$B%0%k!<%WJ,$1$H30$lCM$N=hM}!"(Bif$BJ8(B

$BE}7W2r@O(B 02 $B%/%i%9(B : $BBh(B08$B2s(B (06/07/07)

$B!!$3$l$^$G$KJ,I[FC@-$rGD0.$9$k$?$a$N$$$/$D$+$N;XI8$r@bL@$7!"(B $B$=$N;H$$J}$dCm0UE@$r4-5/$7$?!#(B $B$=$l$i$rF'$^$($F!"%G!<%?$NFC@-$r9MN8$7!"%0%k!<%WKh$N=87W$r9T$J$&$H!"(B $B:#$^$G$OH=$i$J$+$C$?%G!<%?$NFCD'$rGD0.$9$k$3$H$,$G$-$k!#(B $B$^$?!"30$lCM$r=|30$7$F2r@O$9$kJ}K!$K$D$$$F$b>R2p$9$k!#(B

  1. $B%l%]!<%H$rGR8+$7$F(B & $B@hGZ$NNc$+$i(B: $BDs=P$BO"Mm%Z!<%8(B $B$K7G:\(B
    i. SAS, $BA`:n4XO"(B
    • $B%W%m%0%i%`$O<+:n$G$-$k$h$&$K$J$C$?$+(B? Log $B$NFI$_J}!#%(%i!<$N=$@5J}K!(B(Debug)$B!#7P83$r=E$M$k!#(B
    • $BE}7W $BEE;R2=$d%G!<%?$NAwAw%b!<%I$d4A;z%3!<%I(B)$B$O=,F@$G$-$?$+(B?
    • $Be:No$J%W%m%0%i%`$r=q$3$&(B : $BCJ2<$2!"%3%a%s%H!"8eF|$N$?$a$N3P$((B
    ii. $B%l%]!<%H:n@.4XO"(B
    • $B%l%]!<%H$X$N5-:\;v9`(B : $B;aL>!"3X@RHV9f!"(B...
    • $B>ON)$F(B : $B2r@O$NL\E*(B($B6=L#$r;}$C$?E@(B)$B!"BP>]%G!<%?!"J,@OJ}K!!"J,@O7k2L!"9M;!(B($BCN8+!"46F0!"(B...)
    • $B%G!<%?$N@bL@(B : $B=PE8(B($BK\(B, URL $BEy(B)$B!#8D!9$NJQNL$O2?$rB,Dj$7$?$b$N$J$N$+!#%5%$%:!"JQNL$N@bL@!"@:EY!#3X@8%G!<%?$KBP$7$F$b!#(B
    • SAS $B$N=PNO$NM-8zMxMQ(B : $B0zMQNL!#I,MWItJ,$rE,59!#@bL@$r2C$($k!#(B $B%@%i%@%i$H0zMQ$7$J$$!#(BExcel $BEy$NI=$K2C9)$7$F8+$?L\$rNI$/$9$kI,MW$O$J$$(B($BEvLL(B)$B!#(B
    • $B=PNO$rA4$/0zMQ$7$J$$$N$O!"$I$3$r8+$FH=CG$9$l$PNI$$$+2r$i$J$$!#(B
    • $BFI/$J$/$9$k$h$&$KG[CV$9$k!#3F<+$GFI$_JV$7$F$_$k!#(B
    iii. $BEE;R%a!<%k4XO"(B
    • $B5! cm, km, kg, (1)
    • $B?^I=$N$:$l(B : $B0l9TJ8;z?t(B(80$B%+%i%`0J2<(B)$B!#%a!<%k%=%U%H$N@_Dj$b1F6A!#(B $B8GDj%T%C%AJ8;z!#3F<+$G3NG'$G$-$k!#(B
    • $BJ8;z2=$1(B : $B3F<+$G3NG'$G$-$k!#(B

    iv. $BE}7W4XO"(B

    • $BM-8z7e?t(B : $B;;=P$5$l$??tCM$K$O@:EY$,$"$k!#0UL#$N$"$k7e?t$r0U<1$9$k$3$H!#(B
    • $BE}7W(B($B4pACE}7WNL(B)$B$r7W;;$9$k0UL#(B : $B0lL\$GGD0.$G$-$J$$$+$i(B
    • $BJ,I[7A>u$rGD0.$9$kJ}K!$rBNF@$G$-$?$+(B?
    v. $B$=$NB>!":#8e$X$NH/E8(B
    • $B:#2s$NH?>J$rF'$^$($F!" $B%G!<%?$N8+D>$7$b(B : $B%G!<%?FbMF$N6cL#!#$h$j6=L#$N$"$k%G!<%?!#%5%s%W%k%5%$%:$dJQNL?t$OBg$-$/$F$bLdBj$O$J$$!#>/?tNc$O$"$^$j9%$^$7$/$J$$!#(B...
    • $B5?Ld$K;W$C$?$3$H$O2?$G$b<+J,$G;n$7$F$_$k!#%@%a$J$iJ9$$$F$_$k!#(B

    • $BG[I[;qNA$N;H$$J}(B : $B%a%b$N $BI|=,$N=EMW@-(B : "$BBNF@(B"$B!#1i=,!#9V5A;~4V$@$1$G$J$/3F<+$G$b!#(B
    • $BE::o4uK> $B!#5?Ld$OAa$a$K2r7h$7$h$&!#

    • $B%0%k!<%WJ,$1(B : $BD4::BP>]$N@-
    • $B%0%k!<%W$r9J$k$3$H$G@- $B$"$kFC@-$4$H$K%0%k!<%T%s%0$7$F2r@O(B : $B%5%s%W%k$NFC@-(B
      • $B@-JL$4$H$NJ,@O!"<+Bp@8(B/$B2<=I@8$4$H$NJ,@O(B...$B!#(B

    • $BJ,I[7A>u$r%0%k!<%W$4$H$K8+$F$_$h$&(B
      • $B?eJ?K@%0%i%U$rNc$K!#?bD>K@%0%i%U(B(vbar)$B$b$"$k(B
    • $B$b$&0l$D$NI=8=J}K!(B : $B<4$,B7$C$F$$$kJ}$,Hf3S$7$d$9$$(B
      • $BJBNs%R%9%H%0%i%`(B
      • $B<4%l%s%8$d6h@Z$jJ}$,E}0l$5$l$F$$$kJ}$,Hf3S$7$d$9$$(B

    1. $B%W%m%0%i%`(B : Lesson 8-1 : les0801.sas
       /* Lesson 8-01 */
       /*    File Name = les0801.sas   06/07/07   */
      
      data gakusei;
        infile 'all07ae.prn'
          firstobs=2;
        input sex $ shintyou taijyuu kyoui 
              jitaku $ kodukai carryer $ tsuuwa;
      
      proc print data=gakusei(obs=5);
      run;
      proc means data=gakusei;
      run;
      proc univariate data=gakusei plot;
        var shintyou taijyuu kyoui kodukai;
      run;
      proc chart data=gakusei;                           : $B%R%9%H%0%i%`(B
        hbar shintyou taijyuu kyoui kodukai;             : $B;XDj$7$?JQNL$N?eJ?K@%0%i%U$rI=<((B
      run;                                               :
                                                         :
      proc sort data=gakusei;                            : $BJB$YBX$((B($B%=!<%H(B)
        by sex;                                          : $B@-JL$4$H$K(B
      run;                                               :
                                                         :
      proc means data=gakusei;                           : $BJ?6Q$N7W;;(B
        by sex;                                          : $B@-JL$4$H$K(B
      run;                                               :
      proc univariate data=gakusei plot;                 : $B4pACE}7WNL$N7W;;(B
        var shintyou taijyuu kyoui kodukai;              : $B;XDj$7$?JQNL$K$D$$$F7W;;(B
        by sex;                                          : $B@-JL$4$H$K(B
      run;                                               :
      proc chart data=gakusei;                           : $B%R%9%H%0%i%`(B
        hbar shintyou taijyuu kyoui kodukai;             : $B;XDj$7$?JQNL$N?eJ?K@%0%i%U$rI=<((B
        by sex;                                          : $B@-JL$4$H$K(B
      run;                                               :
                                                         :
      proc chart data=gakusei;                           : $B%R%9%H%0%i%`(B
        hbar shintyou taijyuu kyoui kodukai/group=sex;   : $B@-JL$4$H$KJ;CV$7$F(B
      run;                                               :
      

    2. $B=PNO7k2L(B : les0801.lst :
      • $B@-JL$G?HD9$dBN=EEy$NJ?6Q$K0c$$$,$"$k$3$H$r3NG'$;$h!#(B
      • $B3F!9$NJ,I[$NFCD'$H0c$$$rGD0.$;$h!#(B
      • $B%R%9%H%0%i%`$@$1$G$J$/!"H"I&?^$d
                                      SAS $B%7%9%F%`(B                             2
                                                   18:05 Wednesday, June 6, 2007
        
         Variable    N          Mean       Std Dev       Minimum       Maximum
         ---------------------------------------------------------------------
         SHINTYOU  360   167.9197222     8.1507403   145.0000000   186.0000000
         TAIJYUU   326    58.7846626     9.3327848    35.0000000   100.0000000
         KYOUI     114    86.1754386     8.3626282    46.0000000   112.0000000
         KODUKAI   348      48635.06      49946.03             0     350000.00
         TSUUWA    147       6620.42       4428.28             0      30000.00
         ---------------------------------------------------------------------
        
                                      SAS $B%7%9%F%`(B                             3
                                                   18:05 Wednesday, June 6, 2007
                                  Univariate Procedure
        Variable=SHINTYOU
                                        Moments
        
                        N               360  Sum Wgts        360
                        Mean       167.9197  Sum         60451.1
                        Std Dev     8.15074  Variance   66.43457
                        Skewness   -0.34664  Kurtosis   -0.40563
                        USS        10174782  CSS        23850.01
                        CV         4.853951  Std Mean   0.429582
                        T:Mean=0   390.8912  Pr>|T|       0.0001
                        Num ^= 0        360  Num > 0         360
                        M(Sign)         180  Pr>=|M|      0.0001
                        Sgn Rank      32490  Pr>=|S|      0.0001
        
                                      SAS $B%7%9%F%`(B                             4
                                                   18:05 Wednesday, June 6, 2007
                                  Univariate Procedure
        Variable=SHINTYOU
                                    Quantiles(Def=5)
        
                         100% Max       186       99%       184
                          75% Q3     173.75       95%       180
                          50% Med       169       90%       178
                          25% Q1        162       10%       156
                           0% Min       145        5%       153
                                                   1%       148
                         Range           41                    
                         Q3-Q1        11.75                    
                         Mode           170                    
        
                                      SAS $B%7%9%F%`(B                             7
                                                   18:05 Wednesday, June 6, 2007
                                  Univariate Procedure
        Variable=SHINTYOU
                             Histogram                  #             Boxplot
            187.5+*                                     3                |   
                 .*******                              21                |   
                 .******************                   54                |   
                 .*********************************    99             +-----+
            167.5+************************             70             *--+--*
                 .******************                   53             +-----+
                 .*************                        37                |   
                 .******                               17                |   
            147.5+**                                    6                |   
                  ----+----+----+----+----+----+---              
                  * may represent up to 3 counts                 
        
                                      SAS $B%7%9%F%`(B                            21
                                                   18:05 Wednesday, June 6, 2007
                                  Univariate Procedure
        Variable=KODUKAI
                                        Moments
        
                        N               348  Sum Wgts        348
                        Mean       48635.06  Sum        16925000
                        Std Dev    49946.03  Variance   2.4946E9
                        Skewness   2.072424  Kurtosis   6.768098
                        USS        1.689E12  CSS        8.656E11
                        CV         102.6955  Std Mean   2677.388
                        T:Mean=0   18.16511  Pr>|T|       0.0001
                        Num ^= 0        293  Num > 0         293
                        M(Sign)       146.5  Pr>=|M|      0.0001
                        Sgn Rank    21535.5  Pr>=|S|      0.0001
        
                                      SAS $B%7%9%F%`(B                            22
                                                   18:05 Wednesday, June 6, 2007
                                  Univariate Procedure
        Variable=KODUKAI
                                    Quantiles(Def=5)
        
                         100% Max    350000       99%    200000
                          75% Q3      62500       95%    150000
                          50% Med     30000       90%    120000
                          25% Q1      20000       10%         0
                           0% Min         0        5%         0
                                                   1%         0
                         Range       350000                    
                         Q3-Q1        42500                    
                         Mode             0                    
        
                                      SAS $B%7%9%F%`(B                            25
                                                   18:05 Wednesday, June 6, 2007
                                  Univariate Procedure
        Variable=KODUKAI
                               Histogram                       #         Boxplot
         375000+*                                              1            *   
               .*                                              2            *   
               .                                                                
               .*                                              2            *   
               .****                                          18            0   
               .********                                      38            0   
               .****************                              77         +-----+
          25000+******************************************   210         *--+--*
                ----+----+----+----+----+----+----+----+--              
                * may represent up to 5 counts                          
        
                                      SAS $B%7%9%F%`(B                            27
                                                   18:05 Wednesday, June 6, 2007
        SHINTYOU                                          Cum.              Cum.
        Midpoint                                    Freq  Freq  Percent  Percent
                   |
             146   |*                                  2     2     0.56     0.56
             150   |***                                8    10     2.22     2.78
             154   |*******                           17    27     4.72     7.50
             158   |*************                     33    60     9.17    16.67
             162   |******************                46   106    12.78    29.44
             166   |*******************               48   154    13.33    42.78
             170   |******************************    75   229    20.83    63.61
             174   |****************************      71   300    19.72    83.33
             178   |**************                    36   336    10.00    93.33
             182   |********                          19   355     5.28    98.61
             186   |**                                 5   360     1.39   100.00
                   |
                   ----+---+---+---+---+---+---+--
                       10  20  30  40  50  60  70
        
                                      SAS $B%7%9%F%`(B                            31
                                                   18:05 Wednesday, June 6, 2007
          KODUKAI                                      Cum.              Cum.
          Midpoint                               Freq  Freq  Percent  Percent
                    |
            15000   |**************************   131   131    37.64    37.64
            45000   |**********************       110   241    31.61    69.25
            75000   |*********                     45   286    12.93    82.18
           105000   |*****                         25   311     7.18    89.37
           135000   |***                           14   325     4.02    93.39
           165000   |***                           17   342     4.89    98.28
           195000   |*                              3   345     0.86    99.14
           225000   |                               0   345     0.00    99.14
           255000   |                               0   345     0.00    99.14
           285000   |                               0   345     0.00    99.14
           315000   |                               2   347     0.57    99.71
           345000   |                               1   348     0.29   100.00
                    |
                    ----+---+---+---+---+---+--
                        20  40  60  80 100 120
                             Frequency
        
                                      SAS $B%7%9%F%`(B                            34
                                                   18:05 Wednesday, June 6, 2007
        --------------------------------- SEX=F --------------------------------
        
         Variable    N          Mean       Std Dev       Minimum       Maximum
         ---------------------------------------------------------------------
         SHINTYOU  117   159.0914530     5.3492116   145.0000000   171.0000000
         TAIJYUU    83    48.6987952     4.7229975    35.0000000    60.0000000
         KYOUI      43    83.0000000     3.9036003    70.0000000    90.0000000
         KODUKAI   114      48403.51      44706.81             0     300000.00
         TSUUWA     58       6863.86       4325.64   200.0000000      25000.00
         ---------------------------------------------------------------------
        
                                      SAS $B%7%9%F%`(B                            35
                                                   18:05 Wednesday, June 6, 2007
        --------------------------------- SEX=M --------------------------------
        
         Variable    N          Mean       Std Dev       Minimum       Maximum
         ---------------------------------------------------------------------
         SHINTYOU  242   172.1876033     5.3909417   156.0000000   186.0000000
         TAIJYUU   242    62.2388430     7.9277377    46.0000000   100.0000000
         KYOUI      71    88.0985915     9.6852685    46.0000000   112.0000000
         KODUKAI   232      48637.93      52490.92             0     350000.00
         TSUUWA     88       6421.57       4520.87             0      30000.00
         ---------------------------------------------------------------------
        
                                      SAS $B%7%9%F%`(B                            54
                                                   18:05 Wednesday, June 6, 2007
        -------------------------------- SEX=F ---------------------------------
                                  Univariate Procedure
        Variable=SHINTYOU
                                        Moments
        
                        N               117  Sum Wgts        117
                        Mean       159.0915  Sum         18613.7
                        Std Dev    5.349212  Variance   28.61406
                        Skewness   -0.22787  Kurtosis   -0.30269
                        USS         2964600  CSS        3319.231
                        CV          3.36235  Std Mean   0.494535
                        T:Mean=0   321.6992  Pr>|T|       0.0001
                        Num ^= 0        117  Num > 0         117
                        M(Sign)        58.5  Pr>=|M|      0.0001
                        Sgn Rank     3451.5  Pr>=|S|      0.0001
        
                                      SAS $B%7%9%F%`(B                            56
                                                   18:05 Wednesday, June 6, 2007
        -------------------------------- SEX=F ---------------------------------
                                  Univariate Procedure
        Variable=SHINTYOU
                                    Quantiles(Def=5)
        
                         100% Max       171       99%       170
                          75% Q3        163       95%       167
                          50% Med       160       90%       166
                          25% Q1        156       10%       152
                           0% Min       145        5%       149
                                                   1%     146.7
                         Range           26                    
                         Q3-Q1            7                    
                         Mode           156                    
        
                                       SAS $B%7%9%F%`(B                            59
                                                   18:05 Wednesday, June 6, 2007
        -------------------------------- SEX=F ---------------------------------
                                  Univariate Procedure
        Variable=SHINTYOU
           Stem Leaf                                        #            Boxplot
             17 001                                         3               |   
             16 555555666666677778                         18               |   
             16 000000000000001111122222222222333344444    39            +-----+
             15 5555666666666666677778888889999999         34            +--+--+
             15 01122223333333444                          17               |   
             14 578899                                      6               0   
                ----+----+----+----+----+----+----+----              
            Multiply Stem.Leaf by 10**+1                             
        
                                      SAS $B%7%9%F%`(B                            82
                                                   18:05 Wednesday, June 6, 2007
        -------------------------------- SEX=M ---------------------------------
                                  Univariate Procedure
        Variable=SHINTYOU
                                        Moments
        
                        N               242  Sum Wgts        242
                        Mean       172.1876  Sum         41669.4
                        Std Dev    5.390942  Variance   29.06225
                        Skewness   -0.08308  Kurtosis   0.163132
                        USS         7181958  CSS        7004.003
                        CV         3.130854  Std Mean   0.346543
                        T:Mean=0   496.8725  Pr>|T|       0.0001
                        Num ^= 0        242  Num > 0         242
                        M(Sign)         121  Pr>=|M|      0.0001
                        Sgn Rank    14701.5  Pr>=|S|      0.0001
        
                                      SAS $B%7%9%F%`(B                            84
                                                   18:05 Wednesday, June 6, 2007
        -------------------------------- SEX=M ---------------------------------
                                  Univariate Procedure
        Variable=SHINTYOU
                                    Quantiles(Def=5)
        
                         100% Max       186       99%       185
                          75% Q3        175       95%       181
                          50% Med       172       90%     179.9
                          25% Q1        169       10%       166
                           0% Min       156        5%       163
                                                   1%       160
                         Range           30                    
                         Q3-Q1            6                    
                         Mode           170                    
        
                                      SAS $B%7%9%F%`(B                            87
                                                   18:05 Wednesday, June 6, 2007
        -------------------------------- SEX=M ---------------------------------
                                  Univariate Procedure
        Variable=SHINTYOU
                             Histogram                  #             Boxplot
            187.5+*                                     3                0   
                 .*******                              21                |   
                 .******************                   54             +-----+
            172.5+*********************************    97             *--+--*
                 .*****************                    50             +-----+
                 .*****                                15                |   
            157.5+*                                     2                0   
                  ----+----+----+----+----+----+---              
                  * may represent up to 3 counts                 
        
                                      SAS $B%7%9%F%`(B                           110
                                                   18:05 Wednesday, June 6, 2007
                                  Univariate Procedure
                                    Schematic Plots
        Variable=SHINTYOU
                    200 +                                        
                        |                                        
                        |                                    0   
                    180 +                                    |   
                        |                        |        *--+--*
                        |         *--+--*        |        +-----+
                    160 +                     *--+--*        0   
                        |                     +-----+        0   
                        |                        0               
                    140 +                                        
                         ------------+-----------+-----------+-----------
                    SEX                             F           M
        
                                      SAS $B%7%9%F%`(B                           111
                                                   18:05 Wednesday, June 6, 2007
                                  Univariate Procedure
                                    Schematic Plots
        Variable=TAIJYUU
                        |                                        
                    100 +                                    *   
                        |                                    0   
                        |         *--+--*        |        *--+--*
                     50 +                     *--+--*     +-----+
                        |                        0               
                        |                                        
                      0 +                                        
                         ------------+-----------+-----------+-----------
                    SEX                             F           M
        
                                      SAS $B%7%9%F%`(B                           112
                                                   18:05 Wednesday, June 6, 2007
                                  Univariate Procedure
                                    Schematic Plots
        Variable=KYOUI
                    150 +                                        
                        |                                        
                        |                                    0   
                    100 +                                 +-----+
                        |                     *--+--*     *--+--*
                        |                        0           0   
                     50 +                                    *   
                        |                                        
                        |                                        
                      0 +                                        
                         ------------+-----------+-----------+-----------
                    SEX                             F           M
        
                                      SAS $B%7%9%F%`(B                           113
                                                   18:05 Wednesday, June 6, 2007
                                  Univariate Procedure
                                    Schematic Plots
        Variable=KODUKAI
                        |                                        
                 400000 +                                        
                        |                        *           *   
                        |                                        
                 200000 +                        0           0   
                        |         +-----+        0           0   
                        |         *--+--*     *--+--*     +--+--+
                      0 +         +-----+     +-----+     *-----*
                         ------------+-----------+-----------+-----------
                    SEX                             F           M
        
                                      SAS $B%7%9%F%`(B                           117
                                                   18:05 Wednesday, June 6, 2007
        -------------------------------- SEX=F ---------------------------------
         SHINTYOU                                       Cum.              Cum.
         Midpoint                                 Freq  Freq  Percent  Percent
                    |
              144   |*                               1     1     0.85     0.85
              147   |***                             3     4     2.56     3.42
              150   |*****                           5     9     4.27     7.69
              153   |**************                 14    23    11.97    19.66
              156   |*********************          21    44    17.95    37.61
              159   |***************************    27    71    23.08    60.68
              162   |********************           20    91    17.09    77.78
              165   |******************             18   109    15.38    93.16
              168   |*****                           5   114     4.27    97.44
              171   |***                             3   117     2.56   100.00
                    |
                    -----+----+----+----+----+--
                         5    10   15   20   25
                              Frequency
        
                                      SAS $B%7%9%F%`(B                           122
                                                   18:05 Wednesday, June 6, 2007
        -------------------------------- SEX=M ---------------------------------
          SHINTYOU                                      Cum.              Cum.
          Midpoint                                Freq  Freq  Percent  Percent
                     |
               156   |*                              2     2     0.83     0.83
               159   |**                             5     7     2.07     2.89
               162   |***                            8    15     3.31     6.20
               165   |*****                         13    28     5.37    11.57
               168   |****************              39    67    16.12    27.69
               171   |**************************    64   131    26.45    54.13
               174   |********************          51   182    21.07    75.21
               177   |***********                   28   210    11.57    86.78
               180   |********                      21   231     8.68    95.45
               183   |***                            8   239     3.31    98.76
               186   |*                              3   242     1.24   100.00
                     |
                     ----+---+---+---+---+---+--
                         10  20  30  40  50  60
                              Frequency
        
                                      SAS $B%7%9%F%`(B                           128
                                                   18:05 Wednesday, June 6, 2007
        
             SEX   SHINTYOU                          Cum.              Cum.
                   Midpoint                    Freq  Freq  Percent  Percent
                              |
                        146   |                   0     0     0.00     0.00
                        150   |                   0     0     0.00     0.00
                        154   |                   0     0     0.00     0.00
                        158   |                   0     0     0.00     0.00
                        162   |                   0     0     0.00     0.00
                        166   |                   0     0     0.00     0.00
                        170   |                   1     1     0.28     0.28
                        174   |                   0     1     0.00     0.28
                        178   |                   0     1     0.00     0.28
                        182   |                   0     1     0.00     0.28
                        186   |                   0     1     0.00     0.28
                              |
             F          146   |                   2     3     0.56     0.83
                        150   |**                 8    11     2.22     3.06
                        154   |***               17    28     4.72     7.78
                        158   |******            31    59     8.61    16.39
                        162   |*******           33    92     9.17    25.56
                        166   |****              22   114     6.11    31.67
                        170   |*                  4   118     1.11    32.78
                        174   |                   0   118     0.00    32.78
                        178   |                   0   118     0.00    32.78
                        182   |                   0   118     0.00    32.78
                        186   |                   0   118     0.00    32.78
                              |
             M          146   |                   0   118     0.00    32.78
                        150   |                   0   118     0.00    32.78
                        154   |                   0   118     0.00    32.78
                        158   |                   2   120     0.56    33.33
                        162   |***               13   133     3.61    36.94
                        166   |*****             26   159     7.22    44.17
                        170   |**************    70   229    19.44    63.61
                        174   |**************    71   300    19.72    83.33
                        178   |*******           36   336    10.00    93.33
                        182   |****              19   355     5.28    98.61
                        186   |*                  5   360     1.39   100.00
                              |
                              ----+---+---+--
                                  20  40  60
                                 Frequency
        
                                      SAS $B%7%9%F%`(B                           137
                                                   18:05 Wednesday, June 6, 2007
           SEX   KODUKAI                               Cum.              Cum.
                 Midpoint                        Freq  Freq  Percent  Percent
                           |
                   15000   |                        1     1     0.29     0.29
                   45000   |                        0     1     0.00     0.29
                   75000   |                        0     1     0.00     0.29
                  105000   |                        1     2     0.29     0.57
                  135000   |                        0     2     0.00     0.57
                  165000   |                        0     2     0.00     0.57
                  195000   |                        0     2     0.00     0.57
                  225000   |                        0     2     0.00     0.57
                  255000   |                        0     2     0.00     0.57
                  285000   |                        0     2     0.00     0.57
                  315000   |                        0     2     0.00     0.57
                  345000   |                        0     2     0.00     0.57
                           |
           F       15000   |*******                37    39    10.63    11.21
                   45000   |********               41    80    11.78    22.99
                   75000   |****                   22   102     6.32    29.31
                  105000   |*                       6   108     1.72    31.03
                  135000   |*                       3   111     0.86    31.90
                  165000   |                        2   113     0.57    32.47
                  195000   |                        2   115     0.57    33.05
                  225000   |                        0   115     0.00    33.05
                  255000   |                        0   115     0.00    33.05
                  285000   |                        0   115     0.00    33.05
                  315000   |                        1   116     0.29    33.33
                  345000   |                        0   116     0.00    33.33
                           |
           M       15000   |*******************    93   209    26.72    60.06
                   45000   |**************         69   278    19.83    79.89
                   75000   |*****                  23   301     6.61    86.49
                  105000   |****                   18   319     5.17    91.67
                  135000   |**                     11   330     3.16    94.83
                  165000   |***                    15   345     4.31    99.14
                  195000   |                        1   346     0.29    99.43
                  225000   |                        0   346     0.00    99.43
                  255000   |                        0   346     0.00    99.43
                  285000   |                        0   346     0.00    99.43
                  315000   |                        1   347     0.29    99.71
                  345000   |                        1   348     0.29   100.00
                           |
                           ----+---+---+---+---
                               20  40  60  80
                                 Frequency
        

      • $B7k2L$N8+J}(B
        • $BJ?6QCM$dCf1{CM!":GIQCM$,%R%9%H%0%i%`$dH"I&?^Cf$G(B $B$H$N$h$&$J0LCV$K$"$k$+H=CG$G$-$k$+(B?
        • $BH"I&?^$,FI$a$k$h$&$K$J$C$?$+(B? $B$3$N?^$@$1$GJ,I[7A>u$,%$%a!<%8$G$-$k$h$&$K$J$C$?$+(B?
        • $B72Kh$KJ,$1$k$HFCD'$,$h$jA/L@$KH=$k$h$&$K$J$k!#(B
        • $BHf3S$9$k:]$K$O<4$rB7$($?$$!#B7$($J$$$HHf3S$,$7Fq$$!#(B
        • $B7gB;CM$O=|30$7$?$$;~$b$"$k!#(B

      • [$B%F%/%K%C%/(B] $B%0%k!<%W$rJ,$1$FJ,@O$9$k>l9g$O!";vA0$KJB$YBX$($,I,MW(B
      • [$B1i=,(B1] $B?bD>K@%0%i%U$GHf3S$7$F$_$h!#B>$NJQ?t$bD4$Y$F$_$h!#(B
      • [$B1i=,(B2] $B<+Bp@8(B/$B2<=I@8JL$K=87W$7$FN> [$B1i=,(B3] $B7gB;CM$r4^$s$@%0%i%U$OI=<($5$;$F$b!"(B $B$=$NItJ,$O2r

      • $BJ,I[$NGD0.$K$D$$$F(B : $B5$$r$D$1$kE@(B
        • $B$^$:!"A4BN$r8+EO$9$3$H$,Bg@Z(B
          • $BBP>]J,I[$J$i!"J?6QCM$GBeI=$5$;$F$bL5KE$G$O$J$$!#(B
          • $BOD$s$@J,I[(B($BHsBP>NJ,I[(B)$B$J$i!"J?6QCM$@$1$G$OIT==J,!#(B
        • $BFC@-$r9J$k$3$H$K$h$C$F>.%0%k!<%W$N@-
        • $BCK@-(B/$B=w@-!"<+Bp@8(B/$B2<=I@8!"(B...$B!#(B
      • $B$h$j:Y$+$J%0%j!<%T%s%0!">.J,N`$4$H$NFC@-(B :
        • $B$=$N%0%k!<%W$NFC@-$,82Cx$K$J$k(B
      • $B:Y$+$/$7$9$.$k$H3F%0%k!<%W$N%5%s%W%k%5%$%:$,>.$5$/$J$C$F$7$^$&(B
      • $BE,@Z$J%0%k!<%T%s%0$r$7$J$$$HL50UL#$J$3$H$b$"$k(B :
        • $B<+Bp@8(B/$B2<=I@8$N?HD9:9!"Bg3X$4$H$NBN=E:9!"(B...
      • $B30$lCM(B(Outliar) $B$NH/8+$d!"8!F$!#(B
        • $B$J$ $B>l9g$K$h$C$F$O=|5n$b!#(B===> $B

      • $B30$lCM(B(Outliar)$B$d0[>oCM$N=hM}(B : $B=|30(B
        • $B%0%k!<%W$r9J$k$3$H$G@- $B30$lCM$d0[>oCM$r=|5n$7$F!"(B"$B6Q[$BNc(B] $B>.8/$$3[$,(B 20$BK|1_0J>e$N?M$r=|30!#@-JLITL@$b=|30$9$k!#(B
          $B0lHLE*$J3X@8$H$O>/$70[$J$k(B <===> $B "$B30$l$F(B"$B$$$l$P2?$G$b=|30$7$FNI$$$H8@$&$o$1$G$O$J$$(B
        • $BWs0UE*$J=|30$O?5$`$Y$-$G$"$j!"=|30$9$k$3$H$NBEEv@-$r3NG'$7$F$*$/$3$H$,Bg@Z(B

        1. $B%W%m%0%i%`(B : Lesson 8-2 : les0802.sas : les0801.sas $B$KDI2C$7$F3hMQ$9$k(B
           /* Lesson 8-02 */
           /*    File Name = les0802.sas   06/07/07   */
          
          data gakusei;
            infile 'all07ae.prn'
              firstobs=2;
            input sex $ shintyou taijyuu kyoui 
                  jitaku $ kodukai carryer $ tsuuwa;
          
            if kodukai>=200000     then delete;       : 20$BK|1_0J>e$N>l9g!"=|30(B
            if sex^='M' & sex^='F' then delete;       : $BCK$G$b=w$G$b$J$$>l9g!"=|30(B
          ($B0J2
          
          
            
        2. $B=PNO7k2L(B : les0802.lst :
          • $B0lIt$N%G!<%?$r=|30$7$?$3$H$K$h$C$F!"%5%s%W%k?t$,8:$C$?$3$H$r3NG'$;$h!#(B
          • $B3FE}7WNL$O$I$N$h$&$KJQ2=$7$?$+$r3NG'$;$h!#(B
          • $B>.8/$$3[$K$D$$$F!"J?6QCM$OJQ2=$9$k$,!"Cf1{CM$H:GIQCM$O1F6A$,>/$J$$(B/$B$J$$(B($B4h7r(B, robustness)$B!#(B
                                        SAS $B%7%9%F%`(B                             2
                                                     18:05 Wednesday, June 6, 2007
           Variable    N          Mean       Std Dev       Minimum       Maximum
           ---------------------------------------------------------------------
           SHINTYOU  354   167.8816384     8.1828209   145.0000000   186.0000000
           TAIJYUU   320    58.7650000     9.2699379    35.0000000   100.0000000
           KYOUI     110    86.6181818     7.5649867    56.0000000   112.0000000
           KODUKAI   341      45313.78      41852.65             0     180000.00
           TSUUWA    146       6597.27       4434.59             0      30000.00
           ---------------------------------------------------------------------
          
                                        SAS $B%7%9%F%`(B                            21
                                                     18:05 Wednesday, June 6, 2007
                                    Univariate Procedure
          Variable=KODUKAI
                                          Moments
          
                          N               341  Sum Wgts        341
                          Mean       45313.78  Sum        15452000
                          Std Dev    41852.65  Variance   1.7516E9
                          Skewness   1.163973  Kurtosis   0.720414
                          USS        1.296E12  CSS        5.956E11
                          CV         92.36184  Std Mean   2266.448
                          T:Mean=0   19.99331  Pr>|T|       0.0001
                          Num ^= 0        286  Num > 0         286
                          M(Sign)         143  Pr>=|M|      0.0001
                          Sgn Rank    20520.5  Pr>=|S|      0.0001
          
                                        SAS $B%7%9%F%`(B                            22
                                                     18:05 Wednesday, June 6, 2007
                                    Univariate Procedure
          Variable=KODUKAI
                                      Quantiles(Def=5)
          
                           100% Max    180000       99%    160000
                            75% Q3      60000       95%    150000
                            50% Med     30000       90%    100000
                            25% Q1      20000       10%         0
                             0% Min         0        5%         0
                                                     1%         0
                           Range       180000                    
                           Q3-Q1        40000                    
                           Mode             0                    
          
                                        SAS $B%7%9%F%`(B                            25
                                                     18:05 Wednesday, June 6, 2007
                                    Univariate Procedure
          Variable=KODUKAI
                               Histogram                    #             Boxplot
            190000+*                                        1                0   
                  .**                                       6                0   
                  .****                                    12                0   
            130000+*****                                   13                0   
                  .********                                23                |   
                  .****                                    11                |   
             70000+************                            35             +-----+
                  .*****************                       51             |  +  |
                  .************************************   107             *-----*
             10000+****************************            82                |   
                   ----+----+----+----+----+----+----+-              
                   * may represent up to 3 counts                    
          
                                        SAS $B%7%9%F%`(B                            32
                                                     18:05 Wednesday, June 6, 2007
          --------------------------------- SEX=F --------------------------------
           Variable    N          Mean       Std Dev       Minimum       Maximum
           ---------------------------------------------------------------------
           SHINTYOU  115   159.0060870     5.3493775   145.0000000   171.0000000
           TAIJYUU    81    48.7283951     4.7771653    35.0000000    60.0000000
           KYOUI      41    83.0243902     3.9967975    70.0000000    90.0000000
           KODUKAI   112      44803.57      35274.88             0     180000.00
           TSUUWA     58       6863.86       4325.64   200.0000000      25000.00
           ---------------------------------------------------------------------
          
                                        SAS $B%7%9%F%`(B                            33
                                                     18:05 Wednesday, June 6, 2007
          --------------------------------- SEX=M --------------------------------
           Variable    N          Mean       Std Dev       Minimum       Maximum
           ---------------------------------------------------------------------
           SHINTYOU  239   172.1523013     5.4061808   156.0000000   186.0000000
           TAIJYUU   239    62.1665272     7.8488323    46.0000000   100.0000000
           KYOUI      69    88.7536232     8.3620392    56.0000000   112.0000000
           KODUKAI   229      45563.32      44789.78             0     165000.00
           TSUUWA     88       6421.57       4520.87             0      30000.00
           ---------------------------------------------------------------------
          
                                        SAS $B%7%9%F%`(B                            90
                                                     18:05 Wednesday, June 6, 2007
                                    Univariate Procedure
                                      Schematic Plots
          Variable=SHINTYOU
                            200 +                            
                                |                            
                                |                        0   
                            180 +                        |   
                                |            |        *--+--*
                                |            |        +-----+
                            160 +         *--+--*        0   
                                |         +-----+        0   
                                |            0               
                            140 +                            
                                 ------------+-----------+-----------
                            SEX                 F           M
          
                                        SAS $B%7%9%F%`(B                            93
                                                     18:05 Wednesday, June 6, 2007
                                    Univariate Procedure
                                      Schematic Plots
          Variable=KODUKAI
                                |                            
                         200000 +                            
                                |            0           0   
                                |            0           |   
                         100000 +            |           |   
                                |         +-----+     +-----+
                                |         *--+--*     *--+--*
                              0 +            |        +-----+
                                 ------------+-----------+-----------
                            SEX                 F           M
          
                                        SAS $B%7%9%F%`(B                           105
                                                     18:05 Wednesday, June 6, 2007
               SEX   SHINTYOU                          Cum.              Cum.
                     Midpoint                    Freq  Freq  Percent  Percent
                                |
               F          146   |                   2     2     0.56     0.56
                          150   |**                 8    10     2.26     2.82
                          154   |***               17    27     4.80     7.63
                          158   |******            31    58     8.76    16.38
                          162   |******            32    90     9.04    25.42
                          166   |****              21   111     5.93    31.36
                          170   |*                  4   115     1.13    32.49
                          174   |                   0   115     0.00    32.49
                          178   |                   0   115     0.00    32.49
                          182   |                   0   115     0.00    32.49
                          186   |                   0   115     0.00    32.49
                                |
               M          146   |                   0   115     0.00    32.49
                          150   |                   0   115     0.00    32.49
                          154   |                   0   115     0.00    32.49
                          158   |                   2   117     0.56    33.05
                          162   |***               13   130     3.67    36.72
                          166   |*****             26   156     7.34    44.07
                          170   |**************    70   226    19.77    63.84
                          174   |**************    69   295    19.49    83.33
                          178   |*******           35   330     9.89    93.22
                          182   |****              19   349     5.37    98.59
                          186   |*                  5   354     1.41   100.00
                                |
                                ----+---+---+--
                                    20  40  60
                                   Frequency
          
                                        SAS $B%7%9%F%`(B                           111
                                                     18:05 Wednesday, June 6, 2007
            SEX   KODUKAI                                 Cum.              Cum.
                  Midpoint                          Freq  Freq  Percent  Percent
                            |
            F           0   |******                   14    14     4.11     4.11
                    20000   |*********                23    37     6.74    10.85
                    40000   |***********              27    64     7.92    18.77
                    60000   |**********               26    90     7.62    26.39
                    80000   |****                     10   100     2.93    29.33
                   100000   |**                        5   105     1.47    30.79
                   120000   |*                         3   108     0.88    31.67
                   140000   |                          1   109     0.29    31.96
                   160000   |*                         2   111     0.59    32.55
                   180000   |                          1   112     0.29    32.84
                            |
            M           0   |********************     50   162    14.66    47.51
                    20000   |*****************        43   205    12.61    60.12
                    40000   |*********************    52   257    15.25    75.37
                    60000   |***********              28   285     8.21    83.58
                    80000   |*****                    12   297     3.52    87.10
                   100000   |*******                  18   315     5.28    92.38
                   120000   |***                       8   323     2.35    94.72
                   140000   |*                         3   326     0.88    95.60
                   160000   |******                   15   341     4.40   100.00
                   180000   |                          0   341     0.00   100.00
                            |
                            ----+---+---+---+---+-
                                10  20  30  40  50
                                   Frequency
          

        3. $B7k2L$N8+J}(B
          • $BA0$N@a(B($B30$lCM$r=|30$;$:(B)$B$HHf3S$7$F(B
          • $BJ?6QCM$,$I$N$h$&$KJQ2=$7$?$+(B?
          • $B$G$O!"Cf1{CM$d:GIQCM$,$I$N$h$&$KJQ2=$7$?$+(B? : $B4h7r@-(B

          • $B7gB;CM$N=PNO$,$J$/$J$C$F%0%i%U$,$9$C$-$j$7$?(B $B!u(B $B>\:Y$,H=$k$h$&$K$J$C$?(B

      • if $BJ8(B : $B$"$k>r7o$K9gCW$7$?>l9g$K!"FCDj$N=hM}$r [$BNc(B1] $BL\E*$N%5%s%W%k$@$1$rCj=P$9$k(B : $B>r7o$r=q$-JB$Y$k(B
        [$BNc(B2] $BJQNL$NCM$r3d$jEv$F$J$*$9(B : $B?7$7$$CM$r1&JU$K=q$/(B
        [$BNc(B3] $B?7$7$$JQNL$rDj5A$9$k(B : $B?7$7$$JQNL$r:8JU$K=q$/(B
          data seito06;
            infile 'seito.prn';
            input id $ sex $ kesseki $ univ $
                  koku $ suu1 $ suu2 $ tireki $ koumin $ rika $;
          
            if sex^='M'     then delete;        /* male only */
            if kesseki^='0' then delete;        /* syusseki-sya only */
          
            area="$BITL@(B";
            if univ="$BAa0pEDBg3X(B" then area="$BElF|K\(B";
            if univ="$B7D1~Bg3X(B"   then area="$BElF|K\(B";
            if univ="$B4X@>Bg3X(B"   then area="$B@>F|K\(B";
            if univ="$BF1;V
          
          

        [$BNc(B4] $BJ#?t$N=hM}$r$5$;$?$$>l9g(B : do $B!A(B end $B$G0O$`(B

            if tireki="$B@$3&;K(B-0" then do;
              tireki="$B@$3&;K(B";
              koumin=.;
            end;
          ...
          

        [$BHf3S1i;;;R(B]

        = : $BEy$7$$(B
        ^= : $BEy$7$/$J$$(B
        > : $B$h$jBg$-$$(B
        < : $B$h$j>.$5$$(B
        >= : $B0J>e(B
        <= : $B0J2<(B

        [$BO@M}1i;;;R(B]
        ^ : $BH]Dj(B(NOT)
        & : $BO@M}OB(B(AND)
        | : $BO@M}@Q(B(OR)

      • $B
      • ($B:#=5$NB3$-(B?)
      • $BIQEY=87W(B
      • $B%0%k!<%WFbE}7WNL(B
      • ...
    [DIR]$B9V5A$N%[!<%`%Z!<%8(B$B$XLa$j$^$9(B