Mplus VERSION 7
MUTHEN & MUTHEN
09/22/2012  10:57 PM

INPUT INSTRUCTIONS

  TITLE:	this is an example of mixture modeling
  	with continuous variables that correlate
  	within class
  DATA:	FILE IS ex7.22.dat;
  VARIABLE:	NAMES ARE y1-y4 c;
  	USEVARIABLES ARE y1-y4;
  	CLASSES = c (3);
  ANALYSIS:	TYPE = MIXTURE;
  MODEL:	
  	%OVERALL%
  	y1 WITH y2-y4;
  	y2 WITH y3 y4;
  	y3 WITH y4;
  	%c#2%
  	[y1-y4*-1];
  	%c#3%
  	[y1-y4*1];
  OUTPUT:	TECH1 TECH8;



INPUT READING TERMINATED NORMALLY



this is an example of mixture modeling
with continuous variables that correlate
within class

SUMMARY OF ANALYSIS

Number of groups                                                 1
Number of observations                                         500

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
   Y1          Y2          Y3          Y4

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)
  ex7.22.dat
Input data format  FREE


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:

           -3054.963  unperturbed      0
           -3054.963  533738           11
           -3068.721  93468            3
           -3068.721  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                       24

Loglikelihood

          H0 Value                       -3054.963
          H0 Scaling Correction Factor      0.9971
            for MLR

Information Criteria

          Akaike (AIC)                    6157.926
          Bayesian (BIC)                  6259.077
          Sample-Size Adjusted BIC        6182.899
            (n* = (n + 2) / 24)



FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASSES
BASED ON THE ESTIMATED MODEL

    Latent
   Classes

       1        171.08795          0.34218
       2        162.30841          0.32462
       3        166.60364          0.33321


FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASS PATTERNS
BASED ON ESTIMATED POSTERIOR PROBABILITIES

    Latent
   Classes

       1        171.08796          0.34218
       2        162.30845          0.32462
       3        166.60359          0.33321


CLASSIFICATION QUALITY

     Entropy                         0.812


CLASSIFICATION OF INDIVIDUALS BASED ON THEIR MOST LIKELY LATENT CLASS MEMBERSHIP

Class Counts and Proportions

    Latent
   Classes

       1              169          0.33800
       2              164          0.32800
       3              167          0.33400


Average Latent Class Probabilities for Most Likely Latent Class Membership (Row)
by Latent Class (Column)

           1        2        3

    1   0.931    0.069    0.000
    2   0.084    0.869    0.047
    3   0.000    0.049    0.951


MODEL RESULTS

                                                    Two-Tailed
                    Estimate       S.E.  Est./S.E.    P-Value

Latent Class 1

 Y1       WITH
    Y2                 0.442      0.072      6.140      0.000
    Y3                 0.397      0.062      6.385      0.000
    Y4                 0.476      0.068      6.948      0.000

 Y2       WITH
    Y3                 0.159      0.055      2.901      0.004
    Y4                 0.264      0.078      3.396      0.001

 Y3       WITH
    Y4                 0.065      0.054      1.199      0.230

 Means
    Y1                -2.065      0.109    -19.013      0.000
    Y2                -2.126      0.101    -21.042      0.000
    Y3                -2.059      0.093    -22.059      0.000
    Y4                -1.987      0.098    -20.364      0.000

 Variances
    Y1                 0.951      0.087     10.950      0.000
    Y2                 0.951      0.089     10.679      0.000
    Y3                 0.847      0.070     12.142      0.000
    Y4                 1.095      0.101     10.787      0.000

Latent Class 2

 Y1       WITH
    Y2                 0.442      0.072      6.140      0.000
    Y3                 0.397      0.062      6.385      0.000
    Y4                 0.476      0.068      6.948      0.000

 Y2       WITH
    Y3                 0.159      0.055      2.901      0.004
    Y4                 0.264      0.078      3.396      0.001

 Y3       WITH
    Y4                 0.065      0.054      1.199      0.230

 Means
    Y1                -0.076      0.110     -0.692      0.489
    Y2                -0.074      0.111     -0.661      0.509
    Y3                -0.268      0.124     -2.168      0.030
    Y4                -0.124      0.133     -0.930      0.352

 Variances
    Y1                 0.951      0.087     10.950      0.000
    Y2                 0.951      0.089     10.679      0.000
    Y3                 0.847      0.070     12.142      0.000
    Y4                 1.095      0.101     10.787      0.000

Latent Class 3

 Y1       WITH
    Y2                 0.442      0.072      6.140      0.000
    Y3                 0.397      0.062      6.385      0.000
    Y4                 0.476      0.068      6.948      0.000

 Y2       WITH
    Y3                 0.159      0.055      2.901      0.004
    Y4                 0.264      0.078      3.396      0.001

 Y3       WITH
    Y4                 0.065      0.054      1.199      0.230

 Means
    Y1                 1.928      0.090     21.353      0.000
    Y2                 1.902      0.098     19.323      0.000
    Y3                 2.015      0.077     26.299      0.000
    Y4                 1.791      0.096     18.754      0.000

 Variances
    Y1                 0.951      0.087     10.950      0.000
    Y2                 0.951      0.089     10.679      0.000
    Y3                 0.847      0.070     12.142      0.000
    Y4                 1.095      0.101     10.787      0.000

Categorical Latent Variables

 Means
    C#1                0.027      0.135      0.197      0.844
    C#2               -0.026      0.136     -0.192      0.848


QUALITY OF NUMERICAL RESULTS

     Condition Number for the Information Matrix              0.687E-02
       (ratio of smallest to largest eigenvalue)


TECHNICAL 1 OUTPUT


     PARAMETER SPECIFICATION FOR LATENT CLASS 1


           NU
              Y1            Y2            Y3            Y4
              ________      ________      ________      ________
 1                  1             2             3             4


           THETA
              Y1            Y2            Y3            Y4
              ________      ________      ________      ________
 Y1                 5
 Y2                 6             7
 Y3                 8             9            10
 Y4                11            12            13            14


     PARAMETER SPECIFICATION FOR LATENT CLASS 2


           NU
              Y1            Y2            Y3            Y4
              ________      ________      ________      ________
 1                 15            16            17            18


           THETA
              Y1            Y2            Y3            Y4
              ________      ________      ________      ________
 Y1                 5
 Y2                 6             7
 Y3                 8             9            10
 Y4                11            12            13            14


     PARAMETER SPECIFICATION FOR LATENT CLASS 3


           NU
              Y1            Y2            Y3            Y4
              ________      ________      ________      ________
 1                 19            20            21            22


           THETA
              Y1            Y2            Y3            Y4
              ________      ________      ________      ________
 Y1                 5
 Y2                 6             7
 Y3                 8             9            10
 Y4                11            12            13            14


     PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART


           ALPHA(C)
              C#1           C#2           C#3
              ________      ________      ________
 1                 23            24             0


     STARTING VALUES FOR LATENT CLASS 1


           NU
              Y1            Y2            Y3            Y4
              ________      ________      ________      ________
 1             -2.000        -2.041        -2.035        -1.997


           THETA
              Y1            Y2            Y3            Y4
              ________      ________      ________      ________
 Y1             1.825
 Y2             0.000         1.849
 Y3             0.000         0.000         1.834
 Y4             0.000         0.000         0.000         1.756


     STARTING VALUES FOR LATENT CLASS 2


           NU
              Y1            Y2            Y3            Y4
              ________      ________      ________      ________
 1             -1.000        -1.000        -1.000        -1.000


           THETA
              Y1            Y2            Y3            Y4
              ________      ________      ________      ________
 Y1             1.825
 Y2             0.000         1.849
 Y3             0.000         0.000         1.834
 Y4             0.000         0.000         0.000         1.756


     STARTING VALUES FOR LATENT CLASS 3


           NU
              Y1            Y2            Y3            Y4
              ________      ________      ________      ________
 1              1.000         1.000         1.000         1.000


           THETA
              Y1            Y2            Y3            Y4
              ________      ________      ________      ________
 Y1             1.825
 Y2             0.000         1.849
 Y3             0.000         0.000         1.834
 Y4             0.000         0.000         0.000         1.756


     STARTING VALUES FOR LATENT CLASS REGRESSION MODEL PART


           ALPHA(C)
              C#1           C#2           C#3
              ________      ________      ________
 1              0.000         0.000         0.000


TECHNICAL 8 OUTPUT


  INITIAL STAGE ITERATIONS


  TECHNICAL 8 OUTPUT FOR UNPERTURBED STARTING VALUE SET


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.35253068D+04    0.0000000    0.0000000    134.412   129.206    EM
                                                    236.382
     2 -0.30801827D+04  445.1240908    0.1262653    135.517   139.897    EM
                                                    224.586
     3 -0.30744338D+04    5.7489425    0.0018664    137.319   146.021    EM
                                                    216.660
     4 -0.30715221D+04    2.9116149    0.0009470    139.376   149.610    EM
                                                    211.014
     5 -0.30696652D+04    1.8569257    0.0006046    141.603   151.641    EM
                                                    206.756
     6 -0.30682745D+04    1.3906722    0.0004530    143.964   152.760    EM
                                                    203.276
     7 -0.30670434D+04    1.2311102    0.0004012    146.416   153.426    EM
                                                    200.158
     8 -0.30658189D+04    1.2245667    0.0003993    148.897   153.950    EM
                                                    197.154
     9 -0.30645423D+04    1.2765555    0.0004164    151.339   154.526    EM
                                                    194.136
    10 -0.30632098D+04    1.3325499    0.0004348    153.680   155.254    EM
                                                    191.066


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 1


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.10351463D+05    0.0000000    0.0000000    364.957    11.554    EM
                                                    123.489
     2 -0.31105521D+04 7240.9105641    0.6995060    343.822    11.433    EM
                                                    144.744
     3 -0.30953439D+04   15.2082431    0.0048892    326.689    11.689    EM
                                                    161.621
     4 -0.30871717D+04    8.1721845    0.0026402    312.567    12.075    EM
                                                    175.358
     5 -0.30809262D+04    6.2454795    0.0020230    301.383    12.529    EM
                                                    186.088
     6 -0.30765505D+04    4.3757031    0.0014203    293.017    13.041    EM
                                                    193.942
     7 -0.30740242D+04    2.5263620    0.0008212    287.047    13.613    EM
                                                    199.340
     8 -0.30727800D+04    1.2441839    0.0004047    282.879    14.250    EM
                                                    202.871
     9 -0.30721982D+04    0.5818184    0.0001893    279.955    14.948    EM
                                                    205.098


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 2


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.72223062D+04    0.0000000    0.0000000      0.329   481.649    EM
                                                     18.022
     2 -0.31147365D+04 4107.5696694    0.5687338      0.254   483.520    EM
                                                     16.226
     3 -0.31123736D+04    2.3628814    0.0007586      0.251   484.117    EM
                                                     15.632
     4 -0.31118772D+04    0.4964012    0.0001595      0.262   484.346    EM
                                                     15.391


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 3


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.85760268D+04    0.0000000    0.0000000    105.122   131.382    EM
                                                    263.496
     2 -0.31079759D+04 5468.0508983    0.6375972    108.650   133.294    EM
                                                    258.056
     3 -0.30926817D+04   15.2942397    0.0049210    111.711   134.355    EM
                                                    253.934
     4 -0.30860171D+04    6.6646096    0.0021550    114.486   135.204    EM
                                                    250.310
     5 -0.30816057D+04    4.4114195    0.0014295    117.036   136.041    EM
                                                    246.923
     6 -0.30782139D+04    3.3917571    0.0011006    119.373   136.957    EM
                                                    243.670
     7 -0.30754850D+04    2.7288712    0.0008865    121.453   137.976    EM
                                                    240.571
     8 -0.30733341D+04    2.1509682    0.0006994    123.185   139.078    EM
                                                    237.738
     9 -0.30717561D+04    1.5779697    0.0005134    124.503   140.215    EM
                                                    235.282
    10 -0.30706976D+04    1.0584505    0.0003446    125.420   141.340    EM
                                                    233.240


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 4


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.81852617D+04    0.0000000    0.0000000    423.482    75.885    EM
                                                      0.633
     2 -0.31214313D+04 5063.8304066    0.6186522    424.641    74.840    EM
                                                      0.519
     3 -0.31153477D+04    6.0836590    0.0019490    425.486    73.974    EM
                                                      0.539
     4 -0.31133711D+04    1.9765908    0.0006345    426.108    73.290    EM
                                                      0.601
     5 -0.31123782D+04    0.9928789    0.0003189    426.510    72.735    EM
                                                      0.754


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 5


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.10932684D+05    0.0000000    0.0000000    145.763   263.788    EM
                                                     90.449
     2 -0.31306521D+04 7802.0318404    0.7136429    149.100   254.570    EM
                                                     96.330
     3 -0.31174806D+04   13.1715194    0.0042073    151.428   247.713    EM
                                                    100.859
     4 -0.31132166D+04    4.2640119    0.0013678    153.211   242.110    EM
                                                    104.679
     5 -0.31112220D+04    1.9946145    0.0006407    154.657   237.267    EM
                                                    108.076
     6 -0.31100922D+04    1.1297785    0.0003631    155.870   232.925    EM
                                                    111.205
     7 -0.31093661D+04    0.7260796    0.0002335    156.910   228.929    EM
                                                    114.162


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 6


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.92262522D+04    0.0000000    0.0000000     38.417   345.834    EM
                                                    115.748
     2 -0.31215092D+04 6104.7430362    0.6616709     40.379   338.555    EM
                                                    121.067
     3 -0.31155357D+04    5.9735285    0.0019137     42.701   331.193    EM
                                                    126.106
     4 -0.31134914D+04    2.0442386    0.0006561     44.945   324.110    EM
                                                    130.945
     5 -0.31123236D+04    1.1678496    0.0003751     47.087   317.250    EM
                                                    135.663
     6 -0.31114774D+04    0.8461936    0.0002719     49.148   310.511    EM
                                                    140.340


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 7


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.10049707D+05    0.0000000    0.0000000    335.136     1.445    EM
                                                    163.419
     2 -0.31005797D+04 6949.1271605    0.6914756    316.964     1.267    EM
                                                    181.769
     3 -0.30872248D+04   13.3548475    0.0043072    303.720     1.169    EM
                                                    195.111
     4 -0.30810740D+04    6.1508490    0.0019924    294.112     1.107    EM
                                                    204.781
     5 -0.30775154D+04    3.5585206    0.0011550    287.379     1.066    EM
                                                    211.556
     6 -0.30755957D+04    1.9197032    0.0006238    282.842     1.039    EM
                                                    216.118
     7 -0.30746720D+04    0.9237173    0.0003003    279.881     1.025    EM
                                                    219.095


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 8


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.85551886D+04    0.0000000    0.0000000    383.466    19.125    EM
                                                     97.409
     2 -0.31310972D+04 5424.0914238    0.6340119    374.946    17.227    EM
                                                    107.826
     3 -0.31189368D+04   12.1604419    0.0038838    367.863    16.193    EM
                                                    115.944
     4 -0.31151449D+04    3.7918430    0.0012157    361.431    15.528    EM
                                                    123.041
     5 -0.31132549D+04    1.8900864    0.0006067    355.268    15.053    EM
                                                    129.679
     6 -0.31119849D+04    1.2699079    0.0004079    349.132    14.688    EM
                                                    136.181
     7 -0.31108953D+04    1.0896472    0.0003501    342.835    14.387    EM
                                                    142.778
     8 -0.31097550D+04    1.1402522    0.0003665    336.220    14.124    EM
                                                    149.656
     9 -0.31083775D+04    1.3775045    0.0004430    329.145    13.878    EM
                                                    156.976
    10 -0.31065531D+04    1.8244591    0.0005869    321.505    13.633    EM
                                                    164.863


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 9


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.68946707D+04    0.0000000    0.0000000     39.511   456.358    EM
                                                      4.132
     2 -0.31224323D+04 3772.2383790    0.5471238     38.875   457.524    EM
                                                      3.601
     3 -0.31148106D+04    7.6216813    0.0024409     38.602   457.879    EM
                                                      3.519
     4 -0.31127549D+04    2.0557451    0.0006600     38.465   458.059    EM
                                                      3.476
     5 -0.31118835D+04    0.8713591    0.0002799     38.399   458.210    EM
                                                      3.390


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 10


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.66173666D+04    0.0000000    0.0000000    375.650    12.855    EM
                                                    111.495
     2 -0.31237272D+04 3493.6393533    0.5279501    360.099    13.636    EM
                                                    126.265
     3 -0.31119709D+04   11.7562982    0.0037635    346.762    14.102    EM
                                                    139.136
     4 -0.31067538D+04    5.2170883    0.0016765    334.329    14.457    EM
                                                    151.215
     5 -0.31024069D+04    4.3469372    0.0013992    322.393    14.728    EM
                                                    162.879
     6 -0.30976858D+04    4.7211309    0.0015218    311.016    14.906    EM
                                                    174.078
     7 -0.30923334D+04    5.3523796    0.0017279    300.610    14.967    EM
                                                    184.424
     8 -0.30867971D+04    5.5362557    0.0017903    291.761    14.891    EM
                                                    193.348
     9 -0.30820199D+04    4.7772654    0.0015476    284.908    14.679    EM
                                                    200.413
    10 -0.30786963D+04    3.3236042    0.0010784    280.064    14.359    EM
                                                    205.577


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 11


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.12011428D+05    0.0000000    0.0000000    107.684   182.091    EM
                                                    210.225
     2 -0.31227106D+04 8888.7169440    0.7400217    114.938   172.241    EM
                                                    212.821
     3 -0.30974009D+04   25.3096868    0.0081050    119.899   164.760    EM
                                                    215.341
     4 -0.30868385D+04   10.5623871    0.0034101    123.339   159.470    EM
                                                    217.191
     5 -0.30805909D+04    6.2476329    0.0020240    125.763   156.092    EM
                                                    218.145
     6 -0.30767044D+04    3.8865220    0.0012616    127.576   154.231    EM
                                                    218.193
     7 -0.30742926D+04    2.4117956    0.0007839    129.089   153.387    EM
                                                    217.524
     8 -0.30727599D+04    1.5326778    0.0004985    130.509   153.104    EM
                                                    216.387
     9 -0.30717379D+04    1.0220122    0.0003326    131.957   153.058    EM
                                                    214.985
    10 -0.30710013D+04    0.7366324    0.0002398    133.498   153.064    EM
                                                    213.438


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 12


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.59183160D+04    0.0000000    0.0000000     40.933   459.067    EM
                                                      0.000
     2 -0.31221561D+04 2796.1598140    0.4724587     39.731   460.268    EM
                                                      0.000
     3 -0.31149036D+04    7.2525306    0.0023229     39.431   460.569    EM
                                                      0.000
     4 -0.31132328D+04    1.6707982    0.0005364     39.431   460.569    EM
                                                      0.000
     5 -0.31126021D+04    0.6307557    0.0002026     39.562   460.438    EM
                                                      0.000


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 13


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.70359488D+04    0.0000000    0.0000000      0.022   499.976    EM
                                                      0.002
     2 -0.31120216D+04 3923.9272042    0.5576969      0.018   499.981    EM
                                                      0.001
     3 -0.31120180D+04    0.0036685    0.0000012      0.017   499.982    EM
                                                      0.001


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 14


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.84128247D+04    0.0000000    0.0000000     28.534   166.460    EM
                                                    305.006
     2 -0.31071471D+04 5305.6776673    0.6306654     29.928   183.362    EM
                                                    286.710
     3 -0.30915341D+04   15.6129903    0.0050249     31.437   195.386    EM
                                                    273.177
     4 -0.30849504D+04    6.5836360    0.0021296     32.712   204.601    EM
                                                    262.687
     5 -0.30809379D+04    4.0125301    0.0013007     33.758   211.762    EM
                                                    254.480
     6 -0.30783038D+04    2.6340697    0.0008550     34.636   217.341    EM
                                                    248.023
     7 -0.30764960D+04    1.8078162    0.0005873     35.414   221.680    EM
                                                    242.906
     8 -0.30751899D+04    1.3061055    0.0004245     36.149   225.003    EM
                                                    238.848
     9 -0.30742278D+04    0.9620943    0.0003129     36.882   227.456    EM
                                                    235.662


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 15


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.84975015D+04    0.0000000    0.0000000    119.205    82.060    EM
                                                    298.735
     2 -0.31021614D+04 5395.3401174    0.6349325    129.607    85.371    EM
                                                    285.022
     3 -0.30887716D+04   13.3898187    0.0043163    138.137    87.472    EM
                                                    274.392
     4 -0.30831931D+04    5.5784153    0.0018060    145.471    89.161    EM
                                                    265.367
     5 -0.30791982D+04    3.9949576    0.0012957    151.825    90.632    EM
                                                    257.543
     6 -0.30759896D+04    3.2085653    0.0010420    157.190    91.953    EM
                                                    250.857
     7 -0.30735547D+04    2.4348868    0.0007916    161.535    93.157    EM
                                                    245.308
     8 -0.30718817D+04    1.6730232    0.0005443    164.918    94.262    EM
                                                    240.820
     9 -0.30708141D+04    1.0675891    0.0003475    167.476    95.271    EM
                                                    237.253
    10 -0.30701515D+04    0.6625744    0.0002158    169.370    96.189    EM
                                                    234.441


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 16


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.83534428D+04    0.0000000    0.0000000     79.981   155.338    EM
                                                    264.681
     2 -0.31077966D+04 5245.6462916    0.6279622     78.117   168.534    EM
                                                    253.350
     3 -0.30911517D+04   16.6448069    0.0053558     76.822   177.009    EM
                                                    246.169
     4 -0.30845846D+04    6.5671378    0.0021245     76.199   182.675    EM
                                                    241.126
     5 -0.30804032D+04    4.1813824    0.0013556     76.195   186.457    EM
                                                    237.348
     6 -0.30773542D+04    3.0490224    0.0009898     76.721   188.922    EM
                                                    234.356
     7 -0.30750892D+04    2.2650136    0.0007360     77.668   190.446    EM
                                                    231.885
     8 -0.30734392D+04    1.6499963    0.0005366     78.925   191.275    EM
                                                    229.800
     9 -0.30722775D+04    1.1616872    0.0003780     80.387   191.578    EM
                                                    228.035
    10 -0.30714881D+04    0.7894407    0.0002570     81.966   191.480    EM
                                                    226.554


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 17


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.12635498D+05    0.0000000    0.0000000     68.056   233.301    EM
                                                    198.643
     2 -0.30929056D+04 9542.5925064    0.7552209     66.124   226.231    EM
                                                    207.644
     3 -0.30806963D+04   12.2092485    0.0039475     64.745   221.983    EM
                                                    213.272
     4 -0.30767041D+04    3.9922431    0.0012959     63.763   219.460    EM
                                                    216.777
     5 -0.30747290D+04    1.9750862    0.0006419     63.129   218.070    EM
                                                    218.800
     6 -0.30735858D+04    1.1431593    0.0003718     62.804   217.415    EM
                                                    219.780
     7 -0.30728534D+04    0.7324211    0.0002383     62.745   217.216    EM
                                                    220.040


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 18


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.56376715D+04    0.0000000    0.0000000    227.425   272.575    EM
                                                      0.000
     2 -0.30882093D+04 2549.4622081    0.4522190    235.406   264.594    EM
                                                      0.000
     3 -0.30827303D+04    5.4789492    0.0017742    241.666   258.334    EM
                                                      0.000
     4 -0.30809265D+04    1.8038602    0.0005852    246.815   253.185    EM
                                                      0.000
     5 -0.30797111D+04    1.2153639    0.0003945    251.215   248.785    EM
                                                      0.000
     6 -0.30786666D+04    1.0444732    0.0003391    255.086   244.914    EM
                                                      0.000
     7 -0.30777039D+04    0.9627514    0.0003127    258.551   241.449    EM
                                                      0.000


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 19


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.87537399D+04    0.0000000    0.0000000    239.764   236.112    EM
                                                     24.124
     2 -0.31176262D+04 5636.1137430    0.6438521    241.650   237.164    EM
                                                     21.186
     3 -0.31059118D+04   11.7143331    0.0037575    243.469   235.998    EM
                                                     20.533
     4 -0.31011380D+04    4.7738812    0.0015370    245.198   234.222    EM
                                                     20.580
     5 -0.30973507D+04    3.7872554    0.0012212    246.968   232.108    EM
                                                     20.924
     6 -0.30935228D+04    3.8279279    0.0012359    248.843   229.742    EM
                                                     21.415
     7 -0.30895660D+04    3.9568058    0.0012791    250.799   227.221    EM
                                                     21.980
     8 -0.30857690D+04    3.7969425    0.0012290    252.779   224.643    EM
                                                     22.578
     9 -0.30824848D+04    3.2842204    0.0010643    254.762   222.054    EM
                                                     23.184
    10 -0.30798787D+04    2.6060842    0.0008454    256.763   219.446    EM
                                                     23.791


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 20


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.81602301D+04    0.0000000    0.0000000      2.024    26.882    EM
                                                    471.095
     2 -0.31181939D+04 5042.0361865    0.6178792      1.657    24.786    EM
                                                    473.557
     3 -0.31133467D+04    4.8471566    0.0015545      1.594    23.963    EM
                                                    474.442
     4 -0.31122863D+04    1.0604677    0.0003406      1.592    23.553    EM
                                                    474.855
     5 -0.31119084D+04    0.3778841    0.0001214      1.605    23.319    EM
                                                    475.077


  FINAL STAGE ITERATIONS


  TECHNICAL 8 OUTPUT FOR UNPERTURBED STARTING VALUE SET


    10 -0.30632098D+04    1.3325499    0.0004348    153.680   155.254    EM
                                                    191.066
    11 -0.30618506D+04    1.3591682    0.0004437    155.870   156.160    EM
                                                    187.970
    12 -0.30605157D+04    1.3349053    0.0004360    157.877   157.210    EM
                                                    184.913
    13 -0.30592667D+04    1.2490142    0.0004081    159.685   158.331    EM
                                                    181.984
    14 -0.30581632D+04    1.1034952    0.0003607    161.292   159.431    EM
                                                    179.277
    15 -0.30572485D+04    0.9146993    0.0002991    162.706   160.426    EM
                                                    176.868
    16 -0.30565386D+04    0.7098530    0.0002322    163.939   161.257    EM
                                                    174.803
    17 -0.30560207D+04    0.5179277    0.0001694    165.010   161.900    EM
                                                    173.090
    18 -0.30556615D+04    0.3591955    0.0001175    165.935   162.358    EM
                                                    171.707
    19 -0.30554211D+04    0.2404178    0.0000787    166.731   162.658    EM
                                                    170.611
    20 -0.30552633D+04    0.1577579    0.0000516    167.415   162.832    EM
                                                    169.753
    21 -0.30551606D+04    0.1027679    0.0000336    167.999   162.915    EM
                                                    169.086
    22 -0.30550936D+04    0.0669920    0.0000219    168.496   162.937    EM
                                                    168.567
    23 -0.30550497D+04    0.0438712    0.0000144    168.918   162.918    EM
                                                    168.164
    24 -0.30550208D+04    0.0288923    0.0000095    169.275   162.877    EM
                                                    167.848
    25 -0.30550017D+04    0.0191333    0.0000063    169.576   162.823    EM
                                                    167.601
    26 -0.30549889D+04    0.0127252    0.0000042    169.829   162.766    EM
                                                    167.405
    27 -0.30549805D+04    0.0084953    0.0000028    170.041   162.709    EM
                                                    167.250
    28 -0.30549748D+04    0.0056880    0.0000019    170.218   162.655    EM
                                                    167.126
    29 -0.30549709D+04    0.0038165    0.0000012    170.367   162.606    EM
                                                    167.027
    30 -0.30549684D+04    0.0025652    0.0000008    170.490   162.562    EM
                                                    166.948
    31 -0.30549667D+04    0.0017264    0.0000006    170.593   162.523    EM
                                                    166.884
    32 -0.30549655D+04    0.0011630    0.0000004    170.678   162.490    EM
                                                    166.832
    33 -0.30549647D+04    0.0007841    0.0000003    170.749   162.461    EM
                                                    166.790
    34 -0.30549642D+04    0.0005289    0.0000002    170.808   162.436    EM
                                                    166.756
    35 -0.30549632D+04    0.0009661    0.0000003    171.030   162.329    FS
                                                    166.641
    36 -0.30549631D+04    0.0001115    0.0000000    171.057   162.324    FS
                                                    166.618
    37 -0.30549631D+04    0.0000177    0.0000000    171.082   162.310    FS
                                                    166.608
    38 -0.30549631D+04    0.0000032    0.0000000    171.083   162.312    FS
                                                    166.606
    39 -0.30549631D+04    0.0000006    0.0000000    171.088   162.308    FS
                                                    166.604
    40 -0.30549631D+04    0.0000001    0.0000000    171.087   162.309    FS
                                                    166.604
    41 -0.30549631D+04    0.0000000    0.0000000    171.088   162.308    FS
                                                    166.604
    42 -0.30549631D+04    0.0000000    0.0000000    171.088   162.309    FS
                                                    166.604
    43 -0.30549631D+04    0.0000000    0.0000000    171.088   162.308    FS
                                                    166.604
    44 -0.30549631D+04    0.0000000    0.0000000    171.088   162.309    FS
                                                    166.604


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 15


    10 -0.30701515D+04    0.6625744    0.0002158    169.370    96.189    EM
                                                    234.441
    11 -0.30697384D+04    0.4131906    0.0001346    170.748    97.020    EM
                                                    232.232
    12 -0.30694760D+04    0.2623108    0.0000855    171.729    97.773    EM
                                                    230.498
    13 -0.30693058D+04    0.1702202    0.0000555    172.408    98.460    EM
                                                    229.133
    14 -0.30691925D+04    0.1133714    0.0000369    172.857    99.089    EM
                                                    228.054
    15 -0.30691145D+04    0.0779743    0.0000254    173.131    99.673    EM
                                                    227.196
    16 -0.30690587D+04    0.0557630    0.0000182    173.273   100.219    EM
                                                    226.508
    17 -0.30690171D+04    0.0416623    0.0000136    173.315   100.734    EM
                                                    225.950
    18 -0.30689845D+04    0.0325375    0.0000106    173.282   101.225    EM
                                                    225.493
    19 -0.30689581D+04    0.0264595    0.0000086    173.193   101.694    EM
                                                    225.113
    20 -0.30689358D+04    0.0222537    0.0000073    173.062   102.145    EM
                                                    224.793
    21 -0.30689166D+04    0.0192054    0.0000063    172.900   102.581    EM
                                                    224.519
    22 -0.30688997D+04    0.0168878    0.0000055    172.717   103.003    EM
                                                    224.280
    23 -0.30688847D+04    0.0150426    0.0000049    172.518   103.412    EM
                                                    224.070
    24 -0.30688712D+04    0.0135159    0.0000044    172.309   103.809    EM
                                                    223.882
    25 -0.30688589D+04    0.0122135    0.0000040    172.093   104.195    EM
                                                    223.712
    26 -0.30688479D+04    0.0110783    0.0000036    171.873   104.570    EM
                                                    223.557
    27 -0.30688378D+04    0.0100738    0.0000033    171.651   104.935    EM
                                                    223.414
    28 -0.30688286D+04    0.0091761    0.0000030    171.429   105.290    EM
                                                    223.281
    29 -0.30688202D+04    0.0083688    0.0000027    171.208   105.635    EM
                                                    223.157
    30 -0.30688126D+04    0.0076403    0.0000025    170.989   105.970    EM
                                                    223.040
    31 -0.30688056D+04    0.0069811    0.0000023    170.773   106.296    EM
                                                    222.930
    32 -0.30687992D+04    0.0063838    0.0000021    170.560   106.614    EM
                                                    222.826
    33 -0.30687934D+04    0.0058422    0.0000019    170.350   106.922    EM
                                                    222.728
    34 -0.30687880D+04    0.0053506    0.0000017    170.144   107.222    EM
                                                    222.634
    35 -0.30687831D+04    0.0049044    0.0000016    169.942   107.513    EM
                                                    222.545
    36 -0.30687435D+04    0.0396488    0.0000129    160.697   117.306    FS
                                                    221.997
    37 -0.30687361D+04    0.0074257    0.0000024    164.697   114.027    FS
                                                    221.276
    38 -0.30687318D+04    0.0042394    0.0000014    164.605   114.174    EM
                                                    221.221
    39 -0.30687297D+04    0.0021645    0.0000007    164.514   114.306    EM
                                                    221.180
    40 -0.30687283D+04    0.0014030    0.0000005    164.424   114.428    EM
                                                    221.148
    41 -0.30687273D+04    0.0009626    0.0000003    164.339   114.540    EM
                                                    221.121
    42 -0.30687266D+04    0.0006990    0.0000002    164.257   114.645    EM
                                                    221.098
    43 -0.30687261D+04    0.0005353    0.0000002    164.179   114.744    EM
                                                    221.077
    44 -0.30687256D+04    0.0004301    0.0000001    164.104   114.838    EM
                                                    221.058
    45 -0.30687253D+04    0.0003597    0.0000001    164.033   114.928    EM
                                                    221.039
    46 -0.30687250D+04    0.0003104    0.0000001    163.965   115.014    EM
                                                    221.021
    47 -0.30687247D+04    0.0002743    0.0000001    163.899   115.096    EM
                                                    221.004
    48 -0.30687244D+04    0.0002467    0.0000001    163.836   115.176    EM
                                                    220.988
    49 -0.30687242D+04    0.0002247    0.0000001    163.776   115.252    EM
                                                    220.972
    50 -0.30687240D+04    0.0002064    0.0000001    163.717   115.326    EM
                                                    220.957
    51 -0.30687238D+04    0.0001908    0.0000001    163.660   115.398    EM
                                                    220.942
    52 -0.30687236D+04    0.0001771    0.0000001    163.605   115.467    EM
                                                    220.928
    53 -0.30687235D+04    0.0001649    0.0000001    163.552   115.534    EM
                                                    220.914
    54 -0.30687233D+04    0.0001539    0.0000001    163.500   115.600    EM
                                                    220.901
    55 -0.30687232D+04    0.0001439    0.0000000    163.449   115.663    EM
                                                    220.888
    56 -0.30687230D+04    0.0001347    0.0000000    163.400   115.725    EM
                                                    220.875
    57 -0.30687229D+04    0.0001262    0.0000000    163.352   115.785    EM
                                                    220.863
    58 -0.30687228D+04    0.0001184    0.0000000    163.305   115.843    EM
                                                    220.852
    59 -0.30687227D+04    0.0001111    0.0000000    163.260   115.900    EM
                                                    220.841
    60 -0.30687226D+04    0.0001043    0.0000000    163.215   115.955    EM
                                                    220.830
    61 -0.30687225D+04    0.0000979    0.0000000    163.172   116.009    EM
                                                    220.820
    62 -0.30687224D+04    0.0000920    0.0000000    163.129   116.061    EM
                                                    220.810
    63 -0.30687223D+04    0.0000865    0.0000000    163.088   116.112    EM
                                                    220.800
    64 -0.30687222D+04    0.0000814    0.0000000    163.047   116.162    EM
                                                    220.791
    65 -0.30687221D+04    0.0000766    0.0000000    163.008   116.210    EM
                                                    220.782
    66 -0.30687221D+04    0.0000721    0.0000000    162.969   116.257    EM
                                                    220.774
    67 -0.30687220D+04    0.0000678    0.0000000    162.931   116.303    EM
                                                    220.766
    68 -0.30687219D+04    0.0000639    0.0000000    162.894   116.347    EM
                                                    220.758
    69 -0.30687219D+04    0.0000602    0.0000000    162.858   116.391    EM
                                                    220.751
    70 -0.30687218D+04    0.0000567    0.0000000    162.823   116.433    EM
                                                    220.743
    71 -0.30687218D+04    0.0000534    0.0000000    162.789   116.475    EM
                                                    220.736
    72 -0.30687217D+04    0.0000504    0.0000000    162.755   116.515    EM
                                                    220.730
    73 -0.30687217D+04    0.0000475    0.0000000    162.723   116.554    EM
                                                    220.723
    74 -0.30687216D+04    0.0000448    0.0000000    162.691   116.592    EM
                                                    220.717
    75 -0.30687216D+04    0.0000423    0.0000000    162.659   116.629    EM
                                                    220.711
    76 -0.30687215D+04    0.0000399    0.0000000    162.629   116.666    EM
                                                    220.706
    77 -0.30687215D+04    0.0000376    0.0000000    162.599   116.701    EM
                                                    220.700
    78 -0.30687209D+04    0.0006580    0.0000002    161.415   118.034    QN
                                                    220.551
    79 -0.30687209D+04    0.0000000    0.0000000    161.415   118.034    EM
                                                    220.551


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 3


    10 -0.30706976D+04    1.0584505    0.0003446    125.420   141.340    EM
                                                    233.240
    11 -0.30700355D+04    0.6621126    0.0002156    126.007   142.417    EM
                                                    231.576
    12 -0.30696343D+04    0.4012313    0.0001307    126.351   143.421    EM
                                                    230.228
    13 -0.30693901D+04    0.2441966    0.0000796    126.527   144.343    EM
                                                    229.130
    14 -0.30692371D+04    0.1530015    0.0000498    126.593   145.178    EM
                                                    228.229
    15 -0.30691371D+04    0.1000283    0.0000326    126.587   145.930    EM
                                                    227.484
    16 -0.30690684D+04    0.0686257    0.0000224    126.532   146.606    EM
                                                    226.862
    17 -0.30690190D+04    0.0494768    0.0000161    126.447   147.214    EM
                                                    226.339
    18 -0.30689816D+04    0.0374054    0.0000122    126.339   147.765    EM
                                                    225.895
    19 -0.30689521D+04    0.0295130    0.0000096    126.218   148.267    EM
                                                    225.515
    20 -0.30689279D+04    0.0241469    0.0000079    126.086   148.727    EM
                                                    225.187
    21 -0.30689076D+04    0.0203381    0.0000066    125.947   149.154    EM
                                                    224.899
    22 -0.30688900D+04    0.0175173    0.0000057    125.803   149.551    EM
                                                    224.645
    23 -0.30688747D+04    0.0153399    0.0000050    125.656   149.925    EM
                                                    224.419
    24 -0.30688611D+04    0.0135955    0.0000044    125.507   150.279    EM
                                                    224.214
    25 -0.30688490D+04    0.0121543    0.0000040    125.356   150.616    EM
                                                    224.028
    26 -0.30688380D+04    0.0109329    0.0000036    125.204   150.939    EM
                                                    223.856
    27 -0.30688281D+04    0.0098782    0.0000032    125.053   151.249    EM
                                                    223.698
    28 -0.30688192D+04    0.0089545    0.0000029    124.901   151.549    EM
                                                    223.550
    29 -0.30688111D+04    0.0081368    0.0000027    124.750   151.838    EM
                                                    223.412
    30 -0.30688036D+04    0.0074076    0.0000024    124.600   152.118    EM
                                                    223.282
    31 -0.30687969D+04    0.0067538    0.0000022    124.451   152.390    EM
                                                    223.159
    32 -0.30687907D+04    0.0061650    0.0000020    124.304   152.654    EM
                                                    223.042
    33 -0.30687851D+04    0.0056333    0.0000018    124.158   152.911    EM
                                                    222.932
    34 -0.30687799D+04    0.0051519    0.0000017    124.013   153.161    EM
                                                    222.826
    35 -0.30687752D+04    0.0047154    0.0000015    123.871   153.404    EM
                                                    222.726
    36 -0.30687464D+04    0.0288524    0.0000094    116.423   161.857    FS
                                                    221.719
    37 -0.30687441D+04    0.0022704    0.0000007    121.002   157.291    FS
                                                    221.707
    38 -0.30687379D+04    0.0062378    0.0000020    120.866   157.455    EM
                                                    221.678
    39 -0.30687348D+04    0.0030249    0.0000010    120.750   157.615    EM
                                                    221.635
    40 -0.30687328D+04    0.0020882    0.0000007    120.647   157.768    EM
                                                    221.585
    41 -0.30687312D+04    0.0015319    0.0000005    120.554   157.913    EM
                                                    221.533
    42 -0.30687300D+04    0.0011818    0.0000004    120.468   158.049    EM
                                                    221.482
    43 -0.30687291D+04    0.0009506    0.0000003    120.389   158.177    EM
                                                    221.434
    44 -0.30687283D+04    0.0007910    0.0000003    120.315   158.298    EM
                                                    221.387
    45 -0.30687276D+04    0.0006761    0.0000002    120.245   158.412    EM
                                                    221.344
    46 -0.30687270D+04    0.0005898    0.0000002    120.178   158.519    EM
                                                    221.303
    47 -0.30687265D+04    0.0005223    0.0000002    120.114   158.621    EM
                                                    221.264
    48 -0.30687260D+04    0.0004676    0.0000002    120.053   158.719    EM
                                                    221.228
    49 -0.30687256D+04    0.0004220    0.0000001    119.995   158.811    EM
                                                    221.194
    50 -0.30687252D+04    0.0003830    0.0000001    119.938   158.899    EM
                                                    221.162
    51 -0.30687249D+04    0.0003490    0.0000001    119.884   158.984    EM
                                                    221.132
    52 -0.30687246D+04    0.0003189    0.0000001    119.831   159.065    EM
                                                    221.104
    53 -0.30687243D+04    0.0002920    0.0000001    119.780   159.143    EM
                                                    221.077
    54 -0.30687240D+04    0.0002677    0.0000001    119.731   159.217    EM
                                                    221.052
    55 -0.30687238D+04    0.0002458    0.0000001    119.683   159.289    EM
                                                    221.027
    56 -0.30687235D+04    0.0002258    0.0000001    119.637   159.358    EM
                                                    221.005
    57 -0.30687233D+04    0.0002075    0.0000001    119.592   159.425    EM
                                                    220.983
    58 -0.30687231D+04    0.0001909    0.0000001    119.549   159.489    EM
                                                    220.962
    59 -0.30687230D+04    0.0001756    0.0000001    119.506   159.551    EM
                                                    220.943
    60 -0.30687228D+04    0.0001616    0.0000001    119.465   159.611    EM
                                                    220.924
    61 -0.30687227D+04    0.0001488    0.0000000    119.425   159.669    EM
                                                    220.906
    62 -0.30687225D+04    0.0001370    0.0000000    119.387   159.724    EM
                                                    220.889
    63 -0.30687224D+04    0.0001262    0.0000000    119.349   159.778    EM
                                                    220.873
    64 -0.30687223D+04    0.0001162    0.0000000    119.313   159.830    EM
                                                    220.857
    65 -0.30687222D+04    0.0001071    0.0000000    119.277   159.880    EM
                                                    220.843
    66 -0.30687221D+04    0.0000987    0.0000000    119.243   159.929    EM
                                                    220.829
    67 -0.30687220D+04    0.0000910    0.0000000    119.209   159.975    EM
                                                    220.815
    68 -0.30687219D+04    0.0000839    0.0000000    119.176   160.021    EM
                                                    220.803
    69 -0.30687218D+04    0.0000774    0.0000000    119.145   160.065    EM
                                                    220.791
    70 -0.30687217D+04    0.0000714    0.0000000    119.114   160.107    EM
                                                    220.779
    71 -0.30687217D+04    0.0000658    0.0000000    119.084   160.148    EM
                                                    220.768
    72 -0.30687216D+04    0.0000608    0.0000000    119.055   160.187    EM
                                                    220.757
    73 -0.30687216D+04    0.0000561    0.0000000    119.027   160.226    EM
                                                    220.747
    74 -0.30687215D+04    0.0000518    0.0000000    118.999   160.263    EM
                                                    220.738
    75 -0.30687215D+04    0.0000478    0.0000000    118.973   160.298    EM
                                                    220.729
    76 -0.30687214D+04    0.0000442    0.0000000    118.947   160.333    EM
                                                    220.720
    77 -0.30687209D+04    0.0005673    0.0000002    118.034   161.415    QN
                                                    220.551
    78 -0.30687209D+04    0.0000000    0.0000000    118.034   161.415    EM
                                                    220.551


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 11


    10 -0.30710013D+04    0.7366324    0.0002398    133.498   153.064    EM
                                                    213.438
    11 -0.30704082D+04    0.5930273    0.0001931    135.157   153.037    EM
                                                    211.806
    12 -0.30698718D+04    0.5364139    0.0001747    136.939   152.957    EM
                                                    210.104
    13 -0.30693408D+04    0.5310707    0.0001730    138.838   152.832    EM
                                                    208.330
    14 -0.30687848D+04    0.5559249    0.0001811    140.836   152.691    EM
                                                    206.473
    15 -0.30681850D+04    0.5998605    0.0001955    142.915   152.569    EM
                                                    204.516
    16 -0.30675274D+04    0.6575363    0.0002143    145.049   152.502    EM
                                                    202.449
    17 -0.30668011D+04    0.7263332    0.0002368    147.213   152.525    EM
                                                    200.262
    18 -0.30659968D+04    0.8042862    0.0002623    149.376   152.674    EM
                                                    197.950
    19 -0.30651083D+04    0.8885031    0.0002898    151.507   152.976    EM
                                                    195.517
    20 -0.30641344D+04    0.9738820    0.0003177    153.573   153.455    EM
                                                    192.972
    21 -0.30630822D+04    1.0522759    0.0003434    155.542   154.120    EM
                                                    190.339
    22 -0.30619700D+04    1.1121107    0.0003631    157.384   154.964    EM
                                                    187.652
    23 -0.30608303D+04    1.1397913    0.0003722    159.079   155.960    EM
                                                    184.961
    24 -0.30597080D+04    1.1222271    0.0003666    160.612   157.057    EM
                                                    182.331
    25 -0.30586565D+04    1.0515428    0.0003437    161.979   158.187    EM
                                                    179.833
    26 -0.30577265D+04    0.9299434    0.0003040    163.187   159.273    EM
                                                    177.540
    27 -0.30569545D+04    0.7720891    0.0002525    164.247   160.247    EM
                                                    175.506
    28 -0.30563527D+04    0.6017862    0.0001969    165.176   161.060    EM
                                                    173.764
    29 -0.30559096D+04    0.4431125    0.0001450    165.990   161.696    EM
                                                    172.315
    30 -0.30555977D+04    0.3118194    0.0001020    166.704   162.158    EM
                                                    171.137
    31 -0.30553851D+04    0.2126278    0.0000696    167.331   162.472    EM
                                                    170.197
    32 -0.30552428D+04    0.1422921    0.0000466    167.879   162.667    EM
                                                    169.454
    33 -0.30551485D+04    0.0943496    0.0000309    168.358   162.773    EM
                                                    168.870
    34 -0.30550861D+04    0.0623606    0.0000204    168.773   162.816    EM
                                                    168.411
    35 -0.30550449D+04    0.0412204    0.0000135    169.132   162.819    EM
                                                    168.049
    36 -0.30549737D+04    0.0711452    0.0000233    170.606   162.386    FS
                                                    167.008
    37 -0.30549649D+04    0.0088785    0.0000029    170.879   162.387    FS
                                                    166.735
    38 -0.30549634D+04    0.0014426    0.0000005    171.020   162.321    FS
                                                    166.659
    39 -0.30549632D+04    0.0002619    0.0000001    171.058   162.324    FS
                                                    166.618
    40 -0.30549631D+04    0.0000544    0.0000000    171.074   162.311    FS
                                                    166.614
    41 -0.30549631D+04    0.0000139    0.0000000    171.085   162.311    FS
                                                    166.604
    42 -0.30549631D+04    0.0000047    0.0000000    171.084   162.309    FS
                                                    166.607
    43 -0.30549631D+04    0.0000020    0.0000000    171.089   162.309    FS
                                                    166.602
    44 -0.30549631D+04    0.0000010    0.0000000    171.086   162.309    FS
                                                    166.605
    45 -0.30549631D+04    0.0000005    0.0000000    171.089   162.308    FS
                                                    166.603
    46 -0.30549631D+04    0.0000003    0.0000000    171.087   162.309    FS
                                                    166.604
    47 -0.30549631D+04    0.0000002    0.0000000    171.089   162.308    FS
                                                    166.603
    48 -0.30549631D+04    0.0000001    0.0000000    171.087   162.309    FS
                                                    166.604
    49 -0.30549631D+04    0.0000000    0.0000000    171.088   162.308    FS
                                                    166.603
    50 -0.30549631D+04    0.0000000    0.0000000    171.088   162.309    FS
                                                    166.604
    51 -0.30549631D+04    0.0000000    0.0000000    171.088   162.308    FS
                                                    166.603
    52 -0.30549631D+04    0.0000000    0.0000000    171.088   162.309    FS
                                                    166.604
    53 -0.30549631D+04    0.0000000    0.0000000    171.088   162.308    FS
                                                    166.603
    54 -0.30549631D+04    0.0000000    0.0000000    171.088   162.309    FS
                                                    166.604
    55 -0.30549631D+04    0.0000000    0.0000000    171.088   162.308    FS
                                                    166.604
    56 -0.30549631D+04    0.0000000    0.0000000    171.088   162.308    FS
                                                    166.604


     Beginning Time:  22:57:20
        Ending Time:  22:57:20
       Elapsed Time:  00:00:00



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