Mplus VERSION 8.8
MUTHEN & MUTHEN
04/19/2022 11:13 PM
INPUT INSTRUCTIONS
TITLE: this is an example of a GMM for a
continuous outcome using automatic
starting values and random starts
DATA: FILE IS ex8.1.dat;
VARIABLE: NAMES ARE y1-y4 x;
CLASSES = c (2);
ANALYSIS: TYPE = MIXTURE;
STARTS = 40 8;
MODEL:
%OVERALL%
i s | y1@0 y2@1 y3@2 y4@3;
i s ON x;
c ON x;
OUTPUT: TECH1 TECH8;
INPUT READING TERMINATED NORMALLY
this is an example of a GMM for a
continuous outcome using automatic
starting values and random starts
SUMMARY OF ANALYSIS
Number of groups 1
Number of observations 500
Number of dependent variables 4
Number of independent variables 1
Number of continuous latent variables 2
Number of categorical latent variables 1
Observed dependent variables
Continuous
Y1 Y2 Y3 Y4
Observed independent variables
X
Continuous latent variables
I S
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 40
Number of final stage optimizations 8
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)
ex8.1.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 1.907 0.069 -3.916 0.20% 0.494 1.419 1.869
500.000 2.443 -0.045 6.368 0.20% 2.296 3.195
Y2 2.697 -0.011 -2.573 0.20% 1.168 2.247 2.649
500.000 3.205 -0.332 8.086 0.20% 3.152 4.296
Y3 3.336 -0.060 -2.468 0.20% 1.619 2.789 3.319
500.000 4.350 -0.138 10.982 0.20% 3.830 5.126
Y4 4.087 -0.111 -2.416 0.20% 1.849 3.586 4.139
500.000 6.031 -0.331 11.180 0.20% 4.868 6.194
X -0.060 -0.010 -3.054 0.20% -0.917 -0.326 -0.053
500.000 0.982 -0.281 2.546 0.20% 0.210 0.782
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:
-3183.703 887676 22
-3183.703 341041 34
-3183.703 107446 12
-3194.658 569131 26
-3194.658 645664 39
-3194.658 851945 18
-3194.821 207896 25
-3195.146 27071 15
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 15
Loglikelihood
H0 Value -3183.703
H0 Scaling Correction Factor 0.9851
for MLR
Information Criteria
Akaike (AIC) 6397.407
Bayesian (BIC) 6460.626
Sample-Size Adjusted BIC 6413.015
(n* = (n + 2) / 24)
FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASSES
BASED ON THE ESTIMATED MODEL
Latent
Classes
1 239.53342 0.47907
2 260.46658 0.52093
FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASSES
BASED ON ESTIMATED POSTERIOR PROBABILITIES
Latent
Classes
1 239.53345 0.47907
2 260.46655 0.52093
FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASSES
BASED ON THEIR MOST LIKELY LATENT CLASS MEMBERSHIP
Class Counts and Proportions
Latent
Classes
1 241 0.48200
2 259 0.51800
CLASSIFICATION QUALITY
Entropy 0.608
Average Latent Class Probabilities for Most Likely Latent Class Membership (Row)
by Latent Class (Column)
1 2
1 0.878 0.122
2 0.108 0.892
Classification Probabilities for the Most Likely Latent Class Membership (Column)
by Latent Class (Row)
1 2
1 0.883 0.117
2 0.113 0.887
Logits for the Classification Probabilities for the Most Likely Latent Class Membership (Column)
by Latent Class (Row)
1 2
1 2.024 0.000
2 -2.061 0.000
MODEL RESULTS
Two-Tailed
Estimate S.E. Est./S.E. P-Value
Latent Class 1
I |
Y1 1.000 0.000 999.000 999.000
Y2 1.000 0.000 999.000 999.000
Y3 1.000 0.000 999.000 999.000
Y4 1.000 0.000 999.000 999.000
S |
Y1 0.000 0.000 999.000 999.000
Y2 1.000 0.000 999.000 999.000
Y3 2.000 0.000 999.000 999.000
Y4 3.000 0.000 999.000 999.000
I ON
X 0.472 0.103 4.600 0.000
S ON
X 0.306 0.034 9.073 0.000
S WITH
I -0.022 0.042 -0.515 0.606
Intercepts
Y1 0.000 0.000 999.000 999.000
Y2 0.000 0.000 999.000 999.000
Y3 0.000 0.000 999.000 999.000
Y4 0.000 0.000 999.000 999.000
I 0.886 0.095 9.322 0.000
S 0.502 0.061 8.242 0.000
Residual Variances
Y1 0.574 0.065 8.772 0.000
Y2 0.575 0.045 12.712 0.000
Y3 0.443 0.047 9.409 0.000
Y4 0.565 0.081 6.965 0.000
I 0.961 0.150 6.416 0.000
S 0.175 0.023 7.730 0.000
Latent Class 2
I |
Y1 1.000 0.000 999.000 999.000
Y2 1.000 0.000 999.000 999.000
Y3 1.000 0.000 999.000 999.000
Y4 1.000 0.000 999.000 999.000
S |
Y1 0.000 0.000 999.000 999.000
Y2 1.000 0.000 999.000 999.000
Y3 2.000 0.000 999.000 999.000
Y4 3.000 0.000 999.000 999.000
I ON
X 0.472 0.103 4.600 0.000
S ON
X 0.306 0.034 9.073 0.000
S WITH
I -0.022 0.042 -0.515 0.606
Intercepts
Y1 0.000 0.000 999.000 999.000
Y2 0.000 0.000 999.000 999.000
Y3 0.000 0.000 999.000 999.000
Y4 0.000 0.000 999.000 999.000
I 2.943 0.147 19.977 0.000
S 0.950 0.041 23.329 0.000
Residual Variances
Y1 0.574 0.065 8.772 0.000
Y2 0.575 0.045 12.712 0.000
Y3 0.443 0.047 9.409 0.000
Y4 0.565 0.081 6.965 0.000
I 0.961 0.150 6.416 0.000
S 0.175 0.023 7.730 0.000
Categorical Latent Variables
C#1 ON
X 0.776 0.256 3.035 0.002
Intercepts
C#1 -0.049 0.203 -0.241 0.810
QUALITY OF NUMERICAL RESULTS
Condition Number for the Information Matrix 0.592E-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
X 2.172 0.555 1.316 3.584
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
X -0.776 0.256 -3.035 0.002
Intercepts
C#2 0.049 0.203 0.241 0.810
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
X 0.460 0.118 0.279 0.760
TECHNICAL 1 OUTPUT
PARAMETER SPECIFICATION FOR LATENT CLASS 1
NU
Y1 Y2 Y3 Y4 X
________ ________ ________ ________ ________
0 0 0 0 0
LAMBDA
I S X
________ ________ ________
Y1 0 0 0
Y2 0 0 0
Y3 0 0 0
Y4 0 0 0
X 0 0 0
THETA
Y1 Y2 Y3 Y4 X
________ ________ ________ ________ ________
Y1 1
Y2 0 2
Y3 0 0 3
Y4 0 0 0 4
X 0 0 0 0 0
ALPHA
I S X
________ ________ ________
5 6 0
BETA
I S X
________ ________ ________
I 0 0 7
S 0 0 8
X 0 0 0
PSI
I S X
________ ________ ________
I 9
S 10 11
X 0 0 0
PARAMETER SPECIFICATION FOR LATENT CLASS 2
NU
Y1 Y2 Y3 Y4 X
________ ________ ________ ________ ________
0 0 0 0 0
LAMBDA
I S X
________ ________ ________
Y1 0 0 0
Y2 0 0 0
Y3 0 0 0
Y4 0 0 0
X 0 0 0
THETA
Y1 Y2 Y3 Y4 X
________ ________ ________ ________ ________
Y1 1
Y2 0 2
Y3 0 0 3
Y4 0 0 0 4
X 0 0 0 0 0
ALPHA
I S X
________ ________ ________
12 13 0
BETA
I S X
________ ________ ________
I 0 0 7
S 0 0 8
X 0 0 0
PSI
I S X
________ ________ ________
I 9
S 10 11
X 0 0 0
PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART
ALPHA(C)
C#1 C#2
________ ________
14 0
GAMMA(C)
X
________
C#1 15
C#2 0
STARTING VALUES FOR LATENT CLASS 1
NU
Y1 Y2 Y3 Y4 X
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
LAMBDA
I S X
________ ________ ________
Y1 1.000 0.000 0.000
Y2 1.000 1.000 0.000
Y3 1.000 2.000 0.000
Y4 1.000 3.000 0.000
X 0.000 0.000 1.000
THETA
Y1 Y2 Y3 Y4 X
________ ________ ________ ________ ________
Y1 1.222
Y2 0.000 1.603
Y3 0.000 0.000 2.175
Y4 0.000 0.000 0.000 3.015
X 0.000 0.000 0.000 0.000 0.000
ALPHA
I S X
________ ________ ________
1.930 0.718 0.000
BETA
I S X
________ ________ ________
I 0.000 0.000 0.000
S 0.000 0.000 0.000
X 0.000 0.000 0.000
PSI
I S X
________ ________ ________
I 2.306
S 0.000 0.382
X 0.000 0.000 0.491
STARTING VALUES FOR LATENT CLASS 2
NU
Y1 Y2 Y3 Y4 X
________ ________ ________ ________ ________
0.000 0.000 0.000 0.000 0.000
LAMBDA
I S X
________ ________ ________
Y1 1.000 0.000 0.000
Y2 1.000 1.000 0.000
Y3 1.000 2.000 0.000
Y4 1.000 3.000 0.000
X 0.000 0.000 1.000
THETA
Y1 Y2 Y3 Y4 X
________ ________ ________ ________ ________
Y1 1.222
Y2 0.000 1.603
Y3 0.000 0.000 2.175
Y4 0.000 0.000 0.000 3.015
X 0.000 0.000 0.000 0.000 0.000
ALPHA
I S X
________ ________ ________
1.930 0.718 0.000
BETA
I S X
________ ________ ________
I 0.000 0.000 0.000
S 0.000 0.000 0.000
X 0.000 0.000 0.000
PSI
I S X
________ ________ ________
I 2.306
S 0.000 0.382
X 0.000 0.000 0.491
STARTING VALUES FOR LATENT CLASS REGRESSION MODEL PART
ALPHA(C)
C#1 C#2
________ ________
0.000 0.000
GAMMA(C)
X
________
C#1 0.000
C#2 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 -0.35985106D+04 0.0000000 0.0000000 EM
2 -0.31963521D+04 402.1584840 0.1117569 EM
3 -0.31963521D+04 0.0000000 0.0000000 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 1
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.99557435D+04 0.0000000 0.0000000 EM
2 -0.31987856D+04 6756.9578765 0.6786995 EM
3 -0.31967733D+04 2.0123267 0.0006291 EM
4 -0.31964071D+04 0.3662136 0.0001146 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 2
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.16453808D+05 0.0000000 0.0000000 EM
2 -0.31981362D+04 ************ 0.8056294 EM
3 -0.31969373D+04 1.1988982 0.0003749 EM
4 -0.31965505D+04 0.3867761 0.0001210 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 3
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.79528657D+04 0.0000000 0.0000000 EM
2 -0.32141234D+04 4738.7423256 0.5958534 EM
3 -0.31984190D+04 15.7044470 0.0048861 EM
4 -0.31974221D+04 0.9968214 0.0003117 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 4
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.77090665D+04 0.0000000 0.0000000 EM
2 -0.32104309D+04 4498.6355820 0.5835513 EM
3 -0.31985078D+04 11.9231111 0.0037139 EM
4 -0.31972062D+04 1.3015782 0.0004069 EM
5 -0.31967427D+04 0.4635349 0.0001450 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 5
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.81081783D+04 0.0000000 0.0000000 EM
2 -0.32061234D+04 4902.0549140 0.6045815 EM
3 -0.31976560D+04 8.4674337 0.0026410 EM
4 -0.31972330D+04 0.4229571 0.0001323 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 6
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.59818408D+04 0.0000000 0.0000000 EM
2 -0.32064662D+04 2775.3746459 0.4639667 EM
3 -0.31993369D+04 7.1292428 0.0022234 EM
4 -0.31974167D+04 1.9201850 0.0006002 EM
5 -0.31966044D+04 0.8123065 0.0002541 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 7
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.93105287D+04 0.0000000 0.0000000 EM
2 -0.32159920D+04 6094.5366272 0.6545855 EM
3 -0.32038415D+04 12.1505693 0.0037782 EM
4 -0.32002838D+04 3.5576481 0.0011104 EM
5 -0.31986269D+04 1.6569351 0.0005177 EM
6 -0.31976873D+04 0.9396179 0.0002938 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 8
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.61835462D+04 0.0000000 0.0000000 EM
2 -0.32087708D+04 2974.7753769 0.4810792 EM
3 -0.31996221D+04 9.1487243 0.0028512 EM
4 -0.31971570D+04 2.4651002 0.0007704 EM
5 -0.31962280D+04 0.9290522 0.0002906 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 9
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.11055083D+05 0.0000000 0.0000000 EM
2 -0.32178140D+04 7837.2688490 0.7089290 EM
3 -0.32052587D+04 12.5553294 0.0039018 EM
4 -0.32015639D+04 3.6947543 0.0011527 EM
5 -0.31998665D+04 1.6974649 0.0005302 EM
6 -0.31989219D+04 0.9445455 0.0002952 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 10
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.54868803D+04 0.0000000 0.0000000 EM
2 -0.32001133D+04 2286.7670177 0.4167700 EM
3 -0.31975053D+04 2.6080540 0.0008150 EM
4 -0.31966134D+04 0.8918690 0.0002789 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 11
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.57655147D+04 0.0000000 0.0000000 EM
2 -0.32016904D+04 2563.8243118 0.4446826 EM
3 -0.31965545D+04 5.1359268 0.0016041 EM
4 -0.31965298D+04 0.0247128 0.0000077 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 12
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.52078849D+04 0.0000000 0.0000000 EM
2 -0.31969520D+04 2010.9329193 0.3861324 EM
3 -0.31930942D+04 3.8577831 0.0012067 EM
4 -0.31921078D+04 0.9863741 0.0003089 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 13
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.86208503D+04 0.0000000 0.0000000 EM
2 -0.32012903D+04 5419.5600181 0.6286572 EM
3 -0.31992797D+04 2.0106004 0.0006281 EM
4 -0.31983169D+04 0.9627898 0.0003009 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 14
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.10232317D+05 0.0000000 0.0000000 EM
2 -0.31985503D+04 7033.7670546 0.6874070 EM
3 -0.31966040D+04 1.9462661 0.0006085 EM
4 -0.31959608D+04 0.6431838 0.0002012 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 15
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.71584747D+04 0.0000000 0.0000000 EM
2 -0.32029016D+04 3955.5730248 0.5525720 EM
3 -0.31965027D+04 6.3989519 0.0019979 EM
4 -0.31954535D+04 1.0491905 0.0003282 EM
5 -0.31952441D+04 0.2093679 0.0000655 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 16
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.72794880D+04 0.0000000 0.0000000 EM
2 -0.32001115D+04 4079.3765513 0.5603933 EM
3 -0.31978841D+04 2.2273591 0.0006960 EM
4 -0.31971068D+04 0.7772874 0.0002431 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 17
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.14405931D+05 0.0000000 0.0000000 EM
2 -0.32109949D+04 ************ 0.7771060 EM
3 -0.32017817D+04 9.2132355 0.0028693 EM
4 -0.31990794D+04 2.7022748 0.0008440 EM
5 -0.31977587D+04 1.3206977 0.0004128 EM
6 -0.31969774D+04 0.7812840 0.0002443 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 18
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.11342374D+05 0.0000000 0.0000000 EM
2 -0.32020994D+04 8140.2746211 0.7176870 EM
3 -0.31961679D+04 5.9315271 0.0018524 EM
4 -0.31952189D+04 0.9490030 0.0002969 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 19
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.13579304D+05 0.0000000 0.0000000 EM
2 -0.32137266D+04 ************ 0.7633364 EM
3 -0.32034939D+04 10.2327395 0.0031841 EM
4 -0.32004674D+04 3.0264383 0.0009447 EM
5 -0.31989693D+04 1.4981455 0.0004681 EM
6 -0.31980596D+04 0.9096748 0.0002844 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 20
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.10790732D+05 0.0000000 0.0000000 EM
2 -0.32021497D+04 7588.5820561 0.7032500 EM
3 -0.31984876D+04 3.6620796 0.0011436 EM
4 -0.31971316D+04 1.3559968 0.0004239 EM
5 -0.31965553D+04 0.5763385 0.0001803 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 21
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.11659621D+05 0.0000000 0.0000000 EM
2 -0.31999787D+04 8459.6425745 0.7255504 EM
3 -0.31963715D+04 3.6072386 0.0011273 EM
4 -0.31956859D+04 0.6856064 0.0002145 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 22
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.48978198D+04 0.0000000 0.0000000 EM
2 -0.32009694D+04 1696.8503231 0.3464501 EM
3 -0.31969310D+04 4.0384095 0.0012616 EM
4 -0.31952544D+04 1.6766310 0.0005245 EM
5 -0.31942873D+04 0.9670950 0.0003027 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 23
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.78561549D+04 0.0000000 0.0000000 EM
2 -0.31987806D+04 4657.3742750 0.5928313 EM
3 -0.31968547D+04 1.9259503 0.0006021 EM
4 -0.31959898D+04 0.8648490 0.0002705 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 24
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.69514341D+04 0.0000000 0.0000000 EM
2 -0.31995532D+04 3751.8808851 0.5397276 EM
3 -0.31971621D+04 2.3911016 0.0007473 EM
4 -0.31962295D+04 0.9325452 0.0002917 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 25
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.10041397D+05 0.0000000 0.0000000 EM
2 -0.32152240D+04 6826.1725594 0.6798031 EM
3 -0.31953423D+04 19.8817578 0.0061836 EM
4 -0.31952591D+04 0.0831941 0.0000260 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 26
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.12233124D+05 0.0000000 0.0000000 EM
2 -0.32011563D+04 9031.9680068 0.7383206 EM
3 -0.31962227D+04 4.9335967 0.0015412 EM
4 -0.31953884D+04 0.8343860 0.0002611 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 27
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.90061799D+04 0.0000000 0.0000000 EM
2 -0.32128607D+04 5793.3191423 0.6432604 EM
3 -0.32015818D+04 11.2789602 0.0035106 EM
4 -0.31994136D+04 2.1681221 0.0006772 EM
5 -0.31982532D+04 1.1604131 0.0003627 EM
6 -0.31975186D+04 0.7346550 0.0002297 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 28
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.67052732D+04 0.0000000 0.0000000 EM
2 -0.31979834D+04 3507.2898774 0.5230644 EM
3 -0.31973285D+04 0.6548144 0.0002048 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 29
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.81421289D+04 0.0000000 0.0000000 EM
2 -0.32815470D+04 4860.5818663 0.5969670 EM
3 -0.31974082D+04 84.1388422 0.0256400 EM
4 -0.31960954D+04 1.3127560 0.0004106 EM
5 -0.31959447D+04 0.1506663 0.0000471 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 30
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.12241119D+05 0.0000000 0.0000000 EM
2 -0.32044794D+04 9036.6396893 0.7382201 EM
3 -0.31983558D+04 6.1235212 0.0019109 EM
4 -0.31967084D+04 1.6474085 0.0005151 EM
5 -0.31961664D+04 0.5420668 0.0001696 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 31
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.85595665D+04 0.0000000 0.0000000 EM
2 -0.32680958D+04 5291.4706866 0.6181938 EM
3 -0.32002276D+04 67.8681708 0.0207669 EM
4 -0.31971683D+04 3.0593435 0.0009560 EM
5 -0.31962586D+04 0.9097256 0.0002845 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 32
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.13601480D+05 0.0000000 0.0000000 EM
2 -0.31967551D+04 ************ 0.7649701 EM
3 -0.31967356D+04 0.0195055 0.0000061 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 33
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.63450983D+04 0.0000000 0.0000000 EM
2 -0.32074505D+04 3137.6478561 0.4944995 EM
3 -0.32018561D+04 5.5944048 0.0017442 EM
4 -0.31999384D+04 1.9176535 0.0005989 EM
5 -0.31988699D+04 1.0685263 0.0003339 EM
6 -0.31981958D+04 0.6740329 0.0002107 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 34
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.11149361D+05 0.0000000 0.0000000 EM
2 -0.31954935D+04 7953.8673793 0.7133922 EM
3 -0.31941662D+04 1.3272669 0.0004154 EM
4 -0.31938341D+04 0.3320742 0.0001040 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 35
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.98526376D+04 0.0000000 0.0000000 EM
2 -0.31981912D+04 6654.4463648 0.6753975 EM
3 -0.31968852D+04 1.3059820 0.0004084 EM
4 -0.31963138D+04 0.5714206 0.0001787 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 36
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.14570654D+05 0.0000000 0.0000000 EM
2 -0.31968450D+04 ************ 0.7805970 EM
3 -0.31962867D+04 0.5583065 0.0001746 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 37
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.59649342D+04 0.0000000 0.0000000 EM
2 -0.32240849D+04 2740.8493006 0.4594936 EM
3 -0.31969324D+04 27.1525275 0.0084218 EM
4 -0.31957844D+04 1.1479772 0.0003591 EM
5 -0.31956544D+04 0.1300424 0.0000407 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 38
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.83279541D+04 0.0000000 0.0000000 EM
2 -0.32067917D+04 5121.1624480 0.6149364 EM
3 -0.32002710D+04 6.5206434 0.0020334 EM
4 -0.31983107D+04 1.9603194 0.0006125 EM
5 -0.31974020D+04 0.9087649 0.0002841 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 39
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.74308237D+04 0.0000000 0.0000000 EM
2 -0.32492644D+04 4181.5593676 0.5627316 EM
3 -0.32004430D+04 48.8213386 0.0150254 EM
4 -0.31962587D+04 4.1843138 0.0013074 EM
5 -0.31953554D+04 0.9032708 0.0002826 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 40
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.10561366D+05 0.0000000 0.0000000 EM
2 -0.32114441D+04 7349.9214315 0.6959253 EM
3 -0.31968039D+04 14.6402314 0.0045588 EM
4 -0.31957246D+04 1.0793196 0.0003376 EM
5 -0.31955706D+04 0.1539941 0.0000482 EM
FINAL STAGE ITERATIONS
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 12
4 -0.31921078D+04 0.9863741 0.0003089 EM
5 -0.31913392D+04 0.7686720 0.0002408 EM
6 -0.31906442D+04 0.6949680 0.0002178 EM
7 -0.31899701D+04 0.6741259 0.0002113 EM
8 -0.31892990D+04 0.6710773 0.0002104 EM
9 -0.31886308D+04 0.6681996 0.0002095 EM
10 -0.31879756D+04 0.6552377 0.0002055 EM
11 -0.31873488D+04 0.6267664 0.0001966 EM
12 -0.31867670D+04 0.5817848 0.0001825 EM
13 -0.31862437D+04 0.5233299 0.0001642 EM
14 -0.31857865D+04 0.4571316 0.0001435 EM
15 -0.31853970D+04 0.3895826 0.0001223 EM
16 -0.31850711D+04 0.3258329 0.0001023 EM
17 -0.31848021D+04 0.2689781 0.0000844 EM
18 -0.31845820D+04 0.2201107 0.0000691 EM
19 -0.31844030D+04 0.1790352 0.0000562 EM
20 -0.31842581D+04 0.1449114 0.0000455 EM
21 -0.31841413D+04 0.1167445 0.0000367 EM
22 -0.31840477D+04 0.0935964 0.0000294 EM
23 -0.31839731D+04 0.0746583 0.0000234 EM
24 -0.31839138D+04 0.0592492 0.0000186 EM
25 -0.31838671D+04 0.0467809 0.0000147 EM
26 -0.31838303D+04 0.0367642 0.0000115 EM
27 -0.31838015D+04 0.0287673 0.0000090 EM
28 -0.31837791D+04 0.0224235 0.0000070 EM
29 -0.31837617D+04 0.0174194 0.0000055 EM
30 -0.31837482D+04 0.0134905 0.0000042 EM
31 -0.31837378D+04 0.0104222 0.0000033 EM
32 -0.31837297D+04 0.0080339 0.0000025 EM
33 -0.31837236D+04 0.0061816 0.0000019 EM
34 -0.31837188D+04 0.0047489 0.0000015 EM
35 -0.31837152D+04 0.0036432 0.0000011 EM
36 -0.31837043D+04 0.0108702 0.0000034 FS
37 -0.31837034D+04 0.0008522 0.0000003 FS
38 -0.31837033D+04 0.0000935 0.0000000 FS
39 -0.31837033D+04 0.0000181 0.0000000 FS
40 -0.31837033D+04 0.0000070 0.0000000 FS
41 -0.31837033D+04 0.0000038 0.0000000 FS
42 -0.31837033D+04 0.0000023 0.0000000 FS
43 -0.31837033D+04 0.0000015 0.0000000 FS
44 -0.31837033D+04 0.0000009 0.0000000 FS
45 -0.31837033D+04 0.0000006 0.0000000 FS
46 -0.31837033D+04 0.0000004 0.0000000 FS
47 -0.31837033D+04 0.0000003 0.0000000 FS
48 -0.31837033D+04 0.0000002 0.0000000 FS
49 -0.31837033D+04 0.0000001 0.0000000 FS
50 -0.31837033D+04 0.0000001 0.0000000 FS
51 -0.31837033D+04 0.0000001 0.0000000 EM
52 -0.31837033D+04 0.0000000 0.0000000 EM
53 -0.31837033D+04 0.0000000 0.0000000 EM
54 -0.31837033D+04 0.0000000 0.0000000 EM
55 -0.31837033D+04 0.0000000 0.0000000 EM
56 -0.31837033D+04 0.0000000 0.0000000 EM
57 -0.31837033D+04 0.0000000 0.0000000 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 34
4 -0.31938341D+04 0.3320742 0.0001040 EM
5 -0.31934670D+04 0.3671785 0.0001150 EM
6 -0.31930567D+04 0.4102955 0.0001285 EM
7 -0.31925950D+04 0.4616600 0.0001446 EM
8 -0.31920743D+04 0.5207055 0.0001631 EM
9 -0.31914888D+04 0.5854833 0.0001834 EM
10 -0.31908369D+04 0.6519295 0.0002043 EM
11 -0.31901234D+04 0.7134676 0.0002236 EM
12 -0.31893623D+04 0.7611619 0.0002386 EM
13 -0.31885771D+04 0.7851755 0.0002462 EM
14 -0.31877997D+04 0.7773719 0.0002438 EM
15 -0.31870651D+04 0.7346177 0.0002304 EM
16 -0.31864041D+04 0.6610023 0.0002074 EM
17 -0.31858368D+04 0.5672402 0.0001780 EM
18 -0.31853697D+04 0.4671162 0.0001466 EM
19 -0.31849970D+04 0.3727100 0.0001170 EM
20 -0.31847056D+04 0.2913827 0.0000915 EM
21 -0.31844801D+04 0.2255078 0.0000708 EM
22 -0.31843061D+04 0.1740725 0.0000547 EM
23 -0.31841715D+04 0.1345790 0.0000423 EM
24 -0.31840671D+04 0.1043555 0.0000328 EM
25 -0.31839860D+04 0.0811351 0.0000255 EM
26 -0.31839228D+04 0.0631847 0.0000198 EM
27 -0.31838736D+04 0.0492311 0.0000155 EM
28 -0.31838352D+04 0.0383441 0.0000120 EM
29 -0.31838054D+04 0.0298358 0.0000094 EM
30 -0.31837822D+04 0.0231836 0.0000073 EM
31 -0.31837642D+04 0.0179867 0.0000056 EM
32 -0.31837503D+04 0.0139350 0.0000044 EM
33 -0.31837395D+04 0.0107800 0.0000034 EM
34 -0.31837312D+04 0.0083280 0.0000026 EM
35 -0.31837247D+04 0.0064265 0.0000020 EM
36 -0.31837050D+04 0.0197066 0.0000062 FS
37 -0.31837036D+04 0.0014924 0.0000005 FS
38 -0.31837034D+04 0.0001685 0.0000001 FS
39 -0.31837033D+04 0.0000348 0.0000000 FS
40 -0.31837033D+04 0.0000140 0.0000000 FS
41 -0.31837033D+04 0.0000078 0.0000000 FS
42 -0.31837033D+04 0.0000048 0.0000000 FS
43 -0.31837033D+04 0.0000031 0.0000000 FS
44 -0.31837033D+04 0.0000020 0.0000000 FS
45 -0.31837033D+04 0.0000013 0.0000000 FS
46 -0.31837033D+04 0.0000008 0.0000000 FS
47 -0.31837033D+04 0.0000005 0.0000000 FS
48 -0.31837033D+04 0.0000003 0.0000000 FS
49 -0.31837033D+04 0.0000002 0.0000000 FS
50 -0.31837033D+04 0.0000001 0.0000000 FS
51 -0.31837033D+04 0.0000001 0.0000000 FS
52 -0.31837033D+04 0.0000001 0.0000000 EM
53 -0.31837033D+04 0.0000000 0.0000000 EM
54 -0.31837033D+04 0.0000000 0.0000000 EM
55 -0.31837033D+04 0.0000000 0.0000000 EM
56 -0.31837033D+04 0.0000000 0.0000000 EM
57 -0.31837033D+04 0.0000000 0.0000000 EM
58 -0.31837033D+04 0.0000000 0.0000000 EM
59 -0.31837033D+04 0.0000000 0.0000000 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 22
5 -0.31942873D+04 0.9670950 0.0003027 EM
6 -0.31936211D+04 0.6661892 0.0002086 EM
7 -0.31931022D+04 0.5189495 0.0001625 EM
8 -0.31926585D+04 0.4436291 0.0001389 EM
9 -0.31922506D+04 0.4079880 0.0001278 EM
10 -0.31918531D+04 0.3974640 0.0001245 EM
11 -0.31914485D+04 0.4046065 0.0001268 EM
12 -0.31910236D+04 0.4248843 0.0001331 EM
13 -0.31905689D+04 0.4546698 0.0001425 EM
14 -0.31900788D+04 0.4900991 0.0001536 EM
15 -0.31895523D+04 0.5264985 0.0001650 EM
16 -0.31889940D+04 0.5583092 0.0001750 EM
17 -0.31884143D+04 0.5797153 0.0001818 EM
18 -0.31878286D+04 0.5856792 0.0001837 EM
19 -0.31872554D+04 0.5732727 0.0001798 EM
20 -0.31867128D+04 0.5425936 0.0001702 EM
21 -0.31862160D+04 0.4967745 0.0001559 EM
22 -0.31857748D+04 0.4411570 0.0001385 EM
23 -0.31853932D+04 0.3816551 0.0001198 EM
24 -0.31850699D+04 0.3233167 0.0001015 EM
25 -0.31848003D+04 0.2695255 0.0000846 EM
26 -0.31845784D+04 0.2219628 0.0000697 EM
27 -0.31843973D+04 0.1810626 0.0000569 EM
28 -0.31842508D+04 0.1465262 0.0000460 EM
29 -0.31841330D+04 0.1177304 0.0000370 EM
30 -0.31840391D+04 0.0939592 0.0000295 EM
31 -0.31839646D+04 0.0745120 0.0000234 EM
32 -0.31839058D+04 0.0587400 0.0000184 EM
33 -0.31838598D+04 0.0460512 0.0000145 EM
34 -0.31838239D+04 0.0359277 0.0000113 EM
35 -0.31837959D+04 0.0279082 0.0000088 EM
36 -0.31837116D+04 0.0843254 0.0000265 FS
37 -0.31837044D+04 0.0072548 0.0000023 FS
38 -0.31837036D+04 0.0008028 0.0000003 FS
39 -0.31837034D+04 0.0001404 0.0000000 FS
40 -0.31837034D+04 0.0000480 0.0000000 FS
41 -0.31837034D+04 0.0000250 0.0000000 FS
42 -0.31837033D+04 0.0000150 0.0000000 FS
43 -0.31837033D+04 0.0000096 0.0000000 FS
44 -0.31837033D+04 0.0000061 0.0000000 FS
45 -0.31837033D+04 0.0000040 0.0000000 FS
46 -0.31837033D+04 0.0000026 0.0000000 FS
47 -0.31837033D+04 0.0000017 0.0000000 FS
48 -0.31837033D+04 0.0000011 0.0000000 FS
49 -0.31837033D+04 0.0000007 0.0000000 FS
50 -0.31837033D+04 0.0000005 0.0000000 FS
51 -0.31837033D+04 0.0000003 0.0000000 FS
52 -0.31837033D+04 0.0000002 0.0000000 FS
53 -0.31837033D+04 0.0000001 0.0000000 FS
54 -0.31837033D+04 0.0000001 0.0000000 FS
55 -0.31837033D+04 0.0000001 0.0000000 EM
56 -0.31837033D+04 0.0000000 0.0000000 EM
57 -0.31837033D+04 0.0000000 0.0000000 EM
58 -0.31837033D+04 0.0000000 0.0000000 EM
59 -0.31837033D+04 0.0000000 0.0000000 EM
60 -0.31837033D+04 0.0000000 0.0000000 EM
61 -0.31837033D+04 0.0000000 0.0000000 EM
62 -0.31837033D+04 0.0000000 0.0000000 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 18
4 -0.31952189D+04 0.9490030 0.0002969 EM
5 -0.31950524D+04 0.1665139 0.0000521 EM
6 -0.31950235D+04 0.0289222 0.0000091 EM
7 -0.31950182D+04 0.0052205 0.0000016 EM
8 -0.31950170D+04 0.0012028 0.0000004 EM
9 -0.31950165D+04 0.0005269 0.0000002 EM
10 -0.31950161D+04 0.0004152 0.0000001 EM
11 -0.31950157D+04 0.0003987 0.0000001 EM
12 -0.31950153D+04 0.0003984 0.0000001 EM
13 -0.31950149D+04 0.0004008 0.0000001 EM
14 -0.31950145D+04 0.0004038 0.0000001 EM
15 -0.31950141D+04 0.0004070 0.0000001 EM
16 -0.31950137D+04 0.0004102 0.0000001 EM
17 -0.31950133D+04 0.0004136 0.0000001 EM
18 -0.31950128D+04 0.0004170 0.0000001 EM
19 -0.31950124D+04 0.0004205 0.0000001 EM
20 -0.31950120D+04 0.0004241 0.0000001 EM
21 -0.31950116D+04 0.0004279 0.0000001 EM
22 -0.31950111D+04 0.0004317 0.0000001 EM
23 -0.31950107D+04 0.0004356 0.0000001 EM
24 -0.31950103D+04 0.0004396 0.0000001 EM
25 -0.31950098D+04 0.0004437 0.0000001 EM
26 -0.31950094D+04 0.0004480 0.0000001 EM
27 -0.31950089D+04 0.0004523 0.0000001 EM
28 -0.31950085D+04 0.0004568 0.0000001 EM
29 -0.31950080D+04 0.0004614 0.0000001 EM
30 -0.31950075D+04 0.0004660 0.0000001 EM
31 -0.31950071D+04 0.0004709 0.0000001 EM
32 -0.31950066D+04 0.0004758 0.0000001 EM
33 -0.31950061D+04 0.0004809 0.0000002 EM
34 -0.31950056D+04 0.0004861 0.0000002 EM
35 -0.31950051D+04 0.0004914 0.0000002 EM
36 -0.31950046D+04 0.0004969 0.0000002 EM
37 -0.31950041D+04 0.0005025 0.0000002 EM
38 -0.31950036D+04 0.0005083 0.0000002 EM
39 -0.31950031D+04 0.0005142 0.0000002 EM
40 -0.31950026D+04 0.0005203 0.0000002 EM
41 -0.31949723D+04 0.0302834 0.0000095 FS
42 -0.31949579D+04 0.0144449 0.0000045 EM
43 -0.31949545D+04 0.0033479 0.0000010 EM
44 -0.31949518D+04 0.0027236 0.0000009 EM
45 -0.31949491D+04 0.0026663 0.0000008 EM
46 -0.31949465D+04 0.0026547 0.0000008 EM
47 -0.31949438D+04 0.0026498 0.0000008 EM
48 -0.31949412D+04 0.0026482 0.0000008 EM
49 -0.31949385D+04 0.0026498 0.0000008 EM
50 -0.31949359D+04 0.0026543 0.0000008 EM
51 -0.31949332D+04 0.0026618 0.0000008 EM
52 -0.31949305D+04 0.0026720 0.0000008 EM
53 -0.31949278D+04 0.0026850 0.0000008 EM
54 -0.31949251D+04 0.0027005 0.0000008 EM
55 -0.31949224D+04 0.0027185 0.0000009 EM
56 -0.31949197D+04 0.0027388 0.0000009 EM
57 -0.31949169D+04 0.0027614 0.0000009 EM
58 -0.31949141D+04 0.0027861 0.0000009 EM
59 -0.31949113D+04 0.0028129 0.0000009 EM
60 -0.31949085D+04 0.0028415 0.0000009 EM
61 -0.31949056D+04 0.0028719 0.0000009 EM
62 -0.31949027D+04 0.0029039 0.0000009 EM
63 -0.31948998D+04 0.0029374 0.0000009 EM
64 -0.31948968D+04 0.0029722 0.0000009 EM
65 -0.31946580D+04 0.2388133 0.0000747 QN
66 -0.31946580D+04 0.0000000 0.0000000 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 15
5 -0.31952441D+04 0.2093679 0.0000655 EM
6 -0.31951997D+04 0.0443977 0.0000139 EM
7 -0.31951898D+04 0.0099605 0.0000031 EM
8 -0.31951872D+04 0.0025927 0.0000008 EM
9 -0.31951862D+04 0.0009898 0.0000003 EM
10 -0.31951856D+04 0.0006332 0.0000002 EM
11 -0.31951850D+04 0.0005489 0.0000002 EM
12 -0.31951845D+04 0.0005248 0.0000002 EM
13 -0.31951840D+04 0.0005141 0.0000002 EM
14 -0.31951835D+04 0.0005066 0.0000002 EM
15 -0.31951830D+04 0.0004998 0.0000002 EM
16 -0.31951825D+04 0.0004933 0.0000002 EM
17 -0.31951820D+04 0.0004869 0.0000002 EM
18 -0.31951815D+04 0.0004806 0.0000002 EM
19 -0.31951810D+04 0.0004744 0.0000001 EM
20 -0.31951806D+04 0.0004683 0.0000001 EM
21 -0.31951801D+04 0.0004623 0.0000001 EM
22 -0.31951796D+04 0.0004564 0.0000001 EM
23 -0.31951792D+04 0.0004506 0.0000001 EM
24 -0.31951788D+04 0.0004449 0.0000001 EM
25 -0.31951783D+04 0.0004392 0.0000001 EM
26 -0.31951779D+04 0.0004337 0.0000001 EM
27 -0.31951775D+04 0.0004282 0.0000001 EM
28 -0.31951770D+04 0.0004228 0.0000001 EM
29 -0.31951766D+04 0.0004175 0.0000001 EM
30 -0.31951762D+04 0.0004122 0.0000001 EM
31 -0.31951758D+04 0.0004071 0.0000001 EM
32 -0.31951754D+04 0.0004020 0.0000001 EM
33 -0.31951750D+04 0.0003969 0.0000001 EM
34 -0.31951746D+04 0.0003920 0.0000001 EM
35 -0.31951742D+04 0.0003871 0.0000001 EM
36 -0.31951738D+04 0.0003823 0.0000001 EM
37 -0.31951735D+04 0.0003775 0.0000001 EM
38 -0.31951731D+04 0.0003729 0.0000001 EM
39 -0.31951727D+04 0.0003682 0.0000001 EM
40 -0.31951723D+04 0.0003637 0.0000001 EM
41 -0.31951540D+04 0.0183223 0.0000057 FS
42 -0.31951506D+04 0.0033883 0.0000011 EM
43 -0.31951504D+04 0.0002373 0.0000001 EM
44 -0.31951503D+04 0.0001149 0.0000000 EM
45 -0.31951502D+04 0.0000737 0.0000000 EM
46 -0.31951502D+04 0.0000596 0.0000000 EM
47 -0.31951501D+04 0.0000544 0.0000000 EM
48 -0.31951500D+04 0.0000523 0.0000000 EM
49 -0.31951500D+04 0.0000511 0.0000000 EM
50 -0.31951499D+04 0.0000503 0.0000000 EM
51 -0.31951499D+04 0.0000497 0.0000000 EM
52 -0.31951498D+04 0.0000490 0.0000000 EM
53 -0.31951498D+04 0.0000484 0.0000000 EM
54 -0.31951498D+04 0.0000478 0.0000000 EM
55 -0.31951497D+04 0.0000472 0.0000000 EM
56 -0.31951497D+04 0.0000466 0.0000000 EM
57 -0.31951496D+04 0.0000460 0.0000000 EM
58 -0.31951496D+04 0.0000454 0.0000000 EM
59 -0.31951495D+04 0.0000448 0.0000000 EM
60 -0.31951495D+04 0.0000443 0.0000000 EM
61 -0.31951494D+04 0.0000437 0.0000000 EM
62 -0.31951494D+04 0.0000431 0.0000000 EM
63 -0.31951493D+04 0.0000426 0.0000000 EM
64 -0.31951493D+04 0.0000420 0.0000000 EM
65 -0.31951493D+04 0.0000415 0.0000000 EM
66 -0.31951492D+04 0.0000409 0.0000000 EM
67 -0.31951464D+04 0.0028259 0.0000009 QN
68 -0.31951464D+04 0.0000000 0.0000000 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 25
4 -0.31952591D+04 0.0831941 0.0000260 EM
5 -0.31952539D+04 0.0051697 0.0000016 EM
6 -0.31952493D+04 0.0045904 0.0000014 EM
7 -0.31952448D+04 0.0045462 0.0000014 EM
8 -0.31952403D+04 0.0045066 0.0000014 EM
9 -0.31952358D+04 0.0044676 0.0000014 EM
10 -0.31952314D+04 0.0044295 0.0000014 EM
11 -0.31952270D+04 0.0043920 0.0000014 EM
12 -0.31952226D+04 0.0043553 0.0000014 EM
13 -0.31952183D+04 0.0043192 0.0000014 EM
14 -0.31952140D+04 0.0042838 0.0000013 EM
15 -0.31952098D+04 0.0042489 0.0000013 EM
16 -0.31952056D+04 0.0042145 0.0000013 EM
17 -0.31952014D+04 0.0041806 0.0000013 EM
18 -0.31951972D+04 0.0041471 0.0000013 EM
19 -0.31951931D+04 0.0041139 0.0000013 EM
20 -0.31951890D+04 0.0040810 0.0000013 EM
21 -0.31951850D+04 0.0040483 0.0000013 EM
22 -0.31951810D+04 0.0040156 0.0000013 EM
23 -0.31951770D+04 0.0039828 0.0000012 EM
24 -0.31951730D+04 0.0039499 0.0000012 EM
25 -0.31951691D+04 0.0039168 0.0000012 EM
26 -0.31951652D+04 0.0038832 0.0000012 EM
27 -0.31951614D+04 0.0038491 0.0000012 EM
28 -0.31951576D+04 0.0038143 0.0000012 EM
29 -0.31951538D+04 0.0037787 0.0000012 EM
30 -0.31951501D+04 0.0037421 0.0000012 EM
31 -0.31951464D+04 0.0037044 0.0000012 EM
32 -0.31951427D+04 0.0036654 0.0000011 EM
33 -0.31951391D+04 0.0036250 0.0000011 EM
34 -0.31951355D+04 0.0035831 0.0000011 EM
35 -0.31951319D+04 0.0035394 0.0000011 EM
36 -0.31951284D+04 0.0034939 0.0000011 EM
37 -0.31951250D+04 0.0034465 0.0000011 EM
38 -0.31951216D+04 0.0033971 0.0000011 EM
39 -0.31951183D+04 0.0033457 0.0000010 EM
40 -0.31951150D+04 0.0032922 0.0000010 EM
41 -0.31951117D+04 0.0032367 0.0000010 EM
42 -0.31951086D+04 0.0031792 0.0000010 EM
43 -0.31951054D+04 0.0031197 0.0000010 EM
44 -0.31951024D+04 0.0030585 0.0000010 EM
45 -0.31950994D+04 0.0029958 0.0000009 EM
46 -0.31950964D+04 0.0029317 0.0000009 EM
47 -0.31950936D+04 0.0028665 0.0000009 EM
48 -0.31950908D+04 0.0028006 0.0000009 EM
49 -0.31950880D+04 0.0027343 0.0000009 EM
50 -0.31950854D+04 0.0026681 0.0000008 EM
51 -0.31950828D+04 0.0026022 0.0000008 EM
52 -0.31950802D+04 0.0025373 0.0000008 EM
53 -0.31950778D+04 0.0024737 0.0000008 EM
54 -0.31950754D+04 0.0024118 0.0000008 EM
55 -0.31950730D+04 0.0023522 0.0000007 EM
56 -0.31950707D+04 0.0022953 0.0000007 EM
57 -0.31948214D+04 0.2493438 0.0000780 QN
58 -0.31948214D+04 0.0000000 0.0000000 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 39
5 -0.31953554D+04 0.9032708 0.0002826 EM
6 -0.31951478D+04 0.2076759 0.0000650 EM
7 -0.31950979D+04 0.0498410 0.0000156 EM
8 -0.31950825D+04 0.0154667 0.0000048 EM
9 -0.31950743D+04 0.0081486 0.0000026 EM
10 -0.31950678D+04 0.0065053 0.0000020 EM
11 -0.31950618D+04 0.0060197 0.0000019 EM
12 -0.31950560D+04 0.0057690 0.0000018 EM
13 -0.31950504D+04 0.0055696 0.0000017 EM
14 -0.31950451D+04 0.0053854 0.0000017 EM
15 -0.31950398D+04 0.0052098 0.0000016 EM
16 -0.31950348D+04 0.0050414 0.0000016 EM
17 -0.31950299D+04 0.0048801 0.0000015 EM
18 -0.31950252D+04 0.0047257 0.0000015 EM
19 -0.31950206D+04 0.0045783 0.0000014 EM
20 -0.31950162D+04 0.0044378 0.0000014 EM
21 -0.31950119D+04 0.0043042 0.0000013 EM
22 -0.31950077D+04 0.0041774 0.0000013 EM
23 -0.31950036D+04 0.0040574 0.0000013 EM
24 -0.31949997D+04 0.0039441 0.0000012 EM
25 -0.31949959D+04 0.0038374 0.0000012 EM
26 -0.31949921D+04 0.0037371 0.0000012 EM
27 -0.31949885D+04 0.0036432 0.0000011 EM
28 -0.31949849D+04 0.0035555 0.0000011 EM
29 -0.31949815D+04 0.0034739 0.0000011 EM
30 -0.31949781D+04 0.0033983 0.0000011 EM
31 -0.31949747D+04 0.0033285 0.0000010 EM
32 -0.31949715D+04 0.0032643 0.0000010 EM
33 -0.31949683D+04 0.0032057 0.0000010 EM
34 -0.31949651D+04 0.0031524 0.0000010 EM
35 -0.31949620D+04 0.0031044 0.0000010 EM
36 -0.31949589D+04 0.0030614 0.0000010 EM
37 -0.31949559D+04 0.0030233 0.0000009 EM
38 -0.31949529D+04 0.0029899 0.0000009 EM
39 -0.31949500D+04 0.0029612 0.0000009 EM
40 -0.31949470D+04 0.0029369 0.0000009 EM
41 -0.31949441D+04 0.0029169 0.0000009 EM
42 -0.31949412D+04 0.0029010 0.0000009 EM
43 -0.31949383D+04 0.0028891 0.0000009 EM
44 -0.31949354D+04 0.0028810 0.0000009 EM
45 -0.31949326D+04 0.0028766 0.0000009 EM
46 -0.31949297D+04 0.0028757 0.0000009 EM
47 -0.31949268D+04 0.0028782 0.0000009 EM
48 -0.31949239D+04 0.0028839 0.0000009 EM
49 -0.31949210D+04 0.0028926 0.0000009 EM
50 -0.31949181D+04 0.0029043 0.0000009 EM
51 -0.31949152D+04 0.0029188 0.0000009 EM
52 -0.31949123D+04 0.0029359 0.0000009 EM
53 -0.31949093D+04 0.0029554 0.0000009 EM
54 -0.31949063D+04 0.0029772 0.0000009 EM
55 -0.31949033D+04 0.0030012 0.0000009 EM
56 -0.31949003D+04 0.0030271 0.0000009 EM
57 -0.31948973D+04 0.0030548 0.0000010 EM
58 -0.31948942D+04 0.0030841 0.0000010 EM
59 -0.31948911D+04 0.0031149 0.0000010 EM
60 -0.31948879D+04 0.0031469 0.0000010 EM
61 -0.31948847D+04 0.0031800 0.0000010 EM
62 -0.31946580D+04 0.2267491 0.0000710 QN
63 -0.31946580D+04 0.0000000 0.0000000 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 26
4 -0.31953884D+04 0.8343860 0.0002611 EM
5 -0.31951965D+04 0.1918270 0.0000600 EM
6 -0.31951454D+04 0.0511280 0.0000160 EM
7 -0.31951285D+04 0.0168928 0.0000053 EM
8 -0.31951204D+04 0.0081634 0.0000026 EM
9 -0.31951145D+04 0.0058253 0.0000018 EM
10 -0.31951094D+04 0.0051141 0.0000016 EM
11 -0.31951046D+04 0.0048197 0.0000015 EM
12 -0.31951000D+04 0.0046333 0.0000015 EM
13 -0.31950955D+04 0.0044769 0.0000014 EM
14 -0.31950912D+04 0.0043306 0.0000014 EM
15 -0.31950870D+04 0.0041897 0.0000013 EM
16 -0.31950829D+04 0.0040530 0.0000013 EM
17 -0.31950790D+04 0.0039201 0.0000012 EM
18 -0.31950752D+04 0.0037910 0.0000012 EM
19 -0.31950715D+04 0.0036657 0.0000011 EM
20 -0.31950680D+04 0.0035442 0.0000011 EM
21 -0.31950646D+04 0.0034265 0.0000011 EM
22 -0.31950612D+04 0.0033126 0.0000010 EM
23 -0.31950580D+04 0.0032025 0.0000010 EM
24 -0.31950550D+04 0.0030961 0.0000010 EM
25 -0.31950520D+04 0.0029934 0.0000009 EM
26 -0.31950491D+04 0.0028944 0.0000009 EM
27 -0.31950463D+04 0.0027991 0.0000009 EM
28 -0.31950436D+04 0.0027073 0.0000008 EM
29 -0.31950409D+04 0.0026191 0.0000008 EM
30 -0.31950384D+04 0.0025344 0.0000008 EM
31 -0.31950360D+04 0.0024532 0.0000008 EM
32 -0.31950336D+04 0.0023753 0.0000007 EM
33 -0.31950313D+04 0.0023008 0.0000007 EM
34 -0.31950290D+04 0.0022296 0.0000007 EM
35 -0.31950269D+04 0.0021615 0.0000007 EM
36 -0.31950248D+04 0.0020966 0.0000007 EM
37 -0.31950228D+04 0.0020348 0.0000006 EM
38 -0.31950208D+04 0.0019760 0.0000006 EM
39 -0.31950189D+04 0.0019202 0.0000006 EM
40 -0.31950170D+04 0.0018672 0.0000006 EM
41 -0.31950152D+04 0.0018170 0.0000006 EM
42 -0.31950134D+04 0.0017696 0.0000006 EM
43 -0.31950117D+04 0.0017248 0.0000005 EM
44 -0.31950100D+04 0.0016826 0.0000005 EM
45 -0.31950084D+04 0.0016429 0.0000005 EM
46 -0.31950067D+04 0.0016057 0.0000005 EM
47 -0.31950052D+04 0.0015708 0.0000005 EM
48 -0.31950036D+04 0.0015383 0.0000005 EM
49 -0.31950021D+04 0.0015081 0.0000005 EM
50 -0.31950006D+04 0.0014800 0.0000005 EM
51 -0.31949992D+04 0.0014541 0.0000005 EM
52 -0.31949978D+04 0.0014302 0.0000004 EM
53 -0.31949964D+04 0.0014083 0.0000004 EM
54 -0.31949950D+04 0.0013884 0.0000004 EM
55 -0.31949936D+04 0.0013704 0.0000004 EM
56 -0.31949922D+04 0.0013543 0.0000004 EM
57 -0.31949909D+04 0.0013399 0.0000004 EM
58 -0.31949896D+04 0.0013273 0.0000004 EM
59 -0.31949883D+04 0.0013164 0.0000004 EM
60 -0.31949870D+04 0.0013072 0.0000004 EM
61 -0.31946580D+04 0.3289719 0.0001030 QN
62 -0.31946580D+04 0.0000000 0.0000000 EM
Beginning Time: 23:13:24
Ending Time: 23:13:26
Elapsed Time: 00:00:02
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