Mplus VERSION 8.8
MUTHEN & MUTHEN
04/19/2022 11:13 PM
INPUT INSTRUCTIONS
TITLE: this is an example of a mixture regression
analysis for a count variable using a
zero-inflated Poisson model using
automatic starting values with random
starts
DATA: FILE IS ex7.2.dat;
VARIABLE: NAMES ARE u x1 x2 c;
USEVARIABLES ARE u x1 x2;
CLASSES = c (2);
COUNT = u (i);
ANALYSIS: TYPE = MIXTURE;
MODEL:
%OVERALL%
u ON x1 x2;
u#1 ON x1 x2;
c ON x1;
%c#2%
u ON x2;
OUTPUT: TECH1 TECH8;
INPUT READING TERMINATED NORMALLY
this is an example of a mixture regression
analysis for a count variable using a
zero-inflated Poisson model using
automatic starting values with random
starts
SUMMARY OF ANALYSIS
Number of groups 1
Number of observations 500
Number of dependent variables 1
Number of independent variables 2
Number of continuous latent variables 0
Number of categorical latent variables 1
Observed dependent variables
Count
U
Observed independent variables
X1 X2
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)
ex7.2.dat
Input data format FREE
COUNT PROPORTION OF ZERO, MINIMUM AND MAXIMUM VALUES
U 0.452 0 21
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
X1 0.020 -0.129 -3.139 0.20% -0.833 -0.200 -0.002
500.000 1.070 0.174 2.970 0.20% 0.322 0.887
X2 -0.022 -0.043 -2.976 0.20% -0.919 -0.209 -0.010
500.000 0.974 -0.258 2.619 0.20% 0.246 0.825
RANDOM STARTS RESULTS RANKED FROM THE BEST TO THE WORST LOGLIKELIHOOD VALUES
6 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:
-902.299 unperturbed 0
-902.299 608496 4
-902.299 573096 20
-902.299 253358 2
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 10
Loglikelihood
H0 Value -902.299
H0 Scaling Correction Factor 0.9671
for MLR
Information Criteria
Akaike (AIC) 1824.598
Bayesian (BIC) 1866.744
Sample-Size Adjusted BIC 1835.003
(n* = (n + 2) / 24)
FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASSES
BASED ON THE ESTIMATED MODEL
Latent
Classes
1 273.40239 0.54680
2 226.59761 0.45320
FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASSES
BASED ON ESTIMATED POSTERIOR PROBABILITIES
Latent
Classes
1 273.40231 0.54680
2 226.59769 0.45320
FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASSES
BASED ON THEIR MOST LIKELY LATENT CLASS MEMBERSHIP
Class Counts and Proportions
Latent
Classes
1 262 0.52400
2 238 0.47600
CLASSIFICATION QUALITY
Entropy 0.409
Average Latent Class Probabilities for Most Likely Latent Class Membership (Row)
by Latent Class (Column)
1 2
1 0.832 0.168
2 0.233 0.767
Classification Probabilities for the Most Likely Latent Class Membership (Column)
by Latent Class (Row)
1 2
1 0.797 0.203
2 0.194 0.806
Logits for the Classification Probabilities for the Most Likely Latent Class Membership (Column)
by Latent Class (Row)
1 2
1 1.369 0.000
2 -1.422 0.000
MODEL RESULTS
Two-Tailed
Estimate S.E. Est./S.E. P-Value
Latent Class 1
U ON
X1 0.562 0.054 10.318 0.000
X2 0.383 0.067 5.701 0.000
U#1 ON
X1 1.654 0.209 7.904 0.000
X2 0.806 0.143 5.625 0.000
Intercepts
U#1 -0.850 0.165 -5.137 0.000
U 1.027 0.077 13.416 0.000
Latent Class 2
U ON
X1 0.562 0.054 10.318 0.000
X2 0.025 0.039 0.643 0.520
U#1 ON
X1 1.654 0.209 7.904 0.000
X2 0.806 0.143 5.625 0.000
Intercepts
U#1 -0.850 0.165 -5.137 0.000
U 2.079 0.054 38.200 0.000
Categorical Latent Variables
C#1 ON
X1 -0.918 0.276 -3.331 0.001
Intercepts
C#1 0.247 0.212 1.164 0.245
QUALITY OF NUMERICAL RESULTS
Condition Number for the Information Matrix 0.837E-02
(ratio of smallest to largest eigenvalue)
LOGISTIC REGRESSION ODDS RATIO RESULTS
95% C.I.
Estimate S.E. Lower 2.5% Upper 2.5%
Categorical Latent Variables
C#1 ON
X1 0.399 0.110 0.233 0.685
ALTERNATIVE PARAMETERIZATIONS FOR THE CATEGORICAL LATENT VARIABLE REGRESSION
Two-Tailed
Estimate S.E. Est./S.E. P-Value
Parameterization using Reference Class 1
C#2 ON
X1 0.918 0.276 3.331 0.001
Intercepts
C#2 -0.247 0.212 -1.164 0.245
ODDS RATIO FOR THE ALTERNATIVE PARAMETERIZATIONS FOR THE CATEGORICAL LATENT VARIABLE REGRESSION
95% C.I.
Estimate S.E. Lower 2.5% Upper 2.5%
Parameterization using Reference Class 1
C#2 ON
X1 2.504 0.690 1.459 4.299
TECHNICAL 1 OUTPUT
PARAMETER SPECIFICATION FOR LATENT CLASS 1
NU
X1 X2
________ ________
0 0
LAMBDA
X1 X2
________ ________
X1 0 0
X2 0 0
THETA
X1 X2
________ ________
X1 0
X2 0 0
ALPHA
X1 X2
________ ________
0 0
BETA
X1 X2
________ ________
X1 0 0
X2 0 0
PSI
X1 X2
________ ________
X1 0
X2 0 0
PARAMETER SPECIFICATION FOR LATENT CLASS 2
NU
X1 X2
________ ________
0 0
LAMBDA
X1 X2
________ ________
X1 0 0
X2 0 0
THETA
X1 X2
________ ________
X1 0
X2 0 0
ALPHA
X1 X2
________ ________
0 0
BETA
X1 X2
________ ________
X1 0 0
X2 0 0
PSI
X1 X2
________ ________
X1 0
X2 0 0
PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART
ALPHA(C)
C#1 C#2
________ ________
1 0
GAMMA(C)
X1 X2
________ ________
C#1 2 0
C#2 0 0
PARAMETER SPECIFICATION FOR THE CENSORED/NOMINAL/COUNT MODEL PART
NU(P) FOR LATENT CLASS 1
U#1 U
________ ________
3 4
KAPPA(P) FOR LATENT CLASS 1
X1 X2
________ ________
U#1 5 6
U 7 8
NU(P) FOR LATENT CLASS 2
U#1 U
________ ________
3 9
KAPPA(P) FOR LATENT CLASS 2
X1 X2
________ ________
U#1 5 6
U 7 10
STARTING VALUES FOR LATENT CLASS 1
NU
X1 X2
________ ________
0.000 0.000
LAMBDA
X1 X2
________ ________
X1 1.000 0.000
X2 0.000 1.000
THETA
X1 X2
________ ________
X1 0.000
X2 0.000 0.000
ALPHA
X1 X2
________ ________
0.000 0.000
BETA
X1 X2
________ ________
X1 0.000 0.000
X2 0.000 0.000
PSI
X1 X2
________ ________
X1 0.535
X2 0.000 0.487
STARTING VALUES FOR LATENT CLASS 2
NU
X1 X2
________ ________
0.000 0.000
LAMBDA
X1 X2
________ ________
X1 1.000 0.000
X2 0.000 1.000
THETA
X1 X2
________ ________
X1 0.000
X2 0.000 0.000
ALPHA
X1 X2
________ ________
0.000 0.000
BETA
X1 X2
________ ________
X1 0.000 0.000
X2 0.000 0.000
PSI
X1 X2
________ ________
X1 0.535
X2 0.000 0.487
STARTING VALUES FOR LATENT CLASS REGRESSION MODEL PART
ALPHA(C)
C#1 C#2
________ ________
0.000 0.000
GAMMA(C)
X1 X2
________ ________
C#1 0.000 0.000
C#2 0.000 0.000
STARTING VALUES FOR THE CENSORED/NOMINAL/COUNT MODEL PART
NU(P) FOR LATENT CLASS 1
U#1 U
________ ________
-0.439 2.093
KAPPA(P) FOR LATENT CLASS 1
X1 X2
________ ________
U#1 0.000 0.000
U 0.000 0.000
NU(P) FOR LATENT CLASS 2
U#1 U
________ ________
-0.439 3.093
KAPPA(P) FOR LATENT CLASS 2
X1 X2
________ ________
U#1 0.000 0.000
U 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 -0.15336870D+04 0.0000000 0.0000000 EM
2 -0.10508099D+04 482.8770271 0.3148472 EM
3 -0.94080161D+03 110.0083273 0.1046891 EM
4 -0.92104372D+03 19.7578904 0.0210011 EM
5 -0.91610607D+03 4.9376544 0.0053609 EM
6 -0.91291629D+03 3.1897762 0.0034819 EM
7 -0.91034996D+03 2.5663343 0.0028111 EM
8 -0.90827400D+03 2.0759527 0.0022804 EM
9 -0.90664444D+03 1.6295649 0.0017941 EM
10 -0.90540351D+03 1.2409291 0.0013687 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 1
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.31728584D+04 0.0000000 0.0000000 EM
2 -0.95972373D+03 2213.1346739 0.6975208 EM
3 -0.93292743D+03 26.7963012 0.0279208 EM
4 -0.91832035D+03 14.6070772 0.0156572 EM
5 -0.91199378D+03 6.3265793 0.0068893 EM
6 -0.90931273D+03 2.6810429 0.0029398 EM
7 -0.90798931D+03 1.3234187 0.0014554 EM
8 -0.90704554D+03 0.9437740 0.0010394 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 2
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.34336231D+04 0.0000000 0.0000000 EM
2 -0.95670901D+03 2476.9140491 0.7213704 EM
3 -0.92143660D+03 35.2724078 0.0368685 EM
4 -0.91077116D+03 10.6654483 0.0115748 EM
5 -0.90707092D+03 3.7002351 0.0040627 EM
6 -0.90515626D+03 1.9146608 0.0021108 EM
7 -0.90403175D+03 1.1245053 0.0012423 EM
8 -0.90338515D+03 0.6466009 0.0007152 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 3
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.40711051D+04 0.0000000 0.0000000 EM
2 -0.95542894D+03 3115.6761501 0.7653146 EM
3 -0.93849371D+03 16.9352283 0.0177253 EM
4 -0.93325314D+03 5.2405719 0.0055840 EM
5 -0.93020447D+03 3.0486704 0.0032667 EM
6 -0.92762024D+03 2.5842242 0.0027781 EM
7 -0.92518300D+03 2.4372406 0.0026274 EM
8 -0.92260445D+03 2.5785566 0.0027871 EM
9 -0.91947105D+03 3.1333970 0.0033963 EM
10 -0.91590415D+03 3.5669037 0.0038793 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 4
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.18396493D+05 0.0000000 0.0000000 EM
2 -0.16969459D+05 1427.0342870 0.0775710 EM
3 -0.54893044D+04 ************ 0.6765186 EM
4 -0.26370044D+04 2852.3000116 0.5196105 EM
5 -0.93216055D+03 1704.8438101 0.6465078 EM
6 -0.91499082D+03 17.1697299 0.0184193 EM
7 -0.91084163D+03 4.1491867 0.0045347 EM
8 -0.90845706D+03 2.3845755 0.0026180 EM
9 -0.90675775D+03 1.6993080 0.0018705 EM
10 -0.90549222D+03 1.2655296 0.0013957 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 5
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.18314301D+05 0.0000000 0.0000000 EM
2 -0.18379988D+05 -65.6872339 -0.0035867 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 6
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.33223919D+05 0.0000000 0.0000000 EM
2 -0.26390623D+05 6833.2954737 0.2056740 EM
3 -0.62543510D+05 ************ -1.3699141 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 7
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.93911588D+04 0.0000000 0.0000000 EM
2 -0.95646772D+03 8434.6910463 0.8981523 EM
3 -0.93783963D+03 18.6280869 0.0194759 EM
4 -0.93186906D+03 5.9705716 0.0063663 EM
5 -0.92682403D+03 5.0450340 0.0054139 EM
6 -0.92202341D+03 4.8006201 0.0051796 EM
7 -0.91756735D+03 4.4560547 0.0048329 EM
8 -0.91410565D+03 3.4617065 0.0037727 EM
9 -0.91198419D+03 2.1214528 0.0023208 EM
10 -0.91075452D+03 1.2296755 0.0013484 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 8
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.47800449D+04 0.0000000 0.0000000 EM
2 -0.95826091D+03 3821.7839934 0.7995289 EM
3 -0.92608362D+03 32.1772813 0.0335788 EM
4 -0.92102134D+03 5.0622862 0.0054663 EM
5 -0.91667173D+03 4.3496067 0.0047226 EM
6 -0.91330263D+03 3.3690998 0.0036754 EM
7 -0.91106185D+03 2.2407805 0.0024535 EM
8 -0.90959568D+03 1.4661693 0.0016093 EM
9 -0.90849968D+03 1.0959988 0.0012049 EM
10 -0.90758110D+03 0.9185783 0.0010111 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 9
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.61770315D+04 0.0000000 0.0000000 EM
2 -0.96879886D+03 5208.2325999 0.8431611 EM
3 -0.92759249D+03 41.2063661 0.0425335 EM
4 -0.92078653D+03 6.8059617 0.0073372 EM
5 -0.91578777D+03 4.9987625 0.0054288 EM
6 -0.91242807D+03 3.3596921 0.0036686 EM
7 -0.91053094D+03 1.8971372 0.0020792 EM
8 -0.90951984D+03 1.0110973 0.0011104 EM
9 -0.90892354D+03 0.5963009 0.0006556 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 10
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.14090947D+05 0.0000000 0.0000000 EM
2 -0.95020052D+04 4588.9413804 0.3256659 EM
3 -0.80100228D+04 1491.9823876 0.1570176 EM
4 -0.62154125D+04 1794.6102313 0.2240456 EM
5 -0.43193847D+04 1896.0278841 0.3050526 EM
6 -0.96012356D+03 3359.2611017 0.7777175 EM
7 -0.92960463D+03 30.5189334 0.0317865 EM
8 -0.92494042D+03 4.6642078 0.0050174 EM
9 -0.92306783D+03 1.8725903 0.0020246 EM
10 -0.92174368D+03 1.3241517 0.0014345 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 11
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.52787679D+05 0.0000000 0.0000000 EM
2 -0.27774904D+05 ************ 0.4738374 EM
3 -0.96462638D+03 ************ 0.9652699 EM
4 -0.93974822D+03 24.8781609 0.0257905 EM
5 -0.92895478D+03 10.7934392 0.0114855 EM
6 -0.92187724D+03 7.0775350 0.0076188 EM
7 -0.91618617D+03 5.6910758 0.0061734 EM
8 -0.91136918D+03 4.8169872 0.0052577 EM
9 -0.90811696D+03 3.2522209 0.0035685 EM
10 -0.90652288D+03 1.5940740 0.0017554 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 12
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.51488620D+04 0.0000000 0.0000000 EM
2 -0.56312104D+05 ************ -9.9368060 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 13
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.33568641D+04 0.0000000 0.0000000 EM
2 -0.96381000D+03 2393.0541192 0.7128838 EM
3 -0.95663984D+03 7.1701611 0.0074394 EM
4 -0.95250325D+03 4.1365860 0.0043241 EM
5 -0.94713795D+03 5.3653000 0.0056328 EM
6 -0.93897936D+03 8.1585920 0.0086139 EM
7 -0.92764031D+03 11.3390493 0.0120759 EM
8 -0.91910541D+03 8.5349003 0.0092007 EM
9 -0.91512619D+03 3.9792174 0.0043294 EM
10 -0.91272092D+03 2.4052763 0.0026284 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 14
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.16596183D+05 0.0000000 0.0000000 EM
2 -0.57744863D+05 ************ -2.4794064 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 15
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.14160812D+05 0.0000000 0.0000000 EM
2 -0.90956289D+04 5065.1827942 0.3576901 EM
3 -0.63011744D+04 2794.4544297 0.3072305 EM
4 -0.39645730D+04 2336.6014803 0.3708200 EM
5 -0.20163484D+04 1948.2246088 0.4914084 EM
6 -0.15296639D+04 486.6844928 0.2413693 EM
7 -0.14251360D+04 104.5278930 0.0683339 EM
8 -0.13913262D+04 33.8097620 0.0237239 EM
9 -0.13776320D+04 13.6942015 0.0098426 EM
10 -0.13701228D+04 7.5091625 0.0054508 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 16
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.73870033D+05 0.0000000 0.0000000 EM
2 -0.47150508D+05 ************ 0.3617099 EM
3 -0.27149303D+05 ************ 0.4241991 EM
4 -0.15116293D+05 ************ 0.4432162 EM
5 -0.86307555D+04 6485.5371420 0.4290428 EM
6 -0.49660802D+04 3664.6753144 0.4246065 EM
7 -0.28921476D+04 2073.9326096 0.4176196 EM
8 -0.19407598D+04 951.3877675 0.3289555 EM
9 -0.15822247D+04 358.5351685 0.1847396 EM
10 -0.14225084D+04 159.7163157 0.1009441 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 17
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.63846921D+04 0.0000000 0.0000000 EM
2 -0.10034726D+04 5381.2195156 0.8428315 EM
3 -0.97769005D+03 25.7825572 0.0256933 EM
4 -0.96842901D+03 9.2610446 0.0094724 EM
5 -0.96042918D+03 7.9998325 0.0082606 EM
6 -0.95473499D+03 5.6941847 0.0059288 EM
7 -0.95176620D+03 2.9687883 0.0031095 EM
8 -0.95038307D+03 1.3831309 0.0014532 EM
9 -0.94958307D+03 0.8000035 0.0008418 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 18
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.57004793D+05 0.0000000 0.0000000 EM
2 -0.67655291D+05 ************ -0.1868351 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 19
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.15474413D+05 0.0000000 0.0000000 EM
2 -0.11711424D+05 3762.9887375 0.2431749 EM
3 -0.75365915D+05 ************ -5.4352476 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 20
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.60284237D+04 0.0000000 0.0000000 EM
2 -0.94372448D+03 5084.6992222 0.8434542 EM
3 -0.90952918D+03 34.1953014 0.0362344 EM
4 -0.90743811D+03 2.0910752 0.0022991 EM
5 -0.90642548D+03 1.0126241 0.0011159 EM
6 -0.90547972D+03 0.9457647 0.0010434 EM
FINAL STAGE ITERATIONS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 2
8 -0.90338515D+03 0.6466009 0.0007152 EM
9 -0.90300359D+03 0.3815588 0.0004224 EM
10 -0.90276593D+03 0.2376604 0.0002632 EM
11 -0.90261120D+03 0.1547362 0.0001714 EM
12 -0.90250819D+03 0.1030096 0.0001141 EM
13 -0.90243910D+03 0.0690895 0.0000766 EM
14 -0.90239272D+03 0.0463841 0.0000514 EM
15 -0.90236161D+03 0.0311030 0.0000345 EM
16 -0.90234079D+03 0.0208222 0.0000231 EM
17 -0.90232687D+03 0.0139191 0.0000154 EM
18 -0.90231758D+03 0.0092940 0.0000103 EM
19 -0.90231138D+03 0.0062009 0.0000069 EM
20 -0.90230724D+03 0.0041354 0.0000046 EM
21 -0.90230448D+03 0.0027575 0.0000031 EM
22 -0.90230264D+03 0.0018389 0.0000020 EM
23 -0.90230142D+03 0.0012269 0.0000014 EM
24 -0.90230060D+03 0.0008191 0.0000009 EM
25 -0.90230005D+03 0.0005473 0.0000006 EM
26 -0.90229968D+03 0.0003661 0.0000004 EM
27 -0.90229944D+03 0.0002453 0.0000003 EM
28 -0.90229927D+03 0.0001646 0.0000002 EM
29 -0.90229916D+03 0.0001106 0.0000001 EM
30 -0.90229909D+03 0.0000745 0.0000001 EM
31 -0.90229904D+03 0.0000503 0.0000001 EM
32 -0.90229901D+03 0.0000341 0.0000000 EM
33 -0.90229898D+03 0.0000232 0.0000000 EM
34 -0.90229897D+03 0.0000158 0.0000000 EM
35 -0.90229896D+03 0.0000108 0.0000000 EM
36 -0.90229895D+03 0.0000074 0.0000000 EM
37 -0.90229893D+03 0.0000165 0.0000000 FS
38 -0.90229893D+03 0.0000004 0.0000000 FS
39 -0.90229893D+03 0.0000001 0.0000000 FS
40 -0.90229893D+03 0.0000000 0.0000000 FS
41 -0.90229893D+03 0.0000000 0.0000000 EM
42 -0.90229893D+03 0.0000000 0.0000000 EM
TECHNICAL 8 OUTPUT FOR UNPERTURBED STARTING VALUE SET
10 -0.90540351D+03 1.2409291 0.0013687 EM
11 -0.90448721D+03 0.9163038 0.0010120 EM
12 -0.90382843D+03 0.6587718 0.0007283 EM
13 -0.90336337D+03 0.4650629 0.0005145 EM
14 -0.90303849D+03 0.3248781 0.0003596 EM
15 -0.90281280D+03 0.2256912 0.0002499 EM
16 -0.90265644D+03 0.1563651 0.0001732 EM
17 -0.90254820D+03 0.1082372 0.0001199 EM
18 -0.90247325D+03 0.0749538 0.0000830 EM
19 -0.90242127D+03 0.0519811 0.0000576 EM
20 -0.90238513D+03 0.0361333 0.0000400 EM
21 -0.90235994D+03 0.0251937 0.0000279 EM
22 -0.90234231D+03 0.0176299 0.0000195 EM
23 -0.90232992D+03 0.0123874 0.0000137 EM
24 -0.90232118D+03 0.0087425 0.0000097 EM
25 -0.90231498D+03 0.0061990 0.0000069 EM
26 -0.90231056D+03 0.0044168 0.0000049 EM
27 -0.90230740D+03 0.0031625 0.0000035 EM
28 -0.90230512D+03 0.0022755 0.0000025 EM
29 -0.90230348D+03 0.0016452 0.0000018 EM
30 -0.90230228D+03 0.0011951 0.0000013 EM
31 -0.90230141D+03 0.0008721 0.0000010 EM
32 -0.90230077D+03 0.0006391 0.0000007 EM
33 -0.90230030D+03 0.0004703 0.0000005 EM
34 -0.90229996D+03 0.0003473 0.0000004 EM
35 -0.90229970D+03 0.0002575 0.0000003 EM
36 -0.90229951D+03 0.0001914 0.0000002 EM
37 -0.90229894D+03 0.0005675 0.0000006 FS
38 -0.90229893D+03 0.0000076 0.0000000 FS
39 -0.90229893D+03 0.0000005 0.0000000 FS
40 -0.90229893D+03 0.0000000 0.0000000 FS
41 -0.90229893D+03 0.0000000 0.0000000 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 20
6 -0.90547972D+03 0.9457647 0.0010434 EM
7 -0.90458483D+03 0.8948888 0.0009883 EM
8 -0.90388672D+03 0.6981034 0.0007717 EM
9 -0.90339209D+03 0.4946354 0.0005472 EM
10 -0.90304970D+03 0.3423871 0.0003790 EM
11 -0.90281368D+03 0.2360241 0.0002614 EM
12 -0.90265120D+03 0.1624821 0.0001800 EM
13 -0.90253957D+03 0.1116263 0.0001237 EM
14 -0.90246308D+03 0.0764858 0.0000847 EM
15 -0.90241081D+03 0.0522714 0.0000579 EM
16 -0.90237517D+03 0.0356458 0.0000395 EM
17 -0.90235090D+03 0.0242706 0.0000269 EM
18 -0.90233439D+03 0.0165106 0.0000183 EM
19 -0.90232316D+03 0.0112288 0.0000124 EM
20 -0.90231552D+03 0.0076392 0.0000085 EM
21 -0.90231032D+03 0.0052019 0.0000058 EM
22 -0.90230677D+03 0.0035474 0.0000039 EM
23 -0.90230434D+03 0.0024238 0.0000027 EM
24 -0.90230268D+03 0.0016601 0.0000018 EM
25 -0.90230154D+03 0.0011403 0.0000013 EM
26 -0.90230076D+03 0.0007859 0.0000009 EM
27 -0.90230021D+03 0.0005436 0.0000006 EM
28 -0.90229984D+03 0.0003775 0.0000004 EM
29 -0.90229957D+03 0.0002633 0.0000003 EM
30 -0.90229939D+03 0.0001845 0.0000002 EM
31 -0.90229926D+03 0.0001299 0.0000001 EM
32 -0.90229917D+03 0.0000919 0.0000001 EM
33 -0.90229910D+03 0.0000654 0.0000001 EM
34 -0.90229906D+03 0.0000467 0.0000001 EM
35 -0.90229902D+03 0.0000336 0.0000000 EM
36 -0.90229900D+03 0.0000242 0.0000000 EM
37 -0.90229894D+03 0.0000625 0.0000001 FS
38 -0.90229893D+03 0.0000029 0.0000000 FS
39 -0.90229893D+03 0.0000008 0.0000000 FS
40 -0.90229893D+03 0.0000003 0.0000000 FS
41 -0.90229893D+03 0.0000001 0.0000000 FS
42 -0.90229893D+03 0.0000001 0.0000000 FS
43 -0.90229893D+03 0.0000000 0.0000000 EM
44 -0.90229893D+03 0.0000000 0.0000000 EM
45 -0.90229893D+03 0.0000000 0.0000000 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 4
10 -0.90549222D+03 1.2655296 0.0013957 EM
11 -0.90455686D+03 0.9353550 0.0010330 EM
12 -0.90387956D+03 0.6773004 0.0007488 EM
13 -0.90339841D+03 0.4811536 0.0005323 EM
14 -0.90306118D+03 0.3372281 0.0003733 EM
15 -0.90282677D+03 0.2344066 0.0002596 EM
16 -0.90266459D+03 0.1621859 0.0001796 EM
17 -0.90255262D+03 0.1119700 0.0001240 EM
18 -0.90247536D+03 0.0772609 0.0000856 EM
19 -0.90242201D+03 0.0533494 0.0000591 EM
20 -0.90238511D+03 0.0369011 0.0000409 EM
21 -0.90235952D+03 0.0255881 0.0000284 EM
22 -0.90234172D+03 0.0177999 0.0000197 EM
23 -0.90232929D+03 0.0124282 0.0000138 EM
24 -0.90232058D+03 0.0087137 0.0000097 EM
25 -0.90231444D+03 0.0061368 0.0000068 EM
26 -0.90231010D+03 0.0043425 0.0000048 EM
27 -0.90230701D+03 0.0030878 0.0000034 EM
28 -0.90230480D+03 0.0022066 0.0000024 EM
29 -0.90230322D+03 0.0015847 0.0000018 EM
30 -0.90230208D+03 0.0011437 0.0000013 EM
31 -0.90230125D+03 0.0008293 0.0000009 EM
32 -0.90230064D+03 0.0006042 0.0000007 EM
33 -0.90230020D+03 0.0004421 0.0000005 EM
34 -0.90229987D+03 0.0003248 0.0000004 EM
35 -0.90229964D+03 0.0002396 0.0000003 EM
36 -0.90229946D+03 0.0001774 0.0000002 EM
37 -0.90229894D+03 0.0005193 0.0000006 FS
38 -0.90229893D+03 0.0000069 0.0000000 FS
39 -0.90229893D+03 0.0000005 0.0000000 FS
40 -0.90229893D+03 0.0000000 0.0000000 FS
41 -0.90229893D+03 0.0000000 0.0000000 EM
Beginning Time: 23:13:07
Ending Time: 23:13:07
Elapsed Time: 00:00:00
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