Mplus VERSION 8.8
MUTHEN & MUTHEN
04/19/2022 10:58 PM
INPUT INSTRUCTIONS
TITLE: this is an example of a two-level LCA with
categorical latent class indicators with covariates
DATA: FILE IS ex10.6.dat;
VARIABLE: NAMES ARE u1-u6 x w class clus;
USEVARIABLES = u1-u6 x w;
CATEGORICAL = u1-u6;
CLASSES = c (3);
WITHIN = x;
BETWEEN = w;
CLUSTER = clus;
ANALYSIS: TYPE = TWOLEVEL MIXTURE;
MODEL:
%WITHIN%
%OVERALL%
c ON x;
%BETWEEN%
%OVERALL%
f BY c#1 c#2;
f ON w;
OUTPUT: TECH1 TECH8;
*** WARNING
One or more individual-level variables have no variation within a
cluster for the following clusters.
Variable Cluster IDs with no within-cluster variation
U1 11 15
U2 7 12
U3 2 15 16 27
U4 8 12 21 36 37
U5 12 18 29 30 35 36 38
U6 6 12 16 17 19 29 34
1 WARNING(S) FOUND IN THE INPUT INSTRUCTIONS
this is an example of a two-level LCA with
categorical latent class indicators with covariates
SUMMARY OF ANALYSIS
Number of groups 1
Number of observations 1000
Number of dependent variables 6
Number of independent variables 2
Number of continuous latent variables 1
Number of categorical latent variables 1
Observed dependent variables
Binary and ordered categorical (ordinal)
U1 U2 U3 U4 U5 U6
Observed independent variables
X W
Continuous latent variables
F
Categorical latent variables
C
Variables with special functions
Cluster variable CLUS
Within variables
X
Between variables
W
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 20
Number of final stage optimizations 4
Number of initial stage iterations 10
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)
ex10.6.dat
Input data format FREE
SUMMARY OF DATA
Number of clusters 110
UNIVARIATE PROPORTIONS AND COUNTS FOR CATEGORICAL VARIABLES
U1
Category 1 0.461 461.000
Category 2 0.539 539.000
U2
Category 1 0.460 460.000
Category 2 0.540 540.000
U3
Category 1 0.453 453.000
Category 2 0.547 547.000
U4
Category 1 0.619 619.000
Category 2 0.381 381.000
U5
Category 1 0.632 632.000
Category 2 0.368 368.000
U6
Category 1 0.601 601.000
Category 2 0.399 399.000
UNIVARIATE SAMPLE STATISTICS
UNIVARIATE HIGHER-ORDER MOMENT DESCRIPTIVE STATISTICS
Variable/ Mean/ Skewness/ Minimum/ % with Percentiles
Sample Size Variance Kurtosis Maximum Min/Max 20%/60% 40%/80% Median
X -0.018 -0.062 -3.206 0.10% -0.856 -0.290 -0.022
1000.000 0.935 -0.315 3.025 0.10% 0.280 0.806
W -0.051 -0.003 -2.087 0.91% -0.897 -0.233 -0.034
110.000 0.844 -0.517 1.975 0.91% 0.143 0.792
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:
-3888.076 unperturbed 0
-3888.080 253358 2
-3919.898 285380 1
-3920.717 903420 5
THE BEST LOGLIKELIHOOD VALUE HAS BEEN REPLICATED. RERUN WITH AT LEAST TWICE THE
RANDOM STARTS TO CHECK THAT THE BEST LOGLIKELIHOOD IS STILL OBTAINED AND REPLICATED.
THE MODEL ESTIMATION TERMINATED NORMALLY
MODEL FIT INFORMATION
Number of Free Parameters 25
Loglikelihood
H0 Value -3888.076
H0 Scaling Correction Factor 1.0580
for MLR
Information Criteria
Akaike (AIC) 7826.152
Bayesian (BIC) 7948.846
Sample-Size Adjusted BIC 7869.444
(n* = (n + 2) / 24)
FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASSES
BASED ON ESTIMATED POSTERIOR PROBABILITIES
Latent
Classes
1 198.14635 0.19815
2 378.52119 0.37852
3 423.33246 0.42333
FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASSES
BASED ON THEIR MOST LIKELY LATENT CLASS MEMBERSHIP
Class Counts and Proportions
Latent
Classes
1 189 0.18900
2 376 0.37600
3 435 0.43500
CLASSIFICATION QUALITY
Entropy 0.548
Average Latent Class Probabilities for Most Likely Latent Class Membership (Row)
by Latent Class (Column)
1 2 3
1 0.717 0.199 0.084
2 0.103 0.789 0.108
3 0.055 0.102 0.843
Classification Probabilities for the Most Likely Latent Class Membership (Column)
by Latent Class (Row)
1 2 3
1 0.684 0.196 0.121
2 0.099 0.783 0.117
3 0.038 0.096 0.866
Logits for the Classification Probabilities for the Most Likely Latent Class Membership (Column)
by Latent Class (Row)
1 2 3
1 1.734 0.483 0.000
2 -0.165 1.900 0.000
3 -3.138 -2.199 0.000
MODEL RESULTS
Two-Tailed
Estimate S.E. Est./S.E. P-Value
Within Level
Between Level
Latent Class 1
F BY
C#1 1.000 0.000 999.000 999.000
C#2 1.642 0.538 3.054 0.002
F ON
W 0.794 0.201 3.959 0.000
Thresholds
U1$1 -0.932 0.223 -4.186 0.000
U2$1 -0.992 0.307 -3.227 0.001
U3$1 -1.041 0.273 -3.821 0.000
U4$1 -0.945 0.343 -2.759 0.006
U5$1 -1.431 0.675 -2.121 0.034
U6$1 -1.042 0.317 -3.289 0.001
Residual Variances
F 0.589 0.333 1.767 0.077
Latent Class 2
F BY
C#1 1.000 0.000 999.000 999.000
C#2 1.642 0.538 3.054 0.002
F ON
W 0.794 0.201 3.959 0.000
Thresholds
U1$1 -0.990 0.163 -6.078 0.000
U2$1 -1.072 0.218 -4.911 0.000
U3$1 -0.886 0.171 -5.178 0.000
U4$1 0.876 0.219 4.009 0.000
U5$1 1.028 0.237 4.337 0.000
U6$1 0.577 0.221 2.611 0.009
Residual Variances
F 0.589 0.333 1.767 0.077
Latent Class 3
F BY
C#1 1.000 0.000 999.000 999.000
C#2 1.642 0.538 3.054 0.002
F ON
W 0.794 0.201 3.959 0.000
Thresholds
U1$1 0.918 0.161 5.703 0.000
U2$1 1.005 0.156 6.450 0.000
U3$1 0.786 0.149 5.265 0.000
U4$1 0.847 0.129 6.545 0.000
U5$1 1.068 0.146 7.337 0.000
U6$1 0.970 0.123 7.907 0.000
Residual Variances
F 0.589 0.333 1.767 0.077
Categorical Latent Variables
Within Level
C#1 ON
X 0.878 0.215 4.085 0.000
C#2 ON
X 1.873 0.419 4.469 0.000
Intercepts
C#1 -0.315 0.312 -1.010 0.313
C#2 -0.103 0.377 -0.273 0.785
Between Level
QUALITY OF NUMERICAL RESULTS
Condition Number for the Information Matrix 0.924E-02
(ratio of smallest to largest eigenvalue)
RESULTS IN PROBABILITY SCALE
Estimate
Within Level
Between Level
Latent Class 1
U1
Category 1 0.282
Category 2 0.718
U2
Category 1 0.270
Category 2 0.730
U3
Category 1 0.261
Category 2 0.739
U4
Category 1 0.280
Category 2 0.720
U5
Category 1 0.193
Category 2 0.807
U6
Category 1 0.261
Category 2 0.739
Latent Class 2
U1
Category 1 0.271
Category 2 0.729
U2
Category 1 0.255
Category 2 0.745
U3
Category 1 0.292
Category 2 0.708
U4
Category 1 0.706
Category 2 0.294
U5
Category 1 0.736
Category 2 0.264
U6
Category 1 0.640
Category 2 0.360
Latent Class 3
U1
Category 1 0.715
Category 2 0.285
U2
Category 1 0.732
Category 2 0.268
U3
Category 1 0.687
Category 2 0.313
U4
Category 1 0.700
Category 2 0.300
U5
Category 1 0.744
Category 2 0.256
U6
Category 1 0.725
Category 2 0.275
LOGISTIC REGRESSION ODDS RATIO RESULTS
95% C.I.
Estimate S.E. Lower 2.5% Upper 2.5%
Categorical Latent Variables
Within Level
C#1 ON
X 2.405 0.517 1.579 3.665
C#2 ON
X 6.508 2.728 2.862 14.799
Between Level
TECHNICAL 1 OUTPUT
PARAMETER SPECIFICATION FOR WITHIN LEVEL, LATENT CLASS 1
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
0 0 0 0 0
NU
U6 X W
________ ________ ________
0 0 0
LAMBDA
C#1 C#2 F X W
________ ________ ________ ________ ________
U1 0 0 0 0 0
U2 0 0 0 0 0
U3 0 0 0 0 0
U4 0 0 0 0 0
U5 0 0 0 0 0
U6 0 0 0 0 0
X 0 0 0 0 0
W 0 0 0 0 0
THETA
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
U1 0
U2 0 0
U3 0 0 0
U4 0 0 0 0
U5 0 0 0 0 0
U6 0 0 0 0 0
X 0 0 0 0 0
W 0 0 0 0 0
THETA
U6 X W
________ ________ ________
U6 0
X 0 0
W 0 0 0
ALPHA
C#1 C#2 F X W
________ ________ ________ ________ ________
0 0 0 0 0
BETA
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0 0 0 0 0
C#2 0 0 0 0 0
F 0 0 0 0 0
X 0 0 0 0 0
W 0 0 0 0 0
PSI
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0
C#2 0 0
F 0 0 0
X 0 0 0 0
W 0 0 0 0 0
PARAMETER SPECIFICATION FOR WITHIN LEVEL, LATENT CLASS 2
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
0 0 0 0 0
NU
U6 X W
________ ________ ________
0 0 0
LAMBDA
C#1 C#2 F X W
________ ________ ________ ________ ________
U1 0 0 0 0 0
U2 0 0 0 0 0
U3 0 0 0 0 0
U4 0 0 0 0 0
U5 0 0 0 0 0
U6 0 0 0 0 0
X 0 0 0 0 0
W 0 0 0 0 0
THETA
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
U1 0
U2 0 0
U3 0 0 0
U4 0 0 0 0
U5 0 0 0 0 0
U6 0 0 0 0 0
X 0 0 0 0 0
W 0 0 0 0 0
THETA
U6 X W
________ ________ ________
U6 0
X 0 0
W 0 0 0
ALPHA
C#1 C#2 F X W
________ ________ ________ ________ ________
0 0 0 0 0
BETA
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0 0 0 0 0
C#2 0 0 0 0 0
F 0 0 0 0 0
X 0 0 0 0 0
W 0 0 0 0 0
PSI
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0
C#2 0 0
F 0 0 0
X 0 0 0 0
W 0 0 0 0 0
PARAMETER SPECIFICATION FOR WITHIN LEVEL, LATENT CLASS 3
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
0 0 0 0 0
NU
U6 X W
________ ________ ________
0 0 0
LAMBDA
C#1 C#2 F X W
________ ________ ________ ________ ________
U1 0 0 0 0 0
U2 0 0 0 0 0
U3 0 0 0 0 0
U4 0 0 0 0 0
U5 0 0 0 0 0
U6 0 0 0 0 0
X 0 0 0 0 0
W 0 0 0 0 0
THETA
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
U1 0
U2 0 0
U3 0 0 0
U4 0 0 0 0
U5 0 0 0 0 0
U6 0 0 0 0 0
X 0 0 0 0 0
W 0 0 0 0 0
THETA
U6 X W
________ ________ ________
U6 0
X 0 0
W 0 0 0
ALPHA
C#1 C#2 F X W
________ ________ ________ ________ ________
0 0 0 0 0
BETA
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0 0 0 0 0
C#2 0 0 0 0 0
F 0 0 0 0 0
X 0 0 0 0 0
W 0 0 0 0 0
PSI
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0
C#2 0 0
F 0 0 0
X 0 0 0 0
W 0 0 0 0 0
PARAMETER SPECIFICATION FOR BETWEEN LEVEL, LATENT CLASS 1
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
0 0 0 0 0
NU
U6 X W
________ ________ ________
0 0 0
LAMBDA
C#1 C#2 F X W
________ ________ ________ ________ ________
U1 0 0 0 0 0
U2 0 0 0 0 0
U3 0 0 0 0 0
U4 0 0 0 0 0
U5 0 0 0 0 0
U6 0 0 0 0 0
X 0 0 0 0 0
W 0 0 0 0 0
THETA
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
U1 0
U2 0 0
U3 0 0 0
U4 0 0 0 0
U5 0 0 0 0 0
U6 0 0 0 0 0
X 0 0 0 0 0
W 0 0 0 0 0
THETA
U6 X W
________ ________ ________
U6 0
X 0 0
W 0 0 0
ALPHA
C#1 C#2 F X W
________ ________ ________ ________ ________
0 0 0 0 0
BETA
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0 0 0 0 0
C#2 0 0 1 0 0
F 0 0 0 0 2
X 0 0 0 0 0
W 0 0 0 0 0
PSI
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0
C#2 0 0
F 0 0 3
X 0 0 0 0
W 0 0 0 0 0
PARAMETER SPECIFICATION FOR BETWEEN LEVEL, LATENT CLASS 2
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
0 0 0 0 0
NU
U6 X W
________ ________ ________
0 0 0
LAMBDA
C#1 C#2 F X W
________ ________ ________ ________ ________
U1 0 0 0 0 0
U2 0 0 0 0 0
U3 0 0 0 0 0
U4 0 0 0 0 0
U5 0 0 0 0 0
U6 0 0 0 0 0
X 0 0 0 0 0
W 0 0 0 0 0
THETA
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
U1 0
U2 0 0
U3 0 0 0
U4 0 0 0 0
U5 0 0 0 0 0
U6 0 0 0 0 0
X 0 0 0 0 0
W 0 0 0 0 0
THETA
U6 X W
________ ________ ________
U6 0
X 0 0
W 0 0 0
ALPHA
C#1 C#2 F X W
________ ________ ________ ________ ________
0 0 0 0 0
BETA
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0 0 0 0 0
C#2 0 0 1 0 0
F 0 0 0 0 2
X 0 0 0 0 0
W 0 0 0 0 0
PSI
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0
C#2 0 0
F 0 0 3
X 0 0 0 0
W 0 0 0 0 0
PARAMETER SPECIFICATION FOR BETWEEN LEVEL, LATENT CLASS 3
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
0 0 0 0 0
NU
U6 X W
________ ________ ________
0 0 0
LAMBDA
C#1 C#2 F X W
________ ________ ________ ________ ________
U1 0 0 0 0 0
U2 0 0 0 0 0
U3 0 0 0 0 0
U4 0 0 0 0 0
U5 0 0 0 0 0
U6 0 0 0 0 0
X 0 0 0 0 0
W 0 0 0 0 0
THETA
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
U1 0
U2 0 0
U3 0 0 0
U4 0 0 0 0
U5 0 0 0 0 0
U6 0 0 0 0 0
X 0 0 0 0 0
W 0 0 0 0 0
THETA
U6 X W
________ ________ ________
U6 0
X 0 0
W 0 0 0
ALPHA
C#1 C#2 F X W
________ ________ ________ ________ ________
0 0 0 0 0
BETA
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0 0 0 0 0
C#2 0 0 1 0 0
F 0 0 0 0 2
X 0 0 0 0 0
W 0 0 0 0 0
PSI
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0
C#2 0 0
F 0 0 3
X 0 0 0 0
W 0 0 0 0 0
PARAMETER SPECIFICATION FOR LATENT CLASS INDICATOR MODEL PART (WITHIN)
TAU(U) FOR LATENT CLASS 1
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
0 0 0 0 0
TAU(U) FOR LATENT CLASS 1
U6$1
________
0
TAU(U) FOR LATENT CLASS 2
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
0 0 0 0 0
TAU(U) FOR LATENT CLASS 2
U6$1
________
0
TAU(U) FOR LATENT CLASS 3
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
0 0 0 0 0
TAU(U) FOR LATENT CLASS 3
U6$1
________
0
PARAMETER SPECIFICATION FOR LATENT CLASS INDICATOR MODEL PART (BETWEEN)
TAU(U) FOR LATENT CLASS 1
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
4 5 6 7 8
TAU(U) FOR LATENT CLASS 1
U6$1
________
9
TAU(U) FOR LATENT CLASS 2
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
10 11 12 13 14
TAU(U) FOR LATENT CLASS 2
U6$1
________
15
TAU(U) FOR LATENT CLASS 3
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
16 17 18 19 20
TAU(U) FOR LATENT CLASS 3
U6$1
________
21
PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART
ALPHA(C)
C#1 C#2 C#3
________ ________ ________
22 23 0
GAMMA(C)
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0 0 0 24 0
C#2 0 0 0 25 0
C#3 0 0 0 0 0
STARTING VALUES FOR WITHIN LEVEL, LATENT CLASS 1
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
NU
U6 X W
________ ________ ________
0.000 0.000 0.000
LAMBDA
C#1 C#2 F X W
________ ________ ________ ________ ________
U1 0.000 0.000 0.000 0.000 0.000
U2 0.000 0.000 0.000 0.000 0.000
U3 0.000 0.000 0.000 0.000 0.000
U4 0.000 0.000 0.000 0.000 0.000
U5 0.000 0.000 0.000 0.000 0.000
U6 0.000 0.000 0.000 0.000 0.000
X 0.000 0.000 0.000 1.000 0.000
W 0.000 0.000 0.000 0.000 1.000
THETA
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
U1 1.000
U2 0.000 1.000
U3 0.000 0.000 1.000
U4 0.000 0.000 0.000 1.000
U5 0.000 0.000 0.000 0.000 1.000
U6 0.000 0.000 0.000 0.000 0.000
X 0.000 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.000
THETA
U6 X W
________ ________ ________
U6 1.000
X 0.000 0.000
W 0.000 0.000 0.000
ALPHA
C#1 C#2 F X W
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
BETA
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0.000 0.000 0.000 0.000 0.000
C#2 0.000 0.000 0.000 0.000 0.000
F 0.000 0.000 0.000 0.000 0.000
X 0.000 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.000
PSI
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0.000
C#2 0.000 0.000
F 0.000 0.000 0.000
X 0.000 0.000 0.000 0.468
W 0.000 0.000 0.000 0.000 0.000
STARTING VALUES FOR WITHIN LEVEL, LATENT CLASS 2
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
NU
U6 X W
________ ________ ________
0.000 0.000 0.000
LAMBDA
C#1 C#2 F X W
________ ________ ________ ________ ________
U1 0.000 0.000 0.000 0.000 0.000
U2 0.000 0.000 0.000 0.000 0.000
U3 0.000 0.000 0.000 0.000 0.000
U4 0.000 0.000 0.000 0.000 0.000
U5 0.000 0.000 0.000 0.000 0.000
U6 0.000 0.000 0.000 0.000 0.000
X 0.000 0.000 0.000 1.000 0.000
W 0.000 0.000 0.000 0.000 1.000
THETA
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
U1 1.000
U2 0.000 1.000
U3 0.000 0.000 1.000
U4 0.000 0.000 0.000 1.000
U5 0.000 0.000 0.000 0.000 1.000
U6 0.000 0.000 0.000 0.000 0.000
X 0.000 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.000
THETA
U6 X W
________ ________ ________
U6 1.000
X 0.000 0.000
W 0.000 0.000 0.000
ALPHA
C#1 C#2 F X W
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
BETA
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0.000 0.000 0.000 0.000 0.000
C#2 0.000 0.000 0.000 0.000 0.000
F 0.000 0.000 0.000 0.000 0.000
X 0.000 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.000
PSI
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0.000
C#2 0.000 0.000
F 0.000 0.000 0.000
X 0.000 0.000 0.000 0.468
W 0.000 0.000 0.000 0.000 0.000
STARTING VALUES FOR WITHIN LEVEL, LATENT CLASS 3
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
NU
U6 X W
________ ________ ________
0.000 0.000 0.000
LAMBDA
C#1 C#2 F X W
________ ________ ________ ________ ________
U1 0.000 0.000 0.000 0.000 0.000
U2 0.000 0.000 0.000 0.000 0.000
U3 0.000 0.000 0.000 0.000 0.000
U4 0.000 0.000 0.000 0.000 0.000
U5 0.000 0.000 0.000 0.000 0.000
U6 0.000 0.000 0.000 0.000 0.000
X 0.000 0.000 0.000 1.000 0.000
W 0.000 0.000 0.000 0.000 1.000
THETA
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
U1 1.000
U2 0.000 1.000
U3 0.000 0.000 1.000
U4 0.000 0.000 0.000 1.000
U5 0.000 0.000 0.000 0.000 1.000
U6 0.000 0.000 0.000 0.000 0.000
X 0.000 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.000
THETA
U6 X W
________ ________ ________
U6 1.000
X 0.000 0.000
W 0.000 0.000 0.000
ALPHA
C#1 C#2 F X W
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
BETA
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0.000 0.000 0.000 0.000 0.000
C#2 0.000 0.000 0.000 0.000 0.000
F 0.000 0.000 0.000 0.000 0.000
X 0.000 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.000
PSI
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0.000
C#2 0.000 0.000
F 0.000 0.000 0.000
X 0.000 0.000 0.000 0.468
W 0.000 0.000 0.000 0.000 0.000
STARTING VALUES FOR BETWEEN LEVEL, LATENT CLASS 1
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
NU
U6 X W
________ ________ ________
0.000 0.000 0.000
LAMBDA
C#1 C#2 F X W
________ ________ ________ ________ ________
U1 0.000 0.000 0.000 0.000 0.000
U2 0.000 0.000 0.000 0.000 0.000
U3 0.000 0.000 0.000 0.000 0.000
U4 0.000 0.000 0.000 0.000 0.000
U5 0.000 0.000 0.000 0.000 0.000
U6 0.000 0.000 0.000 0.000 0.000
X 0.000 0.000 0.000 1.000 0.000
W 0.000 0.000 0.000 0.000 1.000
THETA
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
U1 0.000
U2 0.000 0.000
U3 0.000 0.000 0.000
U4 0.000 0.000 0.000 0.000
U5 0.000 0.000 0.000 0.000 0.000
U6 0.000 0.000 0.000 0.000 0.000
X 0.000 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.000
THETA
U6 X W
________ ________ ________
U6 0.000
X 0.000 0.000
W 0.000 0.000 0.000
ALPHA
C#1 C#2 F X W
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
BETA
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0.000 0.000 1.000 0.000 0.000
C#2 0.000 0.000 1.000 0.000 0.000
F 0.000 0.000 0.000 0.000 0.000
X 0.000 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.000
PSI
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0.000
C#2 0.000 0.000
F 0.000 0.000 0.050
X 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.421
STARTING VALUES FOR BETWEEN LEVEL, LATENT CLASS 2
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
NU
U6 X W
________ ________ ________
0.000 0.000 0.000
LAMBDA
C#1 C#2 F X W
________ ________ ________ ________ ________
U1 0.000 0.000 0.000 0.000 0.000
U2 0.000 0.000 0.000 0.000 0.000
U3 0.000 0.000 0.000 0.000 0.000
U4 0.000 0.000 0.000 0.000 0.000
U5 0.000 0.000 0.000 0.000 0.000
U6 0.000 0.000 0.000 0.000 0.000
X 0.000 0.000 0.000 1.000 0.000
W 0.000 0.000 0.000 0.000 1.000
THETA
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
U1 0.000
U2 0.000 0.000
U3 0.000 0.000 0.000
U4 0.000 0.000 0.000 0.000
U5 0.000 0.000 0.000 0.000 0.000
U6 0.000 0.000 0.000 0.000 0.000
X 0.000 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.000
THETA
U6 X W
________ ________ ________
U6 0.000
X 0.000 0.000
W 0.000 0.000 0.000
ALPHA
C#1 C#2 F X W
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
BETA
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0.000 0.000 1.000 0.000 0.000
C#2 0.000 0.000 1.000 0.000 0.000
F 0.000 0.000 0.000 0.000 0.000
X 0.000 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.000
PSI
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0.000
C#2 0.000 0.000
F 0.000 0.000 0.050
X 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.421
STARTING VALUES FOR BETWEEN LEVEL, LATENT CLASS 3
NU
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
NU
U6 X W
________ ________ ________
0.000 0.000 0.000
LAMBDA
C#1 C#2 F X W
________ ________ ________ ________ ________
U1 0.000 0.000 0.000 0.000 0.000
U2 0.000 0.000 0.000 0.000 0.000
U3 0.000 0.000 0.000 0.000 0.000
U4 0.000 0.000 0.000 0.000 0.000
U5 0.000 0.000 0.000 0.000 0.000
U6 0.000 0.000 0.000 0.000 0.000
X 0.000 0.000 0.000 1.000 0.000
W 0.000 0.000 0.000 0.000 1.000
THETA
U1 U2 U3 U4 U5
________ ________ ________ ________ ________
U1 0.000
U2 0.000 0.000
U3 0.000 0.000 0.000
U4 0.000 0.000 0.000 0.000
U5 0.000 0.000 0.000 0.000 0.000
U6 0.000 0.000 0.000 0.000 0.000
X 0.000 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.000
THETA
U6 X W
________ ________ ________
U6 0.000
X 0.000 0.000
W 0.000 0.000 0.000
ALPHA
C#1 C#2 F X W
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
BETA
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0.000 0.000 1.000 0.000 0.000
C#2 0.000 0.000 1.000 0.000 0.000
F 0.000 0.000 0.000 0.000 0.000
X 0.000 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.000
PSI
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0.000
C#2 0.000 0.000
F 0.000 0.000 0.050
X 0.000 0.000 0.000 0.000
W 0.000 0.000 0.000 0.000 0.421
STARTING VALUES FOR LATENT CLASS INDICATOR MODEL PART (WITHIN)
TAU(U) FOR LATENT CLASS 1
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
TAU(U) FOR LATENT CLASS 1
U6$1
________
0.000
TAU(U) FOR LATENT CLASS 2
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
TAU(U) FOR LATENT CLASS 2
U6$1
________
0.000
TAU(U) FOR LATENT CLASS 3
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
TAU(U) FOR LATENT CLASS 3
U6$1
________
0.000
STARTING VALUES FOR LATENT CLASS INDICATOR MODEL PART (BETWEEN)
TAU(U) FOR LATENT CLASS 1
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
-1.156 -1.160 -1.189 -0.515 -0.459
TAU(U) FOR LATENT CLASS 1
U6$1
________
-0.590
TAU(U) FOR LATENT CLASS 2
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
-0.156 -0.160 -0.189 0.485 0.541
TAU(U) FOR LATENT CLASS 2
U6$1
________
0.410
TAU(U) FOR LATENT CLASS 3
U1$1 U2$1 U3$1 U4$1 U5$1
________ ________ ________ ________ ________
0.844 0.840 0.811 1.485 1.541
TAU(U) FOR LATENT CLASS 3
U6$1
________
1.410
STARTING VALUES FOR LATENT CLASS REGRESSION MODEL PART
ALPHA(C)
C#1 C#2 C#3
________ ________ ________
0.000 0.000 0.000
GAMMA(C)
C#1 C#2 F X W
________ ________ ________ ________ ________
C#1 0.000 0.000 0.000 0.000 0.000
C#2 0.000 0.000 0.000 0.000 0.000
C#3 0.000 0.000 0.000 0.000 0.000
TECHNICAL 8 OUTPUT
INITIAL STAGE ITERATIONS
TECHNICAL 8 OUTPUT FOR UNPERTURBED STARTING VALUE SET
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.39911770D+04 0.0000000 0.0000000 EM
2 -0.39695385D+04 21.6385643 0.0054216 EM
3 -0.39581626D+04 11.3758089 0.0028658 EM
4 -0.39479576D+04 10.2050522 0.0025782 EM
5 -0.39382175D+04 9.7401303 0.0024671 EM
6 -0.39292446D+04 8.9728255 0.0022784 EM
7 -0.39214175D+04 7.8270963 0.0019920 EM
8 -0.39150603D+04 6.3572675 0.0016212 EM
9 -0.39102859D+04 4.7743453 0.0012195 EM
10 -0.39068612D+04 3.4247399 0.0008758 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 1
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.44884049D+04 0.0000000 0.0000000 EM
2 -0.43768247D+04 111.5802057 0.0248597 FS
3 -0.43093697D+04 67.4550113 0.0154119 FS
4 -0.42338302D+04 75.5395711 0.0175291 FS
5 -0.40528686D+04 180.9615672 0.0427418 EM
6 -0.40421221D+04 10.7465143 0.0026516 EM
7 -0.40289926D+04 13.1294245 0.0032482 EM
8 -0.40176009D+04 11.3917198 0.0028274 EM
9 -0.40110385D+04 6.5624602 0.0016334 EM
10 -0.40071808D+04 3.8576840 0.0009618 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 2
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.55529193D+04 0.0000000 0.0000000 EM
2 -0.53210871D+04 231.8322240 0.0417496 FS
3 -0.41000476D+04 1221.0394681 0.2294718 EM
4 -0.40299433D+04 70.1043485 0.0170984 EM
5 -0.39956593D+04 34.2839905 0.0085073 EM
6 -0.39705546D+04 25.1047217 0.0062830 EM
7 -0.39493737D+04 21.1809100 0.0053345 EM
8 -0.39320968D+04 17.2768709 0.0043746 EM
9 -0.39198060D+04 12.2907833 0.0031258 EM
10 -0.39120651D+04 7.7409447 0.0019748 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 3
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.52728549D+04 0.0000000 0.0000000 EM
2 -0.51792132D+04 93.6417176 0.0177592 FS
3 -0.50891047D+04 90.1084766 0.0173981 FS
4 -0.49949670D+04 94.1376434 0.0184979 FS
5 -0.49019076D+04 93.0594410 0.0186306 FS
6 -0.48117177D+04 90.1898954 0.0183989 FS
7 -0.47226676D+04 89.0500828 0.0185069 FS
8 -0.46365419D+04 86.1256904 0.0182367 FS
9 -0.45461009D+04 90.4410243 0.0195061 FS
10 -0.44644980D+04 81.6029192 0.0179501 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 4
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.60539165D+04 0.0000000 0.0000000 EM
2 -0.59557773D+04 98.1391947 0.0162109 FS
3 -0.58515878D+04 104.1895177 0.0174939 FS
4 -0.57481895D+04 103.3983453 0.0176701 FS
5 -0.56477738D+04 100.4156425 0.0174691 FS
6 -0.55493910D+04 98.3827966 0.0174197 FS
7 -0.54504635D+04 98.9275746 0.0178267 FS
8 -0.53475141D+04 102.9493581 0.0188882 FS
9 -0.51904805D+04 157.0335928 0.0293657 FS
10 -0.50803578D+04 110.1226655 0.0212163 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 5
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.43972330D+04 0.0000000 0.0000000 EM
2 -0.43315957D+04 65.6373197 0.0149270 FS
3 -0.43061642D+04 25.4314903 0.0058712 FS
4 -0.42259410D+04 80.2231824 0.0186298 FS
5 -0.41597597D+04 66.1813024 0.0156607 FS
6 -0.41215363D+04 38.2234603 0.0091889 FS
7 -0.40135631D+04 107.9732047 0.0261973 EM
8 -0.40015224D+04 12.0407072 0.0030000 EM
9 -0.39927687D+04 8.7536579 0.0021876 EM
10 -0.39848022D+04 7.9664568 0.0019952 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 6
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.62063488D+04 0.0000000 0.0000000 EM
2 -0.61112027D+04 95.1460315 0.0153304 FS
3 -0.60161993D+04 95.0034284 0.0155458 FS
4 -0.59229511D+04 93.2482482 0.0154995 FS
5 -0.58675556D+04 55.3954266 0.0093527 FS
6 -0.57706092D+04 96.9464514 0.0165225 FS
7 -0.56818247D+04 88.7845207 0.0153856 FS
8 -0.56009241D+04 80.9005875 0.0142385 FS
9 -0.55485387D+04 52.3853861 0.0093530 FS
10 -0.54536944D+04 94.8442812 0.0170936 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 7
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.68655709D+04 0.0000000 0.0000000 EM
2 -0.67729194D+04 92.6515402 0.0134951 FS
3 -0.66744736D+04 98.4457741 0.0145352 FS
4 -0.65799007D+04 94.5729064 0.0141693 FS
5 -0.64867630D+04 93.1377143 0.0141549 FS
6 -0.63942753D+04 92.4876814 0.0142579 FS
7 -0.63021079D+04 92.1673961 0.0144140 FS
8 -0.62102785D+04 91.8293848 0.0145712 FS
9 -0.61188172D+04 91.4612878 0.0147274 FS
10 -0.60276485D+04 91.1687714 0.0148997 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 8
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.60091583D+04 0.0000000 0.0000000 EM
2 -0.59163964D+04 92.7618456 0.0154367 FS
3 -0.58235490D+04 92.8474724 0.0156932 FS
4 -0.57320032D+04 91.5457968 0.0157199 FS
5 -0.56407691D+04 91.2341048 0.0159166 FS
6 -0.55497758D+04 90.9932756 0.0161314 FS
7 -0.54590053D+04 90.7705013 0.0163557 FS
8 -0.53686102D+04 90.3951228 0.0165589 FS
9 -0.52787120D+04 89.8982086 0.0167452 FS
10 -0.51894791D+04 89.2328083 0.0169043 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 9
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.65899415D+04 0.0000000 0.0000000 EM
2 -0.64954169D+04 94.5246017 0.0143438 FS
3 -0.64007326D+04 94.6842822 0.0145771 FS
4 -0.63058227D+04 94.9099866 0.0148280 FS
5 -0.62106413D+04 95.1813461 0.0150942 FS
6 -0.61143424D+04 96.2988946 0.0155055 FS
7 -0.60149818D+04 99.3606614 0.0162504 FS
8 -0.59114606D+04 103.5211515 0.0172106 FS
9 -0.58216351D+04 89.8254746 0.0151951 FS
10 -0.57322217D+04 89.4134312 0.0153588 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 10
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.75293935D+04 0.0000000 0.0000000 EM
2 -0.74349571D+04 94.4364564 0.0125424 FS
3 -0.73402921D+04 94.6649373 0.0127324 FS
4 -0.72453304D+04 94.9616868 0.0129370 FS
5 -0.71501566D+04 95.1738374 0.0131359 FS
6 -0.70549318D+04 95.2247654 0.0133179 FS
7 -0.69605243D+04 94.4075781 0.0133818 FS
8 -0.68668656D+04 93.6586974 0.0134557 FS
9 -0.67740397D+04 92.8258904 0.0135179 FS
10 -0.66829048D+04 91.1348615 0.0134535 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 11
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.51437980D+04 0.0000000 0.0000000 EM
2 -0.50559707D+04 87.8272371 0.0170744 FS
3 -0.49699289D+04 86.0418582 0.0170179 FS
4 -0.48865802D+04 83.3486385 0.0167706 FS
5 -0.48029095D+04 83.6707650 0.0171226 FS
6 -0.47182312D+04 84.6782823 0.0176306 FS
7 -0.46387150D+04 79.5161933 0.0168530 FS
8 -0.45626007D+04 76.1143531 0.0164085 FS
9 -0.44891658D+04 73.4348833 0.0160950 FS
10 -0.44140970D+04 75.0687523 0.0167222 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 12
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.54404062D+04 0.0000000 0.0000000 EM
2 -0.53249559D+04 115.4503086 0.0212209 FS
3 -0.52109411D+04 114.0148168 0.0214114 FS
4 -0.51004743D+04 110.4668078 0.0211990 FS
5 -0.50149852D+04 85.4890867 0.0167610 FS
6 -0.49275788D+04 87.4063578 0.0174290 FS
7 -0.48403205D+04 87.2583084 0.0177082 FS
8 -0.47534489D+04 86.8716288 0.0179475 FS
9 -0.46671525D+04 86.2964252 0.0181545 FS
10 -0.45817926D+04 85.3598275 0.0182895 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 13
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.62563425D+04 0.0000000 0.0000000 EM
2 -0.61628305D+04 93.5119820 0.0149467 FS
3 -0.60693337D+04 93.4968093 0.0151711 FS
4 -0.59747192D+04 94.6144510 0.0155889 FS
5 -0.58812689D+04 93.4503455 0.0156410 FS
6 -0.57886311D+04 92.6377910 0.0157513 FS
7 -0.56956107D+04 93.0204282 0.0160695 FS
8 -0.56038777D+04 91.7329552 0.0161059 FS
9 -0.55124247D+04 91.4530356 0.0163196 FS
10 -0.54219642D+04 90.4604432 0.0164103 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 14
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.66571207D+04 0.0000000 0.0000000 EM
2 -0.65634282D+04 93.6924887 0.0140740 FS
3 -0.64891304D+04 74.2978493 0.0113200 FS
4 -0.63961698D+04 92.9605412 0.0143256 FS
5 -0.63033504D+04 92.8194125 0.0145117 FS
6 -0.62111587D+04 92.1917240 0.0146258 FS
7 -0.61195452D+04 91.6134658 0.0147498 FS
8 -0.60284177D+04 91.1274751 0.0148912 FS
9 -0.59377428D+04 90.6749816 0.0150413 FS
10 -0.58475337D+04 90.2090716 0.0151925 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 15
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.58999618D+04 0.0000000 0.0000000 EM
2 -0.58063830D+04 93.5787806 0.0158609 FS
3 -0.57133966D+04 92.9863981 0.0160145 FS
4 -0.56212977D+04 92.0989691 0.0161198 FS
5 -0.55302412D+04 91.0564935 0.0161985 FS
6 -0.54404057D+04 89.8354975 0.0162444 FS
7 -0.53517032D+04 88.7024589 0.0163044 FS
8 -0.52640778D+04 87.6254422 0.0163734 FS
9 -0.51774998D+04 86.5779986 0.0164469 FS
10 -0.50918649D+04 85.6348713 0.0165398 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 16
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.48490301D+04 0.0000000 0.0000000 EM
2 -0.47568991D+04 92.1310329 0.0189999 FS
3 -0.46569346D+04 99.9645248 0.0210146 FS
4 -0.45624480D+04 94.4865335 0.0202894 FS
5 -0.44771364D+04 85.3116351 0.0186987 FS
6 -0.43932022D+04 83.9342556 0.0187473 FS
7 -0.43124922D+04 80.7099219 0.0183715 FS
8 -0.42359144D+04 76.5778063 0.0177572 FS
9 -0.41641153D+04 71.7991202 0.0169501 FS
10 -0.41057759D+04 58.3393784 0.0140100 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 17
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.68666960D+04 0.0000000 0.0000000 EM
2 -0.67527232D+04 113.9727336 0.0165979 FS
3 -0.66400170D+04 112.7062276 0.0166905 FS
4 -0.65472593D+04 92.7577371 0.0139695 FS
5 -0.64547689D+04 92.4903821 0.0141266 FS
6 -0.63592368D+04 95.5320531 0.0148002 FS
7 -0.62693250D+04 89.9118631 0.0141388 FS
8 -0.61809540D+04 88.3709247 0.0140958 FS
9 -0.60871427D+04 93.8113856 0.0151775 FS
10 -0.59957558D+04 91.3868503 0.0150131 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 18
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.67079229D+04 0.0000000 0.0000000 EM
2 -0.66161339D+04 91.7889684 0.0136837 FS
3 -0.65255362D+04 90.5977637 0.0136935 FS
4 -0.64356694D+04 89.8667583 0.0137716 FS
5 -0.63475648D+04 88.1045618 0.0136900 FS
6 -0.62608795D+04 86.6853525 0.0136565 FS
7 -0.61745738D+04 86.3057195 0.0137849 FS
8 -0.60881610D+04 86.4128053 0.0139949 FS
9 -0.60015165D+04 86.6445004 0.0142316 FS
10 -0.59146953D+04 86.8211569 0.0144665 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 19
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.69498734D+04 0.0000000 0.0000000 EM
2 -0.68552693D+04 94.6041734 0.0136124 FS
3 -0.67593639D+04 95.9054051 0.0139900 FS
4 -0.66656971D+04 93.6667244 0.0138573 FS
5 -0.65726029D+04 93.0942170 0.0139662 FS
6 -0.64825083D+04 90.0946492 0.0137076 FS
7 -0.63893604D+04 93.1479131 0.0143691 FS
8 -0.62968582D+04 92.5021992 0.0144775 FS
9 -0.62042640D+04 92.5941536 0.0147048 FS
10 -0.61106081D+04 93.6558750 0.0150954 FS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 20
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.53788434D+04 0.0000000 0.0000000 EM
2 -0.52867063D+04 92.1371865 0.0171296 FS
3 -0.51948242D+04 91.8820823 0.0173798 FS
4 -0.51028111D+04 92.0130453 0.0177124 FS
5 -0.50106698D+04 92.1413667 0.0180570 FS
6 -0.49188716D+04 91.7982031 0.0183205 FS
7 -0.48276473D+04 91.2242396 0.0185458 FS
8 -0.47372693D+04 90.3780564 0.0187209 FS
9 -0.46479239D+04 89.3453618 0.0188601 FS
10 -0.45597299D+04 88.1939553 0.0189749 FS
FINAL STAGE ITERATIONS
TECHNICAL 8 OUTPUT FOR UNPERTURBED STARTING VALUE SET
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.39911770D+04 0.0000000 0.0000000 EM
2 -0.39695385D+04 21.6385643 0.0054216 EM
3 -0.39581626D+04 11.3758089 0.0028658 EM
4 -0.39479576D+04 10.2050522 0.0025782 EM
5 -0.39382175D+04 9.7401303 0.0024671 EM
6 -0.39292446D+04 8.9728255 0.0022784 EM
7 -0.39214175D+04 7.8270963 0.0019920 EM
8 -0.39150603D+04 6.3572675 0.0016212 EM
9 -0.39102859D+04 4.7743453 0.0012195 EM
10 -0.39068612D+04 3.4247399 0.0008758 EM
11 -0.39043745D+04 2.4866874 0.0006365 EM
12 -0.39024747D+04 1.8998156 0.0004866 EM
13 -0.39009466D+04 1.5280643 0.0003916 EM
14 -0.38996759D+04 1.2707083 0.0003257 EM
15 -0.38986008D+04 1.0750765 0.0002757 EM
16 -0.38976834D+04 0.9174051 0.0002353 EM
17 -0.38968964D+04 0.7870088 0.0002019 EM
18 -0.38962181D+04 0.6783574 0.0001741 EM
19 -0.38956302D+04 0.5878520 0.0001509 EM
20 -0.38951175D+04 0.5126674 0.0001316 EM
21 -0.38946672D+04 0.4503805 0.0001156 EM
22 -0.38942683D+04 0.3988613 0.0001024 EM
23 -0.38939121D+04 0.3562535 0.0000915 EM
24 -0.38935911D+04 0.3209591 0.0000824 EM
25 -0.38932995D+04 0.2916249 0.0000749 EM
26 -0.38930324D+04 0.2671196 0.0000686 EM
27 -0.38927858D+04 0.2465082 0.0000633 EM
28 -0.38925568D+04 0.2290235 0.0000588 EM
29 -0.38923428D+04 0.2140405 0.0000550 EM
30 -0.38921417D+04 0.2010521 0.0000517 EM
31 -0.38919521D+04 0.1896488 0.0000487 EM
32 -0.38917726D+04 0.1795016 0.0000461 EM
33 -0.38916022D+04 0.1703478 0.0000438 EM
34 -0.38914402D+04 0.1619795 0.0000416 EM
35 -0.38912860D+04 0.1542343 0.0000396 EM
36 -0.38911390D+04 0.1469874 0.0000378 EM
37 -0.38909989D+04 0.1401451 0.0000360 EM
38 -0.38908652D+04 0.1336391 0.0000343 EM
39 -0.38907378D+04 0.1274215 0.0000327 EM
40 -0.38906164D+04 0.1214606 0.0000312 EM
41 -0.38905006D+04 0.1157371 0.0000297 EM
42 -0.38903904D+04 0.1102402 0.0000283 EM
43 -0.38902854D+04 0.1049654 0.0000270 EM
44 -0.38901855D+04 0.0999069 0.0000257 EM
45 -0.38900904D+04 0.0950803 0.0000244 EM
46 -0.38900000D+04 0.0904680 0.0000233 EM
47 -0.38899139D+04 0.0860851 0.0000221 EM
48 -0.38898320D+04 0.0819178 0.0000211 EM
49 -0.38897540D+04 0.0779744 0.0000200 EM
50 -0.38896797D+04 0.0742402 0.0000191 EM
51 -0.38896090D+04 0.0707174 0.0000182 EM
52 -0.38895416D+04 0.0673903 0.0000173 EM
53 -0.38894774D+04 0.0642569 0.0000165 EM
54 -0.38894161D+04 0.0613011 0.0000158 EM
55 -0.38893576D+04 0.0585156 0.0000150 EM
56 -0.38893017D+04 0.0558933 0.0000144 EM
57 -0.38892483D+04 0.0534164 0.0000137 EM
58 -0.38886148D+04 0.6334975 0.0001629 QN
59 -0.38884652D+04 0.1495632 0.0000385 EM
60 -0.38884040D+04 0.0611529 0.0000157 EM
61 -0.38883642D+04 0.0398420 0.0000102 EM
62 -0.38883351D+04 0.0290866 0.0000075 EM
63 -0.38883121D+04 0.0229712 0.0000059 EM
64 -0.38882930D+04 0.0191376 0.0000049 EM
65 -0.38882765D+04 0.0165274 0.0000043 EM
66 -0.38882619D+04 0.0146222 0.0000038 EM
67 -0.38882487D+04 0.0131523 0.0000034 EM
68 -0.38882367D+04 0.0119673 0.0000031 EM
69 -0.38882258D+04 0.0109813 0.0000028 EM
70 -0.38882156D+04 0.0101410 0.0000026 EM
71 -0.38882062D+04 0.0094056 0.0000024 EM
72 -0.38881975D+04 0.0087518 0.0000023 EM
73 -0.38881893D+04 0.0081634 0.0000021 EM
74 -0.38881137D+04 0.0756304 0.0000195 QN
75 -0.38880970D+04 0.0166706 0.0000043 EM
76 -0.38880905D+04 0.0065207 0.0000017 EM
77 -0.38880866D+04 0.0038881 0.0000010 EM
78 -0.38880839D+04 0.0026602 0.0000007 EM
79 -0.38880819D+04 0.0019975 0.0000005 EM
80 -0.38880803D+04 0.0015970 0.0000004 EM
81 -0.38880790D+04 0.0013318 0.0000003 EM
82 -0.38880779D+04 0.0011432 0.0000003 EM
83 -0.38880768D+04 0.0010012 0.0000003 EM
84 -0.38880760D+04 0.0008897 0.0000002 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 2
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.55529193D+04 0.0000000 0.0000000 EM
2 -0.53210871D+04 231.8322240 0.0417496 FS
3 -0.41000476D+04 1221.0394681 0.2294718 EM
4 -0.40299433D+04 70.1043485 0.0170984 EM
5 -0.39956593D+04 34.2839905 0.0085073 EM
6 -0.39705546D+04 25.1047217 0.0062830 EM
7 -0.39493737D+04 21.1809100 0.0053345 EM
8 -0.39320968D+04 17.2768709 0.0043746 EM
9 -0.39198060D+04 12.2907833 0.0031258 EM
10 -0.39120651D+04 7.7409447 0.0019748 EM
11 -0.39072848D+04 4.7802896 0.0012219 EM
12 -0.39041333D+04 3.1514513 0.0008066 EM
13 -0.39018697D+04 2.2636156 0.0005798 EM
14 -0.39001251D+04 1.7445812 0.0004471 EM
15 -0.38987113D+04 1.4137997 0.0003625 EM
16 -0.38975256D+04 1.1857442 0.0003041 EM
17 -0.38965080D+04 1.0175978 0.0002611 EM
18 -0.38956215D+04 0.8864945 0.0002275 EM
19 -0.38948419D+04 0.7795916 0.0002001 EM
20 -0.38941525D+04 0.6894265 0.0001770 EM
21 -0.38935409D+04 0.6115616 0.0001570 EM
22 -0.38929976D+04 0.5433013 0.0001395 EM
23 -0.38925147D+04 0.4829563 0.0001241 EM
24 -0.38920852D+04 0.4294116 0.0001103 EM
25 -0.38917034D+04 0.3818715 0.0000981 EM
26 -0.38913637D+04 0.3397126 0.0000873 EM
27 -0.38910613D+04 0.3024038 0.0000777 EM
28 -0.38907918D+04 0.2694869 0.0000693 EM
29 -0.38905513D+04 0.2404471 0.0000618 EM
30 -0.38903364D+04 0.2149479 0.0000552 EM
31 -0.38901438D+04 0.1925483 0.0000495 EM
32 -0.38899709D+04 0.1728825 0.0000444 EM
33 -0.38898153D+04 0.1556263 0.0000400 EM
34 -0.38896748D+04 0.1404720 0.0000361 EM
35 -0.38895477D+04 0.1271455 0.0000327 EM
36 -0.38894323D+04 0.1154024 0.0000297 EM
37 -0.38893273D+04 0.1050273 0.0000270 EM
38 -0.38892314D+04 0.0958321 0.0000246 EM
39 -0.38891438D+04 0.0876538 0.0000225 EM
40 -0.38890634D+04 0.0803519 0.0000207 EM
41 -0.38889896D+04 0.0738062 0.0000190 EM
42 -0.38889217D+04 0.0679143 0.0000175 EM
43 -0.38888591D+04 0.0625896 0.0000161 EM
44 -0.38888014D+04 0.0577589 0.0000149 EM
45 -0.38887480D+04 0.0533604 0.0000137 EM
46 -0.38886987D+04 0.0493422 0.0000127 EM
47 -0.38885578D+04 0.1409061 0.0000362 FS
48 -0.38881895D+04 0.3682361 0.0000947 EM
49 -0.38881362D+04 0.0533505 0.0000137 EM
50 -0.38881143D+04 0.0218441 0.0000056 EM
51 -0.38881035D+04 0.0108696 0.0000028 EM
52 -0.38880971D+04 0.0063124 0.0000016 EM
53 -0.38880930D+04 0.0041486 0.0000011 EM
54 -0.38880900D+04 0.0029940 0.0000008 EM
55 -0.38880877D+04 0.0023099 0.0000006 EM
56 -0.38880858D+04 0.0018699 0.0000005 EM
57 -0.38880843D+04 0.0015679 0.0000004 EM
58 -0.38880829D+04 0.0013501 0.0000003 EM
59 -0.38880817D+04 0.0011866 0.0000003 EM
60 -0.38880807D+04 0.0010598 0.0000003 EM
61 -0.38880797D+04 0.0009586 0.0000002 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 5
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.43972330D+04 0.0000000 0.0000000 EM
2 -0.43315957D+04 65.6373197 0.0149270 FS
3 -0.43061642D+04 25.4314903 0.0058712 FS
4 -0.42259410D+04 80.2231824 0.0186298 FS
5 -0.41597597D+04 66.1813024 0.0156607 FS
6 -0.41215363D+04 38.2234603 0.0091889 FS
7 -0.40135631D+04 107.9732047 0.0261973 EM
8 -0.40015224D+04 12.0407072 0.0030000 EM
9 -0.39927687D+04 8.7536579 0.0021876 EM
10 -0.39848022D+04 7.9664568 0.0019952 EM
11 -0.39770581D+04 7.7441147 0.0019434 EM
12 -0.39695582D+04 7.4999322 0.0018858 EM
13 -0.39625211D+04 7.0370576 0.0017728 EM
14 -0.39562112D+04 6.3099412 0.0015924 EM
15 -0.39508128D+04 5.3984397 0.0013645 EM
16 -0.39463630D+04 4.4497912 0.0011263 EM
17 -0.39427697D+04 3.5932737 0.0009105 EM
18 -0.39398741D+04 2.8955756 0.0007344 EM
19 -0.39375092D+04 2.3649146 0.0006003 EM
20 -0.39355332D+04 1.9759732 0.0005018 EM
21 -0.39338411D+04 1.6920973 0.0004300 EM
22 -0.39323640D+04 1.4771341 0.0003755 EM
23 -0.39310635D+04 1.3004608 0.0003307 EM
24 -0.39299228D+04 1.1407464 0.0002902 EM
25 -0.39289341D+04 0.9887273 0.0002516 EM
26 -0.39280886D+04 0.8454314 0.0002152 EM
27 -0.39273725D+04 0.7161105 0.0001823 EM
28 -0.39267677D+04 0.6048179 0.0001540 EM
29 -0.39262551D+04 0.5126039 0.0001305 EM
30 -0.39258169D+04 0.4382208 0.0001116 EM
31 -0.39254375D+04 0.3793393 0.0000966 EM
32 -0.39251042D+04 0.3333804 0.0000849 EM
33 -0.39248063D+04 0.2979129 0.0000759 EM
34 -0.39245355D+04 0.2707941 0.0000690 EM
35 -0.39242853D+04 0.2501901 0.0000638 EM
36 -0.39240507D+04 0.2345495 0.0000598 EM
37 -0.39238282D+04 0.2225605 0.0000567 EM
38 -0.39236150D+04 0.2131124 0.0000543 EM
39 -0.39234098D+04 0.2052547 0.0000523 EM
40 -0.39232116D+04 0.1981765 0.0000505 EM
41 -0.39230204D+04 0.1911934 0.0000487 EM
42 -0.39228367D+04 0.1837482 0.0000468 EM
43 -0.39226613D+04 0.1754211 0.0000447 EM
44 -0.39224953D+04 0.1659439 0.0000423 EM
45 -0.39223401D+04 0.1552129 0.0000396 EM
46 -0.39221968D+04 0.1432919 0.0000365 EM
47 -0.39220664D+04 0.1303990 0.0000332 EM
48 -0.39219495D+04 0.1168753 0.0000298 EM
49 -0.39218464D+04 0.1031379 0.0000263 EM
50 -0.39217568D+04 0.0896224 0.0000229 EM
51 -0.39216800D+04 0.0767375 0.0000196 EM
52 -0.39216152D+04 0.0648045 0.0000165 EM
53 -0.39215612D+04 0.0540573 0.0000138 EM
54 -0.39215166D+04 0.0446115 0.0000114 EM
55 -0.39214801D+04 0.0364954 0.0000093 EM
56 -0.39214504D+04 0.0296561 0.0000076 EM
57 -0.39214264D+04 0.0239891 0.0000061 EM
58 -0.39214071D+04 0.0193597 0.0000049 EM
59 -0.39213914D+04 0.0156217 0.0000040 EM
60 -0.39212394D+04 0.1519937 0.0000388 QN
61 -0.39211898D+04 0.0496169 0.0000127 EM
62 -0.39211592D+04 0.0306656 0.0000078 EM
63 -0.39211326D+04 0.0265979 0.0000068 EM
64 -0.39211083D+04 0.0242168 0.0000062 EM
65 -0.39210860D+04 0.0223690 0.0000057 EM
66 -0.39210652D+04 0.0207698 0.0000053 EM
67 -0.39210459D+04 0.0193024 0.0000049 EM
68 -0.39210280D+04 0.0179068 0.0000046 EM
69 -0.39210114D+04 0.0165504 0.0000042 EM
70 -0.39209962D+04 0.0152212 0.0000039 EM
71 -0.39209823D+04 0.0139184 0.0000035 EM
72 -0.39209697D+04 0.0126490 0.0000032 EM
73 -0.39208553D+04 0.1143359 0.0000292 QN
74 -0.39208247D+04 0.0306327 0.0000078 EM
75 -0.39208104D+04 0.0142843 0.0000036 EM
76 -0.39208009D+04 0.0094904 0.0000024 EM
77 -0.39207937D+04 0.0072584 0.0000019 EM
78 -0.39207878D+04 0.0058725 0.0000015 EM
79 -0.39207829D+04 0.0048606 0.0000012 EM
80 -0.39207789D+04 0.0040688 0.0000010 EM
81 -0.39207754D+04 0.0034312 0.0000009 EM
82 -0.39207725D+04 0.0029114 0.0000007 EM
83 -0.39207700D+04 0.0024849 0.0000006 EM
84 -0.39207679D+04 0.0021337 0.0000005 EM
85 -0.39207660D+04 0.0018438 0.0000005 EM
86 -0.39207644D+04 0.0016039 0.0000004 EM
87 -0.39207630D+04 0.0014051 0.0000004 EM
88 -0.39207327D+04 0.0303488 0.0000077 QN
89 -0.39207228D+04 0.0098705 0.0000025 EM
90 -0.39207196D+04 0.0031914 0.0000008 EM
91 -0.39207181D+04 0.0015332 0.0000004 EM
92 -0.39207171D+04 0.0009554 0.0000002 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 1
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.44884049D+04 0.0000000 0.0000000 EM
2 -0.43768247D+04 111.5802057 0.0248597 FS
3 -0.43093697D+04 67.4550113 0.0154119 FS
4 -0.42338302D+04 75.5395711 0.0175291 FS
5 -0.40528686D+04 180.9615672 0.0427418 EM
6 -0.40421221D+04 10.7465143 0.0026516 EM
7 -0.40289926D+04 13.1294245 0.0032482 EM
8 -0.40176009D+04 11.3917198 0.0028274 EM
9 -0.40110385D+04 6.5624602 0.0016334 EM
10 -0.40071808D+04 3.8576840 0.0009618 EM
11 -0.40041707D+04 3.0100662 0.0007512 EM
12 -0.40015240D+04 2.6467467 0.0006610 EM
13 -0.39991842D+04 2.3397583 0.0005847 EM
14 -0.39971038D+04 2.0804272 0.0005202 EM
15 -0.39951456D+04 1.9581566 0.0004899 EM
16 -0.39931119D+04 2.0336992 0.0005090 EM
17 -0.39908833D+04 2.2286388 0.0005581 EM
18 -0.39886010D+04 2.2823345 0.0005719 EM
19 -0.39863329D+04 2.2680409 0.0005686 EM
20 -0.39839507D+04 2.3822606 0.0005976 EM
21 -0.39813762D+04 2.5744421 0.0006462 EM
22 -0.39785948D+04 2.7814468 0.0006986 EM
23 -0.39756219D+04 2.9728853 0.0007472 EM
24 -0.39724824D+04 3.1394546 0.0007897 EM
25 -0.39691944D+04 3.2880573 0.0008277 EM
26 -0.39657681D+04 3.4262404 0.0008632 EM
27 -0.39622212D+04 3.5469734 0.0008944 EM
28 -0.39585888D+04 3.6323633 0.0009167 EM
29 -0.39549235D+04 3.6653304 0.0009259 EM
30 -0.39512883D+04 3.6351431 0.0009191 EM
31 -0.39477504D+04 3.5379341 0.0008954 EM
32 -0.39443743D+04 3.3761116 0.0008552 EM
33 -0.39412162D+04 3.1581150 0.0008007 EM
34 -0.39383183D+04 2.8978651 0.0007353 EM
35 -0.39357056D+04 2.6126745 0.0006634 EM
36 -0.39333857D+04 2.3198987 0.0005894 EM
37 -0.39313517D+04 2.0339774 0.0005171 EM
38 -0.39295867D+04 1.7650556 0.0004490 EM
39 -0.39280676D+04 1.5191075 0.0003866 EM
40 -0.39267688D+04 1.2988179 0.0003307 EM
41 -0.39256642D+04 1.1045896 0.0002813 EM
42 -0.39247288D+04 0.9353846 0.0002383 EM
43 -0.39239394D+04 0.7893407 0.0002011 EM
44 -0.39232753D+04 0.6641942 0.0001693 EM
45 -0.39227177D+04 0.5575599 0.0001421 EM
46 -0.39222506D+04 0.4671045 0.0001191 EM
47 -0.39218599D+04 0.3906467 0.0000996 EM
48 -0.39215337D+04 0.3262085 0.0000832 EM
49 -0.39212617D+04 0.2720310 0.0000694 EM
50 -0.39210351D+04 0.2265747 0.0000578 EM
51 -0.39208466D+04 0.1885051 0.0000481 EM
52 -0.39206899D+04 0.1566726 0.0000400 EM
53 -0.39205599D+04 0.1300944 0.0000332 EM
54 -0.39204519D+04 0.1079330 0.0000275 EM
55 -0.39203624D+04 0.0894775 0.0000228 EM
56 -0.39202883D+04 0.0741258 0.0000189 EM
57 -0.39202269D+04 0.0613698 0.0000157 EM
58 -0.39201762D+04 0.0507811 0.0000130 EM
59 -0.39201429D+04 0.0332406 0.0000085 QN
60 -0.39200917D+04 0.0512158 0.0000131 EM
61 -0.39200555D+04 0.0362095 0.0000092 EM
62 -0.39200268D+04 0.0287359 0.0000073 EM
63 -0.39200034D+04 0.0233676 0.0000060 EM
64 -0.39199842D+04 0.0191587 0.0000049 EM
65 -0.39199685D+04 0.0157566 0.0000040 EM
66 -0.39199555D+04 0.0129768 0.0000033 EM
67 -0.39199448D+04 0.0106958 0.0000027 EM
68 -0.39199360D+04 0.0088213 0.0000023 EM
69 -0.39199287D+04 0.0072799 0.0000019 EM
70 -0.39199227D+04 0.0060121 0.0000015 EM
71 -0.39199177D+04 0.0049694 0.0000013 EM
72 -0.39199136D+04 0.0041117 0.0000010 EM
73 -0.39199102D+04 0.0034063 0.0000009 EM
74 -0.39199074D+04 0.0028261 0.0000007 EM
75 -0.39199050D+04 0.0023490 0.0000006 EM
76 -0.39199031D+04 0.0019567 0.0000005 EM
77 -0.39199014D+04 0.0016341 0.0000004 EM
78 -0.39199001D+04 0.0013689 0.0000003 EM
79 -0.39198989D+04 0.0011508 0.0000003 EM
80 -0.39198980D+04 0.0009716 0.0000002 EM
Beginning Time: 22:58:13
Ending Time: 22:58:23
Elapsed Time: 00:00:10
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