Simple statistics for (Year Reimb. + 1)

The UNIVARIATE Procedure
Variable: yrreimb1

Moments
N 39605 Sum Weights 39605
Mean 27562.2655 Sum Observations 1091603524
Std Deviation 27927.0531 Variance 779920295
Skewness 2.93378022 Kurtosis 18.0901714
Uncorrected SS 6.0975E13 Corrected SS 3.0888E13
Coeff Variation 101.323504 Std Error Mean 140.329863
 
Basic Statistical Measures
Location Variability
Mean 27562.27 Std Deviation 27927
Median 20989.93 Variance 779920295
Mode 1.00 Range 525244
    Interquartile Range 28557
 
Tests for Location: Mu0=0
Test Statistic p Value
Student's t t 196.4105 Pr > |t| <.0001
Sign M 19802.5 Pr >= |M| <.0001
Signed Rank S 3.9215E8 Pr >= |S| <.0001
 
Quantiles (Definition 5)
Quantile Estimate
100% Max 525245.02
99% 133075.89
95% 76839.62
90% 58229.67
75% Q3 37397.23
50% Median 20989.93
25% Q1 8840.03
10% 1898.46
5% 668.17
1% 1.00
0% Min 1.00
 
Extreme Observations
Lowest Highest
Value Obs Value Obs
1 39570 362193 37209
1 39555 393725 3791
1 39550 393764 4060
1 39479 481641 22224
1 39380 525245 26931

 


 
Lognormal Model

The GENMOD Procedure

Model Information
Data Set WORK.LDAT
Distribution Normal
Link Function Identity
Dependent Variable logreimb1
Observations Used 33841
Missing Values 5764
 
Class Level Information
Class Levels Values
race3 3 Other Black White
malerace3 3 0 2 1
seerreg10cat 11 1 2 20 22 23 25 26 27 31 35 21
stage 5 3 1 2 0 4
 
Criteria For Assessing Goodness Of Fit
Criterion DF Value Value/DF
Deviance 34E3 91878.8413 2.7151
Scaled Deviance 34E3 33841.0000 1.0000
Pearson Chi-Square 34E3 91878.8413 2.7151
Scaled Pearson X2 34E3 33841.0000 1.0000
Log Likelihood   -64918.4551  
 
Algorithm converged.
 
Analysis Of Parameter Estimates
Parameter DF Estimate Standard Error Wald 95% Confidence Limits Chi-Square Pr > ChiSq
Intercept 1 9.5560 0.0090 9.5384 9.5735 1138209 <.0001
Scale 1 1.6477 0.0063 1.6354 1.6602    

NOTE: The scale parameter was estimated by maximum likelihood.

 
LR Statistics For Type 1 Analysis
Source 2*LogLikelihood DF Chi-Square Pr > ChiSq
Intercept -129836.91      
 

 


 
Gamma Model

The GENMOD Procedure

Model Information
Data Set NCI.CR90P
Distribution Gamma
Link Function Log
Dependent Variable yrreimb1
Observations Used 33841
Missing Values 5764
 
Class Level Information
Class Levels Values
race3 3 Other Black White
malerace3 3 0 2 1
seerreg10cat 11 1 2 20 22 23 25 26 27 31 35 21
stage 5 3 1 2 0 4
 
Criteria For Assessing Goodness Of Fit
Criterion DF Value Value/DF
Deviance 34E3 44824.4614 1.3246
Scaled Deviance 34E3 39652.7643 1.1718
Pearson Chi-Square 34E3 34067.2328 1.0067
Scaled Pearson X2 34E3 30136.6689 0.8906
Log Likelihood   -379463.9207  
 
Algorithm converged.
 
Analysis Of Parameter Estimates
Parameter DF Estimate Standard Error Wald 95% Confidence Limits Chi-Square Pr > ChiSq
Intercept 1 10.2183 0.0058 10.2069 10.2296 3125763 <.0001
Scale 1 0.8846 0.0059 0.8731 0.8963    

NOTE: The scale parameter was estimated by maximum likelihood.

 
LR Statistics For Type 1 Analysis
Source 2*LogLikelihood DF Chi-Square Pr > ChiSq
Intercept -758927.84      
 

 


 

 


 
Hist with Parameter Estimates from Models

The CAPABILITY Procedure
Fitted Lognormal Distribution for yrreimb1

Parameters for Lognormal Distribution
Parameter Symbol Estimate
Threshold Theta 0
Scale Zeta 9.555987
Shape Sigma 1.64773
Mean   54912.41
Std Dev   206231.3
 
Goodness-of-Fit Tests for Lognormal Distribution
Test Statistic DF p Value
Kolmogorov-Smirnov D 0.1420   Pr > D <0.001
Cramer-von Mises W-Sq 317.8294   Pr > W-Sq <0.001
Anderson-Darling A-Sq 1784.7441   Pr > A-Sq <0.001
Chi-Square Chi-Sq 14305.4892 525 Pr > Chi-Sq <0.001
 
Quantiles for Lognormal Distribution
Percent Quantile
Observed Estimated
1.0 1.0000 305.758
5.0 668.1700 939.842
10.0 1898.4600 1710.148
25.0 8840.0300 4649.940
50.0 20989.9300 14129.029
75.0 37397.2300 42931.627
90.0 58229.6700 116732.268
95.0 76839.6200 212407.557
99.0 133075.8900 652901.107

 


 
Hist with Parameter Estimates from Models

The CAPABILITY Procedure
Fitted Gamma Distribution for yrreimb1

Parameters for Gamma Distribution
Parameter Symbol Estimate
Threshold Theta 0
Scale Sigma 30972.67
Shape Alpha 0.884623
Mean   27399.15
Std Dev   29131.17
 
Goodness-of-Fit Tests for Gamma Distribution
Test Statistic DF p Value
Kolmogorov-Smirnov D 0.06268   Pr > D <0.001
Cramer-von Mises W-Sq 53.00534   Pr > W-Sq <0.001
Anderson-Darling A-Sq 283.22579   Pr > A-Sq <0.001
Chi-Square Chi-Sq 4804.84455 525 Pr > Chi-Sq <0.001
 
Quantiles for Gamma Distribution
Percent Quantile
Observed Estimated
1.0 1.0000 162.012
5.0 668.1700 1013.901
10.0 1898.4600 2267.371
25.0 8840.0300 6900.834
50.0 20989.9300 18026.098
75.0 37397.2300 37964.744
90.0 58229.6700 65016.272
95.0 76839.6200 85735.899
99.0 133075.8900 134287.106