Mplus VERSION 8.8
MUTHEN & MUTHEN
04/19/2022 11:12 PM
INPUT INSTRUCTIONS
TITLE: this is an example of a mixture regression analysis
for a continuous dependent variable
using automatic starting values with random starts
DATA: FILE IS ex7.1.dat;
VARIABLE: NAMES ARE y x1 x2;
CLASSES = c (2);
ANALYSIS: TYPE = MIXTURE;
MODEL:
%OVERALL%
y ON x1 x2;
c ON x1;
%c#2%
y ON x2;
y;
OUTPUT: TECH1 TECH8;
INPUT READING TERMINATED NORMALLY
this is an example of a mixture regression analysis
for a continuous dependent variable
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
Continuous
Y
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)
ex7.1.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
Y 1.310 0.247 -7.531 0.20% -1.509 0.537 1.148
500.000 9.259 -0.058 10.600 0.20% 1.817 3.886
X1 -0.061 -0.047 -2.629 0.20% -0.964 -0.303 -0.047
500.000 1.039 -0.378 2.914 0.20% 0.239 0.828
X2 -0.006 0.066 -3.511 0.20% -0.825 -0.314 -0.010
500.000 0.983 0.097 3.571 0.20% 0.275 0.852
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:
-836.899 637345 19
-836.899 903420 5
-836.899 unperturbed 0
-836.899 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 9
Loglikelihood
H0 Value -836.899
H0 Scaling Correction Factor 0.9356
for MLR
Information Criteria
Akaike (AIC) 1691.797
Bayesian (BIC) 1729.729
Sample-Size Adjusted BIC 1701.162
(n* = (n + 2) / 24)
FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASSES
BASED ON THE ESTIMATED MODEL
Latent
Classes
1 275.54444 0.55109
2 224.45556 0.44891
FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASSES
BASED ON ESTIMATED POSTERIOR PROBABILITIES
Latent
Classes
1 275.54425 0.55109
2 224.45575 0.44891
FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASSES
BASED ON THEIR MOST LIKELY LATENT CLASS MEMBERSHIP
Class Counts and Proportions
Latent
Classes
1 270 0.54000
2 230 0.46000
CLASSIFICATION QUALITY
Entropy 0.389
Average Latent Class Probabilities for Most Likely Latent Class Membership (Row)
by Latent Class (Column)
1 2
1 0.816 0.184
2 0.240 0.760
Classification Probabilities for the Most Likely Latent Class Membership (Column)
by Latent Class (Row)
1 2
1 0.800 0.200
2 0.221 0.779
Logits for the Classification Probabilities for the Most Likely Latent Class Membership (Column)
by Latent Class (Row)
1 2
1 1.384 0.000
2 -1.259 0.000
MODEL RESULTS
Two-Tailed
Estimate S.E. Est./S.E. P-Value
Latent Class 1
Y ON
X1 1.999 0.063 31.575 0.000
X2 2.059 0.108 19.116 0.000
Intercepts
Y 1.967 0.125 15.701 0.000
Residual Variances
Y 1.964 0.173 11.358 0.000
Latent Class 2
Y ON
X1 1.999 0.063 31.575 0.000
X2 0.971 0.076 12.815 0.000
Intercepts
Y 0.862 0.102 8.468 0.000
Residual Variances
Y 0.652 0.078 8.322 0.000
Categorical Latent Variables
C#1 ON
X1 1.009 0.257 3.923 0.000
Intercepts
C#1 0.309 0.262 1.183 0.237
QUALITY OF NUMERICAL RESULTS
Condition Number for the Information Matrix 0.164E-01
(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 2.744 0.706 1.657 4.543
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 -1.009 0.257 -3.923 0.000
Intercepts
C#2 -0.309 0.262 -1.183 0.237
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 0.364 0.094 0.220 0.604
TECHNICAL 1 OUTPUT
PARAMETER SPECIFICATION FOR LATENT CLASS 1
NU
Y X1 X2
________ ________ ________
0 0 0
LAMBDA
Y X1 X2
________ ________ ________
Y 0 0 0
X1 0 0 0
X2 0 0 0
THETA
Y X1 X2
________ ________ ________
Y 0
X1 0 0
X2 0 0 0
ALPHA
Y X1 X2
________ ________ ________
1 0 0
BETA
Y X1 X2
________ ________ ________
Y 0 2 3
X1 0 0 0
X2 0 0 0
PSI
Y X1 X2
________ ________ ________
Y 4
X1 0 0
X2 0 0 0
PARAMETER SPECIFICATION FOR LATENT CLASS 2
NU
Y X1 X2
________ ________ ________
0 0 0
LAMBDA
Y X1 X2
________ ________ ________
Y 0 0 0
X1 0 0 0
X2 0 0 0
THETA
Y X1 X2
________ ________ ________
Y 0
X1 0 0
X2 0 0 0
ALPHA
Y X1 X2
________ ________ ________
5 0 0
BETA
Y X1 X2
________ ________ ________
Y 0 2 6
X1 0 0 0
X2 0 0 0
PSI
Y X1 X2
________ ________ ________
Y 7
X1 0 0
X2 0 0 0
PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART
ALPHA(C)
C#1 C#2
________ ________
8 0
GAMMA(C)
X1 X2
________ ________
C#1 9 0
C#2 0 0
STARTING VALUES FOR LATENT CLASS 1
NU
Y X1 X2
________ ________ ________
0.000 0.000 0.000
LAMBDA
Y X1 X2
________ ________ ________
Y 1.000 0.000 0.000
X1 0.000 1.000 0.000
X2 0.000 0.000 1.000
THETA
Y X1 X2
________ ________ ________
Y 0.000
X1 0.000 0.000
X2 0.000 0.000 0.000
ALPHA
Y X1 X2
________ ________ ________
-1.733 0.000 0.000
BETA
Y X1 X2
________ ________ ________
Y 0.000 0.000 0.000
X1 0.000 0.000 0.000
X2 0.000 0.000 0.000
PSI
Y X1 X2
________ ________ ________
Y 4.630
X1 0.000 0.520
X2 0.000 0.000 0.492
STARTING VALUES FOR LATENT CLASS 2
NU
Y X1 X2
________ ________ ________
0.000 0.000 0.000
LAMBDA
Y X1 X2
________ ________ ________
Y 1.000 0.000 0.000
X1 0.000 1.000 0.000
X2 0.000 0.000 1.000
THETA
Y X1 X2
________ ________ ________
Y 0.000
X1 0.000 0.000
X2 0.000 0.000 0.000
ALPHA
Y X1 X2
________ ________ ________
4.353 0.000 0.000
BETA
Y X1 X2
________ ________ ________
Y 0.000 0.000 0.000
X1 0.000 0.000 0.000
X2 0.000 0.000 0.000
PSI
Y X1 X2
________ ________ ________
Y 4.630
X1 0.000 0.520
X2 0.000 0.000 0.492
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
TECHNICAL 8 OUTPUT
INITIAL STAGE ITERATIONS
TECHNICAL 8 OUTPUT FOR UNPERTURBED STARTING VALUE SET
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.13165132D+04 0.0000000 0.0000000 EM
2 -0.86275396D+03 453.7592634 0.3446675 EM
3 -0.84520123D+03 17.5527263 0.0203450 EM
4 -0.84133897D+03 3.8622593 0.0045696 EM
5 -0.83956690D+03 1.7720660 0.0021062 EM
6 -0.83854188D+03 1.0250218 0.0012209 EM
7 -0.83792005D+03 0.6218354 0.0007416 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 1
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.20625608D+04 0.0000000 0.0000000 EM
2 -0.86609069D+03 1196.4701340 0.5800896 EM
3 -0.86130681D+03 4.7838805 0.0055235 EM
4 -0.85867944D+03 2.6273703 0.0030504 EM
5 -0.85698971D+03 1.6897323 0.0019678 EM
6 -0.85553043D+03 1.4592793 0.0017028 EM
7 -0.85411570D+03 1.4147213 0.0016536 EM
8 -0.85272284D+03 1.3928624 0.0016308 EM
9 -0.85136048D+03 1.3623671 0.0015977 EM
10 -0.85003990D+03 1.3205743 0.0015511 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 2
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.48244014D+04 0.0000000 0.0000000 EM
2 -0.87367590D+03 3950.7255053 0.8189048 EM
3 -0.86686667D+03 6.8092291 0.0077938 EM
4 -0.86274501D+03 4.1216620 0.0047547 EM
5 -0.85879026D+03 3.9547483 0.0045839 EM
6 -0.85545827D+03 3.3319841 0.0038799 EM
7 -0.85279694D+03 2.6613338 0.0031110 EM
8 -0.85063869D+03 2.1582538 0.0025308 EM
9 -0.84879854D+03 1.8401443 0.0021633 EM
10 -0.84715277D+03 1.6457667 0.0019389 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 3
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.34522757D+04 0.0000000 0.0000000 EM
2 -0.87304296D+03 2579.2326958 0.7471109 EM
3 -0.86912674D+03 3.9162236 0.0044857 EM
4 -0.86874919D+03 0.3775519 0.0004344 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 4
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.21436597D+04 0.0000000 0.0000000 EM
2 -0.87202173D+03 1271.6379600 0.5932089 EM
3 -0.86876891D+03 3.2528261 0.0037302 EM
4 -0.86682934D+03 1.9395623 0.0022325 EM
5 -0.86459882D+03 2.2305230 0.0025732 EM
6 -0.86183951D+03 2.7593129 0.0031914 EM
7 -0.85848108D+03 3.3584260 0.0038968 EM
8 -0.85470635D+03 3.7747300 0.0043970 EM
9 -0.85093939D+03 3.7669667 0.0044073 EM
10 -0.84760446D+03 3.3349247 0.0039191 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 5
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.19182573D+04 0.0000000 0.0000000 EM
2 -0.86573918D+03 1052.5181271 0.5486845 EM
3 -0.85607255D+03 9.6666232 0.0111657 EM
4 -0.85004578D+03 6.0267705 0.0070400 EM
5 -0.84629507D+03 3.7507179 0.0044124 EM
6 -0.84368277D+03 2.6122990 0.0030867 EM
7 -0.84170003D+03 1.9827314 0.0023501 EM
8 -0.84021575D+03 1.4842817 0.0017634 EM
9 -0.83915847D+03 1.0572810 0.0012583 EM
10 -0.83843587D+03 0.7225987 0.0008611 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 6
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.40715768D+04 0.0000000 0.0000000 EM
2 -0.86598565D+03 3205.5911205 0.7873095 EM
3 -0.85915729D+03 6.8283590 0.0078851 EM
4 -0.85658853D+03 2.5687596 0.0029899 EM
5 -0.85466012D+03 1.9284120 0.0022513 EM
6 -0.85285717D+03 1.8029456 0.0021095 EM
7 -0.85100560D+03 1.8515728 0.0021710 EM
8 -0.84904863D+03 1.9569700 0.0022996 EM
9 -0.84701073D+03 2.0378933 0.0024002 EM
10 -0.84499561D+03 2.0151235 0.0023791 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 7
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.20132799D+04 0.0000000 0.0000000 EM
2 -0.86082547D+03 1152.4544070 0.5724263 EM
3 -0.84554300D+03 15.2824663 0.0177533 EM
4 -0.84277977D+03 2.7632362 0.0032680 EM
5 -0.84095248D+03 1.8272851 0.0021682 EM
6 -0.83963059D+03 1.3218877 0.0015719 EM
7 -0.83870102D+03 0.9295756 0.0011071 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 8
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.27223385D+04 0.0000000 0.0000000 EM
2 -0.88948169D+03 1832.8568273 0.6732656 EM
3 -0.85900783D+03 30.4738650 0.0342602 EM
4 -0.85279261D+03 6.2152192 0.0072353 EM
5 -0.85076201D+03 2.0305980 0.0023811 EM
6 -0.84955505D+03 1.2069555 0.0014187 EM
7 -0.84854308D+03 1.0119747 0.0011912 EM
8 -0.84757301D+03 0.9700664 0.0011432 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 9
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.59022395D+04 0.0000000 0.0000000 EM
2 -0.87113957D+03 5031.0999080 0.8524052 EM
3 -0.86680505D+03 4.3345178 0.0049757 EM
4 -0.86343797D+03 3.3670791 0.0038845 EM
5 -0.85988362D+03 3.5543522 0.0041165 EM
6 -0.85667170D+03 3.2119173 0.0037353 EM
7 -0.85412966D+03 2.5420433 0.0029673 EM
8 -0.85227557D+03 1.8540830 0.0021707 EM
9 -0.85092827D+03 1.3473040 0.0015808 EM
10 -0.84988417D+03 1.0440974 0.0012270 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 10
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.11924344D+04 0.0000000 0.0000000 EM
2 -0.85651810D+03 335.9163103 0.2817063 EM
3 -0.85199021D+03 4.5278892 0.0052864 EM
4 -0.85053802D+03 1.4521952 0.0017045 EM
5 -0.84931551D+03 1.2225047 0.0014373 EM
6 -0.84817588D+03 1.1396329 0.0013418 EM
7 -0.84708751D+03 1.0883676 0.0012832 EM
8 -0.84604572D+03 1.0417926 0.0012299 EM
9 -0.84505368D+03 0.9920397 0.0011726 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 11
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.18953616D+04 0.0000000 0.0000000 EM
2 -0.87228388D+03 1023.0776718 0.5397797 EM
3 -0.87182816D+03 0.4557232 0.0005224 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 12
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.17107967D+04 0.0000000 0.0000000 EM
2 -0.85990258D+03 850.8941221 0.4973672 EM
3 -0.85034045D+03 9.5621375 0.0111200 EM
4 -0.84486951D+03 5.4709345 0.0064338 EM
5 -0.84216461D+03 2.7049059 0.0032016 EM
6 -0.84088377D+03 1.2808330 0.0015209 EM
7 -0.84012604D+03 0.7577278 0.0009011 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 13
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.16356882D+04 0.0000000 0.0000000 EM
2 -0.85910563D+03 776.5825802 0.4747742 EM
3 -0.84690933D+03 12.1962981 0.0141965 EM
4 -0.84288763D+03 4.0216953 0.0047487 EM
5 -0.84104230D+03 1.8453347 0.0021893 EM
6 -0.84004396D+03 0.9983425 0.0011870 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 14
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.36381154D+04 0.0000000 0.0000000 EM
2 -0.87392994D+03 2764.1854549 0.7597850 EM
3 -0.87151721D+03 2.4127258 0.0027608 EM
4 -0.87087070D+03 0.6465103 0.0007418 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 15
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.24136936D+04 0.0000000 0.0000000 EM
2 -0.90523598D+03 1508.4575998 0.6249582 EM
3 -0.85838471D+03 46.8512666 0.0517559 EM
4 -0.85061877D+03 7.7659449 0.0090472 EM
5 -0.84651611D+03 4.1026506 0.0048231 EM
6 -0.84354729D+03 2.9688257 0.0035071 EM
7 -0.84131737D+03 2.2299219 0.0026435 EM
8 -0.83973668D+03 1.5806850 0.0018788 EM
9 -0.83870416D+03 1.0325272 0.0012296 EM
10 -0.83806546D+03 0.6386965 0.0007615 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 16
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.33249230D+04 0.0000000 0.0000000 EM
2 -0.86826223D+03 2456.6607891 0.7388625 EM
3 -0.85849233D+03 9.7698971 0.0112522 EM
4 -0.85514815D+03 3.3441864 0.0038954 EM
5 -0.85254746D+03 2.6006875 0.0030412 EM
6 -0.85025792D+03 2.2895408 0.0026855 EM
7 -0.84818672D+03 2.0711971 0.0024360 EM
8 -0.84632237D+03 1.8643505 0.0021980 EM
9 -0.84467388D+03 1.6484917 0.0019478 EM
10 -0.84324320D+03 1.4306772 0.0016938 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 17
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.42201294D+04 0.0000000 0.0000000 EM
2 -0.86200774D+03 3358.1216387 0.7957390 EM
3 -0.85592147D+03 6.0862750 0.0070606 EM
4 -0.85482839D+03 1.0930741 0.0012771 EM
5 -0.85381788D+03 1.0105097 0.0011821 EM
6 -0.85281983D+03 0.9980523 0.0011689 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 18
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.27738626D+04 0.0000000 0.0000000 EM
2 -0.86846007D+03 1905.4025539 0.6869131 EM
3 -0.86128356D+03 7.1765069 0.0082635 EM
4 -0.85864426D+03 2.6393015 0.0030644 EM
5 -0.85640795D+03 2.2363085 0.0026045 EM
6 -0.85433233D+03 2.0756139 0.0024236 EM
7 -0.85235115D+03 1.9811826 0.0023190 EM
8 -0.85045205D+03 1.8991013 0.0022281 EM
9 -0.84865222D+03 1.7998343 0.0021163 EM
10 -0.84697894D+03 1.6732746 0.0019717 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 19
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.44887048D+04 0.0000000 0.0000000 EM
2 -0.86703283D+03 3621.6720109 0.8068412 EM
3 -0.85249042D+03 14.5424097 0.0167726 EM
4 -0.84707639D+03 5.4140251 0.0063508 EM
5 -0.84337558D+03 3.7008182 0.0043689 EM
6 -0.84094018D+03 2.4353995 0.0028877 EM
7 -0.83941042D+03 1.5297521 0.0018191 EM
8 -0.83845546D+03 0.9549673 0.0011377 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 20
E STEP ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE ALGORITHM
1 -0.26729002D+04 0.0000000 0.0000000 EM
2 -0.86522644D+03 1807.6737811 0.6762968 EM
3 -0.85643911D+03 8.7873381 0.0101561 EM
4 -0.85307840D+03 3.3607074 0.0039240 EM
5 -0.85074805D+03 2.3303489 0.0027317 EM
6 -0.84863245D+03 2.1156023 0.0024868 EM
7 -0.84652162D+03 2.1108266 0.0024873 EM
8 -0.84445288D+03 2.0687360 0.0024438 EM
9 -0.84256849D+03 1.8843902 0.0022315 EM
10 -0.84099647D+03 1.5720238 0.0018658 EM
FINAL STAGE ITERATIONS
TECHNICAL 8 OUTPUT FOR UNPERTURBED STARTING VALUE SET
7 -0.83792005D+03 0.6218354 0.0007416 EM
8 -0.83754534D+03 0.3747096 0.0004472 EM
9 -0.83731933D+03 0.2260068 0.0002698 EM
10 -0.83718057D+03 0.1387603 0.0001657 EM
11 -0.83709303D+03 0.0875446 0.0001046 EM
12 -0.83703612D+03 0.0569012 0.0000680 EM
13 -0.83699804D+03 0.0380890 0.0000455 EM
14 -0.83697183D+03 0.0262060 0.0000313 EM
15 -0.83695335D+03 0.0184799 0.0000221 EM
16 -0.83694003D+03 0.0133164 0.0000159 EM
17 -0.83693026D+03 0.0097739 0.0000117 EM
18 -0.83692297D+03 0.0072848 0.0000087 EM
19 -0.83691748D+03 0.0054981 0.0000066 EM
20 -0.83691328D+03 0.0041917 0.0000050 EM
21 -0.83691006D+03 0.0032215 0.0000038 EM
22 -0.83690757D+03 0.0024917 0.0000030 EM
23 -0.83690563D+03 0.0019370 0.0000023 EM
24 -0.83690412D+03 0.0015117 0.0000018 EM
25 -0.83690294D+03 0.0011834 0.0000014 EM
26 -0.83690201D+03 0.0009287 0.0000011 EM
27 -0.83690128D+03 0.0007302 0.0000009 EM
28 -0.83690071D+03 0.0005750 0.0000007 EM
29 -0.83690025D+03 0.0004537 0.0000005 EM
30 -0.83689989D+03 0.0003579 0.0000004 EM
31 -0.83689961D+03 0.0002826 0.0000003 EM
32 -0.83689939D+03 0.0002233 0.0000003 EM
33 -0.83689921D+03 0.0001765 0.0000002 EM
34 -0.83689907D+03 0.0001396 0.0000002 EM
35 -0.83689896D+03 0.0001104 0.0000001 EM
36 -0.83689887D+03 0.0000873 0.0000001 EM
37 -0.83689861D+03 0.0002623 0.0000003 FS
38 -0.83689859D+03 0.0000207 0.0000000 FS
39 -0.83689858D+03 0.0000120 0.0000000 FS
40 -0.83689857D+03 0.0000092 0.0000000 FS
41 -0.83689856D+03 0.0000067 0.0000000 FS
42 -0.83689856D+03 0.0000052 0.0000000 FS
43 -0.83689855D+03 0.0000038 0.0000000 FS
44 -0.83689855D+03 0.0000030 0.0000000 FS
45 -0.83689855D+03 0.0000022 0.0000000 FS
46 -0.83689855D+03 0.0000017 0.0000000 FS
47 -0.83689855D+03 0.0000013 0.0000000 FS
48 -0.83689855D+03 0.0000010 0.0000000 FS
49 -0.83689854D+03 0.0000007 0.0000000 FS
50 -0.83689854D+03 0.0000006 0.0000000 FS
51 -0.83689854D+03 0.0000004 0.0000000 FS
52 -0.83689854D+03 0.0000003 0.0000000 FS
53 -0.83689854D+03 0.0000002 0.0000000 FS
54 -0.83689854D+03 0.0000002 0.0000000 FS
55 -0.83689854D+03 0.0000001 0.0000000 FS
56 -0.83689854D+03 0.0000001 0.0000000 FS
57 -0.83689854D+03 0.0000001 0.0000000 FS
58 -0.83689854D+03 0.0000001 0.0000000 EM
59 -0.83689854D+03 0.0000000 0.0000000 EM
60 -0.83689854D+03 0.0000000 0.0000000 EM
61 -0.83689854D+03 0.0000000 0.0000000 EM
62 -0.83689854D+03 0.0000000 0.0000000 EM
63 -0.83689854D+03 0.0000000 0.0000000 EM
64 -0.83689854D+03 0.0000000 0.0000000 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 15
10 -0.83806546D+03 0.6386965 0.0007615 EM
11 -0.83767546D+03 0.3899983 0.0004654 EM
12 -0.83743300D+03 0.2424619 0.0002894 EM
13 -0.83727726D+03 0.1557383 0.0001860 EM
14 -0.83717359D+03 0.1036737 0.0001238 EM
15 -0.83710224D+03 0.0713437 0.0000852 EM
16 -0.83705172D+03 0.0505193 0.0000604 EM
17 -0.83701509D+03 0.0366289 0.0000438 EM
18 -0.83698803D+03 0.0270684 0.0000323 EM
19 -0.83696772D+03 0.0203075 0.0000243 EM
20 -0.83695230D+03 0.0154164 0.0000184 EM
21 -0.83694049D+03 0.0118114 0.0000141 EM
22 -0.83693138D+03 0.0091141 0.0000109 EM
23 -0.83692431D+03 0.0070716 0.0000084 EM
24 -0.83691879D+03 0.0055104 0.0000066 EM
25 -0.83691449D+03 0.0043082 0.0000051 EM
26 -0.83691111D+03 0.0033770 0.0000040 EM
27 -0.83690846D+03 0.0026525 0.0000032 EM
28 -0.83690637D+03 0.0020868 0.0000025 EM
29 -0.83690473D+03 0.0016444 0.0000020 EM
30 -0.83690343D+03 0.0012966 0.0000015 EM
31 -0.83690241D+03 0.0010232 0.0000012 EM
32 -0.83690160D+03 0.0008080 0.0000010 EM
33 -0.83690096D+03 0.0006384 0.0000008 EM
34 -0.83690046D+03 0.0005046 0.0000006 EM
35 -0.83690006D+03 0.0003990 0.0000005 EM
36 -0.83689883D+03 0.0012215 0.0000015 FS
37 -0.83689874D+03 0.0000919 0.0000001 FS
38 -0.83689869D+03 0.0000484 0.0000001 FS
39 -0.83689866D+03 0.0000383 0.0000000 FS
40 -0.83689863D+03 0.0000269 0.0000000 FS
41 -0.83689861D+03 0.0000216 0.0000000 FS
42 -0.83689859D+03 0.0000155 0.0000000 FS
43 -0.83689858D+03 0.0000123 0.0000000 FS
44 -0.83689857D+03 0.0000089 0.0000000 FS
45 -0.83689856D+03 0.0000070 0.0000000 FS
46 -0.83689856D+03 0.0000051 0.0000000 FS
47 -0.83689855D+03 0.0000040 0.0000000 FS
48 -0.83689855D+03 0.0000029 0.0000000 FS
49 -0.83689855D+03 0.0000023 0.0000000 FS
50 -0.83689855D+03 0.0000017 0.0000000 FS
51 -0.83689855D+03 0.0000013 0.0000000 FS
52 -0.83689855D+03 0.0000010 0.0000000 FS
53 -0.83689854D+03 0.0000007 0.0000000 FS
54 -0.83689854D+03 0.0000006 0.0000000 FS
55 -0.83689854D+03 0.0000004 0.0000000 FS
56 -0.83689854D+03 0.0000003 0.0000000 FS
57 -0.83689854D+03 0.0000002 0.0000000 FS
58 -0.83689854D+03 0.0000002 0.0000000 FS
59 -0.83689854D+03 0.0000001 0.0000000 FS
60 -0.83689854D+03 0.0000001 0.0000000 FS
61 -0.83689854D+03 0.0000001 0.0000000 FS
62 -0.83689854D+03 0.0000001 0.0000000 EM
63 -0.83689854D+03 0.0000000 0.0000000 EM
64 -0.83689854D+03 0.0000000 0.0000000 EM
65 -0.83689854D+03 0.0000000 0.0000000 EM
66 -0.83689854D+03 0.0000000 0.0000000 EM
67 -0.83689854D+03 0.0000000 0.0000000 EM
68 -0.83689854D+03 0.0000000 0.0000000 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 5
10 -0.83843587D+03 0.7225987 0.0008611 EM
11 -0.83795266D+03 0.4832135 0.0005763 EM
12 -0.83763107D+03 0.3215859 0.0003838 EM
13 -0.83741567D+03 0.2154011 0.0002572 EM
14 -0.83726953D+03 0.1461448 0.0001745 EM
15 -0.83716878D+03 0.1007525 0.0001203 EM
16 -0.83709812D+03 0.0706519 0.0000844 EM
17 -0.83704774D+03 0.0503835 0.0000602 EM
18 -0.83701124D+03 0.0365001 0.0000436 EM
19 -0.83698442D+03 0.0268244 0.0000320 EM
20 -0.83696445D+03 0.0199648 0.0000239 EM
21 -0.83694943D+03 0.0150188 0.0000179 EM
22 -0.83693803D+03 0.0114050 0.0000136 EM
23 -0.83692930D+03 0.0087278 0.0000104 EM
24 -0.83692258D+03 0.0067217 0.0000080 EM
25 -0.83691737D+03 0.0052041 0.0000062 EM
26 -0.83691333D+03 0.0040467 0.0000048 EM
27 -0.83691017D+03 0.0031575 0.0000038 EM
28 -0.83690770D+03 0.0024708 0.0000030 EM
29 -0.83690576D+03 0.0019378 0.0000023 EM
30 -0.83690424D+03 0.0015226 0.0000018 EM
31 -0.83690304D+03 0.0011981 0.0000014 EM
32 -0.83690210D+03 0.0009440 0.0000011 EM
33 -0.83690135D+03 0.0007445 0.0000009 EM
34 -0.83690076D+03 0.0005881 0.0000007 EM
35 -0.83689903D+03 0.0017361 0.0000021 FS
36 -0.83689888D+03 0.0001453 0.0000002 FS
37 -0.83689880D+03 0.0000803 0.0000001 FS
38 -0.83689874D+03 0.0000659 0.0000001 FS
39 -0.83689869D+03 0.0000453 0.0000001 FS
40 -0.83689865D+03 0.0000371 0.0000000 FS
41 -0.83689863D+03 0.0000262 0.0000000 FS
42 -0.83689861D+03 0.0000211 0.0000000 FS
43 -0.83689859D+03 0.0000151 0.0000000 FS
44 -0.83689858D+03 0.0000120 0.0000000 FS
45 -0.83689857D+03 0.0000087 0.0000000 FS
46 -0.83689856D+03 0.0000068 0.0000000 FS
47 -0.83689856D+03 0.0000050 0.0000000 FS
48 -0.83689855D+03 0.0000039 0.0000000 FS
49 -0.83689855D+03 0.0000029 0.0000000 FS
50 -0.83689855D+03 0.0000022 0.0000000 FS
51 -0.83689855D+03 0.0000016 0.0000000 FS
52 -0.83689855D+03 0.0000013 0.0000000 FS
53 -0.83689855D+03 0.0000009 0.0000000 FS
54 -0.83689854D+03 0.0000007 0.0000000 FS
55 -0.83689854D+03 0.0000005 0.0000000 FS
56 -0.83689854D+03 0.0000004 0.0000000 FS
57 -0.83689854D+03 0.0000003 0.0000000 FS
58 -0.83689854D+03 0.0000002 0.0000000 FS
59 -0.83689854D+03 0.0000002 0.0000000 FS
60 -0.83689854D+03 0.0000001 0.0000000 FS
61 -0.83689854D+03 0.0000001 0.0000000 FS
62 -0.83689854D+03 0.0000001 0.0000000 FS
63 -0.83689854D+03 0.0000001 0.0000000 EM
64 -0.83689854D+03 0.0000000 0.0000000 EM
65 -0.83689854D+03 0.0000000 0.0000000 EM
66 -0.83689854D+03 0.0000000 0.0000000 EM
67 -0.83689854D+03 0.0000000 0.0000000 EM
68 -0.83689854D+03 0.0000000 0.0000000 EM
69 -0.83689854D+03 0.0000000 0.0000000 EM
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 19
8 -0.83845546D+03 0.9549673 0.0011377 EM
9 -0.83785829D+03 0.5971616 0.0007122 EM
10 -0.83748685D+03 0.3714445 0.0004433 EM
11 -0.83725773D+03 0.2291162 0.0002736 EM
12 -0.83711740D+03 0.1403343 0.0001676 EM
13 -0.83703183D+03 0.0855705 0.0001022 EM
14 -0.83697976D+03 0.0520658 0.0000622 EM
15 -0.83694810D+03 0.0316621 0.0000378 EM
16 -0.83692884D+03 0.0192648 0.0000230 EM
17 -0.83691710D+03 0.0117364 0.0000140 EM
18 -0.83690994D+03 0.0071628 0.0000086 EM
19 -0.83690556D+03 0.0043796 0.0000052 EM
20 -0.83690287D+03 0.0026836 0.0000032 EM
21 -0.83690123D+03 0.0016481 0.0000020 EM
22 -0.83690021D+03 0.0010147 0.0000012 EM
23 -0.83689958D+03 0.0006264 0.0000007 EM
24 -0.83689920D+03 0.0003879 0.0000005 EM
25 -0.83689896D+03 0.0002410 0.0000003 EM
26 -0.83689881D+03 0.0001503 0.0000002 EM
27 -0.83689871D+03 0.0000942 0.0000001 EM
28 -0.83689865D+03 0.0000594 0.0000001 EM
29 -0.83689861D+03 0.0000377 0.0000000 EM
30 -0.83689859D+03 0.0000241 0.0000000 EM
31 -0.83689857D+03 0.0000155 0.0000000 EM
32 -0.83689856D+03 0.0000101 0.0000000 EM
33 -0.83689856D+03 0.0000067 0.0000000 EM
34 -0.83689855D+03 0.0000045 0.0000000 EM
35 -0.83689855D+03 0.0000030 0.0000000 EM
36 -0.83689854D+03 0.0000071 0.0000000 FS
37 -0.83689854D+03 0.0000004 0.0000000 FS
38 -0.83689854D+03 0.0000001 0.0000000 FS
39 -0.83689854D+03 0.0000000 0.0000000 EM
40 -0.83689854D+03 0.0000000 0.0000000 EM
41 -0.83689854D+03 0.0000000 0.0000000 EM
Beginning Time: 23:12:54
Ending Time: 23:12:55
Elapsed Time: 00:00:01
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