Population matrices and factor solutions

Population correlation matrices and factor solutions used in:

MacCallum, R. C., Widaman, K. F., Preacher, K. J., & Hong, S. (2002). Sample size in factor analysis: The role of model error. Multivariate Behavioral Research, 36(4), 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 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

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

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

20 MVs : 3 factors, RMSEA = 0.090, high communalities

20 MVs : 3 factors, RMSEA = 0.090, low communalities

20 MVs : 3 factors, RMSEA = 0.090, wide communalities

20 MVs : 3 factors, RMSEA = 0.025, high communalities

20 MVs : 3 factors, RMSEA = 0.025, low communalities

20 MVs : 3 factors, RMSEA = 0.025, wide communalities

20 MVs : 7 factors, RMSEA = 0.065, high communalities

20 MVs : 7 factors, RMSEA = 0.065, low communalities

20 MVs : 7 factors, RMSEA = 0.065, wide communalities

20 MVs : 7 factors, RMSEA = 0.090, high communalities

20 MVs : 7 factors, RMSEA = 0.090, low communalities

20 MVs : 7 factors, RMSEA = 0.090, wide communalities

20 MVs : 7 factors, RMSEA = 0.025, high communalities

20 MVs : 7 factors, RMSEA = 0.025, low communalities

20 MVs : 7 factors, RMSEA = 0.025, wide communalities

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