Mplus VERSION 6
MUTHEN & MUTHEN
04/25/2010  10:57 PM

INPUT INSTRUCTIONS

  TITLE:
          cont1

          EFA

          Holzinger-Swineford data:
          Grades VII and VIII of the
          Grant-White elementary school in Forest Park, Illinois
          n=145
          Correlation matrix input

          Source:
          Holzinger, K. J. & Swineford, F. (1939).
          A study in Factor Analysis: The Stability of a Bi-Factor
          Solution. Supplementary Educational Monographs.
          Chicago, Ill.: The University of Chicago.

  DATA:
          FILE IS holzcorr.dat;
          NOBSERVATIONS = 145;
          TYPE=CORRELATION;

  VARIABLE:
          NAMES ARE visual_p cubes paper_fb flags gener_i paragr_c
          senten_c word_c word_m add code count_d straigth word_r
          number_r figure_r object_n number_f figure_w deduct
          numer_p problm_r series_c arith_p;

  ANALYSIS:
          TYPE = EFA 1 4;
          ESTIMATOR=ML;

  !        In the above two statements,
  !        1-, 2-, 3-, and 4-factor solutions are requested
  !        using the ML estimator (the ULS estimator is the default).
  !        ML provides chi-square and RMSEA measures of goodness of fit.



INPUT READING TERMINATED NORMALLY




cont1

EFA

Holzinger-Swineford data:
Grades VII and VIII of the
Grant-White elementary school in Forest Park, Illinois
n=145
Correlation matrix input

Source:
Holzinger, K. J. & Swineford, F. (1939).
A study in Factor Analysis: The Stability of a Bi-Factor
Solution. Supplementary Educational Monographs.
Chicago, Ill.: The University of Chicago.

SUMMARY OF ANALYSIS

Number of groups                                                 1
Number of observations                                         145

Number of dependent variables                                   24
Number of independent variables                                  0
Number of continuous latent variables                            0

Observed dependent variables

  Continuous
   VISUAL_P    CUBES       PAPER_FB    FLAGS       GENER_I     PARAGR_C
   SENTEN_C    WORD_C      WORD_M      ADD         CODE        COUNT_D
   STRAIGTH    WORD_R      NUMBER_R    FIGURE_R    OBJECT_N    NUMBER_F
   FIGURE_W    DEDUCT      NUMER_P     PROBLM_R    SERIES_C    ARITH_P


Estimator                                                       ML
Rotation                                                    GEOMIN
Row standardization                                    CORRELATION
Type of rotation                                           OBLIQUE
Epsilon value                                               Varies
Information matrix                                        EXPECTED
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)
  holzcorr.dat

Input data format  FREE



RESULTS FOR EXPLORATORY FACTOR ANALYSIS


           EIGENVALUES FOR SAMPLE CORRELATION MATRIX
                  1             2             3             4             5
              ________      ________      ________      ________      ________
      1         8.241         2.040         1.651         1.535         1.087


           EIGENVALUES FOR SAMPLE CORRELATION MATRIX
                  6             7             8             9            10
              ________      ________      ________      ________      ________
      1         0.940         0.800         0.792         0.735         0.698


           EIGENVALUES FOR SAMPLE CORRELATION MATRIX
                 11            12            13            14            15
              ________      ________      ________      ________      ________
      1         0.614         0.581         0.519         0.504         0.477


           EIGENVALUES FOR SAMPLE CORRELATION MATRIX
                 16            17            18            19            20
              ________      ________      ________      ________      ________
      1         0.445         0.365         0.350         0.341         0.333


           EIGENVALUES FOR SAMPLE CORRELATION MATRIX
                 21            22            23            24
              ________      ________      ________      ________
      1         0.290         0.267         0.208         0.189


EXPLORATORY FACTOR ANALYSIS WITH 1 FACTOR(S):


TESTS OF MODEL FIT

Chi-Square Test of Model Fit

          Value                            635.639
          Degrees of Freedom                   252
          P-Value                           0.0000

Chi-Square Test of Model Fit for the Baseline Model

          Value                           1639.334
          Degrees of Freedom                   276
          P-Value                           0.0000

CFI/TLI

          CFI                                0.719
          TLI                                0.692

Loglikelihood

          H0 Value                       -4424.017
          H1 Value                       -4106.198

Information Criteria

          Number of Free Parameters             48
          Akaike (AIC)                    8944.034
          Bayesian (BIC)                  9086.917
          Sample-Size Adjusted BIC        8935.028
            (n* = (n + 2) / 24)

RMSEA (Root Mean Square Error Of Approximation)

          Estimate                           0.102
          90 Percent C.I.                    0.093  0.112
          Probability RMSEA <= .05           0.000

SRMR (Standardized Root Mean Square Residual)

          Value                              0.092



MINIMUM ROTATION FUNCTION VALUE       7.54728



           GEOMIN ROTATED LOADINGS
                  1
              ________
 VISUAL_P       0.564
 CUBES          0.371
 PAPER_FB       0.432
 FLAGS          0.537
 GENER_I        0.720
 PARAGR_C       0.707
 SENTEN_C       0.709
 WORD_C         0.693
 WORD_M         0.723
 ADD            0.434
 CODE           0.528
 COUNT_D        0.435
 STRAIGTH       0.575
 WORD_R         0.407
 NUMBER_R       0.366
 FIGURE_R       0.476
 OBJECT_N       0.443
 NUMBER_F       0.482
 FIGURE_W       0.424
 DEDUCT         0.620
 NUMER_P        0.580
 PROBLM_R       0.620
 SERIES_C       0.686
 ARITH_P        0.628


           GEOMIN FACTOR CORRELATIONS
                  1
              ________
      1         1.000


           ESTIMATED RESIDUAL VARIANCES
              VISUAL_P      CUBES         PAPER_FB      FLAGS         GENER_I
              ________      ________      ________      ________      ________
      1         0.682         0.862         0.813         0.712         0.482


           ESTIMATED RESIDUAL VARIANCES
              PARAGR_C      SENTEN_C      WORD_C        WORD_M        ADD
              ________      ________      ________      ________      ________
      1         0.500         0.497         0.520         0.478         0.811


           ESTIMATED RESIDUAL VARIANCES
              CODE          COUNT_D       STRAIGTH      WORD_R        NUMBER_R
              ________      ________      ________      ________      ________
      1         0.721         0.811         0.670         0.834         0.866


           ESTIMATED RESIDUAL VARIANCES
              FIGURE_R      OBJECT_N      NUMBER_F      FIGURE_W      DEDUCT
              ________      ________      ________      ________      ________
      1         0.773         0.804         0.768         0.821         0.615


           ESTIMATED RESIDUAL VARIANCES
              NUMER_P       PROBLM_R      SERIES_C      ARITH_P
              ________      ________      ________      ________
      1         0.663         0.616         0.530         0.605


           S.E. GEOMIN ROTATED LOADINGS
                  1
              ________
 VISUAL_P       0.060
 CUBES          0.075
 PAPER_FB       0.071
 FLAGS          0.063
 GENER_I        0.044
 PARAGR_C       0.045
 SENTEN_C       0.045
 WORD_C         0.047
 WORD_M         0.043
 ADD            0.071
 CODE           0.063
 COUNT_D        0.071
 STRAIGTH       0.059
 WORD_R         0.073
 NUMBER_R       0.075
 FIGURE_R       0.068
 OBJECT_N       0.070
 NUMBER_F       0.067
 FIGURE_W       0.071
 DEDUCT         0.055
 NUMER_P        0.059
 PROBLM_R       0.055
 SERIES_C       0.048
 ARITH_P        0.054


           S.E. GEOMIN FACTOR CORRELATIONS
                  1
              ________
      1         0.000


           S.E. ESTIMATED RESIDUAL VARIANCES
              VISUAL_P      CUBES         PAPER_FB      FLAGS         GENER_I
              ________      ________      ________      ________      ________
      1         0.068         0.056         0.061         0.067         0.063


           S.E. ESTIMATED RESIDUAL VARIANCES
              PARAGR_C      SENTEN_C      WORD_C        WORD_M        ADD
              ________      ________      ________      ________      ________
      1         0.064         0.064         0.065         0.063         0.061


           S.E. ESTIMATED RESIDUAL VARIANCES
              CODE          COUNT_D       STRAIGTH      WORD_R        NUMBER_R
              ________      ________      ________      ________      ________
      1         0.067         0.061         0.068         0.059         0.055


           S.E. ESTIMATED RESIDUAL VARIANCES
              FIGURE_R      OBJECT_N      NUMBER_F      FIGURE_W      DEDUCT
              ________      ________      ________      ________      ________
      1         0.064         0.062         0.065         0.061         0.068


           S.E. ESTIMATED RESIDUAL VARIANCES
              NUMER_P       PROBLM_R      SERIES_C      ARITH_P
              ________      ________      ________      ________
      1         0.068         0.068         0.065         0.068


           Est./S.E. GEOMIN ROTATED LOADINGS
                  1
              ________
 VISUAL_P       9.377
 CUBES          4.947
 PAPER_FB       6.098
 FLAGS          8.591
 GENER_I       16.487
 PARAGR_C      15.646
 SENTEN_C      15.765
 WORD_C        14.803
 WORD_M        16.666
 ADD            6.141
 CODE           8.344
 COUNT_D        6.149
 STRAIGTH       9.734
 WORD_R         5.609
 NUMBER_R       4.860
 FIGURE_R       7.046
 OBJECT_N       6.310
 NUMBER_F       7.177
 FIGURE_W       5.925
 DEDUCT        11.360
 NUMER_P        9.913
 PROBLM_R      11.339
 SERIES_C      14.397
 ARITH_P       11.686


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


           Est./S.E. ESTIMATED RESIDUAL VARIANCES
              VISUAL_P      CUBES         PAPER_FB      FLAGS         GENER_I
              ________      ________      ________      ________      ________
      1        10.071        15.513        13.268        10.598         7.658


           Est./S.E. ESTIMATED RESIDUAL VARIANCES
              PARAGR_C      SENTEN_C      WORD_C        WORD_M        ADD
              ________      ________      ________      ________      ________
      1         7.829         7.804         8.019         7.623        13.203


           Est./S.E. ESTIMATED RESIDUAL VARIANCES
              CODE          COUNT_D       STRAIGTH      WORD_R        NUMBER_R
              ________      ________      ________      ________      ________
      1        10.786        13.191         9.861        14.100        15.732


           Est./S.E. ESTIMATED RESIDUAL VARIANCES
              FIGURE_R      OBJECT_N      NUMBER_F      FIGURE_W      DEDUCT
              ________      ________      ________      ________      ________
      1        12.010        12.951        11.864        13.547         9.085


           Est./S.E. ESTIMATED RESIDUAL VARIANCES
              NUMER_P       PROBLM_R      SERIES_C      ARITH_P
              ________      ________      ________      ________
      1         9.762         9.093         8.118         8.956


EXPLORATORY FACTOR ANALYSIS WITH 2 FACTOR(S):


TESTS OF MODEL FIT

Chi-Square Test of Model Fit

          Value                            419.801
          Degrees of Freedom                   229
          P-Value                           0.0000

Chi-Square Test of Model Fit for the Baseline Model

          Value                           1639.334
          Degrees of Freedom                   276
          P-Value                           0.0000

CFI/TLI

          CFI                                0.860
          TLI                                0.831

Loglikelihood

          H0 Value                       -4316.098
          H1 Value                       -4106.198

Information Criteria

          Number of Free Parameters             71
          Akaike (AIC)                    8774.197
          Bayesian (BIC)                  8985.545
          Sample-Size Adjusted BIC        8760.875
            (n* = (n + 2) / 24)

RMSEA (Root Mean Square Error Of Approximation)

          Estimate                           0.076
          90 Percent C.I.                    0.064  0.087
          Probability RMSEA <= .05           0.000

SRMR (Standardized Root Mean Square Residual)

          Value                              0.068



MINIMUM ROTATION FUNCTION VALUE       1.44433



           GEOMIN ROTATED LOADINGS
                  1             2
              ________      ________
 VISUAL_P       0.118         0.516
 CUBES          0.079         0.333
 PAPER_FB       0.127         0.363
 FLAGS          0.199         0.401
 GENER_I        0.741         0.093
 PARAGR_C       0.824        -0.001
 SENTEN_C       0.819         0.006
 WORD_C         0.535         0.251
 WORD_M         0.890        -0.045
 ADD           -0.090         0.606
 CODE           0.001         0.618
 COUNT_D       -0.229         0.741
 STRAIGTH      -0.001         0.669
 WORD_R         0.150         0.305
 NUMBER_R       0.066         0.345
 FIGURE_R       0.034         0.495
 OBJECT_N       0.072         0.434
 NUMBER_F      -0.120         0.672
 FIGURE_W       0.092         0.388
 DEDUCT         0.371         0.320
 NUMER_P       -0.001         0.661
 PROBLM_R       0.354         0.339
 SERIES_C       0.318         0.448
 ARITH_P        0.212         0.512


           GEOMIN FACTOR CORRELATIONS
                  1             2
              ________      ________
      1         1.000
      2         0.544         1.000


           ESTIMATED RESIDUAL VARIANCES
              VISUAL_P      CUBES         PAPER_FB      FLAGS         GENER_I
              ________      ________      ________      ________      ________
      1         0.654         0.854         0.802         0.713         0.367


           ESTIMATED RESIDUAL VARIANCES
              PARAGR_C      SENTEN_C      WORD_C        WORD_M        ADD
              ________      ________      ________      ________      ________
      1         0.322         0.324         0.505         0.248         0.684


           ESTIMATED RESIDUAL VARIANCES
              CODE          COUNT_D       STRAIGTH      WORD_R        NUMBER_R
              ________      ________      ________      ________      ________
      1         0.618         0.584         0.553         0.834         0.852


           ESTIMATED RESIDUAL VARIANCES
              FIGURE_R      OBJECT_N      NUMBER_F      FIGURE_W      DEDUCT
              ________      ________      ________      ________      ________
      1         0.736         0.772         0.622         0.802         0.631


           ESTIMATED RESIDUAL VARIANCES
              NUMER_P       PROBLM_R      SERIES_C      ARITH_P
              ________      ________      ________      ________
      1         0.564         0.629         0.544         0.575


           S.E. GEOMIN ROTATED LOADINGS
                  1             2
              ________      ________
 VISUAL_P       0.097         0.087
 CUBES          0.104         0.101
 PAPER_FB       0.102         0.097
 FLAGS          0.097         0.092
 GENER_I        0.062         0.080
 PARAGR_C       0.040         0.035
 SENTEN_C       0.047         0.056
 WORD_C         0.077         0.085
 WORD_M         0.053         0.075
 ADD            0.101         0.086
 CODE           0.073         0.073
 COUNT_D        0.100         0.080
 STRAIGTH       0.066         0.066
 WORD_R         0.102         0.100
 NUMBER_R       0.104         0.100
 FIGURE_R       0.101         0.091
 OBJECT_N       0.102         0.095
 NUMBER_F       0.099         0.082
 FIGURE_W       0.102         0.097
 DEDUCT         0.088         0.090
 NUMER_P        0.067         0.067
 PROBLM_R       0.089         0.089
 SERIES_C       0.087         0.083
 ARITH_P        0.091         0.083


           S.E. GEOMIN FACTOR CORRELATIONS
                  1             2
              ________      ________
      1         0.000
      2         0.083         0.000


           S.E. ESTIMATED RESIDUAL VARIANCES
              VISUAL_P      CUBES         PAPER_FB      FLAGS         GENER_I
              ________      ________      ________      ________      ________
      1         0.069         0.057         0.063         0.067         0.055


           S.E. ESTIMATED RESIDUAL VARIANCES
              PARAGR_C      SENTEN_C      WORD_C        WORD_M        ADD
              ________      ________      ________      ________      ________
      1         0.053         0.053         0.063         0.048         0.072


           S.E. ESTIMATED RESIDUAL VARIANCES
              CODE          COUNT_D       STRAIGTH      WORD_R        NUMBER_R
              ________      ________      ________      ________      ________
      1         0.071         0.075         0.070         0.059         0.058


           S.E. ESTIMATED RESIDUAL VARIANCES
              FIGURE_R      OBJECT_N      NUMBER_F      FIGURE_W      DEDUCT
              ________      ________      ________      ________      ________
      1         0.068         0.066         0.073         0.063         0.067


           S.E. ESTIMATED RESIDUAL VARIANCES
              NUMER_P       PROBLM_R      SERIES_C      ARITH_P
              ________      ________      ________      ________
      1         0.070         0.067         0.065         0.067


           Est./S.E. GEOMIN ROTATED LOADINGS
                  1             2
              ________      ________
 VISUAL_P       1.221         5.952
 CUBES          0.762         3.314
 PAPER_FB       1.246         3.724
 FLAGS          2.055         4.348
 GENER_I       11.995         1.155
 PARAGR_C      20.845        -0.033
 SENTEN_C      17.397         0.107
 WORD_C         6.975         2.958
 WORD_M        16.875        -0.592
 ADD           -0.892         7.034
 CODE           0.013         8.453
 COUNT_D       -2.296         9.228
 STRAIGTH      -0.017        10.080
 WORD_R         1.472         3.050
 NUMBER_R       0.634         3.439
 FIGURE_R       0.336         5.415
 OBJECT_N       0.706         4.592
 NUMBER_F      -1.209         8.208
 FIGURE_W       0.897         3.999
 DEDUCT         4.201         3.564
 NUMER_P       -0.015         9.808
 PROBLM_R       3.986         3.789
 SERIES_C       3.659         5.421
 ARITH_P        2.314         6.200


           Est./S.E. GEOMIN FACTOR CORRELATIONS
                  1             2
              ________      ________
      1         0.000
      2         6.524         0.000


           Est./S.E. ESTIMATED RESIDUAL VARIANCES
              VISUAL_P      CUBES         PAPER_FB      FLAGS         GENER_I
              ________      ________      ________      ________      ________
      1         9.466        14.884        12.822        10.629         6.646


           Est./S.E. ESTIMATED RESIDUAL VARIANCES
              PARAGR_C      SENTEN_C      WORD_C        WORD_M        ADD
              ________      ________      ________      ________      ________
      1         6.063         6.096         8.001         5.163         9.514


           Est./S.E. ESTIMATED RESIDUAL VARIANCES
              CODE          COUNT_D       STRAIGTH      WORD_R        NUMBER_R
              ________      ________      ________      ________      ________
      1         8.729         7.803         7.942        14.115        14.740


           Est./S.E. ESTIMATED RESIDUAL VARIANCES
              FIGURE_R      OBJECT_N      NUMBER_F      FIGURE_W      DEDUCT
              ________      ________      ________      ________      ________
      1        10.795        11.782         8.525        12.747         9.412


           Est./S.E. ESTIMATED RESIDUAL VARIANCES
              NUMER_P       PROBLM_R      SERIES_C      ARITH_P
              ________      ________      ________      ________
      1         8.061         9.389         8.336         8.560


           FACTOR STRUCTURE
                  1             2
              ________      ________
 VISUAL_P       0.399         0.580
 CUBES          0.261         0.376
 PAPER_FB       0.324         0.432
 FLAGS          0.417         0.509
 GENER_I        0.792         0.496
 PARAGR_C       0.823         0.447
 SENTEN_C       0.822         0.452
 WORD_C         0.671         0.542
 WORD_M         0.866         0.440
 ADD            0.240         0.557
 CODE           0.337         0.618
 COUNT_D        0.174         0.616
 STRAIGTH       0.363         0.668
 WORD_R         0.316         0.387
 NUMBER_R       0.254         0.381
 FIGURE_R       0.303         0.513
 OBJECT_N       0.308         0.473
 NUMBER_F       0.246         0.607
 FIGURE_W       0.303         0.438
 DEDUCT         0.545         0.522
 NUMER_P        0.359         0.661
 PROBLM_R       0.538         0.531
 SERIES_C       0.561         0.621
 ARITH_P        0.491         0.628


EXPLORATORY FACTOR ANALYSIS WITH 3 FACTOR(S):


TESTS OF MODEL FIT

Chi-Square Test of Model Fit

          Value                            297.966
          Degrees of Freedom                   207
          P-Value                           0.0000

Chi-Square Test of Model Fit for the Baseline Model

          Value                           1639.334
          Degrees of Freedom                   276
          P-Value                           0.0000

CFI/TLI

          CFI                                0.933
          TLI                                0.911

Loglikelihood

          H0 Value                       -4255.181
          H1 Value                       -4106.198

Information Criteria

          Number of Free Parameters             93
          Akaike (AIC)                    8696.361
          Bayesian (BIC)                  8973.198
          Sample-Size Adjusted BIC        8678.913
            (n* = (n + 2) / 24)

RMSEA (Root Mean Square Error Of Approximation)

          Estimate                           0.055
          90 Percent C.I.                    0.040  0.069
          Probability RMSEA <= .05           0.269

SRMR (Standardized Root Mean Square Residual)

          Value                              0.053



MINIMUM ROTATION FUNCTION VALUE       0.69251



           GEOMIN ROTATED LOADINGS
                  1             2             3
              ________      ________      ________
 VISUAL_P       0.035         0.673         0.003
 CUBES          0.006         0.496        -0.035
 PAPER_FB       0.086         0.405         0.045
 FLAGS          0.117         0.615        -0.072
 GENER_I        0.772        -0.022         0.077
 PARAGR_C       0.848         0.015        -0.066
 SENTEN_C       0.874        -0.090         0.015
 WORD_C         0.560         0.101         0.140
 WORD_M         0.903         0.031        -0.123
 ADD            0.003        -0.415         1.043
 CODE           0.053         0.082         0.556
 COUNT_D       -0.185         0.032         0.777
 STRAIGTH       0.016         0.263         0.474
 WORD_R         0.155         0.213         0.114
 NUMBER_R       0.041         0.316         0.096
 FIGURE_R      -0.033         0.583         0.050
 OBJECT_N       0.102         0.131         0.318
 NUMBER_F      -0.132         0.408         0.365
 FIGURE_W       0.098         0.245         0.176
 DEDUCT         0.337         0.394        -0.004
 NUMER_P       -0.010         0.363         0.398
 PROBLM_R       0.321         0.408        -0.001
 SERIES_C       0.277         0.436         0.110
 ARITH_P        0.276        -0.033         0.543


           GEOMIN FACTOR CORRELATIONS
                  1             2             3
              ________      ________      ________
      1         1.000
      2         0.531         1.000
      3         0.501         0.550         1.000


           ESTIMATED RESIDUAL VARIANCES
              VISUAL_P      CUBES         PAPER_FB      FLAGS         GENER_I
              ________      ________      ________      ________      ________
      1         0.518         0.769         0.766         0.584         0.358


           ESTIMATED RESIDUAL VARIANCES
              PARAGR_C      SENTEN_C      WORD_C        WORD_M        ADD
              ________      ________      ________      ________      ________
      1         0.320         0.300         0.503         0.254         0.215


           ESTIMATED RESIDUAL VARIANCES
              CODE          COUNT_D       STRAIGTH      WORD_R        NUMBER_R
              ________      ________      ________      ________      ________
      1         0.597         0.484         0.555         0.838         0.838


           ESTIMATED RESIDUAL VARIANCES
              FIGURE_R      OBJECT_N      NUMBER_F      FIGURE_W      DEDUCT
              ________      ________      ________      ________      ________
      1         0.647         0.779         0.624         0.809         0.593


           ESTIMATED RESIDUAL VARIANCES
              NUMER_P       PROBLM_R      SERIES_C      ARITH_P
              ________      ________      ________      ________
      1         0.558         0.592         0.508         0.506


           S.E. GEOMIN ROTATED LOADINGS
                  1             2             3
              ________      ________      ________
 VISUAL_P       0.114         0.098         0.082
 CUBES          0.099         0.109         0.113
 PAPER_FB       0.114         0.115         0.111
 FLAGS          0.115         0.111         0.111
 GENER_I        0.081         0.071         0.106
 PARAGR_C       0.076         0.056         0.109
 SENTEN_C       0.077         0.100         0.053
 WORD_C         0.092         0.107         0.101
 WORD_M         0.084         0.076         0.107
 ADD            0.007         0.148         0.105
 CODE           0.098         0.129         0.095
 COUNT_D        0.091         0.078         0.088
 STRAIGTH       0.078         0.117         0.097
 WORD_R         0.110         0.119         0.110
 NUMBER_R       0.112         0.118         0.113
 FIGURE_R       0.108         0.113         0.114
 OBJECT_N       0.107         0.123         0.105
 NUMBER_F       0.107         0.119         0.110
 FIGURE_W       0.111         0.119         0.109
 DEDUCT         0.102         0.103         0.067
 NUMER_P        0.050         0.108         0.102
 PROBLM_R       0.104         0.103         0.066
 SERIES_C       0.106         0.108         0.102
 ARITH_P        0.087         0.072         0.082


           S.E. GEOMIN FACTOR CORRELATIONS
                  1             2             3
              ________      ________      ________
      1         0.000
      2         0.109         0.000
      3         0.113         0.115         0.000


           S.E. ESTIMATED RESIDUAL VARIANCES
              VISUAL_P      CUBES         PAPER_FB      FLAGS         GENER_I
              ________      ________      ________      ________      ________
      1         0.073         0.070         0.067         0.073         0.055


           S.E. ESTIMATED RESIDUAL VARIANCES
              PARAGR_C      SENTEN_C      WORD_C        WORD_M        ADD
              ________      ________      ________      ________      ________
      1         0.053         0.052         0.063         0.048         0.082


           S.E. ESTIMATED RESIDUAL VARIANCES
              CODE          COUNT_D       STRAIGTH      WORD_R        NUMBER_R
              ________      ________      ________      ________      ________
      1         0.069         0.070         0.068         0.059         0.060


           S.E. ESTIMATED RESIDUAL VARIANCES
              FIGURE_R      OBJECT_N      NUMBER_F      FIGURE_W      DEDUCT
              ________      ________      ________      ________      ________
      1         0.074         0.064         0.072         0.062         0.068


           S.E. ESTIMATED RESIDUAL VARIANCES
              NUMER_P       PROBLM_R      SERIES_C      ARITH_P
              ________      ________      ________      ________
      1         0.069         0.068         0.065         0.065


           Est./S.E. GEOMIN ROTATED LOADINGS
                  1             2             3
              ________      ________      ________
 VISUAL_P       0.308         6.893         0.042
 CUBES          0.060         4.542        -0.312
 PAPER_FB       0.756         3.526         0.407
 FLAGS          1.014         5.537        -0.651
 GENER_I        9.563        -0.313         0.723
 PARAGR_C      11.158         0.269        -0.603
 SENTEN_C      11.416        -0.900         0.284
 WORD_C         6.103         0.949         1.384
 WORD_M        10.741         0.409        -1.144
 ADD            0.368        -2.803         9.960
 CODE           0.545         0.631         5.873
 COUNT_D       -2.037         0.415         8.799
 STRAIGTH       0.209         2.248         4.887
 WORD_R         1.411         1.785         1.035
 NUMBER_R       0.368         2.672         0.852
 FIGURE_R      -0.307         5.146         0.434
 OBJECT_N       0.956         1.058         3.020
 NUMBER_F      -1.236         3.431         3.311
 FIGURE_W       0.886         2.052         1.611
 DEDUCT         3.284         3.811        -0.056
 NUMER_P       -0.192         3.355         3.920
 PROBLM_R       3.098         3.971        -0.010
 SERIES_C       2.621         4.048         1.082
 ARITH_P        3.178        -0.461         6.611


           Est./S.E. GEOMIN FACTOR CORRELATIONS
                  1             2             3
              ________      ________      ________
      1         0.000
      2         4.865         0.000
      3         4.452         4.772         0.000


           Est./S.E. ESTIMATED RESIDUAL VARIANCES
              VISUAL_P      CUBES         PAPER_FB      FLAGS         GENER_I
              ________      ________      ________      ________      ________
      1         7.136        10.992        11.378         7.977         6.541


           Est./S.E. ESTIMATED RESIDUAL VARIANCES
              PARAGR_C      SENTEN_C      WORD_C        WORD_M        ADD
              ________      ________      ________      ________      ________
      1         6.071         5.754         7.993         5.315         2.638


           Est./S.E. ESTIMATED RESIDUAL VARIANCES
              CODE          COUNT_D       STRAIGTH      WORD_R        NUMBER_R
              ________      ________      ________      ________      ________
      1         8.683         6.881         8.204        14.297        13.864


           Est./S.E. ESTIMATED RESIDUAL VARIANCES
              FIGURE_R      OBJECT_N      NUMBER_F      FIGURE_W      DEDUCT
              ________      ________      ________      ________      ________
      1         8.691        12.172         8.660        13.049         8.733


           Est./S.E. ESTIMATED RESIDUAL VARIANCES
              NUMER_P       PROBLM_R      SERIES_C      ARITH_P
              ________      ________      ________      ________
      1         8.139         8.691         7.822         7.792


           FACTOR STRUCTURE
                  1             2             3
              ________      ________      ________
 VISUAL_P       0.394         0.693         0.391
 CUBES          0.252         0.480         0.241
 PAPER_FB       0.323         0.475         0.311
 FLAGS          0.407         0.637         0.325
 GENER_I        0.799         0.430         0.452
 PARAGR_C       0.823         0.429         0.367
 SENTEN_C       0.834         0.382         0.404
 WORD_C         0.684         0.475         0.476
 WORD_M         0.858         0.443         0.347
 ADD            0.305         0.160         0.815
 CODE           0.375         0.416         0.627
 COUNT_D        0.221         0.362         0.702
 STRAIGTH       0.394         0.533         0.628
 WORD_R         0.325         0.358         0.309
 NUMBER_R       0.257         0.390         0.290
 FIGURE_R       0.301         0.593         0.354
 OBJECT_N       0.331         0.360         0.441
 NUMBER_F       0.267         0.539         0.523
 FIGURE_W       0.316         0.394         0.360
 DEDUCT         0.544         0.571         0.382
 NUMER_P        0.382         0.577         0.593
 PROBLM_R       0.538         0.578         0.385
 SERIES_C       0.564         0.644         0.490
 ARITH_P        0.531         0.413         0.664


EXPLORATORY FACTOR ANALYSIS WITH 4 FACTOR(S):


TESTS OF MODEL FIT

Chi-Square Test of Model Fit

          Value                            217.638
          Degrees of Freedom                   186
          P-Value                           0.0560

Chi-Square Test of Model Fit for the Baseline Model

          Value                           1639.334
          Degrees of Freedom                   276
          P-Value                           0.0000

CFI/TLI

          CFI                                0.977
          TLI                                0.966

Loglikelihood

          H0 Value                       -4215.017
          H1 Value                       -4106.198

Information Criteria

          Number of Free Parameters            114
          Akaike (AIC)                    8658.033
          Bayesian (BIC)                  8997.381
          Sample-Size Adjusted BIC        8636.644
            (n* = (n + 2) / 24)

RMSEA (Root Mean Square Error Of Approximation)

          Estimate                           0.034
          90 Percent C.I.                    0.000  0.052
          Probability RMSEA <= .05           0.926

SRMR (Standardized Root Mean Square Residual)

          Value                              0.037



MINIMUM ROTATION FUNCTION VALUE       1.03076



           GEOMIN ROTATED LOADINGS
                  1             2             3             4
              ________      ________      ________      ________
 VISUAL_P       0.664         0.048         0.043         0.050
 CUBES          0.515         0.024        -0.002        -0.025
 PAPER_FB       0.423         0.094         0.070         0.011
 FLAGS          0.635         0.130        -0.019        -0.020
 GENER_I        0.057         0.755         0.119        -0.072
 PARAGR_C       0.004         0.810        -0.041         0.073
 SENTEN_C      -0.026         0.846         0.072        -0.069
 WORD_C         0.151         0.550         0.171        -0.014
 WORD_M         0.014         0.864        -0.084         0.058
 ADD           -0.242         0.022         0.894         0.043
 CODE           0.062         0.051         0.476         0.233
 COUNT_D        0.166        -0.158         0.747        -0.032
 STRAIGTH       0.402         0.037         0.507        -0.103
 WORD_R        -0.002         0.122         0.001         0.505
 NUMBER_R       0.114         0.015        -0.014         0.477
 FIGURE_R       0.383        -0.050        -0.048         0.473
 OBJECT_N      -0.128         0.058         0.165         0.649
 NUMBER_F       0.270        -0.136         0.260         0.412
 FIGURE_W       0.101         0.086         0.096         0.354
 DEDUCT         0.289         0.326        -0.020         0.229
 NUMER_P        0.382         0.017         0.359         0.095
 PROBLM_R       0.296         0.313        -0.016         0.235
 SERIES_C       0.397         0.281         0.112         0.130
 ARITH_P       -0.045         0.273         0.461         0.212


           GEOMIN FACTOR CORRELATIONS
                  1             2             3             4
              ________      ________      ________      ________
      1         1.000
      2         0.434         1.000
      3         0.356         0.378         1.000
      4         0.319         0.369         0.335         1.000


           ESTIMATED RESIDUAL VARIANCES
              VISUAL_P      CUBES         PAPER_FB      FLAGS         GENER_I
              ________      ________      ________      ________      ________
      1         0.478         0.732         0.742         0.527         0.346


           ESTIMATED RESIDUAL VARIANCES
              PARAGR_C      SENTEN_C      WORD_C        WORD_M        ADD
              ________      ________      ________      ________      ________
      1         0.318         0.293         0.493         0.253         0.263


           ESTIMATED RESIDUAL VARIANCES
              CODE          COUNT_D       STRAIGTH      WORD_R        NUMBER_R
              ________      ________      ________      ________      ________
      1         0.578         0.427         0.462         0.686         0.723


           ESTIMATED RESIDUAL VARIANCES
              FIGURE_R      OBJECT_N      NUMBER_F      FIGURE_W      DEDUCT
              ________      ________      ________      ________      ________
      1         0.570         0.500         0.578         0.759         0.591


           ESTIMATED RESIDUAL VARIANCES
              NUMER_P       PROBLM_R      SERIES_C      ARITH_P
              ________      ________      ________      ________
      1         0.561         0.590         0.512         0.494


           S.E. GEOMIN ROTATED LOADINGS
                  1             2             3             4
              ________      ________      ________      ________
 VISUAL_P       0.081         0.077         0.087         0.097
 CUBES          0.091         0.086         0.086         0.096
 PAPER_FB       0.100         0.098         0.100         0.095
 FLAGS          0.081         0.092         0.073         0.076
 GENER_I        0.073         0.061         0.080         0.072
 PARAGR_C       0.057         0.054         0.054         0.074
 SENTEN_C       0.057         0.053         0.067         0.069
 WORD_C         0.097         0.075         0.092         0.064
 WORD_M         0.054         0.051         0.066         0.064
 ADD            0.218         0.034         0.089         0.056
 CODE           0.114         0.081         0.099         0.107
 COUNT_D        0.208         0.084         0.117         0.056
 STRAIGTH       0.167         0.057         0.119         0.096
 WORD_R         0.074         0.103         0.077         0.098
 NUMBER_R       0.146         0.080         0.082         0.110
 FIGURE_R       0.148         0.067         0.074         0.117
 OBJECT_N       0.142         0.070         0.111         0.103
 NUMBER_F       0.135         0.087         0.114         0.124
 FIGURE_W       0.123         0.099         0.102         0.114
 DEDUCT         0.110         0.090         0.072         0.111
 NUMER_P        0.128         0.069         0.111         0.105
 PROBLM_R       0.111         0.090         0.072         0.111
 SERIES_C       0.097         0.088         0.095         0.109
 ARITH_P        0.061         0.087         0.085         0.098


           S.E. GEOMIN FACTOR CORRELATIONS
                  1             2             3             4
              ________      ________      ________      ________
      1         0.000
      2         0.084         0.000
      3         0.169         0.123         0.000
      4         0.148         0.120         0.125         0.000


           S.E. ESTIMATED RESIDUAL VARIANCES
              VISUAL_P      CUBES         PAPER_FB      FLAGS         GENER_I
              ________      ________      ________      ________      ________
      1         0.073         0.074         0.070         0.075         0.054


           S.E. ESTIMATED RESIDUAL VARIANCES
              PARAGR_C      SENTEN_C      WORD_C        WORD_M        ADD
              ________      ________      ________      ________      ________
      1         0.052         0.052         0.063         0.047         0.077


           S.E. ESTIMATED RESIDUAL VARIANCES
              CODE          COUNT_D       STRAIGTH      WORD_R        NUMBER_R
              ________      ________      ________      ________      ________
      1         0.069         0.071         0.069         0.080         0.077


           S.E. ESTIMATED RESIDUAL VARIANCES
              FIGURE_R      OBJECT_N      NUMBER_F      FIGURE_W      DEDUCT
              ________      ________      ________      ________      ________
      1         0.078         0.089         0.073         0.069         0.068


           S.E. ESTIMATED RESIDUAL VARIANCES
              NUMER_P       PROBLM_R      SERIES_C      ARITH_P
              ________      ________      ________      ________
      1         0.069         0.068         0.065         0.065


           Est./S.E. GEOMIN ROTATED LOADINGS
                  1             2             3             4
              ________      ________      ________      ________
 VISUAL_P       8.180         0.624         0.488         0.518
 CUBES          5.673         0.286        -0.027        -0.265
 PAPER_FB       4.236         0.960         0.703         0.118
 FLAGS          7.850         1.417        -0.263        -0.258
 GENER_I        0.782        12.440         1.486        -1.010
 PARAGR_C       0.062        14.995        -0.753         0.991
 SENTEN_C      -0.452        16.085         1.084        -0.998
 WORD_C         1.552         7.375         1.858        -0.224
 WORD_M         0.252        17.106        -1.265         0.901
 ADD           -1.107         0.668        10.062         0.769
 CODE           0.546         0.635         4.794         2.166
 COUNT_D        0.800        -1.887         6.371        -0.560
 STRAIGTH       2.410         0.641         4.242        -1.070
 WORD_R        -0.032         1.189         0.009         5.155
 NUMBER_R       0.784         0.190        -0.171         4.320
 FIGURE_R       2.586        -0.747        -0.650         4.038
 OBJECT_N      -0.905         0.830         1.483         6.295
 NUMBER_F       2.000        -1.567         2.288         3.331
 FIGURE_W       0.821         0.867         0.943         3.102
 DEDUCT         2.615         3.631        -0.276         2.065
 NUMER_P        2.984         0.246         3.240         0.900
 PROBLM_R       2.665         3.459        -0.221         2.118
 SERIES_C       4.093         3.185         1.182         1.200
 ARITH_P       -0.732         3.134         5.417         2.177


           Est./S.E. GEOMIN FACTOR CORRELATIONS
                  1             2             3             4
              ________      ________      ________      ________
      1         0.000
      2         5.160         0.000
      3         2.105         3.074         0.000
      4         2.160         3.059         2.680         0.000


           Est./S.E. ESTIMATED RESIDUAL VARIANCES
              VISUAL_P      CUBES         PAPER_FB      FLAGS         GENER_I
              ________      ________      ________      ________      ________
      1         6.536         9.828        10.600         6.994         6.357


           Est./S.E. ESTIMATED RESIDUAL VARIANCES
              PARAGR_C      SENTEN_C      WORD_C        WORD_M        ADD
              ________      ________      ________      ________      ________
      1         6.072         5.672         7.834         5.329         3.432


           Est./S.E. ESTIMATED RESIDUAL VARIANCES
              CODE          COUNT_D       STRAIGTH      WORD_R        NUMBER_R
              ________      ________      ________      ________      ________
      1         8.377         6.002         6.651         8.576         9.340


           Est./S.E. ESTIMATED RESIDUAL VARIANCES
              FIGURE_R      OBJECT_N      NUMBER_F      FIGURE_W      DEDUCT
              ________      ________      ________      ________      ________
      1         7.313         5.634         7.884        10.928         8.685


           Est./S.E. ESTIMATED RESIDUAL VARIANCES
              NUMER_P       PROBLM_R      SERIES_C      ARITH_P
              ________      ________      ________      ________
      1         8.154         8.658         7.896         7.568


           FACTOR STRUCTURE
                  1             2             3             4
              ________      ________      ________      ________
 VISUAL_P       0.716         0.371         0.314         0.294
 CUBES          0.517         0.238         0.182         0.147
 PAPER_FB       0.493         0.308         0.260         0.204
 FLAGS          0.679         0.392         0.250         0.225
 GENER_I        0.404         0.798         0.400         0.264
 PARAGR_C       0.364         0.823         0.291         0.359
 SENTEN_C       0.346         0.837         0.360         0.259
 WORD_C         0.446         0.675         0.428         0.294
 WORD_M         0.378         0.860         0.267         0.353
 ADD            0.100         0.271         0.831         0.274
 CODE           0.328         0.344         0.596         0.431
 COUNT_D        0.353         0.185         0.736         0.214
 STRAIGTH       0.565         0.365         0.629         0.209
 WORD_R         0.212         0.308         0.215         0.549
 NUMBER_R       0.268         0.235         0.192         0.514
 FIGURE_R       0.495         0.273         0.228         0.561
 OBJECT_N       0.163         0.304         0.359         0.684
 NUMBER_F       0.435         0.232         0.443         0.536
 FIGURE_W       0.285         0.296         0.283         0.450
 DEDUCT         0.496         0.528         0.283         0.434
 NUMER_P        0.547         0.353         0.534         0.344
 PROBLM_R       0.501         0.522         0.286         0.440
 SERIES_C       0.600         0.544         0.403         0.398
 ARITH_P        0.306         0.506         0.619         0.453


     Beginning Time:  22:57:58
        Ending Time:  22:57:58
       Elapsed Time:  00:00:00



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