Mplus VERSION 5.1
MUTHEN & MUTHEN
05/05/2008 8:28 PM
INPUT INSTRUCTIONS
Title:
GMM, 3 classes, 1 zero class
ordered poly variables for conviction at each
age 11-21
dep. variable 0, 1 , 2 (0, 1, or more convictions)
Data:
file is naginORDERED.dat;
Variable:
names are u11 u12 u13 u14 u15
u16 u17 u18 u19 u20
u21 c1 c2 c3 c4 c;
usevar = u11-u21;
categorical = u11-u21;
classes = c(3);
Analysis:
type = mixture;
algo = int;
starts = 500 10; stiter = 20;
Model:
%overall%
i s q | u11@-.6 u12@-.5 u13@-.4 u14@-.3 u15@-.2
u16@-.1 u17@0 u18@.1 u19@.2 u20@.3
u21@.4;
s-q@0;
%c#1%
[i*2 s q];
i;
%c#2%
[i@0 s q];
i;
%c#3%
[u11$1-u21$1@15];
[u11$2-u21$2@16];
[i-q@0];
i@0;
Output:
residual tech1 tech7 tech8;
Plot:
type = plot3;
series = u11-u21(s);
*** WARNING in MODEL command
All continuous latent variable covariances involving S have been fixed to 0
because the variance of S is fixed at 0.
*** WARNING in MODEL command
All continuous latent variable covariances involving Q have been fixed to 0
because the variance of Q is fixed at 0.
2 WARNING(S) FOUND IN THE INPUT INSTRUCTIONS
GMM, 3 classes, 1 zero class
ordered poly variables for conviction at each
age 11-21
dep. variable 0, 1 , 2 (0, 1, or more convictions)
SUMMARY OF ANALYSIS
Number of groups 1
Number of observations 403
Number of dependent variables 11
Number of independent variables 0
Number of continuous latent variables 3
Number of categorical latent variables 1
Observed dependent variables
Binary and ordered categorical (ordinal)
U11 U12 U13 U14 U15 U16
U17 U18 U19 U20 U21
Continuous latent variables
I S Q
Categorical latent variables
C
Estimator MLR
Information matrix OBSERVED
Optimization Specifications for the Quasi-Newton Algorithm for
Continuous Outcomes
Maximum number of iterations 100
Convergence criterion 0.100D-05
Optimization Specifications for the EM Algorithm
Maximum number of iterations 500
Convergence criteria
Loglikelihood change 0.100D-02
Relative loglikelihood change 0.100D-05
Derivative 0.100D-02
Optimization Specifications for the M step of the EM Algorithm for
Categorical Latent variables
Number of M step iterations 1
M step convergence criterion 0.100D-02
Basis for M step termination ITERATION
Optimization Specifications for the M step of the EM Algorithm for
Censored, Binary or Ordered Categorical (Ordinal), Unordered
Categorical (Nominal) and Count Outcomes
Number of M step iterations 1
M step convergence criterion 0.100D-02
Basis for M step termination ITERATION
Maximum value for logit thresholds 15
Minimum value for logit thresholds -15
Minimum expected cell size for chi-square 0.100D-01
Optimization algorithm EMA
Integration Specifications
Type STANDARD
Number of integration points 15
Dimensions of numerical integration 1
Adaptive quadrature ON
Random Starts Specifications
Number of initial stage random starts 500
Number of final stage optimizations 10
Number of initial stage iterations 20
Initial stage convergence criterion 0.100D+01
Random starts scale 0.500D+01
Random seed for generating random starts 0
Link LOGIT
Cholesky ON
Input data file(s)
naginORDERED.dat
Input data format FREE
SUMMARY OF CATEGORICAL DATA PROPORTIONS
U11
Category 1 0.983
Category 2 0.012
Category 3 0.005
U12
Category 1 0.970
Category 2 0.025
Category 3 0.005
U13
Category 1 0.948
Category 2 0.045
Category 3 0.007
U14
Category 1 0.923
Category 2 0.062
Category 3 0.015
U15
Category 1 0.923
Category 2 0.055
Category 3 0.022
U16
Category 1 0.928
Category 2 0.045
Category 3 0.027
U17
Category 1 0.896
Category 2 0.069
Category 3 0.035
U18
Category 1 0.891
Category 2 0.084
Category 3 0.025
U19
Category 1 0.906
Category 2 0.072
Category 3 0.022
U20
Category 1 0.921
Category 2 0.057
Category 3 0.022
U21
Category 1 0.948
Category 2 0.042
Category 3 0.010
RANDOM STARTS RESULTS RANKED FROM THE BEST TO THE WORST LOGLIKELIHOOD VALUES
Final stage loglikelihood values at local maxima, seeds, and initial stage start numbers:
-1066.769 580405 286
-1066.769 464179 106
-1066.769 253358 2
-1066.769 217130 443
-1066.769 195763 358
-1066.770 414284 158
-1066.771 728038 177
-1066.794 960438 116
-1066.840 857799 315
-1066.870 479273 156
WARNING: WHEN ESTIMATING A MODEL WITH MORE THAN TWO CLASSES, IT MAY BE
NECESSARY TO INCREASE THE NUMBER OF RANDOM STARTS USING THE STARTS OPTION
TO AVOID LOCAL MAXIMA.
THE MODEL ESTIMATION TERMINATED NORMALLY
TESTS OF MODEL FIT
Loglikelihood
H0 Value -1066.769
H0 Scaling Correction Factor 1.004
for MLR
Information Criteria
Number of Free Parameters 11
Akaike (AIC) 2155.537
Bayesian (BIC) 2199.526
Sample-Size Adjusted BIC 2164.621
(n* = (n + 2) / 24)
Chi-Square Test of Model Fit for the Binary and Ordered Categorical
(Ordinal) Outcomes**
Pearson Chi-Square
Value 924.212
Degrees of Freedom 177110
P-Value 1.0000
Likelihood Ratio Chi-Square
Value 243.287
Degrees of Freedom 177110
P-Value 1.0000
** Of the 177147 cells in the latent class indicator table, 25
were deleted in the calculation of chi-square due to extreme values.
FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASSES
BASED ON THE ESTIMATED MODEL
Latent
Classes
1 12.93127 0.03209
2 202.80880 0.50325
3 187.25993 0.46466
FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASS PATTERNS
BASED ON ESTIMATED POSTERIOR PROBABILITIES
Latent
Classes
1 12.93423 0.03209
2 202.80579 0.50324
3 187.25998 0.46466
CLASSIFICATION QUALITY
Entropy 0.533
CLASSIFICATION OF INDIVIDUALS BASED ON THEIR MOST LIKELY LATENT CLASS MEMBERSHIP
Class Counts and Proportions
Latent
Classes
1 6 0.01489
2 118 0.29280
3 279 0.69231
Average Latent Class Probabilities for Most Likely Latent Class Membership (Row)
by Latent Class (Column)
1 2 3
1 0.757 0.243 0.000
2 0.033 0.967 0.000
3 0.016 0.313 0.671
MODEL RESULTS
Two-Tailed
Estimate S.E. Est./S.E. P-Value
Latent Class 1
I |
U11 1.000 0.000 999.000 999.000
U12 1.000 0.000 999.000 999.000
U13 1.000 0.000 999.000 999.000
U14 1.000 0.000 999.000 999.000
U15 1.000 0.000 999.000 999.000
U16 1.000 0.000 999.000 999.000
U17 1.000 0.000 999.000 999.000
U18 1.000 0.000 999.000 999.000
U19 1.000 0.000 999.000 999.000
U20 1.000 0.000 999.000 999.000
U21 1.000 0.000 999.000 999.000
S |
U11 -0.600 0.000 999.000 999.000
U12 -0.500 0.000 999.000 999.000
U13 -0.400 0.000 999.000 999.000
U14 -0.300 0.000 999.000 999.000
U15 -0.200 0.000 999.000 999.000
U16 -0.100 0.000 999.000 999.000
U17 0.000 0.000 999.000 999.000
U18 0.100 0.000 999.000 999.000
U19 0.200 0.000 999.000 999.000
U20 0.300 0.000 999.000 999.000
U21 0.400 0.000 999.000 999.000
Q |
U11 0.360 0.000 999.000 999.000
U12 0.250 0.000 999.000 999.000
U13 0.160 0.000 999.000 999.000
U14 0.090 0.000 999.000 999.000
U15 0.040 0.000 999.000 999.000
U16 0.010 0.000 999.000 999.000
U17 0.000 0.000 999.000 999.000
U18 0.010 0.000 999.000 999.000
U19 0.040 0.000 999.000 999.000
U20 0.090 0.000 999.000 999.000
U21 0.160 0.000 999.000 999.000
Means
I -3.176 3.630 -0.875 0.382
S -32.914 7.671 -4.291 0.000
Q -57.446 16.782 -3.423 0.001
Thresholds
U11$1 1.996 0.503 3.968 0.000
U11$2 3.810 0.544 7.000 0.000
U12$1 1.996 0.503 3.968 0.000
U12$2 3.810 0.544 7.000 0.000
U13$1 1.996 0.503 3.968 0.000
U13$2 3.810 0.544 7.000 0.000
U14$1 1.996 0.503 3.968 0.000
U14$2 3.810 0.544 7.000 0.000
U15$1 1.996 0.503 3.968 0.000
U15$2 3.810 0.544 7.000 0.000
U16$1 1.996 0.503 3.968 0.000
U16$2 3.810 0.544 7.000 0.000
U17$1 1.996 0.503 3.968 0.000
U17$2 3.810 0.544 7.000 0.000
U18$1 1.996 0.503 3.968 0.000
U18$2 3.810 0.544 7.000 0.000
U19$1 1.996 0.503 3.968 0.000
U19$2 3.810 0.544 7.000 0.000
U20$1 1.996 0.503 3.968 0.000
U20$2 3.810 0.544 7.000 0.000
U21$1 1.996 0.503 3.968 0.000
U21$2 3.810 0.544 7.000 0.000
Variances
I 2.107 4.249 0.496 0.620
S 0.000 0.000 999.000 999.000
Q 0.000 0.000 999.000 999.000
Latent Class 2
I |
U11 1.000 0.000 999.000 999.000
U12 1.000 0.000 999.000 999.000
U13 1.000 0.000 999.000 999.000
U14 1.000 0.000 999.000 999.000
U15 1.000 0.000 999.000 999.000
U16 1.000 0.000 999.000 999.000
U17 1.000 0.000 999.000 999.000
U18 1.000 0.000 999.000 999.000
U19 1.000 0.000 999.000 999.000
U20 1.000 0.000 999.000 999.000
U21 1.000 0.000 999.000 999.000
S |
U11 -0.600 0.000 999.000 999.000
U12 -0.500 0.000 999.000 999.000
U13 -0.400 0.000 999.000 999.000
U14 -0.300 0.000 999.000 999.000
U15 -0.200 0.000 999.000 999.000
U16 -0.100 0.000 999.000 999.000
U17 0.000 0.000 999.000 999.000
U18 0.100 0.000 999.000 999.000
U19 0.200 0.000 999.000 999.000
U20 0.300 0.000 999.000 999.000
U21 0.400 0.000 999.000 999.000
Q |
U11 0.360 0.000 999.000 999.000
U12 0.250 0.000 999.000 999.000
U13 0.160 0.000 999.000 999.000
U14 0.090 0.000 999.000 999.000
U15 0.040 0.000 999.000 999.000
U16 0.010 0.000 999.000 999.000
U17 0.000 0.000 999.000 999.000
U18 0.010 0.000 999.000 999.000
U19 0.040 0.000 999.000 999.000
U20 0.090 0.000 999.000 999.000
U21 0.160 0.000 999.000 999.000
Means
I 0.000 0.000 999.000 999.000
S 0.668 0.309 2.165 0.030
Q -5.969 0.925 -6.449 0.000
Thresholds
U11$1 1.996 0.503 3.968 0.000
U11$2 3.810 0.544 7.000 0.000
U12$1 1.996 0.503 3.968 0.000
U12$2 3.810 0.544 7.000 0.000
U13$1 1.996 0.503 3.968 0.000
U13$2 3.810 0.544 7.000 0.000
U14$1 1.996 0.503 3.968 0.000
U14$2 3.810 0.544 7.000 0.000
U15$1 1.996 0.503 3.968 0.000
U15$2 3.810 0.544 7.000 0.000
U16$1 1.996 0.503 3.968 0.000
U16$2 3.810 0.544 7.000 0.000
U17$1 1.996 0.503 3.968 0.000
U17$2 3.810 0.544 7.000 0.000
U18$1 1.996 0.503 3.968 0.000
U18$2 3.810 0.544 7.000 0.000
U19$1 1.996 0.503 3.968 0.000
U19$2 3.810 0.544 7.000 0.000
U20$1 1.996 0.503 3.968 0.000
U20$2 3.810 0.544 7.000 0.000
U21$1 1.996 0.503 3.968 0.000
U21$2 3.810 0.544 7.000 0.000
Variances
I 2.312 0.797 2.900 0.004
S 0.000 0.000 999.000 999.000
Q 0.000 0.000 999.000 999.000
Latent Class 3
I |
U11 1.000 0.000 999.000 999.000
U12 1.000 0.000 999.000 999.000
U13 1.000 0.000 999.000 999.000
U14 1.000 0.000 999.000 999.000
U15 1.000 0.000 999.000 999.000
U16 1.000 0.000 999.000 999.000
U17 1.000 0.000 999.000 999.000
U18 1.000 0.000 999.000 999.000
U19 1.000 0.000 999.000 999.000
U20 1.000 0.000 999.000 999.000
U21 1.000 0.000 999.000 999.000
S |
U11 -0.600 0.000 999.000 999.000
U12 -0.500 0.000 999.000 999.000
U13 -0.400 0.000 999.000 999.000
U14 -0.300 0.000 999.000 999.000
U15 -0.200 0.000 999.000 999.000
U16 -0.100 0.000 999.000 999.000
U17 0.000 0.000 999.000 999.000
U18 0.100 0.000 999.000 999.000
U19 0.200 0.000 999.000 999.000
U20 0.300 0.000 999.000 999.000
U21 0.400 0.000 999.000 999.000
Q |
U11 0.360 0.000 999.000 999.000
U12 0.250 0.000 999.000 999.000
U13 0.160 0.000 999.000 999.000
U14 0.090 0.000 999.000 999.000
U15 0.040 0.000 999.000 999.000
U16 0.010 0.000 999.000 999.000
U17 0.000 0.000 999.000 999.000
U18 0.010 0.000 999.000 999.000
U19 0.040 0.000 999.000 999.000
U20 0.090 0.000 999.000 999.000
U21 0.160 0.000 999.000 999.000
Means
I 0.000 0.000 999.000 999.000
S 0.000 0.000 999.000 999.000
Q 0.000 0.000 999.000 999.000
Thresholds
U11$1 15.000 0.000 999.000 999.000
U11$2 16.000 0.000 999.000 999.000
U12$1 15.000 0.000 999.000 999.000
U12$2 16.000 0.000 999.000 999.000
U13$1 15.000 0.000 999.000 999.000
U13$2 16.000 0.000 999.000 999.000
U14$1 15.000 0.000 999.000 999.000
U14$2 16.000 0.000 999.000 999.000
U15$1 15.000 0.000 999.000 999.000
U15$2 16.000 0.000 999.000 999.000
U16$1 15.000 0.000 999.000 999.000
U16$2 16.000 0.000 999.000 999.000
U17$1 15.000 0.000 999.000 999.000
U17$2 16.000 0.000 999.000 999.000
U18$1 15.000 0.000 999.000 999.000
U18$2 16.000 0.000 999.000 999.000
U19$1 15.000 0.000 999.000 999.000
U19$2 16.000 0.000 999.000 999.000
U20$1 15.000 0.000 999.000 999.000
U20$2 16.000 0.000 999.000 999.000
U21$1 15.000 0.000 999.000 999.000
U21$2 16.000 0.000 999.000 999.000
Variances
I 0.000 0.000 999.000 999.000
S 0.000 0.000 999.000 999.000
Q 0.000 0.000 999.000 999.000
Categorical Latent Variables
Means
C#1 -2.673 1.440 -1.856 0.063
C#2 0.080 0.411 0.194 0.846
QUALITY OF NUMERICAL RESULTS
Condition Number for the Information Matrix 0.123E-05
(ratio of smallest to largest eigenvalue)
RESIDUAL OUTPUT
UNIVARIATE DISTRIBUTION FIT FOR CLASS 1
Variable Estimated Residual (Observed-Estimated)
U11
Category 1 0.994 0.005
Category 2 0.005 -0.004
Category 3 0.001 -0.001
U12
Category 1 0.912 -0.002
Category 2 0.069 0.021
Category 3 0.019 -0.019
U13
Category 1 0.704 0.016
Category 2 0.203 -0.067
Category 3 0.093 0.051
U14
Category 1 0.583 -0.132
Category 2 0.261 0.287
Category 3 0.156 -0.155
U15
Category 1 0.655 0.058
Category 2 0.229 -0.035
Category 3 0.117 -0.023
U16
Category 1 0.862 -0.021
Category 2 0.105 -0.021
Category 3 0.033 0.042
U17
Category 1 0.985 0.010
Category 2 0.012 -0.009
Category 3 0.003 -0.001
U18
Category 1 1.000 0.000
Category 2 0.000 0.000
Category 3 0.000 0.000
U19
Category 1 1.000 0.000
Category 2 0.000 0.000
Category 3 0.000 0.000
U20
Category 1 1.000 0.000
Category 2 0.000 0.000
Category 3 0.000 0.000
U21
Category 1 1.000 0.000
Category 2 0.000 0.000
Category 3 0.000 0.000
BIVARIATE DISTRIBUTIONS FIT FOR CLASS 1
Variable Variable Estimated Residual (Observed-Estimated)
U11 U12
Category 1 Category 1 0.907 0.001
Category 1 Category 2 0.068 0.023
Category 1 Category 3 0.019 -0.019
Category 2 Category 1 0.003 -0.003
Category 2 Category 2 0.001 -0.001
Category 2 Category 3 0.001 -0.001
Category 3 Category 1 0.001 -0.001
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U11 U13
Category 1 Category 1 0.702 0.017
Category 1 Category 2 0.201 -0.065
Category 1 Category 3 0.091 0.053
Category 2 Category 1 0.002 -0.001
Category 2 Category 2 0.002 -0.002
Category 2 Category 3 0.002 -0.002
Category 3 Category 1 0.000 0.000
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U11 U14
Category 1 Category 1 0.582 -0.131
Category 1 Category 2 0.259 0.289
Category 1 Category 3 0.153 -0.153
Category 2 Category 1 0.001 0.000
Category 2 Category 2 0.002 -0.002
Category 2 Category 3 0.002 -0.002
Category 3 Category 1 0.000 0.000
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U11 U15
Category 1 Category 1 0.653 0.059
Category 1 Category 2 0.227 -0.033
Category 1 Category 3 0.114 -0.021
Category 2 Category 1 0.002 -0.001
Category 2 Category 2 0.002 -0.002
Category 2 Category 3 0.002 -0.002
Category 3 Category 1 0.000 0.000
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U11 U16
Category 1 Category 1 0.858 -0.018
Category 1 Category 2 0.103 -0.019
Category 1 Category 3 0.032 0.043
Category 2 Category 1 0.003 -0.002
Category 2 Category 2 0.001 -0.001
Category 2 Category 3 0.001 -0.001
Category 3 Category 1 0.001 -0.001
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U11 U17
Category 1 Category 1 0.980 0.015
Category 1 Category 2 0.012 -0.009
Category 1 Category 3 0.002 -0.001
Category 2 Category 1 0.005 -0.004
Category 2 Category 2 0.000 0.000
Category 2 Category 3 0.000 0.000
Category 3 Category 1 0.001 -0.001
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U11 U18
Category 1 Category 1 0.994 0.005
Category 1 Category 2 0.000 0.000
Category 1 Category 3 0.000 0.000
Category 2 Category 1 0.005 -0.004
Category 2 Category 2 0.000 0.000
Category 2 Category 3 0.000 0.000
Category 3 Category 1 0.001 -0.001
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U11 U19
Category 1 Category 1 0.994 0.005
Category 1 Category 2 0.000 0.000
Category 1 Category 3 0.000 0.000
Category 2 Category 1 0.005 -0.004
Category 2 Category 2 0.000 0.000
Category 2 Category 3 0.000 0.000
Category 3 Category 1 0.001 -0.001
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U11 U20
Category 1 Category 1 0.994 0.005
Category 1 Category 2 0.000 0.000
Category 1 Category 3 0.000 0.000
Category 2 Category 1 0.005 -0.004
Category 2 Category 2 0.000 0.000
Category 2 Category 3 0.000 0.000
Category 3 Category 1 0.001 -0.001
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U11 U21
Category 1 Category 1 0.994 0.005
Category 1 Category 2 0.000 0.000
Category 1 Category 3 0.000 0.000
Category 2 Category 1 0.005 -0.004
Category 2 Category 2 0.000 0.000
Category 2 Category 3 0.000 0.000
Category 3 Category 1 0.001 -0.001
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U12 U13
Category 1 Category 1 0.667 0.032
Category 1 Category 2 0.174 -0.038
Category 1 Category 3 0.071 0.005
Category 2 Category 1 0.030 -0.009
Category 2 Category 2 0.022 -0.022
Category 2 Category 3 0.016 0.053
Category 3 Category 1 0.007 -0.007
Category 3 Category 2 0.006 -0.006
Category 3 Category 3 0.006 -0.006
U12 U14
Category 1 Category 1 0.557 -0.127
Category 1 Category 2 0.232 0.247
Category 1 Category 3 0.123 -0.122
Category 2 Category 1 0.021 0.000
Category 2 Category 2 0.023 0.046
Category 2 Category 3 0.025 -0.025
Category 3 Category 1 0.005 -0.005
Category 3 Category 2 0.006 -0.006
Category 3 Category 3 0.008 -0.008
U12 U15
Category 1 Category 1 0.622 0.003
Category 1 Category 2 0.199 -0.006
Category 1 Category 3 0.090 0.001
Category 2 Category 1 0.026 0.062
Category 2 Category 2 0.023 -0.023
Category 2 Category 3 0.020 -0.017
Category 3 Category 1 0.006 -0.006
Category 3 Category 2 0.006 -0.006
Category 3 Category 3 0.007 -0.007
U12 U16
Category 1 Category 1 0.804 -0.049
Category 1 Category 2 0.084 -0.005
Category 1 Category 3 0.024 0.051
Category 2 Category 1 0.047 0.039
Category 2 Category 2 0.016 -0.011
Category 2 Category 3 0.007 -0.007
Category 3 Category 1 0.011 -0.011
Category 3 Category 2 0.005 -0.005
Category 3 Category 3 0.003 -0.003
U12 U17
Category 1 Category 1 0.901 0.006
Category 1 Category 2 0.009 -0.008
Category 1 Category 3 0.002 -0.001
Category 2 Category 1 0.066 0.022
Category 2 Category 2 0.003 0.000
Category 2 Category 3 0.001 -0.001
Category 3 Category 1 0.018 -0.018
Category 3 Category 2 0.001 -0.001
Category 3 Category 3 0.000 0.000
U12 U18
Category 1 Category 1 0.911 -0.002
Category 1 Category 2 0.000 0.000
Category 1 Category 3 0.000 0.000
Category 2 Category 1 0.069 0.021
Category 2 Category 2 0.000 0.000
Category 2 Category 3 0.000 0.000
Category 3 Category 1 0.019 -0.019
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U12 U19
Category 1 Category 1 0.912 -0.002
Category 1 Category 2 0.000 0.000
Category 1 Category 3 0.000 0.000
Category 2 Category 1 0.069 0.021
Category 2 Category 2 0.000 0.000
Category 2 Category 3 0.000 0.000
Category 3 Category 1 0.019 -0.019
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U12 U20
Category 1 Category 1 0.912 -0.002
Category 1 Category 2 0.000 0.000
Category 1 Category 3 0.000 0.000
Category 2 Category 1 0.069 0.021
Category 2 Category 2 0.000 0.000
Category 2 Category 3 0.000 0.000
Category 3 Category 1 0.019 -0.019
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U12 U21
Category 1 Category 1 0.912 -0.002
Category 1 Category 2 0.000 0.000
Category 1 Category 3 0.000 0.000
Category 2 Category 1 0.069 0.021
Category 2 Category 2 0.000 0.000
Category 2 Category 3 0.000 0.000
Category 3 Category 1 0.019 -0.019
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U13 U14
Category 1 Category 1 0.471 -0.039
Category 1 Category 2 0.162 0.126
Category 1 Category 3 0.072 -0.072
Category 2 Category 1 0.085 -0.065
Category 2 Category 2 0.068 0.048
Category 2 Category 3 0.050 -0.049
Category 3 Category 1 0.028 -0.028
Category 3 Category 2 0.031 0.113
Category 3 Category 3 0.034 -0.034
U13 U15
Category 1 Category 1 0.519 0.058
Category 1 Category 2 0.134 -0.009
Category 1 Category 3 0.051 -0.033
Category 2 Category 1 0.102 -0.034
Category 2 Category 2 0.064 0.005
Category 2 Category 3 0.038 -0.038
Category 3 Category 1 0.034 0.035
Category 3 Category 2 0.031 -0.031
Category 3 Category 3 0.028 0.047
U13 U16
Category 1 Category 1 0.642 0.041
Category 1 Category 2 0.050 -0.013
Category 1 Category 3 0.013 -0.013
Category 2 Category 1 0.159 -0.070
Category 2 Category 2 0.033 0.014
Category 2 Category 3 0.011 -0.011
Category 3 Category 1 0.061 0.008
Category 3 Category 2 0.022 -0.022
Category 3 Category 3 0.010 0.065
U13 U17
Category 1 Category 1 0.699 0.017
Category 1 Category 2 0.004 -0.001
Category 1 Category 3 0.001 0.000
Category 2 Category 1 0.198 -0.062
Category 2 Category 2 0.004 -0.004
Category 2 Category 3 0.001 -0.001
Category 3 Category 1 0.088 0.056
Category 3 Category 2 0.004 -0.004
Category 3 Category 3 0.001 -0.001
U13 U18
Category 1 Category 1 0.704 0.016
Category 1 Category 2 0.000 0.000
Category 1 Category 3 0.000 0.000
Category 2 Category 1 0.203 -0.067
Category 2 Category 2 0.000 0.000
Category 2 Category 3 0.000 0.000
Category 3 Category 1 0.093 0.051
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U13 U19
Category 1 Category 1 0.704 0.016
Category 1 Category 2 0.000 0.000
Category 1 Category 3 0.000 0.000
Category 2 Category 1 0.203 -0.067
Category 2 Category 2 0.000 0.000
Category 2 Category 3 0.000 0.000
Category 3 Category 1 0.093 0.051
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U13 U20
Category 1 Category 1 0.704 0.016
Category 1 Category 2 0.000 0.000
Category 1 Category 3 0.000 0.000
Category 2 Category 1 0.203 -0.067
Category 2 Category 2 0.000 0.000
Category 2 Category 3 0.000 0.000
Category 3 Category 1 0.093 0.051
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U13 U21
Category 1 Category 1 0.704 0.016
Category 1 Category 2 0.000 0.000
Category 1 Category 3 0.000 0.000
Category 2 Category 1 0.203 -0.067
Category 2 Category 2 0.000 0.000
Category 2 Category 3 0.000 0.000
Category 3 Category 1 0.093 0.051
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U14 U15
Category 1 Category 1 0.446 -0.047
Category 1 Category 2 0.101 -0.067
Category 1 Category 3 0.036 -0.018
Category 2 Category 1 0.146 0.168
Category 2 Category 2 0.076 0.083
Category 2 Category 3 0.039 0.036
Category 3 Category 1 0.063 -0.062
Category 3 Category 2 0.051 -0.051
Category 3 Category 3 0.042 -0.042
U14 U16
Category 1 Category 1 0.539 -0.109
Category 1 Category 2 0.035 -0.014
Category 1 Category 3 0.009 -0.009
Category 2 Category 1 0.215 0.195
Category 2 Category 2 0.036 0.027
Category 2 Category 3 0.011 0.064
Category 3 Category 1 0.108 -0.108
Category 3 Category 2 0.034 -0.034
Category 3 Category 3 0.014 -0.014
U14 U17
Category 1 Category 1 0.580 -0.132
Category 1 Category 2 0.003 0.000
Category 1 Category 3 0.001 0.000
Category 2 Category 1 0.256 0.291
Category 2 Category 2 0.004 -0.004
Category 2 Category 3 0.001 0.000
Category 3 Category 1 0.149 -0.149
Category 3 Category 2 0.005 -0.005
Category 3 Category 3 0.001 -0.001
U14 U18
Category 1 Category 1 0.583 -0.132
Category 1 Category 2 0.000 0.000
Category 1 Category 3 0.000 0.000
Category 2 Category 1 0.261 0.287
Category 2 Category 2 0.000 0.000
Category 2 Category 3 0.000 0.000
Category 3 Category 1 0.155 -0.155
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U14 U19
Category 1 Category 1 0.583 -0.132
Category 1 Category 2 0.000 0.000
Category 1 Category 3 0.000 0.000
Category 2 Category 1 0.261 0.287
Category 2 Category 2 0.000 0.000
Category 2 Category 3 0.000 0.000
Category 3 Category 1 0.156 -0.155
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U14 U20
Category 1 Category 1 0.583 -0.132
Category 1 Category 2 0.000 0.000
Category 1 Category 3 0.000 0.000
Category 2 Category 1 0.261 0.287
Category 2 Category 2 0.000 0.000
Category 2 Category 3 0.000 0.000
Category 3 Category 1 0.156 -0.155
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U14 U21
Category 1 Category 1 0.583 -0.132
Category 1 Category 2 0.000 0.000
Category 1 Category 3 0.000 0.000
Category 2 Category 1 0.261 0.287
Category 2 Category 2 0.000 0.000
Category 2 Category 3 0.000 0.000
Category 3 Category 1 0.156 -0.155
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U15 U16
Category 1 Category 1 0.600 0.037
Category 1 Category 2 0.043 0.032
Category 1 Category 3 0.011 -0.011
Category 2 Category 1 0.183 0.002
Category 2 Category 2 0.035 -0.026
Category 2 Category 3 0.011 -0.011
Category 3 Category 1 0.079 -0.060
Category 3 Category 2 0.027 -0.027
Category 3 Category 3 0.011 0.064
U15 U17
Category 1 Category 1 0.650 0.061
Category 1 Category 2 0.004 -0.003
Category 1 Category 3 0.001 0.000
Category 2 Category 1 0.224 -0.030
Category 2 Category 2 0.004 -0.004
Category 2 Category 3 0.001 -0.001
Category 3 Category 1 0.111 -0.020
Category 3 Category 2 0.004 -0.002
Category 3 Category 3 0.001 -0.001
U15 U18
Category 1 Category 1 0.655 0.058
Category 1 Category 2 0.000 0.000
Category 1 Category 3 0.000 0.000
Category 2 Category 1 0.229 -0.035
Category 2 Category 2 0.000 0.000
Category 2 Category 3 0.000 0.000
Category 3 Category 1 0.116 -0.023
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U15 U19
Category 1 Category 1 0.655 0.058
Category 1 Category 2 0.000 0.000
Category 1 Category 3 0.000 0.000
Category 2 Category 1 0.229 -0.035
Category 2 Category 2 0.000 0.000
Category 2 Category 3 0.000 0.000
Category 3 Category 1 0.117 -0.023
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U15 U20
Category 1 Category 1 0.655 0.058
Category 1 Category 2 0.000 0.000
Category 1 Category 3 0.000 0.000
Category 2 Category 1 0.229 -0.035
Category 2 Category 2 0.000 0.000
Category 2 Category 3 0.000 0.000
Category 3 Category 1 0.117 -0.023
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U15 U21
Category 1 Category 1 0.655 0.058
Category 1 Category 2 0.000 0.000
Category 1 Category 3 0.000 0.000
Category 2 Category 1 0.229 -0.035
Category 2 Category 2 0.000 0.000
Category 2 Category 3 0.000 0.000
Category 3 Category 1 0.117 -0.023
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U16 U17
Category 1 Category 1 0.853 -0.017
Category 1 Category 2 0.007 -0.004
Category 1 Category 3 0.001 0.000
Category 2 Category 1 0.101 -0.017
Category 2 Category 2 0.003 -0.003
Category 2 Category 3 0.001 -0.001
Category 3 Category 1 0.031 0.044
Category 3 Category 2 0.002 -0.002
Category 3 Category 3 0.000 0.000
U16 U18
Category 1 Category 1 0.861 -0.021
Category 1 Category 2 0.000 0.000
Category 1 Category 3 0.000 0.000
Category 2 Category 1 0.105 -0.020
Category 2 Category 2 0.000 0.000
Category 2 Category 3 0.000 0.000
Category 3 Category 1 0.033 0.042
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U16 U19
Category 1 Category 1 0.862 -0.021
Category 1 Category 2 0.000 0.000
Category 1 Category 3 0.000 0.000
Category 2 Category 1 0.105 -0.021
Category 2 Category 2 0.000 0.000
Category 2 Category 3 0.000 0.000
Category 3 Category 1 0.033 0.042
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U16 U20
Category 1 Category 1 0.862 -0.021
Category 1 Category 2 0.000 0.000
Category 1 Category 3 0.000 0.000
Category 2 Category 1 0.105 -0.021
Category 2 Category 2 0.000 0.000
Category 2 Category 3 0.000 0.000
Category 3 Category 1 0.033 0.042
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U16 U21
Category 1 Category 1 0.862 -0.021
Category 1 Category 2 0.000 0.000
Category 1 Category 3 0.000 0.000
Category 2 Category 1 0.105 -0.021
Category 2 Category 2 0.000 0.000
Category 2 Category 3 0.000 0.000
Category 3 Category 1 0.033 0.042
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U17 U18
Category 1 Category 1 0.985 0.010
Category 1 Category 2 0.000 0.000
Category 1 Category 3 0.000 0.000
Category 2 Category 1 0.012 -0.009
Category 2 Category 2 0.000 0.000
Category 2 Category 3 0.000 0.000
Category 3 Category 1 0.003 -0.001
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U17 U19
Category 1 Category 1 0.985 0.010
Category 1 Category 2 0.000 0.000
Category 1 Category 3 0.000 0.000
Category 2 Category 1 0.012 -0.009
Category 2 Category 2 0.000 0.000
Category 2 Category 3 0.000 0.000
Category 3 Category 1 0.003 -0.001
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U17 U20
Category 1 Category 1 0.985 0.010
Category 1 Category 2 0.000 0.000
Category 1 Category 3 0.000 0.000
Category 2 Category 1 0.012 -0.009
Category 2 Category 2 0.000 0.000
Category 2 Category 3 0.000 0.000
Category 3 Category 1 0.003 -0.001
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U17 U21
Category 1 Category 1 0.985 0.010
Category 1 Category 2 0.000 0.000
Category 1 Category 3 0.000 0.000
Category 2 Category 1 0.012 -0.009
Category 2 Category 2 0.000 0.000
Category 2 Category 3 0.000 0.000
Category 3 Category 1 0.003 -0.001
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U18 U19
Category 1 Category 1 1.000 0.000
Category 1 Category 2 0.000 0.000
Category 1 Category 3 0.000 0.000
Category 2 Category 1 0.000 0.000
Category 2 Category 2 0.000 0.000
Category 2 Category 3 0.000 0.000
Category 3 Category 1 0.000 0.000
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U18 U20
Category 1 Category 1 1.000 0.000
Category 1 Category 2 0.000 0.000
Category 1 Category 3 0.000 0.000
Category 2 Category 1 0.000 0.000
Category 2 Category 2 0.000 0.000
Category 2 Category 3 0.000 0.000
Category 3 Category 1 0.000 0.000
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U18 U21
Category 1 Category 1 1.000 0.000
Category 1 Category 2 0.000 0.000
Category 1 Category 3 0.000 0.000
Category 2 Category 1 0.000 0.000
Category 2 Category 2 0.000 0.000
Category 2 Category 3 0.000 0.000
Category 3 Category 1 0.000 0.000
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U19 U20
Category 1 Category 1 1.000 0.000
Category 1 Category 2 0.000 0.000
Category 1 Category 3 0.000 0.000
Category 2 Category 1 0.000 0.000
Category 2 Category 2 0.000 0.000
Category 2 Category 3 0.000 0.000
Category 3 Category 1 0.000 0.000
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U19 U21
Category 1 Category 1 1.000 0.000
Category 1 Category 2 0.000 0.000
Category 1 Category 3 0.000 0.000
Category 2 Category 1 0.000 0.000
Category 2 Category 2 0.000 0.000
Category 2 Category 3 0.000 0.000
Category 3 Category 1 0.000 0.000
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U20 U21
Category 1 Category 1 1.000 0.000
Category 1 Category 2 0.000 0.000
Category 1 Category 3 0.000 0.000
Category 2 Category 1 0.000 0.000
Category 2 Category 2 0.000 0.000
Category 2 Category 3 0.000 0.000
Category 3 Category 1 0.000 0.000
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
UNIVARIATE DISTRIBUTION FIT FOR CLASS 2
Variable Estimated Residual (Observed-Estimated)
U11
Category 1 0.972 -0.006
Category 2 0.023 0.002
Category 3 0.005 0.005
U12
Category 1 0.948 -0.002
Category 2 0.041 0.002
Category 3 0.010 -0.001
U13
Category 1 0.917 -0.002
Category 2 0.065 0.015
Category 3 0.018 -0.013
U14
Category 1 0.882 0.001
Category 2 0.090 -0.002
Category 3 0.028 0.001
U15
Category 1 0.848 0.017
Category 2 0.113 -0.017
Category 3 0.038 0.000
U16
Category 1 0.822 0.045
Category 2 0.130 -0.047
Category 3 0.047 0.002
U17
Category 1 0.808 -0.015
Category 2 0.140 -0.002
Category 3 0.052 0.017
U18
Category 1 0.807 -0.024
Category 2 0.140 0.028
Category 3 0.053 -0.003
U19
Category 1 0.820 -0.007
Category 2 0.132 0.011
Category 3 0.048 -0.004
U20
Category 1 0.845 -0.003
Category 2 0.116 -0.002
Category 3 0.040 0.005
U21
Category 1 0.877 0.019
Category 2 0.093 -0.009
Category 3 0.029 -0.010
BIVARIATE DISTRIBUTIONS FIT FOR CLASS 2
Variable Variable Estimated Residual (Observed-Estimated)
U11 U12
Category 1 Category 1 0.926 0.001
Category 1 Category 2 0.037 -0.008
Category 1 Category 3 0.009 0.001
Category 2 Category 1 0.018 -0.004
Category 2 Category 2 0.003 0.006
Category 2 Category 3 0.001 -0.001
Category 3 Category 1 0.004 0.001
Category 3 Category 2 0.001 0.004
Category 3 Category 3 0.000 0.000
U11 U13
Category 1 Category 1 0.897 -0.002
Category 1 Category 2 0.059 0.011
Category 1 Category 3 0.016 -0.015
Category 2 Category 1 0.016 -0.007
Category 2 Category 2 0.005 0.005
Category 2 Category 3 0.002 0.003
Category 3 Category 1 0.004 0.006
Category 3 Category 2 0.001 -0.001
Category 3 Category 3 0.001 -0.001
U11 U14
Category 1 Category 1 0.864 0.003
Category 1 Category 2 0.083 -0.005
Category 1 Category 3 0.025 -0.005
Category 2 Category 1 0.015 -0.005
Category 2 Category 2 0.006 0.004
Category 2 Category 3 0.003 0.002
Category 3 Category 1 0.003 0.002
Category 3 Category 2 0.001 -0.001
Category 3 Category 3 0.001 0.004
U11 U15
Category 1 Category 1 0.833 0.008
Category 1 Category 2 0.105 -0.014
Category 1 Category 3 0.034 0.000
Category 2 Category 1 0.013 0.007
Category 2 Category 2 0.006 -0.006
Category 2 Category 3 0.004 0.001
Category 3 Category 1 0.003 0.002
Category 3 Category 2 0.001 0.003
Category 3 Category 3 0.001 -0.001
U11 U16
Category 1 Category 1 0.808 0.049
Category 1 Category 2 0.122 -0.039
Category 1 Category 3 0.042 -0.017
Category 2 Category 1 0.012 -0.007
Category 2 Category 2 0.007 -0.007
Category 2 Category 3 0.004 0.016
Category 3 Category 1 0.003 0.002
Category 3 Category 2 0.002 -0.002
Category 3 Category 3 0.001 0.004
U11 U17
Category 1 Category 1 0.794 -0.011
Category 1 Category 2 0.131 -0.008
Category 1 Category 3 0.047 0.013
Category 2 Category 1 0.011 -0.007
Category 2 Category 2 0.007 0.003
Category 2 Category 3 0.005 0.005
Category 3 Category 1 0.002 0.003
Category 3 Category 2 0.002 0.003
Category 3 Category 3 0.001 -0.001
U11 U18
Category 1 Category 1 0.793 -0.025
Category 1 Category 2 0.132 0.021
Category 1 Category 3 0.047 -0.002
Category 2 Category 1 0.011 -0.007
Category 2 Category 2 0.007 0.008
Category 2 Category 3 0.005 0.000
Category 3 Category 1 0.002 0.007
Category 3 Category 2 0.002 -0.002
Category 3 Category 3 0.001 -0.001
U11 U19
Category 1 Category 1 0.806 -0.003
Category 1 Category 2 0.124 0.010
Category 1 Category 3 0.043 -0.013
Category 2 Category 1 0.012 -0.007
Category 2 Category 2 0.007 -0.002
Category 2 Category 3 0.004 0.011
Category 3 Category 1 0.003 0.002
Category 3 Category 2 0.002 0.003
Category 3 Category 3 0.001 -0.001
U11 U20
Category 1 Category 1 0.829 -0.002
Category 1 Category 2 0.108 -0.004
Category 1 Category 3 0.035 0.000
Category 2 Category 1 0.013 0.002
Category 2 Category 2 0.006 -0.001
Category 2 Category 3 0.004 0.001
Category 3 Category 1 0.003 -0.003
Category 3 Category 2 0.001 0.003
Category 3 Category 3 0.001 0.004
U11 U21
Category 1 Category 1 0.860 0.012
Category 1 Category 2 0.086 -0.007
Category 1 Category 3 0.026 -0.011
Category 2 Category 1 0.014 0.000
Category 2 Category 2 0.006 -0.001
Category 2 Category 3 0.003 0.002
Category 3 Category 1 0.003 0.007
Category 3 Category 2 0.001 -0.001
Category 3 Category 3 0.001 -0.001
U12 U13
Category 1 Category 1 0.879 -0.003
Category 1 Category 2 0.055 0.010
Category 1 Category 3 0.014 -0.009
Category 2 Category 1 0.031 0.002
Category 2 Category 2 0.008 0.002
Category 2 Category 3 0.003 -0.002
Category 3 Category 1 0.007 -0.002
Category 3 Category 2 0.002 0.003
Category 3 Category 3 0.001 -0.001
U12 U14
Category 1 Category 1 0.848 0.001
Category 1 Category 2 0.078 0.000
Category 1 Category 3 0.022 -0.003
Category 2 Category 1 0.028 0.001
Category 2 Category 2 0.010 0.001
Category 2 Category 3 0.004 0.001
Category 3 Category 1 0.006 -0.001
Category 3 Category 2 0.003 -0.003
Category 3 Category 3 0.002 0.003
U12 U15
Category 1 Category 1 0.818 0.019
Category 1 Category 2 0.099 -0.018
Category 1 Category 3 0.031 -0.002
Category 2 Category 1 0.025 -0.001
Category 2 Category 2 0.011 -0.001
Category 2 Category 3 0.006 0.004
Category 3 Category 1 0.006 -0.001
Category 3 Category 2 0.003 0.002
Category 3 Category 3 0.002 -0.002
U12 U16
Category 1 Category 1 0.794 0.039
Category 1 Category 2 0.116 -0.042
Category 1 Category 3 0.038 0.001
Category 2 Category 1 0.023 0.006
Category 2 Category 2 0.012 -0.007
Category 2 Category 3 0.007 0.003
Category 3 Category 1 0.005 0.000
Category 3 Category 2 0.003 0.002
Category 3 Category 3 0.002 -0.002
U12 U17
Category 1 Category 1 0.781 -0.012
Category 1 Category 2 0.124 -0.006
Category 1 Category 3 0.043 0.016
Category 2 Category 1 0.022 -0.003
Category 2 Category 2 0.012 0.008
Category 2 Category 3 0.007 -0.002
Category 3 Category 1 0.005 0.000
Category 3 Category 2 0.003 -0.003
Category 3 Category 3 0.002 0.003
U12 U18
Category 1 Category 1 0.780 -0.026
Category 1 Category 2 0.125 0.028
Category 1 Category 3 0.043 -0.003
Category 2 Category 1 0.022 0.007
Category 2 Category 2 0.012 -0.002
Category 2 Category 3 0.007 -0.002
Category 3 Category 1 0.005 -0.005
Category 3 Category 2 0.003 0.002
Category 3 Category 3 0.002 0.003
U12 U19
Category 1 Category 1 0.792 -0.008
Category 1 Category 2 0.117 0.011
Category 1 Category 3 0.039 -0.004
Category 2 Category 1 0.023 0.006
Category 2 Category 2 0.012 -0.007
Category 2 Category 3 0.007 0.003
Category 3 Category 1 0.005 -0.005
Category 3 Category 2 0.003 0.007
Category 3 Category 3 0.002 -0.002
U12 U20
Category 1 Category 1 0.815 -0.006
Category 1 Category 2 0.102 -0.003
Category 1 Category 3 0.032 0.008
Category 2 Category 1 0.025 0.004
Category 2 Category 2 0.011 0.004
Category 2 Category 3 0.006 -0.006
Category 3 Category 1 0.006 -0.001
Category 3 Category 2 0.003 -0.003
Category 3 Category 3 0.002 0.003
U12 U21
Category 1 Category 1 0.844 0.014
Category 1 Category 2 0.081 -0.012
Category 1 Category 3 0.023 -0.004
Category 2 Category 1 0.027 0.007
Category 2 Category 2 0.010 0.000
Category 2 Category 3 0.004 -0.004
Category 3 Category 1 0.006 -0.001
Category 3 Category 2 0.003 0.002
Category 3 Category 3 0.002 -0.002
U13 U14
Category 1 Category 1 0.825 0.014
Category 1 Category 2 0.072 -0.001
Category 1 Category 3 0.020 -0.015
Category 2 Category 1 0.045 -0.002
Category 2 Category 2 0.014 0.003
Category 2 Category 3 0.006 0.014
Category 3 Category 1 0.011 -0.011
Category 3 Category 2 0.005 -0.004
Category 3 Category 3 0.002 0.002
U13 U15
Category 1 Category 1 0.797 0.003
Category 1 Category 2 0.092 -0.016
Category 1 Category 3 0.028 0.011
Category 2 Category 1 0.041 0.019
Category 2 Category 2 0.016 0.004
Category 2 Category 3 0.008 -0.008
Category 3 Category 1 0.010 -0.005
Category 3 Category 2 0.005 -0.005
Category 3 Category 3 0.003 -0.003
U13 U16
Category 1 Category 1 0.775 0.023
Category 1 Category 2 0.107 -0.026
Category 1 Category 3 0.034 0.000
Category 2 Category 1 0.038 0.030
Category 2 Category 2 0.018 -0.016
Category 2 Category 3 0.009 0.001
Category 3 Category 1 0.009 -0.009
Category 3 Category 2 0.005 -0.005
Category 3 Category 3 0.004 0.001
U13 U17
Category 1 Category 1 0.763 -0.016
Category 1 Category 2 0.116 -0.008
Category 1 Category 3 0.038 0.021
Category 2 Category 1 0.037 0.009
Category 2 Category 2 0.018 0.006
Category 2 Category 3 0.010 0.000
Category 3 Category 1 0.009 -0.008
Category 3 Category 2 0.005 -0.001
Category 3 Category 3 0.004 -0.004
U13 U18
Category 1 Category 1 0.762 -0.015
Category 1 Category 2 0.116 0.022
Category 1 Category 3 0.039 -0.009
Category 2 Category 1 0.037 -0.001
Category 2 Category 2 0.018 0.006
Category 2 Category 3 0.010 0.010
Category 3 Category 1 0.009 -0.008
Category 3 Category 2 0.005 -0.001
Category 3 Category 3 0.004 -0.004
U13 U19
Category 1 Category 1 0.773 -0.007
Category 1 Category 2 0.109 0.010
Category 1 Category 3 0.035 -0.005
Category 2 Category 1 0.038 0.008
Category 2 Category 2 0.018 0.007
Category 2 Category 3 0.009 0.001
Category 3 Category 1 0.009 -0.008
Category 3 Category 2 0.005 -0.005
Category 3 Category 3 0.004 0.001
U13 U20
Category 1 Category 1 0.794 0.002
Category 1 Category 2 0.094 0.000
Category 1 Category 3 0.029 -0.004
Category 2 Category 1 0.041 0.000
Category 2 Category 2 0.016 0.003
Category 2 Category 3 0.008 0.012
Category 3 Category 1 0.010 -0.004
Category 3 Category 2 0.005 -0.005
Category 3 Category 3 0.003 -0.003
U13 U21
Category 1 Category 1 0.822 0.009
Category 1 Category 2 0.074 0.000
Category 1 Category 3 0.021 -0.011
Category 2 Category 1 0.045 0.016
Category 2 Category 2 0.014 -0.004
Category 2 Category 3 0.006 0.004
Category 3 Category 1 0.011 -0.005
Category 3 Category 2 0.005 -0.005
Category 3 Category 3 0.003 -0.003
U14 U15
Category 1 Category 1 0.773 -0.006
Category 1 Category 2 0.084 -0.002
Category 1 Category 3 0.025 0.009
Category 2 Category 1 0.060 0.014
Category 2 Category 2 0.021 -0.012
Category 2 Category 3 0.009 -0.004
Category 3 Category 1 0.016 0.009
Category 3 Category 2 0.008 -0.003
Category 3 Category 3 0.005 -0.005
U14 U16
Category 1 Category 1 0.752 0.018
Category 1 Category 2 0.099 -0.021
Category 1 Category 3 0.031 0.004
Category 2 Category 1 0.056 0.017
Category 2 Category 2 0.023 -0.018
Category 2 Category 3 0.011 -0.001
Category 3 Category 1 0.015 0.010
Category 3 Category 2 0.008 -0.008
Category 3 Category 3 0.005 0.000
U14 U17
Category 1 Category 1 0.741 -0.021
Category 1 Category 2 0.107 0.006
Category 1 Category 3 0.034 0.015
Category 2 Category 1 0.054 0.005
Category 2 Category 2 0.024 -0.010
Category 2 Category 3 0.012 0.002
Category 3 Category 1 0.014 0.001
Category 3 Category 2 0.008 0.001
Category 3 Category 3 0.006 -0.001
U14 U18
Category 1 Category 1 0.740 -0.025
Category 1 Category 2 0.107 0.031
Category 1 Category 3 0.034 -0.005
Category 2 Category 1 0.053 0.005
Category 2 Category 2 0.024 0.000
Category 2 Category 3 0.012 -0.007
Category 3 Category 1 0.014 -0.004
Category 3 Category 2 0.008 -0.003
Category 3 Category 3 0.006 0.009
U14 U19
Category 1 Category 1 0.750 -0.021
Category 1 Category 2 0.100 0.023
Category 1 Category 3 0.031 -0.002
Category 2 Category 1 0.055 0.008
Category 2 Category 2 0.024 -0.009
Category 2 Category 3 0.011 -0.002
Category 3 Category 1 0.014 0.005
Category 3 Category 2 0.008 -0.003
Category 3 Category 3 0.005 -0.001
U14 U20
Category 1 Category 1 0.770 -0.011
Category 1 Category 2 0.086 0.012
Category 1 Category 3 0.025 -0.001
Category 2 Category 1 0.059 0.014
Category 2 Category 2 0.022 -0.012
Category 2 Category 3 0.010 -0.005
Category 3 Category 1 0.016 -0.006
Category 3 Category 2 0.008 -0.003
Category 3 Category 3 0.005 0.010
U14 U21
Category 1 Category 1 0.796 0.013
Category 1 Category 2 0.068 -0.004
Category 1 Category 3 0.018 -0.009
Category 2 Category 1 0.064 -0.001
Category 2 Category 2 0.019 -0.004
Category 2 Category 3 0.007 0.003
Category 3 Category 1 0.017 0.007
Category 3 Category 2 0.007 -0.002
Category 3 Category 3 0.004 -0.004
U15 U16
Category 1 Category 1 0.730 0.042
Category 1 Category 2 0.091 -0.027
Category 1 Category 3 0.028 0.002
Category 2 Category 1 0.072 0.000
Category 2 Category 2 0.028 -0.009
Category 2 Category 3 0.013 -0.008
Category 3 Category 1 0.020 0.003
Category 3 Category 2 0.011 -0.011
Category 3 Category 3 0.007 0.008
U15 U17
Category 1 Category 1 0.719 0.004
Category 1 Category 2 0.099 -0.010
Category 1 Category 3 0.031 0.023
Category 2 Category 1 0.070 -0.008
Category 2 Category 2 0.029 -0.005
Category 2 Category 3 0.014 -0.004
Category 3 Category 1 0.019 -0.010
Category 3 Category 2 0.011 0.013
Category 3 Category 3 0.008 -0.003
U15 U18
Category 1 Category 1 0.718 0.004
Category 1 Category 2 0.099 0.014
Category 1 Category 3 0.031 -0.001
Category 2 Category 1 0.070 -0.033
Category 2 Category 2 0.029 0.025
Category 2 Category 3 0.014 -0.009
Category 3 Category 1 0.019 0.004
Category 3 Category 2 0.011 -0.011
Category 3 Category 3 0.008 0.007
U15 U19
Category 1 Category 1 0.728 -0.005
Category 1 Category 2 0.092 0.031
Category 1 Category 3 0.028 -0.008
Category 2 Category 1 0.072 0.009
Category 2 Category 2 0.028 -0.018
Category 2 Category 3 0.013 -0.008
Category 3 Category 1 0.020 -0.011
Category 3 Category 2 0.011 -0.001
Category 3 Category 3 0.007 0.013
U15 U20
Category 1 Category 1 0.746 0.001
Category 1 Category 2 0.079 0.009
Category 1 Category 3 0.023 0.007
Category 2 Category 1 0.077 -0.010
Category 2 Category 2 0.026 -0.001
Category 2 Category 3 0.011 -0.006
Category 3 Category 1 0.022 0.007
Category 3 Category 2 0.011 -0.011
Category 3 Category 3 0.006 0.004
U15 U21
Category 1 Category 1 0.770 0.031
Category 1 Category 2 0.062 -0.008
Category 1 Category 3 0.017 -0.007
Category 2 Category 1 0.083 -0.002
Category 2 Category 2 0.022 -0.012
Category 2 Category 3 0.008 -0.003
Category 3 Category 1 0.024 -0.010
Category 3 Category 2 0.009 0.010
Category 3 Category 3 0.005 0.000
U16 U17
Category 1 Category 1 0.701 0.013
Category 1 Category 2 0.093 0.015
Category 1 Category 3 0.028 0.016
Category 2 Category 1 0.083 -0.019
Category 2 Category 2 0.033 -0.028
Category 2 Category 3 0.015 0.000
Category 3 Category 1 0.024 -0.009
Category 3 Category 2 0.014 0.011
Category 3 Category 3 0.009 0.001
U16 U18
Category 1 Category 1 0.701 -0.001
Category 1 Category 2 0.093 0.040
Category 1 Category 3 0.029 0.006
Category 2 Category 1 0.082 -0.019
Category 2 Category 2 0.033 -0.018
Category 2 Category 3 0.015 -0.010
Category 3 Category 1 0.024 -0.004
Category 3 Category 2 0.014 0.006
Category 3 Category 3 0.009 0.001
U16 U19
Category 1 Category 1 0.710 0.039
Category 1 Category 2 0.087 0.007
Category 1 Category 3 0.026 -0.001
Category 2 Category 1 0.085 -0.031
Category 2 Category 2 0.031 -0.007
Category 2 Category 3 0.014 -0.009
Category 3 Category 1 0.025 -0.015
Category 3 Category 2 0.014 0.011
Category 3 Category 3 0.008 0.006
U16 U20
Category 1 Category 1 0.727 0.027
Category 1 Category 2 0.074 0.019
Category 1 Category 3 0.021 -0.001
Category 2 Category 1 0.090 -0.027
Category 2 Category 2 0.028 -0.014
Category 2 Category 3 0.011 -0.006
Category 3 Category 1 0.027 -0.002
Category 3 Category 2 0.013 -0.008
Category 3 Category 3 0.007 0.013
U16 U21
Category 1 Category 1 0.750 0.044
Category 1 Category 2 0.058 0.001
Category 1 Category 3 0.015 0.000
Category 2 Category 1 0.098 -0.019
Category 2 Category 2 0.024 -0.019
Category 2 Category 3 0.009 -0.009
Category 3 Category 1 0.030 -0.005
Category 3 Category 2 0.011 0.008
Category 3 Category 3 0.006 -0.001
U17 U18
Category 1 Category 1 0.691 -0.006
Category 1 Category 2 0.090 -0.011
Category 1 Category 3 0.027 0.002
Category 2 Category 1 0.090 -0.026
Category 2 Category 2 0.035 0.030
Category 2 Category 3 0.015 -0.006
Category 3 Category 1 0.027 0.007
Category 3 Category 2 0.015 0.009
Category 3 Category 3 0.010 0.000
U17 U19
Category 1 Category 1 0.700 0.000
Category 1 Category 2 0.084 0.005
Category 1 Category 3 0.025 -0.020
Category 2 Category 1 0.092 -0.024
Category 2 Category 2 0.033 0.011
Category 2 Category 3 0.014 0.011
Category 3 Category 1 0.028 0.016
Category 3 Category 2 0.015 -0.005
Category 3 Category 3 0.009 0.006
U17 U20
Category 1 Category 1 0.716 -0.027
Category 1 Category 2 0.072 0.012
Category 1 Category 3 0.020 0.000
Category 2 Category 1 0.098 0.000
Category 2 Category 2 0.030 -0.005
Category 2 Category 3 0.012 0.003
Category 3 Category 1 0.030 0.024
Category 3 Category 2 0.014 -0.009
Category 3 Category 3 0.008 0.002
U17 U21
Category 1 Category 1 0.738 0.001
Category 1 Category 2 0.056 -0.006
Category 1 Category 3 0.015 -0.010
Category 2 Category 1 0.106 0.003
Category 2 Category 2 0.025 -0.005
Category 2 Category 3 0.009 0.001
Category 3 Category 1 0.034 0.016
Category 3 Category 2 0.013 0.002
Category 3 Category 3 0.006 -0.001
U18 U19
Category 1 Category 1 0.699 -0.029
Category 1 Category 2 0.084 0.020
Category 1 Category 3 0.025 -0.015
Category 2 Category 1 0.093 0.030
Category 2 Category 2 0.033 -0.004
Category 2 Category 3 0.014 0.001
Category 3 Category 1 0.028 -0.009
Category 3 Category 2 0.015 -0.005
Category 3 Category 3 0.009 0.011
U18 U20
Category 1 Category 1 0.716 -0.031
Category 1 Category 2 0.071 0.002
Category 1 Category 3 0.020 0.005
Category 2 Category 1 0.098 0.025
Category 2 Category 2 0.030 0.005
Category 2 Category 3 0.012 -0.002
Category 3 Category 1 0.031 0.004
Category 3 Category 2 0.014 -0.009
Category 3 Category 3 0.008 0.002
U18 U21
Category 1 Category 1 0.737 -0.023
Category 1 Category 2 0.055 0.004
Category 1 Category 3 0.014 -0.005
Category 2 Category 1 0.106 0.042
Category 2 Category 2 0.025 -0.015
Category 2 Category 3 0.009 0.001
Category 3 Category 1 0.034 0.001
Category 3 Category 2 0.013 0.002
Category 3 Category 3 0.006 -0.006
U19 U20
Category 1 Category 1 0.725 -0.016
Category 1 Category 2 0.074 0.010
Category 1 Category 3 0.021 -0.001
Category 2 Category 1 0.092 0.012
Category 2 Category 2 0.029 -0.004
Category 2 Category 3 0.011 0.003
Category 3 Category 1 0.028 0.002
Category 3 Category 2 0.013 -0.008
Category 3 Category 3 0.007 0.003
U19 U21
Category 1 Category 1 0.748 0.016
Category 1 Category 2 0.057 -0.013
Category 1 Category 3 0.015 -0.010
Category 2 Category 1 0.099 0.009
Category 2 Category 2 0.024 0.005
Category 2 Category 3 0.009 -0.004
Category 3 Category 1 0.031 -0.006
Category 3 Category 2 0.012 -0.002
Category 3 Category 3 0.006 0.004
U20 U21
Category 1 Category 1 0.767 0.006
Category 1 Category 2 0.061 -0.002
Category 1 Category 3 0.016 -0.006
Category 2 Category 1 0.085 0.013
Category 2 Category 2 0.022 -0.007
Category 2 Category 3 0.008 -0.008
Category 3 Category 1 0.025 0.000
Category 3 Category 2 0.010 0.000
Category 3 Category 3 0.005 0.005
UNIVARIATE DISTRIBUTION FIT FOR CLASS 3
Variable Estimated Residual (Observed-Estimated)
U11
Category 1 1.000 0.000
Category 2 0.000 0.000
Category 3 0.000 0.000
U12
Category 1 1.000 0.000
Category 2 0.000 0.000
Category 3 0.000 0.000
U13
Category 1 1.000 0.000
Category 2 0.000 0.000
Category 3 0.000 0.000
U14
Category 1 1.000 0.000
Category 2 0.000 0.000
Category 3 0.000 0.000
U15
Category 1 1.000 0.000
Category 2 0.000 0.000
Category 3 0.000 0.000
U16
Category 1 1.000 0.000
Category 2 0.000 0.000
Category 3 0.000 0.000
U17
Category 1 1.000 0.000
Category 2 0.000 0.000
Category 3 0.000 0.000
U18
Category 1 1.000 0.000
Category 2 0.000 0.000
Category 3 0.000 0.000
U19
Category 1 1.000 0.000
Category 2 0.000 0.000
Category 3 0.000 0.000
U20
Category 1 1.000 0.000
Category 2 0.000 0.000
Category 3 0.000 0.000
U21
Category 1 1.000 0.000
Category 2 0.000 0.000
Category 3 0.000 0.000
BIVARIATE DISTRIBUTIONS FIT FOR CLASS 3
Variable Variable Estimated Residual (Observed-Estimated)
U11 U12
Category 1 Category 1 1.000 0.000
Category 1 Category 2 0.000 0.000
Category 1 Category 3 0.000 0.000
Category 2 Category 1 0.000 0.000
Category 2 Category 2 0.000 0.000
Category 2 Category 3 0.000 0.000
Category 3 Category 1 0.000 0.000
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U11 U13
Category 1 Category 1 1.000 0.000
Category 1 Category 2 0.000 0.000
Category 1 Category 3 0.000 0.000
Category 2 Category 1 0.000 0.000
Category 2 Category 2 0.000 0.000
Category 2 Category 3 0.000 0.000
Category 3 Category 1 0.000 0.000
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U11 U14
Category 1 Category 1 1.000 0.000
Category 1 Category 2 0.000 0.000
Category 1 Category 3 0.000 0.000
Category 2 Category 1 0.000 0.000
Category 2 Category 2 0.000 0.000
Category 2 Category 3 0.000 0.000
Category 3 Category 1 0.000 0.000
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U11 U15
Category 1 Category 1 1.000 0.000
Category 1 Category 2 0.000 0.000
Category 1 Category 3 0.000 0.000
Category 2 Category 1 0.000 0.000
Category 2 Category 2 0.000 0.000
Category 2 Category 3 0.000 0.000
Category 3 Category 1 0.000 0.000
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U11 U16
Category 1 Category 1 1.000 0.000
Category 1 Category 2 0.000 0.000
Category 1 Category 3 0.000 0.000
Category 2 Category 1 0.000 0.000
Category 2 Category 2 0.000 0.000
Category 2 Category 3 0.000 0.000
Category 3 Category 1 0.000 0.000
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U11 U17
Category 1 Category 1 1.000 0.000
Category 1 Category 2 0.000 0.000
Category 1 Category 3 0.000 0.000
Category 2 Category 1 0.000 0.000
Category 2 Category 2 0.000 0.000
Category 2 Category 3 0.000 0.000
Category 3 Category 1 0.000 0.000
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U11 U18
Category 1 Category 1 1.000 0.000
Category 1 Category 2 0.000 0.000
Category 1 Category 3 0.000 0.000
Category 2 Category 1 0.000 0.000
Category 2 Category 2 0.000 0.000
Category 2 Category 3 0.000 0.000
Category 3 Category 1 0.000 0.000
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U11 U19
Category 1 Category 1 1.000 0.000
Category 1 Category 2 0.000 0.000
Category 1 Category 3 0.000 0.000
Category 2 Category 1 0.000 0.000
Category 2 Category 2 0.000 0.000
Category 2 Category 3 0.000 0.000
Category 3 Category 1 0.000 0.000
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U11 U20
Category 1 Category 1 1.000 0.000
Category 1 Category 2 0.000 0.000
Category 1 Category 3 0.000 0.000
Category 2 Category 1 0.000 0.000
Category 2 Category 2 0.000 0.000
Category 2 Category 3 0.000 0.000
Category 3 Category 1 0.000 0.000
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U11 U21
Category 1 Category 1 1.000 0.000
Category 1 Category 2 0.000 0.000
Category 1 Category 3 0.000 0.000
Category 2 Category 1 0.000 0.000
Category 2 Category 2 0.000 0.000
Category 2 Category 3 0.000 0.000
Category 3 Category 1 0.000 0.000
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U12 U13
Category 1 Category 1 1.000 0.000
Category 1 Category 2 0.000 0.000
Category 1 Category 3 0.000 0.000
Category 2 Category 1 0.000 0.000
Category 2 Category 2 0.000 0.000
Category 2 Category 3 0.000 0.000
Category 3 Category 1 0.000 0.000
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U12 U14
Category 1 Category 1 1.000 0.000
Category 1 Category 2 0.000 0.000
Category 1 Category 3 0.000 0.000
Category 2 Category 1 0.000 0.000
Category 2 Category 2 0.000 0.000
Category 2 Category 3 0.000 0.000
Category 3 Category 1 0.000 0.000
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U12 U15
Category 1 Category 1 1.000 0.000
Category 1 Category 2 0.000 0.000
Category 1 Category 3 0.000 0.000
Category 2 Category 1 0.000 0.000
Category 2 Category 2 0.000 0.000
Category 2 Category 3 0.000 0.000
Category 3 Category 1 0.000 0.000
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U12 U16
Category 1 Category 1 1.000 0.000
Category 1 Category 2 0.000 0.000
Category 1 Category 3 0.000 0.000
Category 2 Category 1 0.000 0.000
Category 2 Category 2 0.000 0.000
Category 2 Category 3 0.000 0.000
Category 3 Category 1 0.000 0.000
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U12 U17
Category 1 Category 1 1.000 0.000
Category 1 Category 2 0.000 0.000
Category 1 Category 3 0.000 0.000
Category 2 Category 1 0.000 0.000
Category 2 Category 2 0.000 0.000
Category 2 Category 3 0.000 0.000
Category 3 Category 1 0.000 0.000
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U12 U18
Category 1 Category 1 1.000 0.000
Category 1 Category 2 0.000 0.000
Category 1 Category 3 0.000 0.000
Category 2 Category 1 0.000 0.000
Category 2 Category 2 0.000 0.000
Category 2 Category 3 0.000 0.000
Category 3 Category 1 0.000 0.000
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U12 U19
Category 1 Category 1 1.000 0.000
Category 1 Category 2 0.000 0.000
Category 1 Category 3 0.000 0.000
Category 2 Category 1 0.000 0.000
Category 2 Category 2 0.000 0.000
Category 2 Category 3 0.000 0.000
Category 3 Category 1 0.000 0.000
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U12 U20
Category 1 Category 1 1.000 0.000
Category 1 Category 2 0.000 0.000
Category 1 Category 3 0.000 0.000
Category 2 Category 1 0.000 0.000
Category 2 Category 2 0.000 0.000
Category 2 Category 3 0.000 0.000
Category 3 Category 1 0.000 0.000
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U12 U21
Category 1 Category 1 1.000 0.000
Category 1 Category 2 0.000 0.000
Category 1 Category 3 0.000 0.000
Category 2 Category 1 0.000 0.000
Category 2 Category 2 0.000 0.000
Category 2 Category 3 0.000 0.000
Category 3 Category 1 0.000 0.000
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U13 U14
Category 1 Category 1 1.000 0.000
Category 1 Category 2 0.000 0.000
Category 1 Category 3 0.000 0.000
Category 2 Category 1 0.000 0.000
Category 2 Category 2 0.000 0.000
Category 2 Category 3 0.000 0.000
Category 3 Category 1 0.000 0.000
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U13 U15
Category 1 Category 1 1.000 0.000
Category 1 Category 2 0.000 0.000
Category 1 Category 3 0.000 0.000
Category 2 Category 1 0.000 0.000
Category 2 Category 2 0.000 0.000
Category 2 Category 3 0.000 0.000
Category 3 Category 1 0.000 0.000
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U13 U16
Category 1 Category 1 1.000 0.000
Category 1 Category 2 0.000 0.000
Category 1 Category 3 0.000 0.000
Category 2 Category 1 0.000 0.000
Category 2 Category 2 0.000 0.000
Category 2 Category 3 0.000 0.000
Category 3 Category 1 0.000 0.000
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U13 U17
Category 1 Category 1 1.000 0.000
Category 1 Category 2 0.000 0.000
Category 1 Category 3 0.000 0.000
Category 2 Category 1 0.000 0.000
Category 2 Category 2 0.000 0.000
Category 2 Category 3 0.000 0.000
Category 3 Category 1 0.000 0.000
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U13 U18
Category 1 Category 1 1.000 0.000
Category 1 Category 2 0.000 0.000
Category 1 Category 3 0.000 0.000
Category 2 Category 1 0.000 0.000
Category 2 Category 2 0.000 0.000
Category 2 Category 3 0.000 0.000
Category 3 Category 1 0.000 0.000
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U13 U19
Category 1 Category 1 1.000 0.000
Category 1 Category 2 0.000 0.000
Category 1 Category 3 0.000 0.000
Category 2 Category 1 0.000 0.000
Category 2 Category 2 0.000 0.000
Category 2 Category 3 0.000 0.000
Category 3 Category 1 0.000 0.000
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U13 U20
Category 1 Category 1 1.000 0.000
Category 1 Category 2 0.000 0.000
Category 1 Category 3 0.000 0.000
Category 2 Category 1 0.000 0.000
Category 2 Category 2 0.000 0.000
Category 2 Category 3 0.000 0.000
Category 3 Category 1 0.000 0.000
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U13 U21
Category 1 Category 1 1.000 0.000
Category 1 Category 2 0.000 0.000
Category 1 Category 3 0.000 0.000
Category 2 Category 1 0.000 0.000
Category 2 Category 2 0.000 0.000
Category 2 Category 3 0.000 0.000
Category 3 Category 1 0.000 0.000
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U14 U15
Category 1 Category 1 1.000 0.000
Category 1 Category 2 0.000 0.000
Category 1 Category 3 0.000 0.000
Category 2 Category 1 0.000 0.000
Category 2 Category 2 0.000 0.000
Category 2 Category 3 0.000 0.000
Category 3 Category 1 0.000 0.000
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U14 U16
Category 1 Category 1 1.000 0.000
Category 1 Category 2 0.000 0.000
Category 1 Category 3 0.000 0.000
Category 2 Category 1 0.000 0.000
Category 2 Category 2 0.000 0.000
Category 2 Category 3 0.000 0.000
Category 3 Category 1 0.000 0.000
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U14 U17
Category 1 Category 1 1.000 0.000
Category 1 Category 2 0.000 0.000
Category 1 Category 3 0.000 0.000
Category 2 Category 1 0.000 0.000
Category 2 Category 2 0.000 0.000
Category 2 Category 3 0.000 0.000
Category 3 Category 1 0.000 0.000
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U14 U18
Category 1 Category 1 1.000 0.000
Category 1 Category 2 0.000 0.000
Category 1 Category 3 0.000 0.000
Category 2 Category 1 0.000 0.000
Category 2 Category 2 0.000 0.000
Category 2 Category 3 0.000 0.000
Category 3 Category 1 0.000 0.000
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U14 U19
Category 1 Category 1 1.000 0.000
Category 1 Category 2 0.000 0.000
Category 1 Category 3 0.000 0.000
Category 2 Category 1 0.000 0.000
Category 2 Category 2 0.000 0.000
Category 2 Category 3 0.000 0.000
Category 3 Category 1 0.000 0.000
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U14 U20
Category 1 Category 1 1.000 0.000
Category 1 Category 2 0.000 0.000
Category 1 Category 3 0.000 0.000
Category 2 Category 1 0.000 0.000
Category 2 Category 2 0.000 0.000
Category 2 Category 3 0.000 0.000
Category 3 Category 1 0.000 0.000
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U14 U21
Category 1 Category 1 1.000 0.000
Category 1 Category 2 0.000 0.000
Category 1 Category 3 0.000 0.000
Category 2 Category 1 0.000 0.000
Category 2 Category 2 0.000 0.000
Category 2 Category 3 0.000 0.000
Category 3 Category 1 0.000 0.000
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U15 U16
Category 1 Category 1 1.000 0.000
Category 1 Category 2 0.000 0.000
Category 1 Category 3 0.000 0.000
Category 2 Category 1 0.000 0.000
Category 2 Category 2 0.000 0.000
Category 2 Category 3 0.000 0.000
Category 3 Category 1 0.000 0.000
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U15 U17
Category 1 Category 1 1.000 0.000
Category 1 Category 2 0.000 0.000
Category 1 Category 3 0.000 0.000
Category 2 Category 1 0.000 0.000
Category 2 Category 2 0.000 0.000
Category 2 Category 3 0.000 0.000
Category 3 Category 1 0.000 0.000
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U15 U18
Category 1 Category 1 1.000 0.000
Category 1 Category 2 0.000 0.000
Category 1 Category 3 0.000 0.000
Category 2 Category 1 0.000 0.000
Category 2 Category 2 0.000 0.000
Category 2 Category 3 0.000 0.000
Category 3 Category 1 0.000 0.000
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U15 U19
Category 1 Category 1 1.000 0.000
Category 1 Category 2 0.000 0.000
Category 1 Category 3 0.000 0.000
Category 2 Category 1 0.000 0.000
Category 2 Category 2 0.000 0.000
Category 2 Category 3 0.000 0.000
Category 3 Category 1 0.000 0.000
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U15 U20
Category 1 Category 1 1.000 0.000
Category 1 Category 2 0.000 0.000
Category 1 Category 3 0.000 0.000
Category 2 Category 1 0.000 0.000
Category 2 Category 2 0.000 0.000
Category 2 Category 3 0.000 0.000
Category 3 Category 1 0.000 0.000
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U15 U21
Category 1 Category 1 1.000 0.000
Category 1 Category 2 0.000 0.000
Category 1 Category 3 0.000 0.000
Category 2 Category 1 0.000 0.000
Category 2 Category 2 0.000 0.000
Category 2 Category 3 0.000 0.000
Category 3 Category 1 0.000 0.000
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U16 U17
Category 1 Category 1 1.000 0.000
Category 1 Category 2 0.000 0.000
Category 1 Category 3 0.000 0.000
Category 2 Category 1 0.000 0.000
Category 2 Category 2 0.000 0.000
Category 2 Category 3 0.000 0.000
Category 3 Category 1 0.000 0.000
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U16 U18
Category 1 Category 1 1.000 0.000
Category 1 Category 2 0.000 0.000
Category 1 Category 3 0.000 0.000
Category 2 Category 1 0.000 0.000
Category 2 Category 2 0.000 0.000
Category 2 Category 3 0.000 0.000
Category 3 Category 1 0.000 0.000
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U16 U19
Category 1 Category 1 1.000 0.000
Category 1 Category 2 0.000 0.000
Category 1 Category 3 0.000 0.000
Category 2 Category 1 0.000 0.000
Category 2 Category 2 0.000 0.000
Category 2 Category 3 0.000 0.000
Category 3 Category 1 0.000 0.000
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U16 U20
Category 1 Category 1 1.000 0.000
Category 1 Category 2 0.000 0.000
Category 1 Category 3 0.000 0.000
Category 2 Category 1 0.000 0.000
Category 2 Category 2 0.000 0.000
Category 2 Category 3 0.000 0.000
Category 3 Category 1 0.000 0.000
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U16 U21
Category 1 Category 1 1.000 0.000
Category 1 Category 2 0.000 0.000
Category 1 Category 3 0.000 0.000
Category 2 Category 1 0.000 0.000
Category 2 Category 2 0.000 0.000
Category 2 Category 3 0.000 0.000
Category 3 Category 1 0.000 0.000
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U17 U18
Category 1 Category 1 1.000 0.000
Category 1 Category 2 0.000 0.000
Category 1 Category 3 0.000 0.000
Category 2 Category 1 0.000 0.000
Category 2 Category 2 0.000 0.000
Category 2 Category 3 0.000 0.000
Category 3 Category 1 0.000 0.000
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U17 U19
Category 1 Category 1 1.000 0.000
Category 1 Category 2 0.000 0.000
Category 1 Category 3 0.000 0.000
Category 2 Category 1 0.000 0.000
Category 2 Category 2 0.000 0.000
Category 2 Category 3 0.000 0.000
Category 3 Category 1 0.000 0.000
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U17 U20
Category 1 Category 1 1.000 0.000
Category 1 Category 2 0.000 0.000
Category 1 Category 3 0.000 0.000
Category 2 Category 1 0.000 0.000
Category 2 Category 2 0.000 0.000
Category 2 Category 3 0.000 0.000
Category 3 Category 1 0.000 0.000
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U17 U21
Category 1 Category 1 1.000 0.000
Category 1 Category 2 0.000 0.000
Category 1 Category 3 0.000 0.000
Category 2 Category 1 0.000 0.000
Category 2 Category 2 0.000 0.000
Category 2 Category 3 0.000 0.000
Category 3 Category 1 0.000 0.000
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U18 U19
Category 1 Category 1 1.000 0.000
Category 1 Category 2 0.000 0.000
Category 1 Category 3 0.000 0.000
Category 2 Category 1 0.000 0.000
Category 2 Category 2 0.000 0.000
Category 2 Category 3 0.000 0.000
Category 3 Category 1 0.000 0.000
Category 3 Category 2 0.000 0.000
Category 3 Category 3 0.000 0.000
U18 U20
Cate