$BB?JQNL2r@O(B(3) : $B

$BE}7W%b%G%k2r@OFCO@(BI/II : $BBh(B07$B2s(B (11/24/20)

  1. $B@h=5$N%l%]!<%H$+$i(B: 74$BL>(B

  2. $B $B!!$$$/$D$+(B(p$B8D(B)$B$NJQNL$NCM$r>pJs$NB;<:$r$G$-$k$@$1>/$J$/$7$F!"(B $B>/?tJQNL(B(m$B8D!"(Bm$B!c(Bp)$B$NAm9gE*;XI8(B($BI>u$rAm9g$7$?Am9gE*$J=E>IEY!"(B $B2A(B $BEy$r5a$a$?$$$H$$$C$?>l9g$KMQ$$$i$l$k!#(B p$BJQNL(B(p$B/$5$;$k(B(reduce)$BJ}K!$H8@$&$3$H$b$G$-!"(B $BB?JQNL%G!<%?$rMWLs$9$kM-NO$JJ}K!$G$"$k!#(B
    $B!!N>lLL$G$OCm0U$,I,MW$G$"$k!#0c$$$K>GE@$rEv$F$J$,$i@bL@$9$k!#(B

  3. 2$BJQNL$N>l9g$N
  4. $BDj<02=(B :

  5. SAS$B%W%m%0%i%`(B : PCA0701.sas

  6. $B=PNO7k2L(B : SAS_out0701a.txt , Results_PCA0701.pdf
    
                                         Monday, November 16, 2020 10:34:37 PM  26
            Plot of shintyou*taijyuu.  Legend: A = 1 obs, B = 2 obs, etc.
         shintyou |
                  |
              190 +
                  |
                  |                                 A
                  |                             A   A
                  |                            B    A A            A
              180 +                       A A  C  C   AAA        A
                  |                           B A  BA B    A             A
                  |                         ABAAA B B BA  AA
                  |                      A     B B  BAAB    A  A   A
                  |                         A   DA    CA
              170 +                         C BD EC AA  A         A
                  |                      ABAC AAA D
                  |                    C   AB AAA
                  |                   A  C  A  A  A
                  |                   AA  B     A   A
              160 +                    BCCA  AA
                  |                   A AAA
                  |                A AABAA      A
                  |                  AA     A
                  |            A   A
              150 +                   A
                  |                 A
                  |                A
                  |
                  |
              140 +
                  |
                  ---+------------+------------+------------+------------+--
                    20           40           60           80           100
                                            taijyuu
    
                                         Monday, November 16, 2020 10:34:37 PM  27
    The PRINCOMP Procedure
    
    Observations         157
    Variables              2
    
               Simple Statistics
                  shintyou           taijyuu
    Mean       168.9630573       60.29745223
    StD          8.2893064       10.56333128
    
                 Covariance Matrix
                      shintyou           taijyuu
    shintyou        68.7126008        59.4152899
    taijyuu         59.4152899       111.5839678
    
    Total Variance    180.29656868
    
                Eigenvalues of the Covariance Matrix
            Eigenvalue    Difference    Proportion    Cumulative
       1    153.312081    126.327593        0.8503        0.8503
       2     26.984488                      0.1497        1.0000
    
                                         Monday, November 16, 2020 10:34:37 PM  28
    The PRINCOMP Procedure
                Eigenvectors
                     Prin1         Prin2
    shintyou      0.574732      0.818342
    taijyuu       0.818342      -.574732
    
                                         Monday, November 16, 2020 10:34:38 PM  29
            s
            h     t                  k      c
            i     a         j        o      a       t
            n     i   k     i        d      r       s       P        P
            t     j   y     t        u      r       u       r        r
     O  s   y     y   o     a        k      y       u       i        i
     b  e   o     u   u     k        a      e       w       n        n
     s  x   u     u   i     u        i      r       a       1        2
    
      1 F 146.7 41.0 85 $B<+Bp@8(B  10000 Vodafone  6000 -28.5872  -7.1279
      2 F 148.0 43.0 80 $B<+Bp@8(B  50000 DoCoMo    4000 -26.2034  -7.2135
      3 F 150.0 46.0 86         40000              . -22.5989  -7.3011
      4 F 151.7 41.5 80 $B<+Bp@8(B  35000              . -25.3044  -3.3236
      5 F 152.0 35.0 77 $B<+Bp@8(B  60000 DoCoMo    2000 -30.4512   0.6577
      6 F 153.0 46.5 87 $B2<=I@8(B  10000              . -20.4655  -5.1334
      7 F 153.0 55.0 78 $B<+Bp@8(B  30000              . -13.5096 -10.0186
      8 F 154.4 44.0 75 $B<+Bp@8(B   9000 au        2000 -21.7067  -2.5509
      9 F 155.0 48.0 83 $B2<=I@8(B 180000              . -18.0885  -4.3588
     10 F 156.0 42.0 85 $B<+Bp@8(B      0 DoCoMo   15000 -22.4239  -0.0921
     11 F 156.0 46.0 82 $B<+Bp@8(B  10000 Vodafone  7000 -19.1505  -2.3910
     12 F 156.0 48.0 70 $B<+Bp@8(B  30000              . -17.5138  -3.5405
     13 F 156.0 49.0 85 $B<+Bp@8(B  25000              . -16.6955  -4.1152
     14 F 156.0 50.0 82 $B<+Bp@8(B  40000 Vodafone 10000 -15.8771  -4.6899
     15 M 156.0 61.0 90 $B<+Bp@8(B      0              .  -6.8754 -11.0120
    
                                         Monday, November 16, 2020 10:34:38 PM  30
               Plot of Prin2*Prin1.  Legend: A = 1 obs, B = 2 obs, etc.
       20 +                              |
          |                              |
          |                              |
          |                              |
          |                              |
          |                             A| A
          |                              |      A
       10 +                              |      A A
          |                         A   A|  AA C        AA
          |                              |B       B
    Prin2 |                 A   A        | AA  B   A A  A
          |                  B       B A |  A      A
          |              AA       BAA A B| A  B AAA A  A A
          |               A    B    AA   C AB      A  A A  A
        0 +A-------A-----AA---A---BA---A-A--E----A-AB-----------------------------
          |          A A  CC  A  A   A  A|AAAC    AA   A
          |     A  A  AA AA   B        A |  B      AAB       A
          |            AAA           A A |  B   B A B     A A
          |          A      A    A       |                               A
          | A  A  A                A  A  A           A      A        A
          |                              |
      -10 +                A             | A                   A
          |                       A      |
          |                              |
          |                              |                          A
          |                              |                      A              A
          |                              |
          |                              |
      -20 +                              |
          -+---------+---------+---------+---------+---------+---------+---------+
          -30       -20       -10        0        10        20        30        40
                                            Prin1
    
    

  7. $B2r
  8. $B4sM?N((B(Proportion) : $B$=$N<4$,$I$NDxEY@bL@NO$r;}$C$F$$$k$+(B :
  9. $B8GM-%Y%/%H%k(B(Eigenvectors) : $B$=$N<4$NFCD'$r<($7$F$$$k(B :
  10. $B
  11. $BBh(B1$B<4(B : $BA4BNE*$JBN3J$N;XI8!#?HD9$HBN=E$rB-$7$?$h$&$J;XI8!#(B
  12. $B$A$J$_$KBh(B2$B<4(B : $BA4BNE*$JBN3J$N;XI8$@$,!"BN=E$,Ii$K8z$/!#(B
  13. $B85$N;6I[?^$,2sE>$7$F$$$k$3$H$,H=$k$G$"$m$&$+(B?

  • 3$BJQNL0J>e$N
    1. $BDj<02=(B :
      • 2$BJQNL$N;~$N9M$(J}$r3HD%$7$?$b$N(B(p$BJQNL(B)
      • $B9g@.JQNL(B($B@~7A7k9g(B) : Exp1
      • $B$h$j9-$,$C$FB,Dj$G$-$k<4$K1h$&$H>pJsNL$,B?$$!#(B===> $B9-$,$j(B ===> $BJ,;6$r:GBg$K(B

        Exp2 $B!!!!(B($B@)Ls>r7o(B : Exp5 $B$N2<$G(B)

      • $B9g@.JQNL$NJ,;6$r:GBg2=$9$k<4$r7hDj$9$k!#(B

      • $B$h$/BeI=$9$k$h$&$K!"(BExp4,$B!D(B $B$r7h$a$k!#(B

    2. $B?HD9!"BN=E!"6;0O$G$NAm9g;XI8$r5a$a$F$_$h$&(B :

    3. SAS$B%W%m%0%i%`(B : PCA0702.sas

    4. $B=PNO7k2L(B : SAS_out0702a.txt , Results_PCA0702.pdf
      • $B3FJQNL$NJ?6Q!"I8=`JP:9!"6&J,;69TNs(B
      • $B8GM-CM!"HfN((B($B4sM?N((B)$B!"N_@Q4sM?N((B
      • $B8GM-%Y%/%H%k(B
      • $B $BBh(B1$B<4!ABh(B3$B<4$N;6I[?^(B

      
                                           Monday, November 16, 2020 10:39:12 PM  39
      The PRINCOMP Procedure
      
      Observations         157
      Variables              3
      
                          Simple Statistics
                    shintyou           taijyuu             kyoui
      Mean       168.9630573       60.29745223       85.87961783
      StD          8.2893064       10.56333128        9.08721093
      
                            Covariance Matrix
                        shintyou           taijyuu             kyoui
      shintyou        68.7126008        59.4152899        19.1188576
      taijyuu         59.4152899       111.5839678        42.4632811
      kyoui           19.1188576        42.4632811        82.5774024
      
      Total Variance    262.87397109
      
                  Eigenvalues of the Covariance Matrix
              Eigenvalue    Difference    Proportion    Cumulative
         1    175.861980    113.969485        0.6690        0.6690
         2     61.892495     36.772999        0.2354        0.9044
         3     25.119496                      0.0956        1.0000
      
                                           Monday, November 16, 2020 10:39:12 PM  40
      The PRINCOMP Procedure
                         Eigenvectors
                       Prin1         Prin2         Prin3
      shintyou      0.494028      -.430097      0.755614
      taijyuu       0.748683      -.231424      -.621222
      kyoui         0.442053      0.872616      0.207677
      
                                           Monday, November 16, 2020 10:39:13 PM  41
              s
              h     t                  k      c
              i     a         j        o      a       t
              n     i   k     i        d      r       s       P        P        P
              t     j   y     t        u      r       u       r        r        r
       O  s   y     y   o     a        k      y       u       i        i        i
       b  e   o     u   u     k        a      e       w       n        n        n
       s  x   u     u   i     u        i      r       a       1        2        3
      
        1 F 146.7 41.0 85 $B<+Bp@8(B  10000 Vodafone  6000 -25.8351  13.2736  -5.0170
        2 F 148.0 43.0 80 $B<+Bp@8(B  50000 DoCoMo    4000 -25.9057   7.8885  -6.3155
        3 F 150.0 46.0 86         40000              . -20.0193  11.5698  -5.4219
        4 F 151.7 41.5 80 $B<+Bp@8(B  35000              . -25.2009   6.6443  -2.5879
        5 F 152.0 35.0 77 $B<+Bp@8(B  60000 DoCoMo    2000 -31.2452   5.4017   1.0537
        6 F 153.0 46.5 87 $B2<=I@8(B  10000              . -17.7208  11.0364  -3.2580
        7 F 153.0 55.0 78 $B<+Bp@8(B  30000              . -15.3355   1.2157 -10.4074
        8 F 154.4 44.0 75 $B<+Bp@8(B   9000 au        2000 -24.2055   0.5414  -3.1392
        9 F 155.0 48.0 83 $B2<=I@8(B 180000              . -17.3780   6.3386  -3.5093
       10 F 156.0 42.0 85 $B<+Bp@8(B      0 DoCoMo   15000 -20.4919   9.0423   1.3890
       11 F 156.0 46.0 82 $B<+Bp@8(B  10000 Vodafone  7000 -18.8234   5.4987  -1.7189
       12 F 156.0 48.0 70 $B<+Bp@8(B  30000              . -22.6306  -5.4355  -5.4534
       13 F 156.0 49.0 85 $B<+Bp@8(B  25000              . -15.2512   7.4223  -2.9595
       14 F 156.0 50.0 82 $B<+Bp@8(B  40000 Vodafone 10000 -15.8286   4.5730  -4.2038
       15 M 156.0 61.0 90 $B<+Bp@8(B      0              .  -4.0567   9.0083  -9.3758
      
                                           Monday, November 16, 2020 10:39:13 PM  42
                 Plot of Prin2*Prin1.  Legend: A = 1 obs, B = 2 obs, etc.
         20 +                            |
            |                            |
            |          A                 |  A    A           A
            |              A A           |
            |          A   A  A AA   AA  | A  B     A                    A
            |      A   A    AAADC A   B A|  AAA      A
            |              AAA AAAB DAB CAB F AA AAB   AA      A
          0 +-----------A-----B-BB---A-AA+-BB--CCCC-AA--A-A------A------------------
            |               A       B    C ABC ADA  BA
            |            A    A        AACA B B  A         A
      Prin2 |                      B A   B   A    A A
            |                        A   A A   A
            |                     A      |
            |               A            |
        -20 +                            |
            |               A            |
            |                            |
            |                            |
            |                            |
            |                            |
            |                            |
        -40 +                            |
            |                            |A
            |                            |
            |           A                |
            |                            |
            |                            |
            |                            |
        -60 +                            |
            -+-------------+-------------+-------------+-------------+-------------+
            -40           -20            0            20            40            60
                                              Prin1
      
                                           Monday, November 16, 2020 10:39:13 PM  43
                 Plot of Prin3*Prin2.  Legend: A = 1 obs, B = 2 obs, etc.
         20 +                                                  |
            |                                                  |
            |                                                  |
            |                                                  |
            |                                                  |
            |                                                  |
            |                                           A      A
         10 +                                       A     A    |
            |                                        A      BA |
            |                                          A  A AB |
      Prin3 |                                        BAA  AAA  |  A  A
            |                                        A    BA A AD A  A
            |                                          A   B AAABDAA A
            |                                 A   A        AA A|BEBAA AAA   A
          0 +-----------------------------------------B-AB---AA+ABF-CAABB-----A-----
            |                                        A       AA|C ACAAA
            |                          A                AAA  ABBC  AAAB A A   A
            |                                                ABBAA AB
            |                                             AA   A   A A A   AA
            |                                                  AA  A
            |                                                  |    A
        -10 +                                                  |A       A
            |  A                                               |
            |                                                  |         A
            |                                             A    |
            |                                                  A
            |                                                  |
            |                                                  |
        -20 +        A                                         |
            -+---------+---------+---------+---------+---------+---------+---------+
            -50       -40       -30       -20       -10        0        10        20
                                              Prin2
      
                                           Monday, November 16, 2020 10:39:13 PM  44
                 Plot of Prin3*Prin1.  Legend: A = 1 obs, B = 2 obs, etc.
         20 +                            |
            |                            |
            |                            |
            |                            |
            |                            |
            |                            |
            |                            A       A
         10 +                        A   |    A
            |                            | A B       A
            |                      A     A  A   B
      Prin3 |                        A  AD      A B
            |                 AAB       A|  BA AA   B
            |                 AA    B    B AB BB A   A
            |      A       AA     C ABB B|A C A     A        A
          0 +---------------AA-ABBAAAA-A-A-AB-AA-C-BBA------------------------------
            |              AB  BB     A A| AAA   A
            |          AA   ABA  B      AAA BAAAA B     A
            |                 A A   A  A | A   ABA     A
            |          B A A        A A  |                     A A
            |                            |A       A     A
            |                            |  A
        -10 +                 A       A  |
            |           A                |
            |                            |                               A
            |                            |                 A
            |                            |                A
            |                            |
            |                            |
        -20 +                            |A
            -+-------------+-------------+-------------+-------------+-------------+
            -40           -20            0            20            40            60
                                              Prin1
      

    5. $B2r
    6. $B4sM?N((B : 2$B<4$^$G $B3F<4$N0UL#IU$1(B
      • $BBh(B1$B<4(B : $BA4BNE*$JBN3J$N0x;R!#FC$KBN=E$,8z$$$F$$$k!#(B
      • $BBh(B2$B<4(B : $BB@$5$N0x;R(B(?)$B!#6;0O$,@5$GBg$-$/!"?HD9$,Ii!#(B

      • $B$A$J$_$K!"Bh(B3$B<4(B : $B2ZTz$5$N0x;R(B(?)$B!#L5;k$7$F$bNI$$<4$G$"$k$,!#(B(9.6%)$B!#(B

  • $BAj4X9TNs$r;H$&M}M3(B

    1. $BAj4X9TNs$rMQ$$$FBN3J$NAm9g;XI8$r5a$a$F$_$h$&(B :

    2. SAS$B%W%m%0%i%`(B : PCA0703.sas

    3. $B=PNO7k2L(B : SAS_out0703a.txt , Results_PCA0703.pdf
      • $B3FJQNL$NJ?6Q!"I8=`JP:9!"Aj4X9TNs(B
      • $B8GM-CM!"HfN((B($B4sM?N((B)$B!"N_@Q4sM?N((B
      • $B8GM-%Y%/%H%k(B
      • $B $BBh(B1$B<4!ABh(B3$B<4$N;6I[?^(B

      
                                           Monday, November 16, 2020 10:41:50 PM  54
      The PRINCOMP Procedure
      
      Observations         157
      Variables              3
      
                          Simple Statistics
                    shintyou           taijyuu             kyoui
      Mean       168.9630573       60.29745223       85.87961783
      StD          8.2893064       10.56333128        9.08721093
      
                    Correlation Matrix
                    shintyou      taijyuu       kyoui
      shintyou        1.0000       0.6785      0.2538
      taijyuu         0.6785       1.0000      0.4424
      kyoui           0.2538       0.4424      1.0000
      
                  Eigenvalues of the Correlation Matrix
              Eigenvalue    Difference    Proportion    Cumulative
         1    1.93952761    1.16742579        0.6465        0.6465
         2    0.77210183    0.48373127        0.2574        0.9039
         3    0.28837056                      0.0961        1.0000
      
                                           Monday, November 16, 2020 10:41:50 PM  55
      The PRINCOMP Procedure
                         Eigenvectors
                       Prin1         Prin2         Prin3
      shintyou      0.597004      -.504531      0.623727
      taijyuu       0.651546      -.148678      -.743897
      kyoui         0.468053      0.850496      0.239964
      

    4. $B2r
    5. $B4sM?N((B : 2$B<4$^$G $B3F<4$N0UL#IU$1(B
      • $BBh(B1$B<4(B : $BA4BNE*$JBN3J$N0x;R!#(B
      • $BBh(B2$B<4(B : $BB@$5$N0x;R!#(B
    6. [$B:#2sNc$G$O(B] $BJ,;66&J,;69TNs$r;H$C$?$H$-$h$j$b(B $BBh(B1$B<4$N8GM-%Y%/%H%kF1;N$,6a$$CM$K$J$C$?!#$7$+$7!"<4$N2r

      $B!Z;29M![J,;66&J,;69TNs$HAj4X9TNs$r;H$C$?$H$-$N0c$$$r8+$F$_$?$1$l$P!"(B shintyou $B$N$_$r(B mm $BC10L$GB,Dj$7$?$H2>Dj$7$F!"(B 10$BG\$7$?$b$N$r%G!<%?$H$7$FN>

    7. SAS$B%W%m%0%i%`(B : PCA0704.sas
    8. $B=PNO7k2L(B : SAS_out0704a.txt , Results_PCA0704.pdf

  • $B
    $BL@3N$K7h$^$C$F$$$k$o$1$G$O$J$$$,!"0J2<$N$h$&$J4p=`$,0lHLE*$K(B $BMQ$$$i$l$F$$$k!#$^$?!"7k2L$N2re!"B?>/A}8:$5$;$k$3$H$b$"$k!#(B

    [$B%N%&%O%&(B] $B<4$NFC@-$rGD0.$9$k$K$O%i%$%s%^!<%+!<$,=EJu$9$k!#(B $B0l$D$N<4Fb$GBg$-$$(B($B$b$7$/$O>.$5$$(B)$B8GM-%Y%/%H%k$K%^!<%/$9$k$H!"(B $B2?$,%0%k!<%T%s%0$5$l$F$$$k$+$,M}2r$70W$/$J$k!#(B $B$?$@!":#=5$NNc<($G$O(B3$B<4$^$G$7$+=P8=$7$J$$$N$G!"$4Mx1W$O46$8$K$/$$$H$b;W$&!#(B $BB?JQNL(B($BNc$($P0J2<$NNcBj(BPCA/FA)$B$K$J$l$P$=$NM-8z@-$,M}2r$G$-$k$G$"$m$&!#(B

  • [$BNcBj(BPCA] $B?)IJ$NSO9%@-$rC5$C$F$_$h$&(B
    100$B.$5$$J}$+$i=g$K(B 15$B:M0J2e$N(B10$B72$r9=@.$7$F$$$k!#(B $B$^$?!"B,Dj<\EY$O!V(B1: $B$*$i$/?)$Y$k5$$,$7$J$$!W!"!V(B2: $B$b$76/@)$5$l$l$P?)$Y$k!W!"!D!"(B $B!V(B8: $B$$$D$b?)$Y$?$$!W!"!V(B9: $B$b$C$H$b9%$-$J?)IJ$KF~$k!W$^$G$N(B9$BCJ3,$G$"$j!"(B $B3F%0%k!<%W$4$H$K<\EY$NJ?6QCM$r

    1. $BAj4X9TNs$rMQ$$$FAm9g;XI8$r5a$a$F$_$h$&(B :

    2. SAS$B%W%m%0%i%`(B : PCA0705.sas

    3. $B=PNO7k2L(B : SAS_out0705a.txt , Results_PCA0705.pdf
                                         Thursday, November 19, 2020 12:34:23 PM  75
      
      Obs    X01    X02    X03    X04    X05    X06    X07    X08    X09    X10
      
        1   7.69   7.31   7.47   7.76   7.87   7.51   7.24   7.70   7.91   7.95
        2   6.59   5.56   6.21   6.04   5.81   6.64   6.11   6.53   6.44   6.64
        3   4.55   4.18   4.36   4.25   4.53   4.60   3.66   4.04   3.68   4.43
        4   6.78   6.11   6.30   5.98   5.56   6.37   6.29   5.43   5.32   5.28
        5   6.47   6.24   6.02   5.42   5.88   6.00   5.60   4.60   5.40   5.95
        6   6.96   6.81   6.91   6.48   6.23   7.09   7.27   7.13   6.86   7.36
        7   6.57   5.70   5.89   5.16   5.30   6.07   5.56   4.50   4.92   5.33
        8   7.32   6.95   6.02   4.98   4.88   6.82   6.40   5.53   5.61   5.33
        9   6.51   6.15   5.51   4.68   4.16   5.17   4.81   4.70   4.86   3.82
       10   6.86   6.05   5.85   6.14   6.75   6.71   5.39   5.42   6.03   6.59
      
                                         Thursday, November 19, 2020 12:34:23 PM  76
      The PRINCOMP Procedure
      
      Observations         100
      Variables             10
                                  Simple Statistics
                     X01           X02           X03           X04           X05
      Mean   6.038100000   5.784800000   5.947100000   5.669500000   5.640600000
      StD    1.239147389   1.034139939   0.825972699   0.915395124   0.884228614
      
                                  Simple Statistics
                     X06           X07           X08           X09           X10
      Mean   5.781300000   5.563900000   5.379400000   5.517400000   5.542100000
      StD    1.294327683   1.182607883   1.121124814   1.016264322   1.130856737
      
                                   Correlation Matrix
                                X01         X02         X03         X04         X05
      X01      M(-15)        1.0000      0.8708      0.5158      0.3701      0.1723
      X02      M(16-20)      0.8708      1.0000      0.7588      0.6043      0.4021
      X03      M(21-30)      0.5158      0.7588      1.0000      0.8524      0.7262
      X04      M(31-40)      0.3701      0.6043      0.8524      1.0000      0.8742
      X05      M(41-)        0.1723      0.4021      0.7262      0.8742      1.0000
      X06      F(-15)        0.9384      0.8207      0.5164      0.3580      0.2077
      X07      F(16-20)      0.8107      0.8381      0.6584      0.4875      0.3543
      X08      F(21-30)      0.6161      0.7095      0.6990      0.6199      0.5235
      X09      F(31-40)      0.5003      0.6470      0.7013      0.7207      0.7101
      X10      F(41-)        0.3298      0.4569      0.5584      0.6321      0.7479
      
                                         Thursday, November 19, 2020 12:34:23 PM  77
      The PRINCOMP Procedure
                            Correlation Matrix
                  X06         X07         X08         X09         X10
      X01      0.9384      0.8107      0.6161      0.5003      0.3298
      X02      0.8207      0.8381      0.7095      0.6470      0.4569
      X03      0.5164      0.6584      0.6990      0.7013      0.5584
      X04      0.3580      0.4875      0.6199      0.7207      0.6321
      X05      0.2077      0.3543      0.5235      0.7101      0.7479
      X06      1.0000      0.8888      0.7465      0.6215      0.4932
      X07      0.8888      1.0000      0.8949      0.7679      0.6415
      X08      0.7465      0.8949      1.0000      0.8528      0.7741
      X09      0.6215      0.7679      0.8528      1.0000      0.9112
      X10      0.4932      0.6415      0.7741      0.9112      1.0000
      
                  Eigenvalues of the Correlation Matrix
              Eigenvalue    Difference    Proportion    Cumulative
         1    6.82795512    5.06608201        0.6828        0.6828
         2    1.76187311    1.00742187        0.1762        0.8590
         3    0.75445124    0.49207487        0.0754        0.9344
         4    0.26237637    0.14082435        0.0262        0.9607
         5    0.12155202    0.02358655        0.0122        0.9728
         6    0.09796547    0.02586580        0.0098        0.9826
         7    0.07209967    0.02801926        0.0072        0.9898
         8    0.04408041    0.00832792        0.0044        0.9942
         9    0.03575249    0.01385842        0.0036        0.9978
        10    0.02189408                      0.0022        1.0000
      
                                         Thursday, November 19, 2020 12:34:23 PM  78
      The PRINCOMP Procedure
                                     Eigenvectors
                            Prin1       Prin2       Prin3       Prin4       Prin5
      X01    M(-15)      0.286033    -.446335    0.193512    0.428019    0.162365
      X02    M(16-20)    0.331337    -.239842    0.336063    0.022488    -.559594
      X03    M(21-30)    0.323345    0.166337    0.442291    -.436029    -.168594
      X04    M(31-40)    0.299329    0.358627    0.375366    0.063449    0.367912
      X05    M(41-)      0.260727    0.507209    0.127419    0.375425    0.146879
      X06    F(-15)      0.308635    -.407882    -.083695    0.267375    0.286866
      X07    F(16-20)    0.344271    -.252697    -.171400    -.295655    -.025050
      X08    F(21-30)    0.347877    -.032314    -.289087    -.507508    0.452377
      X09    F(31-40)    0.345636    0.164368    -.322236    0.040012    -.388944
      X10    F(41-)      0.303334    0.267273    -.522559    0.251270    -.190507
      
                                   Eigenvectors
                Prin6         Prin7         Prin8         Prin9        Prin10
      X01    -.016413      -.062138      -.038493      -.141617      0.668052
      X02    -.212367      0.479465      0.283325      -.013739      -.225064
      X03    0.476929      -.416354      0.136150      0.085922      0.163960
      X04    -.562491      -.066245      -.114301      0.403713      -.068344
      X05    0.385123      0.325310      -.167534      -.437833      -.148648
      X06    0.209878      -.335058      0.176137      0.090538      -.618107
      X07    0.137469      0.236104      -.762654      0.204382      -.046351
      X08    -.128390      0.256135      0.382983      -.303270      0.106863
      X09    -.387189      -.488821      -.161974      -.425188      -.030381
      X10    0.181955      0.100632      0.270185      0.543107      0.229904
      
                                         Thursday, November 19, 2020 12:34:24 PM  79
      
      Obs  X01  X02  X03  X04  X05  X06  X07  X08  X09  X10   Prin1    Prin2
        1 7.69 7.31 7.47 7.76 7.87 7.51 7.24 7.70 7.91 7.95  5.88693  1.44204
        2 6.59 5.56 6.21 6.04 5.81 6.64 6.11 6.53 6.44 6.64  1.65842  0.13686
        3 4.55 4.18 4.36 4.25 4.53 4.60 3.66 4.04 3.68 4.43 -4.44537 -0.34692
        4 6.78 6.11 6.30 5.98 5.56 6.37 6.29 5.43 5.32 5.28  0.72138 -0.63217
        5 6.47 6.24 6.02 5.42 5.88 6.00 5.60 4.60 5.40 5.95  0.15339 -0.18363
        6 6.96 6.81 6.91 6.48 6.23 7.09 7.27 7.13 6.86 7.36  3.65322  0.09908
        7 6.57 5.70 5.89 5.16 5.30 6.07 5.56 4.50 4.92 5.33 -0.65902 -0.78995
        8 7.32 6.95 6.02 4.98 4.88 6.82 6.40 5.53 5.61 5.33  0.76044 -1.96919
        9 6.51 6.15 5.51 4.68 4.16 5.17 4.81 4.70 4.86 3.82 -1.96687 -1.71968
       10 6.86 6.05 5.85 6.14 6.75 6.71 5.39 5.42 6.03 6.59  1.35649  0.51749
       11 7.04 6.03 6.53 6.02 6.68 6.78 5.91 6.26 5.76 5.95  1.76317  0.15476
       12 6.59 6.30 6.29 5.94 6.10 5.93 5.52 5.35 5.45 5.85  0.72383  0.14551
       13 5.93 4.76 5.09 5.51 5.79 5.49 4.97 4.69 5.30 5.61 -1.20892  0.34668
       14 7.00 6.31 6.82 6.26 5.26 6.69 6.27 5.94 5.78 5.26  1.42272 -0.75706
       15 6.63 5.47 5.54 4.88 4.70 5.89 4.64 4.43 4.00 3.98 -2.13183 -1.49511
      
      Obs   Prin3    Prin4    Prin5    Prin6    Prin7    Prin8    Prin9   Prin10
        1 -0.07682  0.40809  0.25348 -0.08404  0.00629  0.07518 -0.29432  0.07804
        2 -0.90098 -0.05516  0.42231 -0.06712 -0.42537  0.15924  0.03126  0.21633
        3 -0.55169  0.23782  0.37097  0.08301  0.22924  0.36927  0.13546 -0.13545
        4  0.55357 -0.08449  0.21583  0.10836 -0.04069 -0.30130  0.23414  0.03747
        5  0.21693  0.67993 -0.55569  0.43975  0.12407 -0.03449  0.20098  0.03292
        6 -0.63902 -0.35301 -0.06665  0.08296  0.01967  0.09429  0.27099  0.10991
        7  0.26301  0.42015 -0.16052  0.48267 -0.13359 -0.13508  0.28383  0.14238
        8  0.06701 -0.04720 -0.60733  0.05720  0.07830  0.10980 -0.04606  0.07099
        9  0.66740 -0.33431 -0.54215 -0.50605 -0.09164  0.28167 -0.34880  0.33721
       10 -0.17674  1.31452  0.21057  0.17171  0.08563  0.18324 -0.13665 -0.09062
       11  0.23456  0.33063  0.60092  0.58481  0.05801  0.16376 -0.43135  0.07070
       12  0.49777  0.35538 -0.09548  0.21636  0.19362  0.18252  0.04441  0.14858
       13 -0.53251  0.85212  0.41764 -0.06351 -0.06122 -0.26835 -0.02047  0.09838
       14  0.71704 -0.53272  0.19744 -0.12540 -0.54510  0.00683  0.21138  0.12406
       15  0.88751  0.23480  0.36191  0.24293 -0.09797  0.25997  0.00113  0.14547
      
                                         Thursday, November 19, 2020 12:34:24 PM  80
                 Plot of Prin2*Prin1.  Legend: A = 1 obs, B = 2 obs, etc.
          4 +                                        |
            |                                        |
            |                                        |
            |                                        |
            |                                        |
            |                              A        A|
            |                                        |A          A
          2 +                       A                |  A         A A
            |             A              A           A  A
            |                                        |A     A      A              A
      Prin2 |                     A    A      A     B|   A            A
            |             A            B  AA        A|                    A  A
            |       A              A  A A            AA     A A  B
            |                      A    A A    A   A |   A  A A A
          0 +----------------------------------A----A+--A----A---A-----AA-------A---
            |                  A     A               |A   A     A
            |             A            A     A       |   A    BA           A
            |                             A       A  | A B  AA
            |                          A             |         A     A
            |                             A          |     A          A      A
            |               A              A    A    |    A  A
         -2 +                             A      A  A|   A
            |                               A        |    A A
            |                               A        |
            |                                        |     A
            |                                        |
            |                                        |
            |                                   A    |
         -4 +                                        |
            -+---------+---------+---------+---------+---------+---------+---------+
            -8        -6        -4        -2         0         2         4         6
                                              Prin1
      
                                         Thursday, November 19, 2020 12:34:24 PM  81
                 Plot of Prin3*Prin2.  Legend: A = 1 obs, B = 2 obs, etc.
      Prin3 |                                        |
            |                                        |
          3 +                                        |
            |                                        |                       A
            |                                        |
            |                                        |    A
            |                       A                |                 A
          2 +                                        |         A
            |                                        |                A
            |                                        | A
            |                                        |     AA
            |                                   A    |
          1 +                                        |     AA
            |                         AA    AAA      |
            |                       A   A      A     |      A
            |   A                                  A |A   A
            |                  A    A     A  A AA  BBA AA         A  A AA A     A
          0 +-------------------AA-A-A-A-------------+-------------A----------------
            |                  A A           AAA     |    A   AA            A
            |                A         A A  A        A       A   A AA
            |                   A             A   B  |B A  A A A B       A
            |             B                    A     | A         A          A
         -1 +                                 A      AAA     B    A      A
            |                                        |
            |                                        |  A     A  A
            |                                        |  AA
            |                                        |
         -2 +                                        |
            |                                        |
            -+---------+---------+---------+---------+---------+---------+---------+
            -4        -3        -2        -1         0         1         2         3
                                              Prin2
      

    4. $B2r -->
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      • $B $B3F<4$N0UL#IU$1(B: $B;29M$^$G$K(B$B?)IJHV9f$G%W%m%C%H(B$B$7$F$_$k$H!#(B
        • $BBh(B1$B<4(B : $BA4BNE*$JSO9%EY9g$$!#(B
        • $BBh(B2$B<4(B : $BG/Np$K$h$kSO9%EY9g$$(B($B $BBh(B3$B<4(B : $B@-JL$K$h$kSO9%EY9g$$(B($BCK@-$@$H%W%i%9(B)$B!#(B


  • $B0x;RJ,@O(B: $B%b%G%k(B
    $B!!>e=R$Nl9g$O!"(B $B%G!<%?$N;6$i$P$jJ}(B($BJ,;6(B)$B$rB*$($F%G!<%?FC@-$rGD0.$9$k/$7M}2r$7$K$/$$$+$b$7$l$J$$$,(B)$B!#(B $B$3$N
    1. $BDj<02=(B
      • $BNc$($P!"(Bi$BHVL\$N3X@8$N(B3$B2JL\$N;n83@.@S(B Exp11 $B$,F@$i$l$F$$$?$H$9$k(B(i=1,2,$B!D(B,n)$B!#(B fi$B$r(Bi$BHVL\$N3X@8$NFCD'$rI=$9MWAG!"(Baj$B$r(Bj$BHVL\$N2JL\$NFCD'$rI=$9MWAG$H$7!"(B $B$=$l$i$,0J2<$N$h$&$J@Q$N7A$GI=8=$G$-$?$H$7$?$i!"3X@88D?M$H2JL\$NFC@-$,J,N%$G$-$k$3$H$K$J$k!#(B

        Exp11

      • Exp11

      • $B$3$3$G!"(B
        • $BB,DjBP>](B Exp12 : $B@.@S!"B,DjCM!"!D!#(B

        • $B6&DL0x;R(B($B@x:_JQNL(B) : Exp13 : $B0x;RF@E@(B($BB,DjITG=(B)$B!"8DBN$NFCD'IU$1!";6I[?^$K!"(Bi=1,2,3,$B!D(B,n.

        • $B0x;RIi2YNL(B($B@x:_JQNL(B) : Exp14 : $B0x;R$NFCD'IU$1!"(Bj=1,2,3,$B!D(B,p.

        • $BFH<+0x;R(B : Exp15 : $BJQF0!"8m:9(B

      • $B$$$/$D$+$N2>Dj(B : Exp14, Exp13, Exp15 $B$N2<$G!"$3$l$i$rK~$?$9(B Exp14, Exp13 $B$r5a$a$k!#(B

      • $B2sE>$NITDj@-(B: Exp21 $B$H$J$k2sE>9TNs(BT$B$rMQ$$$k$H!"(B

        Exp22

        $B!!!!(BExp22

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    2. p$B
    3. $B0x;R$N2r $B0x;R<4$N2sE>(B : $BD>8r2sE>!"(B

    4. $B0x;R?t$r;XDj$7$FJ,@O$r?J$a$kI,MW$,$"$k$?$a!"(B $BA0=hM}$d3NDj$7$?0x;R?t$K4p$E$/J,@OEy!"(B $B9T$-$DLa$j$D$N;n9T:x8m$,I,MW$J

    5. [$BNcBj(BFA] $B?)IJ$NSO9%@-$rC5$C$F$_$h$&(B

      1. $B$^$:$O0x;R?t$r7h$a$h$&(B
        • $B8GM-CM(B(Eigenvalue) : $BAj4X9TNs$N8GM-CM$N?6$kIq$$$+$i0x;R?t(B($B<4?t(B)$B$r7h$a$k!#(B

        • $B0x;R?t$N7hDj(B : $B2r@O
        • $B8GM-CM$NBg>.!"8:>/798~$+$i0x;R?t$r7h$a$k!#(B

      2. $B0x;R?t$N7h$aJ}$O!"
      3. $BN_@Q4sM?N((B(Cumulative)
      4. $B8GM-CM$NCM(B(Eigenvalue, Proportion)
      5. $B8GM-CM4V$N%.%c%C%W(B(Difference) $BEy(B

      6. SAS$B%W%m%0%i%`(B : FA0711.sas

      7. $B=PNO7k2L(B : SAS_out0711a.txt , Results_FA0711.pdf
                                            Tuesday, November 17, 2020 01:07:42 AM  12
        
        Obs    X01    X02    X03    X04    X05    X06    X07    X08    X09    X10
        
          1   7.69   7.31   7.47   7.76   7.87   7.51   7.24   7.70   7.91   7.95
          2   6.59   5.56   6.21   6.04   5.81   6.64   6.11   6.53   6.44   6.64
          3   4.55   4.18   4.36   4.25   4.53   4.60   3.66   4.04   3.68   4.43
          4   6.78   6.11   6.30   5.98   5.56   6.37   6.29   5.43   5.32   5.28
          5   6.47   6.24   6.02   5.42   5.88   6.00   5.60   4.60   5.40   5.95
          6   6.96   6.81   6.91   6.48   6.23   7.09   7.27   7.13   6.86   7.36
          7   6.57   5.70   5.89   5.16   5.30   6.07   5.56   4.50   4.92   5.33
          8   7.32   6.95   6.02   4.98   4.88   6.82   6.40   5.53   5.61   5.33
          9   6.51   6.15   5.51   4.68   4.16   5.17   4.81   4.70   4.86   3.82
         10   6.86   6.05   5.85   6.14   6.75   6.71   5.39   5.42   6.03   6.59
        
                                            Tuesday, November 17, 2020 01:07:42 AM  13
        The FACTOR Procedure
        
        Input Data Type                    Raw Data
        Number of Records Read                  100
        Number of Records Used                  100
        N for Significance Tests                100
        
                                            Tuesday, November 17, 2020 01:07:42 AM  14
        The FACTOR Procedure
        Initial Factor Method: Principal Components
        
        Prior Communality Estimates: ONE    
        
        Eigenvalues of the Correlation Matrix: Total = 10  Average = 1
        
                Eigenvalue    Difference    Proportion    Cumulative
           1    6.82795512    5.06608201        0.6828        0.6828
           2    1.76187311    1.00742187        0.1762        0.8590
           3    0.75445124    0.49207487        0.0754        0.9344
           4    0.26237637    0.14082435        0.0262        0.9607
           5    0.12155202    0.02358655        0.0122        0.9728
           6    0.09796547    0.02586580        0.0098        0.9826
           7    0.07209967    0.02801926        0.0072        0.9898
           8    0.04408041    0.00832792        0.0044        0.9942
           9    0.03575249    0.01385842        0.0036        0.9978
          10    0.02189408                      0.0022        1.0000
        
        2 factors will be retained by the MINEIGEN criterion.
        
                                            Tuesday, November 17, 2020 01:07:42 AM  15
        The FACTOR Procedure
        Initial Factor Method: Principal Components
        
                         Factor Pattern
                                  Factor1         Factor2
        X01      M(-15)           0.74741        -0.59244
        X02      M(16-20)         0.86579        -0.31836
        X03      M(21-30)         0.84491         0.22079
        X04      M(31-40)         0.78216         0.47602
        X05      M(41-)           0.68129         0.67325
        X06      F(-15)           0.80647        -0.54140
        X07      F(16-20)         0.89959        -0.33542
        X08      F(21-30)         0.90901        -0.04289
        X09      F(31-40)         0.90316         0.21817
        X10      F(41-)           0.79262         0.35477
        
        Variance Explained by Each Factor
           Factor1         Factor2
         6.8279551       1.7618731
        
                       Final Communality Estimates: Total = 8.589828
               X01             X02             X03             X04             X05
        0.90961791      0.85094991      0.76262367      0.83837129      0.91741340
        
               X06             X07             X08             X09             X10
        0.94352040      0.92177476      0.82814690      0.86329813      0.75411185
        
      8. $B2r
      9. $B8GM-CM(B(Eigenvalue) : $BAj4X9TNs$rMQ$$$?
      10. $BAj4X9TNs$rMQ$$$?[$B%3%a%s%H(B] $BM}2r$rFq$7$/$7$F$$$k0l$D$NM}M3$+$b$7$l$J$$(B
      11. $B%7%9%F%`B&$+$i$O0x;R?t$O(B2$B$@$HH=CG$5$l$?(B : $B8GM-CM$,(B1$B$h$jBg$-$$(B
      12. $B0x;RIi2YNL(B(Factor Pattern) : Exp14
      13. $B0x;RKh$NJ,;6(B(Variance explained by each factor) : $BAmJ,;6(B(10, $BJQNL?t$HEy$7$/$J$k(B)$B$N$I$l$@$1$r@bL@$7$F$$$k$+!#0x;RKh$N@bL@NL!#(B
      14. $B6&DL@-(B(Final Communality Estimates, $B&2(Baj^2) : $BJQ?tKh$N@bL@3d9g!#(B

      15. $B0x;R?t$N7hDj(B : $B2r@O
      16. $B8GM-CM$NJQ2=NL$+$i$9$k$H!"(B3 $B$G$bNI$5$=$&(B : 3 $B$H(B 4 $B$N4V$,6u$$$F$k(B
      17. $B0x;R?t$r(B 3 $B$H$7$F7W;;$7$F$_$h$&(B

    6. $B0x;R?t$r(B3$B$K;XDj$7$F2r@O$r?J$a$k(B
      1. SAS$B%W%m%0%i%`(B : FA0712.sas

      2. $B=PNO7k2L(B : SAS_out0712a.txt , Results_FA0712.pdf
                                            Tuesday, November 17, 2020 01:08:28 AM  17The FACTOR Procedure
        
        Input Data Type                    Raw Data
        Number of Records Read                  100
        Number of Records Used                  100
        N for Significance Tests                100
        
                                            Tuesday, November 17, 2020 01:08:28 AM  18
        The FACTOR Procedure
        Initial Factor Method: Principal Components
        
        Prior Communality Estimates: ONE    
        
        Eigenvalues of the Correlation Matrix: Total = 10  Average = 1
        
                Eigenvalue    Difference    Proportion    Cumulative
           1    6.82795512    5.06608201        0.6828        0.6828
           2    1.76187311    1.00742187        0.1762        0.8590
           3    0.75445124    0.49207487        0.0754        0.9344
           4    0.26237637    0.14082435        0.0262        0.9607
           5    0.12155202    0.02358655        0.0122        0.9728
           6    0.09796547    0.02586580        0.0098        0.9826
           7    0.07209967    0.02801926        0.0072        0.9898
           8    0.04408041    0.00832792        0.0044        0.9942
           9    0.03575249    0.01385842        0.0036        0.9978
          10    0.02189408                      0.0022        1.0000
        
        3 factors will be retained by the NFACTOR criterion.
        
                                            Tuesday, November 17, 2020 01:08:28 AM  19
        The FACTOR Procedure
        Initial Factor Method: Principal Components
        
                                 Factor Pattern
                                  Factor1         Factor2         Factor3
        X01      M(-15)           0.74741        -0.59244         0.16808
        X02      M(16-20)         0.86579        -0.31836         0.29190
        X03      M(21-30)         0.84491         0.22079         0.38417
        X04      M(31-40)         0.78216         0.47602         0.32604
        X05      M(41-)           0.68129         0.67325         0.11067
        X06      F(-15)           0.80647        -0.54140        -0.07270
        X07      F(16-20)         0.89959        -0.33542        -0.14888
        X08      F(21-30)         0.90901        -0.04289        -0.25110
        X09      F(31-40)         0.90316         0.21817        -0.27989
        X10      F(41-)           0.79262         0.35477        -0.45389
        
             Variance Explained by Each Factor
           Factor1         Factor2         Factor3
         6.8279551       1.7618731       0.7544512
        
                       Final Communality Estimates: Total = 9.344279
        
               X01             X02             X03             X04             X05
        0.93786990      0.93615660      0.91021020      0.94467297      0.92966229
        
               X06             X07             X08             X09             X10
        0.94880526      0.94393897      0.89119742      0.94163724      0.96012863
        
                                            Tuesday, November 17, 2020 01:08:28 AM  20
        The FACTOR Procedure
        Initial Factor Method: Principal Components
        
        Scoring Coefficients Estimated by Regression
        
        Squared Multiple Correlations of the Variables with Each Factor
           Factor1         Factor2         Factor3
         1.0000000       1.0000000       1.0000000
        
                        Standardized Scoring Coefficients
                                  Factor1         Factor2         Factor3
        X01      M(-15)           0.10946        -0.33626         0.22279
        X02      M(16-20)         0.12680        -0.18069         0.38691
        X03      M(21-30)         0.12374         0.12531         0.50920
        X04      M(31-40)         0.11455         0.27018         0.43215
        X05      M(41-)           0.09978         0.38212         0.14670
        X06      F(-15)           0.11811        -0.30729        -0.09636
        X07      F(16-20)         0.13175        -0.19038        -0.19733
        X08      F(21-30)         0.13313        -0.02434        -0.33282
        X09      F(31-40)         0.13227         0.12383        -0.37099
        X10      F(41-)           0.11609         0.20136        -0.60162
        
                                            Tuesday, November 17, 2020 01:08:28 AM  21
                 Plot of Factor1*Factor2.  Legend: A = 1 obs, B = 2 obs, etc.
        Factor1 |                                        |
                |                                        |
              3 +                                        |
                |                                        |
                |                                        |
                |                                        |             A
              2 +                                        |A
                |                          A        A    |         A
                |                                       A|A        A
                |                          A   A         |          A         A
              1 +                                        A    A A      A   A   A
                |                      A     A     C  A  |AB   A
                |             A   AA       A     AA      |  A A       A
                |                     A  A      A BA   A AA        A     A   A
              0 +-------------------A------------------A-A-----B--A-AAA---A-----A--A--
                |    A                A          A       | A
                |                        A              A|  A         A
                |              A   A A  A A     A   A    |  A    B               A
             -1 +                            A     A     | A    AB   A   A
                |                                      A |     A            A
                |                                        |  AA       A
                |                                     A  |
             -2 +                       A         A      |       A         A
                |                                        |
                |                                        |    A
                |                                        |
             -3 +                                        |
                |                                        |
                --+------------+------------+------------+------------+------------+--
                 -3           -2           -1            0            1            2
                                                Factor2
        
                                            Tuesday, November 17, 2020 01:08:28 AM  22
                 Plot of Factor2*Factor3.  Legend: A = 1 obs, B = 2 obs, etc.
        Factor2 |                       |
                |                       |
              2 +                       |  A
                |            A       A  |                                 A
                |          A            |  A
                |                 A     | AA                         A
                |                   A   |   A                 A
              1 +           A   A AA   A|  A
                |     A      A  B     A |                        A
                |      A   AA   A A    A|      A    A
                |    A          A     A |    A       A   AA           A
                |   AA      AAA  A      |  B  A             A
              0 +----------A----B-A-----+-AB------------------------------------------
                |                B      |  BA
                |           A  A       A| A A  A      A
                |                A    AA|  A     AAA
                |                 A     | A
             -1 +                 A A   A       AA
                |                       A       A  A                A
                |                    A  AAA
                |                A   A A|  A
                |                 A     |
             -2 +             AA        |
                |                       |
                |                       |
                |                       |
                |                       |     A
             -3 +                       |
                |                       |
                --+----------+----------+----------+----------+----------+----------+-
                 -2         -1          0          1          2          3          4
                                                Factor3
        
      3. $B2r.$+$i!#(B
        • $B8GM-CM(B(Eigenvalue)
        • $B0x;RKh$NJ,;6(B(Variance explained by each factor) : $B0x;RKh$N@bL@NL!#(B
        • $B6&DL@-(B(Final Communality Estimates, $B&2(Baj^2) : $BJQ?tKh$N@bL@3d9g!#(B
        • $B4sM?N((B(Proportion) : $B3F0x;R$N@bL@NO$NBg$-$5(B
        • $BN_@Q4sM?N((B(Cumulative)
          • 3$B0x;R$^$H$a$F$N@bL@NO$NBg$-$5(B : 93.4%
        • $B0x;RIi2YNL(B($BI8=`2=%9%3%"78?t(B, Standardized Scoring Coefficients) : Exp14 : $B%i%$%s%^!<%+!<$NMxMQ$,8z2LE*(B
          • $BBh(B1$B0x;R(B : $BA4BNE*$JSO9%(B
          • $BBh(B2$B0x;R(B : $BG/Np8z2L(B (+ $BG/GZ!"(B- $B $BBh(B3$B0x;R(B : $B@-JL8z2L(B (+ $BCK@-!"(B- $B=w@-(B)
        • $B3F8DBN$N0x;RF@E@(B(Exp13)$B$N;6I[?^(B :
          • $B3F8DBN$N6qBNE*$J0LCV$rGD0.(B
          • $BBh(B2$B0x;R$HBh(B3$B0x;R$N4X78$,LLGr$=$&(B

    7. $B2sE>$5$;$F$_$h$&(B : $B$?$@$7!"2sE>$,I,?\$G$O$J$$(B
      • $B2sE>$NITDj@-$+$i!#(B
      • $B2sE>$5$;$?J}$,2r
      • $BBeI=E*$JD>8r2sE>$N(BVarimax$B$rE,MQ$7$F$_$k(B

      1. SAS$B%W%m%0%i%`(B : FA0713.sas

      2. $B=PNO7k2L(B : SAS_out0713a.txt , Results_FA0713.pdf
                                            Tuesday, November 17, 2020 01:09:11 AM  24The FACTOR Procedure
        
        Input Data Type                    Raw Data
        Number of Records Read                  100
        Number of Records Used                  100
        N for Significance Tests                100
        
                                            Tuesday, November 17, 2020 01:09:11 AM  25
        The FACTOR Procedure
        Initial Factor Method: Principal Components
        
        Prior Communality Estimates: ONE    
        
        Eigenvalues of the Correlation Matrix: Total = 10  Average = 1
         
                Eigenvalue    Difference    Proportion    Cumulative
           1    6.82795512    5.06608201        0.6828        0.6828
           2    1.76187311    1.00742187        0.1762        0.8590
           3    0.75445124    0.49207487        0.0754        0.9344
           4    0.26237637    0.14082435        0.0262        0.9607
           5    0.12155202    0.02358655        0.0122        0.9728
           6    0.09796547    0.02586580        0.0098        0.9826
           7    0.07209967    0.02801926        0.0072        0.9898
           8    0.04408041    0.00832792        0.0044        0.9942
           9    0.03575249    0.01385842        0.0036        0.9978
          10    0.02189408                      0.0022        1.0000
        
        3 factors will be retained by the NFACTOR criterion.
        
                                            Tuesday, November 17, 2020 01:09:11 AM  26
        The FACTOR Procedure
        Initial Factor Method: Principal Components
        
                                 Factor Pattern
                                  Factor1         Factor2         Factor3
        X01      M(-15)           0.74741        -0.59244         0.16808
        X02      M(16-20)         0.86579        -0.31836         0.29190
        X03      M(21-30)         0.84491         0.22079         0.38417
        X04      M(31-40)         0.78216         0.47602         0.32604
        X05      M(41-)           0.68129         0.67325         0.11067
        X06      F(-15)           0.80647        -0.54140        -0.07270
        X07      F(16-20)         0.89959        -0.33542        -0.14888
        X08      F(21-30)         0.90901        -0.04289        -0.25110
        X09      F(31-40)         0.90316         0.21817        -0.27989
        X10      F(41-)           0.79262         0.35477        -0.45389
        
             Variance Explained by Each Factor
           Factor1         Factor2         Factor3
         6.8279551       1.7618731       0.7544512
        
                       Final Communality Estimates: Total = 9.344279
         
               X01             X02             X03             X04             X05
        0.93786990      0.93615660      0.91021020      0.94467297      0.92966229
        
               X06             X07             X08             X09             X10
        0.94880526      0.94393897      0.89119742      0.94163724      0.96012863
        
                                            Tuesday, November 17, 2020 01:09:11 AM  27
        The FACTOR Procedure
        Rotation Method: Varimax
        
                    Orthogonal Transformation Matrix
                               1               2               3
               1         0.65777         0.53529         0.52990
               2        -0.73396         0.61357         0.29126
               3         0.16922         0.58051        -0.79647
        
                             Rotated Factor Pattern
                                  Factor1         Factor2         Factor3
        X01      M(-15)           0.95490         0.13415         0.08963
        X02      M(16-20)         0.85255         0.43757         0.13357
        X03      M(21-30)         0.45872         0.81076         0.20605
        X04      M(31-40)         0.22027         0.90003         0.29343
        X05      M(41-)          -0.02727         0.84202         0.46896
        X06      F(-15)           0.91555         0.05731         0.32756
        X07      F(16-20)         0.81272         0.18932         0.49758
        X08      F(21-30)         0.58692         0.31451         0.66919
        X09      F(31-40)         0.38658         0.45484         0.76506
        X10      F(41-)           0.18417         0.37847         0.88485
        
             Variance Explained by Each Factor
           Factor1         Factor2         Factor3
         3.9249494       2.8740019       2.5453282
        
                                            Tuesday, November 17, 2020 01:09:11 AM  28
        The FACTOR Procedure
        Rotation Method: Varimax
        
                       Final Communality Estimates: Total = 9.344279
         
               X01             X02             X03             X04             X05
        0.93786990      0.93615660      0.91021020      0.94467297      0.92966229
        
               X06             X07             X08             X09             X10
        0.94880526      0.94393897      0.89119742      0.94163724      0.96012863
        
                                            Tuesday, November 17, 2020 01:09:11 AM  29
        The FACTOR Procedure
        Rotation Method: Varimax
        
        Scoring Coefficients Estimated by Regression
        
        Squared Multiple Correlations of the Variables with Each Factor
           Factor1         Factor2         Factor3
         1.0000000       1.0000000       1.0000000
        
                        Standardized Scoring Coefficients
                                  Factor1         Factor2         Factor3
        X01      M(-15)           0.35650        -0.01839        -0.21738
        X02      M(16-20)         0.28150         0.18161        -0.29360
        X03      M(21-30)         0.07559         0.43873        -0.30350
        X04      M(31-40)        -0.04982         0.47796        -0.20481
        X05      M(41-)          -0.19000         0.37303         0.04733
        X06      F(-15)           0.28692        -0.18126         0.04983
        X07      F(16-20)         0.19300        -0.16084         0.17154
        X08      F(21-30)         0.04912        -0.13688         0.32854
        X09      F(31-40)        -0.06666        -0.06858         0.40164
        X10      F(41-)          -0.17324        -0.16356         0.59933
        
                                            Tuesday, November 17, 2020 01:09:11 AM  30
        Obs     X01     X02     X03     X04     X05     X06     X07     X08
          1    7.69    7.31    7.47    7.76    7.87    7.51    7.24    7.70
          2    6.59    5.56    6.21    6.04    5.81    6.64    6.11    6.53
          3    4.55    4.18    4.36    4.25    4.53    4.60    3.66    4.04
          4    6.78    6.11    6.30    5.98    5.56    6.37    6.29    5.43
          5    6.47    6.24    6.02    5.42    5.88    6.00    5.60    4.60
          6    6.96    6.81    6.91    6.48    6.23    7.09    7.27    7.13
          7    6.57    5.70    5.89    5.16    5.30    6.07    5.56    4.50
          8    7.32    6.95    6.02    4.98    4.88    6.82    6.40    5.53
          9    6.51    6.15    5.51    4.68    4.16    5.17    4.81    4.70
         10    6.86    6.05    5.85    6.14    6.75    6.71    5.39    5.42
         11    7.04    6.03    6.53    6.02    6.68    6.78    5.91    6.26
         12    6.59    6.30    6.29    5.94    6.10    5.93    5.52    5.35
         13    5.93    4.76    5.09    5.51    5.79    5.49    4.97    4.69
         14    7.00    6.31    6.82    6.26    5.26    6.69    6.27    5.94
         15    6.63    5.47    5.54    4.88    4.70    5.89    4.64    4.43
         16    6.56    6.57    5.74    4.76    4.39    6.56    6.29    5.61
        
        Obs     X09     X10     Factor1     Factor2     Factor3
          1    7.91    7.95     0.66956     1.82121     1.58069
          2    6.44    6.64     0.16626    -0.19916     1.19252
          3    3.68    4.43    -1.03468    -1.43973    -0.47173
          4    5.32    5.28     0.63900     0.22553    -0.50004
          5    5.40    5.95     0.18242     0.09152    -0.20811
          6    6.86    7.36     0.74034     0.36710     1.34854
          7    4.92    5.33     0.32215    -0.32438    -0.54816
          8    5.61    5.33     1.29334    -0.70969    -0.33933
          9    4.86    3.82     0.58581    -0.75180    -1.38820
         10    6.03    6.59     0.02089     0.39898     0.55070
         11    5.76    5.95     0.40396     0.58950     0.17643
         12    5.45    5.85     0.19873     0.54822    -0.27773
         13    5.30    5.61    -0.59976    -0.44330     0.31921
         14    5.78    5.26     0.91645     0.42072    -0.53512
         15    4.00    3.98     0.46299    -0.53468    -1.57421
         16    5.22    4.72     1.10983    -1.07931    -0.45219
        
        $B"cCfN,"d(B
        
                                            Tuesday, November 17, 2020 01:09:12 AM  37
                 Plot of Factor1*Factor2.  Legend: A = 1 obs, B = 2 obs, etc.
              2 +                                  |   A
                |                 A                |
                |                                  |
                |                 A   A         A  |
                |                       A     A    |  A     A
                |                          A       |A A
                |                      A     A     |     A A
              1 +                                  |         A
                |           A         B            |    B                       A
                |                            A A  AA A A            A  A
        Factor1 |                          A    A  A A    A      A
                |               A            A     |   A A    A      A
                |                              A   |     A      A
                |                                A |A    A  A
              0 +--------------------------------A-+-A-A------------------------------
                |                   A A          A |          AA
                |               A          AA      |           A     A A
                |                            A    A|  A                   A
                |                            AA    |
                |                                  |
                |                            A    A|A  BA     A
             -1 +              A   AA   A          |         A
                |                          A   A   |   A
                |                        A  A  A   |         A                 A
                |                AA             A  |    A         A
                |                                  |    A
                |                                  |
                |                     A   A        |
             -2 +                                 A|             A
                --+----------+----------+----------+----------+----------+----------+-
                 -3         -2         -1          0          1          2          3
                                                Factor2
        
                                            Tuesday, November 17, 2020 01:09:12 AM  38
                 Plot of Factor2*Factor3.  Legend: A = 1 obs, B = 2 obs, etc.
        Factor2 |                                             |
                |                                             |
              3 +                                             |
                |                                     A       |
                |                   A                         |
                |                                             |
              2 +                                 A           |
                |                                             |        A       A
                |                                  A  A       |   A   A
                |              A                  A           | A            A
              1 +                                             | AAA A A    A      A
                |                                             |      A        A A
                |        A       A              A    A  A AA  |AAA  A
                |                             B      A  AA   A|  A   AA  A   A A
              0 +-------------------------------------A-----A-+--AA---AAAA------------
                |                                       AA    |AB   A  AB  A
                |                            A      A       AA| AAA  A    A  A
                |                              A   A A    A   |      A  A
             -1 +                                        A   A|   A A
                |                                 A     A A A | A      A  A
                |                             A          A    |   A   AA
                |                            A        A  A    |
             -2 +                                          A  |
                |                                             |
                |                                             |
                |                                             |
             -3 +                                             |
                |                                             |
                --+----------+----------+----------+----------+----------+----------+-
                 -4         -3         -2         -1          0          1          2
                                                Factor3
        
                                            Tuesday, November 17, 2020 01:09:12 AM  39
                 Plot of Factor3*Factor1.  Legend: A = 1 obs, B = 2 obs, etc.
        Factor3 |                                        |
                |                                        |
              2 +                                        |
                |                             A          |              A
                |                         A   A          |A      AA
                |                                      A | A      AA
              1 +                        A  A A    A     |       AA
                |               A     AAA     AA    CB   |                 A A
                |                       A A  A           AA            A           A
                |              A      A A  A A   A   A   |   AB AA B       A AA
              0 +---------------------A------------------+--A---------------B---------
                |                                      A | AA A     AA A  A
                |                     A     A         A A|   A A A   A A  A
                |                A         A             |    A   AAA    A
             -1 +                                A    A A|         AA
                |                             A     A    |
                |                             A       A  |A    A A                A
                |                                        |
             -2 +                                        |
                |                       A                |
                |                                        |             A
                |               A                        |
             -3 +                                        |
                |                                        |
                |                    A                   |
                |                                        |
             -4 +                                        |
                |                                        |
                --+------------+------------+------------+------------+------------+--
                 -3           -2           -1            0            1            2
                                                Factor1
        
      3. $B2r.$+$i!#(B
        • ($B2sE>9TNs(B, Orthogonal Transformation Matrix)
        • $B0x;RKh$NJ,;6(B(Variance explained by each factor) : $B0x;RKh$N@bL@NL!#(B
        • $B6&DL@-(B(Final Communality Estimates, $B&2(Baj^2) : $BJQ?tKh$N@bL@3d9g!#(B
        • $B4sM?N((B(Proportion) : $B3F0x;R$N@bL@NO$NBg$-$5(B
        • $BN_@Q4sM?N((B(Cumulative) :
          • 3$B0x;R$^$H$a$F$N@bL@NO$NBg$-$5(B : 93.4%
        • $B0x;RIi2YNL(B($BI8=`2=%9%3%"78?t(B, Standardized Scoring Coefficients) : Exp14
          • $BBh(B1$B0x;R(B : $B $BBh(B2$B0x;R(B : $B@.?MCK@-$NSO9%(B (+ $B@.G/CK;R(B)
          • $BBh(B3$B0x;R(B : $B@.?M=w@-$NSO9%(B (+ $B@.G/=w;R(B)
        • $B3F8DBN$N0x;RF@E@(B(Exp13)$B$N;6I[?^(B :
          • $B3F8DBN$N6qBNE*$J0LCV$rGD0.(B
          • $B3F0x;R4V$N4X78$,LLGr$$!#(B

        • $B2sE>A0$H2sE>8e$G$I$N$h$&$K2r

        • $BBeI=E*$J2sE>K!(B :
          • $B%P%j%^%C%/%9K!(B(rotate=varimax) : $BD>8r2sE>(B : $B0x;R<44V$OD>8r(B($B0x;R<4F1;N$OFHN)(B($BL5Aj4X(B))
          • $B%W%m%^%C%/%9K!(B(rotate=promax) : $B(B : $B0x;R<44V$KAj4X@-(B

    8. $B
    9. p$Be5-(B3$B0x;R$G2r $B6aK5$N0x;R?t(B(2$B$H$+(B4$B$H$+(B)$B$G;n$7$F$_$k$N$b0l0F$G$"$k!#(B
    10. $B2sE>$5$;$J$$$H$-$H!"2sE>$5$;$?$H$-$G$I$A$i$,2r
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