flag Frequency
1 1 111
2 0 62
Probability modeled is flag=1.
Model Convergence Status
Convergence criterion (GCONV=1E-8) satisfied.
Deviance and Pearson Goodness-of-Fit Statistics
Criterion Value DF Value/DF Pr > ChiSq
Deviance 69.7260 64 1.0895 0.2911
Pearson 55.1779 64 0.8622 0.7761
Number of unique profiles: 66
Model Fit Statistics
Intercept
Intercept and
Criterion Only Covariates
AIC 227.759 198.453
SC 230.912 204.759
-2 Log L 225.759 194.453
Testing Global Null Hypothesis: BETA=0
Test Chi-Square DF Pr > ChiSq
Likelihood Ratio 31.3059 1 <.0001
Score 27.8752 1 <.0001
Wald 23.8872 1 <.0001
Analysis of Maximum Likelihood Estimates
Standard Wald
Parameter DF Estimate Error Chi-Square Pr > ChiSq
Intercept 1 -12.3508 2.6287 22.0749 <.0001
Width 1 0.4972 0.1017 23.8872 <.0001
Association of Predicted Probabilities and Observed Responses
Percent Concordant 73.5 Somers' D 0.485
Percent Discordant 25.0 Gamma 0.492
Percent Tied 1.5 Tau-a 0.224
Pairs 6882 c 0.742
Odds Ratio Estimates and Profile-Likelihood Confidence Intervals
Effect Unit Estimate 95% Confidence Limits
Width 1.0000 1.644 1.361 2.032
Odds Ratio Estimates and Wald Confidence Intervals
Effect Unit Estimate 95% Confidence Limits
Width 1.0000 1.644 1.347 2.007
I _
_ n _ E
S t L S
_ _ T _ e N T
L T A N r W L T
I Y T A c i I Y
O N P U M e d K P
b K E S E p t E E
s _ _ _ _ t h _ _
1 LOGIT PARMS 0 Converged flag -12.3508 0.49723 -97.2263 MLE
2 LOGIT COV 0 Converged Intercept 6.9102 -0.26685 -97.2263 MLE
3 LOGIT COV 0 Converged Width -0.2669 0.01035 -97.2263 MLEPROC GENMOD
proc import datafile='..\data\crab.csv' out=crab
dbms=csv replace;
run;
data crab;
set crab;
if Satellites > 0 then flag =1; else flag=0;
run;
proc genmod data=crab descending;
model flag = width/ lrci waldci dist=binomial;
run;
The GENMOD Procedure
Model Information
Data Set WORK.CRAB
Distribution Binomial
Link Function Logit
Dependent Variable flag
Number of Observations Read 173
Number of Observations Used 173
Number of Events 111
Number of Trials 173
Response Profile
Ordered Total
Value flag Frequency
1 1 111
2 0 62
PROC GENMOD is modeling the probability that flag='1'.
Criteria For Assessing Goodness Of Fit
Criterion DF Value Value/DF
Log Likelihood -97.2263
Full Log Likelihood -97.2263
AIC (smaller is better) 198.4527
AICC (smaller is better) 198.5233
BIC (smaller is better) 204.7592
Algorithm converged.
Analysis Of Maximum Likelihood Parameter Estimates
Likelihood Ratio
Standard Wald 95% 95% Confidence
Parameter DF Estimate Error Confidence Limits Limits
Intercept 1 -12.3508 2.6287 -17.5030 -7.1986 -17.8097 -7.4573
Width 1 0.4972 0.1017 0.2978 0.6966 0.3084 0.7090
Scale 0 1.0000 0.0000 1.0000 1.0000 1.0000 1.0000
Analysis Of Maximum Likelihood
Parameter Estimates
Wald
Parameter Chi-Square Pr > ChiSq
Intercept 22.07 <.0001
Width 23.89 <.0001
Scale
NOTE: The scale parameter was held fixed.PROC GENMOD with probit link
proc import datafile='..\data\crab.csv' out=crab
dbms=csv replace;
run;
data crab;
set crab;
if Satellites > 0 then flag =1; else flag=0;
run;
proc genmod data=crab descending;
model flag = width/link=probit dist=bin;
run;
The GENMOD Procedure
Model Information
Data Set WORK.CRAB
Distribution Binomial
Link Function Probit
Dependent Variable flag
Number of Observations Read 173
Number of Observations Used 173
Number of Events 111
Number of Trials 173
Response Profile
Ordered Total
Value flag Frequency
1 1 111
2 0 62
PROC GENMOD is modeling the probability that flag='1'.
Criteria For Assessing Goodness Of Fit
Criterion DF Value Value/DF
Log Likelihood -97.0179
Full Log Likelihood -97.0179
AIC (smaller is better) 198.0357
AICC (smaller is better) 198.1063
BIC (smaller is better) 204.3423
Algorithm converged.
Analysis Of Maximum Likelihood Parameter Estimates
Standard Wald 95% Confidence Wald
Parameter DF Estimate Error Limits Chi-Square
Intercept 1 -7.5020 1.5221 -10.4853 -4.5186 24.29
Width 1 0.3020 0.0587 0.1870 0.4170 26.50
Scale 0 1.0000 0.0000 1.0000 1.0000
Analysis Of Maximum
Likelihood Parameter
Estimates
Parameter Pr > ChiSq
Intercept <.0001
Width <.0001
Scale
NOTE: The scale parameter was held fixed.data KidneyTrt_marginal;
input Trt $ Response $ N;
cards;
A Success 273
A Failure 77
B Success 289
B Failure 61
;
proc freq data=KidneyTrt_marginal order=data;
weight N;
table Trt*Response/relrisk chisq;
run;
The FREQ Procedure
Table of Trt by Response
Trt Response
Frequency|
Percent |
Row Pct |
Col Pct |Success |Failure | Total
---------+--------+--------+
A | 273 | 77 | 350
| 39.00 | 11.00 | 50.00
| 78.00 | 22.00 |
| 48.58 | 55.80 |
---------+--------+--------+
B | 289 | 61 | 350
| 41.29 | 8.71 | 50.00
| 82.57 | 17.43 |
| 51.42 | 44.20 |
---------+--------+--------+
Total 562 138 700
80.29 19.71 100.00
Statistics for Table of Trt by Response
Statistic DF Value Prob
------------------------------------------------------
Chi-Square 1 2.3106 0.1285
Likelihood Ratio Chi-Square 1 2.3148 0.1281
Continuity Adj. Chi-Square 1 2.0308 0.1541
Mantel-Haenszel Chi-Square 1 2.3073 0.1288
Phi Coefficient -0.0575
Contingency Coefficient 0.0574
Cramer's V -0.0575
Fisher's Exact Test
----------------------------------
Cell (1,1) Frequency (F) 273
Left-sided Pr <= F 0.0770
Right-sided Pr >= F 0.9470
Table Probability (P) 0.0239
Two-sided Pr <= P 0.1540
Odds Ratio and Relative Risks
Statistic Value 95% Confidence Limits
------------------------------------------------------------------
Odds Ratio 0.7483 0.5146 1.0883
Relative Risk (Column 1) 0.9446 0.8776 1.0168
Relative Risk (Column 2) 1.2623 0.9337 1.7065
Sample Size = 700data KidneyTrt_marginal;
input Trt $ Response $ N;
cards;
A Success 273
A Failure 77
B Success 289
B Failure 61
;
proc logistic data=KidneyTrt_marginal;
FREQ N;
Class Trt (ref="B")/ param = ref ;
Model Response (EVENT='Success')= Trt;
run;data KidneyTrt_marginal;
input Trt $ NS Total;
cards;
A 273 350
B 289 350
;
proc logistic data=KidneyTrt_marginal;
Class Trt (ref="B")/ param = ref ;
model Ns/Total = Trt;
run;Both formats give the same results. You could use either one. Below we show output from format 1 and compare the result withe contingency table analysis.
Based on the regression output, the estimated coefficient for Treatmetn is -0.2899. Therefore, the odds ratio is \(e^{-0.2899} = 0.7483\). The estimated odds and its Wald CI can be written from the Odds Ratio Estimates and Wald Confidence Intervals: the estimate is 0.748 (0.515, 1.088).
Go to the previous contingency table analysis output, reading Odds Ratio from Odds Ratio and Relative Risks section lead to the same result: the estimate is 0.7483 (0.5146, 1.0883).
You can also examine other summary statistics. In contigency table, the Chi-Square and Likelihood Ratio Chi-Square are 2.3106 and 2.3148, respectively. In the logistic regression output, you will find Score and Likelihood Ratio have the same 2.3106 and 2.3148.
Therefore, both analysis lead to the same model fit.
data KidneyTrt_marginal;
input Trt $ Response $ N;
cards;
A Success 273
A Failure 77
B Success 289
B Failure 61
;
proc logistic data=KidneyTrt_marginal;
FREQ N;
Class Trt (ref="B")/ param = ref ;
Model Response (EVENT='Success')= Trt/CLODDS=Both scale=none ;
run;
The LOGISTIC Procedure
Model Information
Data Set WORK.KIDNEYTRT_MARGINAL
Response Variable Response
Number of Response Levels 2
Frequency Variable N
Model binary logit
Optimization Technique Fisher's scoring
Number of Observations Read 4
Number of Observations Used 4
Sum of Frequencies Read 700
Sum of Frequencies Used 700
Response Profile
Ordered Total
Value Response Frequency
1 Failure 138
2 Success 562
Probability modeled is Response='Success'.
Class Level Information
Design
Class Value Variables
Trt A 1
B 0
Model Convergence Status
Convergence criterion (GCONV=1E-8) satisfied.
Model Fit Statistics
Intercept
Intercept and
Criterion Only Covariates
AIC 696.982 696.668
SC 701.533 705.770
-2 Log L 694.982 692.668
Testing Global Null Hypothesis: BETA=0
Test Chi-Square DF Pr > ChiSq
Likelihood Ratio 2.3148 1 0.1281
Score 2.3106 1 0.1285
Wald 2.3020 1 0.1292
Type 3 Analysis of Effects
Wald
Effect DF Chi-Square Pr > ChiSq
Trt 1 2.3020 0.1292
Analysis of Maximum Likelihood Estimates
Standard Wald
Parameter DF Estimate Error Chi-Square Pr > ChiSq
Intercept 1 1.5555 0.1409 121.8779 <.0001
Trt A 1 -0.2899 0.1911 2.3020 0.1292
Association of Predicted Probabilities and Observed Responses
Percent Concordant 28.7 Somers' D 0.072
Percent Discordant 21.5 Gamma 0.144
Percent Tied 49.8 Tau-a 0.023
Pairs 77556 c 0.536
Odds Ratio Estimates and Profile-Likelihood Confidence Intervals
Effect Unit Estimate 95% Confidence Limits
Trt A vs B 1.0000 0.748 0.513 1.087
Odds Ratio Estimates and Wald Confidence Intervals
Effect Unit Estimate 95% Confidence Limits
Trt A vs B 1.0000 0.748 0.515 1.088The previous 2-way table is the marginal table of a 3-way table. We have seen this kidney stone data previously and there is additional information on the stone size. What if we input full data and only include treatment as a predictor? Let’s examine the results from the following three codes.
The three codes return the same prediction model. However, the goodness of fit statistics (deviance and chi-square) may be different.
The first and third have the same deviance, because of the Aggregate statement.
When marginal table is used as input, the SAS does not know there is additional information. Therefore, in the first code, there are 2 observations, and we estimate two parameters (intercept and treatment information). In this case, the model is saturated and the deviance is 0.
When full data is provided, there are 4 observations, therefore, after estimating two parameters, there are still 2 df left. In this case, the deviance is non-zero. That is, when we disaggregate the data by levels of stone size and do not include stone size in the model, then SAS has the opportunity to test the fit of the current model is as fitted as the satrated model with stone size, and trt by stone size interaction.
That is, in the two cases, the current model is the same (therefore the prediction models are the same); however, the saturated models change.
It usually makes sense to disaggregate the data by variables that are not included in the model, because it gives you the opportunity to test the overall fit of your model. However, if you disaggregate too much, for each group the \(n_i\) will become smaller and the test may not be reliable .
data KidneyTrt_marginal;
input Trt $ NS Total;
cards;
A 273 350
B 289 350
;
data KidneyTrt;
input Stone $ Trt $ Response $ NS Total;
cards;
Small A Success 81 87
Small B Success 234 270
Large A Success 192 263
Large B Success 55 80
;
proc logistic data=KidneyTrt_marginal;
Class Trt (ref="B")/ param = ref ;
model Ns/Total = Trt/ scale=none;
run;
proc logistic data=KidneyTrt;
Class Trt (ref="B")/ param = ref ;
model Ns/Total = Trt/ scale=none;
run;
proc logistic data=KidneyTrt;
Class Trt (ref="B")/ param = ref ;
model Ns/Total = Trt/Aggregate scale=none;
run;
The LOGISTIC Procedure
Model Information
Data Set WORK.KIDNEYTRT_MARGINAL
Response Variable (Events) NS
Response Variable (Trials) Total
Model binary logit
Optimization Technique Fisher's scoring
Number of Observations Read 2
Number of Observations Used 2
Sum of Frequencies Read 700
Sum of Frequencies Used 700
Response Profile
Ordered Binary Total
Value Outcome Frequency
1 Event 562
2 Nonevent 138
Class Level Information
Design
Class Value Variables
Trt A 1
B 0
Model Convergence Status
Convergence criterion (GCONV=1E-8) satisfied.
Deviance and Pearson Goodness-of-Fit Statistics
Criterion Value DF Value/DF Pr > ChiSq
Deviance 0.0000 0 . .
Pearson 0.0000 0 . .
Number of events/trials observations: 2
Model Fit Statistics
Intercept and Covariates
Intercept Log Full Log
Criterion Only Likelihood Likelihood
AIC 696.982 696.668 15.696
SC 701.533 705.770 24.798
-2 Log L 694.982 692.668 11.696
Testing Global Null Hypothesis: BETA=0
Test Chi-Square DF Pr > ChiSq
Likelihood Ratio 2.3148 1 0.1281
Score 2.3106 1 0.1285
Wald 2.3020 1 0.1292
Type 3 Analysis of Effects
Wald
Effect DF Chi-Square Pr > ChiSq
Trt 1 2.3020 0.1292
Analysis of Maximum Likelihood Estimates
Standard Wald
Parameter DF Estimate Error Chi-Square Pr > ChiSq
Intercept 1 1.5555 0.1409 121.8779 <.0001
Trt A 1 -0.2899 0.1911 2.3020 0.1292
Odds Ratio Estimates
Point 95% Wald
Effect Estimate Confidence Limits
Trt A vs B 0.748 0.515 1.088
Association of Predicted Probabilities and Observed Responses
Percent Concordant 28.7 Somers' D 0.072
Percent Discordant 21.5 Gamma 0.144
Percent Tied 49.8 Tau-a 0.023
Pairs 77556 c 0.536
The LOGISTIC Procedure
Model Information
Data Set WORK.KIDNEYTRT
Response Variable (Events) NS
Response Variable (Trials) Total
Model binary logit
Optimization Technique Fisher's scoring
Number of Observations Read 4
Number of Observations Used 4
Sum of Frequencies Read 700
Sum of Frequencies Used 700
Response Profile
Ordered Binary Total
Value Outcome Frequency
1 Event 562
2 Nonevent 138
Class Level Information
Design
Class Value Variables
Trt A 1
B 0
Model Convergence Status
Convergence criterion (GCONV=1E-8) satisfied.
Deviance and Pearson Goodness-of-Fit Statistics
Criterion Value DF Value/DF Pr > ChiSq
Deviance 30.8091 2 15.4046 <.0001
Pearson 29.1568 2 14.5784 <.0001
Number of events/trials observations: 4
Model Fit Statistics
Intercept and Covariates
Intercept Log Full Log
Criterion Only Likelihood Likelihood
AIC 696.982 696.668 54.156
SC 701.533 705.770 63.259
-2 Log L 694.982 692.668 50.156
Testing Global Null Hypothesis: BETA=0
Test Chi-Square DF Pr > ChiSq
Likelihood Ratio 2.3148 1 0.1281
Score 2.3106 1 0.1285
Wald 2.3020 1 0.1292
Type 3 Analysis of Effects
Wald
Effect DF Chi-Square Pr > ChiSq
Trt 1 2.3020 0.1292
Analysis of Maximum Likelihood Estimates
Standard Wald
Parameter DF Estimate Error Chi-Square Pr > ChiSq
Intercept 1 1.5555 0.1409 121.8779 <.0001
Trt A 1 -0.2899 0.1911 2.3020 0.1292
Odds Ratio Estimates
Point 95% Wald
Effect Estimate Confidence Limits
Trt A vs B 0.748 0.515 1.088
Association of Predicted Probabilities and Observed Responses
Percent Concordant 28.7 Somers' D 0.072
Percent Discordant 21.5 Gamma 0.144
Percent Tied 49.8 Tau-a 0.023
Pairs 77556 c 0.536
The LOGISTIC Procedure
Model Information
Data Set WORK.KIDNEYTRT
Response Variable (Events) NS
Response Variable (Trials) Total
Model binary logit
Optimization Technique Fisher's scoring
Number of Observations Read 4
Number of Observations Used 4
Sum of Frequencies Read 700
Sum of Frequencies Used 700
Response Profile
Ordered Binary Total
Value Outcome Frequency
1 Event 562
2 Nonevent 138
Class Level Information
Design
Class Value Variables
Trt A 1
B 0
Model Convergence Status
Convergence criterion (GCONV=1E-8) satisfied.
Deviance and Pearson Goodness-of-Fit Statistics
Criterion Value DF Value/DF Pr > ChiSq
Deviance 0.0000 0 . .
Pearson 0.0000 0 . .
Number of unique profiles: 2
Model Fit Statistics
Intercept and Covariates
Intercept Log Full Log
Criterion Only Likelihood Likelihood
AIC 696.982 696.668 54.156
SC 701.533 705.770 63.259
-2 Log L 694.982 692.668 50.156
Testing Global Null Hypothesis: BETA=0
Test Chi-Square DF Pr > ChiSq
Likelihood Ratio 2.3148 1 0.1281
Score 2.3106 1 0.1285
Wald 2.3020 1 0.1292
Type 3 Analysis of Effects
Wald
Effect DF Chi-Square Pr > ChiSq
Trt 1 2.3020 0.1292
Analysis of Maximum Likelihood Estimates
Standard Wald
Parameter DF Estimate Error Chi-Square Pr > ChiSq
Intercept 1 1.5555 0.1409 121.8779 <.0001
Trt A 1 -0.2899 0.1911 2.3020 0.1292
Odds Ratio Estimates
Point 95% Wald
Effect Estimate Confidence Limits
Trt A vs B 0.748 0.515 1.088
Association of Predicted Probabilities and Observed Responses
Percent Concordant 28.7 Somers' D 0.072
Percent Discordant 21.5 Gamma 0.144
Percent Tied 49.8 Tau-a 0.023
Pairs 77556 c 0.536data KidneyTrt;
input Stone $ Trt $ Response $ N;
cards;
Small A Success 81
Small A Failure 6
Small B Success 234
Small B Failure 36
Large A Success 192
Large A Failure 71
Large B Success 55
Large B Failure 25
;
proc logistic data=KidneyTrt;
FREQ N;
Class Trt (ref="B")/ param = ref ;
Model Response (EVENT='Success')= Trt/Aggregate scale=none ;
run;
The LOGISTIC Procedure
Model Information
Data Set WORK.KIDNEYTRT
Response Variable Response
Number of Response Levels 2
Frequency Variable N
Model binary logit
Optimization Technique Fisher's scoring
Number of Observations Read 8
Number of Observations Used 8
Sum of Frequencies Read 700
Sum of Frequencies Used 700
Response Profile
Ordered Total
Value Response Frequency
1 Failure 138
2 Success 562
Probability modeled is Response='Success'.
Class Level Information
Design
Class Value Variables
Trt A 1
B 0
Model Convergence Status
Convergence criterion (GCONV=1E-8) satisfied.
Deviance and Pearson Goodness-of-Fit Statistics
Criterion Value DF Value/DF Pr > ChiSq
Deviance 0.0000 0 . .
Pearson 0.0000 0 . .
Number of unique profiles: 2
Model Fit Statistics
Intercept
Intercept and
Criterion Only Covariates
AIC 696.982 696.668
SC 701.533 705.770
-2 Log L 694.982 692.668
Testing Global Null Hypothesis: BETA=0
Test Chi-Square DF Pr > ChiSq
Likelihood Ratio 2.3148 1 0.1281
Score 2.3106 1 0.1285
Wald 2.3020 1 0.1292
Type 3 Analysis of Effects
Wald
Effect DF Chi-Square Pr > ChiSq
Trt 1 2.3020 0.1292
Analysis of Maximum Likelihood Estimates
Standard Wald
Parameter DF Estimate Error Chi-Square Pr > ChiSq
Intercept 1 1.5555 0.1409 121.8779 <.0001
Trt A 1 -0.2899 0.1911 2.3020 0.1292
Odds Ratio Estimates
Point 95% Wald
Effect Estimate Confidence Limits
Trt A vs B 0.748 0.515 1.088
Association of Predicted Probabilities and Observed Responses
Percent Concordant 28.7 Somers' D 0.072
Percent Discordant 21.5 Gamma 0.144
Percent Tied 49.8 Tau-a 0.023
Pairs 77556 c 0.536proc import datafile='..\data\KstoneMarginalUngroup.csv' out=KidneyTrt_marginal_ungroup
dbms=csv replace;
run;
Proc logistic data=KidneyTrt_marginal_ungroup;
Class Trt (ref="B")/ param = ref ;
Model Response (EVENT='Success')= Trt;
run;
The LOGISTIC Procedure
Model Information
Data Set WORK.KIDNEYTRT_MARGINAL_UNGROUP
Response Variable Response
Number of Response Levels 2
Model binary logit
Optimization Technique Fisher's scoring
Number of Observations Read 700
Number of Observations Used 700
Response Profile
Ordered Total
Value Response Frequency
1 Failure 138
2 Success 562
Probability modeled is Response='Success'.
Class Level Information
Design
Class Value Variables
Trt A 1
B 0
Model Convergence Status
Convergence criterion (GCONV=1E-8) satisfied.
Model Fit Statistics
Intercept
Intercept and
Criterion Only Covariates
AIC 696.982 696.668
SC 701.533 705.770
-2 Log L 694.982 692.668
Testing Global Null Hypothesis: BETA=0
Test Chi-Square DF Pr > ChiSq
Likelihood Ratio 2.3148 1 0.1281
Score 2.3106 1 0.1285
Wald 2.3020 1 0.1292
Type 3 Analysis of Effects
Wald
Effect DF Chi-Square Pr > ChiSq
Trt 1 2.3020 0.1292
Analysis of Maximum Likelihood Estimates
Standard Wald
Parameter DF Estimate Error Chi-Square Pr > ChiSq
Intercept 1 1.5555 0.1409 121.8779 <.0001
Trt A 1 -0.2899 0.1911 2.3020 0.1292
Odds Ratio Estimates
Point 95% Wald
Effect Estimate Confidence Limits
Trt A vs B 0.748 0.515 1.088
Association of Predicted Probabilities and Observed Responses
Percent Concordant 28.7 Somers' D 0.072
Percent Discordant 21.5 Gamma 0.144
Percent Tied 49.8 Tau-a 0.023
Pairs 77556 c 0.536data KidneyTrt;
input Stone $ Trt $ Response $ N;
cards;
Small A Success 81
Small A Failure 6
Small B Success 234
Small B Failure 36
Large A Success 192
Large A Failure 71
Large B Success 55
Large B Failure 25
;
proc freq data=KidneyTrt order=data;
Weight N;
table Stone*Trt*Response/relrisk;
run;
The FREQ Procedure
Table 1 of Trt by Response
Controlling for Stone=Small
Trt Response
Frequency|
Percent |
Row Pct |
Col Pct |Success |Failure | Total
---------+--------+--------+
A | 81 | 6 | 87
| 22.69 | 1.68 | 24.37
| 93.10 | 6.90 |
| 25.71 | 14.29 |
---------+--------+--------+
B | 234 | 36 | 270
| 65.55 | 10.08 | 75.63
| 86.67 | 13.33 |
| 74.29 | 85.71 |
---------+--------+--------+
Total 315 42 357
88.24 11.76 100.00
Statistics for Table 1 of Trt by Response
Controlling for Stone=Small
Odds Ratio and Relative Risks
Statistic Value 95% Confidence Limits
------------------------------------------------------------------
Odds Ratio 2.0769 0.8440 5.1107
Relative Risk (Column 1) 1.0743 0.9978 1.1567
Relative Risk (Column 2) 0.5172 0.2256 1.1860
Sample Size = 357
Table 2 of Trt by Response
Controlling for Stone=Large
Trt Response
Frequency|
Percent |
Row Pct |
Col Pct |Success |Failure | Total
---------+--------+--------+
A | 192 | 71 | 263
| 55.98 | 20.70 | 76.68
| 73.00 | 27.00 |
| 77.73 | 73.96 |
---------+--------+--------+
B | 55 | 25 | 80
| 16.03 | 7.29 | 23.32
| 68.75 | 31.25 |
| 22.27 | 26.04 |
---------+--------+--------+
Total 247 96 343
72.01 27.99 100.00
Statistics for Table 2 of Trt by Response
Controlling for Stone=Large
Odds Ratio and Relative Risks
Statistic Value 95% Confidence Limits
------------------------------------------------------------------
Odds Ratio 1.2292 0.7124 2.1210
Relative Risk (Column 1) 1.0619 0.9003 1.2524
Relative Risk (Column 2) 0.8639 0.5902 1.2645
Sample Size = 343Again, you can input data as either grouped or ungrouped data. And for grouped data, there are two formats. Comments made on the 2-way table case are appropriate for here as well. Therefore, we will only see output from one set of codes for grouped data.
[Specification]
For a model with interaction term, the CLODDS=Both does not work. Because the program does not know what you would like to compare for. Instead, the SAS will write in its Log that \[
\text{ Specify the ODDSRATIO statement to compute odds ratios for these effects.}
\]
You may achieve the same goal using other SAS statements, such as ODDSRATIO, LSMEANS, LSMESTIMATE, SLICE, ESTIMATE, and CONTRAST. See SAS website for more details.
Below we demonstrate the ODDSRATIO statement to compute odds ratios.
data KidneyTrt;
input Stone $ Trt $ Response $ N;
cards;
Small A Success 81
Small A Failure 6
Small B Success 234
Small B Failure 36
Large A Success 192
Large A Failure 71
Large B Success 55
Large B Failure 25
;
proc logistic data=KidneyTrt;
FREQ N;
Class Stone (ref="Small") Trt (ref="B")/ param = ref ;
Model Response (EVENT='Success')= Trt Stone Trt*Stone;
oddsratio "Trt A vs B controlling stone size" Trt / diff=ref;
run;
The LOGISTIC Procedure
Model Information
Data Set WORK.KIDNEYTRT
Response Variable Response
Number of Response Levels 2
Frequency Variable N
Model binary logit
Optimization Technique Fisher's scoring
Number of Observations Read 8
Number of Observations Used 8
Sum of Frequencies Read 700
Sum of Frequencies Used 700
Response Profile
Ordered Total
Value Response Frequency
1 Failure 138
2 Success 562
Probability modeled is Response='Success'.
Class Level Information
Design
Class Value Variables
Stone Large 1
Small 0
Trt A 1
B 0
Model Convergence Status
Convergence criterion (GCONV=1E-8) satisfied.
Model Fit Statistics
Intercept
Intercept and
Criterion Only Covariates
AIC 696.982 669.858
SC 701.533 688.063
-2 Log L 694.982 661.858
Testing Global Null Hypothesis: BETA=0
Test Chi-Square DF Pr > ChiSq
Likelihood Ratio 33.1239 3 <.0001
Score 31.5135 3 <.0001
Wald 29.0036 3 <.0001
Joint Tests
Wald
Effect DF Chi-Square Pr > ChiSq
Trt 1 2.5310 0.1116
Stone 1 13.0067 0.0003
Stone*Trt 1 0.9535 0.3288
NOTE: Under full-rank parameterizations, Type 3 effect tests are replaced
by joint tests. The joint test for an effect is a test that all the
parameters associated with that effect are zero. Such joint tests
might not be equivalent to Type 3 effect tests under GLM
parameterization.
Analysis of Maximum Likelihood Estimates
Standard Wald
Parameter DF Estimate Error Chi-Square Pr > ChiSq
Intercept 1 1.8718 0.1790 109.3137 <.0001
Trt A 1 0.7309 0.4594 2.5310 0.1116
Stone Large 1 -1.0833 0.3004 13.0067 0.0003
Stone*Trt Large A 1 -0.5245 0.5372 0.9535 0.3288
Association of Predicted Probabilities and Observed Responses
Percent Concordant 48.9 Somers' D 0.287
Percent Discordant 20.2 Gamma 0.415
Percent Tied 30.8 Tau-a 0.091
Pairs 77556 c 0.644
Odds Ratio Estimates and Wald Confidence Intervals
Label Odds Ratio Estimate
Trt A vs B controlling stone size Trt A vs B at Stone=Large 1.229
Trt A vs B controlling stone size 2 Trt A vs B at Stone=Small 2.077
Odds Ratio Estimates and Wald Confidence Intervals
95%
Confidence
Label Odds Ratio Limits
Trt A vs B controlling stone size Trt A vs B at Stone=Large 0.712
Trt A vs B controlling stone size 2 Trt A vs B at Stone=Small 0.844
Odds Ratio Estimates and Wald Confidence Intervals
95%
Confidence
Label Odds Ratio Limits
Trt A vs B controlling stone size Trt A vs B at Stone=Large 2.121
Trt A vs B controlling stone size 2 Trt A vs B at Stone=Small 5.111Based on the regression output,
For small stones, the estimated odds ratio for treatment A versus B is \(e^{0.7309}= 2.0769\). From the ODDSRATIO statement, the CI is (0.844, 5.111)
For large stones, the estimated odds ratio for treatment A versus B is \(e^{0.7309-0.5245}= 1.2292\). From the ODDSRATIO statement, the CI is (0.712, 2.121).
Go the contingency table analysis output,
Read from Statistics for Table 2 of Trt by Response Controlling for Stone=Small, the estimate is 2.0769 (0.8440, 5.1107)
Read from Statistics for Table 2 of Trt by Response Controlling for Stone=Large, the estimate is 1.2292 (0.7124, 2.1210)
Therefore, the 3-way table analysis lead to the same results as logistic regression with interaction term.
data KidneyTrt;
input Stone $ Trt $ Response $ N;
cards;
Small A Success 81
Small A Failure 6
Small B Success 234
Small B Failure 36
Large A Success 192
Large A Failure 71
Large B Success 55
Large B Failure 25
;
proc logistic data=KidneyTrt;
FREQ N;
Class Stone (ref="Small") Trt (ref="B")/ param = ref ;
Model Response (EVENT='Success')= Trt Stone Trt*Stone/ scale=none ctable influence iplot;
run;
The LOGISTIC Procedure
Model Information
Data Set WORK.KIDNEYTRT
Response Variable Response
Number of Response Levels 2
Frequency Variable N
Model binary logit
Optimization Technique Fisher's scoring
Number of Observations Read 8
Number of Observations Used 8
Sum of Frequencies Read 700
Sum of Frequencies Used 700
Response Profile
Ordered Total
Value Response Frequency
1 Failure 138
2 Success 562
Probability modeled is Response='Success'.
Class Level Information
Design
Class Value Variables
Stone Large 1
Small 0
Trt A 1
B 0
Model Convergence Status
Convergence criterion (GCONV=1E-8) satisfied.
Model Fit Statistics
Intercept
Intercept and
Criterion Only Covariates
AIC 696.982 669.858
SC 701.533 688.063
-2 Log L 694.982 661.858
Testing Global Null Hypothesis: BETA=0
Test Chi-Square DF Pr > ChiSq
Likelihood Ratio 33.1239 3 <.0001
Score 31.5135 3 <.0001
Wald 29.0036 3 <.0001
Joint Tests
Wald
Effect DF Chi-Square Pr > ChiSq
Trt 1 2.5310 0.1116
Stone 1 13.0067 0.0003
Stone*Trt 1 0.9535 0.3288
NOTE: Under full-rank parameterizations, Type 3 effect tests are replaced
by joint tests. The joint test for an effect is a test that all the
parameters associated with that effect are zero. Such joint tests
might not be equivalent to Type 3 effect tests under GLM
parameterization.
Analysis of Maximum Likelihood Estimates
Standard Wald
Parameter DF Estimate Error Chi-Square Pr > ChiSq
Intercept 1 1.8718 0.1790 109.3137 <.0001
Trt A 1 0.7309 0.4594 2.5310 0.1116
Stone Large 1 -1.0833 0.3004 13.0067 0.0003
Stone*Trt Large A 1 -0.5245 0.5372 0.9535 0.3288
Association of Predicted Probabilities and Observed Responses
Percent Concordant 48.9 Somers' D 0.287
Percent Discordant 20.2 Gamma 0.415
Percent Tied 30.8 Tau-a 0.091
Pairs 77556 c 0.644
Classification Table
Correct Incorrect Percentages
Prob Non- Non- Sensi- Speci- False False
Level Event Event Event Event Correct tivity ficity POS NEG
0.680 562 0 138 0 80.3 100.0 0.0 19.7 .
0.700 507 25 113 55 76.0 90.2 18.1 18.2 68.8
0.720 507 25 113 55 76.0 90.2 18.1 18.2 68.8
0.740 315 96 42 247 58.7 56.0 69.6 11.8 72.0
0.760 315 96 42 247 58.7 56.0 69.6 11.8 72.0
0.780 315 96 42 247 58.7 56.0 69.6 11.8 72.0
0.800 315 96 42 247 58.7 56.0 69.6 11.8 72.0
0.820 315 96 42 247 58.7 56.0 69.6 11.8 72.0
0.840 315 96 42 247 58.7 56.0 69.6 11.8 72.0
0.860 315 96 42 247 58.7 56.0 69.6 11.8 72.0
0.880 81 132 6 481 30.4 14.4 95.7 6.9 78.5
0.900 81 132 6 481 30.4 14.4 95.7 6.9 78.5
0.920 81 132 6 481 30.4 14.4 95.7 6.9 78.5
0.940 0 132 6 562 18.9 0.0 95.7 100.0 81.0
0.960 0 138 0 562 19.7 0.0 100.0 . 80.3
The LOGISTIC Procedure
Regression Diagnostics
Covariates
Pearson Residual
Stone
Case Stone Large * (1 unit = 0.46)
Number Trt A Large Trt A Value -8 -4 0 2 4 6 8
1 1.0000 0 0 0.2722 | |* |
2 1.0000 0 0 -3.6742 |* | |
3 0 0 0 0.3922 | |* |
4 0 0 0 -2.5495 | * | |
5 1.0000 1.0000 1.0000 0.6081 | |* |
6 1.0000 1.0000 1.0000 -1.6445 | * | |
7 0 1.0000 0 0.6742 | |* |
8 0 1.0000 0 -1.4832 | * | |
Regression Diagnostics
Deviance Residual Hat Matrix Diagonal
Case (1 unit = 0.29) (1 unit = 8.E-04)
Number Value -8 -4 0 2 4 6 8 Value 0 2 4 6 8 12 16
1 0.3780 | |* | 0.0115 | * |
2 -2.3126 |* | | 0.0115 | * |
3 0.5350 | | * | 0.00370 | * |
4 -2.0074 | * | | 0.00370 | * |
5 0.7933 | | * | 0.00380 | * |
6 -1.6183 | * | | 0.00380 | * |
7 0.8657 | | * | 0.0125 | *|
8 -1.5252 | * | | 0.0125 | *|
Regression Diagnostics
Intercept TrtA
Case DfBeta (1 unit = 0.02) DfBeta (1 unit = 0.05)
Number Value -8 -4 0 2 4 6 8 Value -8 -4 0 2 4 6 8
1 1.35E-17 | * | 0.0272 | |* |
2 -183E-18 | * | -0.3670 |* | |
3 0.0240 | |* | -0.00934 | * |
4 -0.1557 |* | | 0.0607 | |* |
5 0 | * | 0 | * |
6 0 | * | 0 | * |
7 -123E-19 | * | 2.39E-17 | * |
8 2.7E-17 | * | -526E-19 | * |
Regression Diagnostics
Stone
Stone Large
Large TrtA
Case DfBeta (1 unit = 0.02) DfBeta (1 unit = 0.04)
Number Value -8 -4 0 2 4 6 8 Value -8 -4 0 2 4 6 8
1 -161E-20 | * | -0.0233 | *| |
2 2.18E-17 | * | 0.3139 | | *|
3 -0.0143 | *| | 0.00799 | * |
4 0.0928 | | * | -0.0519 | *| |
5 -626E-20 | * | 0.00973 | * |
6 1.69E-17 | * | -0.0263 | *| |
7 0.0613 | | * | -0.0343 | *| |
8 -0.1348 |* | | 0.0754 | | * |
Regression Diagnostics
Confidence Interval
Confidence Interval Displacement C Displacement CBar
Case (1 unit = 1.E-02) (1 unit = 1.E-02)
Number Value 0 2 4 6 8 12 16 Value 0 2 4 6 8 12 16
1 0.000871 |* | 0.000861 |* |
2 0.1588 | *| 0.1570 | *|
3 0.000574 |* | 0.000572 |* |
4 0.0243 | * | 0.0242 | * |
5 0.00142 |* | 0.00141 |* |
6 0.0104 | * | 0.0103 | * |
7 0.00583 | * | 0.00575 | * |
8 0.0282 | * | 0.0278 | * |
Regression Diagnostics
Delta Deviance Delta Chi-Square
Case (1 unit = 0.34) (1 unit = 0.85)
Number Value 0 2 4 6 8 12 16 Value 0 2 4 6 8 12 16
1 0.1438 |* | 0.0749 |* |
2 5.5053 | *| 13.6570 | *|
3 0.2868 | * | 0.1544 |* |
4 4.0540 | * | 6.5242 | * |
5 0.6307 | * | 0.3712 |* |
6 2.6293 | * | 2.7145 | * |
7 0.7551 | * | 0.4603 | * |
8 2.3541 | * | 2.2278 | * |
The LOGISTIC Procedure
--+-----------------------------+-----------------------------+---
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0.39 + +
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0.38 + +
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-0.01 + +
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-0.36 + +
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-0.47 + +
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-0.48 + +
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-0.49 + +
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-0.52 + +
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-0.53 + +
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-0.54 + +
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-0.55 + +
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| |
| |
| |
| |
-3.51 + +
| |
| |
| |
| |
| |
-3.52 + +
| |
| |
| |
| |
| |
-3.53 + +
| |
| |
| |
| |
| |
-3.54 + +
| |
| |
| |
| |
| |
-3.55 + +
| |
| |
| |
| |
| |
-3.56 + +
| |
| |
| |
| |
| |
-3.57 + +
| |
| |
| |
| |
| |
-3.58 + +
| |
| |
| |
| |
| |
-3.59 + +
| |
| |
| |
| |
| |
-3.60 + +
| |
| |
| |
| |
| |
-3.61 + +
| |
| |
| |
| |
| |
-3.62 + +
| |
| |
| |
| |
| |
-3.63 + +
| |
| |
| |
| |
| |
-3.64 + +
| |
| |
| |
| |
| |
-3.65 + +
| |
| |
| |
| |
| |
-3.66 + +
| |
| |
| |
| |
| |
-3.67 + +
| |
| |
| * |
| |
| |
-3.68 + +
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
--+-----------------------------+-----------------------------+---
0 5 10
Case Number INDEX
--+-----------------------------+-----------------------------+---
RESDEV | |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
0.87 + +
| |
| |
| |
| * |
| |
| |
| |
| |
0.86 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.85 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.84 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.83 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.82 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.81 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.80 + +
| |
| |
| |
| |
| |
| * |
| |
| |
0.79 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.78 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.77 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.76 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.75 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.74 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.73 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.72 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.71 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.70 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.69 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.68 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.67 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.66 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.65 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.64 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.63 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.62 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.61 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.60 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.59 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.58 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.57 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.56 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.55 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.54 + +
| |
| |
| |
| |
| * |
| |
| |
| |
0.53 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.52 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.51 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.50 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.49 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.48 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.47 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.46 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.45 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.44 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.43 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.42 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.41 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.40 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.39 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.38 + +
| |
| * |
| |
| |
| |
| |
| |
| |
0.37 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.36 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.35 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.34 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.33 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.32 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.31 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.30 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.29 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.28 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.27 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.26 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.25 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.24 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.23 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.22 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.21 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.20 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.19 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.18 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.17 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.16 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.15 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.14 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.13 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.12 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.11 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.10 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.09 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.08 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.07 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.06 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.05 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.04 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.03 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.02 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.01 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.00 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.01 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.02 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.03 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.04 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.05 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.06 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.07 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.08 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.09 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.10 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.11 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.12 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.13 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.14 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.15 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.16 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.17 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.18 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.19 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.20 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.21 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.22 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.23 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.24 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.25 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.26 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.27 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.28 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.29 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.30 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.31 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.32 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.33 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.34 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.35 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.36 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.37 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.38 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.39 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.40 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.41 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.42 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.43 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.44 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.45 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.46 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.47 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.48 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.49 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.50 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.51 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.52 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.53 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.54 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.55 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.56 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.57 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.58 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.59 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.60 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.61 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.62 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.63 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.64 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.65 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.66 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.67 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.68 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.69 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.70 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.71 + +
| |
| |
| |
| |
D | |
e | |
v | |
i | |
a -0.72 + +
n | |
c | |
e | |
| |
R | |
e | |
s | |
i | |
d -0.73 + +
u | |
a | |
l | |
| |
| |
| |
| |
| |
-0.74 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.75 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.76 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.77 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.78 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.79 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.80 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.81 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.82 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.83 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.84 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.85 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.86 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.87 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.88 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.89 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.90 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.91 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.92 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.93 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.94 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.95 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.96 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.97 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.98 + +
| |
| |
| |
| |
| |
| |
| |
| |
-0.99 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.00 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.01 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.02 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.03 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.04 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.05 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.06 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.07 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.08 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.09 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.10 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.11 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.12 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.13 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.14 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.15 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.16 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.17 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.18 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.19 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.20 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.21 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.22 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.23 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.24 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.25 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.26 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.27 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.28 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.29 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.30 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.31 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.32 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.33 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.34 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.35 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.36 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.37 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.38 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.39 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.40 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.41 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.42 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.43 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.44 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.45 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.46 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.47 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.48 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.49 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.50 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.51 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.52 + +
| |
| |
| |
| |
| * |
| |
| |
| |
-1.53 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.54 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.55 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.56 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.57 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.58 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.59 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.60 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.61 + +
| |
| |
| |
| |
| |
| |
| * |
| |
-1.62 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.63 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.64 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.65 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.66 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.67 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.68 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.69 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.70 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.71 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.72 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.73 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.74 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.75 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.76 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.77 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.78 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.79 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.80 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.81 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.82 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.83 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.84 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.85 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.86 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.87 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.88 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.89 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.90 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.91 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.92 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.93 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.94 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.95 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.96 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.97 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.98 + +
| |
| |
| |
| |
| |
| |
| |
| |
-1.99 + +
| |
| |
| |
| |
| |
| |
| |
| |
-2.00 + +
| |
| |
| |
| |
| |
| |
| * |
| |
-2.01 + +
| |
| |
| |
| |
| |
| |
| |
| |
-2.02 + +
| |
| |
| |
| |
| |
| |
| |
| |
-2.03 + +
| |
| |
| |
| |
| |
| |
| |
| |
-2.04 + +
| |
| |
| |
| |
| |
| |
| |
| |
-2.05 + +
| |
| |
| |
| |
| |
| |
| |
| |
-2.06 + +
| |
| |
| |
| |
| |
| |
| |
| |
-2.07 + +
| |
| |
| |
| |
| |
| |
| |
| |
-2.08 + +
| |
| |
| |
| |
| |
| |
| |
| |
-2.09 + +
| |
| |
| |
| |
| |
| |
| |
| |
-2.10 + +
| |
| |
| |
| |
| |
| |
| |
| |
-2.11 + +
| |
| |
| |
| |
| |
| |
| |
| |
-2.12 + +
| |
| |
| |
| |
| |
| |
| |
| |
-2.13 + +
| |
| |
| |
| |
| |
| |
| |
| |
-2.14 + +
| |
| |
| |
| |
| |
| |
| |
| |
-2.15 + +
| |
| |
| |
| |
| |
| |
| |
| |
-2.16 + +
| |
| |
| |
| |
| |
| |
| |
| |
-2.17 + +
| |
| |
| |
| |
| |
| |
| |
| |
-2.18 + +
| |
| |
| |
| |
| |
| |
| |
| |
-2.19 + +
| |
| |
| |
| |
| |
| |
| |
| |
-2.20 + +
| |
| |
| |
| |
| |
| |
| |
| |
-2.21 + +
| |
| |
| |
| |
| |
| |
| |
| |
-2.22 + +
| |
| |
| |
| |
| |
| |
| |
| |
-2.23 + +
| |
| |
| |
| |
| |
| |
| |
| |
-2.24 + +
| |
| |
| |
| |
| |
| |
| |
| |
-2.25 + +
| |
| |
| |
| |
| |
| |
| |
| |
-2.26 + +
| |
| |
| |
| |
| |
| |
| |
| |
-2.27 + +
| |
| |
| |
| |
| |
| |
| |
| |
-2.28 + +
| |
| |
| |
| |
| |
| |
| |
| |
-2.29 + +
| |
| |
| |
| |
| |
| |
| |
| |
-2.30 + +
| |
| |
| |
| |
| |
| |
| |
| |
-2.31 + +
| |
| * |
| |
| |
| |
| |
| |
| |
-2.32 + +
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
--+-----------------------------+-----------------------------+---
0 5 10
Case Number INDEX
--+-----------------------------+-----------------------------+--
H | |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
0.0125 + * * +
| |
| |
| |
| |
| |
0.01248 + +
| |
| |
| |
| |
| |
0.01246 + +
| |
| |
| |
| |
| |
0.01244 + +
| |
| |
| |
| |
| |
0.01242 + +
| |
| |
| |
| |
| |
0.0124 + +
| |
| |
| |
| |
| |
0.01238 + +
| |
| |
| |
| |
| |
0.01236 + +
| |
| |
| |
| |
| |
0.01234 + +
| |
| |
| |
| |
| |
0.01232 + +
| |
| |
| |
| |
| |
0.0123 + +
| |
| |
| |
| |
| |
0.01228 + +
| |
| |
| |
| |
| |
0.01226 + +
| |
| |
| |
| |
| |
0.01224 + +
| |
| |
| |
| |
| |
0.01222 + +
| |
| |
| |
| |
| |
0.0122 + +
| |
| |
| |
| |
| |
0.01218 + +
| |
| |
| |
| |
| |
0.01216 + +
| |
| |
| |
| |
| |
0.01214 + +
| |
| |
| |
| |
| |
0.01212 + +
| |
| |
| |
| |
| |
0.0121 + +
| |
| |
| |
| |
| |
0.01208 + +
| |
| |
| |
| |
| |
0.01206 + +
| |
| |
| |
| |
| |
0.01204 + +
| |
| |
| |
| |
| |
0.01202 + +
| |
| |
| |
| |
| |
0.012 + +
| |
| |
| |
| |
| |
0.01198 + +
| |
| |
| |
| |
| |
0.01196 + +
| |
| |
| |
| |
| |
0.01194 + +
| |
| |
| |
| |
| |
0.01192 + +
| |
| |
| |
| |
| |
0.0119 + +
| |
| |
| |
| |
| |
0.01188 + +
| |
| |
| |
| |
| |
0.01186 + +
| |
| |
| |
| |
| |
0.01184 + +
| |
| |
| |
| |
| |
0.01182 + +
| |
| |
| |
| |
| |
0.0118 + +
| |
| |
| |
| |
| |
0.01178 + +
| |
| |
| |
| |
| |
0.01176 + +
| |
| |
| |
| |
| |
0.01174 + +
| |
| |
| |
| |
| |
0.01172 + +
| |
| |
| |
| |
| |
0.0117 + +
| |
| |
| |
| |
| |
0.01168 + +
| |
| |
| |
| |
| |
0.01166 + +
| |
| |
| |
| |
| |
0.01164 + +
| |
| |
| |
| |
| |
0.01162 + +
| |
| |
| |
| |
| |
0.0116 + +
| |
| |
| |
| |
| |
0.01158 + +
| |
| |
| |
| |
| |
0.01156 + +
| |
| |
| |
| |
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| |
| |
0.0057 + +
| |
| |
| |
| |
| |
0.00568 + +
| |
| |
| |
| |
| |
0.00566 + +
| |
| |
| |
| |
| |
0.00564 + +
| |
| |
| |
| |
| |
0.00562 + +
| |
| |
| |
| |
| |
0.0056 + +
| |
| |
| |
| |
| |
0.00558 + +
| |
| |
| |
| |
| |
0.00556 + +
| |
| |
| |
| |
| |
0.00554 + +
| |
| |
| |
| |
| |
0.00552 + +
| |
| |
| |
| |
| |
0.0055 + +
| |
| |
| |
| |
| |
0.00548 + +
| |
| |
| |
| |
| |
0.00546 + +
| |
| |
| |
| |
| |
0.00544 + +
| |
| |
| |
| |
| |
0.00542 + +
| |
| |
| |
| |
| |
0.0054 + +
| |
| |
| |
| |
| |
0.00538 + +
| |
| |
| |
| |
| |
0.00536 + +
| |
| |
| |
| |
| |
0.00534 + +
| |
| |
| |
| |
| |
0.00532 + +
| |
| |
| |
| |
| |
0.0053 + +
| |
| |
| |
| |
| |
0.00528 + +
| |
| |
| |
| |
| |
0.00526 + +
| |
| |
| |
| |
| |
0.00524 + +
| |
| |
| |
| |
| |
0.00522 + +
| |
| |
| |
| |
| |
0.0052 + +
| |
| |
| |
| |
| |
0.00518 + +
| |
| |
| |
| |
| |
0.00516 + +
| |
| |
| |
| |
| |
0.00514 + +
| |
| |
| |
| |
| |
0.00512 + +
| |
| |
| |
| |
| |
0.0051 + +
| |
| |
| |
| |
| |
0.00508 + +
| |
| |
| |
| |
| |
0.00506 + +
| |
| |
| |
| |
| |
0.00504 + +
| |
| |
| |
| |
| |
0.00502 + +
| |
| |
| |
| |
| |
0.005 + +
| |
| |
| |
| |
| |
0.00498 + +
| |
| |
| |
| |
| |
0.00496 + +
| |
| |
| |
| |
| |
0.00494 + +
| |
| |
| |
| |
| |
0.00492 + +
| |
| |
| |
| |
| |
0.0049 + +
| |
| |
| |
| |
| |
0.00488 + +
| |
| |
| |
| |
| |
0.00486 + +
| |
| |
| |
| |
| |
0.00484 + +
| |
| |
| |
| |
| |
0.00482 + +
| |
| |
| |
| |
| |
0.0048 + +
| |
| |
| |
| |
| |
0.00478 + +
| |
| |
| |
| |
| |
0.00476 + +
| |
| |
| |
| |
| |
0.00474 + +
| |
| |
| |
| |
| |
0.00472 + +
| |
| |
| |
| |
| |
0.0047 + +
| |
| |
| |
| |
| |
0.00468 + +
| |
| |
| |
| |
| |
0.00466 + +
| |
| |
| |
| |
| |
0.00464 + +
| |
| |
| |
| |
| |
0.00462 + +
| |
| |
| |
| |
| |
0.0046 + +
| |
| |
| |
| |
| |
0.00458 + +
| |
| |
| |
| |
| |
0.00456 + +
| |
| |
| |
| |
| |
0.00454 + +
| |
| |
| |
| |
| |
0.00452 + +
| |
| |
| |
| |
| |
0.0045 + +
| |
| |
| |
| |
| |
0.00448 + +
| |
| |
| |
| |
| |
0.00446 + +
| |
| |
| |
| |
| |
0.00444 + +
| |
| |
| |
| |
| |
0.00442 + +
| |
| |
| |
| |
| |
0.0044 + +
| |
| |
| |
| |
| |
0.00438 + +
| |
| |
| |
| |
| |
0.00436 + +
| |
| |
| |
| |
| |
0.00434 + +
| |
| |
| |
| |
| |
0.00432 + +
| |
| |
| |
| |
| |
0.0043 + +
| |
| |
| |
| |
| |
0.00428 + +
| |
| |
| |
| |
| |
0.00426 + +
| |
| |
| |
| |
| |
0.00424 + +
| |
| |
| |
| |
| |
0.00422 + +
| |
| |
| |
| |
| |
0.0042 + +
| |
| |
| |
| |
| |
0.00418 + +
| |
| |
| |
| |
| |
0.00416 + +
| |
| |
| |
| |
| |
0.00414 + +
| |
| |
| |
| |
| |
0.00412 + +
| |
| |
| |
| |
| |
0.0041 + +
| |
| |
| |
| |
| |
0.00408 + +
| |
| |
| |
| |
| |
0.00406 + +
| |
| |
| |
| |
| |
0.00404 + +
| |
| |
| |
| |
| |
0.00402 + +
| |
| |
| |
| |
| |
0.004 + +
| |
| |
| |
| |
| |
0.00398 + +
| |
| |
| |
| |
| |
0.00396 + +
| |
| |
| |
| |
| |
0.00394 + +
| |
| |
| |
| |
| |
0.00392 + +
| |
| |
| |
| |
| |
0.0039 + +
| |
| |
| |
| |
| |
0.00388 + +
| |
| |
| |
| |
| |
0.00386 + +
| |
| |
| |
| |
| |
0.00384 + +
| |
| |
| |
| |
| |
0.00382 + +
| |
| |
| |
| |
| * * |
0.0038 + +
| |
| |
| |
| |
| |
0.00378 + +
| |
| |
| |
| |
| |
0.00376 + +
| |
| |
| |
| |
| |
0.00374 + +
| |
| |
| |
| |
| |
0.00372 + +
| |
| |
| |
| |
| * * |
0.0037 + +
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
--+-----------------------------+-----------------------------+--
0 5 10
Case Number INDEX
--+-----------------------------+-----------------------------+--
DFBETA0 | |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
0.024 + +
| * |
| |
| |
| |
| |
| |
| |
0.0235 + +
| |
| |
| |
| |
| |
| |
| |
0.023 + +
| |
| |
| |
| |
| |
| |
| |
0.0225 + +
| |
| |
| |
| |
| |
| |
| |
0.022 + +
| |
| |
| |
| |
| |
| |
| |
0.0215 + +
| |
| |
| |
| |
| |
| |
| |
0.021 + +
| |
| |
| |
| |
| |
| |
| |
0.0205 + +
| |
| |
| |
| |
| |
| |
| |
0.02 + +
| |
| |
| |
| |
| |
| |
| |
0.0195 + +
| |
| |
| |
| |
| |
| |
| |
0.019 + +
| |
| |
| |
| |
| |
| |
| |
0.0185 + +
| |
| |
| |
| |
| |
| |
| |
0.018 + +
| |
| |
| |
| |
| |
| |
| |
0.0175 + +
| |
| |
| |
| |
| |
| |
| |
0.017 + +
| |
| |
| |
| |
| |
| |
| |
0.0165 + +
| |
| |
| |
| |
| |
| |
| |
0.016 + +
| |
| |
| |
| |
| |
| |
| |
0.0155 + +
| |
| |
| |
| |
| |
| |
| |
0.015 + +
| |
| |
| |
| |
| |
| |
| |
0.0145 + +
| |
| |
| |
| |
| |
| |
| |
0.014 + +
| |
| |
| |
| |
| |
| |
| |
0.0135 + +
| |
| |
| |
| |
| |
| |
| |
0.013 + +
| |
| |
| |
| |
| |
| |
| |
0.0125 + +
| |
| |
| |
| |
| |
| |
| |
0.012 + +
| |
| |
| |
| |
| |
| |
| |
0.0115 + +
| |
| |
| |
| |
| |
| |
| |
0.011 + +
| |
| |
| |
| |
| |
| |
| |
0.0105 + +
| |
| |
| |
| |
| |
| |
| |
0.01 + +
| |
| |
| |
| |
| |
| |
| |
0.0095 + +
| |
| |
| |
| |
| |
| |
| |
0.009 + +
| |
| |
| |
| |
| |
| |
| |
0.0085 + +
| |
| |
| |
| |
| |
| |
| |
0.008 + +
| |
| |
| |
| |
| |
| |
| |
0.0075 + +
| |
| |
| |
| |
| |
| |
| |
0.007 + +
| |
| |
| |
| |
| |
| |
| |
0.0065 + +
| |
| |
| |
| |
| |
| |
| |
0.006 + +
| |
| |
| |
| |
| |
| |
| |
0.0055 + +
| |
| |
| |
| |
| |
| |
| |
0.005 + +
| |
| |
| |
| |
| |
| |
| |
0.0045 + +
| |
| |
| |
| |
| |
| |
| |
0.004 + +
| |
| |
| |
| |
| |
| |
| |
0.0035 + +
| |
| |
| |
| |
| |
| |
| |
0.003 + +
| |
| |
| |
| |
| |
| |
| |
0.0025 + +
| |
| |
| |
| |
| |
| |
| |
0.002 + +
| |
| |
| |
| |
| |
| |
| |
0.0015 + +
| |
| |
| |
| |
| |
| |
| |
0.001 + +
| |
| |
| |
| |
| |
| |
| |
0.0005 + +
| |
| |
| |
| |
| |
| |
| |
0 + * * * * * * +
| |
| |
| |
| |
| |
| |
| |
-0.0005 + +
| |
| |
| |
| |
| |
| |
| |
-0.001 + +
| |
| |
| |
| |
| |
| |
| |
-0.0015 + +
| |
| |
| |
| |
| |
| |
| |
-0.002 + +
| |
| |
| |
| |
| |
| |
| |
-0.0025 + +
| |
| |
| |
| |
| |
| |
| |
-0.003 + +
| |
| |
| |
| |
| |
| |
| |
-0.0035 + +
| |
| |
| |
| |
| |
| |
| |
-0.004 + +
| |
| |
| |
| |
| |
| |
| |
-0.0045 + +
| |
| |
| |
| |
| |
| |
| |
-0.005 + +
| |
| |
| |
| |
| |
| |
| |
-0.0055 + +
| |
| |
| |
| |
| |
| |
| |
-0.006 + +
| |
| |
| |
| |
| |
| |
| |
-0.0065 + +
| |
| |
| |
| |
| |
| |
| |
-0.007 + +
| |
| |
| |
| |
| |
| |
| |
-0.0075 + +
| |
| |
| |
| |
| |
| |
| |
-0.008 + +
| |
| |
| |
| |
| |
| |
| |
-0.0085 + +
| |
| |
| |
| |
| |
| |
| |
-0.009 + +
| |
| |
| |
| |
| |
| |
| |
-0.0095 + +
| |
| |
| |
| |
| |
| |
| |
-0.01 + +
| |
| |
| |
| |
| |
| |
| |
-0.0105 + +
| |
| |
| |
| |
| |
| |
| |
-0.011 + +
| |
| |
| |
| |
| |
| |
| |
-0.0115 + +
| |
| |
| |
| |
| |
| |
| |
-0.012 + +
| |
| |
| |
| |
| |
| |
| |
-0.0125 + +
| |
| |
| |
| |
| |
| |
| |
-0.013 + +
| |
| |
| |
| |
| |
| |
| |
-0.0135 + +
| |
| |
| |
| |
| |
| |
| |
-0.014 + +
| |
| |
| |
| |
| |
| |
| |
-0.0145 + +
| |
| |
| |
| |
| |
| |
| |
-0.015 + +
| |
| |
| |
| |
| |
| |
| |
-0.0155 + +
| |
| |
| |
| |
| |
| |
| |
-0.016 + +
| |
| |
| |
| |
| |
| |
| |
-0.0165 + +
| |
| |
| |
| |
| |
| |
| |
-0.017 + +
| |
| |
| |
| |
| |
| |
| |
-0.0175 + +
| |
| |
| |
| |
| |
| |
| |
-0.018 + +
| |
| |
| |
| |
| |
| |
| |
-0.0185 + +
| |
| |
| |
| |
| |
| |
| |
-0.019 + +
| |
| |
| |
| |
| |
| |
| |
-0.0195 + +
| |
| |
| |
| |
| |
| |
| |
-0.02 + +
| |
| |
| |
| |
| |
| |
| |
-0.0205 + +
| |
| |
| |
| |
| |
| |
| |
-0.021 + +
| |
| |
| |
| |
| |
| |
| |
-0.0215 + +
| |
| |
| |
| |
| |
| |
| |
-0.022 + +
| |
| |
| |
| |
| |
| |
| |
-0.0225 + +
| |
| |
| |
| |
| |
| |
| |
-0.023 + +
| |
| |
| |
| |
| |
| |
| |
-0.0235 + +
| |
| |
| |
| |
| |
| |
| |
-0.024 + +
| |
| |
| |
| |
| |
| |
| |
-0.0245 + +
| |
| |
| |
| |
| |
| |
| |
-0.025 + +
| |
| |
| |
| |
| |
| |
| |
-0.0255 + +
| |
| |
| |
| |
| |
| |
| |
-0.026 + +
| |
| |
| |
| |
| |
| |
| |
-0.0265 + +
| |
| |
| |
| |
| |
| |
| |
-0.027 + +
| |
| |
| |
| |
| |
| |
| |
-0.0275 + +
| |
| |
| |
| |
| |
| |
| |
-0.028 + +
| |
| |
| |
| |
| |
| |
| |
-0.0285 + +
| |
| |
| |
| |
| |
| |
| |
-0.029 + +
| |
| |
| |
| |
| |
| |
| |
-0.0295 + +
| |
| |
| |
| |
| |
| |
| |
-0.03 + +
| |
| |
| |
| |
| |
| |
| |
-0.0305 + +
| |
| |
| |
| |
| |
| |
| |
-0.031 + +
| |
| |
| |
| |
| |
| |
| |
-0.0315 + +
| |
| |
| |
| |
| |
| |
| |
-0.032 + +
| |
| |
| |
| |
| |
| |
| |
-0.0325 + +
| |
| |
| |
| |
| |
| |
| |
-0.033 + +
| |
| |
| |
| |
| |
| |
| |
-0.0335 + +
| |
| |
| |
| |
| |
| |
| |
-0.034 + +
| |
| |
| |
| |
| |
| |
| |
-0.0345 + +
| |
| |
| |
| |
| |
| |
| |
-0.035 + +
| |
| |
| |
| |
| |
| |
| |
-0.0355 + +
| |
| |
| |
| |
| |
| |
| |
-0.036 + +
| |
| |
| |
| |
| |
| |
| |
-0.0365 + +
| |
| |
| |
| |
| |
| |
| |
-0.037 + +
| |
| |
| |
| |
| |
| |
| |
-0.0375 + +
| |
| |
| |
| |
| |
| |
| |
-0.038 + +
| |
| |
| |
| |
| |
| |
| |
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| |
| |
| |
| |
-0.1505 + +
| |
| |
| |
| |
| |
| |
| |
-0.151 + +
| |
| |
| |
| |
| |
| |
| |
-0.1515 + +
| |
| |
| |
| |
| |
| |
| |
-0.152 + +
| |
| |
| |
| |
| |
| |
| |
-0.1525 + +
| |
| |
| |
| |
| |
| |
| |
-0.153 + +
| |
| |
| |
| |
| |
| |
| |
-0.1535 + +
| |
| |
| |
| |
| |
| |
| |
-0.154 + +
| |
| |
| |
| |
| |
| |
| |
-0.1545 + +
| |
| |
| |
| |
| |
| |
| |
-0.155 + +
| |
| |
| |
| |
| |
| |
| |
-0.1555 + +
| |
| |
| |
| * |
| |
| |
| |
-0.156 + +
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
--+-----------------------------+-----------------------------+--
0 5 10
Case Number INDEX
--+-----------------------------+-----------------------------+--
DFBETA1 | |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
0.061 + +
| |
| * |
| |
| |
| |
0.060 + +
| |
| |
| |
| |
| |
0.059 + +
| |
| |
| |
| |
| |
0.058 + +
| |
| |
| |
| |
| |
0.057 + +
| |
| |
| |
| |
| |
0.056 + +
| |
| |
| |
| |
| |
0.055 + +
| |
| |
| |
| |
| |
0.054 + +
| |
| |
| |
| |
| |
0.053 + +
| |
| |
| |
| |
| |
0.052 + +
| |
| |
| |
| |
| |
0.051 + +
| |
| |
| |
| |
| |
0.050 + +
| |
| |
| |
| |
| |
0.049 + +
| |
| |
| |
| |
| |
0.048 + +
| |
| |
| |
| |
| |
0.047 + +
| |
| |
| |
| |
| |
0.046 + +
| |
| |
| |
| |
| |
0.045 + +
| |
| |
| |
| |
| |
0.044 + +
| |
| |
| |
| |
| |
0.043 + +
| |
| |
| |
| |
| |
0.042 + +
| |
| |
| |
| |
| |
0.041 + +
| |
| |
| |
| |
| |
0.040 + +
| |
| |
| |
| |
| |
0.039 + +
| |
| |
| |
| |
| |
0.038 + +
| |
| |
| |
| |
| |
0.037 + +
| |
| |
| |
| |
| |
0.036 + +
| |
| |
| |
| |
| |
0.035 + +
| |
| |
| |
| |
| |
0.034 + +
| |
| |
| |
| |
| |
0.033 + +
| |
| |
| |
| |
| |
0.032 + +
| |
| |
| |
| |
| |
0.031 + +
| |
| |
| |
| |
| |
0.030 + +
| |
| |
| |
| |
| |
0.029 + +
| |
| |
| |
| |
| |
0.028 + +
| |
| |
| |
| |
| * |
0.027 + +
| |
| |
| |
| |
| |
0.026 + +
| |
| |
| |
| |
| |
0.025 + +
| |
| |
| |
| |
| |
0.024 + +
| |
| |
| |
| |
| |
0.023 + +
| |
| |
| |
| |
| |
0.022 + +
| |
| |
| |
| |
| |
0.021 + +
| |
| |
| |
| |
| |
0.020 + +
| |
| |
| |
| |
| |
0.019 + +
| |
| |
| |
| |
| |
0.018 + +
| |
| |
| |
| |
| |
0.017 + +
| |
| |
| |
| |
| |
0.016 + +
| |
| |
| |
| |
| |
0.015 + +
| |
| |
| |
| |
| |
0.014 + +
| |
| |
| |
| |
| |
0.013 + +
| |
| |
| |
| |
| |
0.012 + +
| |
| |
| |
| |
| |
0.011 + +
| |
| |
| |
| |
| |
0.010 + +
| |
| |
| |
| |
| |
0.009 + +
| |
| |
| |
| |
| |
0.008 + +
| |
| |
| |
| |
| |
0.007 + +
| |
| |
| |
| |
| |
0.006 + +
| |
| |
| |
| |
| |
0.005 + +
| |
| |
| |
| |
| |
0.004 + +
| |
| |
| |
| |
| |
0.003 + +
| |
| |
| |
| |
| |
0.002 + +
| |
| |
| |
| |
| |
0.001 + +
| |
| |
| |
| |
| |
0.000 + * * * * +
| |
| |
| |
| |
| |
-0.001 + +
| |
| |
| |
| |
| |
-0.002 + +
| |
| |
| |
| |
| |
-0.003 + +
| |
| |
| |
| |
| |
-0.004 + +
| |
| |
| |
| |
| |
-0.005 + +
| |
| |
| |
| |
| |
-0.006 + +
| |
| |
| |
| |
| |
-0.007 + +
| |
| |
| |
| |
| |
-0.008 + +
| |
| |
| |
| |
| |
-0.009 + +
| |
| * |
| |
| |
| |
-0.010 + +
| |
| |
| |
| |
| |
-0.011 + +
| |
| |
| |
| |
| |
-0.012 + +
| |
| |
| |
| |
| |
-0.013 + +
| |
| |
| |
| |
| |
-0.014 + +
| |
| |
| |
| |
| |
-0.015 + +
| |
| |
| |
| |
| |
-0.016 + +
| |
| |
| |
| |
| |
-0.017 + +
| |
| |
| |
| |
| |
-0.018 + +
| |
| |
| |
| |
| |
-0.019 + +
| |
| |
| |
| |
| |
-0.020 + +
| |
| |
| |
| |
| |
-0.021 + +
| |
| |
| |
| |
| |
-0.022 + +
| |
| |
| |
| |
| |
-0.023 + +
| |
| |
| |
| |
| |
-0.024 + +
| |
| |
| |
| |
| |
-0.025 + +
| |
| |
| |
| |
| |
-0.026 + +
| |
| |
| |
| |
| |
-0.027 + +
| |
| |
| |
| |
| |
-0.028 + +
| |
| |
| |
| |
| |
-0.029 + +
| |
| |
| |
| |
| |
-0.030 + +
| |
| |
| |
| |
| |
-0.031 + +
| |
| |
| |
| |
| |
-0.032 + +
| |
| |
| |
| |
| |
-0.033 + +
| |
| |
| |
| |
| |
-0.034 + +
| |
| |
| |
| |
| |
-0.035 + +
| |
| |
| |
| |
| |
-0.036 + +
| |
| |
| |
| |
| |
-0.037 + +
| |
| |
| |
| |
| |
-0.038 + +
| |
| |
| |
| |
| |
-0.039 + +
| |
| |
| |
| |
| |
-0.040 + +
| |
| |
| |
| |
| |
-0.041 + +
| |
| |
| |
| |
| |
-0.042 + +
| |
| |
| |
| |
| |
-0.043 + +
| |
| |
| |
| |
| |
-0.044 + +
| |
| |
| |
| |
| |
-0.045 + +
| |
| |
| |
| |
| |
-0.046 + +
| |
| |
| |
| |
| |
-0.047 + +
| |
| |
| |
| |
| |
-0.048 + +
| |
| |
| |
| |
| |
-0.049 + +
| |
| |
| |
| |
| |
-0.050 + +
| |
| |
| |
| |
| |
-0.051 + +
| |
| |
| |
| |
| |
-0.052 + +
| |
| |
| |
| |
| |
-0.053 + +
| |
| |
| |
| |
| |
-0.054 + +
| |
| |
| |
| |
| |
-0.055 + +
| |
| |
| |
| |
| |
-0.056 + +
| |
| |
| |
| |
| |
-0.057 + +
| |
| |
| |
| |
| |
-0.058 + +
| |
| |
| |
| |
| |
-0.059 + +
| |
| |
| |
| |
| |
-0.060 + +
| |
| |
| |
| |
| |
-0.061 + +
| |
| |
| |
| |
| |
-0.062 + +
| |
| |
| |
| |
| |
-0.063 + +
| |
| |
| |
| |
| |
-0.064 + +
| |
| |
| |
| |
| |
-0.065 + +
| |
| |
| |
| |
| |
-0.066 + +
| |
| |
| |
| |
| |
-0.067 + +
| |
| |
| |
| |
| |
-0.068 + +
| |
| |
| |
| |
| |
-0.069 + +
| |
| |
| |
| |
| |
-0.070 + +
| |
| |
| |
| |
| |
-0.071 + +
| |
| |
| |
| |
| |
-0.072 + +
| |
| |
| |
| |
| |
-0.073 + +
| |
| |
| |
| |
| |
-0.074 + +
| |
| |
| |
| |
| |
-0.075 + +
| |
| |
| |
| |
| |
-0.076 + +
| |
| |
| |
| |
| |
-0.077 + +
| |
| |
| |
| |
| |
-0.078 + +
| |
| |
| |
| |
| |
-0.079 + +
| |
| |
| |
| |
| |
-0.080 + +
| |
| |
| |
| |
| |
-0.081 + +
| |
| |
| |
| |
| |
-0.082 + +
| |
| |
| |
| |
| |
-0.083 + +
| |
| |
| |
| |
| |
-0.084 + +
| |
| |
| |
| |
| |
-0.085 + +
| |
| |
| |
| |
| |
-0.086 + +
| |
| |
| |
| |
| |
-0.087 + +
| |
| |
| |
| |
| |
-0.088 + +
| |
| |
| |
| |
| |
-0.089 + +
| |
| |
| |
| |
| |
-0.090 + +
| |
| |
| |
| |
| |
-0.091 + +
| |
| |
| |
| |
| |
-0.092 + +
| |
| |
| |
| |
| |
-0.093 + +
| |
| |
| |
| |
| |
-0.094 + +
| |
| |
| |
| |
| |
-0.095 + +
| |
| |
| |
| |
| |
-0.096 + +
| |
| |
| |
| |
| |
-0.097 + +
| |
| |
| |
| |
| |
-0.098 + +
| |
| |
| |
| |
| |
-0.099 + +
| |
| |
| |
| |
| |
-0.100 + +
| |
| |
| |
| |
| |
-0.101 + +
| |
| |
| |
| |
| |
-0.102 + +
| |
| |
| |
| |
| |
-0.103 + +
| |
| |
| |
| |
| |
-0.104 + +
| |
| |
| |
| |
| |
-0.105 + +
| |
| |
| |
| |
| |
-0.106 + +
| |
| |
| |
| |
| |
-0.107 + +
| |
| |
| |
| |
| |
-0.108 + +
| |
| |
| |
| |
| |
-0.109 + +
| |
| |
| |
| |
| |
-0.110 + +
| |
| |
| |
| |
| |
-0.111 + +
| |
| |
| |
| |
| |
-0.112 + +
| |
| |
| |
| |
| |
-0.113 + +
| |
| |
| |
| |
| |
-0.114 + +
| |
| |
| |
| |
| |
-0.115 + +
| |
| |
| |
| |
| |
-0.116 + +
| |
| |
| |
| |
| |
-0.117 + +
| |
| |
| |
| |
| |
-0.118 + +
| |
| |
| |
| |
| |
-0.119 + +
| |
| |
| |
| |
| |
-0.120 + +
| |
| |
| |
| |
| |
-0.121 + +
| |
| |
| |
| |
| |
-0.122 + +
| |
| |
| |
| |
| |
-0.123 + +
| |
| |
| |
| |
| |
-0.124 + +
| |
| |
| |
| |
| |
-0.125 + +
| |
| |
| |
| |
| |
-0.126 + +
| |
| |
| |
| |
| |
-0.127 + +
| |
| |
| |
| |
| |
-0.128 + +
| |
| |
| |
| |
| |
-0.129 + +
| |
| |
| |
| |
| |
-0.130 + +
| |
| |
| |
| |
| |
-0.131 + +
| |
| |
| |
| |
| |
-0.132 + +
| |
| |
| |
| |
| |
-0.133 + +
| |
| |
| |
| |
| |
-0.134 + +
| |
| |
| |
| |
| |
-0.135 + +
| |
| |
| |
| |
| |
-0.136 + +
| |
| |
| |
| |
| |
-0.137 + +
| |
| |
| |
| |
| |
-0.138 + +
| |
| |
| |
| |
| |
-0.139 + +
| |
| |
| |
| |
| |
-0.140 + +
| |
| |
| |
| |
| |
-0.141 + +
| |
| |
| |
| |
| |
-0.142 + +
| |
| |
| |
| |
| |
-0.143 + +
| |
| |
| |
| |
| |
-0.144 + +
| |
| |
| |
| |
| |
-0.145 + +
| |
| |
| |
| |
| |
-0.146 + +
| |
| |
| |
| |
| |
-0.147 + +
| |
| |
| |
| |
| |
-0.148 + +
| |
| |
| |
| |
| |
-0.149 + +
| |
| |
| |
| |
| |
-0.150 + +
| |
| |
| |
| |
| |
-0.151 + +
| |
| |
| |
| |
| |
-0.152 + +
T | |
r | |
t | |
A | |
| |
D -0.153 + +
f | |
B | |
e | |
t | |
a | |
-0.154 + +
| |
| |
| |
| |
| |
-0.155 + +
| |
| |
| |
| |
| |
-0.156 + +
| |
| |
| |
| |
| |
-0.157 + +
| |
| |
| |
| |
| |
-0.158 + +
| |
| |
| |
| |
| |
-0.159 + +
| |
| |
| |
| |
| |
-0.160 + +
| |
| |
| |
| |
| |
-0.161 + +
| |
| |
| |
| |
| |
-0.162 + +
| |
| |
| |
| |
| |
-0.163 + +
| |
| |
| |
| |
| |
-0.164 + +
| |
| |
| |
| |
| |
-0.165 + +
| |
| |
| |
| |
| |
-0.166 + +
| |
| |
| |
| |
| |
-0.167 + +
| |
| |
| |
| |
| |
-0.168 + +
| |
| |
| |
| |
| |
-0.169 + +
| |
| |
| |
| |
| |
-0.170 + +
| |
| |
| |
| |
| |
-0.171 + +
| |
| |
| |
| |
| |
-0.172 + +
| |
| |
| |
| |
| |
-0.173 + +
| |
| |
| |
| |
| |
-0.174 + +
| |
| |
| |
| |
| |
-0.175 + +
| |
| |
| |
| |
| |
-0.176 + +
| |
| |
| |
| |
| |
-0.177 + +
| |
| |
| |
| |
| |
-0.178 + +
| |
| |
| |
| |
| |
-0.179 + +
| |
| |
| |
| |
| |
-0.180 + +
| |
| |
| |
| |
| |
-0.181 + +
| |
| |
| |
| |
| |
-0.182 + +
| |
| |
| |
| |
| |
-0.183 + +
| |
| |
| |
| |
| |
-0.184 + +
| |
| |
| |
| |
| |
-0.185 + +
| |
| |
| |
| |
| |
-0.186 + +
| |
| |
| |
| |
| |
-0.187 + +
| |
| |
| |
| |
| |
-0.188 + +
| |
| |
| |
| |
| |
-0.189 + +
| |
| |
| |
| |
| |
-0.190 + +
| |
| |
| |
| |
| |
-0.191 + +
| |
| |
| |
| |
| |
-0.192 + +
| |
| |
| |
| |
| |
-0.193 + +
| |
| |
| |
| |
| |
-0.194 + +
| |
| |
| |
| |
| |
-0.195 + +
| |
| |
| |
| |
| |
-0.196 + +
| |
| |
| |
| |
| |
-0.197 + +
| |
| |
| |
| |
| |
-0.198 + +
| |
| |
| |
| |
| |
-0.199 + +
| |
| |
| |
| |
| |
-0.200 + +
| |
| |
| |
| |
| |
-0.201 + +
| |
| |
| |
| |
| |
-0.202 + +
| |
| |
| |
| |
| |
-0.203 + +
| |
| |
| |
| |
| |
-0.204 + +
| |
| |
| |
| |
| |
-0.205 + +
| |
| |
| |
| |
| |
-0.206 + +
| |
| |
| |
| |
| |
-0.207 + +
| |
| |
| |
| |
| |
-0.208 + +
| |
| |
| |
| |
| |
-0.209 + +
| |
| |
| |
| |
| |
-0.210 + +
| |
| |
| |
| |
| |
-0.211 + +
| |
| |
| |
| |
| |
-0.212 + +
| |
| |
| |
| |
| |
-0.213 + +
| |
| |
| |
| |
| |
-0.214 + +
| |
| |
| |
| |
| |
-0.215 + +
| |
| |
| |
| |
| |
-0.216 + +
| |
| |
| |
| |
| |
-0.217 + +
| |
| |
| |
| |
| |
-0.218 + +
| |
| |
| |
| |
| |
-0.219 + +
| |
| |
| |
| |
| |
-0.220 + +
| |
| |
| |
| |
| |
-0.221 + +
| |
| |
| |
| |
| |
-0.222 + +
| |
| |
| |
| |
| |
-0.223 + +
| |
| |
| |
| |
| |
-0.224 + +
| |
| |
| |
| |
| |
-0.225 + +
| |
| |
| |
| |
| |
-0.226 + +
| |
| |
| |
| |
| |
-0.227 + +
| |
| |
| |
| |
| |
-0.228 + +
| |
| |
| |
| |
| |
-0.229 + +
| |
| |
| |
| |
| |
-0.230 + +
| |
| |
| |
| |
| |
-0.231 + +
| |
| |
| |
| |
| |
-0.232 + +
| |
| |
| |
| |
| |
-0.233 + +
| |
| |
| |
| |
| |
-0.234 + +
| |
| |
| |
| |
| |
-0.235 + +
| |
| |
| |
| |
| |
-0.236 + +
| |
| |
| |
| |
| |
-0.237 + +
| |
| |
| |
| |
| |
-0.238 + +
| |
| |
| |
| |
| |
-0.239 + +
| |
| |
| |
| |
| |
-0.240 + +
| |
| |
| |
| |
| |
-0.241 + +
| |
| |
| |
| |
| |
-0.242 + +
| |
| |
| |
| |
| |
-0.243 + +
| |
| |
| |
| |
| |
-0.244 + +
| |
| |
| |
| |
| |
-0.245 + +
| |
| |
| |
| |
| |
-0.246 + +
| |
| |
| |
| |
| |
-0.247 + +
| |
| |
| |
| |
| |
-0.248 + +
| |
| |
| |
| |
| |
-0.249 + +
| |
| |
| |
| |
| |
-0.250 + +
| |
| |
| |
| |
| |
-0.251 + +
| |
| |
| |
| |
| |
-0.252 + +
| |
| |
| |
| |
| |
-0.253 + +
| |
| |
| |
| |
| |
-0.254 + +
| |
| |
| |
| |
| |
-0.255 + +
| |
| |
| |
| |
| |
-0.256 + +
| |
| |
| |
| |
| |
-0.257 + +
| |
| |
| |
| |
| |
-0.258 + +
| |
| |
| |
| |
| |
-0.259 + +
| |
| |
| |
| |
| |
-0.260 + +
| |
| |
| |
| |
| |
-0.261 + +
| |
| |
| |
| |
| |
-0.262 + +
| |
| |
| |
| |
| |
-0.263 + +
| |
| |
| |
| |
| |
-0.264 + +
| |
| |
| |
| |
| |
-0.265 + +
| |
| |
| |
| |
| |
-0.266 + +
| |
| |
| |
| |
| |
-0.267 + +
| |
| |
| |
| |
| |
-0.268 + +
| |
| |
| |
| |
| |
-0.269 + +
| |
| |
| |
| |
| |
-0.270 + +
| |
| |
| |
| |
| |
-0.271 + +
| |
| |
| |
| |
| |
-0.272 + +
| |
| |
| |
| |
| |
-0.273 + +
| |
| |
| |
| |
| |
-0.274 + +
| |
| |
| |
| |
| |
-0.275 + +
| |
| |
| |
| |
| |
-0.276 + +
| |
| |
| |
| |
| |
-0.277 + +
| |
| |
| |
| |
| |
-0.278 + +
| |
| |
| |
| |
| |
-0.279 + +
| |
| |
| |
| |
| |
-0.280 + +
| |
| |
| |
| |
| |
-0.281 + +
| |
| |
| |
| |
| |
-0.282 + +
| |
| |
| |
| |
| |
-0.283 + +
| |
| |
| |
| |
| |
-0.284 + +
| |
| |
| |
| |
| |
-0.285 + +
| |
| |
| |
| |
| |
-0.286 + +
| |
| |
| |
| |
| |
-0.287 + +
| |
| |
| |
| |
| |
-0.288 + +
| |
| |
| |
| |
| |
-0.289 + +
| |
| |
| |
| |
| |
-0.290 + +
| |
| |
| |
| |
| |
-0.291 + +
| |
| |
| |
| |
| |
-0.292 + +
| |
| |
| |
| |
| |
-0.293 + +
| |
| |
| |
| |
| |
-0.294 + +
| |
| |
| |
| |
| |
-0.295 + +
| |
| |
| |
| |
| |
-0.296 + +
| |
| |
| |
| |
| |
-0.297 + +
| |
| |
| |
| |
| |
-0.298 + +
| |
| |
| |
| |
| |
-0.299 + +
| |
| |
| |
| |
| |
-0.300 + +
| |
| |
| |
| |
| |
-0.301 + +
| |
| |
| |
| |
| |
-0.302 + +
| |
| |
| |
| |
| |
-0.303 + +
| |
| |
| |
| |
| |
-0.304 + +
| |
| |
| |
| |
| |
-0.305 + +
| |
| |
| |
| |
| |
-0.306 + +
| |
| |
| |
| |
| |
-0.307 + +
| |
| |
| |
| |
| |
-0.308 + +
| |
| |
| |
| |
| |
-0.309 + +
| |
| |
| |
| |
| |
-0.310 + +
| |
| |
| |
| |
| |
-0.311 + +
| |
| |
| |
| |
| |
-0.312 + +
| |
| |
| |
| |
| |
-0.313 + +
| |
| |
| |
| |
| |
-0.314 + +
| |
| |
| |
| |
| |
-0.315 + +
| |
| |
| |
| |
| |
-0.316 + +
| |
| |
| |
| |
| |
-0.317 + +
| |
| |
| |
| |
| |
-0.318 + +
| |
| |
| |
| |
| |
-0.319 + +
| |
| |
| |
| |
| |
-0.320 + +
| |
| |
| |
| |
| |
-0.321 + +
| |
| |
| |
| |
| |
-0.322 + +
| |
| |
| |
| |
| |
-0.323 + +
| |
| |
| |
| |
| |
-0.324 + +
| |
| |
| |
| |
| |
-0.325 + +
| |
| |
| |
| |
| |
-0.326 + +
| |
| |
| |
| |
| |
-0.327 + +
| |
| |
| |
| |
| |
-0.328 + +
| |
| |
| |
| |
| |
-0.329 + +
| |
| |
| |
| |
| |
-0.330 + +
| |
| |
| |
| |
| |
-0.331 + +
| |
| |
| |
| |
| |
-0.332 + +
| |
| |
| |
| |
| |
-0.333 + +
| |
| |
| |
| |
| |
-0.334 + +
| |
| |
| |
| |
| |
-0.335 + +
| |
| |
| |
| |
| |
-0.336 + +
| |
| |
| |
| |
| |
-0.337 + +
| |
| |
| |
| |
| |
-0.338 + +
| |
| |
| |
| |
| |
-0.339 + +
| |
| |
| |
| |
| |
-0.340 + +
| |
| |
| |
| |
| |
-0.341 + +
| |
| |
| |
| |
| |
-0.342 + +
| |
| |
| |
| |
| |
-0.343 + +
| |
| |
| |
| |
| |
-0.344 + +
| |
| |
| |
| |
| |
-0.345 + +
| |
| |
| |
| |
| |
-0.346 + +
| |
| |
| |
| |
| |
-0.347 + +
| |
| |
| |
| |
| |
-0.348 + +
| |
| |
| |
| |
| |
-0.349 + +
| |
| |
| |
| |
| |
-0.350 + +
| |
| |
| |
| |
| |
-0.351 + +
| |
| |
| |
| |
| |
-0.352 + +
| |
| |
| |
| |
| |
-0.353 + +
| |
| |
| |
| |
| |
-0.354 + +
| |
| |
| |
| |
| |
-0.355 + +
| |
| |
| |
| |
| |
-0.356 + +
| |
| |
| |
| |
| |
-0.357 + +
| |
| |
| |
| |
| |
-0.358 + +
| |
| |
| |
| |
| |
-0.359 + +
| |
| |
| |
| |
| |
-0.360 + +
| |
| |
| |
| |
| |
-0.361 + +
| |
| |
| |
| |
| |
-0.362 + +
| |
| |
| |
| |
| |
-0.363 + +
| |
| |
| |
| |
| |
-0.364 + +
| |
| |
| |
| |
| |
-0.365 + +
| |
| |
| |
| |
| |
-0.366 + +
| |
| |
| |
| |
| |
-0.367 + * +
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
--+-----------------------------+-----------------------------+--
0 5 10
Case Number INDEX
--+-----------------------------+-----------------------------+--
DFBETA2 | |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
0.093 + +
| |
| * |
| |
| |
| |
0.0925 + +
| |
| |
| |
| |
| |
0.092 + +
| |
| |
| |
| |
| |
0.0915 + +
| |
| |
| |
| |
| |
0.091 + +
| |
| |
| |
| |
| |
0.0905 + +
| |
| |
| |
| |
| |
0.09 + +
| |
| |
| |
| |
| |
0.0895 + +
| |
| |
| |
| |
| |
0.089 + +
| |
| |
| |
| |
| |
0.0885 + +
| |
| |
| |
| |
| |
0.088 + +
| |
| |
| |
| |
| |
0.0875 + +
| |
| |
| |
| |
| |
0.087 + +
| |
| |
| |
| |
| |
0.0865 + +
| |
| |
| |
| |
| |
0.086 + +
| |
| |
| |
| |
| |
0.0855 + +
| |
| |
| |
| |
| |
0.085 + +
| |
| |
| |
| |
| |
0.0845 + +
| |
| |
| |
| |
| |
0.084 + +
| |
| |
| |
| |
| |
0.0835 + +
| |
| |
| |
| |
| |
0.083 + +
| |
| |
| |
| |
| |
0.0825 + +
| |
| |
| |
| |
| |
0.082 + +
| |
| |
| |
| |
| |
0.0815 + +
| |
| |
| |
| |
| |
0.081 + +
| |
| |
| |
| |
| |
0.0805 + +
| |
| |
| |
| |
| |
0.08 + +
| |
| |
| |
| |
| |
0.0795 + +
| |
| |
| |
| |
| |
0.079 + +
| |
| |
| |
| |
| |
0.0785 + +
| |
| |
| |
| |
| |
0.078 + +
| |
| |
| |
| |
| |
0.0775 + +
| |
| |
| |
| |
| |
0.077 + +
| |
| |
| |
| |
| |
0.0765 + +
| |
| |
| |
| |
| |
0.076 + +
| |
| |
| |
| |
| |
0.0755 + +
| |
| |
| |
| |
| |
0.075 + +
| |
| |
| |
| |
| |
0.0745 + +
| |
| |
| |
| |
| |
0.074 + +
| |
| |
| |
| |
| |
0.0735 + +
| |
| |
| |
| |
| |
0.073 + +
| |
| |
| |
| |
| |
0.0725 + +
| |
| |
| |
| |
| |
0.072 + +
| |
| |
| |
| |
| |
0.0715 + +
| |
| |
| |
| |
| |
0.071 + +
| |
| |
| |
| |
| |
0.0705 + +
| |
| |
| |
| |
| |
0.07 + +
| |
| |
| |
| |
| |
0.0695 + +
| |
| |
| |
| |
| |
0.069 + +
| |
| |
| |
| |
| |
0.0685 + +
| |
| |
| |
| |
| |
0.068 + +
| |
| |
| |
| |
| |
0.0675 + +
| |
| |
| |
| |
| |
0.067 + +
| |
| |
| |
| |
| |
0.0665 + +
| |
| |
| |
| |
| |
0.066 + +
| |
| |
| |
| |
| |
0.0655 + +
| |
| |
| |
| |
| |
0.065 + +
| |
| |
| |
| |
| |
0.0645 + +
| |
| |
| |
| |
| |
0.064 + +
| |
| |
| |
| |
| |
0.0635 + +
| |
| |
| |
| |
| |
0.063 + +
| |
| |
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| |
| |
-0.083 + +
| |
| |
| |
| |
| |
-0.0835 + +
| |
| |
| |
| |
| |
-0.084 + +
| |
| |
| |
| |
| |
-0.0845 + +
| |
| |
| |
| |
| |
-0.085 + +
| |
| |
| |
| |
| |
-0.0855 + +
| |
| |
| |
| |
| |
-0.086 + +
| |
| |
| |
| |
| |
-0.0865 + +
| |
| |
| |
| |
| |
-0.087 + +
| |
| |
| |
| |
| |
-0.0875 + +
| |
| |
| |
| |
| |
-0.088 + +
| |
| |
| |
| |
| |
-0.0885 + +
| |
| |
| |
| |
| |
-0.089 + +
| |
| |
| |
| |
| |
-0.0895 + +
| |
| |
| |
| |
| |
-0.09 + +
| |
| |
| |
| |
| |
-0.0905 + +
| |
| |
| |
| |
| |
-0.091 + +
| |
| |
| |
| |
| |
-0.0915 + +
| |
| |
| |
| |
| |
-0.092 + +
| |
| |
| |
| |
| |
-0.0925 + +
| |
| |
| |
| |
| |
-0.093 + +
| |
| |
| |
| |
| |
-0.0935 + +
| |
| |
| |
| |
| |
-0.094 + +
| |
| |
| |
| |
| |
-0.0945 + +
| |
| |
| |
| |
| |
-0.095 + +
| |
| |
| |
| |
| |
-0.0955 + +
| |
| |
| |
| |
| |
-0.096 + +
| |
| |
| |
| |
| |
-0.0965 + +
| |
| |
| |
| |
| |
-0.097 + +
| |
| |
| |
| |
| |
-0.0975 + +
| |
| |
| |
| |
| |
-0.098 + +
| |
| |
| |
| |
| |
-0.0985 + +
| |
| |
| |
| |
| |
-0.099 + +
| |
| |
| |
| |
| |
-0.0995 + +
| |
| |
| |
| |
| |
-0.1 + +
| |
| |
| |
| |
| |
-0.1005 + +
| |
| |
| |
| |
| |
-0.101 + +
| |
| |
| |
| |
| |
-0.1015 + +
| |
| |
| |
| |
| |
-0.102 + +
| |
| |
| |
| |
| |
-0.1025 + +
| |
| |
| |
| |
| |
-0.103 + +
| |
| |
| |
| |
| |
-0.1035 + +
| |
| |
| |
| |
| |
-0.104 + +
| |
| |
| |
| |
| |
-0.1045 + +
| |
| |
| |
| |
| |
-0.105 + +
| |
| |
| |
| |
| |
-0.1055 + +
| |
| |
| |
| |
| |
-0.106 + +
| |
| |
| |
| |
| |
-0.1065 + +
| |
| |
| |
| |
| |
-0.107 + +
| |
| |
| |
| |
| |
-0.1075 + +
| |
| |
| |
| |
| |
-0.108 + +
| |
| |
| |
| |
| |
-0.1085 + +
| |
| |
| |
| |
| |
-0.109 + +
| |
| |
| |
| |
| |
-0.1095 + +
| |
| |
| |
| |
| |
-0.11 + +
| |
| |
| |
| |
| |
-0.1105 + +
| |
| |
| |
| |
| |
-0.111 + +
| |
| |
| |
| |
| |
-0.1115 + +
| |
| |
| |
| |
| |
-0.112 + +
| |
| |
| |
| |
| |
-0.1125 + +
| |
| |
| |
| |
| |
-0.113 + +
| |
| |
| |
| |
| |
-0.1135 + +
| |
| |
| |
| |
| |
-0.114 + +
| |
| |
| |
| |
| |
-0.1145 + +
| |
| |
| |
| |
| |
-0.115 + +
| |
| |
| |
| |
| |
-0.1155 + +
| |
| |
| |
| |
| |
-0.116 + +
| |
| |
| |
| |
| |
-0.1165 + +
| |
| |
| |
| |
| |
-0.117 + +
| |
| |
| |
| |
| |
-0.1175 + +
| |
| |
| |
| |
| |
-0.118 + +
| |
| |
| |
| |
| |
-0.1185 + +
| |
| |
| |
| |
| |
-0.119 + +
| |
| |
| |
| |
| |
-0.1195 + +
| |
| |
| |
| |
| |
-0.12 + +
| |
| |
| |
| |
| |
-0.1205 + +
| |
| |
| |
| |
| |
-0.121 + +
| |
| |
| |
| |
| |
-0.1215 + +
| |
| |
| |
| |
| |
-0.122 + +
| |
| |
| |
| |
| |
-0.1225 + +
| |
| |
| |
| |
| |
-0.123 + +
| |
| |
| |
| |
| |
-0.1235 + +
| |
| |
| |
| |
| |
-0.124 + +
| |
| |
| |
| |
| |
-0.1245 + +
| |
| |
| |
| |
| |
-0.125 + +
| |
| |
| |
| |
| |
-0.1255 + +
| |
| |
| |
| |
| |
-0.126 + +
| |
| |
| |
| |
| |
-0.1265 + +
| |
| |
| |
| |
| |
-0.127 + +
| |
| |
| |
| |
| |
-0.1275 + +
| |
| |
| |
| |
| |
-0.128 + +
| |
| |
| |
| |
| |
-0.1285 + +
| |
| |
| |
| |
| |
-0.129 + +
| |
| |
| |
| |
| |
-0.1295 + +
| |
| |
| |
| |
| |
-0.13 + +
| |
| |
| |
| |
| |
-0.1305 + +
| |
| |
| |
| |
| |
-0.131 + +
| |
| |
| |
| |
| |
-0.1315 + +
| |
| |
| |
| |
| |
-0.132 + +
| |
| |
| |
| |
| |
-0.1325 + +
| |
| |
| |
| |
| |
-0.133 + +
| |
| |
| |
| |
| |
-0.1335 + +
| |
| |
| |
| |
| |
-0.134 + +
| |
| |
| |
| |
| |
-0.1345 + +
| |
| |
| |
| * |
| |
-0.135 + +
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
--+-----------------------------+-----------------------------+--
0 5 10
Case Number INDEX
--+-----------------------------+-----------------------------+--
DFBETA3 | |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
0.314 + +
| * |
| |
| |
| |
| |
| |
| |
0.313 + +
| |
| |
| |
| |
| |
| |
| |
0.312 + +
| |
| |
| |
| |
| |
| |
| |
0.311 + +
| |
| |
| |
| |
| |
| |
| |
0.310 + +
| |
| |
| |
| |
| |
| |
| |
0.309 + +
| |
| |
| |
| |
| |
| |
| |
0.308 + +
| |
| |
| |
| |
| |
| |
| |
0.307 + +
| |
| |
| |
| |
| |
| |
| |
0.306 + +
| |
| |
| |
| |
| |
| |
| |
0.305 + +
| |
| |
| |
| |
| |
| |
| |
0.304 + +
| |
| |
| |
| |
| |
| |
| |
0.303 + +
| |
| |
| |
| |
| |
| |
| |
0.302 + +
| |
| |
| |
| |
| |
| |
| |
0.301 + +
| |
| |
| |
| |
| |
| |
| |
0.300 + +
| |
| |
| |
| |
| |
| |
| |
0.299 + +
| |
| |
| |
| |
| |
| |
| |
0.298 + +
| |
| |
| |
| |
| |
| |
| |
0.297 + +
| |
| |
| |
| |
| |
| |
| |
0.296 + +
| |
| |
| |
| |
| |
| |
| |
0.295 + +
| |
| |
| |
| |
| |
| |
| |
0.294 + +
| |
| |
| |
| |
| |
| |
| |
0.293 + +
| |
| |
| |
| |
| |
| |
| |
0.292 + +
| |
| |
| |
| |
| |
| |
| |
0.291 + +
| |
| |
| |
| |
| |
| |
| |
0.290 + +
| |
| |
| |
| |
| |
| |
| |
0.289 + +
| |
| |
| |
| |
| |
| |
| |
0.288 + +
| |
| |
| |
| |
| |
| |
| |
0.287 + +
| |
| |
| |
| |
| |
| |
| |
0.286 + +
| |
| |
| |
| |
| |
| |
| |
0.285 + +
| |
| |
| |
| |
| |
| |
| |
0.284 + +
| |
| |
| |
| |
| |
| |
| |
0.283 + +
| |
| |
| |
| |
| |
| |
| |
0.282 + +
| |
| |
| |
| |
| |
| |
| |
0.281 + +
| |
| |
| |
| |
| |
| |
| |
0.280 + +
| |
| |
| |
| |
| |
| |
| |
0.279 + +
| |
| |
| |
| |
| |
| |
| |
0.278 + +
| |
| |
| |
| |
| |
| |
| |
0.277 + +
| |
| |
| |
| |
| |
| |
| |
0.276 + +
| |
| |
| |
| |
| |
| |
| |
0.275 + +
| |
| |
| |
| |
| |
| |
| |
0.274 + +
| |
| |
| |
| |
| |
| |
| |
0.273 + +
| |
| |
| |
| |
| |
| |
| |
0.272 + +
| |
| |
| |
| |
| |
| |
| |
0.271 + +
| |
| |
| |
| |
| |
| |
| |
0.270 + +
| |
| |
| |
| |
| |
| |
| |
0.269 + +
| |
| |
| |
| |
| |
| |
| |
0.268 + +
| |
| |
| |
| |
| |
| |
| |
0.267 + +
| |
| |
| |
| |
| |
| |
| |
0.266 + +
| |
| |
| |
| |
| |
| |
| |
0.265 + +
| |
| |
| |
| |
| |
| |
| |
0.264 + +
| |
| |
| |
| |
| |
| |
| |
0.263 + +
| |
| |
| |
| |
| |
| |
| |
0.262 + +
| |
| |
| |
| |
| |
| |
| |
0.261 + +
| |
| |
| |
| |
| |
| |
| |
0.260 + +
| |
| |
| |
| |
| |
| |
| |
0.259 + +
| |
| |
| |
| |
| |
| |
| |
0.258 + +
| |
| |
| |
| |
| |
| |
| |
0.257 + +
| |
| |
| |
| |
| |
| |
| |
0.256 + +
| |
| |
| |
| |
| |
| |
| |
0.255 + +
| |
| |
| |
| |
| |
| |
| |
0.254 + +
| |
| |
| |
| |
| |
| |
| |
0.253 + +
| |
| |
| |
| |
| |
| |
| |
0.252 + +
| |
| |
| |
| |
| |
| |
| |
0.251 + +
| |
| |
| |
| |
| |
| |
| |
0.250 + +
| |
| |
| |
| |
| |
| |
| |
0.249 + +
| |
| |
| |
| |
| |
| |
| |
0.248 + +
| |
| |
| |
| |
| |
| |
| |
0.247 + +
| |
| |
| |
| |
| |
| |
| |
0.246 + +
| |
| |
| |
| |
| |
| |
| |
0.245 + +
| |
| |
| |
| |
| |
| |
| |
0.244 + +
| |
| |
| |
| |
| |
| |
| |
0.243 + +
| |
| |
| |
| |
| |
| |
| |
0.242 + +
| |
| |
| |
| |
| |
| |
| |
0.241 + +
| |
| |
| |
| |
| |
| |
| |
0.240 + +
| |
| |
| |
| |
| |
| |
| |
0.239 + +
| |
| |
| |
| |
| |
| |
| |
0.238 + +
| |
| |
| |
| |
| |
| |
| |
0.237 + +
| |
| |
| |
| |
| |
| |
| |
0.236 + +
| |
| |
| |
| |
| |
| |
| |
0.235 + +
| |
| |
| |
| |
| |
| |
| |
0.234 + +
| |
| |
| |
| |
| |
| |
| |
0.233 + +
| |
| |
| |
| |
| |
| |
| |
0.232 + +
| |
| |
| |
| |
| |
| |
| |
0.231 + +
| |
| |
| |
| |
| |
| |
| |
0.230 + +
| |
| |
| |
| |
| |
| |
| |
0.229 + +
| |
| |
| |
| |
| |
| |
| |
0.228 + +
| |
| |
| |
| |
| |
| |
| |
0.227 + +
| |
| |
| |
| |
| |
| |
| |
0.226 + +
| |
| |
| |
| |
| |
| |
| |
0.225 + +
| |
| |
| |
| |
| |
| |
| |
0.224 + +
| |
| |
| |
| |
| |
| |
| |
0.223 + +
| |
| |
| |
| |
| |
| |
| |
0.222 + +
| |
| |
| |
| |
| |
| |
| |
0.221 + +
| |
| |
| |
| |
| |
| |
| |
0.220 + +
| |
| |
| |
| |
| |
| |
| |
0.219 + +
| |
| |
| |
| |
| |
| |
| |
0.218 + +
| |
| |
| |
| |
| |
| |
| |
0.217 + +
| |
| |
| |
| |
| |
| |
| |
0.216 + +
| |
| |
| |
| |
| |
| |
| |
0.215 + +
| |
| |
| |
| |
| |
| |
| |
0.214 + +
| |
| |
| |
| |
| |
| |
| |
0.213 + +
| |
| |
| |
| |
| |
| |
| |
0.212 + +
| |
| |
| |
| |
| |
| |
| |
0.211 + +
| |
| |
| |
| |
| |
| |
| |
0.210 + +
| |
| |
| |
| |
| |
| |
| |
0.209 + +
| |
| |
| |
| |
| |
| |
| |
0.208 + +
| |
| |
| |
| |
| |
| |
| |
0.207 + +
| |
| |
| |
| |
| |
| |
| |
0.206 + +
| |
| |
| |
| |
| |
| |
| |
0.205 + +
| |
| |
| |
| |
| |
| |
| |
0.204 + +
| |
| |
| |
| |
| |
| |
| |
0.203 + +
| |
| |
| |
| |
| |
| |
| |
0.202 + +
| |
| |
| |
| |
| |
| |
| |
0.201 + +
| |
| |
| |
| |
| |
| |
| |
0.200 + +
| |
| |
| |
| |
| |
| |
| |
0.199 + +
| |
| |
| |
| |
| |
| |
| |
0.198 + +
| |
| |
| |
| |
| |
| |
| |
0.197 + +
| |
| |
| |
| |
| |
| |
| |
0.196 + +
| |
| |
| |
| |
| |
| |
| |
0.195 + +
| |
| |
| |
| |
| |
| |
| |
0.194 + +
| |
| |
| |
| |
| |
| |
| |
0.193 + +
| |
| |
| |
| |
| |
| |
| |
0.192 + +
| |
| |
| |
| |
| |
| |
| |
0.191 + +
| |
| |
| |
| |
| |
| |
| |
0.190 + +
| |
| |
| |
| |
| |
| |
| |
0.189 + +
| |
| |
| |
| |
| |
| |
| |
0.188 + +
| |
| |
| |
| |
| |
| |
| |
0.187 + +
| |
| |
| |
| |
| |
| |
| |
0.186 + +
| |
| |
| |
| |
| |
| |
| |
0.185 + +
| |
| |
| |
| |
| |
| |
| |
0.184 + +
| |
| |
| |
| |
| |
| |
| |
0.183 + +
| |
| |
| |
| |
| |
| |
| |
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0.025 + +
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0.024 + +
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0.022 + +
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| |
| |
| |
| |
| |
| |
-0.050 + +
| |
| |
| |
| |
| |
| |
| |
-0.051 + +
| |
| |
| |
| |
| |
| |
| * |
-0.052 + +
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
--+-----------------------------+-----------------------------+--
0 5 10
Case Number INDEX
--+-----------------------------+-----------------------------+---
C | |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
0.1590 + +
| |
| |
| |
| * |
| |
| |
| |
| |
0.1585 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1580 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1575 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1570 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1565 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1560 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1555 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1550 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1545 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1540 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1535 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1530 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1525 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1520 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1515 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1510 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1505 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1500 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1495 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1490 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1485 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1480 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1475 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1470 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1465 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1460 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1455 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1450 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1445 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1440 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1435 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1430 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1425 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1420 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1415 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1410 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1405 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1400 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1395 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1390 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1385 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1380 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1375 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1370 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1365 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1360 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1355 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1350 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1345 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1340 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1335 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1330 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1325 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1320 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1315 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1310 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1305 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1300 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1295 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1290 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1285 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1280 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1275 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1270 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1265 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1260 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1255 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1250 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1245 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1240 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1235 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1230 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1225 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1220 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1215 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1210 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1205 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1200 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1195 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1190 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1185 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1180 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1175 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1170 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1165 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1160 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1155 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1150 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1145 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1140 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1135 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1130 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1125 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1120 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1115 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1110 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1105 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1100 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1095 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1090 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1085 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1080 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1075 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1070 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1065 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1060 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1055 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1050 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1045 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1040 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1035 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1030 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1025 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1020 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1015 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1010 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1005 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1000 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0995 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0990 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0985 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0980 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0975 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0970 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0965 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0960 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0955 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0950 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0945 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0940 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0935 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0930 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0925 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0920 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0915 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0910 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0905 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0900 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0895 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0890 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0885 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0880 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0875 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0870 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0865 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0860 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0855 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0850 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0845 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0840 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0835 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0830 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0825 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0820 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0815 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0810 + +
| |
| |
| |
| |
C | |
o | |
n | |
f | |
i 0.0805 + +
d | |
e | |
n | |
c | |
e | |
| |
I | |
n | |
t 0.0800 + +
e | |
r | |
v | |
a | |
l | |
| |
D | |
i | |
s 0.0795 + +
p | |
l | |
a | |
c | |
e | |
m | |
e | |
n | |
t 0.0790 + +
| |
C | |
| |
| |
| |
| |
| |
| |
0.0785 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0780 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0775 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0770 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0765 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0760 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0755 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0750 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0745 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0740 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0735 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0730 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0725 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0720 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0715 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0710 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0705 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0700 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0695 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0690 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0685 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0680 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0675 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0670 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0665 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0660 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0655 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0650 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0645 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0640 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0635 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0630 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0625 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0620 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0615 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0610 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0605 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0600 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0595 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0590 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0585 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0580 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0575 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0570 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0565 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0560 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0555 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0550 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0545 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0540 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0535 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0530 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0525 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0520 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0515 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0510 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0505 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0500 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0495 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0490 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0485 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0480 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0475 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0470 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0465 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0460 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0455 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0450 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0445 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0440 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0435 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0430 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0425 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0420 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0415 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0410 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0405 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0400 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0395 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0390 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0385 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0380 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0375 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0370 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0365 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0360 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0355 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0350 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0345 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0340 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0335 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0330 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0325 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0320 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0315 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0310 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0305 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0300 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0295 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0290 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0285 + +
| |
| |
| |
| |
| * |
| |
| |
| |
0.0280 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0275 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0270 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0265 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0260 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0255 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0250 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0245 + +
| |
| |
| |
| * |
| |
| |
| |
| |
0.0240 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0235 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0230 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0225 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0220 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0215 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0210 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0205 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0200 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0195 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0190 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0185 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0180 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0175 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0170 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0165 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0160 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0155 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0150 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0145 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0140 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0135 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0130 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0125 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0120 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0115 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0110 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0105 + +
| |
| |
| * |
| |
| |
| |
| |
| |
0.0100 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0095 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0090 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0085 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0080 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0075 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0070 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0065 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0060 + +
| |
| |
| * |
| |
| |
| |
| |
| |
0.0055 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0050 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0045 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0040 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0035 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0030 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0025 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0020 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0015 + +
| * |
| |
| |
| |
| |
| |
| |
| |
0.0010 + +
| |
| * |
| |
| |
| |
| |
| |
| * |
0.0005 + +
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
--+-----------------------------+-----------------------------+---
0 5 10
Case Number INDEX
--+-----------------------------+-----------------------------+---
CBAR | |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
0.1570 + * +
| |
| |
| |
| |
| |
| |
| |
| |
0.1565 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1560 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1555 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1550 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1545 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1540 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1535 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1530 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1525 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1520 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1515 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1510 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1505 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1500 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1495 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1490 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1485 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1480 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1475 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1470 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1465 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1460 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1455 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1450 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1445 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1440 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1435 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1430 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1425 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1420 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1415 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1410 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1405 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1400 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1395 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1390 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1385 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1380 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1375 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1370 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1365 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1360 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1355 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1350 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1345 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1340 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1335 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1330 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1325 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1320 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1315 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1310 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1305 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1300 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1295 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1290 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1285 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1280 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1275 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1270 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1265 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1260 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1255 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1250 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.1245 + +
| |
| |
| |
| |
| |
| |
| |
| |
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0.0285 + +
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0.0280 + +
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0.0275 + +
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0.0270 + +
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0.0260 + +
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0.0255 + +
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0.0250 + +
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0.0245 + +
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0.0240 + +
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0.0235 + +
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0.0225 + +
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| |
| |
| |
| |
| |
0.0220 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0215 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0210 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0205 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0200 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0195 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0190 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0185 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0180 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0175 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0170 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0165 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0160 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0155 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0150 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0145 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0140 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0135 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0130 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0125 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0120 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0115 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0110 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0105 + +
| |
| |
| * |
| |
| |
| |
| |
| |
0.0100 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0095 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0090 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0085 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0080 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0075 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0070 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0065 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0060 + +
| |
| |
| |
| * |
| |
| |
| |
| |
0.0055 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0050 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0045 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0040 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0035 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0030 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0025 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0020 + +
| |
| |
| |
| |
| |
| |
| |
| |
0.0015 + +
| |
| * |
| |
| |
| |
| |
| |
| |
0.0010 + +
| |
| * |
| |
| |
| |
| |
| |
| * |
0.0005 + +
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
--+-----------------------------+-----------------------------+---
0 5 10
Case Number INDEX
--+-----------------------------+-----------------------------+---
DIFDEV | |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
5.51 + +
| |
| * |
| |
| |
5.50 + +
| |
| |
| |
| |
5.49 + +
| |
| |
| |
| |
5.48 + +
| |
| |
| |
| |
5.47 + +
| |
| |
| |
| |
5.46 + +
| |
| |
| |
| |
5.45 + +
| |
| |
| |
| |
5.44 + +
| |
| |
| |
| |
5.43 + +
| |
| |
| |
| |
5.42 + +
| |
| |
| |
| |
5.41 + +
| |
| |
| |
| |
5.40 + +
| |
| |
| |
| |
5.39 + +
| |
| |
| |
| |
5.38 + +
| |
| |
| |
| |
5.37 + +
| |
| |
| |
| |
5.36 + +
| |
| |
| |
| |
5.35 + +
| |
| |
| |
| |
5.34 + +
| |
| |
| |
| |
5.33 + +
| |
| |
| |
| |
5.32 + +
| |
| |
| |
| |
5.31 + +
| |
| |
| |
| |
5.30 + +
| |
| |
| |
| |
5.29 + +
| |
| |
| |
| |
5.28 + +
| |
| |
| |
| |
5.27 + +
| |
| |
| |
| |
5.26 + +
| |
| |
| |
| |
5.25 + +
| |
| |
| |
| |
5.24 + +
| |
| |
| |
| |
5.23 + +
| |
| |
| |
| |
5.22 + +
| |
| |
| |
| |
5.21 + +
| |
| |
| |
| |
5.20 + +
| |
| |
| |
| |
5.19 + +
| |
| |
| |
| |
5.18 + +
| |
| |
| |
| |
5.17 + +
| |
| |
| |
| |
5.16 + +
| |
| |
| |
| |
5.15 + +
| |
| |
| |
| |
5.14 + +
| |
| |
| |
| |
5.13 + +
| |
| |
| |
| |
5.12 + +
| |
| |
| |
| |
5.11 + +
| |
| |
| |
| |
5.10 + +
| |
| |
| |
| |
5.09 + +
| |
| |
| |
| |
5.08 + +
| |
| |
| |
| |
5.07 + +
| |
| |
| |
| |
5.06 + +
| |
| |
| |
| |
5.05 + +
| |
| |
| |
| |
5.04 + +
| |
| |
| |
| |
5.03 + +
| |
| |
| |
| |
5.02 + +
| |
| |
| |
| |
5.01 + +
| |
| |
| |
| |
5.00 + +
| |
| |
| |
| |
4.99 + +
| |
| |
| |
| |
4.98 + +
| |
| |
| |
| |
4.97 + +
| |
| |
| |
| |
4.96 + +
| |
| |
| |
| |
4.95 + +
| |
| |
| |
| |
4.94 + +
| |
| |
| |
| |
4.93 + +
| |
| |
| |
| |
4.92 + +
| |
| |
| |
| |
4.91 + +
| |
| |
| |
| |
4.90 + +
| |
| |
| |
| |
4.89 + +
| |
| |
| |
| |
4.88 + +
| |
| |
| |
| |
4.87 + +
| |
| |
| |
| |
4.86 + +
| |
| |
| |
| |
4.85 + +
| |
| |
| |
| |
4.84 + +
| |
| |
| |
| |
4.83 + +
| |
| |
| |
| |
4.82 + +
| |
| |
| |
| |
4.81 + +
| |
| |
| |
| |
4.80 + +
| |
| |
| |
| |
4.79 + +
| |
| |
| |
| |
4.78 + +
| |
| |
| |
| |
4.77 + +
| |
| |
| |
| |
4.76 + +
| |
| |
| |
| |
4.75 + +
| |
| |
| |
| |
4.74 + +
| |
| |
| |
| |
4.73 + +
| |
| |
| |
| |
4.72 + +
| |
| |
| |
| |
4.71 + +
| |
| |
| |
| |
4.70 + +
| |
| |
| |
| |
4.69 + +
| |
| |
| |
| |
4.68 + +
| |
| |
| |
| |
4.67 + +
| |
| |
| |
| |
4.66 + +
| |
| |
| |
| |
4.65 + +
| |
| |
| |
| |
4.64 + +
| |
| |
| |
| |
4.63 + +
| |
| |
| |
| |
4.62 + +
| |
| |
| |
| |
4.61 + +
| |
| |
| |
| |
4.60 + +
| |
| |
| |
| |
4.59 + +
| |
| |
| |
| |
4.58 + +
| |
| |
| |
| |
4.57 + +
| |
| |
| |
| |
4.56 + +
| |
| |
| |
| |
4.55 + +
| |
| |
| |
| |
4.54 + +
| |
| |
| |
| |
4.53 + +
| |
| |
| |
| |
4.52 + +
| |
| |
| |
| |
4.51 + +
| |
| |
| |
| |
4.50 + +
| |
| |
| |
| |
4.49 + +
| |
| |
| |
| |
4.48 + +
| |
| |
| |
| |
4.47 + +
| |
| |
| |
| |
4.46 + +
| |
| |
| |
| |
4.45 + +
| |
| |
| |
| |
4.44 + +
| |
| |
| |
| |
4.43 + +
| |
| |
| |
| |
4.42 + +
| |
| |
| |
| |
4.41 + +
| |
| |
| |
| |
4.40 + +
| |
| |
| |
| |
4.39 + +
| |
| |
| |
| |
4.38 + +
| |
| |
| |
| |
4.37 + +
| |
| |
| |
| |
4.36 + +
| |
| |
| |
| |
4.35 + +
| |
| |
| |
| |
4.34 + +
| |
| |
| |
| |
4.33 + +
| |
| |
| |
| |
4.32 + +
| |
| |
| |
| |
4.31 + +
| |
| |
| |
| |
4.30 + +
| |
| |
| |
| |
4.29 + +
| |
| |
| |
| |
4.28 + +
| |
| |
| |
| |
4.27 + +
| |
| |
| |
| |
4.26 + +
| |
| |
| |
| |
4.25 + +
| |
| |
| |
| |
4.24 + +
| |
| |
| |
| |
4.23 + +
| |
| |
| |
| |
4.22 + +
| |
| |
| |
| |
4.21 + +
| |
| |
| |
| |
4.20 + +
| |
| |
| |
| |
4.19 + +
| |
| |
| |
| |
4.18 + +
| |
| |
| |
| |
4.17 + +
| |
| |
| |
| |
4.16 + +
| |
| |
| |
| |
4.15 + +
| |
| |
| |
| |
4.14 + +
| |
| |
| |
| |
4.13 + +
| |
| |
| |
| |
4.12 + +
| |
| |
| |
| |
4.11 + +
| |
| |
| |
| |
4.10 + +
| |
| |
| |
| |
4.09 + +
| |
| |
| |
| |
4.08 + +
| |
| |
| |
| |
4.07 + +
| |
| |
| |
| |
4.06 + +
| |
| |
| * |
| |
4.05 + +
| |
| |
| |
| |
4.04 + +
| |
| |
| |
| |
4.03 + +
| |
| |
| |
| |
4.02 + +
| |
| |
| |
| |
4.01 + +
| |
| |
| |
| |
4.00 + +
| |
| |
| |
| |
3.99 + +
| |
| |
| |
| |
3.98 + +
| |
| |
| |
| |
3.97 + +
| |
| |
| |
| |
3.96 + +
| |
| |
| |
| |
3.95 + +
| |
| |
| |
| |
3.94 + +
| |
| |
| |
| |
3.93 + +
| |
| |
| |
| |
3.92 + +
| |
| |
| |
| |
3.91 + +
| |
| |
| |
| |
3.90 + +
| |
| |
| |
| |
3.89 + +
| |
| |
| |
| |
3.88 + +
| |
| |
| |
| |
3.87 + +
| |
| |
| |
| |
3.86 + +
| |
| |
| |
| |
3.85 + +
| |
| |
| |
| |
3.84 + +
| |
| |
| |
| |
3.83 + +
| |
| |
| |
| |
3.82 + +
| |
| |
| |
| |
3.81 + +
| |
| |
| |
| |
3.80 + +
| |
| |
| |
| |
3.79 + +
| |
| |
| |
| |
3.78 + +
| |
| |
| |
| |
3.77 + +
| |
| |
| |
| |
3.76 + +
| |
| |
| |
| |
3.75 + +
| |
| |
| |
| |
3.74 + +
| |
| |
| |
| |
3.73 + +
| |
| |
| |
| |
3.72 + +
| |
| |
| |
| |
3.71 + +
| |
| |
| |
| |
3.70 + +
| |
| |
| |
| |
3.69 + +
| |
| |
| |
| |
3.68 + +
| |
| |
| |
| |
3.67 + +
| |
| |
| |
| |
3.66 + +
| |
| |
| |
| |
3.65 + +
| |
| |
| |
| |
3.64 + +
| |
| |
| |
| |
3.63 + +
| |
| |
| |
| |
3.62 + +
| |
| |
| |
| |
3.61 + +
| |
| |
| |
| |
3.60 + +
| |
| |
| |
| |
3.59 + +
| |
| |
| |
| |
3.58 + +
| |
| |
| |
| |
3.57 + +
| |
| |
| |
| |
3.56 + +
| |
| |
| |
| |
3.55 + +
| |
| |
| |
| |
3.54 + +
| |
| |
| |
| |
3.53 + +
| |
| |
| |
| |
3.52 + +
| |
| |
| |
| |
3.51 + +
| |
| |
| |
| |
3.50 + +
| |
| |
| |
| |
3.49 + +
| |
| |
| |
| |
3.48 + +
| |
| |
| |
| |
3.47 + +
| |
| |
| |
| |
3.46 + +
| |
| |
| |
| |
3.45 + +
| |
| |
| |
| |
3.44 + +
| |
| |
| |
| |
3.43 + +
| |
| |
| |
| |
3.42 + +
| |
| |
| |
| |
3.41 + +
| |
| |
| |
| |
3.40 + +
| |
| |
| |
| |
3.39 + +
| |
| |
| |
| |
3.38 + +
| |
| |
| |
| |
3.37 + +
| |
| |
| |
| |
3.36 + +
| |
| |
| |
| |
3.35 + +
| |
| |
| |
| |
3.34 + +
| |
| |
| |
| |
3.33 + +
| |
| |
| |
| |
3.32 + +
| |
| |
| |
| |
3.31 + +
| |
| |
| |
| |
3.30 + +
| |
| |
| |
| |
3.29 + +
| |
| |
| |
| |
3.28 + +
| |
| |
| |
| |
3.27 + +
| |
| |
| |
| |
3.26 + +
| |
| |
| |
| |
3.25 + +
| |
| |
| |
| |
3.24 + +
| |
| |
| |
| |
3.23 + +
| |
| |
| |
| |
3.22 + +
| |
| |
| |
| |
3.21 + +
| |
| |
| |
| |
3.20 + +
| |
| |
| |
| |
3.19 + +
| |
| |
| |
| |
3.18 + +
| |
| |
| |
| |
3.17 + +
| |
| |
| |
| |
3.16 + +
| |
| |
| |
| |
3.15 + +
| |
| |
| |
| |
3.14 + +
| |
| |
| |
| |
3.13 + +
| |
| |
| |
| |
3.12 + +
| |
| |
| |
| |
3.11 + +
| |
| |
| |
| |
3.10 + +
| |
| |
| |
| |
3.09 + +
| |
| |
| |
| |
3.08 + +
| |
| |
| |
| |
3.07 + +
| |
| |
| |
| |
3.06 + +
| |
| |
| |
| |
3.05 + +
| |
| |
| |
| |
3.04 + +
| |
| |
| |
| |
3.03 + +
| |
| |
| |
| |
3.02 + +
| |
| |
| |
| |
3.01 + +
| |
| |
| |
| |
3.00 + +
| |
| |
| |
| |
2.99 + +
| |
| |
| |
| |
2.98 + +
| |
| |
| |
| |
2.97 + +
| |
| |
| |
| |
2.96 + +
| |
| |
| |
| |
2.95 + +
| |
| |
| |
| |
2.94 + +
| |
| |
| |
| |
2.93 + +
| |
| |
| |
| |
2.92 + +
| |
| |
| |
| |
2.91 + +
| |
| |
| |
| |
2.90 + +
| |
| |
| |
| |
2.89 + +
| |
| |
| |
| |
2.88 + +
| |
| |
| |
| |
2.87 + +
| |
| |
| |
| |
2.86 + +
| |
| |
| |
| |
2.85 + +
| |
| |
| |
| |
D 2.84 + +
e | |
l | |
t | |
a | |
2.83 + +
D | |
e | |
v | |
i | |
a 2.82 + +
n | |
c | |
e | |
| |
2.81 + +
| |
| |
| |
| |
2.80 + +
| |
| |
| |
| |
2.79 + +
| |
| |
| |
| |
2.78 + +
| |
| |
| |
| |
2.77 + +
| |
| |
| |
| |
2.76 + +
| |
| |
| |
| |
2.75 + +
| |
| |
| |
| |
2.74 + +
| |
| |
| |
| |
2.73 + +
| |
| |
| |
| |
2.72 + +
| |
| |
| |
| |
2.71 + +
| |
| |
| |
| |
2.70 + +
| |
| |
| |
| |
2.69 + +
| |
| |
| |
| |
2.68 + +
| |
| |
| |
| |
2.67 + +
| |
| |
| |
| |
2.66 + +
| |
| |
| |
| |
2.65 + +
| |
| |
| |
| |
2.64 + +
| |
| |
| |
| |
2.63 + * +
| |
| |
| |
| |
2.62 + +
| |
| |
| |
| |
2.61 + +
| |
| |
| |
| |
2.60 + +
| |
| |
| |
| |
2.59 + +
| |
| |
| |
| |
2.58 + +
| |
| |
| |
| |
2.57 + +
| |
| |
| |
| |
2.56 + +
| |
| |
| |
| |
2.55 + +
| |
| |
| |
| |
2.54 + +
| |
| |
| |
| |
2.53 + +
| |
| |
| |
| |
2.52 + +
| |
| |
| |
| |
2.51 + +
| |
| |
| |
| |
2.50 + +
| |
| |
| |
| |
2.49 + +
| |
| |
| |
| |
2.48 + +
| |
| |
| |
| |
2.47 + +
| |
| |
| |
| |
2.46 + +
| |
| |
| |
| |
2.45 + +
| |
| |
| |
| |
2.44 + +
| |
| |
| |
| |
2.43 + +
| |
| |
| |
| |
2.42 + +
| |
| |
| |
| |
2.41 + +
| |
| |
| |
| |
2.40 + +
| |
| |
| |
| |
2.39 + +
| |
| |
| |
| |
2.38 + +
| |
| |
| |
| |
2.37 + +
| |
| |
| |
| |
2.36 + +
| |
| |
| * |
| |
2.35 + +
| |
| |
| |
| |
2.34 + +
| |
| |
| |
| |
2.33 + +
| |
| |
| |
| |
2.32 + +
| |
| |
| |
| |
2.31 + +
| |
| |
| |
| |
2.30 + +
| |
| |
| |
| |
2.29 + +
| |
| |
| |
| |
2.28 + +
| |
| |
| |
| |
2.27 + +
| |
| |
| |
| |
2.26 + +
| |
| |
| |
| |
2.25 + +
| |
| |
| |
| |
2.24 + +
| |
| |
| |
| |
2.23 + +
| |
| |
| |
| |
2.22 + +
| |
| |
| |
| |
2.21 + +
| |
| |
| |
| |
2.20 + +
| |
| |
| |
| |
2.19 + +
| |
| |
| |
| |
2.18 + +
| |
| |
| |
| |
2.17 + +
| |
| |
| |
| |
2.16 + +
| |
| |
| |
| |
2.15 + +
| |
| |
| |
| |
2.14 + +
| |
| |
| |
| |
2.13 + +
| |
| |
| |
| |
2.12 + +
| |
| |
| |
| |
2.11 + +
| |
| |
| |
| |
2.10 + +
| |
| |
| |
| |
2.09 + +
| |
| |
| |
| |
2.08 + +
| |
| |
| |
| |
2.07 + +
| |
| |
| |
| |
2.06 + +
| |
| |
| |
| |
2.05 + +
| |
| |
| |
| |
2.04 + +
| |
| |
| |
| |
2.03 + +
| |
| |
| |
| |
2.02 + +
| |
| |
| |
| |
2.01 + +
| |
| |
| |
| |
2.00 + +
| |
| |
| |
| |
1.99 + +
| |
| |
| |
| |
1.98 + +
| |
| |
| |
| |
1.97 + +
| |
| |
| |
| |
1.96 + +
| |
| |
| |
| |
1.95 + +
| |
| |
| |
| |
1.94 + +
| |
| |
| |
| |
1.93 + +
| |
| |
| |
| |
1.92 + +
| |
| |
| |
| |
1.91 + +
| |
| |
| |
| |
1.90 + +
| |
| |
| |
| |
1.89 + +
| |
| |
| |
| |
1.88 + +
| |
| |
| |
| |
1.87 + +
| |
| |
| |
| |
1.86 + +
| |
| |
| |
| |
1.85 + +
| |
| |
| |
| |
1.84 + +
| |
| |
| |
| |
1.83 + +
| |
| |
| |
| |
1.82 + +
| |
| |
| |
| |
1.81 + +
| |
| |
| |
| |
1.80 + +
| |
| |
| |
| |
1.79 + +
| |
| |
| |
| |
1.78 + +
| |
| |
| |
| |
1.77 + +
| |
| |
| |
| |
1.76 + +
| |
| |
| |
| |
1.75 + +
| |
| |
| |
| |
1.74 + +
| |
| |
| |
| |
1.73 + +
| |
| |
| |
| |
1.72 + +
| |
| |
| |
| |
1.71 + +
| |
| |
| |
| |
1.70 + +
| |
| |
| |
| |
1.69 + +
| |
| |
| |
| |
1.68 + +
| |
| |
| |
| |
1.67 + +
| |
| |
| |
| |
1.66 + +
| |
| |
| |
| |
1.65 + +
| |
| |
| |
| |
1.64 + +
| |
| |
| |
| |
1.63 + +
| |
| |
| |
| |
1.62 + +
| |
| |
| |
| |
1.61 + +
| |
| |
| |
| |
1.60 + +
| |
| |
| |
| |
1.59 + +
| |
| |
| |
| |
1.58 + +
| |
| |
| |
| |
1.57 + +
| |
| |
| |
| |
1.56 + +
| |
| |
| |
| |
1.55 + +
| |
| |
| |
| |
1.54 + +
| |
| |
| |
| |
1.53 + +
| |
| |
| |
| |
1.52 + +
| |
| |
| |
| |
1.51 + +
| |
| |
| |
| |
1.50 + +
| |
| |
| |
| |
1.49 + +
| |
| |
| |
| |
1.48 + +
| |
| |
| |
| |
1.47 + +
| |
| |
| |
| |
1.46 + +
| |
| |
| |
| |
1.45 + +
| |
| |
| |
| |
1.44 + +
| |
| |
| |
| |
1.43 + +
| |
| |
| |
| |
1.42 + +
| |
| |
| |
| |
1.41 + +
| |
| |
| |
| |
1.40 + +
| |
| |
| |
| |
1.39 + +
| |
| |
| |
| |
1.38 + +
| |
| |
| |
| |
1.37 + +
| |
| |
| |
| |
1.36 + +
| |
| |
| |
| |
1.35 + +
| |
| |
| |
| |
1.34 + +
| |
| |
| |
| |
1.33 + +
| |
| |
| |
| |
1.32 + +
| |
| |
| |
| |
1.31 + +
| |
| |
| |
| |
1.30 + +
| |
| |
| |
| |
1.29 + +
| |
| |
| |
| |
1.28 + +
| |
| |
| |
| |
1.27 + +
| |
| |
| |
| |
1.26 + +
| |
| |
| |
| |
1.25 + +
| |
| |
| |
| |
1.24 + +
| |
| |
| |
| |
1.23 + +
| |
| |
| |
| |
1.22 + +
| |
| |
| |
| |
1.21 + +
| |
| |
| |
| |
1.20 + +
| |
| |
| |
| |
1.19 + +
| |
| |
| |
| |
1.18 + +
| |
| |
| |
| |
1.17 + +
| |
| |
| |
| |
1.16 + +
| |
| |
| |
| |
1.15 + +
| |
| |
| |
| |
1.14 + +
| |
| |
| |
| |
1.13 + +
| |
| |
| |
| |
1.12 + +
| |
| |
| |
| |
1.11 + +
| |
| |
| |
| |
1.10 + +
| |
| |
| |
| |
1.09 + +
| |
| |
| |
| |
1.08 + +
| |
| |
| |
| |
1.07 + +
| |
| |
| |
| |
1.06 + +
| |
| |
| |
| |
1.05 + +
| |
| |
| |
| |
1.04 + +
| |
| |
| |
| |
1.03 + +
| |
| |
| |
| |
1.02 + +
| |
| |
| |
| |
1.01 + +
| |
| |
| |
| |
1.00 + +
| |
| |
| |
| |
0.99 + +
| |
| |
| |
| |
0.98 + +
| |
| |
| |
| |
0.97 + +
| |
| |
| |
| |
0.96 + +
| |
| |
| |
| |
0.95 + +
| |
| |
| |
| |
0.94 + +
| |
| |
| |
| |
0.93 + +
| |
| |
| |
| |
0.92 + +
| |
| |
| |
| |
0.91 + +
| |
| |
| |
| |
0.90 + +
| |
| |
| |
| |
0.89 + +
| |
| |
| |
| |
0.88 + +
| |
| |
| |
| |
0.87 + +
| |
| |
| |
| |
0.86 + +
| |
| |
| |
| |
0.85 + +
| |
| |
| |
| |
0.84 + +
| |
| |
| |
| |
0.83 + +
| |
| |
| |
| |
0.82 + +
| |
| |
| |
| |
0.81 + +
| |
| |
| |
| |
0.80 + +
| |
| |
| |
| |
0.79 + +
| |
| |
| |
| |
0.78 + +
| |
| |
| |
| |
0.77 + +
| |
| |
| |
| |
0.76 + +
| |
| * |
| |
| |
0.75 + +
| |
| |
| |
| |
0.74 + +
| |
| |
| |
| |
0.73 + +
| |
| |
| |
| |
0.72 + +
| |
| |
| |
| |
0.71 + +
| |
| |
| |
| |
0.70 + +
| |
| |
| |
| |
0.69 + +
| |
| |
| |
| |
0.68 + +
| |
| |
| |
| |
0.67 + +
| |
| |
| |
| |
0.66 + +
| |
| |
| |
| |
0.65 + +
| |
| |
| |
| |
0.64 + +
| |
| |
| |
| |
0.63 + * +
| |
| |
| |
| |
0.62 + +
| |
| |
| |
| |
0.61 + +
| |
| |
| |
| |
0.60 + +
| |
| |
| |
| |
0.59 + +
| |
| |
| |
| |
0.58 + +
| |
| |
| |
| |
0.57 + +
| |
| |
| |
| |
0.56 + +
| |
| |
| |
| |
0.55 + +
| |
| |
| |
| |
0.54 + +
| |
| |
| |
| |
0.53 + +
| |
| |
| |
| |
0.52 + +
| |
| |
| |
| |
0.51 + +
| |
| |
| |
| |
0.50 + +
| |
| |
| |
| |
0.49 + +
| |
| |
| |
| |
0.48 + +
| |
| |
| |
| |
0.47 + +
| |
| |
| |
| |
0.46 + +
| |
| |
| |
| |
0.45 + +
| |
| |
| |
| |
0.44 + +
| |
| |
| |
| |
0.43 + +
| |
| |
| |
| |
0.42 + +
| |
| |
| |
| |
0.41 + +
| |
| |
| |
| |
0.40 + +
| |
| |
| |
| |
0.39 + +
| |
| |
| |
| |
0.38 + +
| |
| |
| |
| |
0.37 + +
| |
| |
| |
| |
0.36 + +
| |
| |
| |
| |
0.35 + +
| |
| |
| |
| |
0.34 + +
| |
| |
| |
| |
0.33 + +
| |
| |
| |
| |
0.32 + +
| |
| |
| |
| |
0.31 + +
| |
| |
| |
| |
0.30 + +
| |
| |
| |
| |
0.29 + +
| |
| * |
| |
| |
0.28 + +
| |
| |
| |
| |
0.27 + +
| |
| |
| |
| |
0.26 + +
| |
| |
| |
| |
0.25 + +
| |
| |
| |
| |
0.24 + +
| |
| |
| |
| |
0.23 + +
| |
| |
| |
| |
0.22 + +
| |
| |
| |
| |
0.21 + +
| |
| |
| |
| |
0.20 + +
| |
| |
| |
| |
0.19 + +
| |
| |
| |
| |
0.18 + +
| |
| |
| |
| |
0.17 + +
| |
| |
| |
| |
0.16 + +
| |
| |
| |
| |
0.15 + +
| |
| |
| * |
| |
0.14 + +
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
--+-----------------------------+-----------------------------+---
0 5 10
Case Number INDEX
-+-----------------------------+-----------------------------+--
DIFCHISQ | |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
13.675 + +
| |
| |
| |
| * |
13.650 + +
| |
| |
| |
| |
13.625 + +
| |
| |
| |
| |
13.600 + +
| |
| |
| |
| |
13.575 + +
| |
| |
| |
| |
13.550 + +
| |
| |
| |
| |
13.525 + +
| |
| |
| |
| |
13.500 + +
| |
| |
| |
| |
13.475 + +
| |
| |
| |
| |
13.450 + +
| |
| |
| |
| |
13.425 + +
| |
| |
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| |
4.550 + +
| |
| |
| |
| |
4.525 + +
| |
| |
| |
| |
4.500 + +
| |
| |
| |
| |
4.475 + +
| |
| |
| |
| |
4.450 + +
| |
| |
| |
| |
4.425 + +
| |
| |
| |
| |
4.400 + +
| |
| |
| |
| |
4.375 + +
| |
| |
| |
| |
4.350 + +
| |
| |
| |
| |
4.325 + +
| |
| |
| |
| |
4.300 + +
| |
| |
| |
| |
4.275 + +
| |
| |
| |
| |
4.250 + +
| |
| |
| |
| |
4.225 + +
| |
| |
| |
| |
4.200 + +
| |
| |
| |
| |
4.175 + +
| |
| |
| |
| |
4.150 + +
| |
| |
| |
| |
4.125 + +
| |
| |
| |
| |
4.100 + +
| |
| |
| |
| |
4.075 + +
| |
| |
| |
| |
4.050 + +
| |
| |
| |
| |
4.025 + +
| |
| |
| |
| |
4.000 + +
| |
| |
| |
| |
3.975 + +
| |
| |
| |
| |
3.950 + +
| |
| |
| |
| |
3.925 + +
| |
| |
| |
| |
3.900 + +
| |
| |
| |
| |
3.875 + +
| |
| |
| |
| |
3.850 + +
| |
| |
| |
| |
3.825 + +
| |
| |
| |
| |
3.800 + +
| |
| |
| |
| |
3.775 + +
| |
| |
| |
| |
3.750 + +
| |
| |
| |
| |
3.725 + +
| |
| |
| |
| |
3.700 + +
| |
| |
| |
| |
3.675 + +
| |
| |
| |
| |
3.650 + +
| |
| |
| |
| |
3.625 + +
| |
| |
| |
| |
3.600 + +
| |
| |
| |
| |
3.575 + +
| |
| |
| |
| |
3.550 + +
| |
| |
| |
| |
3.525 + +
| |
| |
| |
| |
3.500 + +
| |
| |
| |
| |
3.475 + +
| |
| |
| |
| |
3.450 + +
| |
| |
| |
| |
3.425 + +
| |
| |
| |
| |
3.400 + +
| |
| |
| |
| |
3.375 + +
| |
| |
| |
| |
3.350 + +
| |
| |
| |
| |
3.325 + +
| |
| |
| |
| |
3.300 + +
| |
| |
| |
| |
3.275 + +
| |
| |
| |
| |
3.250 + +
| |
| |
| |
| |
3.225 + +
| |
| |
| |
| |
3.200 + +
| |
| |
| |
| |
3.175 + +
| |
| |
| |
| |
3.150 + +
| |
| |
| |
| |
3.125 + +
| |
| |
| |
| |
3.100 + +
| |
| |
| |
| |
3.075 + +
| |
| |
| |
| |
3.050 + +
| |
| |
| |
| |
3.025 + +
| |
| |
| |
| |
3.000 + +
| |
| |
| |
| |
2.975 + +
| |
| |
| |
| |
2.950 + +
| |
| |
| |
| |
2.925 + +
| |
| |
| |
| |
2.900 + +
| |
| |
| |
| |
2.875 + +
| |
| |
| |
| |
2.850 + +
| |
| |
| |
| |
2.825 + +
| |
| |
| |
| |
2.800 + +
| |
| |
| |
| |
2.775 + +
| |
| |
| |
| |
2.750 + +
| |
| |
| |
| |
2.725 + +
| |
| * |
| |
| |
2.700 + +
| |
| |
| |
| |
2.675 + +
| |
| |
| |
| |
2.650 + +
| |
| |
| |
| |
2.625 + +
| |
| |
| |
| |
2.600 + +
| |
| |
| |
| |
2.575 + +
| |
| |
| |
| |
2.550 + +
| |
| |
| |
| |
2.525 + +
| |
| |
| |
| |
2.500 + +
| |
| |
| |
| |
2.475 + +
| |
| |
| |
| |
2.450 + +
| |
| |
| |
| |
2.425 + +
| |
| |
| |
| |
2.400 + +
| |
| |
| |
| |
2.375 + +
| |
| |
| |
| |
2.350 + +
| |
| |
| |
| |
2.325 + +
| |
| |
| |
| |
2.300 + +
| |
| |
| |
| |
2.275 + +
| |
| |
| |
| |
2.250 + +
| |
| |
| |
| * |
2.225 + +
| |
| |
| |
| |
2.200 + +
| |
| |
| |
| |
2.175 + +
| |
| |
| |
| |
2.150 + +
| |
| |
| |
| |
2.125 + +
| |
| |
| |
| |
2.100 + +
| |
| |
| |
| |
2.075 + +
| |
| |
| |
| |
2.050 + +
| |
| |
| |
| |
2.025 + +
| |
| |
| |
| |
2.000 + +
| |
| |
| |
| |
1.975 + +
| |
| |
| |
| |
1.950 + +
| |
| |
| |
| |
1.925 + +
| |
| |
| |
| |
1.900 + +
| |
| |
| |
| |
1.875 + +
| |
| |
| |
| |
1.850 + +
| |
| |
| |
| |
1.825 + +
| |
| |
| |
| |
1.800 + +
| |
| |
| |
| |
1.775 + +
| |
| |
| |
| |
1.750 + +
| |
| |
| |
| |
1.725 + +
| |
| |
| |
| |
1.700 + +
| |
| |
| |
| |
1.675 + +
| |
| |
| |
| |
1.650 + +
| |
| |
| |
| |
1.625 + +
| |
| |
| |
| |
1.600 + +
| |
| |
| |
| |
1.575 + +
| |
| |
| |
| |
1.550 + +
| |
| |
| |
| |
1.525 + +
| |
| |
| |
| |
1.500 + +
| |
| |
| |
| |
1.475 + +
| |
| |
| |
| |
1.450 + +
| |
| |
| |
| |
1.425 + +
| |
| |
| |
| |
1.400 + +
| |
| |
| |
| |
1.375 + +
| |
| |
| |
| |
1.350 + +
| |
| |
| |
| |
1.325 + +
| |
| |
| |
| |
1.300 + +
| |
| |
| |
| |
1.275 + +
| |
| |
| |
| |
1.250 + +
| |
| |
| |
| |
1.225 + +
| |
| |
| |
| |
1.200 + +
| |
| |
| |
| |
1.175 + +
| |
| |
| |
| |
1.150 + +
| |
| |
| |
| |
1.125 + +
| |
| |
| |
| |
1.100 + +
| |
| |
| |
| |
1.075 + +
| |
| |
| |
| |
1.050 + +
| |
| |
| |
| |
1.025 + +
| |
| |
| |
| |
1.000 + +
| |
| |
| |
| |
0.975 + +
| |
| |
| |
| |
0.950 + +
| |
| |
| |
| |
0.925 + +
| |
| |
| |
| |
0.900 + +
| |
| |
| |
| |
0.875 + +
| |
| |
| |
| |
0.850 + +
| |
| |
| |
| |
0.825 + +
| |
| |
| |
| |
0.800 + +
| |
| |
| |
| |
0.775 + +
| |
| |
| |
| |
0.750 + +
| |
| |
| |
| |
0.725 + +
| |
| |
| |
| |
0.700 + +
| |
| |
| |
| |
0.675 + +
| |
| |
| |
| |
0.650 + +
| |
| |
| |
| |
0.625 + +
| |
| |
| |
| |
0.600 + +
| |
| |
| |
| |
0.575 + +
| |
| |
| |
| |
0.550 + +
| |
| |
| |
| |
0.525 + +
| |
| |
| |
| |
0.500 + +
| |
| |
| |
| |
0.475 + +
| |
| |
| * |
| |
0.450 + +
| |
| |
| |
| |
0.425 + +
| |
| |
| |
| |
0.400 + +
| |
| |
| |
| |
0.375 + +
| * |
| |
| |
| |
0.350 + +
| |
| |
| |
| |
0.325 + +
| |
| |
| |
| |
0.300 + +
| |
| |
| |
| |
0.275 + +
| |
| |
| |
| |
0.250 + +
| |
| |
| |
| |
0.225 + +
| |
| |
| |
| |
0.200 + +
| |
| |
| |
| |
0.175 + +
| |
| |
| |
| * |
0.150 + +
| |
| |
| |
| |
0.125 + +
| |
| |
| |
| |
0.100 + +
| |
| |
| |
| |
0.075 + * +
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
| |
-+-----------------------------+-----------------------------+--
0 5 10
Case Number INDEX