Population Correlation Matrices
and Factor Solutions
quantpsy.org
© 2010-2017,
Kristopher J. Preacher

Population correlation matrices and factor solutions used in:

MacCallum, R. C., Widaman, K. F., Preacher, K. J., & Hong, S. (2001). Sample size in factor analysis: The role of model error. Multivariate Behavioral Research, 36, 611-637.

All solutions derived by means of maximum likelihood estimation using CEFA.

Correspondence regarding these matrices and factor solutions should be e-mailed to Robert C. MacCallum or addressed to:

Robert C. MacCallum
Department of Psychology
CB#3270 Davie Hall
University of North Carolina
Chapel Hill, NC 27599-3270

Click on a link below to go directly to the matrix and solution of interest:

20 MVs : 3 factors, RMSEA = 0.065, high communalities

 1.000
  .086 1.000
  .064 -.020 1.000
  .629  .219  .388 1.000
  .088 -.013  .624  .417 1.000
  .026  .635  .250  .338  .244 1.000
 -.006  .446  .482  .470  .514  .669 1.000
  .712  .118  .344  .719  .368  .157  .264 1.000
 -.003  .480  .371  .320  .377  .640  .647  .176 1.000
  .036  .693  .211  .302  .168  .771  .637  .129  .684 1.000
  .046  .405  .575  .438  .573  .647  .698  .279  .659  .624 1.000
  .189 -.006  .710  .526  .682  .281  .506  .507  .422  .200  .604 1.000
  .693  .124  .061  .534  .049  .005  .020  .643 -.066  .015  .013  .143 1.000
  .082  .657  .166  .326  .140  .664  .569  .178  .644  .744  .528  .193  .087 1.000
  .739  .124 -.033  .566 -.056 -.014  .000  .621 -.040  .024 -.042  .086  .681  .087 1.000
 -.031  .751 -.073  .151 -.026  .683  .481 -.028  .555  .753  .410 -.066 -.041  .692  .007 1.000
  .789  .142 -.017  .615 -.007  .000 -.005  .667 -.063  .007 -.038  .109  .744  .115  .767 -.021 1.000
  .093  .330  .507  .476  .559  .532  .680  .340  .599  .518  .651  .552  .019  .419  .066  .376  .047 1.000
  .064 -.037  .688  .421  .723  .282  .538  .386  .416  .233  .591  .751  .081  .149 -.042 -.038 -.031  .544 1.000
  .417  .052  .597  .644  .593  .241  .463  .670  .349  .184  .484  .708  .401  .216  .336 -.049  .372  .467  .639 1.000

   Var1        -0.00842    -0.02279     0.87675
   Var2        -0.22488     0.84591     0.13116
   Var3         0.81834    -0.04344    -0.04958
   Var4         0.39154     0.18842     0.64497
   Var5         0.82472    -0.04064    -0.04267
   Var6         0.16023     0.79790    -0.02948
   Var7         0.50204     0.56377    -0.04940
   Var8         0.36987    -0.01442     0.74022
   Var9         0.35622     0.64362    -0.09709
   Var10        0.05993     0.88202    -0.01313
   Var11        0.59615     0.49659    -0.07589
   Var12        0.87357    -0.05137     0.08933
   Var13       -0.02761    -0.02818     0.81248
   Var14        0.01199     0.80684     0.08696
   Var15       -0.13664     0.01933     0.86049
   Var16       -0.25086     0.93135    -0.03105
   Var17       -0.12361     0.00375     0.92394
   Var18        0.55168     0.41401     0.01351
   Var19        0.88391    -0.03947    -0.05776
   Var20        0.70274    -0.03255     0.38929
20 MVs : 3 factors, RMSEA = 0.065, low communalities

 1.000
  .076 1.000
  .241  .222 1.000
  .273  .011  .229 1.000
  .344  .090  .181  .258 1.000
  .017  .163  .284  .049  .020 1.000
  .129  .235 -.007  .032  .203 -.021 1.000
  .351  .041  .325  .220  .351  .212  .094 1.000
  .043  .185  .217 -.027  .050  .351  .095  .210 1.000
  .005  .112  .082  .131  .138  .004  .291  .067  .144 1.000
  .144  .134  .192  .204  .176  .118  .296  .230  .187  .336 1.000
  .087  .098  .075  .182  .153  .030  .221  .153  .086  .237  .304 1.000
  .106  .227  .058  .141  .265 -.071  .288  .021  .043  .302  .244  .244 1.000
  .034  .375  .132  .023  .103  .155  .259  .034  .190  .241  .233  .205  .333 1.000
  .046  .158  .156  .081  .177  .166  .256  .227  .313  .350  .319  .263  .284  .245 1.000
  .142  .147 -.067  .064  .069  .028  .267  .041  .128  .330  .221  .160  .247  .188  .305 1.000
  .153  .122  .411  .000 -.002  .325  .041  .281  .392  .127  .159  .049 -.067  .093  .226  .041 1.000
  .129  .207  .087  .255  .233  .048  .326  .132  .117  .348  .291  .339  .348  .313  .288  .291  .017 1.000
  .328 -.058  .157  .316  .314  .044  .108  .284  .068  .074  .198  .216  .123  .050  .101 -.036  .061  .231 1.000
  .092  .105  .196  .009  .081  .271  .045  .242  .332  .081  .153 -.035 -.021  .130  .219  .050  .298  .055  .160 1.000

   Var1        -0.02195     0.03072     0.57082
   Var2         0.34376     0.20355    -0.10039
   Var3        -0.04552     0.44371     0.30563
   Var4         0.08473    -0.09645     0.50000
   Var5         0.16882    -0.07549     0.53212
   Var6        -0.02354     0.54900    -0.01103
   Var7         0.52858    -0.04318     0.02587
   Var8        -0.04682     0.31272     0.52330
   Var9         0.16477     0.59316    -0.09146
   Var10        0.57026     0.04701    -0.04587
   Var11        0.43010     0.14407     0.16393
   Var12        0.41021    -0.04283     0.16214
   Var13        0.58754    -0.16983     0.06981
   Var14        0.51184     0.14727    -0.11571
   Var15        0.49049     0.28100    -0.01187
   Var16        0.50096     0.00490    -0.09047
   Var17       -0.03826     0.66535     0.03929
   Var18        0.58441    -0.07107     0.15940
   Var19        0.03613    -0.02735     0.56510
   Var20        0.01637     0.47095     0.06323
20 MVs : 3 factors, RMSEA = 0.065, wide communalities

 1.000
  .107 1.000
  .036  .575 1.000
  .468  .273  .146 1.000
  .148  .473  .443  .241 1.000
  .112  .368  .380  .331  .277 1.000
  .494  .106 -.050  .484  .228 -.081 1.000
  .282  .268  .192  .290  .218  .417  .109 1.000
 -.013  .404  .326  .066  .315  .297 -.005  .275 1.000
  .152  .501  .482  .312  .326  .590 -.094  .434  .334 1.000
  .096  .591  .582  .324  .492  .373  .151  .244  .360  .465 1.000
  .167  .386  .342  .311  .245  .672 -.150  .501  .241  .632  .335 1.000
  .072  .384  .440  .159  .393  .320  .147  .149  .240  .287  .411  .227 1.000
 -.037  .466  .583  .180  .390  .353 -.035  .161  .332  .386  .503  .316  .325 1.000
  .234  .173  .115  .395  .081  .546  .010  .386  .112  .473  .193  .573  .133  .137 1.000
  .123  .488  .448  .358  .293  .688 -.135  .442  .281  .699  .455  .745  .238  .407  .560 1.000
  .463  .225  .164  .532  .158  .491  .297  .426  .099  .415  .189  .507  .163  .080  .457  .490 1.000
  .539  .097  .021  .457  .187  .035  .681  .137  .003 -.013  .144 -.072  .198 -.069  .072 -.062  .416 1.000
  .465  .085 -.042  .509  .076  .291  .393  .307  .111  .168  .158  .264  .070  .003  .356  .216  .479  .453 1.000
  .266  .180  .136  .397  .122  .550 -.038  .416  .054  .490  .228  .655  .114  .136  .598  .599  .489  .027  .350 1.000

   Var1         0.22949    -0.07534     0.63231
   Var2         0.08330     0.71801     0.07104
   Var3         0.01842     0.77989    -0.07030
   Var4         0.36225     0.09145     0.56972
   Var5        -0.04942     0.62626     0.19509
   Var6         0.68399     0.21370    -0.04520
   Var7        -0.21151     0.10099     0.84723
   Var8         0.50849     0.08037     0.14560
   Var9         0.05309     0.46250    -0.02895
   Var10        0.57249     0.37668    -0.08238
   Var11        0.05394     0.72767     0.12800
   Var12        0.82151     0.11775    -0.12972
   Var13       -0.01526     0.53025     0.14209
   Var14        0.04063     0.66392    -0.10006
   Var15        0.75626    -0.12081     0.06325
   Var16        0.74013     0.28422    -0.13211
   Var17        0.61887    -0.05870     0.42484
   Var18       -0.08775     0.06238     0.82895
   Var19        0.39386    -0.14408     0.53509
   Var20        0.82216    -0.13473     0.02425
20 MVs : 3 factors, RMSEA = 0.090, high communalities

 1.000
  .749 1.000
  .051  .178 1.000
  .677  .681  .397 1.000
  .750  .662 -.059  .588 1.000
  .167  .066 -.068 -.014  .387 1.000
  .683  .647 -.052  .552  .638  .038 1.000
  .077  .197  .722  .403  .041  .176 -.028 1.000
  .609  .627  .053  .571  .622  .090  .617  .046 1.000
  .058  .092  .457  .207  .146  .540 -.060  .664 -.032 1.000
  .587  .601  .411  .671  .538  .189  .508  .408  .526  .321 1.000
  .717  .704  .060  .601  .718  .199  .689  .116  .629  .092  .570 1.000
  .002 -.117 -.074 -.090  .239  .730 -.093  .190 -.063  .557  .059 -.015 1.000
  .040  .209  .636  .383 -.051 -.040 -.060  .697  .035  .412  .380  .019 -.071 1.000
  .607  .659  .435  .672  .548  .188  .471  .488  .507  .360  .633  .598  .064  .451 1.000
  .693  .657  .076  .542  .751  .417  .680  .191  .598  .304  .596  .692  .270  .011  .617 1.000
  .770  .747  .176  .638  .722  .238  .649  .224  .693  .159  .685  .725  .023  .173  .660  .696 1.000
  .707  .632 -.007  .553  .680  .067  .645 -.027  .665 -.062  .509  .664 -.137 -.109  .504  .590  .699 1.000
  .321  .203  .007  .209  .446  .677  .210  .312  .192  .527  .317  .291  .645  .014  .367  .504  .323  .233 1.000
  .465  .354 -.031  .241  .591  .744  .279  .209  .300  .460  .362  .486  .574 -.069  .372  .605  .481  .376  .733 1.000

   Var1         0.87921     0.02095    -0.05731
   Var2         0.84861    -0.10964     0.11557
   Var3         0.02358    -0.13131     0.83518
   Var4         0.73270    -0.15557     0.36953
   Var5         0.80431     0.27113    -0.16277
   Var6         0.01385     0.88538    -0.05049
   Var7         0.82710    -0.09382    -0.15501
   Var8        -0.01049     0.17622     0.87397
   Var9         0.78396    -0.07758    -0.05820
   Var10       -0.10789     0.60423     0.57806
   Var11        0.64338     0.04295     0.36587
   Var12        0.83535     0.04791    -0.04266
   Var13       -0.19366     0.87253    -0.00736
   Var14        0.00429    -0.13276     0.81832
   Var15        0.64098     0.05476     0.43461
   Var16        0.73864     0.32437    -0.01025
   Var17        0.84813     0.05383     0.08854
   Var18        0.84129    -0.07601    -0.16325
   Var19        0.18254     0.75507     0.05978
   Var20        0.35472     0.74547    -0.06815
20 MVs : 3 factors, RMSEA = 0.090, low communalities

 1.000
  .084 1.000
 -.028  .347 1.000
  .139  .058  .115 1.000
  .218  .058  .090  .203 1.000
  .383  .025 -.061  .009  .205 1.000
  .173  .211  .264  .193  .289  .168 1.000
  .135 -.010  .052  .182  .320  .235  .230 1.000
  .077 -.006 -.108  .214  .126  .013  .232  .011 1.000
 -.024  .209  .253 -.007  .195  .101  .181  .099 -.001 1.000
  .156  .019 -.111  .236  .255  .035  .246  .013  .353 -.116 1.000
 -.044  .258  .284  .060  .041 -.009  .286  .025  .181  .311  .050 1.000
  .272  .279  .140  .217  .369  .240  .390  .224  .165  .161  .287  .187 1.000
  .189 -.094  .064  .256  .113  .186  .355  .104  .217 -.058  .293  .114  .149 1.000
  .221 -.099 -.045  .364  .121  .185  .161  .047  .283 -.029  .336  .186  .100  .411 1.000
  .287  .112  .124  .155  .339  .285  .467  .270  .127  .062  .273  .091  .439  .254  .162 1.000
  .213  .329  .319  .081  .226  .175  .155  .153 -.009  .327  .044  .117  .298  .077  .014  .098 1.000
  .179  .112  .102  .231  .314  .192  .338  .145  .331  .227  .332  .212  .300  .285  .372  .131  .220 1.000
  .310  .188  .085  .268  .341  .253  .245  .320  .089  .103  .296  .044  .450  .171  .104  .394  .189  .222 1.000
  .225  .072  .123  .219  .314  .262  .193  .247 -.078  .174  .111 -.024  .322 -.018  .067  .369  .164  .149  .395 1.000

   Var1         0.46026     0.10898    -0.12435
   Var2         0.10752    -0.12746     0.52136
   Var3         0.02103    -0.10553     0.59171
   Var4         0.19124     0.34635     0.00884
   Var5         0.50532     0.09456     0.05828
   Var6         0.45868     0.03056    -0.09436
   Var7         0.27282     0.30882     0.31757
   Var8         0.45754    -0.04089    -0.00879
   Var9        -0.08803     0.56585     0.02040
   Var10        0.08013    -0.10230     0.50781
   Var11        0.19246     0.51998    -0.13196
   Var12       -0.18821     0.26176     0.55498
   Var13        0.54469     0.10448     0.20868
   Var14        0.06560     0.54835    -0.02805
   Var15       -0.00947     0.65180    -0.08127
   Var16        0.58099     0.12244     0.01016
   Var17        0.25192    -0.08115     0.40407
   Var18        0.12231     0.48549     0.21980
   Var19        0.65092     0.03547    -0.00768
   Var20        0.63274    -0.15495    -0.01032
20 MVs : 3 factors, RMSEA = 0.090, wide communalities

 1.000
  .271 1.000
 -.002  .300 1.000
  .087 -.043  .140 1.000
  .534  .277  .053  .274 1.000
 -.038  .156  .132  .500  .189 1.000
  .365  .327  .118  .280  .492  .301 1.000
  .597  .318  .096  .119  .703  .098  .562 1.000
  .105  .004  .215  .761  .378  .538  .376  .255 1.000
  .380  .279  .228  .117  .412 -.016  .419  .531  .179 1.000
  .290  .181  .130  .069  .414  .104  .251  .459  .139  .211 1.000
 -.069  .466  .433  .027 -.070  .119  .129 -.070 -.037  .102  .033 1.000
  .423  .308  .151  .084  .506  .171  .382  .524  .199  .234  .275 -.012 1.000
  .313  .507  .381  .157  .380  .224  .494  .393  .171  .468  .294  .522  .242 1.000
  .109  .354  .301  .060 -.029  .134  .111  .003 -.021  .118  .108  .474  .160  .337 1.000
  .180  .317  .351  .363  .432  .142  .377  .390  .385  .476  .271  .303  .203  .464  .156 1.000
  .404  .357  .219  .012  .408 -.008  .425  .603  .057  .476  .346  .110  .367  .485  .134  .404 1.000
  .019  .490  .376  .033 -.100  .173  .201 -.033 -.037  .186  .009  .676 -.031  .579  .508  .205  .191 1.000
  .309  .392  .260  .007  .242  .079  .304  .287  .023  .330  .200  .364  .131  .565  .256  .238  .351  .465 1.000
  .142  .515  .435 -.030  .071  .035  .200  .110 -.062  .204  .126  .660  .091  .594  .488  .319  .273  .620  .480 1.000

   Var1         0.68631    -0.03194    -0.08998
   Var2         0.31357     0.55210    -0.09028
   Var3        -0.00161     0.49857     0.19886
   Var4        -0.05725     0.01293     0.83977
   Var5         0.75602    -0.11136     0.18564
   Var6        -0.06271     0.14648     0.59910
   Var7         0.53248     0.16737     0.24427
   Var8         0.92149    -0.09291    -0.00824
   Var9         0.06748    -0.06499     0.91377
   Var10        0.55722     0.17375     0.02194
   Var11        0.48519     0.02815     0.00709
   Var12       -0.18233     0.84344     0.02412
   Var13        0.57195    -0.03001     0.03833
   Var14        0.37356     0.65642     0.08243
   Var15       -0.05496     0.58105     0.00757
   Var16        0.33847     0.29943     0.31462
   Var17        0.66285     0.19009    -0.13278
   Var18       -0.13427     0.85180     0.00731
   Var19        0.29721     0.50618    -0.06976
   Var20        0.06124     0.79166    -0.08808
20 MVs : 3 factors, RMSEA = 0.025, high communalities

 1.000
  .661 1.000
  .631  .550 1.000
  .251  .459  .324 1.000
  .649  .654  .513  .281 1.000
  .269  .374  .476  .705  .219 1.000
  .731  .702  .631  .249  .682  .254 1.000
  .700  .719  .641  .431  .645  .425  .728 1.000
 -.020  .211  .062  .690  .042  .552 -.018  .147 1.000
  .231  .486  .127  .615  .320  .402  .258  .384  .512 1.000
  .131  .397  .044  .663  .245  .431  .140  .301  .598  .683 1.000
  .536  .618  .635  .647  .500  .660  .566  .654  .416  .435  .406 1.000
 -.056  .146  .113  .683 -.035  .651 -.083  .141  .663  .464  .544  .428 1.000
 -.081  .203 -.103  .623  .029  .440 -.075  .104  .653  .591  .699  .297  .624 1.000
  .648  .694  .516  .364  .635  .269  .678  .675  .125  .385  .323  .538  .037  .109 1.000
  .340  .514  .409  .765  .337  .683  .343  .504  .603  .604  .607  .665  .624  .549  .419 1.000
  .698  .673  .581  .230  .648  .186  .742  .685 -.036  .273  .122  .507 -.109 -.094  .654  .313 1.000
  .720  .764  .613  .406  .686  .358  .767  .774  .137  .419  .311  .633  .074  .100  .723  .491  .737 1.000
  .037  .274 -.027  .655  .109  .445  .029  .201  .624  .623  .706  .350  .592  .698  .198  .587  .019  .203 1.000
  .742  .734  .638  .314  .678  .291  .776  .757  .035  .307  .211  .591 -.018 -.011  .699  .395  .737  .781  .101 1.000

   Var1         0.82638    -0.11839     0.05642
   Var2         0.80215     0.23755    -0.01157
   Var3         0.58458    -0.36242     0.53182
   Var4         0.14760     0.54505     0.45502
   Var5         0.79890     0.07480    -0.09561
   Var6         0.06182     0.15730     0.77293
   Var7         0.88460    -0.09617     0.00563
   Var8         0.78928     0.05016     0.15473
   Var9        -0.14293     0.60283     0.36483
   Var10        0.30286     0.74364    -0.07099
   Var11        0.15841     0.84298    -0.04098
   Var12        0.48519     0.10991     0.52153
   Var13       -0.26513     0.47247     0.58610
   Var14       -0.13126     0.82116     0.08417
   Var15        0.80199     0.16974    -0.08562
   Var16        0.25744     0.45731     0.44168
   Var17        0.86667    -0.06661    -0.06534
   Var18        0.86849     0.11161     0.01617
   Var19       -0.00159     0.80572     0.05779
   Var20        0.88284    -0.02248     0.01506
20 MVs : 3 factors, RMSEA = 0.025, low communalities

 1.000
  .217 1.000
  .264  .267 1.000
  .131  .061 -.025 1.000
  .004  .047  .000  .114 1.000
 -.001 -.004  .003  .101  .296 1.000
  .244  .170  .169  .199 -.033 -.021 1.000
  .153  .068  .011  .278 -.027  .009  .229 1.000
  .240  .216  .279  .060  .070  .054  .228  .060 1.000
 -.036  .011  .030  .030  .256  .279 -.030 -.045  .034 1.000
  .201  .235  .270 -.043  .035 -.016  .150 -.033  .244 -.005 1.000
  .217  .204  .283 -.020  .117  .105  .141  .008  .270  .100  .285 1.000
  .106  .046  .005  .358  .111  .135  .232  .237  .111  .127 -.017  .051 1.000
  .113  .074 -.007  .320  .033 -.016  .208  .242  .038  .007 -.008 -.020  .280 1.000
  .165  .147  .153  .256  .018  .018  .208  .235  .146  .000  .078  .104  .223  .228 1.000
  .122  .017  .028  .302  .016  .019  .221  .218  .054 -.011 -.042 -.005  .320  .276  .243 1.000
  .207  .219  .266  .039  .120  .068  .174  .059  .268  .059  .277  .288  .072  .061  .158  .056 1.000
  .293  .242  .308  .093  .005 -.013  .215  .114  .261  .000  .231  .236  .116  .078  .164  .088  .284 1.000
  .265  .280  .281  .032  .055 -.031  .180  .055  .269 -.010  .255  .227  .033  .057  .130  .045  .248  .283 1.000
  .076  .056 -.009  .278  .261  .182  .148  .156  .102  .138  .005  .059  .259  .150  .135  .182  .146  .075  .048 1.000

   Var1         0.44574     0.17203    -0.09156
   Var2         0.45450     0.03262    -0.01762
   Var3         0.57466    -0.07520    -0.03752
   Var4        -0.06271     0.61512     0.08157
   Var5         0.04529     0.01961     0.56632
   Var6        -0.01028     0.02759     0.52862
   Var7         0.29919     0.36698    -0.12022
   Var8         0.02313     0.47780    -0.10858
   Var9         0.49774     0.04572     0.06049
   Var10        0.01053    -0.02576     0.47268
   Var11        0.52345    -0.13142    -0.00054
   Var12        0.51251    -0.09831     0.16852
   Var13       -0.00811     0.55310     0.15340
   Var14       -0.01639     0.51944    -0.06311
   Var15        0.19383     0.39887    -0.05280
   Var16       -0.01984     0.53358    -0.05024
   Var17        0.50115     0.01791     0.12652
   Var18        0.51241     0.10797    -0.06098
   Var19        0.51821     0.00916    -0.04088
   Var20        0.02664     0.34237     0.32990
20 MVs : 3 factors, RMSEA = 0.025, wide communalities

 1.000
  .517 1.000
  .462  .369 1.000
  .314  .127  .007 1.000
  .257  .060  .037  .668 1.000
  .770  .549  .501  .271  .204 1.000
  .386  .282  .326  .085  .099  .381 1.000
  .208  .140  .260  .174  .268  .199  .220 1.000
  .209  .111 -.063  .489  .447  .191  .004  .084 1.000
  .434  .249  .082  .544  .461  .397  .144  .114  .373 1.000
  .221  .083  .075  .434  .440  .192  .064  .177  .303  .309 1.000
  .639  .488  .546  .133  .135  .666  .387  .290  .043  .244  .118 1.000
  .335  .280  .461  .156  .272  .347  .357  .441  .014  .071  .182  .488 1.000
  .245  .110 -.021  .520  .447  .216  .029  .088  .385  .431  .268  .056  .010 1.000
  .489  .272  .104  .598  .509  .453  .144  .147  .448  .583  .362  .261  .089  .468 1.000
  .562  .416  .557  .286  .340  .576  .427  .459  .102  .254  .241  .630  .695  .131  .283 1.000
  .521  .306  .155  .695  .661  .491  .198  .258  .526  .610  .431  .336  .247  .529  .696  .419 1.000
  .142  .002 -.038  .670  .718  .074  .031  .270  .483  .452  .449  .047  .221  .456  .502  .263  .658 1.000
 -.034 -.021  .140  .071  .170 -.022  .061  .221  .042 -.050  .095  .065  .328  .028 -.033  .246  .053  .183 1.000
  .043  .032  .214  .183  .313  .047  .180  .371  .059  .002  .200  .204  .528  .016  .013  .462  .183  .322  .320 1.000

   Var1         0.16150     0.81893    -0.04264
   Var2        -0.01716     0.62945     0.00658
   Var3        -0.19602     0.56483     0.34014
   Var4         0.81773     0.01364     0.00237
   Var5         0.79138    -0.09658     0.21136
   Var6         0.08765     0.86964    -0.03544
   Var7        -0.05031     0.41374     0.23291
   Var8         0.14464     0.09181     0.48109
   Var9         0.62122     0.00280    -0.12462
   Var10        0.59850     0.28556    -0.19083
   Var11        0.49441     0.00774     0.11572
   Var12       -0.07161     0.72825     0.25073
   Var13        0.00055     0.25279     0.73910
   Var14        0.61540     0.05300    -0.15352
   Var15        0.66937     0.31986    -0.20621
   Var16        0.09899     0.50432     0.58694
   Var17        0.78237     0.27735    -0.01354
   Var18        0.86277    -0.25234     0.21835
   Var19        0.06482    -0.14803     0.45795
   Var20        0.14710    -0.13987     0.70706
20 MVs : 7 factors, RMSEA = 0.065, high communalities

 1.000
 -.007 1.000
  .057  .425 1.000
  .002  .275  .029 1.000
  .324  .621  .473  .052 1.000
  .007  .223  .465  .104  .217 1.000
  .123  .070  .096  .006  .073  .080 1.000
  .015  .636  .418  .080  .582  .147  .014 1.000
  .060  .399  .096  .673  .153  .104  .057  .155 1.000
  .135  .169  .220  .015  .263  .589  .106  .140  .035 1.000
  .244  .015  .022  .054  .031 -.010  .221 -.019  .194  .062 1.000
 -.018  .213 -.012  .656 -.037  .060 -.005  .014  .686 -.042  .006 1.000
 -.011  .157 -.049  .359 -.021  .049  .539 -.037  .355  .054  .070  .328 1.000
 -.001  .051  .586  .135  .063  .283  .123 -.023  .131  .056  .070  .142  .032 1.000
  .271 -.006  .048  .058  .046  .046  .176 -.005  .193 -.002  .669  .047  .004  .024 1.000
  .011  .096 -.022  .253 -.006  .101  .565  .009  .222  .078  .026  .250  .677  .033  .028 1.000
  .172  .645  .434  .132  .603  .332  .097  .664  .249  .338  .232  .031 -.002  .071  .255  .053 1.000
  .079  .683  .427  .143  .600  .220  .050  .638  .300  .140 -.014  .112  .048  .024  .047  .074  .633 1.000
  .065  .510  .389  .066  .456  .449  .108  .560  .151  .476  .017 -.001  .049  .043  .016  .086  .632  .537 1.000
  .015  .399  .572  .471  .325  .341  .082  .306  .538  .109  .040  .496  .205  .517  .081  .130  .325  .367  .224 1.000

   Var1         0.08535     0.28776     0.49014    -0.07437     0.00286     0.00744    -0.27996
   Var2        -0.04458    -0.06781     0.19262     0.02643     0.20712     0.05878     0.65183
   Var3         0.05869    -0.00786     0.09975     0.78181    -0.12952    -0.01556     0.23495
   Var4         0.03512    -0.01075     0.00284    -0.01615     0.78231     0.05038    -0.00336
   Var5         0.02432    -0.05134     0.93497     0.03137    -0.01512    -0.00472     0.09153
   Var6         0.66756    -0.03410    -0.06402     0.28961     0.04797    -0.00146     0.04809
   Var7        -0.01152     0.16279     0.03943     0.10622    -0.23576     0.77046     0.00079
   Var8        -0.08833    -0.04358     0.08059     0.02853    -0.04247    -0.02344     0.80176
   Var9        -0.00359     0.14803     0.02512    -0.01693     0.81749     0.02786     0.11570
   Var10        0.84720    -0.00806     0.09575    -0.07910    -0.00128     0.01381    -0.03809
   Var11       -0.00464     0.81503    -0.01887    -0.00328     0.02461     0.03496     0.00102
   Var12       -0.00741    -0.04021    -0.05258     0.01139     0.83747     0.02297    -0.05219
   Var13       -0.00528    -0.07115    -0.00803    -0.05508     0.21127     0.78105    -0.02522
   Var14        0.01542     0.03203    -0.03784     0.80544     0.05266     0.02502    -0.19917
   Var15       -0.03508     0.81850    -0.02149     0.01575     0.05039    -0.02288     0.03052
   Var16        0.02808    -0.06561    -0.03431    -0.04102     0.05862     0.79201     0.03232
   Var17        0.16052     0.25443     0.08561     0.00893     0.01440    -0.02538     0.70494
   Var18       -0.06172    -0.02911     0.14774     0.04701     0.08507     0.01938     0.69466
   Var19        0.40123    -0.01383    -0.04514    -0.02117    -0.04453     0.04446     0.62656
   Var20        0.00476    -0.01303     0.09389     0.56084     0.49062     0.00624     0.07363
20 MVs : 7 factors, RMSEA = 0.065, low communalities

 1.000
  .131 1.000
  .208  .061 1.000
  .134  .033  .092 1.000
  .054 -.019  .076  .186 1.000
  .236  .062  .177  .426  .021 1.000
  .054  .034  .005  .097 -.014  .207 1.000
  .229  .023  .044  .084 -.011  .032  .242 1.000
  .141  .025  .138  .178  .325  .080 -.048  .104 1.000
  .117  .091  .229  .217  .016  .281  .088  .056  .170 1.000
 -.004  .234  .235  .111  .021  .127  .014  .043  .018  .239 1.000
  .139  .189  .250  .140 -.041  .120  .081  .117  .090  .170  .168 1.000
  .003  .034  .048  .100 -.034  .137  .418  .327  .040  .113  .183  .259 1.000
  .084  .044  .264  .040  .011  .122  .045  .162  .056  .193  .273  .261  .206 1.000
  .040 -.013  .148  .017  .057 -.031  .250  .272  .114  .008  .039  .080  .300 -.037 1.000
 -.051 -.009 -.003  .089  .101 -.005  .225  .305  .122  .082  .245  .094  .387  .175  .367 1.000
 -.009  .272  .102  .019 -.021  .072  .062  .033 -.009  .229  .200  .153  .056  .156 -.028  .040 1.000
 -.028  .058  .114  .286  .059  .098  .058 -.033  .107  .140  .239  .220  .160  .138  .119  .194 -.018 1.000
  .087  .175  .151  .068  .275  .058 -.082 -.068  .273  .079  .195  .129  .006  .097 -.007  .025  .203  .029 1.000
  .158  .070 -.033  .130  .223  .008 -.066  .132  .259 -.032 -.043  .020  .013  .155 -.066  .064 -.045 -.081  .165 1.000

   Var1         0.02736     0.01583     0.12279     0.02446     0.23704     0.17867     0.42248
   Var2         0.50868    -0.05401     0.03930     0.00715    -0.03666     0.00269     0.07905
   Var3         0.02175     0.13281     0.01281    -0.01991     0.69638     0.03391     0.01671
   Var4        -0.05934    -0.03197     0.15218     0.00504    -0.04147     0.70739    -0.09809
   Var5        -0.01161    -0.09024     0.53533     0.01479     0.02369     0.08839    -0.08376
   Var6         0.07007     0.00130    -0.10461    -0.03099     0.08413     0.63909     0.12666
   Var7         0.07606    -0.06947    -0.20044     0.49055    -0.08543     0.19673     0.14180
   Var8        -0.03933     0.15347     0.05385     0.50794    -0.01033    -0.00670     0.30869
   Var9         0.00398    -0.03831     0.53852     0.08127     0.12156     0.10394     0.01510
   Var10        0.20200     0.09680    -0.03616     0.01264     0.16826     0.28537    -0.04044
   Var11        0.33347     0.22369    -0.01969     0.08588     0.11110     0.05881    -0.29639
   Var12        0.18161     0.20340    -0.03121     0.12773     0.19303     0.10273    -0.00457
   Var13        0.08587     0.16292    -0.10865     0.59971    -0.08185     0.10246    -0.00245
   Var14        0.02993     0.66980     0.00274     0.02889     0.16176    -0.02157    -0.02129
   Var15       -0.06386    -0.23160     0.06201     0.64196     0.23190    -0.10033    -0.03479
   Var16        0.00737     0.14602     0.13342     0.59976    -0.10932    -0.02864    -0.22132
   Var17        0.54951     0.01892    -0.04872     0.01168    -0.01800    -0.02920     0.01960
   Var18       -0.04232     0.09231     0.00456     0.10712     0.08727     0.27975    -0.41918
   Var19        0.39672    -0.05325     0.42991    -0.06761     0.07488    -0.03810    -0.04549
   Var20       -0.04127     0.24190     0.50479    -0.02170    -0.16989     0.02112     0.23798
20 MVs : 7 factors, RMSEA = 0.065, wide communalities

 1.000
  .088 1.000
  .210  .599 1.000
  .241  .480  .474 1.000
  .142  .470  .520  .440 1.000
  .050  .530  .551  .446  .533 1.000
  .164 -.034  .390  .071  .118  .144 1.000
  .302  .080  .070  .089  .173  .055  .241 1.000
  .279 -.022  .265  .024  .360  .269  .265  .319 1.000
  .132  .030  .281  .064  .279  .236  .159  .096  .458 1.000
  .148  .353  .461  .484  .319  .319  .414  .064 -.015  .039 1.000
  .154  .048  .011 -.031  .123  .056  .137  .530  .193  .055  .006 1.000
  .445  .042  .023  .345  .013 -.038 -.037  .120  .011  .056  .216  .014 1.000
  .562  .102  .091  .400  .100 -.015  .024  .199  .049  .019  .241  .003  .651 1.000
  .284  .282  .365  .146  .022  .020  .185  .284  .034  .102  .038  .190  .224  .321 1.000
  .155  .580  .549  .459  .374  .413  .094  .084  .043 -.004  .338 -.035  .116  .274  .344 1.000
  .203  .168  .130  .052  .175  .099  .141  .420  .191 -.020  .148  .358  .039  .046  .191  .167 1.000
  .322  .071  .347  .124  .013  .004  .203  .016  .001  .021  .042 -.012  .097  .261  .464  .264  .125 1.000
  .064  .623  .589  .537  .509  .556  .056  .039  .004  .066  .427 -.001 -.028  .036  .116  .513  .197  .157 1.000
  .234  .073  .047 -.012  .192 -.005  .206  .695  .342  .070  .031  .529 -.034  .049  .218  .062  .472  .108  .055 1.000

   Var1         0.21615     0.19605    -0.03249     0.15641     0.01730     0.55032     0.00794
   Var2        -0.10230    -0.09208     0.85093     0.06090    -0.10265    -0.01859     0.21330
   Var3         0.22833     0.15761     0.64618    -0.13840     0.29998    -0.07140     0.21413
   Var4        -0.05194     0.00285     0.58776    -0.03908     0.06820     0.39827    -0.12353
   Var5         0.31859    -0.02134     0.62704     0.11286    -0.02374     0.03832    -0.17349
   Var6         0.25528    -0.05031     0.68026    -0.06084     0.04209    -0.07107    -0.07967
   Var7         0.08872     0.05409    -0.15603     0.08325     0.84198    -0.08264     0.06738
   Var8         0.04931    -0.11310    -0.01162     0.77119     0.07053     0.12694     0.09878
   Var9         0.80978    -0.02361    -0.00033     0.14495     0.02506     0.05066    -0.04866
   Var10        0.57567    -0.04470     0.06641    -0.11481     0.04545     0.03381     0.09678
   Var11       -0.21585    -0.08990     0.36596     0.00654     0.57553     0.22164    -0.17716
   Var12       -0.00135    -0.07678    -0.00798     0.62470     0.01697    -0.05366     0.07761
   Var13        0.00451    -0.07434    -0.06352    -0.05669    -0.01065     0.77659     0.05812
   Var14        0.00551     0.07511    -0.02492     0.00636    -0.02664     0.87349     0.03909
   Var15       -0.03406     0.16002     0.10055     0.13363     0.03743     0.14756     0.69480
   Var16       -0.05581     0.10588     0.61685     0.00594     0.00354     0.12704     0.16409
   Var17       -0.05866     0.08906     0.14969     0.55425     0.02128    -0.03689    -0.03486
   Var18       -0.02922     0.96019     0.00035    -0.00715     0.00021     0.03115     0.02462
   Var19       -0.09827     0.11850     0.81515     0.05920     0.00265    -0.07949    -0.12424
   Var20        0.03461     0.07858     0.00420     0.86568    -0.00327    -0.07025    -0.03689
20 MVs : 7 factors, RMSEA = 0.090, high communalities

 1.000
  .221 1.000
  .441  .518 1.000
 -.003 -.016  .040 1.000
  .131  .458  .129  .004 1.000
  .355  .126  .201 -.001  .009 1.000
  .381  .007  .237  .165 -.001  .009 1.000
  .205  .144  .104  .036  .015  .279  .029 1.000
  .101  .086  .188  .331  .110  .031  .153  .052 1.000
  .411  .148  .176  .078  .021  .476  .208  .668  .047 1.000
  .059  .181  .049  .030  .004 -.008 -.015  .557  .037  .463 1.000
  .148  .224  .067  .010 -.048  .028  .131  .633 -.017  .530  .679 1.000
  .241  .525  .366  .203  .121  .062  .027  .526  .129  .452  .573  .565 1.000
  .209  .130  .166  .459  .388  .403  .033  .304  .282  .278  .056  .026  .104 1.000
  .366  .447  .448  .036  .095  .398  .107  .500  .024  .528  .407  .414  .595  .206 1.000
  .116  .156  .009 -.035 -.022  .025  .016  .543  .058  .466  .670  .641  .559 -.058  .385 1.000
  .550  .106  .365  .025  .047 -.018  .627  .036  .252  .190 -.002  .124  .041  .072  .116 -.016 1.000
  .046  .305  .038  .078  .690  .016  .005  .093  .208 -.016  .042 -.004  .005  .450 -.037 -.021  .102 1.000
  .031  .061  .254 -.033  .102  .006  .024  .043  .562 -.037  .053 -.041 -.020  .113  .025  .039  .231  .210 1.000
  .459  .053  .191  .026  .024  .027  .613  .066  .024  .289  .149  .229  .055 -.037  .115  .122  .685  .018  .011 1.000

   Var1        -0.02435    -0.04315    -0.05800     0.53472     0.35028     0.01091     0.24302
   Var2         0.03823    -0.04972    -0.05386    -0.02900    -0.05787     0.30904     0.75217
   Var3        -0.16278     0.20697     0.00321     0.20748     0.15125    -0.08696     0.67906
   Var4        -0.02983    -0.01424     0.97415     0.01859    -0.04060    -0.03614     0.00253
   Var5        -0.05073    -0.06057    -0.05802     0.00591    -0.02376     0.80879     0.19164
   Var6        -0.06967    -0.00899    -0.05201    -0.06303     0.81901    -0.04092     0.06540
   Var7        -0.02257    -0.04430     0.13823     0.74196    -0.03463    -0.03357    -0.02722
   Var8         0.72613     0.04927    -0.01264    -0.03797     0.33529     0.05548    -0.06293
   Var9         0.03002     0.63098     0.29182     0.05636    -0.02093     0.02907     0.03166
   Var10        0.54681    -0.07035     0.01988     0.19281     0.50027    -0.03380    -0.02400
   Var11        0.83128     0.05218     0.00283    -0.02795    -0.10340     0.02838     0.00756
   Var12        0.82056    -0.05860    -0.01871     0.12712    -0.06112    -0.00255     0.00888
   Var13        0.56422    -0.03386     0.19426    -0.07496    -0.07888    -0.04490     0.55607
   Var14       -0.01153     0.08063     0.40388    -0.03932     0.48959     0.42152    -0.07453
   Var15        0.32819    -0.01534    -0.00391     0.00498     0.34733    -0.09118     0.48475
   Var16        0.80884     0.05222    -0.06144    -0.02751    -0.08625    -0.03703     0.01498
   Var17       -0.04835     0.15964    -0.02892     0.86477    -0.04279     0.03026     0.04312
   Var18        0.04372     0.08906     0.00014     0.03482    -0.02697     0.86732    -0.07753
   Var19        0.04354     0.87907    -0.10371    -0.01151    -0.01418     0.01712     0.00414
   Var20        0.11334    -0.10691    -0.01866     0.83169    -0.05978     0.02662    -0.07078
20 MVs : 7 factors, RMSEA = 0.090, low communalities

 1.000
  .131 1.000
  .012  .049 1.000
 -.029  .070  .254 1.000
  .075  .167  .044 -.034 1.000
  .052  .462  .078  .091  .256 1.000
  .016  .117  .009  .081  .011  .031 1.000
  .178  .105  .059  .266  .108 -.041  .106 1.000
  .164  .390  .019  .166  .015  .205  .159  .062 1.000
  .072  .183  .260  .065  .012 -.008  .168  .089  .150 1.000
  .043  .376 -.065  .168  .102  .352 -.012  .031  .227 -.020 1.000
  .452  .296 -.128  .025  .029  .185  .184  .182  .037  .213  .077 1.000
  .122  .073  .119  .061  .269 -.033  .157  .213  .066  .299  .028  .170 1.000
  .187 -.081  .047  .087 -.087 -.112  .156  .175  .226  .138  .011  .026  .075 1.000
  .140  .222  .174  .175  .051  .178 -.040  .087  .156  .263 -.006  .330  .073  .138 1.000
 -.044  .149  .118  .196  .170  .171  .051 -.032  .123  .080  .236 -.068  .218  .135  .012 1.000
  .167  .176  .016  .179  .119  .061  .234  .431  .134 -.034 -.029  .271  .009  .086  .078  .047 1.000
  .097  .037 -.042 -.049  .367  .142  .098  .100  .029  .052 -.054  .040  .168  .042  .206  .090  .170 1.000
  .045  .432  .160  .301  .144  .400  .026  .101  .280  .078  .388  .052 -.031  .030  .207  .205  .175 -.008 1.000
  .105  .111  .086 -.044  .431  .121 -.076 -.015  .207  .052  .004  .002  .146  .079  .082  .236  .166  .213  .095 1.000

   Var1        -0.09162     0.07011     0.15050     0.42857     0.06546     0.04790     0.00778
   Var2         0.49800     0.09171     0.20956     0.20534     0.02239    -0.03077     0.05040
   Var3         0.08065    -0.03004    -0.08037    -0.24098     0.04015     0.16708     0.46829
   Var4         0.27761    -0.24302     0.01866    -0.11773     0.25256     0.17203     0.23724
   Var5         0.11754     0.72985    -0.07589    -0.04272     0.04023     0.12866    -0.03477
   Var6         0.55128     0.24581     0.02155     0.12451    -0.07606    -0.18167     0.07929
   Var7        -0.01503    -0.08053     0.13040     0.12188     0.21824     0.20416    -0.07894
   Var8         0.02068    -0.06515    -0.03464     0.02832     0.51009     0.25809     0.02534
   Var9         0.02075    -0.00816     0.99652    -0.02641     0.00300     0.00412    -0.00702
   Var10       -0.04119    -0.05255     0.09675     0.14775    -0.12155     0.34238     0.35972
   Var11        0.66661    -0.05676     0.05798     0.03855    -0.07594     0.09471    -0.19937
   Var12        0.02839    -0.03551    -0.03654     0.98437     0.04914     0.03302     0.02246
   Var13       -0.03907     0.18642     0.02225     0.10384    -0.04281     0.67686    -0.00268
   Var14       -0.15575    -0.11333     0.23617    -0.03096     0.11570     0.17321     0.12602
   Var15       -0.00359     0.07593     0.05953     0.24120    -0.05336    -0.08337     0.59124
   Var16        0.29083     0.12967     0.00915    -0.14929     0.02521     0.26246     0.01805
   Var17       -0.01509     0.06908     0.02120     0.07240     0.84479    -0.07772    -0.03485
   Var18       -0.13069     0.48149     0.00327    -0.02423     0.11301     0.01755     0.11936
   Var19        0.62310    -0.00987     0.04496    -0.09220     0.14083    -0.05542     0.20303
   Var20       -0.07909     0.53944     0.18016    -0.05983     0.06272     0.01084     0.06125
20 MVs : 7 factors, RMSEA = 0.090, wide communalities

 1.000
  .508 1.000
  .359 -.028 1.000
  .256  .424 -.035 1.000
 -.040  .044  .133  .192 1.000
  .064  .027  .008  .054  .236 1.000
  .263  .310  .117 -.037 -.024  .024 1.000
  .013  .007  .021  .253  .096  .134  .079 1.000
  .311  .347  .068  .067  .282  .152  .408  .093 1.000
  .359  .417  .072  .004  .038  .096  .597 -.039  .501 1.000
 -.001  .064  .045  .207  .463  .425  .088  .241  .253  .064 1.000
 -.007  .016 -.066 -.059  .266  .503  .074  .011  .166  .105  .537 1.000
  .566  .516  .182  .370 -.069  .031 -.005  .033  .022  .005  .062 -.005 1.000
  .288  .276  .009  .118  .001  .113  .302 -.075  .332  .418  .024  .084  .021 1.000
  .284  .438  .051  .061  .096 -.003  .445  .068  .614  .599  .041  .017  .033  .403 1.000
  .036 -.019  .187 -.033  .166  .175  .005  .011  .194 -.016  .142  .177 -.030  .144  .267 1.000
  .296  .434 -.007  .423  .060  .095 -.034  .086 -.024 -.006  .141 -.005  .495  .039  .008 -.069 1.000
  .260  .333  .086  .358  .150  .042  .041  .165  .176  .067  .017 -.015  .338  .098  .265  .373  .428 1.000
  .033  .066 -.006  .116  .502  .377  .025  .068  .140  .060  .586  .483  .072 -.066 -.040  .201  .116 -.049 1.000
  .106  .010  .112  .043  .162  .106  .074  .051  .095  .092  .000 -.046  .050  .044  .195  .362  .042  .332  .096 1.000

   Var1         0.00822    -0.06689     0.26487    -0.01826     0.48314     0.49199    -0.07528
   Var2        -0.00587     0.02630     0.40444    -0.05504     0.69150    -0.12251    -0.10227
   Var3        -0.09048     0.13390    -0.01125     0.10736    -0.07067     0.69009     0.05537
   Var4        -0.01623     0.14052    -0.03782    -0.05521     0.57447    -0.10231     0.27861
   Var5         0.04855     0.98994     0.00785    -0.01929    -0.01731     0.03608    -0.02349
   Var6         0.57662    -0.03059     0.01914     0.10299     0.02701     0.01365     0.04561
   Var7         0.08081    -0.10889     0.67148    -0.10062    -0.08966     0.11397     0.08080
   Var8         0.09448    -0.07366     0.05887    -0.04103    -0.00726     0.05152     0.65762
   Var9         0.08797     0.16593     0.66748     0.07427    -0.01937     0.03855     0.06851
   Var10        0.06293    -0.01612     0.81634    -0.12453    -0.02054     0.05058    -0.07642
   Var11        0.70858     0.12055     0.03983    -0.01822     0.03548     0.00173     0.25182
   Var12        0.74765    -0.03818     0.04600     0.08965    -0.02310    -0.07621    -0.10202
   Var13        0.07094    -0.10163    -0.15004    -0.00343     0.77327     0.24006    -0.04694
   Var14        0.02094    -0.04649     0.47906     0.09663     0.06311    -0.01500    -0.09017
   Var15       -0.12344     0.03571     0.78424     0.21589     0.02542    -0.07517     0.05231
   Var16        0.11883    -0.03078     0.01198     0.88835    -0.06626     0.04415    -0.03887
   Var17        0.05421     0.01576    -0.13399    -0.02847     0.69896    -0.08309     0.09389
   Var18       -0.18857     0.09682     0.03635     0.44216     0.47122    -0.05041     0.18563
   Var19        0.61737     0.25790    -0.06880     0.05228     0.08171     0.00044    -0.07309
   Var20       -0.10931     0.12064     0.06051     0.39192     0.02305     0.09020     0.05412
20 MVs : 7 factors, RMSEA = 0.025, high communalities

 1.000
  .042 1.000
  .016  .630 1.000
  .060 -.005  .008 1.000
 -.020  .678  .690 -.003 1.000
  .399  .216  .234  .025  .231 1.000
  .408  .044  .148  .080  .022  .247 1.000
 -.004  .521  .516  .039  .558  .073  .023 1.000
  .033  .050  .035 -.010  .016  .018  .004  .372 1.000
  .018  .095  .085  .666  .083  .049  .030  .086  .014 1.000
  .690  .073  .053  .064  .035  .460  .458  .007  .021  .036 1.000
  .643  .027  .020  .089 -.014  .414  .436  .006  .072  .053  .710 1.000
  .172  .024 -.021  .571 -.009  .076  .136  .243  .398  .523  .196  .217 1.000
  .015  .061  .235  .080  .083  .012  .481  .069  .019  .056  .028  .010  .064 1.000
  .035  .009  .198  .025  .011  .093  .541  .020  .020  .000  .041  .049  .010  .679 1.000
  .005  .053  .047  .659  .074  .058  .040  .036 -.016  .626  .036  .038  .519  .096  .035 1.000
  .060  .067  .134  .009  .060  .139  .311  .276  .493  .024  .060  .067  .323  .392  .430  .040 1.000
  .024 -.006 -.009  .023 -.011 -.018 -.022 -.004  .007  .028 -.011 -.015 -.020  .143  .000  .051  .062 1.000
  .029 -.018  .143  .035 -.021 -.008  .478 -.010  .004  .030  .031  .023  .015  .667  .672  .033  .363  .302 1.000
  .002  .019 -.004  .633 -.005 -.025  .027  .033  .008  .590  .021  .031  .497  .127 -.002  .603  .035  .367  .174 1.000

   Var1        -0.03025    -0.01990    -0.02147     0.79074    -0.00635     0.04060     0.02725
   Var2         0.00767    -0.04809     0.78724     0.03576    -0.03630     0.01595     0.01935
   Var3        -0.00241     0.16771     0.79495    -0.01381    -0.06528    -0.02044     0.05459
   Var4         0.84982     0.02779    -0.02614     0.01982    -0.06663    -0.07556    -0.03109
   Var5         0.01221    -0.04240     0.86024    -0.03299    -0.06606     0.00524     0.06588
   Var6         0.03697    -0.06940     0.13556     0.33224     0.09295     0.02958     0.56771
   Var7         0.00175     0.60479     0.01722     0.48972    -0.03466    -0.11005    -0.05042
   Var8        -0.00611    -0.05479     0.67724     0.01062     0.34310    -0.00776    -0.18751
   Var9        -0.05431    -0.09204     0.01676    -0.00038     0.79167     0.02281    -0.05846
   Var10        0.79564    -0.01109     0.06789    -0.03715    -0.03949    -0.04670     0.02670
   Var11       -0.00635    -0.01609     0.02043     0.86196    -0.03155     0.01162     0.05087
   Var12        0.01229    -0.01633    -0.02665     0.80927     0.01752    -0.00494     0.02488
   Var13        0.63660    -0.05317    -0.03883     0.16615     0.44661    -0.08669    -0.09493
   Var14        0.05261     0.79574     0.08259    -0.03722     0.00933     0.04111    -0.04151
   Var15       -0.00677     0.86377    -0.01802    -0.05804     0.04823    -0.12237     0.09521
   Var16        0.81027     0.01509     0.01702    -0.06976    -0.04145    -0.02838     0.09732
   Var17       -0.01811     0.37000    -0.00200    -0.06034     0.66739     0.02365     0.15143
   Var18       -0.00300     0.02857    -0.00164     0.02527     0.02610     0.84791     0.01089
   Var19       -0.00570     0.80253    -0.02051    -0.00101    -0.00459     0.23452    -0.05860
   Var20        0.74367     0.02440    -0.01172    -0.00972    -0.03576     0.34530    -0.05242
20 MVs : 7 factors, RMSEA = 0.025, low communalities

 1.000
  .062 1.000
  .124  .026 1.000
  .052 -.005  .019 1.000
  .131  .224  .169  .236 1.000
  .025  .157  .035  .170  .236 1.000
  .267  .022  .141  .069  .105  .026 1.000
  .073  .057  .289  .009  .083  .091  .050 1.000
  .095  .034  .039  .090  .028  .091  .172  .026 1.000
  .029  .022  .094  .171 -.010  .003  .095  .084  .166 1.000
  .043  .015  .063  .307  .249  .196  .029  .045  .075  .045 1.000
  .286  .028  .151  .098  .204  .039  .224  .061  .036  .006  .130 1.000
  .056  .008  .009  .294  .215  .138  .022  .024  .032  .045  .410  .070 1.000
  .075  .136  .299  .021  .138  .072  .030  .266  .097  .102  .001  .015 -.021 1.000
 -.001 -.012  .110  .278  .230  .189 -.015  .067 -.024  .036  .386  .078  .331  .053 1.000
  .084  .044  .245  .074  .075  .008  .108  .184  .162  .217  .051  .088  .007  .243  .050 1.000
  .275  .026  .281  .159  .243  .112  .218  .205  .140  .080  .205  .275  .143  .171  .210  .176 1.000
  .105  .089 -.006  .044  .074  .161  .035  .157  .210  .057 -.003  .035 -.011  .112  .014  .063  .164 1.000
  .295  .019  .254  .091  .165  .010  .241  .118  .023  .100  .064  .286  .005  .081  .073  .163  .299  .033 1.000
  .081  .120  .145  .119  .173  .182 -.026  .294 -.005  .067  .112  .055  .101  .195  .114  .116  .179  .202  .024 1.000

   Var1        -0.07509    -0.07679     0.01820     0.57046     0.09096     0.02270    -0.01462
   Var2        -0.17484    -0.01484     0.00648    -0.04725     0.06171     0.48541     0.03156
   Var3         0.01882     0.63797     0.01126     0.10021    -0.03036     0.01926     0.00100
   Var4         0.43421    -0.12607     0.00246     0.05669     0.00884     0.09356     0.23830
   Var5         0.18774     0.07877    -0.01873     0.12158    -0.03207     0.52726    -0.05420
   Var6         0.18451    -0.06531     0.07800    -0.05403     0.19915     0.27162    -0.04834
   Var7        -0.06457     0.00686     0.13267     0.43813    -0.09492     0.02711     0.06462
   Var8         0.00404     0.33580    -0.03946     0.01269     0.39620    -0.06709     0.02582
   Var9         0.01307     0.01696     0.82240    -0.00601    -0.01079    -0.00374     0.01159
   Var10        0.01946     0.00390     0.02520     0.00645     0.00942    -0.03002     0.61186
   Var11        0.65836     0.00470     0.06049     0.00479    -0.01313     0.01650    -0.02235
   Var12        0.05462    -0.00713    -0.03224     0.51831    -0.02622     0.05371    -0.04913
   Var13        0.58686    -0.07454     0.00365    -0.00844     0.00822     0.01304     0.01926
   Var14       -0.09502     0.42451     0.07321    -0.10255     0.16233     0.15992     0.07464
   Var15        0.58854     0.09607    -0.05190    -0.04075     0.02806     0.00280    -0.01200
   Var16       -0.01852     0.30900     0.10365     0.04040     0.02642     0.01266     0.25309
   Var17        0.19805     0.17091     0.07680     0.41282     0.17340    -0.03211    -0.03538
   Var18       -0.07288    -0.15044     0.18307     0.09549     0.45360     0.03670    -0.00678
   Var19       -0.02637     0.13645    -0.07926     0.52556    -0.06678     0.01427     0.09699
   Var20        0.08653     0.06097    -0.10412    -0.01819     0.50494     0.08854     0.05393
20 MVs : 7 factors, RMSEA = 0.025, wide communalities

 1.000
  .048 1.000
  .294  .169 1.000
  .086  .191  .060 1.000
 -.018 -.018 -.020  .274 1.000
  .117  .002  .109  .253  .181 1.000
  .031  .043  .029  .391  .244  .236 1.000
  .104  .076  .076  .518  .217  .294  .434 1.000
  .227  .062  .230  .148 -.026  .044 -.005  .138 1.000
  .048  .089  .265  .031 -.006  .021 -.009  .085  .091 1.000
  .068  .581  .116  .258 -.007  .043  .051  .171  .106  .153 1.000
 -.004  .085 -.014  .346  .346  .173  .288  .245 -.028  .007  .080 1.000
  .040  .301  .509  .149  .007  .041  .072  .107  .137  .250  .192  .035 1.000
  .157  .441  .021  .288  .001  .008  .060  .249  .240  .090  .537  .055  .061 1.000
  .014  .023  .027  .432  .381  .281  .391  .355 -.018 -.005  .054  .426  .052  .010 1.000
  .038  .059  .269  .056  .038  .037  .012  .063  .100  .264  .136  .017  .307 -.002  .025 1.000
  .004  .144  .220  .343  .279  .179  .303  .258  .029  .109  .076  .332  .298  .032  .431  .144 1.000
  .199  .467  .173  .304  .141  .112  .143  .167  .133  .043  .591  .219  .055  .440  .233  .067  .187 1.000
  .086  .017  .014  .438  .376  .213  .297  .404  .113  .012  .063  .399  .037  .176  .465  .027  .348  .215 1.000
  .005  .039 -.005  .403  .390  .198  .281  .272 -.006  .019  .039  .446  .032  .006  .495  .045  .391  .217  .440 1.000

   Var1        -0.06363     0.01646     0.53334    -0.16578     0.06992     0.15879    -0.07299
   Var2        -0.03035     0.57943    -0.03300     0.37559    -0.04313     0.07788    -0.16569
   Var3        -0.05451     0.03148     0.65649     0.27695     0.01307    -0.06704     0.12838
   Var4         0.30735     0.10340    -0.01803     0.08691     0.43557     0.12109    -0.04353
   Var5         0.56335    -0.02178    -0.04394    -0.04182    -0.00255    -0.01625     0.03901
   Var6         0.06599     0.03321     0.15619    -0.09034     0.36358    -0.16025    -0.00789
   Var7         0.11431     0.00892     0.00698     0.04794     0.53831    -0.18526    -0.12333
   Var8        -0.01498    -0.00945     0.00797    -0.01730     0.79103     0.06292     0.04317
   Var9         0.01344    -0.07455     0.30256    -0.00217     0.03342     0.38846     0.07313
   Var10        0.02513     0.10489     0.05395     0.07715     0.00844     0.04990     0.41594
   Var11       -0.09116     0.82812    -0.09160     0.03881     0.09051     0.05720     0.12516
   Var12        0.60193     0.06629    -0.06197     0.02556     0.00233    -0.02708    -0.03300
   Var13        0.04027    -0.01261     0.15062     0.69740     0.02782     0.01014     0.14969
   Var14       -0.02598     0.38900    -0.02609     0.03679     0.10517     0.52472    -0.06242
   Var15        0.57506     0.04754     0.01218    -0.01574     0.20262    -0.16162    -0.04489
   Var16        0.09151     0.12878     0.05224     0.07292    -0.02204    -0.04568     0.49223
   Var17        0.51501    -0.00256     0.06328     0.29747     0.05363    -0.07646     0.00974
   Var18        0.20665     0.73452     0.22257    -0.15689    -0.04533     0.00142    -0.06927
   Var19        0.62652    -0.09843     0.02111    -0.03373     0.11835     0.24791     0.01558
   Var20        0.71594     0.02626    -0.04277    -0.01321    -0.02058    -0.03373     0.02630