Mplus VERSION 6
MUTHEN & MUTHEN
04/25/2010 10:58 PM
INPUT INSTRUCTIONS
TITLE: mix11
fisher's iris data
UNequal covariance matrices
everitt & hand's bad starting values for the means (p. 44)
Source: Everitt, B.S. & Hand, D.J. (1981). Finite
mixture distributions. London: Chapman & Hall
DATA: FILE IS fisher.dat;
VARIABLE: NAMES ARE v1 v2 v3 v4 id;
USEVAR = v1-v4;
CLASSES = c(3);
DEFINE: v1=v1/10; v2=v2/10; v3=v3/10; v4=v4/10;
ANALYSIS: TYPE = mixture;
MODEL:
%overall%
v1 WITH v2-v4;
v2 WITH v3 v4;
v3 WITH v4;
v1*1;
v2*1;
v3*1;
v4*1;
[v1*4 v2*4 v3*3 v4*2];
%c#2%
[v1*6 v2*1 v3*3 v4*.5];
v1 WITH v2-v4;
v2 WITH v3 v4;
v3 WITH v4;
v1*1;
v2*1;
v3*1;
v4*1;
%c#3%
[v1*7 v2*4 v3*3 v4*4];
v1 WITH v2-v4;
v2 WITH v3 v4;
v3 WITH v4;
v1*1;
v2*1;
v3*1;
v4*1;
OUTPUT:
tech8;
INPUT READING TERMINATED NORMALLY
mix11
fisher's iris data
UNequal covariance matrices
everitt & hand's bad starting values for the means (p. 44)
Source: Everitt, B.S. & Hand, D.J. (1981). Finite
mixture distributions. London: Chapman & Hall
SUMMARY OF ANALYSIS
Number of groups 1
Number of observations 150
Number of dependent variables 4
Number of independent variables 0
Number of continuous latent variables 0
Number of categorical latent variables 1
Observed dependent variables
Continuous
V1 V2 V3 V4
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 10
Number of final stage optimizations 2
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)
fisher.dat
Input data format FREE
RANDOM STARTS RESULTS RANKED FROM THE BEST TO THE WORST LOGLIKELIHOOD VALUES
2 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:
-186.569 unperturbed 0
-197.230 903420 5
WARNING: WHEN ESTIMATING A MODEL WITH MORE THAN TWO CLASSES, IT MAY BE
NECESSARY TO INCREASE THE NUMBER OF RANDOM STARTS USING THE STARTS OPTION
TO AVOID LOCAL MAXIMA.
WARNING: THE BEST LOGLIKELIHOOD VALUE WAS NOT REPLICATED. THE
SOLUTION MAY NOT BE TRUSTWORTHY DUE TO LOCAL MAXIMA. INCREASE THE
NUMBER OF RANDOM STARTS.
THE MODEL ESTIMATION TERMINATED NORMALLY
TESTS OF MODEL FIT
Loglikelihood
H0 Value -186.569
H0 Scaling Correction Factor 1.023
for MLR
Information Criteria
Number of Free Parameters 44
Akaike (AIC) 461.139
Bayesian (BIC) 593.607
Sample-Size Adjusted BIC 454.355
(n* = (n + 2) / 24)
FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASSES
BASED ON THE ESTIMATED MODEL
Latent
Classes
1 49.99320 0.33329
2 65.60540 0.43737
3 34.40139 0.22934
FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASS PATTERNS
BASED ON ESTIMATED POSTERIOR PROBABILITIES
Latent
Classes
1 49.99320 0.33329
2 65.60540 0.43737
3 34.40139 0.22934
CLASSIFICATION QUALITY
Entropy 0.959
CLASSIFICATION OF INDIVIDUALS BASED ON THEIR MOST LIKELY LATENT CLASS MEMBERSHIP
Class Counts and Proportions
Latent
Classes
1 50 0.33333
2 65 0.43333
3 35 0.23333
Average Latent Class Probabilities for Most Likely Latent Class Membership (Row)
by Latent Class (Column)
1 2 3
1 1.000 0.000 0.000
2 0.000 0.988 0.012
3 0.000 0.040 0.960
MODEL RESULTS
Two-Tailed
Estimate S.E. Est./S.E. P-Value
Latent Class 1
V1 WITH
V2 0.097 0.022 4.461 0.000
V3 0.016 0.010 1.653 0.098
V4 0.010 0.004 2.486 0.013
V2 WITH
V3 0.011 0.008 1.414 0.157
V4 0.009 0.005 1.763 0.078
V3 WITH
V4 0.006 0.003 2.316 0.021
Means
V1 5.006 0.049 101.417 0.000
V2 3.428 0.053 64.544 0.000
V3 1.462 0.024 60.123 0.000
V4 0.246 0.015 16.670 0.000
Variances
V1 0.122 0.022 5.497 0.000
V2 0.141 0.033 4.248 0.000
V3 0.030 0.007 4.222 0.000
V4 0.011 0.003 3.815 0.000
Latent Class 2
V1 WITH
V2 0.132 0.041 3.209 0.001
V3 0.557 0.111 5.015 0.000
V4 0.174 0.038 4.604 0.000
V2 WITH
V3 0.138 0.048 2.907 0.004
V4 0.057 0.017 3.400 0.001
V3 WITH
V4 0.246 0.048 5.077 0.000
Means
V1 6.198 0.090 69.206 0.000
V2 2.809 0.044 63.579 0.000
V3 4.676 0.111 42.287 0.000
V4 1.449 0.040 36.261 0.000
Variances
V1 0.508 0.085 5.975 0.000
V2 0.117 0.024 4.784 0.000
V3 0.789 0.144 5.468 0.000
V4 0.092 0.017 5.320 0.000
Latent Class 3
V1 WITH
V2 0.077 0.029 2.677 0.007
V3 0.162 0.049 3.268 0.001
V4 0.070 0.023 2.998 0.003
V2 WITH
V3 0.067 0.023 2.864 0.004
V4 0.043 0.014 3.116 0.002
V3 WITH
V4 0.074 0.019 3.811 0.000
Means
V1 6.384 0.097 65.669 0.000
V2 2.993 0.047 64.142 0.000
V3 5.344 0.083 64.714 0.000
V4 2.108 0.053 39.882 0.000
Variances
V1 0.274 0.081 3.398 0.001
V2 0.073 0.018 4.147 0.000
V3 0.168 0.033 5.164 0.000
V4 0.058 0.011 5.433 0.000
Categorical Latent Variables
Means
C#1 0.374 0.237 1.578 0.115
C#2 0.646 0.246 2.621 0.009
QUALITY OF NUMERICAL RESULTS
Condition Number for the Information Matrix 0.206E-04
(ratio of smallest to largest eigenvalue)
TECHNICAL 8 OUTPUT
INITIAL STAGE ITERATIONS
TECHNICAL 8 OUTPUT FOR UNPERTURBED STARTING VALUE SET
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.12655884D+04 0.0000000 0.0000000 61.279 58.321 EM
30.401
2 -0.32701899D+03 938.5693965 0.7416071 60.224 54.007 EM
35.769
3 -0.31036354D+03 16.6554469 0.0509311 59.821 51.378 EM
38.800
4 -0.29702872D+03 13.3348213 0.0429652 59.387 49.809 EM
40.804
5 -0.28106416D+03 15.9645590 0.0537475 57.607 50.375 EM
42.018
6 -0.26713000D+03 13.9341599 0.0495764 54.020 53.827 EM
42.153
7 -0.25248396D+03 14.6460464 0.0548274 50.500 57.963 EM
41.537
8 -0.20820919D+03 44.2747731 0.1753568 49.989 59.742 EM
40.269
9 -0.19037046D+03 17.8387289 0.0856770 49.997 60.910 EM
39.093
10 -0.18898983D+03 1.3806276 0.0072523 49.996 61.821 EM
38.182
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 1
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.17640657D+04 0.0000000 0.0000000 134.186 1.077 EM
14.737
2 -0.34559916D+03 1418.4665410 0.8040894 127.678 5.313 EM
17.009
3 -0.32331654D+03 22.2826177 0.0644753 118.312 11.415 EM
20.273
4 -0.30039481D+03 22.9217306 0.0708956 107.192 19.393 EM
23.415
5 -0.27649955D+03 23.8952600 0.0795462 97.972 25.646 EM
26.382
6 -0.26480288D+03 11.6966747 0.0423027 92.106 29.225 EM
28.669
7 -0.25489478D+03 9.9080981 0.0374169 85.654 33.946 EM
30.400
8 -0.24335175D+03 11.5430300 0.0452855 79.260 38.784 EM
31.957
9 -0.23121243D+03 12.1393213 0.0498838 73.196 43.405 EM
33.399
10 -0.22042169D+03 10.7907322 0.0466702 68.650 46.691 EM
34.659
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 2
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.25330430D+04 0.0000000 0.0000000 0.006 134.593 EM
15.401
2 -0.34969087D+03 2183.3521449 0.8619483 0.045 129.506 EM
20.449
3 -0.33668609D+03 13.0047777 0.0371894 0.580 124.632 EM
24.788
4 -0.31950725D+03 17.1788353 0.0510233 5.510 117.017 EM
27.473
5 -0.24824130D+03 71.2659567 0.2230496 8.541 111.577 EM
29.882
6 -0.24723963D+03 1.0016655 0.0040350 8.663 111.035 EM
30.302
7 -0.24723391D+03 0.0057252 0.0000232 8.668 110.971 EM
30.362
8 -0.24723382D+03 0.0000891 0.0000004 8.668 110.963 EM
30.370
9 -0.24723382D+03 0.0000016 0.0000000 8.668 110.961 EM
30.371
10 -0.24723382D+03 0.0000000 0.0000000 8.668 110.961 EM
30.371
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 3
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.25476364D+04 0.0000000 0.0000000 3.485 146.276 EM
0.240
2 -0.37510850D+03 2172.5279058 0.8527622 4.467 143.589 EM
1.944
3 -0.35950605D+03 15.6024477 0.0415945 4.165 138.937 EM
6.898
4 -0.34293460D+03 16.5714520 0.0460951 4.650 135.770 EM
9.580
5 -0.33551509D+03 7.4195086 0.0216353 6.848 133.115 EM
10.037
6 -0.32864673D+03 6.8683615 0.0204711 10.514 129.444 EM
10.042
7 -0.32169440D+03 6.9523286 0.0211544 15.250 124.867 EM
9.883
8 -0.31369485D+03 7.9995547 0.0248669 19.906 120.591 EM
9.503
9 -0.30676014D+03 6.9347128 0.0221066 23.863 117.100 EM
9.037
10 -0.30091417D+03 5.8459710 0.0190571 26.686 114.678 EM
8.637
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 4
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.16587811D+04 0.0000000 0.0000000 13.182 3.292 EM
133.526
2 -0.35526927D+03 1303.5118432 0.7858251 22.226 3.699 EM
124.075
3 -0.33481511D+03 20.4541637 0.0575737 30.090 4.396 EM
115.514
4 -0.32197992D+03 12.8351882 0.0383352 36.310 5.334 EM
108.356
5 -0.31297765D+03 9.0022745 0.0279591 40.861 6.705 EM
102.434
6 -0.30701937D+03 5.9582729 0.0190374 43.431 8.595 EM
97.974
7 -0.30297576D+03 4.0436152 0.0131706 44.627 10.845 EM
94.528
8 -0.29963287D+03 3.3428914 0.0110335 45.169 13.183 EM
91.648
9 -0.29593215D+03 3.7007118 0.0123508 45.550 15.466 EM
88.984
10 -0.29101442D+03 4.9177364 0.0166178 46.170 17.361 EM
86.469
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 5
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.26922152D+04 0.0000000 0.0000000 97.281 5.942 EM
46.778
2 -0.21578448D+03 2476.4307623 0.9198487 97.281 4.227 EM
48.492
3 -0.21348862D+03 2.2958616 0.0106396 97.176 3.877 EM
48.947
4 -0.21130243D+03 2.1861929 0.0102403 96.529 4.449 EM
49.022
5 -0.20972605D+03 1.5763715 0.0074603 95.825 5.161 EM
49.014
6 -0.20864722D+03 1.0788377 0.0051440 95.154 5.835 EM
49.011
7 -0.20746185D+03 1.1853706 0.0056812 94.413 6.577 EM
49.011
8 -0.20660938D+03 0.8524627 0.0041090 93.923 7.067 EM
49.010
9 -0.20611768D+03 0.4917021 0.0023799 93.646 7.344 EM
49.010
10 -0.20541149D+03 0.7061872 0.0034261 93.303 7.687 EM
49.010
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 6
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.22179726D+04 0.0000000 0.0000000 0.000 150.000 EM
0.000
2 -0.37999158D+03 1837.9810594 0.8286762 0.000 150.000 EM
0.000
3 -0.37991462D+03 0.0769602 0.0002025 0.000 150.000 EM
0.000
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 7
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.23107112D+04 0.0000000 0.0000000 150.000 0.000 EM
0.000
2 -0.37990874D+03 1930.8024345 0.8355880 149.994 0.005 EM
0.001
3 -0.37955581D+03 0.3529229 0.0009290 149.644 0.147 EM
0.209
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 8
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.23114376D+04 0.0000000 0.0000000 149.430 0.570 EM
0.000
2 -0.37315968D+03 1938.2779202 0.8385595 143.976 6.023 EM
0.000
3 -0.33272365D+03 40.4360293 0.1083612 127.813 22.186 EM
0.000
4 -0.30145842D+03 31.2652321 0.0939676 122.154 27.844 EM
0.002
5 -0.29537326D+03 6.0851632 0.0201857 119.023 30.957 EM
0.020
6 -0.28950328D+03 5.8699750 0.0198731 114.560 34.722 EM
0.718
7 -0.26662205D+03 22.8812333 0.0790362 109.274 37.618 EM
3.108
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 9
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.13182838D+04 0.0000000 0.0000000 0.000 146.212 EM
3.787
2 -0.36881955D+03 949.4642442 0.7202275 0.001 144.744 EM
5.255
3 -0.36462615D+03 4.1933931 0.0113698 0.708 143.508 EM
5.783
4 -0.33857785D+03 26.0483041 0.0714384 1.000 143.089 EM
5.911
5 -0.33852238D+03 0.0554716 0.0001638 1.000 143.072 EM
5.928
6 -0.33852235D+03 0.0000309 0.0000001 1.000 143.070 EM
5.930
7 -0.33852234D+03 0.0000005 0.0000000 1.000 143.069 EM
5.931
8 -0.33852234D+03 0.0000000 0.0000000 1.000 143.069 EM
5.931
9 -0.33852234D+03 0.0000000 0.0000000 1.000 143.069 EM
5.931
10 -0.33852234D+03 0.0000000 0.0000000 1.000 143.069 EM
5.931
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 10
ITER LOGLIKELIHOOD ABS CHANGE REL CHANGE CLASS COUNTS ALGORITHM
1 -0.14890992D+04 0.0000000 0.0000000 149.692 0.000 EM
0.308
2 -0.37685101D+03 1112.2481516 0.7469269 147.720 0.000 EM
2.280
3 -0.36693183D+03 9.9191853 0.0263212 146.136 0.000 EM
3.863
4 -0.34682049D+03 20.1113307 0.0548094 146.000 0.001 EM
4.000
5 -0.32865945D+03 18.1610406 0.0523644 146.000 0.000 EM
4.000
FINAL STAGE ITERATIONS
TECHNICAL 8 OUTPUT FOR UNPERTURBED STARTING VALUE SET
10 -0.18898983D+03 1.3806276 0.0072523 49.996 61.821 EM
38.182
11 -0.18806285D+03 0.9269775 0.0049049 49.995 62.251 EM
37.754
12 -0.18793992D+03 0.1229332 0.0006537 49.995 62.476 EM
37.529
13 -0.18791840D+03 0.0215226 0.0001145 49.995 62.625 EM
37.381
14 -0.18790790D+03 0.0104906 0.0000558 49.995 62.737 EM
37.268
15 -0.18790046D+03 0.0074433 0.0000396 49.995 62.832 EM
37.173
16 -0.18789388D+03 0.0065793 0.0000350 49.995 62.918 EM
37.088
17 -0.18788680D+03 0.0070836 0.0000377 49.995 63.003 EM
37.003
18 -0.18787752D+03 0.0092785 0.0000494 49.995 63.095 EM
36.910
19 -0.18786267D+03 0.0148490 0.0000790 49.994 63.208 EM
36.797
20 -0.18783340D+03 0.0292760 0.0001558 49.994 63.364 EM
36.642
21 -0.18776240D+03 0.0709955 0.0003780 49.994 63.603 EM
36.402
22 -0.18756774D+03 0.1946566 0.0010367 49.994 63.976 EM
36.030
23 -0.18714780D+03 0.4199412 0.0022389 49.994 64.436 EM
35.570
24 -0.18676610D+03 0.3816984 0.0020396 49.994 64.840 EM
35.167
25 -0.18662779D+03 0.1383091 0.0007405 49.993 65.110 EM
34.897
26 -0.18658847D+03 0.0393254 0.0002107 49.993 65.274 EM
34.732
27 -0.18657692D+03 0.0115495 0.0000619 49.993 65.377 EM
34.629
28 -0.18657290D+03 0.0040182 0.0000215 49.993 65.445 EM
34.562
29 -0.18657120D+03 0.0017053 0.0000091 49.993 65.490 EM
34.517
30 -0.18657037D+03 0.0008246 0.0000044 49.993 65.522 EM
34.485
31 -0.18656995D+03 0.0004246 0.0000023 49.993 65.544 EM
34.462
32 -0.18656972D+03 0.0002247 0.0000012 49.993 65.561 EM
34.446
33 -0.18656960D+03 0.0001204 0.0000006 49.993 65.573 EM
34.434
34 -0.18656954D+03 0.0000649 0.0000003 49.993 65.581 EM
34.426
35 -0.18656950D+03 0.0000351 0.0000002 49.993 65.588 EM
34.419
36 -0.18656948D+03 0.0000190 0.0000001 49.993 65.592 EM
34.415
37 -0.18656947D+03 0.0000103 0.0000001 49.993 65.596 EM
34.411
38 -0.18656947D+03 0.0000056 0.0000000 49.993 65.598 EM
34.409
39 -0.18656946D+03 0.0000031 0.0000000 49.993 65.600 EM
34.407
40 -0.18656946D+03 0.0000017 0.0000000 49.993 65.602 EM
34.405
41 -0.18656946D+03 0.0000009 0.0000000 49.993 65.603 EM
34.404
42 -0.18656946D+03 0.0000005 0.0000000 49.993 65.603 EM
34.404
43 -0.18656946D+03 0.0000003 0.0000000 49.993 65.604 EM
34.403
44 -0.18656946D+03 0.0000001 0.0000000 49.993 65.604 EM
34.403
45 -0.18656946D+03 0.0000001 0.0000000 49.993 65.605 EM
34.402
46 -0.18656946D+03 0.0000000 0.0000000 49.993 65.605 EM
34.402
47 -0.18656946D+03 0.0000000 0.0000000 49.993 65.605 EM
34.402
48 -0.18656946D+03 0.0000000 0.0000000 49.993 65.605 EM
34.402
49 -0.18656946D+03 0.0000000 0.0000000 49.993 65.605 EM
34.402
50 -0.18656946D+03 0.0000000 0.0000000 49.993 65.605 EM
34.402
51 -0.18656946D+03 0.0000000 0.0000000 49.993 65.605 EM
34.402
52 -0.18656946D+03 0.0000000 0.0000000 49.993 65.605 EM
34.401
53 -0.18656946D+03 0.0000000 0.0000000 49.993 65.605 EM
34.401
54 -0.18656946D+03 0.0000000 0.0000000 49.993 65.605 EM
34.401
55 -0.18656946D+03 0.0000000 0.0000000 49.993 65.605 EM
34.401
56 -0.18656946D+03 0.0000000 0.0000000 49.993 65.605 EM
34.401
57 -0.18656946D+03 0.0000000 0.0000000 49.993 65.605 EM
34.401
58 -0.18656946D+03 0.0000000 0.0000000 49.993 65.605 EM
34.401
59 -0.18656946D+03 0.0000000 0.0000000 49.993 65.605 EM
34.401
60 -0.18656946D+03 0.0000000 0.0000000 49.993 65.605 EM
34.401
61 -0.18656946D+03 0.0000000 0.0000000 49.993 65.605 EM
34.401
62 -0.18656946D+03 0.0000000 0.0000000 49.993 65.605 EM
34.401
63 -0.18656946D+03 0.0000000 0.0000000 49.993 65.605 EM
34.401
TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 5
10 -0.20541149D+03 0.7061872 0.0034261 93.303 7.687 EM
49.010
11 -0.20439474D+03 1.0167506 0.0049498 92.670 8.322 EM
49.009
12 -0.20368160D+03 0.7131396 0.0034890 91.904 9.088 EM
49.008
13 -0.20327112D+03 0.4104807 0.0020153 91.199 9.792 EM
49.009
14 -0.20295778D+03 0.3133422 0.0015415 90.618 10.373 EM
49.009
15 -0.20275048D+03 0.2073005 0.0010214 90.185 10.805 EM
49.010
16 -0.20262514D+03 0.1253369 0.0006182 89.867 11.123 EM
49.011
17 -0.20254176D+03 0.0833867 0.0004115 89.616 11.373 EM
49.011
18 -0.20245983D+03 0.0819287 0.0004045 89.375 11.613 EM
49.012
19 -0.20227615D+03 0.1836808 0.0009072 89.021 11.966 EM
49.013
20 -0.20152224D+03 0.7539102 0.0037271 88.387 12.597 EM
49.016
21 -0.20042652D+03 1.0957202 0.0054372 88.016 12.963 EM
49.021
22 -0.20019729D+03 0.2292309 0.0011437 87.782 13.193 EM
49.025
23 -0.20001476D+03 0.1825290 0.0009117 87.455 13.517 EM
49.028
24 -0.19978160D+03 0.2331535 0.0011657 87.068 13.899 EM
49.033
25 -0.19957635D+03 0.2052491 0.0010274 86.725 14.237 EM
49.038
26 -0.19945609D+03 0.1202680 0.0006026 86.474 14.482 EM
49.044
27 -0.19938868D+03 0.0674023 0.0003379 86.292 14.658 EM
49.050
28 -0.19930356D+03 0.0851245 0.0004269 86.111 14.834 EM
49.055
29 -0.19894359D+03 0.3599657 0.0018061 85.779 15.160 EM
49.062
30 -0.19772898D+03 1.2146142 0.0061053 85.570 15.354 EM
49.076
31 -0.19725445D+03 0.4745249 0.0023999 85.710 15.196 EM
49.094
32 -0.19723335D+03 0.0211029 0.0001070 85.786 15.109 EM
49.106
33 -0.19723054D+03 0.0028150 0.0000143 85.813 15.074 EM
49.113
34 -0.19722995D+03 0.0005913 0.0000030 85.822 15.060 EM
49.117
35 -0.19722977D+03 0.0001788 0.0000009 85.824 15.055 EM
49.121
36 -0.19722969D+03 0.0000754 0.0000004 85.823 15.054 EM
49.123
37 -0.19722965D+03 0.0000386 0.0000002 85.821 15.054 EM
49.125
38 -0.19722963D+03 0.0000215 0.0000001 85.820 15.054 EM
49.126
39 -0.19722962D+03 0.0000125 0.0000001 85.818 15.055 EM
49.127
40 -0.19722961D+03 0.0000074 0.0000000 85.817 15.055 EM
49.128
41 -0.19722961D+03 0.0000044 0.0000000 85.816 15.055 EM
49.128
42 -0.19722960D+03 0.0000026 0.0000000 85.816 15.056 EM
49.129
43 -0.19722960D+03 0.0000016 0.0000000 85.815 15.056 EM
49.129
44 -0.19722960D+03 0.0000010 0.0000000 85.815 15.056 EM
49.129
45 -0.19722960D+03 0.0000006 0.0000000 85.814 15.056 EM
49.130
46 -0.19722960D+03 0.0000004 0.0000000 85.814 15.056 EM
49.130
47 -0.19722960D+03 0.0000002 0.0000000 85.814 15.056 EM
49.130
48 -0.19722960D+03 0.0000001 0.0000000 85.814 15.056 EM
49.130
49 -0.19722960D+03 0.0000001 0.0000000 85.814 15.056 EM
49.130
50 -0.19722960D+03 0.0000001 0.0000000 85.813 15.056 EM
49.130
51 -0.19722960D+03 0.0000000 0.0000000 85.813 15.056 EM
49.130
52 -0.19722960D+03 0.0000000 0.0000000 85.813 15.056 EM
49.130
53 -0.19722960D+03 0.0000000 0.0000000 85.813 15.056 EM
49.130
54 -0.19722960D+03 0.0000000 0.0000000 85.813 15.056 EM
49.130
55 -0.19722960D+03 0.0000000 0.0000000 85.813 15.057 EM
49.130
56 -0.19722960D+03 0.0000000 0.0000000 85.813 15.057 EM
49.130
57 -0.19722960D+03 0.0000000 0.0000000 85.813 15.057 EM
49.130
58 -0.19722960D+03 0.0000000 0.0000000 85.813 15.057 EM
49.130
59 -0.19722960D+03 0.0000000 0.0000000 85.813 15.057 EM
49.130
60 -0.19722960D+03 0.0000000 0.0000000 85.813 15.057 EM
49.130
61 -0.19722960D+03 0.0000000 0.0000000 85.813 15.057 EM
49.130
62 -0.19722960D+03 0.0000000 0.0000000 85.813 15.057 EM
49.130
63 -0.19722960D+03 0.0000000 0.0000000 85.813 15.057 EM
49.130
64 -0.19722960D+03 0.0000000 0.0000000 85.813 15.057 EM
49.130
65 -0.19722960D+03 0.0000000 0.0000000 85.813 15.057 EM
49.130
66 -0.19722960D+03 0.0000000 0.0000000 85.813 15.057 EM
49.130
67 -0.19722960D+03 0.0000000 0.0000000 85.813 15.057 EM
49.130
68 -0.19722960D+03 0.0000000 0.0000000 85.813 15.057 EM
49.130
69 -0.19722960D+03 0.0000000 0.0000000 85.813 15.057 EM
49.130
70 -0.19722960D+03 0.0000000 0.0000000 85.813 15.057 EM
49.130
71 -0.19722960D+03 0.0000000 0.0000000 85.813 15.057 EM
49.130
72 -0.19722960D+03 0.0000000 0.0000000 85.813 15.057 EM
49.130
73 -0.19722960D+03 0.0000000 0.0000000 85.813 15.057 EM
49.130
74 -0.19722960D+03 0.0000000 0.0000000 85.813 15.057 EM
49.130
75 -0.19722960D+03 0.0000000 0.0000000 85.813 15.057 EM
49.130
76 -0.19722960D+03 0.0000000 0.0000000 85.813 15.057 EM
49.130
77 -0.19722960D+03 0.0000000 0.0000000 85.813 15.057 EM
49.130
78 -0.19722960D+03 0.0000000 0.0000000 85.813 15.057 EM
49.130
79 -0.19722960D+03 0.0000000 0.0000000 85.813 15.057 EM
49.130
80 -0.19722960D+03 0.0000000 0.0000000 85.813 15.057 EM
49.130
81 -0.19722960D+03 0.0000000 0.0000000 85.813 15.057 EM
49.130
82 -0.19722960D+03 0.0000000 0.0000000 85.813 15.057 EM
49.130
Beginning Time: 22:58:10
Ending Time: 22:58:11
Elapsed Time: 00:00:01
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Los Angeles, CA 90066
Tel: (310) 391-9971
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Copyright (c) 1998-2010 Muthen & Muthen
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