Mplus VERSION 8.8
MUTHEN & MUTHEN
04/19/2022 11:13 PM
INPUT INSTRUCTIONS
TITLE: this is an example of SEM mixture modeling
DATA: FILE IS ex7.20.dat;
VARIABLE: NAMES ARE y1-y6 c;
USEVARIABLES ARE y1-y6;
CLASSES = c (2);
ANALYSIS: TYPE = MIXTURE;
MODEL:
%OVERALL%
f1 BY y1-y3;
f2 BY y4-y6;
f2 ON f1;
%c#1%
[f1*1 f2];
f2 ON f1;
OUTPUT: TECH1 TECH8;
INPUT READING TERMINATED NORMALLY
this is an example of SEM mixture modeling
SUMMARY OF ANALYSIS
Number of groups 1
Number of observations 1000
Number of dependent variables 6
Number of independent variables 0
Number of continuous latent variables 2
Number of categorical latent variables 1
Observed dependent variables
Continuous
Y1 Y2 Y3 Y4 Y5 Y6
Continuous latent variables
F1 F2
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-06
Relative loglikelihood change 0.100D-06
Derivative 0.100D-05
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-05
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-05
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
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
Input data file(s)
ex7.20.dat
Input data format FREE
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
Y1 0.447 -0.042 -3.505 0.10% -0.660 0.130 0.497
1000.000 1.552 -0.237 4.258 0.10% 0.782 1.515
Y2 0.312 0.089 -2.249 0.10% -0.479 0.039 0.278
1000.000 0.931 -0.088 4.050 0.10% 0.531 1.151
Y3 0.324 -0.048 -2.900 0.10% -0.512 0.076 0.322
1000.000 0.969 -0.173 3.421 0.10% 0.601 1.163
Y4 -1.302 -0.057 -5.814 0.10% -2.816 -1.690 -1.274
1000.000 2.785 -0.574 3.716 0.10% -0.840 0.236
Y5 -1.080 -0.067 -5.534 0.10% -2.332 -1.476 -1.087
1000.000 2.147 -0.416 3.256 0.10% -0.693 0.268
Y6 -1.111 -0.080 -4.916 0.10% -2.378 -1.484 -1.099
1000.000 2.140 -0.478 2.993 0.10% -0.704 0.188
RANDOM STARTS RESULTS RANKED FROM THE BEST TO THE WORST LOGLIKELIHOOD VALUES
5 perturbed starting value run(s) did not converge in the initial stage
optimizations.
Final stage loglikelihood values at local maxima, seeds, and initial stage start numbers:
-7076.192 127215 9
-7076.192 unperturbed 0
-7076.192 415931 10
-7076.192 107446 12
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 23
Loglikelihood
H0 Value -7076.192
H0 Scaling Correction Factor 0.9874
for MLR
Information Criteria
Akaike (AIC) 14198.384
Bayesian (BIC) 14311.263
Sample-Size Adjusted BIC 14238.213
(n* = (n + 2) / 24)
FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASSES
BASED ON THE ESTIMATED MODEL
Latent
Classes
1 483.44270 0.48344
2 516.55730 0.51656
FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASSES
BASED ON ESTIMATED POSTERIOR PROBABILITIES
Latent
Classes
1 483.44270 0.48344
2 516.55730 0.51656
FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASSES
BASED ON THEIR MOST LIKELY LATENT CLASS MEMBERSHIP
Class Counts and Proportions
Latent
Classes
1 507 0.50700
2 493 0.49300
CLASSIFICATION QUALITY
Entropy 0.587
Average Latent Class Probabilities for Most Likely Latent Class Membership (Row)
by Latent Class (Column)
1 2
1 0.856 0.144
2 0.101 0.899
Classification Probabilities for the Most Likely Latent Class Membership (Column)
by Latent Class (Row)
1 2
1 0.897 0.103
2 0.142 0.858
Logits for the Classification Probabilities for the Most Likely Latent Class Membership (Column)
by Latent Class (Row)
1 2
1 2.167 0.000
2 -1.801 0.000
MODEL RESULTS
Two-Tailed
Estimate S.E. Est./S.E. P-Value
Latent Class 1
F1 BY
Y1 1.000 0.000 999.000 999.000
Y2 0.719 0.020 36.374 0.000
Y3 0.729 0.021 35.319 0.000
F2 BY
Y4 1.000 0.000 999.000 999.000
Y5 0.866 0.014 60.526 0.000
Y6 0.865 0.013 67.109 0.000
F2 ON
F1 0.394 0.054 7.233 0.000
Means
F1 -0.944 0.116 -8.105 0.000
Intercepts
Y1 0.903 0.082 11.059 0.000
Y2 0.640 0.060 10.746 0.000
Y3 0.657 0.062 10.670 0.000
Y4 -2.434 0.094 -25.798 0.000
Y5 -2.060 0.082 -25.068 0.000
Y6 -2.091 0.082 -25.646 0.000
F2 2.714 0.122 22.243 0.000
Variances
F1 1.092 0.071 15.398 0.000
Residual Variances
Y1 0.238 0.023 10.468 0.000
Y2 0.251 0.016 16.195 0.000
Y3 0.271 0.018 15.255 0.000
Y4 0.243 0.019 13.059 0.000
Y5 0.242 0.016 15.248 0.000
Y6 0.236 0.015 15.268 0.000
F2 0.959 0.065 14.789 0.000
Latent Class 2
F1 BY
Y1 1.000 0.000 999.000 999.000
Y2 0.719 0.020 36.374 0.000
Y3 0.729 0.021 35.319 0.000
F2 BY
Y4 1.000 0.000 999.000 999.000
Y5 0.866 0.014 60.526 0.000
Y6 0.865 0.013 67.109 0.000
F2 ON
F1 -0.484 0.067 -7.206 0.000
Means
F1 0.000 0.000 999.000 999.000
Intercepts
Y1 0.903 0.082 11.059 0.000
Y2 0.640 0.060 10.746 0.000
Y3 0.657 0.062 10.670 0.000
Y4 -2.434 0.094 -25.798 0.000
Y5 -2.060 0.082 -25.068 0.000
Y6 -2.091 0.082 -25.646 0.000
F2 0.000 0.000 999.000 999.000
Variances
F1 1.092 0.071 15.398 0.000
Residual Variances
Y1 0.238 0.023 10.468 0.000
Y2 0.251 0.016 16.195 0.000
Y3 0.271 0.018 15.255 0.000
Y4 0.243 0.019 13.059 0.000
Y5 0.242 0.016 15.248 0.000
Y6 0.236 0.015 15.268 0.000
F2 0.959 0.065 14.789 0.000
Categorical Latent Variables
Means
C#1 -0.066 0.124 -0.536 0.592
QUALITY OF NUMERICAL RESULTS
Condition Number for the Information Matrix 0.980E-03
(ratio of smallest to largest eigenvalue)
TECHNICAL 1 OUTPUT
PARAMETER SPECIFICATION FOR LATENT CLASS 1
NU
Y1 Y2 Y3 Y4 Y5
________ ________ ________ ________ ________
1 2 3 4 5
NU
Y6
________
6
LAMBDA
F1 F2
________ ________
Y1 0 0
Y2 7 0
Y3 8 0
Y4 0 0
Y5 0 9
Y6 0 10
THETA
Y1 Y2 Y3 Y4 Y5
________ ________ ________ ________ ________
Y1 11
Y2 0 12
Y3 0 0 13
Y4 0 0 0 14
Y5 0 0 0 0 15
Y6 0 0 0 0 0
THETA
Y6
________
Y6 16
ALPHA
F1 F2
________ ________
17 18
BETA
F1 F2
________ ________
F1 0 0
F2 19 0
PSI
F1 F2
________ ________
F1 20
F2 0 21
PARAMETER SPECIFICATION FOR LATENT CLASS 2
NU
Y1 Y2 Y3 Y4 Y5
________ ________ ________ ________ ________
1 2 3 4 5
NU
Y6
________
6
LAMBDA
F1 F2
________ ________
Y1 0 0
Y2 7 0
Y3 8 0
Y4 0 0
Y5 0 9
Y6 0 10
THETA
Y1 Y2 Y3 Y4 Y5
________ ________ ________ ________ ________
Y1 11
Y2 0 12
Y3 0 0 13
Y4 0 0 0 14
Y5 0 0 0 0 15
Y6 0 0 0 0 0
THETA
Y6
________
Y6 16
ALPHA
F1 F2
________ ________
0 0
BETA
F1 F2
________ ________
F1 0 0
F2 22 0
PSI
F1 F2
________ ________
F1 20
F2 0 21
PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART
ALPHA(C)
C#1 C#2
________ ________
23 0
STARTING VALUES FOR LATENT CLASS 1
NU
Y1 Y2 Y3 Y4 Y5
________ ________ ________ ________ ________
0.447 0.312 0.324 -1.302 -1.080
NU
Y6
________
-1.111
LAMBDA
F1 F2
________ ________
Y1 1.000 0.000
Y2 1.000 0.000
Y3 1.000 0.000
Y4 0.000 1.000
Y5 0.000 1.000
Y6 0.000 1.000
THETA
Y1 Y2 Y3 Y4 Y5
________ ________ ________ ________ ________
Y1 0.776
Y2 0.000 0.466
Y3 0.000 0.000 0.485
Y4 0.000 0.000 0.000 1.393
Y5 0.000 0.000 0.000 0.000 1.074
Y6 0.000 0.000 0.000 0.000 0.000
THETA
Y6
________
Y6 1.070
ALPHA
F1 F2
________ ________
1.000 0.000
BETA
F1 F2
________ ________
F1 0.000 0.000
F2 0.000 0.000
PSI
F1 F2
________ ________
F1 0.050
F2 0.000 0.050
STARTING VALUES FOR LATENT CLASS 2
NU
Y1 Y2 Y3 Y4 Y5
________ ________ ________ ________ ________
0.447 0.312 0.324 -1.302 -1.080
NU
Y6
________
-1.111
LAMBDA
F1 F2
________ ________
Y1 1.000 0.000
Y2 1.000 0.000
Y3 1.000 0.000
Y4 0.000 1.000
Y5 0.000 1.000
Y6 0.000 1.000
THETA
Y1 Y2 Y3 Y4 Y5
________ ________ ________ ________ ________
Y1 0.776
Y2 0.000 0.466
Y3 0.000 0.000 0.485
Y4 0.000 0.000 0.000 1.393
Y5 0.000 0.000 0.000 0.000 1.074
Y6 0.000 0.000 0.000 0.000 0.000
THETA
Y6
________
Y6 1.070
ALPHA
F1 F2
________ ________
0.000 0.000
BETA
F1 F2
________ ________
F1 0.000 0.000
F2 0.000 0.000
PSI
F1 F2
________ ________
F1 0.050
F2 0.000 0.050
STARTING VALUES FOR LATENT CLASS REGRESSION MODEL PART
ALPHA(C)
C#1 C#2
________ ________
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 -0.99744015D+04 0.0000000 0.0000000 EM
2 -0.71612203D+04 2813.1812670 0.2820401 EM
3 -0.71515976D+04 9.6226588 0.0013437 EM
4 -0.71471908D+04 4.4068012 0.0006162 EM
5 -0.71439356D+04 3.2551549 0.0004554 EM
6 -0.71407785D+04 3.1571092 0.0004419 EM
7 -0.71372006D+04 3.5779043 0.0005011 EM
8 -0.71328833D+04 4.3172847 0.0006049 EM
9 -0.71277184D+04 5.1649890 0.0007241 EM
10 -0.71218789D+04 5.8394850 0.0008193 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 1
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.15308469D+05 0.0000000 0.0000000 EM
2 -0.13396493D+05 1911.9766154 0.1248967 EM
3 -0.77909710D+04 5605.5216304 0.4184320 EM
4 -0.77804716D+04 10.4993918 0.0013476 EM
5 -0.77789451D+04 1.5264757 0.0001962 EM
6 -0.77786006D+04 0.3445462 0.0000443 EM
7 -0.77784990D+04 0.1015298 0.0000131 EM
8 -0.77784714D+04 0.0276105 0.0000035 EM
9 -0.77784513D+04 0.0201156 0.0000026 EM
10 -0.77784410D+04 0.0103287 0.0000013 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 2
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.37837109D+05 0.0000000 0.0000000 EM
2 -0.81385602D+04 ************ 0.7849053 EM
3 -0.81201205D+04 18.4397182 0.0022657 EM
4 -0.81131527D+04 6.9677942 0.0008581 EM
5 -0.81089847D+04 4.1679818 0.0005137 EM
6 -0.81059041D+04 3.0806360 0.0003799 EM
7 -0.81032087D+04 2.6953518 0.0003325 EM
8 -0.81006050D+04 2.6036868 0.0003213 EM
9 -0.80980028D+04 2.6022845 0.0003212 EM
10 -0.80953574D+04 2.6453998 0.0003267 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 3
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.38141652D+05 0.0000000 0.0000000 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 4
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.25195211D+05 0.0000000 0.0000000 EM
2 -0.77947247D+04 ************ 0.6906267 EM
3 -0.77838071D+04 10.9175943 0.0014006 EM
4 -0.77836137D+04 0.1933435 0.0000248 EM
5 -0.77834590D+04 0.1547564 0.0000199 EM
6 -0.77832947D+04 0.1642278 0.0000211 EM
7 -0.77831974D+04 0.0973414 0.0000125 EM
8 -0.77831818D+04 0.0156179 0.0000020 EM
9 -0.77831517D+04 0.0300525 0.0000039 EM
10 -0.77830988D+04 0.0529015 0.0000068 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 5
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.24733062D+05 0.0000000 0.0000000 EM
2 -0.71511529D+04 ************ 0.7108667 EM
3 -0.71511529D+04 0.0000002 0.0000000 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 6
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.36001863D+05 0.0000000 0.0000000 EM
2 -0.77816444D+04 ************ 0.7838544 EM
3 -0.19174358D+05 ************ -1.4640496 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 7
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.30878247D+05 0.0000000 0.0000000 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 8
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.13567162D+05 0.0000000 0.0000000 EM
2 -0.71511529D+04 6416.0092834 0.4729072 EM
3 -0.71511529D+04 0.0000000 0.0000000 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 9
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.24381736D+05 0.0000000 0.0000000 EM
2 -0.71510809D+04 ************ 0.7067034 EM
3 -0.71508705D+04 0.2103999 0.0000294 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 10
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.13279194D+05 0.0000000 0.0000000 EM
2 -0.71375466D+04 6141.6472742 0.4625015 EM
3 -0.71354644D+04 2.0821307 0.0002917 EM
4 -0.71337836D+04 1.6808071 0.0002356 EM
5 -0.71320650D+04 1.7186758 0.0002409 EM
6 -0.71302626D+04 1.8023843 0.0002527 EM
7 -0.71283582D+04 1.9043706 0.0002671 EM
8 -0.71263384D+04 2.0198552 0.0002834 EM
9 -0.71241916D+04 2.1467200 0.0003012 EM
10 -0.71219090D+04 2.2826402 0.0003204 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 11
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.31927793D+05 0.0000000 0.0000000 EM
2 -0.71511529D+04 ************ 0.7760211 EM
3 -0.71511529D+04 0.0000000 0.0000000 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 12
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.15202174D+05 0.0000000 0.0000000 EM
2 -0.70931470D+04 8109.0265828 0.5334123 EM
3 -0.70848017D+04 8.3452944 0.0011765 EM
4 -0.70821558D+04 2.6458972 0.0003735 EM
5 -0.70806578D+04 1.4980080 0.0002115 EM
6 -0.70796233D+04 1.0345342 0.0001461 EM
7 -0.70788511D+04 0.7722164 0.0001091 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 13
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.27548300D+05 0.0000000 0.0000000 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 14
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.37072935D+05 0.0000000 0.0000000 EM
2 -0.71513162D+04 ************ 0.8071014 EM
3 -0.71511533D+04 0.1629350 0.0000228 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 15
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.15374143D+05 0.0000000 0.0000000 EM
2 -0.71511529D+04 8222.9896316 0.5348584 EM
3 -0.71511529D+04 0.0000000 0.0000000 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 16
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.31511978D+05 0.0000000 0.0000000 EM
2 -0.71511529D+04 ************ 0.7730656 EM
3 -0.71511529D+04 0.0000000 0.0000000 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 17
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.33440641D+05 0.0000000 0.0000000 EM
2 -0.87874518D+04 ************ 0.7372224 EM
3 -0.87665935D+04 20.8582814 0.0023736 EM
4 -0.87615014D+04 5.0921693 0.0005809 EM
5 -0.87589740D+04 2.5273225 0.0002885 EM
6 -0.87572382D+04 1.7358127 0.0001982 EM
7 -0.87559332D+04 1.3049983 0.0001490 EM
8 -0.87549452D+04 0.9880331 0.0001128 EM
9 -0.87541078D+04 0.8373801 0.0000956 EM
10 -0.87533900D+04 0.7178578 0.0000820 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 18
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.26393367D+05 0.0000000 0.0000000 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 19
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.25710577D+05 0.0000000 0.0000000 EM
2 -0.86939856D+04 ************ 0.6618518 EM
3 -0.86690059D+04 24.9796861 0.0028732 EM
4 -0.86650056D+04 4.0003110 0.0004614 EM
5 -0.86633956D+04 1.6100661 0.0001858 EM
6 -0.86621730D+04 1.2225769 0.0001411 EM
7 -0.86614026D+04 0.7704089 0.0000889 EM
8 -0.86608081D+04 0.5944250 0.0000686 EM
9 -0.86605344D+04 0.2737889 0.0000316 EM
10 -0.86601667D+04 0.3676493 0.0000425 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 20
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.31816683D+05 0.0000000 0.0000000 EM
2 -0.77106656D+04 ************ 0.7576534 EM
3 -0.76916187D+04 19.0469612 0.0024702 EM
4 -0.76875776D+04 4.0410225 0.0005254 EM
5 -0.76854290D+04 2.1486132 0.0002795 EM
6 -0.76841070D+04 1.3219781 0.0001720 EM
7 -0.76832285D+04 0.8785276 0.0001143 EM
8 -0.76825437D+04 0.6848268 0.0000891 EM
9 -0.76819625D+04 0.5812015 0.0000757 EM
10 -0.76816305D+04 0.3319354 0.0000432 EM
FINAL STAGE ITERATIONS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 12
7 -0.70788511D+04 0.7722164 0.0001091 EM
8 -0.70782583D+04 0.5927380 0.0000837 EM
9 -0.70777993D+04 0.4590166 0.0000648 EM
10 -0.70774431D+04 0.3562212 0.0000503 EM
11 -0.70771666D+04 0.2765033 0.0000391 EM
12 -0.70769519D+04 0.2146303 0.0000303 EM
13 -0.70767853D+04 0.1666673 0.0000236 EM
14 -0.70766557D+04 0.1295297 0.0000183 EM
15 -0.70765550D+04 0.1007783 0.0000142 EM
16 -0.70764765D+04 0.0785148 0.0000111 EM
17 -0.70764152D+04 0.0612561 0.0000087 EM
18 -0.70763673D+04 0.0478618 0.0000068 EM
19 -0.70763299D+04 0.0374481 0.0000053 EM
20 -0.70763005D+04 0.0293400 0.0000041 EM
21 -0.70762775D+04 0.0230163 0.0000033 EM
22 -0.70762595D+04 0.0180765 0.0000026 EM
23 -0.70762452D+04 0.0142119 0.0000020 EM
24 -0.70762341D+04 0.0111842 0.0000016 EM
25 -0.70762253D+04 0.0088093 0.0000012 EM
26 -0.70762183D+04 0.0069441 0.0000010 EM
27 -0.70762128D+04 0.0054777 0.0000008 EM
28 -0.70762085D+04 0.0043236 0.0000006 EM
29 -0.70762051D+04 0.0034147 0.0000005 EM
30 -0.70762024D+04 0.0026981 0.0000004 EM
31 -0.70762003D+04 0.0021329 0.0000003 EM
32 -0.70761986D+04 0.0016868 0.0000002 EM
33 -0.70761972D+04 0.0013345 0.0000002 EM
34 -0.70761962D+04 0.0010563 0.0000001 EM
35 -0.70761953D+04 0.0008361 0.0000001 EM
36 -0.70761924D+04 0.0029803 0.0000004 FS
37 -0.70761922D+04 0.0001775 0.0000000 FS
38 -0.70761922D+04 0.0000255 0.0000000 FS
39 -0.70761922D+04 0.0000044 0.0000000 FS
40 -0.70761922D+04 0.0000008 0.0000000 FS
41 -0.70761922D+04 0.0000001 0.0000000 FS
42 -0.70761922D+04 0.0000000 0.0000000 FS
43 -0.70761922D+04 0.0000000 0.0000000 EM
TECHNICAL 8 OUTPUT FOR UNPERTURBED STARTING VALUE SET
10 -0.71218789D+04 5.8394850 0.0008193 EM
11 -0.71157450D+04 6.1338535 0.0008613 EM
12 -0.71096686D+04 6.0764308 0.0008539 EM
13 -0.71038491D+04 5.8195092 0.0008185 EM
14 -0.70984134D+04 5.4356930 0.0007652 EM
15 -0.70935088D+04 4.9045997 0.0006909 EM
16 -0.70892963D+04 4.2124359 0.0005938 EM
17 -0.70858822D+04 3.4141188 0.0004816 EM
18 -0.70832654D+04 2.6168388 0.0003693 EM
19 -0.70813448D+04 1.9206181 0.0002711 EM
20 -0.70799699D+04 1.3748384 0.0001941 EM
21 -0.70789923D+04 0.9776489 0.0001381 EM
22 -0.70782923D+04 0.7000142 0.0000989 EM
23 -0.70777840D+04 0.5082486 0.0000718 EM
24 -0.70774092D+04 0.3747864 0.0000530 EM
25 -0.70771290D+04 0.2802824 0.0000396 EM
26 -0.70769169D+04 0.2120191 0.0000300 EM
27 -0.70767551D+04 0.1618100 0.0000229 EM
28 -0.70766308D+04 0.1243278 0.0000176 EM
29 -0.70765348D+04 0.0960225 0.0000136 EM
30 -0.70764603D+04 0.0744590 0.0000105 EM
31 -0.70764024D+04 0.0579215 0.0000082 EM
32 -0.70763572D+04 0.0451739 0.0000064 EM
33 -0.70763219D+04 0.0353074 0.0000050 EM
34 -0.70762943D+04 0.0276460 0.0000039 EM
35 -0.70762726D+04 0.0216804 0.0000031 EM
36 -0.70761970D+04 0.0755875 0.0000107 FS
37 -0.70761929D+04 0.0041368 0.0000006 FS
38 -0.70761923D+04 0.0005850 0.0000001 FS
39 -0.70761922D+04 0.0000976 0.0000000 FS
40 -0.70761922D+04 0.0000175 0.0000000 FS
41 -0.70761922D+04 0.0000032 0.0000000 FS
42 -0.70761922D+04 0.0000006 0.0000000 FS
43 -0.70761922D+04 0.0000001 0.0000000 FS
44 -0.70761922D+04 0.0000000 0.0000000 FS
45 -0.70761922D+04 0.0000000 0.0000000 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 10
10 -0.71219090D+04 2.2826402 0.0003204 EM
11 -0.71194850D+04 2.4239782 0.0003404 EM
12 -0.71169198D+04 2.5651963 0.0003603 EM
13 -0.71142215D+04 2.6982881 0.0003791 EM
14 -0.71114087D+04 2.8127941 0.0003954 EM
15 -0.71085122D+04 2.8964960 0.0004073 EM
16 -0.71055751D+04 2.9371238 0.0004132 EM
17 -0.71026503D+04 2.9248361 0.0004116 EM
18 -0.70997954D+04 2.8548297 0.0004019 EM
19 -0.70970662D+04 2.7292281 0.0003844 EM
20 -0.70945092D+04 2.5569820 0.0003603 EM
21 -0.70921573D+04 2.3519529 0.0003315 EM
22 -0.70900276D+04 2.1297137 0.0003003 EM
23 -0.70881231D+04 1.9044250 0.0002686 EM
24 -0.70864363D+04 1.6868363 0.0002380 EM
25 -0.70849526D+04 1.4836968 0.0002094 EM
26 -0.70836544D+04 1.2982284 0.0001832 EM
27 -0.70825232D+04 1.1311580 0.0001597 EM
28 -0.70815415D+04 0.9817650 0.0001386 EM
29 -0.70806928D+04 0.8486859 0.0001198 EM
30 -0.70799624D+04 0.7304244 0.0001032 EM
31 -0.70793368D+04 0.6255985 0.0000884 EM
32 -0.70788037D+04 0.5330128 0.0000753 EM
33 -0.70783521D+04 0.4516394 0.0000638 EM
34 -0.70779715D+04 0.3805596 0.0000538 EM
35 -0.70766200D+04 1.3515860 0.0001910 FS
36 -0.70762217D+04 0.3982784 0.0000563 FS
37 -0.70761965D+04 0.0251543 0.0000036 FS
38 -0.70761929D+04 0.0036314 0.0000005 FS
39 -0.70761923D+04 0.0005990 0.0000001 FS
40 -0.70761922D+04 0.0001113 0.0000000 FS
41 -0.70761922D+04 0.0000204 0.0000000 FS
42 -0.70761922D+04 0.0000038 0.0000000 FS
43 -0.70761922D+04 0.0000007 0.0000000 FS
44 -0.70761922D+04 0.0000001 0.0000000 FS
45 -0.70761922D+04 0.0000000 0.0000000 FS
46 -0.70761922D+04 0.0000000 0.0000000 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 9
3 -0.71508705D+04 0.2103999 0.0000294 EM
4 -0.71506026D+04 0.2678357 0.0000375 EM
5 -0.71501657D+04 0.4368765 0.0000611 EM
6 -0.71494538D+04 0.7119346 0.0000996 EM
7 -0.71483972D+04 1.0565931 0.0001478 EM
8 -0.71470478D+04 1.3494207 0.0001888 EM
9 -0.71455317D+04 1.5160990 0.0002121 EM
10 -0.71439221D+04 1.6095720 0.0002253 EM
11 -0.71422571D+04 1.6649843 0.0002331 EM
12 -0.71405791D+04 1.6780658 0.0002349 EM
13 -0.71389172D+04 1.6618289 0.0002327 EM
14 -0.71372689D+04 1.6483623 0.0002309 EM
15 -0.71356100D+04 1.6588404 0.0002324 EM
16 -0.71339131D+04 1.6969743 0.0002378 EM
17 -0.71321541D+04 1.7589822 0.0002466 EM
18 -0.71303136D+04 1.8404986 0.0002581 EM
19 -0.71283752D+04 1.9383805 0.0002719 EM
20 -0.71263248D+04 2.0504492 0.0002876 EM
21 -0.71241501D+04 2.1746627 0.0003052 EM
22 -0.71218417D+04 2.3084118 0.0003240 EM
23 -0.71193939D+04 2.4477462 0.0003437 EM
24 -0.71168072D+04 2.5867222 0.0003633 EM
25 -0.71140901D+04 2.7170907 0.0003818 EM
26 -0.71112620D+04 2.8281366 0.0003975 EM
27 -0.71083544D+04 2.9076206 0.0004089 EM
28 -0.71054110D+04 2.9434008 0.0004141 EM
29 -0.71024850D+04 2.9259690 0.0004118 EM
30 -0.70996340D+04 2.8510392 0.0004014 EM
31 -0.70969127D+04 2.7212574 0.0003833 EM
32 -0.70943668D+04 2.5459394 0.0003587 EM
33 -0.70920277D+04 2.3391043 0.0003297 EM
34 -0.70899114D+04 2.1162218 0.0002984 EM
35 -0.70880202D+04 1.8911965 0.0002667 EM
36 -0.70863458D+04 1.6744493 0.0002362 EM
37 -0.70848734D+04 1.4724286 0.0002078 EM
38 -0.70835852D+04 1.2881469 0.0001818 EM
39 -0.70824630D+04 1.1222018 0.0001584 EM
40 -0.70814892D+04 0.9738225 0.0001375 EM
41 -0.70806476D+04 0.8416348 0.0001188 EM
42 -0.70799234D+04 0.7241581 0.0001023 EM
43 -0.70793034D+04 0.6200337 0.0000876 EM
44 -0.70787753D+04 0.5280855 0.0000746 EM
45 -0.70783280D+04 0.4472978 0.0000632 EM
46 -0.70779512D+04 0.3767593 0.0000532 EM
47 -0.70776356D+04 0.3156069 0.0000446 EM
48 -0.70773726D+04 0.2629917 0.0000372 EM
49 -0.70771546D+04 0.2180667 0.0000308 EM
50 -0.70769746D+04 0.1799914 0.0000254 EM
51 -0.70768266D+04 0.1479461 0.0000209 EM
52 -0.70767055D+04 0.1211485 0.0000171 EM
53 -0.70766066D+04 0.0988689 0.0000140 EM
54 -0.70765262D+04 0.0804427 0.0000114 EM
55 -0.70761922D+04 0.3340042 0.0000472 QN
56 -0.70761922D+04 0.0000000 0.0000000 EM
Beginning Time: 23:13:07
Ending Time: 23:13:08
Elapsed Time: 00:00:01
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