/*-------------------------------------------------------------------*/
 /*              Multiple Comparisons and Multiple Tests              */
 /*                  Using the SAS System: Workbook                   */ 
 /*                    by Westfall and Tobias                         */
 /*       Copyright(c) 2000 by SAS Institute Inc., Cary, NC, USA      */
 /*                   SAS Publications order # 57936                  */
 /*                        ISBN 1-58025-759-3                         */
 /*-------------------------------------------------------------------*/
 /*                                                                   */
 /* This material is provided "as is" by SAS Institute Inc.  There    */
 /* are no warranties, expressed or implied, as to merchantability or */
 /* fitness for a particular purpose regarding the materials or code  */
 /* contained herein. The Institute is not responsible for errors     */
 /* in this material as it now exists or will exist, nor does the     */
 /* Institute provide technical support for it.                       */
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 /* addressed to the author:                                          */
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 /* SAS Institute Inc.                                                */
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 /* Attn: Westfall and Tobias                                         */
 /* SAS Campus Drive                                                  */
 /* Cary, NC   27513                                                  */
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 /* Use this for subject field:                                       */
 /*     Comments for Westfall and Tobias                              */
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 /*-------------------------------------------------------------------*/


/* Chapter 4 Problems */
Data plant1;
   input engine$ mpg @@;
datalines;
A 20.2 A 18.1 B 18.7 B 18.8 B 17.9 B 17.6 B 17.8 B 17.5 B 17.6
C 16.1 C 15.0 C 15.7 C 19.0 C 13.2 C 16.5 C 15.6 D 16.7
;

Data plant2;
   input engine$ mpg @@;
datalines;
A 21.3 A 19.3 A 18.8 A 20.8 B 18.9 B 21.3 B 18.2 B 18.4 B 16.6
C 15.7 C 15.7 C 15.7 C 16.7
;


/* Chapter 5 Problems */
data sales;
   input sales wkday $ mxtemp rain mxwind pctsun payday newinv tempdev;
   datalines;
4 21 538.70 M 77 0 18 97 0 1 2.599 
4 22 315.98 T 85 0 24 93 0 0 11.00 
4 23 274.38 W 90 0 23 66 0 0 13.19 
4 24 235.25 H 90 0 23 95 0 0 6.59 
4 25 657.17 F 86 0 23 64 0 0 0.40 
4 26 866.60 S 83 0 28 9 0 0 -3.80 
4 27 286.02 U 74 1 36 97 0 0 -10.59 
4 28 324.17 M 86 0 18 79 0 0 2.19 
4 29 373.04 T 90 1 25 74 1 0 6.19 
4 30 293.29 W 80 0 22 60 1 0 -2.5 
5 1 208.22 H 76 0 17 65 1 0 -5.19 
5 2 358.42 F 79 0 17 57 1 0 -3.19 
5 3 582.29 S 83 0 25 78 0 0 1.400 
5 4 171.60 U 86 0 28 71 0 0 5.199 
5 5 415.73 M 92 0 21 98 0 0 8.800 
5 6 324.89 T 93 0 25 100 0 0 6.40 
5 7 258.48 W 93 0 32 93 0 0 3.599 
5 8 160.74 H 82 0 28 91 0 0 -7.19 
5 9 336.45 F 86 0 21 78 0 0 -3.19 
5 10 410.79 S 85 0 18 95 0 0 -2.8 
5 11 358.57 U 94 0 18 98 0 0 6.00 
5 12 287.39 M 95 0 21 79 0 0 6.59 
5 13 766.86 T 85 0 25 98 0 0 -4.00 
5 14 373.00 W 94 0 26 69 1 0 3.400 
5 15 334.32 H 95 0 23 94 1 0 2.400 
5 16 1085.46 F 88 0 38 38 1 1 -3.4 
5 17 833.86 S 55 1 38 4 1 1 -28.40 
5 18 350.48 U 71 0 17 97 0 0 -9.59 
5 19 222.32 M 83 0 17 95 0 0 4.59 
5 20 242.52 T 93 0 22 100 0 0 15.0 
5 21 349.92 W 99 0 28 49 0 0 18.80 
5 22 275.86 H 95 0 24 82 0 0 6.800 
5 23 273.20 F 83 0 28 81 0 1 -7.59 
5 24 470.70 S 87 1 25 45 0 1 -4.400 
5 25 428.51 U 74 1 25 24 0 0 -13.59 
5 26 425.79 M 72 1 28 16 0 0 -10.19 
5 27 129.35 T 70 0 17 78 0 0 -7.19 
5 28 366.35 W 80 0 14 79 0 0 3.400 
5 29 304.79 H 70 1 18 12 0 0 -3.19 
5 30 603.40 F 75 1 14 46 1 1 1.59 
5 31 778.59 S 79 0 14 21 1 1 4.19 
6 1 338.92 U 78 1 17 45 1 0 1.59 
6 2 375.69 M 72 0 15 14 1 0 -2.8 
6 3 367.25 T 81 0 16 69 0 0 4.00 
6 4 180.71 W 85 1 23 50 0 0 6.00 
6 5 350.25 H 84 0 10 83 0 0 4.00 
6 6 745.46 F 91 0 18 79 0 1 8.40 
6 7 872.59 S 85 0 21 64 0 1 -0.19 
6 8 553.67 U 86 1 35 67 0 0 -0.19 
6 9 497.58 M 88 0 17 77 0 0 1.199 
6 10 300.19 T 90 0 24 96 0 0 2.000 
6 11 195.35 W 83 0 23 100 0 0 -3.4 
6 12 304.82 H 91 0 12 100 0 0 3.40 
6 13 482.27 F 92 0 17 100 0 0 3.19 
6 13 482.27 F 92 0 17 100 0 0 2.4 
6 14 460.10 S 93 0 20 100 1 0 2.8 
6 15 357.26 U 95 0 21 74 1 0 2.40 
6 16 331.85 M 99 1 52 63 1 0 4.80 
6 17 341.60 T 85 0 15 64 1 0 -7.80 
6 18 345.54 W 80 1 15 34 0 0 -10.4 
6 19 348.98 H 87 0 16 50 0 0 -2.19 
6 20 461.98 F 86 0 17 35 0 0 -1.40 
6 21 517.85 S 86 0 25 56 0 0 1.199 
6 22 379.92 U 84 1 26 29 0 0 -0.59 
6 23 202.86 M 82 1 16 27 0 0 -3.00 
6 24 245.36 T 84 0 14 57 0 0 -0.40 
6 25 871.54 W 86 0 16 59 0 1 1.59 
6 26 563.34 H 88 0 20 64 0 1 3.19 
6 27 475.72 F 91 0 21 74 0 0 4.80 
6 28 503.32 S 96 0 16 94 0 0 7.00 
6 29 539.28 U 94 0 17 79 1 0 3.00 
6 30 750.91 M 97 0 22 64 1 0 3.80 
7 1 183.64 T 90 1 23 54 1 0 -3.59 
7 2 271.79 W 82 0 15 21 1 0 -9.80 
7 3 355.70 H 85 1 23 68 0 0 -4.59 
7 4 860.02 F 95 0 23 93 0 1 5.19 
7 5 460.26 S 95 0 23 91 0 1 5.59 
7 6 488.61 U 90 1 23 54 0 0 0.59 
7 7 250.58 M 91 0 16 71 0 0 -0.19 
7 8 377.35 T 91 0 17 94 0 0 -1.40 
7 9 394.67 W 93 0 20 72 0 0 1.000 
7 10 464.33 H 92 0 23 73 0 0 0.59 
7 11 431.35 F 97 0 21 81 0 0 4.19 
7 12 467.80 S 99 0 22 93 0 1 4.59 
7 13 248.66 U 92 0 22 87 0 1 -2.59 
7 14 389.57 M 90 0 23 73 1 0 -4.0 
7 15 1009.54 T 92 0 24 94 1 1 -2.0 
7 16 304.42 W 94 0 23 98 1 1 0.59 
7 17 354.35 H 96 0 20 94 1 0 3.19 
7 18 514.03 F 95 0 17 99 0 0 1.59 
7 19 617.71 S 97 0 14 100 0 0 2.19 
7 20 249.30 U 95 0 18 76 0 0 -0.40 
7 21 531.94 M 92 0 20 75 0 0 -3.00 
7 22 172.77 T 87 0 14 50 0 0 -6.19 
7 23 379.17 W 95 0 23 81 0 0 1.800 
7 24 250.85 H 98 0 18 96 0 0 4.599 
7 25 585.77 F 102 0 17 93 0 1 7.19 
7 26 526.38 S 103 0 17 93 0 1 6.00 
7 27 399.47 U 103 0 20 97 0 0 2.80 
7 28 442.95 M 102 0 16 100 0 0 0.400 
7 29 337.02 T 101 0 16 100 0 0 -1.19 
7 30 330.26 W 101 0 17 100 1 0 -1.00 
7 31 246.58 H 101 0 18 100 1 0 -0.59 
8 1 403.39 F 100 0 17 97 1 1 -1.0 
8 2 703.01 S 96 0 20 78 1 1 -3.80 
8 3 549.94 U 87 1 33 71 0 0 -10.0 
8 4 191.30 M 90 1 15 73 0 0 -4.80 
8 5 263.04 T 95 0 12 94 0 0 1.400 
8 6 237.97 W 96 0 14 71 0 0 3.199 
8 7 570.65 H 95 0 15 33 0 0 2.400 
8 7 570.65 H 95 0 15 33 0 0 0.800 
8 8 456.51 F 89 1 20 56 0 0 -5.00 
8 9 538.26 S 94 1 23 92 0 0 0.19 
8 10 590.20 U 85 1 21 84 0 0 -6.59 
8 11 490.13 M 89 0 12 93 0 0 -1.40 
8 12 366.79 T 90 0 17 73 0 0 0.599 
8 13 443.60 W 91 0 23 57 0 1 1.199 
8 14 367.57 H 92 1 23 57 1 1 2.599 
8 15 507.26 F 87 1 24 65 1 0 -2.80 
8 16 602.95 S 91 0 13 100 1 0 0.80 
8 17 310.16 U 93 0 12 100 1 0 2.19 
8 18 340.13 M 95 0 9 96 0 0 3.4000 
8 19 405.16 T 97 0 14 100 0 0 4.40 
8 20 423.11 W 98 0 15 100 0 0 3.19 
8 21 171.35 H 85 0 21 66 0 0 -8.59 
8 22 463.92 F 88 0 13 63 0 0 -4.59 
8 23 569.88 S 84 0 16 17 0 0 -6.40 
8 24 384.98 U 86 0 25 39 0 0 -2.19 
8 25 559.40 M 83 0 16 37 0 0 -2.19 
8 26 298.51 T 86 1 17 40 0 0 0.59 
8 27 362.92 W 81 0 23 41 0 1 -3.0 
8 28 399.97 H 76 0 20 39 0 1 -6.4 
8 29 398.22 F 77 0 17 8 0 0 -3.59 
8 30 752.16 S 75 0 16 4 1 1 -4.0 
8 31 675.95 U 76 1 17 2 1 1 -1.0 
9 1 457.51 M 69 0 10 0 1 0 -5.59 
9 2 406.14 T 80 0 16 40 1 0 4.59 
9 3 381.77 W 75 1 15 3 0 0 0.000 
9 4 285.32 H 68 1 23 2 0 0 -5.59 
9 5 488.54 F 80 0 9 63 0 0 5.599 
9 6 430.48 S 81 0 12 52 0 0 4.19 
9 7 492.60 U 66 0 21 0 0 0 -8.00 
9 8 334.64 M 69 0 13 2 0 0 -3.80 
9 9 324.01 T 83 0 18 49 0 0 7.199 
9 10 206.16 W 90 0 23 66 0 0 12.19 
9 11 437.23 H 79 0 14 100 0 0 1.59 
9 12 471.92 F 83 0 16 100 0 0 2.19 
9 13 516.83 S 85 0 15 61 0 0 1.00 
9 14 455.64 U 78 0 14 14 1 0 -5.0 
9 15 388.98 M 87 0 15 53 1 0 4.59 
9 16 315.79 T 85 0 23 78 1 0 1.400 
9 17 265.54 W 88 1 21 85 1 0 3.400 
9 18 558.30 H 88 0 20 77 0 1 2.800 
9 19 475.41 F 87 0 17 99 0 1 0.000 
9 20 648.61 S 85 0 20 85 0 0 -1.59 
9 21 439.54 U 87 0 17 54 0 0 0.000 
9 22 153.02 M 86 0 16 45 0 0 -0.59 
9 23 272.26 T 88 1 31 60 0 0 1.400 
9 24 398.76 W 84 0 25 93 0 0 -2.00 
9 25 226.35 H 83 0 21 97 0 0 -2.59 
9 26 458.42 F 85 0 24 87 0 0 -0.19 
9 27 639.27 S 87 0 17 73 0 0 1.59 
9 28 509.60 U 81 0 21 12 0 0 -3.00 
9 29 291.76 M 82 1 25 33 1 0 -1.59 
9 30 352.14 T 73 0 13 12 1 0 -8.59 
10 1 356.63 W 83 1 23 21 1 0 1.80 
10 1 356.63 W 83 1 23 21 1 0 2.59 
10 2 188.86 H 78 1 29 4 1 0 -1.80 
10 3 465.82 F 84 0 15 86 0 1 3.80 
10 4 768.90 S 64 0 15 16 0 1 -14.4 
10 5 398.60 U 57 0 13 0 0 0 -16.19 
10 6 550.53 M 69 0 9 43 0 0 -1.40 
10 7 278.72 T 73 0 13 84 0 0 3.59 
10 8 249.94 W 80 0 10 85 0 0 11.4 
10 9 338.50 H 70 0 14 6 0 0 0.19 
10 10 319.68 F 65 0 24 0 0 0 -6.40 
10 11 870.64 S 68 1 35 9 0 0 -3.19 
10 12 485.02 U 40 0 23 0 0 0 -24.59 
10 13 499.70 M 64 0 20 100 0 0 2.59 
10 14 297.57 T 73 0 14 100 1 0 11.0 
10 15 380.23 W 75 0 9 93 1 0 11.00 
10 16 653.07 H 75 0 15 60 1 1 9.59 
10 17 692.78 F 75 0 17 94 1 1 2.59 
10 18 728.26 S 74 0 17 100 0 0 -0.4 
10 19 1249.56 U 68 0 18 11 0 0 -5.4 
10 20 324.75 M 60 0 14 0 0 0 -10.40 
10 21 320.07 T 64 1 18 0 0 0 -4.19 
10 22 239.63 W 74 0 10 56 0 0 6.0 
10 23 514.08 H 68 0 15 5 0 1 1.19 
10 24 373.45 F 64 0 13 38 0 1 -2.0 
10 25 583.34 S 70 0 15 77 0 0 2.00 
10 26 320.11 U 70 0 26 97 0 0 0.80 
10 27 403.19 M 76 0 10 95 0 0 6.40 
10 28 337.91 T 79 0 16 100 0 0 7.19 
10 29 352.02 W 70 0 15 73 0 0 -3.0 
10 30 361.97 H 75 0 21 91 1 0 1.00 
10 31 381.38 F 77 0 15 83 1 0 1.59
;


/* Chapter 6 Problems */
Data birds;
   input CHIRPS TEMP NBIRDS @@;
   datalines;
21.9 80 15  19.1 80 15  18.1 90 14  14.1 60 13  13.2 60 15  16.1 80 12  21.1 80 18
13.4 70 15  14.6 70 17  22.1 80 18  12.1 60 13  12.4 60 13  18.8 60 14  17.0 70 15
16.1 90 13  16.9 90 14  16.9 90 16  22.7 80 15
;

/* Chapter 9 Problems */
Data prod;
   input prod RD$ Cont$ @@;
datalines;
8.2 R1 Eur  6.8 R1 Eur 5.8 R1 Eur 6.9 R1 Eur
6.7 R2 Eur  8.1 R2 Eur 9.4 R2 Eur 8.6 R2 Eur 8.7 R2 Eur 7.1 R2 Eur 8.4 R2 Eur
8.5 R3 Eur 10.1 R3 Eur 9.5 R3 Eur 
7.6 R1 US   6.6 R1 US  6.3 R1 US  7.7 R1 US  6.0 R1 US
7.8 R2 US   7.7 R2 US  8.9 R2 US  7.9 R2 US  8.3 R2 US
9.7 R3 US   7.8 R3 US  9.6 R3 US
;

Data teach;
   do university  = 1 to 3; 
      do replication = 1 to 4;
         do method      = 1 to 4;
            input improvement @@; output;
         end;
      end;
   end;
datalines;
  4   2  9 14
  6   6 -7 11
 -4   2 11 -3
 -5  -6  0  5
 -6   5 10 12
 -3  -2  1  6
 -1  -9  3 11
-14   4  5  1
 -4   5 10  4
  4 -13  7  1
 -5   1 11  6
-10  -9 -2 -3 
;

/* Chapter 10 Problems */

Data het;
   do g=1 to 5;
      select (g);
         when (1) do; m=0.1; s=0.01; n=10; end;
         when (2) do; m=0.2; s=0.01; n=10; end;
         when (3) do; m=0.3; s=0.01; n=10; end;
         when (4) do; m= 10; s= 10 ; n= 3; end;
         when (5) do; m= 10; s= 10 ; n= 3; end;  end;
      do rep = 1 to n;
         y = m + s*rannor(101271); output; 
      end;
   end;     
run;



data returns;
   input market stock1-stock5 @@;
datalines;
 0.2 -0.2 -1.1 -1.6  0.0 -0.8    0.5 -0.5  0.0  0.5 -0.9  2.7
 0.3  0.3  3.3  0.5 -0.9 -1.5    0.3  0.8  2.1  1.6  1.5  2.3
-0.1 -0.6 -0.6 -1.2  0.6 -1.5   -1.2 -2.8 -4.2 -0.5 -1.5 -3.4
-1.3 -3.1 -4.9 -0.9 -3.0 -2.3    0.4  1.5  6.4  2.8  3.1  3.2
 0.3 -0.8  0.0  0.0  0.0  0.4    0.2  1.3 -3.8  1.4  0.6 -0.4
 0.6  1.3  1.1  0.2 -0.6  0.8   -0.1 -1.9 -3.9 -0.7 -0.6 -1.9
 0.5  0.3  2.3  0.2  0.6  0.8   -0.4 -0.2 -1.7 -0.7  0.0 -1.2
 0.4  0.0  1.7  1.4  1.8  1.2   -0.5 -0.3 -2.8 -1.8 -0.9 -1.2
-0.4 -0.7  0.0  0.2  0.3  1.2   -0.3 -0.3  1.2 -0.7 -1.2  0.0
-1.1  0.2 -1.2 -1.4 -0.6 -0.8    0.5  0.8  1.2  1.9  3.3  2.3
 0.5 -0.2  0.0  0.9  0.3  1.1    0.2  0.2  0.0 -0.2 -0.3  0.0
-0.2  0.5  0.0  0.7  2.3  0.8   -0.1  0.7  0.6  1.1  2.0  0.4
 0.3 -0.2  0.0  0.4 -1.4  1.1    0.2  1.6  1.1 -0.2  0.6  0.4
 0.4  0.0  0.0  0.9  1.1  0.0    0.3  2.1  2.8 -0.9  1.4  1.1
 0.1 -1.9 -1.7  0.0 -0.6 -1.1    0.0  0.8 -0.6 -0.2  1.7  0.4
-0.4 -0.3 -1.7 -0.2 -1.4 -0.7    0.0 -0.8  1.7  0.0  0.3 -1.5
 0.2  1.3  1.7  0.0 -0.6 -2.2   -0.6 -0.8 -2.2  0.0  0.3  0.8
-0.2 -1.0  1.1  0.2 -0.3  1.9    0.2  0.6  1.7  1.8  3.3  1.1
 0.6  3.1  1.1  2.0  1.1  1.1   -0.1  0.9  2.2  0.9  0.0  0.7
-0.2 -1.2 -2.1 -0.9 -0.3 -0.4    0.3 -0.5 -2.7 -0.9 -1.1  1.1
 0.2  0.5  2.2  0.2  1.1 -0.4    0.6  0.5  2.7 -0.9 -0.3  0.7
;


data toxicdrug;
   do sex = 'F', 'M';
      do rep = 1 to 4;
         do trt = 'A', 'B', 'C'; 
         input wloss_wk1 wloss_wk2 @@;
         output;
         end;
    end;
end;
datalines;
7 10  10 13 16 12
6 6   8 7   14 9
9 7   7 6   14 8
8 10  6 9   10 5 
5 6   7 6   21 15
5 4   7 7   14 11
9 9   9 12  17 12
7 6   6 8   12 10
;


/* Chapter 11 Problems */

data mult;
   input G Y1 Y2 Y3 @@;
datalines;
0   14.4   7.00   4.30   0   14.6   7.09   3.88
0   13.8   7.06   5.34   0   10.1   4.26   4.26
0   11.1   5.49   4.52   0   12.4   6.13   5.69
0   12.7   6.69   4.45   1   11.8   5.44   3.94
1   18.3   1.28   0.67   1   18.0   1.50   0.67
1   20.8   1.51   0.72   1   18.3   1.14   0.67
1   14.8   2.74   0.67   1   13.8   7.08   3.43
1   11.5   6.37   5.64   1   10.9   6.26   3.47
;

data qol;
   input tx tpf tsf trfp trfe tmh tef tpain tghp tghc;
   datalines;
 1 80 33 25 0 28 10 78 62 40
1 100 89 100 100 80 75 78 52 60
1 100 89 100 100 80 80 100 92 60
1 100 89 100 100 92 85 100 90 40
1 40 44 25 100 56 40 33 47 80
1 90 89 100 100 70 60 78 87 60
1 95 56 100 33 48 35 78 52 40
1 100 78 50 0 40 35 89 82 40
1 70 67 100 67 64 60 56 82 40
1 85 44 100 67 36 25 78 47 40
1 100 89 100 100 40 45 78 97 40
1 95 56 25 100 60 50 67 62 80
1 90 56 50 33 56 60 44 72 40
1 100 67 75 67 80 70 78 100 80
1 95 89 100 100 88 85 89 100 40
1 90 89 100 100 65 70 78 100 80
1 80 78 75 100 64 70 78 82 40
1 75 67 75 100 52 40 89 72 80
1 90 44 100 100 40 25 44 87 40
1 90 89 100 100 56 50 100 52 40
1 100 67 100 100 52 55 78 67 60
1 100 78 100 100 92 90 89 85 40
1 100 56 0 67 64 60 100 100 40
1 100 67 100 100 64 55 100 100 40
1 70 44 50 33 52 40 67 57 60
1 95 78 75 100 68 50 78 77 80
1 33 33 0 0 12 10 44 47 20
1 75 56 100 33 60 60 67 82 40
1 70 56 0 0 24 10 67 25 20
2 38 22 0 0 4 15 44 47 20
2 95 11 25 33 28 10 67 50 40
2 95 0 100 100 40 45 100 95 40
2 35 67 0 0 44 45 67 32 20
2 55 22 25 33 30 35 22 35 60
2 100 22 0 0 44 45 89 77 80
2 35 22 75 67 24 40 44 30 40
2 85 89 100 100 84 80 78 77 60
2 100 67 75 67 84 65 89 62 60
2 70 89 75 100 84 55 56 32 20
2 70 56 25 0 48 30 89 92 40
2 100 78 75 67 72 60 67 77 20
2 85 22 75 33 48 40 44 67 40
2 100 33 100 0 52 45 89 72 40
2 100 89 100 100 56 50 78 92 40
2 100 67 100 0 60 40 78 82 40
2 95 67 100 100 48 60 78 77 60
2 100 44 100 33 52 30 89 87 40
2 100 44 50 33 52 45 100 37 40
2 100 78 100 100 92 90 100 72 80
2 80 67 50 33 68 65 78 62 60
3 100 89 100 100 80 75 78 92 40
3 95 78 75 100 64 55 78 52 40
3 90 67 100 33 24 20 89 72 20
3 60 56 0 0 40 25 44 40 20
3 100 89 100 100 84 80 100 100 40
3 60 44 75 0 44 50 44 92 80
3 45 22 0 0 12 5 67 77 40
3 90 22 50 0 16 10 22 25 20
3 80 67 25 33 48 40 22 82 20
3 100 67 100 67 48 45 89 77 40
3 100 56 100 0 60 50 67 72 40
3 65 . 100 . . . . 25 20
3 100 . 75 33 60 55 67 92 40
3 90 67 100 33 64 53 67 35 40
3 60 78 100 100 76 70 100 47 60
3 75 89 75 67 64 45 67 82 40
3 75 22 50 0 16 20 56 20 20
3 95 67 100 33 56 55 89 67 40
3 75 89 100 100 80 65 89 72 40
3 100 78 50 33 36 50 67 80 40
3 90 89 75 33 27 20 100 40 20
3 100 44 50 0 24 25 78 67 40
4 100 44 50 100 68 40 56 30 40
4 80 78 75 100 68 70 44 87 40
4 100 78 100 33 72 50 89 77 20
4 90 22 25 33 24 30 67 42 40
4 100 89 100 100 88 90 100 87 40
4 56 67 100 67 60 60 100 52 20
4 95 78 100 100 80 80 100 72 40
4 100 89 100 100 84 80 100 100 60
4 25 0 0 0 32 40 44 75 0
4 90 89 75 33 68 55 78 92 40
4 55 44 0 0 8 0 22 20 20
4 95 89 100 100 92 90 78 82 80
4 70 67 50 0 64 55 67 67 40
4 100 44 100 100 64 65 100 87 40
4 95 44 0 0 24 25 33 35 20
4 90 67 100 67 25 30 78 82 80
4 90 78 100 100 80 75 78 67 40
4 95 44 100 67 28 50 100 72 40
4 100 22 100 0 52 40 67 67 60
4 85 44 0 0 40 35 56 72 40
4 65 67 25 33 76 65 67 77 60
4 80 56 100 67 52 50 56 52 60
4 85 67 100 100 64 50 67 50 20
4 85 67 50 67 56 50 67 52 40
4 50 11 25 67 84 70 44 15 20
4 50 22 25 33 52 50 67 42 40
4 90 67 100 100 80 75 78 87 40
4 85 89 75 67 84 60 44 57 40
5 85 67 75 33 60 50 78 77 60
5 56 67 75 0 56 50 56 27 40
5 95 67 75 67 84 65 100 87 40
5 90 56 25 100 80 80 89 40 20
5 80 33 25 0 56 50 44 32 20
5 85 89 100 67 84 75 89 92 80
5 95 44 75 0 44 50 78 72 40
5 100 33 100 33 40 30 78 72 40
5 90 44 100 0 32 45 100 92 40
5 70 67 75 33 64 40 44 52 40
5 55 33 25 0 60 30 44 67 60
5 95 44 100 100 48 45 56 45 20
5 90 67 75 67 64 60 67 57 60
5 100 78 100 100 68 65 100 95 40
5 95 89 100 100 56 40 89 82 80
5 75 . 100 100 100 80 100 45 .
5 85 78 75 33 60 45 100 67 40
5 95 56 25 33 52 35 78 77 20
5 95 44 100 67 64 55 89 82 40
5 100 44 25 0 36 20 44 62 60
5 50 78 75 0 40 20 78 45 60
5 75 44 25 0 20 20 67 60 40
5 85 44 100 33 56 50 100 67 40
;

/* Chapter 12 Problems */

data;
   input tx center w1-w12;
datalines;
1 3 0 0 0 0 0 0 0 0 0 0 0 0
1 3 1 1 1 1 1 0 0 0 1 1 1 0
0 3 0 0 0 0 0 0 0 0 1 1 1 0
1 3 0 0 0 0 1 0 1 0 0 0 0 0
0 3 1 0 0 0 0 1 1 1 1 0 1 1
1 3 0 1 0 1 1 1 1 1 1 1 1 1
0 1 0 0 1 0 1 1 1 0 1 0 0 1
1 1 0 0 0 0 0 0 0 0 0 0 0 0
0 1 0 0 0 0 0 0 0 0 0 0 0 0
0 3 1 1 1 1 1 1 1 0 0 0 1 0
1 3 0 0 0 1 1 1 0 1 1 0 0 0
0 3 0 0 0 0 0 0 0 0 0 0 0 0
1 5 1 1 1 1 1 0 1 1 1 1 1 1
1 5 1 1 1 1 1 1 1 0 1 1 1 1
1 1 1 1 1 1 1 1 1 1 1 1 1 1
0 1 0 0 0 0 0 0 0 0 0 0 0 0
0 1 0 0 0 0 0 0 0 0 0 0 0 0
1 1 0 0 1 1 1 0 0 1 0 1 1 1
0 1 0 1 1 0 0 0 0 0 1 0 0 0
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