Mplus VERSION 7.2
MUTHEN & MUTHEN
05/07/2014   2:41 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


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

           1        2        3

    1   0.920    0.080    0.000
    2   0.072    0.878    0.050
    3   0.000    0.047    0.953


Logits for the Classification Probabilities for the Most Likely Latent Class Membership (Column)
by Latent Class (Row)

              1        2        3

    1     12.602   10.165    0.000
    2      0.356    2.858    0.000
    3    -13.339   -3.017    0.000


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             -1.998        -2.039        -2.033        -1.995


           THETA
              Y1            Y2            Y3            Y4
              ________      ________      ________      ________
 Y1             1.822
 Y2             0.000         1.846
 Y3             0.000         0.000         1.830
 Y4             0.000         0.000         0.000         1.752


     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             1.822
 Y2             0.000         1.846
 Y3             0.000         0.000         1.830
 Y4             0.000         0.000         0.000         1.752


     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             1.822
 Y2             0.000         1.846
 Y3             0.000         0.000         1.830
 Y4             0.000         0.000         0.000         1.752


     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 -0.35248164D+04    0.0000000    0.0000000    134.489   129.128    EM
                                                    236.383
     2 -0.30801865D+04  444.6298217    0.1261427    135.586   139.833    EM
                                                    224.582
     3 -0.30744298D+04    5.7567345    0.0018690    137.384   145.965    EM
                                                    216.651
     4 -0.30715159D+04    2.9138695    0.0009478    139.439   149.560    EM
                                                    211.001
     5 -0.30696577D+04    1.8582294    0.0006050    141.662   151.597    EM
                                                    206.740
     6 -0.30682659D+04    1.3918007    0.0004534    144.021   152.722    EM
                                                    203.257
     7 -0.30670337D+04    1.2322622    0.0004016    146.469   153.394    EM
                                                    200.137
     8 -0.30658079D+04    1.2257203    0.0003996    148.946   153.924    EM
                                                    197.130
     9 -0.30645303D+04    1.2775936    0.0004167    151.384   154.506    EM
                                                    194.110
    10 -0.30631970D+04    1.3333115    0.0004351    153.720   155.241    EM
                                                    191.039


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 1


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.10349798D+05    0.0000000    0.0000000    364.835    11.551    EM
                                                    123.614
     2 -0.31104978D+04 7239.3006622    0.6994630    343.694    11.430    EM
                                                    144.877
     3 -0.30952842D+04   15.2135212    0.0048910    326.565    11.685    EM
                                                    161.750
     4 -0.30871121D+04    8.1721285    0.0026402    312.457    12.070    EM
                                                    175.473
     5 -0.30808775D+04    6.2345924    0.0020196    301.294    12.524    EM
                                                    186.182
     6 -0.30765193D+04    4.3582544    0.0014146    292.950    13.036    EM
                                                    194.015
     7 -0.30740079D+04    2.5113941    0.0008163    286.998    13.608    EM
                                                    199.394
     8 -0.30727724D+04    1.2355011    0.0004019    282.843    14.245    EM
                                                    202.912
     9 -0.30721946D+04    0.5777734    0.0001880    279.929    14.943    EM
                                                    205.128


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 2


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.72242094D+04    0.0000000    0.0000000      0.335   481.527    EM
                                                     18.138
     2 -0.31147600D+04 4109.4494105    0.5688442      0.258   483.404    EM
                                                     16.338
     3 -0.31123792D+04    2.3808227    0.0007644      0.256   484.003    EM
                                                     15.741
     4 -0.31118788D+04    0.5003721    0.0001608      0.267   484.233    EM
                                                     15.500


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 3


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.85751594D+04    0.0000000    0.0000000    105.183   131.348    EM
                                                    263.470
     2 -0.31079472D+04 5467.2122143    0.6375639    108.709   133.259    EM
                                                    258.033
     3 -0.30926512D+04   15.2959878    0.0049216    111.767   134.322    EM
                                                    253.911
     4 -0.30859897D+04    6.6614822    0.0021540    114.541   135.172    EM
                                                    250.287
     5 -0.30815815D+04    4.4082466    0.0014285    117.088   136.012    EM
                                                    246.899
     6 -0.30781926D+04    3.3888513    0.0010997    119.423   136.930    EM
                                                    243.647
     7 -0.30754669D+04    2.7257173    0.0008855    121.500   137.952    EM
                                                    240.548
     8 -0.30733198D+04    2.1471300    0.0006981    123.228   139.056    EM
                                                    237.717
     9 -0.30717460D+04    1.5738127    0.0005121    124.541   140.194    EM
                                                    235.264
    10 -0.30706911D+04    1.0548702    0.0003434    125.455   141.321    EM
                                                    233.225


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 4


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.81866494D+04    0.0000000    0.0000000    423.372    75.982    EM
                                                      0.646
     2 -0.31214502D+04 5065.1991402    0.6187146    424.530    74.940    EM
                                                      0.530
     3 -0.31153545D+04    6.0957653    0.0019529    425.375    74.074    EM
                                                      0.551
     4 -0.31133738D+04    1.9806444    0.0006358    425.996    73.390    EM
                                                      0.614
     5 -0.31123768D+04    0.9970515    0.0003202    426.395    72.834    EM
                                                      0.771


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 5


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.10932805D+05    0.0000000    0.0000000    145.832   263.531    EM
                                                     90.637
     2 -0.31306584D+04 7802.1467374    0.7136455    149.161   254.283    EM
                                                     96.556
     3 -0.31174739D+04   13.1844829    0.0042114    151.481   247.401    EM
                                                    101.119
     4 -0.31132057D+04    4.2681942    0.0013691    153.254   241.774    EM
                                                    104.972
     5 -0.31112082D+04    1.9975015    0.0006416    154.689   236.909    EM
                                                    108.402
     6 -0.31100757D+04    1.1325274    0.0003640    155.891   232.544    EM
                                                    111.565
     7 -0.31093466D+04    0.7290474    0.0002344    156.917   228.525    EM
                                                    114.558


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 6


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.92268518D+04    0.0000000    0.0000000     38.552   345.357    EM
                                                    116.091
     2 -0.31214986D+04 6105.3531766    0.6616941     40.548   338.003    EM
                                                    121.449
     3 -0.31155056D+04    5.9930933    0.0019199     42.898   330.570    EM
                                                    126.532
     4 -0.31134492D+04    2.0563946    0.0006601     45.167   323.416    EM
                                                    131.417
     5 -0.31122697D+04    1.1794216    0.0003788     47.331   316.483    EM
                                                    136.186
     6 -0.31114101D+04    0.8596317    0.0002762     49.413   309.668    EM
                                                    140.919


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 7


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.10047830D+05    0.0000000    0.0000000    335.094     1.448    EM
                                                    163.458
     2 -0.31005642D+04 6947.2658753    0.6914195    316.930     1.269    EM
                                                    181.802
     3 -0.30872129D+04   13.3512949    0.0043061    303.693     1.170    EM
                                                    195.137
     4 -0.30810661D+04    6.1468522    0.0019911    294.092     1.108    EM
                                                    204.800
     5 -0.30775110D+04    3.5550404    0.0011538    287.364     1.067    EM
                                                    211.569
     6 -0.30755937D+04    1.9173733    0.0006230    282.832     1.040    EM
                                                    216.128
     7 -0.30746712D+04    0.9224623    0.0002999    279.873     1.026    EM
                                                    219.101


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 8


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.85549723D+04    0.0000000    0.0000000    383.260    19.140    EM
                                                     97.600
     2 -0.31310943D+04 5423.8779696    0.6340030    374.695    17.239    EM
                                                    108.066
     3 -0.31189189D+04   12.1754175    0.0038886    367.568    16.201    EM
                                                    116.231
     4 -0.31151180D+04    3.8008901    0.0012187    361.088    15.534    EM
                                                    123.378
     5 -0.31132176D+04    1.9003618    0.0006100    354.873    15.057    EM
                                                    130.070
     6 -0.31119338D+04    1.2838532    0.0004124    348.677    14.689    EM
                                                    136.634
     7 -0.31108241D+04    1.1097044    0.0003566    342.313    14.386    EM
                                                    143.301
     8 -0.31096542D+04    1.1699022    0.0003761    335.621    14.119    EM
                                                    150.260
     9 -0.31082323D+04    1.4219258    0.0004573    328.462    13.869    EM
                                                    157.670
    10 -0.31063413D+04    1.8909235    0.0006084    320.731    13.618    EM
                                                    165.651


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 9


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.68963888D+04    0.0000000    0.0000000     39.631   456.176    EM
                                                      4.193
     2 -0.31224813D+04 3773.9075293    0.5472295     39.015   457.335    EM
                                                      3.650
     3 -0.31148361D+04    7.6451967    0.0024484     38.750   457.684    EM
                                                      3.565
     4 -0.31127725D+04    2.0635895    0.0006625     38.619   457.858    EM
                                                      3.523
     5 -0.31118956D+04    0.8769102    0.0002817     38.557   458.002    EM
                                                      3.441


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 10


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.66177275D+04    0.0000000    0.0000000    375.525    12.859    EM
                                                    111.615
     2 -0.31237016D+04 3494.0259711    0.5279797    359.953    13.636    EM
                                                    126.411
     3 -0.31119320D+04   11.7696052    0.0037678    346.597    14.099    EM
                                                    139.304
     4 -0.31067014D+04    5.2305182    0.0016808    334.148    14.450    EM
                                                    151.402
     5 -0.31023380D+04    4.3634552    0.0014045    322.203    14.718    EM
                                                    163.079
     6 -0.30975995D+04    4.7384870    0.0015274    310.827    14.891    EM
                                                    174.282
     7 -0.30922360D+04    5.3635044    0.0017315    300.434    14.947    EM
                                                    184.619
     8 -0.30867045D+04    5.5314718    0.0017888    291.613    14.866    EM
                                                    193.522
     9 -0.30819493D+04    4.7552439    0.0015406    284.790    14.649    EM
                                                    200.560
    10 -0.30786521D+04    3.2971835    0.0010698    279.975    14.325    EM
                                                    205.700


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 11


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.12009789D+05    0.0000000    0.0000000    107.763   182.032    EM
                                                    210.206
     2 -0.31226665D+04 8887.1229803    0.7399899    115.024   172.175    EM
                                                    212.801
     3 -0.30973521D+04   25.3144213    0.0081067    119.989   164.694    EM
                                                    215.318
     4 -0.30867953D+04   10.5567666    0.0034083    123.431   159.410    EM
                                                    217.160
     5 -0.30805564D+04    6.2389260    0.0020212    125.856   156.038    EM
                                                    218.105
     6 -0.30766773D+04    3.8791302    0.0012592    127.671   154.184    EM
                                                    218.145
     7 -0.30742700D+04    2.4072761    0.0007824    129.186   153.346    EM
                                                    217.468
     8 -0.30727396D+04    1.5304072    0.0004978    130.608   153.065    EM
                                                    216.327
     9 -0.30717184D+04    1.0211956    0.0003323    132.060   153.020    EM
                                                    214.920
    10 -0.30709815D+04    0.7368844    0.0002399    133.604   153.027    EM
                                                    213.369


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 12


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.59194952D+04    0.0000000    0.0000000     41.037   458.963    EM
                                                      0.000
     2 -0.31221802D+04 2797.3150136    0.4725597     39.848   460.152    EM
                                                      0.000
     3 -0.31149121D+04    7.2680405    0.0023279     39.552   460.447    EM
                                                      0.000
     4 -0.31132366D+04    1.6754885    0.0005379     39.556   460.443    EM
                                                      0.000
     5 -0.31126038D+04    0.6327826    0.0002033     39.690   460.310    EM
                                                      0.000


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 13


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.70386219D+04    0.0000000    0.0000000      0.022   499.976    EM
                                                      0.002
     2 -0.31120217D+04 3926.6002837    0.5578649      0.018   499.981    EM
                                                      0.001
     3 -0.31120180D+04    0.0036898    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 -0.84121134D+04    0.0000000    0.0000000     28.608   166.509    EM
                                                    304.883
     2 -0.31071099D+04 5305.0034286    0.6306386     30.003   183.393    EM
                                                    286.604
     3 -0.30914988D+04   15.6110935    0.0050243     31.510   195.402    EM
                                                    273.088
     4 -0.30849223D+04    6.5764969    0.0021273     32.784   204.601    EM
                                                    262.614
     5 -0.30809175D+04    4.0048308    0.0012982     33.829   211.749    EM
                                                    254.421
     6 -0.30782893D+04    2.6281942    0.0008531     34.707   217.318    EM
                                                    247.975
     7 -0.30764852D+04    1.8041308    0.0005861     35.485   221.647    EM
                                                    242.868
     8 -0.30751814D+04    1.3037802    0.0004238     36.220   224.963    EM
                                                    238.817
     9 -0.30742210D+04    0.9603590    0.0003123     36.953   227.409    EM
                                                    235.638


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 15


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.84960663D+04    0.0000000    0.0000000    119.322    82.016    EM
                                                    298.662
     2 -0.31021353D+04 5393.9309482    0.6348739    129.729    85.316    EM
                                                    284.954
     3 -0.30887446D+04   13.3907566    0.0043166    138.260    87.412    EM
                                                    274.328
     4 -0.30831660D+04    5.5785973    0.0018061    145.592    89.099    EM
                                                    265.309
     5 -0.30791728D+04    3.9931744    0.0012952    151.941    90.568    EM
                                                    257.490
     6 -0.30759687D+04    3.2041371    0.0010406    157.299    91.888    EM
                                                    250.813
     7 -0.30735398D+04    2.4288579    0.0007896    161.636    93.093    EM
                                                    245.271
     8 -0.30718724D+04    1.6674164    0.0005425    165.011    94.197    EM
                                                    240.792
     9 -0.30708088D+04    1.0635699    0.0003462    167.563    95.207    EM
                                                    237.230
    10 -0.30701487D+04    0.6601007    0.0002150    169.451    96.125    EM
                                                    234.424


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 16


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.83522485D+04    0.0000000    0.0000000     80.018   155.396    EM
                                                    264.586
     2 -0.31077845D+04 5244.4639843    0.6279104     78.147   168.587    EM
                                                    253.266
     3 -0.30911373D+04   16.6472024    0.0053566     76.848   177.058    EM
                                                    246.094
     4 -0.30845729D+04    6.5644189    0.0021236     76.220   182.721    EM
                                                    241.059
     5 -0.30803946D+04    4.1782837    0.0013546     76.213   186.499    EM
                                                    237.288
     6 -0.30773480D+04    3.0465660    0.0009890     76.737   188.963    EM
                                                    234.301
     7 -0.30750847D+04    2.2633030    0.0007355     77.683   190.484    EM
                                                    231.833
     8 -0.30734359D+04    1.6488034    0.0005362     78.939   191.311    EM
                                                    229.750
     9 -0.30722751D+04    1.1608412    0.0003777     80.401   191.611    EM
                                                    227.988
    10 -0.30714862D+04    0.7888445    0.0002568     81.980   191.512    EM
                                                    226.508


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 17


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.12633474D+05    0.0000000    0.0000000     68.167   233.147    EM
                                                    198.686
     2 -0.30929026D+04 9540.5712372    0.7551819     66.236   226.095    EM
                                                    207.669
     3 -0.30806941D+04   12.2085483    0.0039473     64.856   221.860    EM
                                                    213.285
     4 -0.30767033D+04    3.9907386    0.0012954     63.871   219.346    EM
                                                    216.783
     5 -0.30747288D+04    1.9745205    0.0006418     63.236   217.963    EM
                                                    218.801
     6 -0.30735857D+04    1.1431392    0.0003718     62.909   217.313    EM
                                                    219.778
     7 -0.30728531D+04    0.7326180    0.0002384     62.847   217.118    EM
                                                    220.035


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 18


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.56350022D+04    0.0000000    0.0000000    227.405   272.595    EM
                                                      0.000
     2 -0.30882146D+04 2546.7875261    0.4519586    235.392   264.608    EM
                                                      0.000
     3 -0.30827330D+04    5.4816781    0.0017750    241.655   258.345    EM
                                                      0.000
     4 -0.30809283D+04    1.8046361    0.0005854    246.806   253.194    EM
                                                      0.000
     5 -0.30797126D+04    1.2157190    0.0003946    251.208   248.792    EM
                                                      0.000
     6 -0.30786679D+04    1.0446654    0.0003392    255.080   244.920    EM
                                                      0.000
     7 -0.30777051D+04    0.9628840    0.0003128    258.546   241.454    EM
                                                      0.000


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 19


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.87542553D+04    0.0000000    0.0000000    239.762   235.993    EM
                                                     24.245
     2 -0.31176771D+04 5636.5782117    0.6438672    241.642   237.050    EM
                                                     21.308
     3 -0.31059328D+04   11.7443168    0.0037670    243.457   235.887    EM
                                                     20.656
     4 -0.31011527D+04    4.7800374    0.0015390    245.184   234.110    EM
                                                     20.706
     5 -0.30973639D+04    3.7888312    0.0012217    246.952   231.993    EM
                                                     21.055
     6 -0.30935353D+04    3.8286263    0.0012361    248.826   229.622    EM
                                                     21.552
     7 -0.30895771D+04    3.9581681    0.0012795    250.783   227.092    EM
                                                     22.124
     8 -0.30857776D+04    3.7994994    0.0012298    252.765   224.506    EM
                                                     22.729
     9 -0.30824902D+04    3.2874205    0.0010653    254.749   221.908    EM
                                                     23.343
    10 -0.30798812D+04    2.6089646    0.0008464    256.751   219.292    EM
                                                     23.956


  TECHNICAL 8 OUTPUT FOR STARTING VALUE SET 20


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.81594803D+04    0.0000000    0.0000000      2.022    26.858    EM
                                                    471.120
     2 -0.31181874D+04 5041.2928863    0.6178449      1.655    24.761    EM
                                                    473.583
     3 -0.31133444D+04    4.8429830    0.0015531      1.592    23.938    EM
                                                    474.469
     4 -0.31122851D+04    1.0593088    0.0003402      1.590    23.528    EM
                                                    474.882
     5 -0.31119076D+04    0.3774709    0.0001213      1.603    23.293    EM
                                                    475.104


  FINAL STAGE ITERATIONS


  TECHNICAL 8 OUTPUT FOR UNPERTURBED STARTING VALUE SET


    10 -0.30631970D+04    1.3333115    0.0004351    153.720   155.241    EM
                                                    191.039
    11 -0.30618375D+04    1.3594771    0.0004438    155.906   156.153    EM
                                                    187.941
    12 -0.30605029D+04    1.3346217    0.0004359    157.909   157.207    EM
                                                    184.884
    13 -0.30592549D+04    1.2480723    0.0004078    159.712   158.331    EM
                                                    181.956
    14 -0.30581529D+04    1.1019652    0.0003602    161.315   159.433    EM
                                                    179.251
    15 -0.30572401D+04    0.9127963    0.0002985    162.725   160.429    EM
                                                    176.846
    16 -0.30565322D+04    0.7078730    0.0002315    163.956   161.260    EM
                                                    174.784
    17 -0.30560161D+04    0.5161455    0.0001689    165.024   161.902    EM
                                                    173.074
    18 -0.30556583D+04    0.3577664    0.0001171    165.947   162.360    EM
                                                    171.694
    19 -0.30554189D+04    0.2393745    0.0000783    166.741   162.658    EM
                                                    170.600
    20 -0.30552619D+04    0.1570352    0.0000514    167.423   162.832    EM
                                                    169.745
    21 -0.30551596D+04    0.1022828    0.0000335    168.006   162.915    EM
                                                    169.079
    22 -0.30550929D+04    0.0666732    0.0000218    168.502   162.936    EM
                                                    168.562
    23 -0.30550493D+04    0.0436611    0.0000143    168.923   162.917    EM
                                                    168.160
    24 -0.30550205D+04    0.0287534    0.0000094    169.279   162.876    EM
                                                    167.845
    25 -0.30550015D+04    0.0190410    0.0000062    169.579   162.823    EM
                                                    167.598
    26 -0.30549888D+04    0.0126646    0.0000041    169.832   162.765    EM
                                                    167.403
    27 -0.30549804D+04    0.0084551    0.0000028    170.043   162.708    EM
                                                    167.248
    28 -0.30549747D+04    0.0056609    0.0000019    170.220   162.654    EM
                                                    167.125
    29 -0.30549709D+04    0.0037983    0.0000012    170.368   162.605    EM
                                                    167.026
    30 -0.30549684D+04    0.0025531    0.0000008    170.491   162.561    EM
                                                    166.947
    31 -0.30549666D+04    0.0017182    0.0000006    170.594   162.523    EM
                                                    166.883
    32 -0.30549655D+04    0.0011576    0.0000004    170.679   162.489    EM
                                                    166.831
    33 -0.30549647D+04    0.0007804    0.0000003    170.750   162.460    EM
                                                    166.789
    34 -0.30549642D+04    0.0005264    0.0000002    170.809   162.436    EM
                                                    166.755
    35 -0.30549632D+04    0.0009615    0.0000003    171.030   162.329    FS
                                                    166.641
    36 -0.30549631D+04    0.0001109    0.0000000    171.057   162.324    FS
                                                    166.618
    37 -0.30549631D+04    0.0000176    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 -0.30701487D+04    0.6601007    0.0002150    169.451    96.125    EM
                                                    234.424
    11 -0.30697370D+04    0.4117299    0.0001341    170.824    96.957    EM
                                                    232.219
    12 -0.30694755D+04    0.2614576    0.0000852    171.801    97.711    EM
                                                    230.488
    13 -0.30693058D+04    0.1697228    0.0000553    172.477    98.398    EM
                                                    229.125
    14 -0.30691927D+04    0.1130772    0.0000368    172.923    99.029    EM
                                                    228.048
    15 -0.30691149D+04    0.0778083    0.0000254    173.195    99.614    EM
                                                    227.192
    16 -0.30690592D+04    0.0556721    0.0000181    173.334   100.161    EM
                                                    226.505
    17 -0.30690176D+04    0.0416207    0.0000136    173.374   100.677    EM
                                                    225.948
    18 -0.30689851D+04    0.0325238    0.0000106    173.339   101.169    EM
                                                    225.492
    19 -0.30689586D+04    0.0264629    0.0000086    173.248   101.639    EM
                                                    225.113
    20 -0.30689364D+04    0.0222665    0.0000073    173.116   102.092    EM
                                                    224.792
    21 -0.30689171D+04    0.0192240    0.0000063    172.953   102.529    EM
                                                    224.518
    22 -0.30689002D+04    0.0169094    0.0000055    172.768   102.952    EM
                                                    224.280
    23 -0.30688852D+04    0.0150655    0.0000049    172.567   103.362    EM
                                                    224.070
    24 -0.30688716D+04    0.0135393    0.0000044    172.357   103.761    EM
                                                    223.883
    25 -0.30688594D+04    0.0122368    0.0000040    172.139   104.148    EM
                                                    223.713
    26 -0.30688483D+04    0.0111011    0.0000036    171.918   104.524    EM
                                                    223.558
    27 -0.30688382D+04    0.0100959    0.0000033    171.695   104.890    EM
                                                    223.415
    28 -0.30688290D+04    0.0091974    0.0000030    171.472   105.246    EM
                                                    223.282
    29 -0.30688206D+04    0.0083893    0.0000027    171.250   105.592    EM
                                                    223.158
    30 -0.30688129D+04    0.0076598    0.0000025    171.030   105.929    EM
                                                    223.041
    31 -0.30688059D+04    0.0069997    0.0000023    170.813   106.256    EM
                                                    222.931
    32 -0.30687995D+04    0.0064015    0.0000021    170.598   106.574    EM
                                                    222.827
    33 -0.30687937D+04    0.0058590    0.0000019    170.388   106.884    EM
                                                    222.728
    34 -0.30687883D+04    0.0053666    0.0000017    170.181   107.185    EM
                                                    222.635
    35 -0.30687834D+04    0.0049195    0.0000016    169.977   107.477    EM
                                                    222.545
    36 -0.30687436D+04    0.0397970    0.0000130    160.691   117.311    FS
                                                    221.998
    37 -0.30687362D+04    0.0074244    0.0000024    164.715   114.009    FS
                                                    221.275
    38 -0.30687319D+04    0.0042798    0.0000014    164.622   114.157    EM
                                                    221.220
    39 -0.30687297D+04    0.0021835    0.0000007    164.530   114.290    EM
                                                    221.180
    40 -0.30687283D+04    0.0014146    0.0000005    164.440   114.412    EM
                                                    221.148
    41 -0.30687273D+04    0.0009700    0.0000003    164.354   114.525    EM
                                                    221.121
    42 -0.30687266D+04    0.0007039    0.0000002    164.271   114.631    EM
                                                    221.098
    43 -0.30687261D+04    0.0005387    0.0000002    164.193   114.731    EM
                                                    221.077
    44 -0.30687257D+04    0.0004326    0.0000001    164.118   114.825    EM
                                                    221.057
    45 -0.30687253D+04    0.0003617    0.0000001    164.046   114.915    EM
                                                    221.039
    46 -0.30687250D+04    0.0003120    0.0000001    163.978   115.001    EM
                                                    221.021
    47 -0.30687247D+04    0.0002757    0.0000001    163.912   115.084    EM
                                                    221.004
    48 -0.30687245D+04    0.0002479    0.0000001    163.849   115.164    EM
                                                    220.988
    49 -0.30687242D+04    0.0002257    0.0000001    163.787   115.241    EM
                                                    220.972
    50 -0.30687240D+04    0.0002073    0.0000001    163.729   115.315    EM
                                                    220.957
    51 -0.30687238D+04    0.0001916    0.0000001    163.671   115.387    EM
                                                    220.942
    52 -0.30687237D+04    0.0001779    0.0000001    163.616   115.456    EM
                                                    220.928
    53 -0.30687235D+04    0.0001657    0.0000001    163.562   115.524    EM
                                                    220.914
    54 -0.30687233D+04    0.0001547    0.0000001    163.510   115.589    EM
                                                    220.900
    55 -0.30687232D+04    0.0001446    0.0000000    163.459   115.653    EM
                                                    220.888
    56 -0.30687231D+04    0.0001354    0.0000000    163.410   115.715    EM
                                                    220.875
    57 -0.30687229D+04    0.0001268    0.0000000    163.361   115.775    EM
                                                    220.863
    58 -0.30687228D+04    0.0001190    0.0000000    163.314   115.834    EM
                                                    220.852
    59 -0.30687227D+04    0.0001116    0.0000000    163.268   115.891    EM
                                                    220.841
    60 -0.30687226D+04    0.0001048    0.0000000    163.224   115.946    EM
                                                    220.830
    61 -0.30687225D+04    0.0000985    0.0000000    163.180   116.000    EM
                                                    220.820
    62 -0.30687224D+04    0.0000925    0.0000000    163.137   116.053    EM
                                                    220.810
    63 -0.30687223D+04    0.0000870    0.0000000    163.096   116.104    EM
                                                    220.800
    64 -0.30687222D+04    0.0000818    0.0000000    163.055   116.154    EM
                                                    220.791
    65 -0.30687222D+04    0.0000770    0.0000000    163.015   116.202    EM
                                                    220.782
    66 -0.30687221D+04    0.0000725    0.0000000    162.976   116.250    EM
                                                    220.774
    67 -0.30687220D+04    0.0000682    0.0000000    162.938   116.296    EM
                                                    220.766
    68 -0.30687220D+04    0.0000643    0.0000000    162.901   116.341    EM
                                                    220.758
    69 -0.30687219D+04    0.0000605    0.0000000    162.865   116.384    EM
                                                    220.751
    70 -0.30687218D+04    0.0000570    0.0000000    162.830   116.427    EM
                                                    220.743
    71 -0.30687218D+04    0.0000538    0.0000000    162.795   116.468    EM
                                                    220.736
    72 -0.30687217D+04    0.0000507    0.0000000    162.762   116.509    EM
                                                    220.730
    73 -0.30687217D+04    0.0000478    0.0000000    162.729   116.548    EM
                                                    220.723
    74 -0.30687216D+04    0.0000451    0.0000000    162.696   116.586    EM
                                                    220.717
    75 -0.30687216D+04    0.0000425    0.0000000    162.665   116.624    EM
                                                    220.711
    76 -0.30687216D+04    0.0000401    0.0000000    162.634   116.660    EM
                                                    220.706
    77 -0.30687215D+04    0.0000379    0.0000000    162.604   116.695    EM
                                                    220.700
    78 -0.30687209D+04    0.0006626    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 -0.30706911D+04    1.0548702    0.0003434    125.455   141.321    EM
                                                    233.225
    11 -0.30700315D+04    0.6595918    0.0002148    126.038   142.398    EM
                                                    231.564
    12 -0.30696318D+04    0.3996697    0.0001302    126.379   143.403    EM
                                                    230.218
    13 -0.30693886D+04    0.2432812    0.0000793    126.554   144.324    EM
                                                    229.122
    14 -0.30692361D+04    0.1524738    0.0000497    126.619   145.159    EM
                                                    228.222
    15 -0.30691364D+04    0.0997094    0.0000325    126.611   145.911    EM
                                                    227.478
    16 -0.30690679D+04    0.0684326    0.0000223    126.556   146.588    EM
                                                    226.857
    17 -0.30690186D+04    0.0493520    0.0000161    126.469   147.197    EM
                                                    226.334
    18 -0.30689813D+04    0.0373210    0.0000122    126.361   147.748    EM
                                                    225.891
    19 -0.30689518D+04    0.0294529    0.0000096    126.239   148.250    EM
                                                    225.512
    20 -0.30689277D+04    0.0241023    0.0000079    126.106   148.710    EM
                                                    225.183
    21 -0.30689074D+04    0.0203036    0.0000066    125.967   149.137    EM
                                                    224.896
    22 -0.30688899D+04    0.0174902    0.0000057    125.823   149.535    EM
                                                    224.642
    23 -0.30688746D+04    0.0153174    0.0000050    125.675   149.909    EM
                                                    224.416
    24 -0.30688610D+04    0.0135771    0.0000044    125.525   150.264    EM
                                                    224.211
    25 -0.30688489D+04    0.0121386    0.0000040    125.374   150.601    EM
                                                    224.025
    26 -0.30688380D+04    0.0109196    0.0000036    125.222   150.924    EM
                                                    223.854
    27 -0.30688281D+04    0.0098671    0.0000032    125.069   151.235    EM
                                                    223.696
    28 -0.30688192D+04    0.0089448    0.0000029    124.917   151.534    EM
                                                    223.548
    29 -0.30688110D+04    0.0081286    0.0000026    124.766   151.824    EM
                                                    223.410
    30 -0.30688036D+04    0.0074006    0.0000024    124.616   152.104    EM
                                                    223.280
    31 -0.30687969D+04    0.0067478    0.0000022    124.466   152.377    EM
                                                    223.157
    32 -0.30687907D+04    0.0061599    0.0000020    124.318   152.641    EM
                                                    223.041
    33 -0.30687851D+04    0.0056290    0.0000018    124.172   152.898    EM
                                                    222.930
    34 -0.30687799D+04    0.0051483    0.0000017    124.027   153.148    EM
                                                    222.825
    35 -0.30687752D+04    0.0047124    0.0000015    123.884   153.392    EM
                                                    222.724
    36 -0.30687464D+04    0.0288498    0.0000094    116.424   161.858    FS
                                                    221.718
    37 -0.30687441D+04    0.0022444    0.0000007    121.008   157.286    FS
                                                    221.706
    38 -0.30687379D+04    0.0062507    0.0000020    120.872   157.450    EM
                                                    221.678
    39 -0.30687349D+04    0.0030308    0.0000010    120.755   157.611    EM
                                                    221.635
    40 -0.30687328D+04    0.0020917    0.0000007    120.652   157.764    EM
                                                    221.585
    41 -0.30687312D+04    0.0015341    0.0000005    120.558   157.909    EM
                                                    221.533
    42 -0.30687300D+04    0.0011832    0.0000004    120.473   158.045    EM
                                                    221.482
    43 -0.30687291D+04    0.0009515    0.0000003    120.393   158.173    EM
                                                    221.433
    44 -0.30687283D+04    0.0007923    0.0000003    120.319   158.294    EM
                                                    221.387
    45 -0.30687276D+04    0.0006765    0.0000002    120.249   158.408    EM
                                                    221.343
    46 -0.30687270D+04    0.0005901    0.0000002    120.182   158.516    EM
                                                    221.303
    47 -0.30687265D+04    0.0005225    0.0000002    120.118   158.618    EM
                                                    221.264
    48 -0.30687260D+04    0.0004678    0.0000002    120.057   158.715    EM
                                                    221.228
    49 -0.30687256D+04    0.0004221    0.0000001    119.998   158.808    EM
                                                    221.194
    50 -0.30687252D+04    0.0003831    0.0000001    119.942   158.896    EM
                                                    221.162
    51 -0.30687249D+04    0.0003491    0.0000001    119.887   158.981    EM
                                                    221.132
    52 -0.30687246D+04    0.0003190    0.0000001    119.835   159.062    EM
                                                    221.104
    53 -0.30687243D+04    0.0002921    0.0000001    119.784   159.140    EM
                                                    221.077
    54 -0.30687240D+04    0.0002678    0.0000001    119.734   159.214    EM
                                                    221.051
    55 -0.30687238D+04    0.0002459    0.0000001    119.687   159.286    EM
                                                    221.027
    56 -0.30687235D+04    0.0002259    0.0000001    119.640   159.355    EM
                                                    221.004
    57 -0.30687233D+04    0.0002076    0.0000001    119.595   159.422    EM
                                                    220.983
    58 -0.30687231D+04    0.0001910    0.0000001    119.552   159.486    EM
                                                    220.962
    59 -0.30687230D+04    0.0001757    0.0000001    119.509   159.548    EM
                                                    220.942
    60 -0.30687228D+04    0.0001617    0.0000001    119.468   159.608    EM
                                                    220.924
    61 -0.30687227D+04    0.0001488    0.0000000    119.428   159.666    EM
                                                    220.906
    62 -0.30687225D+04    0.0001371    0.0000000    119.389   159.722    EM
                                                    220.889
    63 -0.30687224D+04    0.0001262    0.0000000    119.352   159.776    EM
                                                    220.873
    64 -0.30687223D+04    0.0001163    0.0000000    119.315   159.828    EM
                                                    220.857
    65 -0.30687222D+04    0.0001072    0.0000000    119.280   159.878    EM
                                                    220.843
    66 -0.30687221D+04    0.0000988    0.0000000    119.245   159.926    EM
                                                    220.829
    67 -0.30687220D+04    0.0000911    0.0000000    119.211   159.973    EM
                                                    220.815
    68 -0.30687219D+04    0.0000840    0.0000000    119.179   160.019    EM
                                                    220.803
    69 -0.30687218D+04    0.0000774    0.0000000    119.147   160.062    EM
                                                    220.790
    70 -0.30687217D+04    0.0000714    0.0000000    119.116   160.105    EM
                                                    220.779
    71 -0.30687217D+04    0.0000659    0.0000000    119.086   160.146    EM
                                                    220.768
    72 -0.30687216D+04    0.0000608    0.0000000    119.057   160.185    EM
                                                    220.757
    73 -0.30687216D+04    0.0000562    0.0000000    119.029   160.224    EM
                                                    220.747
    74 -0.30687215D+04    0.0000518    0.0000000    119.001   160.261    EM
                                                    220.738
    75 -0.30687215D+04    0.0000479    0.0000000    118.975   160.297    EM
                                                    220.729
    76 -0.30687214D+04    0.0000442    0.0000000    118.949   160.331    EM
                                                    220.720
    77 -0.30687209D+04    0.0005683    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 -0.30709815D+04    0.7368844    0.0002399    133.604   153.027    EM
                                                    213.369
    11 -0.30703874D+04    0.5941049    0.0001935    135.267   153.001    EM
                                                    211.732
    12 -0.30698493D+04    0.5381446    0.0001753    137.053   152.922    EM
                                                    210.026
    13 -0.30693159D+04    0.5333264    0.0001737    138.954   152.800    EM
                                                    208.247
    14 -0.30687573D+04    0.5586399    0.0001820    140.955   152.663    EM
                                                    206.383
    15 -0.30681543D+04    0.6030253    0.0001965    143.035   152.545    EM
                                                    204.420
    16 -0.30674931D+04    0.6611438    0.0002155    145.170   152.484    EM
                                                    202.346
    17 -0.30667628D+04    0.7303685    0.0002381    147.333   152.516    EM
                                                    200.151
    18 -0.30659541D+04    0.8086769    0.0002637    149.494   152.674    EM
                                                    197.832
    19 -0.30650610D+04    0.8930539    0.0002913    151.621   152.987    EM
                                                    195.392
    20 -0.30640827D+04    0.9782816    0.0003192    153.681   153.477    EM
                                                    192.842
    21 -0.30630267D+04    1.0559908    0.0003446    155.643   154.153    EM
                                                    190.204
    22 -0.30619122D+04    1.1145135    0.0003639    157.478   155.007    EM
                                                    187.515
    23 -0.30607721D+04    1.1401606    0.0003724    159.164   156.011    EM
                                                    184.825
    24 -0.30596521D+04    1.1199879    0.0003659    160.687   157.113    EM
                                                    182.200
    25 -0.30586056D+04    1.0465340    0.0003420    162.046   158.243    EM
                                                    179.711
    26 -0.30576830D+04    0.9225980    0.0003016    163.245   159.325    EM
                                                    177.429
    27 -0.30569195D+04    0.7634708    0.0002497    164.298   160.292    EM
                                                    175.410
    28 -0.30563263D+04    0.5932070    0.0001941    165.220   161.097    EM
                                                    173.683
    29 -0.30558906D+04    0.4356399    0.0001425    166.029   161.723    EM
                                                    172.248
    30 -0.30555847D+04    0.3059579    0.0001001    166.739   162.178    EM
                                                    171.084
    31 -0.30553763D+04    0.2083690    0.0000682    167.361   162.484    EM
                                                    170.155
    32 -0.30552370D+04    0.1393472    0.0000456    167.906   162.674    EM
                                                    169.421
    33 -0.30551446D+04    0.0923690    0.0000302    168.381   162.776    EM
                                                    168.843
    34 -0.30550835D+04    0.0610474    0.0000200    168.793   162.817    EM
                                                    168.390
    35 -0.30550432D+04    0.0403545    0.0000132    169.149   162.818    EM
                                                    168.033
    36 -0.30549735D+04    0.0696714    0.0000228    170.610   162.386    FS
                                                    167.004
    37 -0.30549648D+04    0.0086957    0.0000028    170.881   162.386    FS
                                                    166.733
    38 -0.30549634D+04    0.0014130    0.0000005    171.021   162.321    FS
                                                    166.658
    39 -0.30549632D+04    0.0002567    0.0000001    171.059   162.324    FS
                                                    166.618
    40 -0.30549631D+04    0.0000533    0.0000000    171.075   162.311    FS
                                                    166.614
    41 -0.30549631D+04    0.0000136    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:  14:41:52
        Ending Time:  14:41:52
       Elapsed Time:  00:00:00



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