Mplus VERSION 7.3
MUTHEN & MUTHEN
09/22/2014   5:46 PM

INPUT INSTRUCTIONS

  TITLE:	this is an example of an exploratory
  		factor analysis with continuous
  		factor indicators
  DATA:		FILE IS ex4.1a.dat;
  VARIABLE:	NAMES ARE y1-y12;
  ANALYSIS:	TYPE = EFA 1 4;
  OUTPUT:	MODINDICES;



INPUT READING TERMINATED NORMALLY



this is an example of an exploratory
factor analysis with continuous
factor indicators

SUMMARY OF ANALYSIS

Number of groups                                                 1
Number of observations                                         500

Number of dependent variables                                   12
Number of independent variables                                  0
Number of continuous latent variables                            0

Observed dependent variables

  Continuous
   Y1          Y2          Y3          Y4          Y5          Y6
   Y7          Y8          Y9          Y10         Y11         Y12


Estimator                                                       ML
Rotation                                                    GEOMIN
Row standardization                                    CORRELATION
Type of rotation                                           OBLIQUE
Epsilon value                                               Varies
Information matrix                                        OBSERVED
Maximum number of iterations                                  1000
Convergence criterion                                    0.500D-04
Maximum number of steepest descent iterations                   20
Optimization Specifications for the Exploratory Factor Analysis
Rotation Algorithm
  Number of random starts                                       30
  Maximum number of iterations                               10000
  Derivative convergence criterion                       0.100D-04

Input data file(s)
  ex4.1a.dat

Input data format  FREE



SUMMARY OF MODEL FIT INFORMATION


                   Number of                   Degrees of
     Model        Parameters      Chi-Square    Freedom     P-Value

     1-factor          36           1055.754        54       0.0000
     2-factor          47            672.258        43       0.0000
     3-factor          57            341.268        33       0.0000
     4-factor          66             25.799        24       0.3635

                                               Degrees of
     Models Compared              Chi-Square    Freedom     P-Value

     1-factor against 2-factor       383.496        11       0.0000
     2-factor against 3-factor       330.990        10       0.0000
     3-factor against 4-factor       315.469         9       0.0000



RESULTS FOR EXPLORATORY FACTOR ANALYSIS


           EIGENVALUES FOR SAMPLE CORRELATION MATRIX
                  1             2             3             4             5
              ________      ________      ________      ________      ________
      1         2.220         2.041         1.957         1.777         0.633


           EIGENVALUES FOR SAMPLE CORRELATION MATRIX
                  6             7             8             9            10
              ________      ________      ________      ________      ________
      1         0.611         0.515         0.506         0.461         0.453


           EIGENVALUES FOR SAMPLE CORRELATION MATRIX
                 11            12
              ________      ________
      1         0.426         0.399


EXPLORATORY FACTOR ANALYSIS WITH 1 FACTOR(S):


MODEL FIT INFORMATION

Number of Free Parameters                       36

Loglikelihood

          H0 Value                       -8384.355
          H1 Value                       -7856.478

Information Criteria

          Akaike (AIC)                   16840.710
          Bayesian (BIC)                 16992.436
          Sample-Size Adjusted BIC       16878.169
            (n* = (n + 2) / 24)

Chi-Square Test of Model Fit

          Value                           1055.754
          Degrees of Freedom                    54
          P-Value                           0.0000

RMSEA (Root Mean Square Error Of Approximation)

          Estimate                           0.193
          90 Percent C.I.                    0.183  0.203
          Probability RMSEA <= .05           0.000

CFI/TLI

          CFI                                0.269
          TLI                                0.107

Chi-Square Test of Model Fit for the Baseline Model

          Value                           1436.819
          Degrees of Freedom                    66
          P-Value                           0.0000

SRMR (Standardized Root Mean Square Residual)

          Value                              0.156



MINIMUM ROTATION FUNCTION VALUE       1.58276



           GEOMIN ROTATED LOADINGS (* significant at 5% level)
                  1
              ________
 Y1            -0.023
 Y2             0.032
 Y3            -0.013
 Y4            -0.132*
 Y5            -0.116*
 Y6            -0.132*
 Y7            -0.018
 Y8            -0.047
 Y9            -0.031
 Y10            0.690*
 Y11            0.780*
 Y12            0.666*


           GEOMIN FACTOR CORRELATIONS (* significant at 5% level)
                  1
              ________
      1         1.000


           ESTIMATED RESIDUAL VARIANCES
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
      1         0.999         0.999         1.000         0.983         0.986


           ESTIMATED RESIDUAL VARIANCES
              Y6            Y7            Y8            Y9            Y10
              ________      ________      ________      ________      ________
      1         0.983         1.000         0.998         0.999         0.524


           ESTIMATED RESIDUAL VARIANCES
              Y11           Y12
              ________      ________
      1         0.392         0.556


           S.E. GEOMIN ROTATED LOADINGS
                  1
              ________
 Y1             0.052
 Y2             0.053
 Y3             0.052
 Y4             0.052
 Y5             0.052
 Y6             0.052
 Y7             0.053
 Y8             0.053
 Y9             0.053
 Y10            0.034
 Y11            0.033
 Y12            0.035


           S.E. GEOMIN FACTOR CORRELATIONS
                  1
              ________
      1         0.000


           S.E. ESTIMATED RESIDUAL VARIANCES
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
      1         0.002         0.003         0.001         0.014         0.012


           S.E. ESTIMATED RESIDUAL VARIANCES
              Y6            Y7            Y8            Y9            Y10
              ________      ________      ________      ________      ________
      1         0.014         0.002         0.005         0.003         0.047


           S.E. ESTIMATED RESIDUAL VARIANCES
              Y11           Y12
              ________      ________
      1         0.052         0.047


           Est./S.E. GEOMIN ROTATED LOADINGS
                  1
              ________
 Y1            -0.440
 Y2             0.612
 Y3            -0.253
 Y4            -2.541
 Y5            -2.221
 Y6            -2.527
 Y7            -0.339
 Y8            -0.890
 Y9            -0.596
 Y10           20.129
 Y11           23.340
 Y12           18.982


           Est./S.E. GEOMIN FACTOR CORRELATIONS
                  1
              ________
      1         0.000


           Est./S.E. ESTIMATED RESIDUAL VARIANCES
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
      1       414.100       295.870       721.337        71.349        81.070


           Est./S.E. ESTIMATED RESIDUAL VARIANCES
              Y6            Y7            Y8            Y9            Y10
              ________      ________      ________      ________      ________
      1        71.326       531.328       202.466       302.920        11.058


           Est./S.E. ESTIMATED RESIDUAL VARIANCES
              Y11           Y12
              ________      ________
      1         7.535        11.896


EXPLORATORY FACTOR ANALYSIS WITH 2 FACTOR(S):


MODEL FIT INFORMATION

Number of Free Parameters                       47

Loglikelihood

          H0 Value                       -8192.607
          H1 Value                       -7856.478

Information Criteria

          Akaike (AIC)                   16479.214
          Bayesian (BIC)                 16677.300
          Sample-Size Adjusted BIC       16528.120
            (n* = (n + 2) / 24)

Chi-Square Test of Model Fit

          Value                            672.258
          Degrees of Freedom                    43
          P-Value                           0.0000

RMSEA (Root Mean Square Error Of Approximation)

          Estimate                           0.171
          90 Percent C.I.                    0.160  0.183
          Probability RMSEA <= .05           0.000

CFI/TLI

          CFI                                0.541
          TLI                                0.295

Chi-Square Test of Model Fit for the Baseline Model

          Value                           1436.819
          Degrees of Freedom                    66
          P-Value                           0.0000

SRMR (Standardized Root Mean Square Residual)

          Value                              0.123



MINIMUM ROTATION FUNCTION VALUE       0.07545



           GEOMIN ROTATED LOADINGS (* significant at 5% level)
                  1             2
              ________      ________
 Y1             0.075        -0.019
 Y2             0.006         0.033
 Y3            -0.046        -0.015
 Y4             0.022        -0.131*
 Y5             0.005        -0.116*
 Y6             0.051        -0.129*
 Y7             0.735*        0.017
 Y8             0.725*       -0.017
 Y9             0.706*        0.000
 Y10           -0.009         0.690*
 Y11            0.001         0.780*
 Y12            0.008         0.667*


           GEOMIN FACTOR CORRELATIONS (* significant at 5% level)
                  1             2
              ________      ________
      1         1.000
      2        -0.027         1.000


           ESTIMATED RESIDUAL VARIANCES
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
      1         0.994         0.999         0.998         0.982         0.987


           ESTIMATED RESIDUAL VARIANCES
              Y6            Y7            Y8            Y9            Y10
              ________      ________      ________      ________      ________
      1         0.980         0.460         0.473         0.502         0.524


           ESTIMATED RESIDUAL VARIANCES
              Y11           Y12
              ________      ________
      1         0.392         0.555


           S.E. GEOMIN ROTATED LOADINGS
                  1             2
              ________      ________
 Y1             0.052         0.052
 Y2             0.053         0.053
 Y3             0.052         0.052
 Y4             0.052         0.052
 Y5             0.052         0.052
 Y6             0.052         0.052
 Y7             0.033         0.042
 Y8             0.033         0.043
 Y9             0.034         0.010
 Y10            0.035         0.034
 Y11            0.017         0.033
 Y12            0.036         0.035


           S.E. GEOMIN FACTOR CORRELATIONS
                  1             2
              ________      ________
      1         0.000
      2         0.066         0.000


           S.E. ESTIMATED RESIDUAL VARIANCES
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
      1         0.008         0.004         0.005         0.014         0.012


           S.E. ESTIMATED RESIDUAL VARIANCES
              Y6            Y7            Y8            Y9            Y10
              ________      ________      ________      ________      ________
      1         0.015         0.049         0.048         0.048         0.047


           S.E. ESTIMATED RESIDUAL VARIANCES
              Y11           Y12
              ________      ________
      1         0.052         0.047


           Est./S.E. GEOMIN ROTATED LOADINGS
                  1             2
              ________      ________
 Y1             1.434        -0.364
 Y2             0.112         0.628
 Y3            -0.879        -0.291
 Y4             0.427        -2.513
 Y5             0.094        -2.206
 Y6             0.981        -2.476
 Y7            22.093         0.393
 Y8            21.666        -0.403
 Y9            20.859        -0.006
 Y10           -0.243        20.092
 Y11            0.070        23.308
 Y12            0.220        18.975


           Est./S.E. GEOMIN FACTOR CORRELATIONS
                  1             2
              ________      ________
      1         0.000
      2        -0.408         0.000


           Est./S.E. ESTIMATED RESIDUAL VARIANCES
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
      1       122.911       284.086       197.464        70.893        81.439


           Est./S.E. ESTIMATED RESIDUAL VARIANCES
              Y6            Y7            Y8            Y9            Y10
              ________      ________      ________      ________      ________
      1        67.441         9.417         9.770        10.517        11.070


           Est./S.E. ESTIMATED RESIDUAL VARIANCES
              Y11           Y12
              ________      ________
      1         7.510        11.842


           FACTOR STRUCTURE
                  1             2
              ________      ________
 Y1             0.075        -0.021
 Y2             0.005         0.033
 Y3            -0.046        -0.014
 Y4             0.026        -0.132
 Y5             0.008        -0.116
 Y6             0.055        -0.131
 Y7             0.735        -0.003
 Y8             0.726        -0.037
 Y9             0.706        -0.019
 Y10           -0.027         0.690
 Y11           -0.020         0.780
 Y12           -0.010         0.667


EXPLORATORY FACTOR ANALYSIS WITH 3 FACTOR(S):


MODEL FIT INFORMATION

Number of Free Parameters                       57

Loglikelihood

          H0 Value                       -8027.112
          H1 Value                       -7856.478

Information Criteria

          Akaike (AIC)                   16168.224
          Bayesian (BIC)                 16408.457
          Sample-Size Adjusted BIC       16227.535
            (n* = (n + 2) / 24)

Chi-Square Test of Model Fit

          Value                            341.268
          Degrees of Freedom                    33
          P-Value                           0.0000

RMSEA (Root Mean Square Error Of Approximation)

          Estimate                           0.137
          90 Percent C.I.                    0.124  0.150
          Probability RMSEA <= .05           0.000

CFI/TLI

          CFI                                0.775
          TLI                                0.550

Chi-Square Test of Model Fit for the Baseline Model

          Value                           1436.819
          Degrees of Freedom                    66
          P-Value                           0.0000

SRMR (Standardized Root Mean Square Residual)

          Value                              0.086



MINIMUM ROTATION FUNCTION VALUE       0.11475



           GEOMIN ROTATED LOADINGS (* significant at 5% level)
                  1             2             3
              ________      ________      ________
 Y1             0.640*        0.078        -0.012
 Y2             0.803*        0.000         0.051
 Y3             0.633*       -0.058        -0.008
 Y4            -0.008         0.022        -0.130*
 Y5            -0.061         0.007        -0.116*
 Y6            -0.023         0.051        -0.129*
 Y7             0.001         0.735*        0.018
 Y8            -0.032         0.727*       -0.017
 Y9             0.056         0.705*        0.003
 Y10           -0.041        -0.007         0.691*
 Y11           -0.002         0.003         0.778*
 Y12            0.033         0.008         0.669*


           GEOMIN FACTOR CORRELATIONS (* significant at 5% level)
                  1             2             3
              ________      ________      ________
      1         1.000
      2        -0.006         1.000
      3        -0.014        -0.030         1.000


           ESTIMATED RESIDUAL VARIANCES
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
      1         0.584         0.353         0.595         0.982         0.983


           ESTIMATED RESIDUAL VARIANCES
              Y6            Y7            Y8            Y9            Y10
              ________      ________      ________      ________      ________
      1         0.980         0.460         0.470         0.500         0.520


           ESTIMATED RESIDUAL VARIANCES
              Y11           Y12
              ________      ________
      1         0.394         0.553


           S.E. GEOMIN ROTATED LOADINGS
                  1             2             3
              ________      ________      ________
 Y1             0.038         0.047         0.028
 Y2             0.038         0.004         0.046
 Y3             0.039         0.046         0.028
 Y4             0.052         0.052         0.052
 Y5             0.053         0.052         0.052
 Y6             0.052         0.052         0.052
 Y7             0.009         0.033         0.035
 Y8             0.042         0.033         0.033
 Y9             0.047         0.034         0.021
 Y10            0.043         0.029         0.034
 Y11            0.009         0.028         0.033
 Y12            0.041         0.032         0.035


           S.E. GEOMIN FACTOR CORRELATIONS
                  1             2             3
              ________      ________      ________
      1         0.000
      2         0.069         0.000
      3         0.069         0.060         0.000


           S.E. ESTIMATED RESIDUAL VARIANCES
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
      1         0.049         0.061         0.049         0.014         0.014


           S.E. ESTIMATED RESIDUAL VARIANCES
              Y6            Y7            Y8            Y9            Y10
              ________      ________      ________      ________      ________
      1         0.015         0.049         0.048         0.047         0.047


           S.E. ESTIMATED RESIDUAL VARIANCES
              Y11           Y12
              ________      ________
      1         0.052         0.047


           Est./S.E. GEOMIN ROTATED LOADINGS
                  1             2             3
              ________      ________      ________
 Y1            16.798         1.664        -0.437
 Y2            20.939        -0.104         1.114
 Y3            16.421        -1.244        -0.297
 Y4            -0.156         0.420        -2.506
 Y5            -1.149         0.133        -2.212
 Y6            -0.447         0.988        -2.474
 Y7             0.124        22.164         0.516
 Y8            -0.770        21.848        -0.505
 Y9             1.192        20.988         0.128
 Y10           -0.968        -0.259        20.160
 Y11           -0.203         0.102        23.332
 Y12            0.797         0.262        19.076


           Est./S.E. GEOMIN FACTOR CORRELATIONS
                  1             2             3
              ________      ________      ________
      1         0.000
      2        -0.089         0.000
      3        -0.206        -0.506         0.000


           Est./S.E. ESTIMATED RESIDUAL VARIANCES
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
      1        11.975         5.746        12.182        71.125        72.447


           Est./S.E. ESTIMATED RESIDUAL VARIANCES
              Y6            Y7            Y8            Y9            Y10
              ________      ________      ________      ________      ________
      1        66.694         9.453         9.723        10.560        11.000


           Est./S.E. ESTIMATED RESIDUAL VARIANCES
              Y11           Y12
              ________      ________
      1         7.592        11.821


           FACTOR STRUCTURE
                  1             2             3
              ________      ________      ________
 Y1             0.640         0.074        -0.023
 Y2             0.803        -0.007         0.040
 Y3             0.633        -0.061        -0.016
 Y4            -0.006         0.026        -0.131
 Y5            -0.059         0.011        -0.115
 Y6            -0.022         0.055        -0.130
 Y7            -0.004         0.734        -0.004
 Y8            -0.037         0.727        -0.038
 Y9             0.051         0.705        -0.019
 Y10           -0.051        -0.028         0.691
 Y11           -0.013        -0.021         0.778
 Y12            0.023        -0.012         0.668


EXPLORATORY FACTOR ANALYSIS WITH 4 FACTOR(S):


MODEL FIT INFORMATION

Number of Free Parameters                       66

Loglikelihood

          H0 Value                       -7869.377
          H1 Value                       -7856.478

Information Criteria

          Akaike (AIC)                   15870.755
          Bayesian (BIC)                 16148.919
          Sample-Size Adjusted BIC       15939.431
            (n* = (n + 2) / 24)

Chi-Square Test of Model Fit

          Value                             25.799
          Degrees of Freedom                    24
          P-Value                           0.3635

RMSEA (Root Mean Square Error Of Approximation)

          Estimate                           0.012
          90 Percent C.I.                    0.000  0.039
          Probability RMSEA <= .05           0.995

CFI/TLI

          CFI                                0.999
          TLI                                0.996

Chi-Square Test of Model Fit for the Baseline Model

          Value                           1436.819
          Degrees of Freedom                    66
          P-Value                           0.0000

SRMR (Standardized Root Mean Square Residual)

          Value                              0.012



MINIMUM ROTATION FUNCTION VALUE       0.33660



           GEOMIN ROTATED LOADINGS (* significant at 5% level)
                  1             2             3             4
              ________      ________      ________      ________
 Y1             0.637*        0.008         0.074        -0.021
 Y2             0.808*        0.022        -0.005         0.041
 Y3             0.631*       -0.042        -0.058        -0.028
 Y4             0.027         0.646*       -0.002        -0.018
 Y5            -0.029         0.760*       -0.023         0.017
 Y6             0.010         0.674*        0.030        -0.012
 Y7            -0.006         0.003         0.734*        0.018
 Y8            -0.040         0.002         0.727*       -0.016
 Y9             0.049        -0.007         0.707*       -0.001
 Y10           -0.037         0.006        -0.010         0.692*
 Y11            0.004         0.013         0.001         0.791*
 Y12            0.035        -0.036         0.008         0.658*


           GEOMIN FACTOR CORRELATIONS (* significant at 5% level)
                  1             2             3             4
              ________      ________      ________      ________
      1         1.000
      2        -0.039         1.000
      3         0.007         0.029         1.000
      4        -0.002        -0.121*       -0.028         1.000


           ESTIMATED RESIDUAL VARIANCES
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
      1         0.588         0.346         0.594         0.581         0.424


           ESTIMATED RESIDUAL VARIANCES
              Y6            Y7            Y8            Y9            Y10
              ________      ________      ________      ________      ________
      1         0.543         0.462         0.470         0.498         0.520


           ESTIMATED RESIDUAL VARIANCES
              Y11           Y12
              ________      ________
      1         0.376         0.559


           S.E. GEOMIN ROTATED LOADINGS
                  1             2             3             4
              ________      ________      ________      ________
 Y1             0.038         0.032         0.039         0.031
 Y2             0.038         0.025         0.015         0.028
 Y3             0.039         0.037         0.036         0.032
 Y4             0.033         0.039         0.031         0.033
 Y5             0.028         0.039         0.027         0.027
 Y6             0.030         0.038         0.033         0.031
 Y7             0.024         0.029         0.033         0.029
 Y8             0.030         0.029         0.033         0.029
 Y9             0.033         0.030         0.034         0.029
 Y10            0.032         0.030         0.030         0.035
 Y11            0.023         0.026         0.026         0.035
 Y12            0.033         0.035         0.032         0.036


           S.E. GEOMIN FACTOR CORRELATIONS
                  1             2             3             4
              ________      ________      ________      ________
      1         0.000
      2         0.057         0.000
      3         0.055         0.057         0.000
      4         0.056         0.056         0.056         0.000


           S.E. ESTIMATED RESIDUAL VARIANCES
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
      1         0.049         0.062         0.049         0.049         0.058


           S.E. ESTIMATED RESIDUAL VARIANCES
              Y6            Y7            Y8            Y9            Y10
              ________      ________      ________      ________      ________
      1         0.051         0.049         0.048         0.047         0.048


           S.E. ESTIMATED RESIDUAL VARIANCES
              Y11           Y12
              ________      ________
      1         0.054         0.047


           Est./S.E. GEOMIN ROTATED LOADINGS
                  1             2             3             4
              ________      ________      ________      ________
 Y1            16.648         0.262         1.909        -0.674
 Y2            21.069         0.869        -0.319         1.459
 Y3            16.283        -1.135        -1.602        -0.862
 Y4             0.800        16.734        -0.077        -0.538
 Y5            -1.034        19.672        -0.871         0.614
 Y6             0.348        17.544         0.932        -0.376
 Y7            -0.244         0.102        22.120         0.607
 Y8            -1.310         0.065        21.837        -0.563
 Y9             1.476        -0.227        20.984        -0.043
 Y10           -1.155         0.217        -0.315        19.544
 Y11            0.159         0.523         0.039        22.903
 Y12            1.050        -1.023         0.264        18.345


           Est./S.E. GEOMIN FACTOR CORRELATIONS
                  1             2             3             4
              ________      ________      ________      ________
      1         0.000
      2        -0.682         0.000
      3         0.130         0.520         0.000
      4        -0.031        -2.151        -0.496         0.000


           Est./S.E. ESTIMATED RESIDUAL VARIANCES
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
      1        12.075         5.595        12.138        11.838         7.332


           Est./S.E. ESTIMATED RESIDUAL VARIANCES
              Y6            Y7            Y8            Y9            Y10
              ________      ________      ________      ________      ________
      1        10.653         9.499         9.723        10.486        10.740


           Est./S.E. ESTIMATED RESIDUAL VARIANCES
              Y11           Y12
              ________      ________
      1         6.973        12.008


           FACTOR STRUCTURE
                  1             2             3             4
              ________      ________      ________      ________
 Y1             0.637        -0.012         0.080        -0.025
 Y2             0.807        -0.015         0.000         0.037
 Y3             0.633        -0.065        -0.054        -0.022
 Y4             0.002         0.647         0.017        -0.096
 Y5            -0.059         0.758        -0.002        -0.074
 Y6            -0.016         0.675         0.051        -0.094
 Y7            -0.001         0.023         0.733        -0.003
 Y8            -0.034         0.027         0.727        -0.037
 Y9             0.054         0.012         0.707        -0.020
 Y10           -0.039        -0.076        -0.029         0.692
 Y11            0.002        -0.082        -0.020         0.790
 Y12            0.035        -0.116        -0.011         0.662


MODIFICATION INDICES


     MODIFICATION INDICES FOR ANALYSIS WITH 1 FACTOR(S)



     MODIFICATION INDICES


           THETA
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
 Y1             0.000
 Y2           132.829         0.000
 Y3            81.231       128.609         0.000
 Y4             0.257         0.076         0.120         0.000
 Y5             0.004         0.346         5.704       115.933         0.000
 Y6             0.196         0.000         0.268        94.227       127.429
 Y7             2.066         0.000         1.743         0.200         0.022
 Y8             0.954         0.999         1.072         0.247         0.025
 Y9             2.095         1.406         0.094         0.115         0.240
 Y10            1.848         0.873         0.438         2.264         3.677
 Y11            0.504         0.027         0.298         3.940         2.365
 Y12            0.061         1.594         0.403         0.330         0.002


           THETA
              Y6            Y7            Y8            Y9            Y10
              ________      ________      ________      ________      ________
 Y6             0.000
 Y7             0.090         0.000
 Y8             0.481       142.082         0.000
 Y9             1.658       133.838       130.952         0.000
 Y10            0.011         0.113         0.000         0.003         0.000
 Y11            6.193         0.292         1.022         0.046         8.742
 Y12            0.459         0.139         0.040         1.795         0.990


           THETA
              Y11           Y12
              ________      ________
 Y11            0.000
 Y12            1.384         0.000


     EXPECTED PARAMETER CHANGE


           THETA
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
 Y1             0.000
 Y2             0.508         0.000
 Y3             0.386         0.500         0.000
 Y4            -0.022         0.012         0.015         0.000
 Y5            -0.003        -0.026        -0.104         0.478         0.000
 Y6            -0.020        -0.001        -0.023         0.448         0.514
 Y7             0.064        -0.001        -0.059         0.020         0.007
 Y8             0.043        -0.045        -0.045         0.022        -0.007
 Y9             0.062         0.052        -0.013        -0.015        -0.021
 Y10           -0.054        -0.038        -0.026         0.062         0.077
 Y11            0.028         0.007        -0.022         0.081         0.062
 Y12            0.009         0.050         0.024        -0.023        -0.002


           THETA
              Y6            Y7            Y8            Y9            Y10
              ________      ________      ________      ________      ________
 Y6             0.000
 Y7             0.014         0.000
 Y8             0.032         0.539         0.000
 Y9             0.058         0.512         0.497         0.000
 Y10           -0.005         0.014         0.000        -0.002         0.000
 Y11            0.104         0.022         0.041        -0.008         0.448
 Y12            0.027         0.015        -0.008         0.051        -0.110


           THETA
              Y11           Y12
              ________      ________
 Y11            0.000
 Y12            0.158         0.000


     MODIFICATION INDICES FOR ANALYSIS WITH 2 FACTOR(S)



     MODIFICATION INDICES


           THETA
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
 Y1             0.000
 Y2           133.549         0.000
 Y3            83.460       129.140         0.000
 Y4             0.293         0.075         0.135         0.000
 Y5             0.004         0.345         5.704       115.979         0.000
 Y6             0.276         0.000         0.219        94.147       127.765
 Y7             0.158         0.055         1.062         0.051         0.037
 Y8             0.172         3.864         0.261         0.084         0.141
 Y9             0.215         3.348         0.512         1.228         0.818
 Y10            1.928         0.902         0.432         2.222         3.619
 Y11            0.403         0.019         0.265         3.842         2.312
 Y12            0.034         1.552         0.446         0.355         0.003


           THETA
              Y6            Y7            Y8            Y9            Y10
              ________      ________      ________      ________      ________
 Y6             0.000
 Y7             0.866         0.000
 Y8             0.042         0.050         0.000
 Y9             0.743         0.232         0.009         0.000
 Y10            0.016         0.126         0.005         0.061         0.000
 Y11            5.969         0.017         1.083         1.510         9.214
 Y12            0.407         0.095         1.256         2.133         1.155


           THETA
              Y11           Y12
              ________      ________
 Y11            0.000
 Y12            0.957         0.000


     EXPECTED PARAMETER CHANGE


           THETA
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
 Y1             0.000
 Y2             0.509         0.000
 Y3             0.390         0.501         0.000
 Y4            -0.024         0.012         0.016         0.000
 Y5            -0.003        -0.026        -0.103         0.479         0.000
 Y6            -0.024        -0.001        -0.021         0.448         0.514
 Y7             0.015        -0.009        -0.039         0.009         0.007
 Y8            -0.015        -0.075        -0.019         0.011        -0.014
 Y9             0.017         0.068         0.026        -0.041        -0.033
 Y10           -0.055        -0.039        -0.026         0.061         0.077
 Y11            0.025         0.006        -0.020         0.080         0.061
 Y12            0.007         0.049         0.025        -0.023        -0.002


           THETA
              Y6            Y7            Y8            Y9            Y10
              ________      ________      ________      ________      ________
 Y6             0.000
 Y7            -0.037         0.000
 Y8            -0.008         0.062         0.000
 Y9             0.033        -0.122         0.023         0.000
 Y10           -0.005         0.012        -0.002        -0.008         0.000
 Y11            0.102        -0.004         0.035        -0.041         0.474
 Y12            0.026        -0.010        -0.037         0.047        -0.123


           THETA
              Y11           Y12
              ________      ________
 Y11            0.000
 Y12            0.136         0.000


     MODIFICATION INDICES FOR ANALYSIS WITH 3 FACTOR(S)



     MODIFICATION INDICES


           THETA
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
 Y1             0.000
 Y2             0.539         0.000
 Y3             0.238         0.873         0.000
 Y4             0.399         1.311         0.505         0.000
 Y5             1.433         1.879         4.938       116.313         0.000
 Y6             0.079         1.283         0.029        94.165       127.715
 Y7             0.354         0.045         0.714         0.053         0.014
 Y8             0.432         2.235         1.304         0.079         0.289
 Y9             1.636         1.401         0.081         1.176         0.715
 Y10            0.300         0.044         0.238         2.192         3.290
 Y11            1.290         0.016         0.330         3.664         2.164
 Y12            0.526         0.218         0.000         0.354         0.000


           THETA
              Y6            Y7            Y8            Y9            Y10
              ________      ________      ________      ________      ________
 Y6             0.000
 Y7             0.893         0.000
 Y8             0.067         0.128         0.000
 Y9             0.814         0.009         0.324         0.000
 Y10            0.028         0.113         0.021         0.022         0.000
 Y11            5.734         0.027         1.086         1.635         8.484
 Y12            0.439         0.077         1.005         1.885         1.241


           THETA
              Y11           Y12
              ________      ________
 Y11            0.000
 Y12            1.034         0.000


     EXPECTED PARAMETER CHANGE


           THETA
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
 Y1             0.000
 Y2             0.173         0.000
 Y3             0.073        -0.215         0.000
 Y4            -0.024         0.047         0.027         0.000
 Y5             0.045         0.055        -0.084         0.479         0.000
 Y6            -0.011         0.047        -0.007         0.448         0.514
 Y7             0.019         0.007        -0.028         0.009         0.004
 Y8             0.021        -0.052         0.037         0.011        -0.020
 Y9            -0.040         0.040        -0.009        -0.040        -0.031
 Y10           -0.019         0.008         0.017         0.061         0.073
 Y11            0.039        -0.005        -0.020         0.078         0.059
 Y12           -0.024         0.017         0.000        -0.023         0.000


           THETA
              Y6            Y7            Y8            Y9            Y10
              ________      ________      ________      ________      ________
 Y6             0.000
 Y7            -0.037         0.000
 Y8            -0.010        -0.075         0.000
 Y9             0.034        -0.019         0.106         0.000
 Y10           -0.007         0.012        -0.005        -0.005         0.000
 Y11            0.100        -0.006         0.035        -0.042         0.444
 Y12            0.027        -0.009        -0.033         0.044        -0.125


           THETA
              Y11           Y12
              ________      ________
 Y11            0.000
 Y12            0.137         0.000


     MODIFICATION INDICES FOR ANALYSIS WITH 4 FACTOR(S)



     MODIFICATION INDICES


           THETA
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
 Y1             0.000
 Y2             0.335         0.000
 Y3             1.044         3.006         0.000
 Y4             2.095         0.090         4.201         0.000
 Y5             4.217         0.274         6.769         1.926         0.000
 Y6             0.906         0.066         0.831         3.468         0.432
 Y7             0.394         0.067         0.768         0.325         0.548
 Y8             0.465         2.163         1.212         0.605         0.197
 Y9             1.556         1.532         0.119         1.162         0.503
 Y10            0.377         0.004         0.368         0.420         1.559
 Y11            1.171         0.256         0.152         0.078         1.380
 Y12            0.545         0.208         0.001         0.908         0.002


           THETA
              Y6            Y7            Y8            Y9            Y10
              ________      ________      ________      ________      ________
 Y6             0.000
 Y7             2.095         0.000
 Y8             0.050         0.001         0.000
 Y9             3.481         0.041         0.018         0.000
 Y10            3.844         0.145         0.013         0.002         0.000
 Y11            0.983         0.024         1.255         1.478         0.427
 Y12            0.936         0.078         1.056         1.915         0.994


           THETA
              Y11           Y12
              ________      ________
 Y11            0.000
 Y12            0.298         0.000


     EXPECTED PARAMETER CHANGE


           THETA
              Y1            Y2            Y3            Y4            Y5
              ________      ________      ________      ________      ________
 Y1             0.000
 Y2             0.142         0.000
 Y3             0.158        -0.419         0.000
 Y4            -0.049        -0.011         0.069         0.000
 Y5             0.069         0.019        -0.088        -0.463         0.000
 Y6            -0.033        -0.010         0.031         0.521        -0.246
 Y7             0.020         0.009        -0.029         0.019         0.025
 Y8             0.022        -0.051         0.035         0.026        -0.015
 Y9            -0.039         0.042        -0.011        -0.035        -0.023
 Y10           -0.021         0.002         0.021         0.023         0.045
 Y11            0.037        -0.019        -0.013         0.010        -0.042
 Y12           -0.024         0.016         0.001        -0.033        -0.001


           THETA
              Y6            Y7            Y8            Y9            Y10
              ________      ________      ________      ________      ________
 Y6             0.000
 Y7            -0.050         0.000
 Y8            -0.008        -0.008         0.000
 Y9             0.062        -0.040         0.026         0.000
 Y10           -0.072         0.013        -0.004        -0.001         0.000
 Y11            0.036        -0.005         0.038        -0.041         0.244
 Y12            0.034        -0.009        -0.034         0.044        -0.255


           THETA
              Y11           Y12
              ________      ________
 Y11            0.000
 Y12            0.175         0.000


     Beginning Time:  17:46:26
        Ending Time:  17:46:26
       Elapsed Time:  00:00:00



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