%let libpath=D:\dukumenty\prace\MU\vyuka\Data_Mining_1\2012\cviceni;
libname st192 "&libpath";
options nodate nonumber ls=95 ps=80 formdlim='-';

proc format;
    value purfmt 1 = "$100 +"
                 0 = "< $100";
    value incfmt 1='Low Income'
                 2='Medium Income'
                 3='High Income';
    value safefmt 0='Average or Above'
                  1='Below Average';
    value sizefmt 1='Small'
                  2='Medium'
                  3='Large';
    value vstfmt 0='staff only'
                 1='physician';
    value spcfmt 1='oncologist'
                 2='internal med'
                 3='family prac'
                 4='pulmonolgist'
                 5='other special';

run;

data st192.testscores;
    input Gender $ 1-6 SATScore 8-11 IDNumber 13-20;
    datalines;
Male   1170 61469897
Female 1090 33081197
Male   1240 68137597
Female 1000 37070397
Male   1210 64608797
Female  970 60714297
Male   1020 16907997
Female 1490  9589297
Male   1200 93891897
Female 1260 85859397
Male   1150 38152597
Female 1390 99108497
Male   1240 59666697
Female 1370 70847197
Male   1140 47613397
Female 1160 53750297
Male   1050 95948597
Female 1110  3873197
Male   1100 25756097
Female 1080 43493297
Male   1120 27543197
Female 1080 26212897
Male   1050  8945097
Female 1200 51799397
Male   1600 39196697
Female 1100 48154497
Male   1050 55189597
Female 1060 46028397
Male   1140 75332897
Female 1100 29520797
Male   1340 55983497
Female 1240 93236497
Male   1090  6975697
Female 1180 29686297
Male   1170 76815697
Female 1130 64045497
Male   1290  9880297
Female 1380 23048597
Male   1010 76058697
Female 1280 42586897
Male   1050 62688897
Female 1520 73461797
Male   1360 44327297
Female 1260  2854197
Male   1290 42401697
Female 1070 51266697
Male   1260 61195297
Female 1350 71681397
Male   1140 43230697
Female 1330  6520097
Male    990 61728297
Female 1300 64179097
Male   1150 20494697
Female 1520 40177297
Male   1200 43183797
Female 1120 47146397
Male   1020 60633297
Female 1250 72168497
Male   1330 98377897
Female 1170 20745097
Male   1110 91775997
Female 1230 82634897
Male   1310 73772397
Female 1270 20755897
Male   1210 57288097
Female 1120 55860697
Male   1200 65246997
Female 1380 81994397
Male    890 76526697
Female 1590 23573597
Male   1110 61160997
Female 1150 23359697
Male   1280 19108097
Female  910 30834797
Male   1060 46806897
Female 1270 62919297
Male   1020 37534197
Female 1300  4440297
Male   1050  2012997
Female 1060 59149297
;
run;

data st192.fitness; 
    input @1 Name $8. @10 Gender $1. @12 RunTime 5.2 @18 Age 2. @21 Weight 5.2 
          @27 Oxygen_Consumption 5.2 @33 Run_Pulse 3.
          @37 Rest_Pulse 2. @40 Maximum_Pulse 3.;
    Performance=260-round(10*runtime + 2*age + 4*(Gender='F'));
    datalines;
Donna    F  8.17 42 68.15 59.57 166 40 172
Gracie   F  8.63 38 81.87 60.06 170 48 186
Luanne   F  8.65 43 85.84 54.30 156 45 168
Mimi     F  8.92 50 70.87 54.63 146 48 155
Chris    M  8.95 49 81.42 49.16 180 44 185
Allen    M  9.22 38 89.02 49.87 178 55 180
Nancy    F  9.40 49 76.32 48.67 186 56 188
Patty    F  9.63 52 76.32 45.44 164 48 166
Suzanne  F  9.93 57 59.08 50.55 148 49 155
Teresa   F 10.00 51 77.91 46.67 162 48 168
Bob      M 10.07 40 75.07 45.31 185 62 185
Harriett F 10.08 49 73.37 50.39 168 67 168
Jane     F 10.13 44 73.03 50.54 168 45 168
Harold   M 10.25 48 91.63 46.77 162 48 164
Sammy    M 10.33 54 83.12 51.85 166 50 170
Buffy    F 10.47 52 73.71 45.79 186 59 188
Trent    M 10.50 52 82.78 47.47 170 53 172
Jackie   F 10.60 47 79.15 47.27 162 47 164
Ralph    M 10.85 43 81.19 49.09 162 64 170
Jack     M 10.95 51 69.63 40.84 168 57 172
Annie    F 11.08 51 67.25 45.12 172 48 172
Kate     F 11.12 45 66.45 44.75 176 51 176
Carl     M 11.17 54 79.38 46.08 156 62 165
Don      M 11.37 44 89.47 44.61 178 62 182
Effie    F 11.50 48 61.24 47.92 170 52 176
George   M 11.63 47 77.45 44.81 176 58 176
Iris     F 11.95 40 75.98 45.68 176 70 180
Mark     M 12.63 57 73.37 39.41 174 58 176
Steve    M 12.88 54 91.63 39.20 168 44 172
Vaughn   M 13.08 44 81.42 39.44 174 63 176
William  M 14.03 45 87.66 37.39 186 56 192
;
run;

data st192.NormTemp;
    input @1 ID 3. @5 BodyTemp 5.1 @11 Gender $6. @18 HeartRate 3.;
    datalines;
  1  96.3 Male    70
  2  96.7 Male    71
  3  96.9 Male    74
  4  97.0 Male    80
  5  97.1 Male    73
  6  97.1 Male    75
  7  97.1 Male    82
  8  97.2 Male    64
  9  97.3 Male    69
 10  97.4 Male    70
 11  97.4 Male    68
 12  97.4 Male    72
 13  97.4 Male    78
 14  97.5 Male    70
 15  97.5 Male    75
 16  97.6 Male    74
 17  97.6 Male    69
 18  97.6 Male    73
 19  97.7 Male    77
 20  97.8 Male    58
 21  97.8 Male    73
 22  97.8 Male    65
 23  97.8 Male    74
 24  97.9 Male    76
 25  97.9 Male    72
 26  98.0 Male    78
 27  98.0 Male    71
 28  98.0 Male    74
 29  98.0 Male    67
 30  98.0 Male    64
 31  98.0 Male    78
 32  98.1 Male    73
 33  98.1 Male    67
 34  98.2 Male    66
 35  98.2 Male    64
 36  98.2 Male    71
 37  98.2 Male    72
 38  98.3 Male    86
 39  98.3 Male    72
 40  98.4 Male    68
 41  98.4 Male    70
 42  98.4 Male    82
 43  98.4 Male    84
 44  98.5 Male    68
 45  98.5 Male    71
 46  98.6 Male    77
 47  98.6 Male    78
 48  98.6 Male    83
 49  98.6 Male    66
 50  98.6 Male    70
 51  98.6 Male    82
 52  98.7 Male    73
 53  98.7 Male    78
 54  98.8 Male    78
 55  98.8 Male    81
 56  98.8 Male    78
 57  98.9 Male    80
 58  99.0 Male    75
 59  99.0 Male    79
 60  99.0 Male    81
 61  99.1 Male    71
 62  99.2 Male    83
 63  99.3 Male    63
 64  99.4 Male    70
 65  99.5 Male    75
 66  96.4 Female  69
 67  96.7 Female  62
 68  96.8 Female  75
 69  97.2 Female  66
 70  97.2 Female  68
 71  97.4 Female  57
 72  97.6 Female  61
 73  97.7 Female  84
 74  97.7 Female  61
 75  97.8 Female  77
 76  97.8 Female  62
 77  97.8 Female  71
 78  97.9 Female  68
 79  97.9 Female  69
 80  97.9 Female  79
 81  98.0 Female  76
 82  98.0 Female  87
 83  98.0 Female  78
 84  98.0 Female  73
 85  98.0 Female  89
 86  98.1 Female  81
 87  98.2 Female  73
 88  98.2 Female  64
 89  98.2 Female  65
 90  98.2 Female  73
 91  98.2 Female  69
 92  98.2 Female  57
 93  98.3 Female  79
 94  98.3 Female  78
 95  98.3 Female  80
 96  98.4 Female  79
 97  98.4 Female  81
 98  98.4 Female  73
 99  98.4 Female  74
100  98.4 Female  84
101  98.5 Female  83
102  98.6 Female  82
103  98.6 Female  85
104  98.6 Female  86
105  98.6 Female  77
106  98.7 Female  72
107  98.7 Female  79
108  98.7 Female  59
109  98.7 Female  64
110  98.7 Female  65
111  98.7 Female  82
112  98.8 Female  64
113  98.8 Female  70
114  98.8 Female  83
115  98.8 Female  89
116  98.8 Female  69
117  98.8 Female  73
118  98.8 Female  84
119  98.9 Female  76
120  99.0 Female  79
121  99.0 Female  81
122  99.1 Female  80
123  99.1 Female  74
124  99.2 Female  77
125  99.2 Female  66
126  99.3 Female  68
127  99.4 Female  77
128  99.9 Female  79
129 100.0 Female  78
130 100.8 Female  77
;
run;

data st192.German;
    input @1 ID 3. @5 Pre 6.2 @12 Retain 6.2 @19 Group $9. @29 Gender $6.;
    Change=Retain-Pre;
cards;
101  56.41  89.19 Treatment Male
103  66.67  86.49 Treatment Male
105  58.97  56.76 Treatment Male
107  79.49  62.16 Treatment Male
110  46.15  56.76 Treatment Male
112  58.97  59.46 Treatment Male
121  56.41  75.68 Treatment Male
104  71.79  81.08 Treatment Female
109  51.28  75.68 Treatment Female
115  71.79  81.08 Treatment Female
116  76.92  67.57 Treatment Female
118  58.97  91.89 Treatment Female
119  74.36  81.08 Treatment Female
120  53.85  81.08 Treatment Female
123  69.23  75.68 Treatment Female
302  66.67  81.08 Control   Male
303  82.05  86.49 Control   Male
306  71.79  86.49 Control   Male
308  71.79  70.27 Control   Male
312  53.85  70.27 Control   Male
316  84.62  78.38 Control   Male
320  58.97  78.38 Control   Male
322  30.77  40.54 Control   Male
304  71.79  86.49 Control   Female
307  74.36  81.08 Control   Female
309 100.00  94.59 Control   Female
313  79.49  81.08 Control   Female
317  79.49  81.08 Control   Female
;
run;


data st192.MGGarlic;
    input @1 Fertilizer 1. @3 BulbWt 7.5 @11 Cloves 7.4 @19 BedID 5.;
    datalines;
4 0.20901 11.5062 30402
3 0.25792 12.2550 23423
2 0.21588 12.0982 20696
4 0.24754 12.9199 25412
1 0.24402 12.5793 10575
3 0.20150 10.6891 21466
1 0.20891 11.5416 14749
4 0.15173 14.0173 25342
2 0.24114  9.9072 20383
3 0.23350 11.2130 23306
3 0.21481 11.2933 22730
2 0.19560 10.0428 19533
3 0.22271 11.4917 23104
2 0.15851 12.4579 19316
4 0.17713 12.6372 25759
1 0.23277 11.1439 18057
3 0.23229 12.5118 22934
3 0.18914 12.1337 21414
1 0.20161 13.1160 14158
3 0.21213 11.8415 22006
1 0.25285 12.0435 18652
2 0.22152 11.6716 20805
1 0.25362 11.4838 16662
1 0.24118 12.5481 14607
3 0.25785 10.1495 22981
3 0.27828 10.7842 22741
3 0.22790 11.7475 24758
1 0.20530 12.0564 14192
1 0.18840 13.0964 14578
2 0.23194 10.9575 20897
2 0.18979 12.0743 19493
2 0.21414 12.7071 19588
;
run;

data st192.MGGarlic_Block;
    input @1 Sector 1. @3 Position 1. @5 Fertilizer 1. @7 BulbWt 7.5 @15 Cloves 7.4 @23 BedId 5.;
    datalines;
1 1 3 0.25881 11.6322 22961
1 2 4 0.20746 12.5837 23884
1 3 1 0.27453 12.0597 19642
1 4 2 0.24467 12.1001 20384
2 1 3 0.21454 11.5863 20303
2 2 4 0.16953 12.7132 21004
2 3 1 0.22504 12.0470 16117
2 4 2 0.16809 11.9071 19686
3 1 4 0.21720 12.3655 26527
3 2 3 0.22551 11.6864 23574
3 3 2 0.23536 12.0258 17499
3 4 1 0.24937 11.6668 16636
4 1 4 0.20811 12.5996 24834
4 2 1 0.21138 12.1393 19946
4 3 2 0.19320 12.0792 21504
4 4 3 0.19256 11.6464 23181
5 1 4 0.19851 12.5355 24533
5 2 1 0.18603 12.3307 15009
5 3 3 0.19698 11.5608 23845
5 4 2 0.15745 11.8735 18948
6 1 2 0.20058 11.9077 20019
6 2 3 0.25346 11.7294 22228
6 3 4 0.19838 12.7670 24424
6 4 1 0.25439 12.0139 13755
7 1 3 0.26578 11.7448 21087
7 2 4 0.21678 12.8531 25751
7 3 2 0.26183 12.3990 20296
7 4 1 0.27506 11.9383 20038
8 1 1 0.21420 12.1034 17843
8 2 3 0.17877 11.5682 21394
8 3 4 0.20714 12.5213 27191
8 4 2 0.22803 12.2317 20202
;
run;

data st192.Drug;
    input @1 PatientID 4. @6 DrugDose 1. @8 Disease $1. @10 BloodP 4.;
    datalines;
  69 2 B   13
 162 4 A  -47
 181 1 B   12
 209 4 A   -4
 308 2 A    4
 331 4 C   37
 340 4 C  -19
 350 1 B   -9
 360 2 B  -17
 363 4 A  -41
 382 2 C   -5
 531 2 C   -1
 595 4 B   23
 601 1 A   -2
 750 1 C   -1
 864 1 B  -17
 868 1 C   -5
 886 4 C  -28
 900 3 C  -16
 943 1 A    5
1005 4 B   38
1025 3 A  -12
1026 1 B   -5
1094 4 B   44
1150 2 B   35
1175 4 B   -7
1260 4 A  -48
1400 1 A   16
1415 2 A   14
1479 3 A  -33
1507 4 A  -20
1685 3 B  -10
1733 3 A  -24
1758 1 B  -12
1765 2 B   34
1836 1 C  -16
1975 4 B   42
2118 2 C  -10
2185 4 B   55
2210 2 C   32
2295 3 B   44
2345 2 A  -33
2387 4 B   42
2463 4 A   -6
2547 3 C   -5
2580 4 C  -57
2589 3 B   25
2880 1 B  -14
2896 4 A  -24
2911 1 A   25
2935 1 A  -22
2944 1 C   22
3026 3 C   -6
3043 3 A  -48
3104 3 A  -40
3162 4 A  -37
3172 4 C   27
3211 3 A  -51
3233 3 C   27
3261 1 C  -10
3265 1 C    4
3329 1 B   22
3426 2 A    1
3486 2 A   -1
3590 4 B   39
3631 4 C   23
3696 4 A   11
3726 2 A  -12
3735 2 A   -7
3877 3 C    2
3878 3 A  -28
3970 2 A  -37
4002 2 A   12
4027 3 B   22
4193 2 A  -27
4247 4 C    2
4305 2 B   -9
4688 1 C   -0
4777 4 A   -8
4796 1 C   -9
4817 4 A  -19
4878 4 B   26
4921 2 B    8
5083 2 A   19
5095 3 C  -21
5121 1 A    1
5174 4 A  -37
5240 3 C    4
5290 1 A   -4
5312 2 B   12
5314 4 C  -23
5462 1 B   -6
5530 4 C  -18
5545 4 C    9
5701 3 B    9
5704 1 B   -3
5848 4 A  -24
5878 2 C  -36
5879 4 C   11
5917 2 C  -10
5956 3 C   -0
5962 3 C  -12
5973 3 B    7
5992 4 B   20
6203 1 C   17
6222 2 B   -6
6264 4 A  -61
6307 2 B    6
6308 4 B    8
6420 4 C   11
6439 3 A  -25
6443 3 B   40
6652 3 B   15
6711 3 A  -20
6838 2 A  -22
6892 4 B   -6
6897 2 C  -14
7080 3 C  -19
7084 1 A  -22
7120 3 B   50
7364 3 C  -26
7420 1 B   -6
7582 1 B  -11
7616 2 B  -45
7698 4 A   12
7767 1 C   45
7801 3 A   -2
7823 2 C  -17
7827 3 C    4
7829 2 A    0
7850 1 A   10
7922 1 C  -15
7954 2 C   50
7999 3 A  -23
8003 2 A  -30
8009 3 B   42
8090 1 A   -0
8139 2 C   -5
8158 4 A  -30
8196 4 A  -29
8223 1 B   19
8229 2 A  -37
8339 3 B   42
8368 4 C   42
8394 3 A   11
8467 1 C  -38
8518 3 C  -12
8542 2 B  -23
8554 2 C    9
8669 1 A    4
8836 1 B  -35
8923 1 B  -39
8952 2 A    1
8953 3 C    8
9039 3 A  -46
9099 2 B   14
9120 3 B   60
9159 4 B  -22
9237 3 B   25
9530 1 B  -18
9679 2 B   15
9682 2 B   21
9693 4 A    6
9714 2 C  -32
9735 1 C   -7
9865 3 B  -24
9878 1 C   19
9941 2 B   23
9947 1 A    5
9990 2 C  -24
;
run;

data st192.ads(keep=ad sales) st192.ads1;
    length Ad $8;
    input Ad Area Sales;
    datalines;
paper        1       75
radio        1       69
people       1       63
display      1       52
paper        2       57
radio        2       51
people       2       67
display      2       61
paper        3       76
radio        3      100
people       3       85
display      3       61
paper        4       77
radio        4       90
people       4       80
display      4       76
paper        5       75
radio        5       77
people       5       87
display      5       57
paper        6       72
radio        6       60
people       6       62
display      6       52
paper        7       76
radio        7       33
people       7       70
display      7       33
paper        8       81
radio        8       79
people       8       75
display      8       69
paper        9       63
radio        9       73
people       9       40
display      9       60
paper       10       94
radio       10      100
people      10       64
display     10       61
paper       11       54
radio       11       61
people      11       40
paper       12       70
radio       12       68
people      12       67
display     12       66
paper       13       87
radio       13       68
people      13       51
display     11       41
display     13       65
paper       14       65
radio       14       63
people      14       61
display     14       58
paper       15       65
radio       15       83
people      15       75
display     15       50
paper       16       79
radio       16       76
people      16       64
display     16       44
paper       17       62
radio       17       73
people      17       50
display     17       45
paper       18       75
radio       18       74
people      18       62
display     18       58
paper        1       68
radio        1       54
people       1       58
display      1       41
paper        2       75
radio        2       78
people       2       82
display      2       44
paper        3       83
radio        3       79
people       3       78
display      3       86
paper        4       66
radio        4       83
people       4       87
display      4       75
paper        5       66
radio        5       74
people       5       70
display      5       75
paper        6       76
radio        6       69
people       6       77
display      6       63
paper        7       70
radio        7       68
people       7       68
display      7       52
paper        8       86
radio        8       75
people       8       61
display      8       61
paper        9       62
radio        9       65
people       9       55
display      9       43
paper       10       88
radio       10       70
people      10       76
display     10       69
paper       11       56
radio       11       53
people      11       70
display     11       43
paper       12       86
radio       12       73
people      12       77
display     12       51
paper       13       84
radio       13       79
people      13       42
display     13       60
paper       14       77
radio       14       66
people      14       71
display     14       52
paper       15       78
radio       15       65
people      15       65
display     15       55
paper       16       80
radio       16       81
people      16       78
display     16       52
paper       17       62
radio       17       57
people      17       37
display     17       45
paper       18       70
radio       18       65
people      18       83
display     18       60
run;

data st192.concrete;
    infile datalines dsd dlm=' ';
    input Brand : $12. Additive : $10. Strength;
datalines;
Graystone reinforced 32.6
Graystone reinforced 31.5
Graystone reinforced 30.0
Graystone standard 29.8
Graystone reinforced 29.7
Graystone reinforced 29.5
Consolidated reinforced 29.3
"EZ Mix" reinforced 30.2
"EZ Mix" reinforced 28.2
"EZ Mix" standard 28.0
"EZ Mix" standard 28.0
"EZ Mix" reinforced 26.7
Graystone standard 26.4
Consolidated reinforced 26.3
"EZ Mix" reinforced 25.7
"EZ Mix" reinforced 25.5
Consolidated reinforced 25.4
Consolidated reinforced 25.3
"EZ Mix" standard 24.9
Graystone standard 24.6
Graystone standard 24.4
Consolidated standard 24.2
Consolidated standard 23.9
Consolidated reinforced 22.7
Consolidated standard 22.4
Consolidated standard 22.1
"EZ Mix" standard 21.3
Graystone standard 21.2
Consolidated standard 20.4
"EZ Mix" standard 19.8
;
run;

data st192.BodyFat;
    input Case PctBodyFat1 PctBodyFat2 Density Age Weight Height
          Adioposity FatFreeWt Neck Chest Abdomen Hip Thigh
          Knee Ankle Biceps Forearm Wrist;
datalines;
  1      12.6    12.3  1.0708      23  154.25   67.75    23.7   134.9    36.2   93.1    85.2    94.5     59      37.3    21.9    32      27.4    17.1
  2      6.9     6.1   1.0853      22  173.25   72.25    23.4   161.3    38.5   93.6    83      98.7     58.7    37.3    23.4    30.5    28.9    18.2
  3      24.6    25.3  1.0414      22  154      66.25    24.7   116      34     95.8    87.9    99.2     59.6    38.9    24      28.8    25.2    16.6
  4      10.9    10.4  1.0751      26  184.75   72.25    24.9   164.7    37.4   101.8   86.4    101.2    60.1    37.3    22.8    32.4    29.4    18.2
  5      27.8    28.7  1.034       24  184.25   71.25    25.6   133.1    34.4   97.3    100     101.9    63.2    42.2    24      32.2    27.7    17.7
  6      20.6    20.9  1.0502      24  210.25   74.75    26.5   167      39     104.5   94.4    107.8    66      42      25.6    35.7    30.6    18.8
  7      19      19.2  1.0549      26  181      69.75    26.2   146.6    36.4   105.1   90.7    100.3    58.4    38.3    22.9    31.9    27.8    17.7
  8      12.8    12.4  1.0704      25  176      72.5     23.6   153.6    37.8   99.6    88.5    97.1     60      39.4    23.2    30.5    29      18.8
  9      5.1     4.1   1.09        25  191      74       24.6   181.3    38.1   100.9   82.5    99.9     62.9    38.3    23.8    35.9    31.1    18.2
  10     12      11.7  1.0722      23  198.25   73.5     25.8   174.4    42.1   99.6    88.6    104.1    63.1    41.7    25      35.6    30      19.2
  11     7.5     7.1   1.083       26  186.25   74.5     23.6   172.3    38.5   101.5   83.6    98.2     59.7    39.7    25.2    32.8    29.4    18.5
  12     8.5     7.8   1.0812      27  216      76       26.3   197.7    39.4   103.6   90.9    107.7    66.2    39.2    25.9    37.2    30.2    19
  13     20.5    20.8  1.0513      32  180.5    69.5     26.3   143.5    38.4   102     91.6    103.9    63.4    38.3    21.5    32.5    28.6    17.7
  14     20.8    21.2  1.0505      30  205.25   71.25    28.5   162.5    39.4   104.1   101.8   108.6    66      41.5    23.7    36.9    31.6    18.8
  15     21.7    22.1  1.0484      35  187.75   69.5     27.4   147      40.5   101.3   96.4    100.1    69      39      23.1    36.1    30.5    18.2
  16     20.5    20.9  1.0512      35  162.75   66       26.3   129.3    36.4   99.1    92.8    99.2     63.1    38.7    21.7    31.1    26.4    16.9
  17     28.1    29    1.0333      34  195.75   71       27.3   140.8    38.9   101.9   96.4    105.2    64.8    40.8    23.1    36.2    30.8    17.3
  18     22.4    22.9  1.0468      32  209.25   71       29.2   162.5    42.1   107.6   97.5    107      66.9    40      24.4    38.2    31.6    19.3
  19     16.1    16    1.0622      28  183.75   67.75    28.2   154.3    38     106.8   89.6    102.4    64.2    38.7    22.9    37.2    30.5    18.5
  20     16.5    16.5  1.061       33  211.75   73.5     27.6   176.8    40     106.2   100.5   109      65.8    40.6    24      37.1    30.1    18.2
  21     19      19.1  1.0551      28  179      68       27.3   145.1    39.1   103.3   95.9    104.9    63.5    38      22.1    32.5    30.3    18.4
  22     15.3    15.2  1.064       28  200.5    69.75    29.1   169.8    41.3   111.4   98.8    104.8    63.4    40.6    24.6    33      32.8    19.9
  23     15.7    15.6  1.0631      31  140.25   68.25    21.2   118.2    33.9   86      76.4    94.6     57.4    35.3    22.2    27.9    25.9    16.7
  24     17.6    17.7  1.0584      32  148.75   70       21.4   122.6    35.5   86.7    80      93.4     54.9    36.2    22.1    29.8    26.7    17.1
  25     14.2    14    1.0668      28  151.25   67.75    23.2   129.8    34.5   90.2    76.3    95.8     58.4    35.5    22.9    31.1    28      17.6
  26     4.6     3.7   1.0911      27  159.25   71.5     21.9   151.9    35.7   89.6    79.7    96.5     55      36.7    22.5    29.9    28.2    17.7
  27     8.5     7.9   1.0811      34  131.5    67.5     20.3   120.3    36.2   88.6    74.6    85.3     51.7    34.7    21.4    28.7    27      16.5
  28     22.4    22.9  1.0468      31  148      67.5     22.9   114.9    38.8   97.4    88.7    94.7     57.5    36      21      29.2    26.6    17
  29     4.7     3.7   1.091       27  133.25   64.75    22.4   127      36.4   93.5    73.9    88.5     50.1    34.5    21.3    30.5    27.9    17.2
  30     9.4     8.8   1.079       29  160.75   69       23.8   145.7    36.7   97.4    83.5    98.7     58.9    35.3    22.6    30.1    26.7    17.6
  31     12.3    11.9  1.0716      32  182      73.75    23.6   159.7    38.7   100.5   88.7    99.8     57.5    38.7    33.9    32.5    27.7    18.4
  32     6.5     5.7   1.0862      29  160.25   71.25    22.2   149.8    37.3   93.5    84.5    100.6    58.5    38.8    21.5    30.1    26.4    17.9
  33     13.4    11.8  1.0719      27  168      71.25    23.3   142.5    38.1   93      79.1    94.5     57.3    36.2    24.5    29      30      18.8
  34     20.9    21.3  1.0502      41  218.5    71       30.5   172.7    39.8   111.7   100.5   108.3    67.1    44.2    25.2    37.5    31.5    18.7
  35     31.1    32.3  1.0263      41  247.25   73.5     32.2   170.4    42.1   117     115.6   116.1    71.2    43.3    26.3    37.3    31.7    19.7
  36     38.2    40.1  1.0101      49  191.75   65       32     118.4    38.4   118.5   113.1   113.8    61.9    38.3    21.9    32      29.8    17
  37     23.6    24.2  1.0438      40  202.25   70       29.1   154.5    38.5   106.5   100.9   106.2    63.5    39.9    22.6    35.1    30.6    19
  38     27.5    28.4  1.0346      50  196.75   68.25    29.7   142.6    42.1   105.6   98.8    104.8    66      41.5    24.7    33.2    30.5    19.4
  39     33.8    35.2  1.0202      46  363.15   72.25    48.9   240.5    51.2   136.2   148.1   147.7    87.3    49.1    29.6    45      29      21.4
  40     31.3    32.6  1.0258      50  203      67       31.8   139.4    40.2   114.8   108.1   102.5    61.3    41.1    24.7    34.1    31      18.3
  41     33.1    34.5  1.0217      45  262.75   68.75    39.1   175.8    43.2   128.3   126.2   125.6    72.5    39.6    26.6    36.4    32.7    21.4
  42     31.7    32.9  1.025       44  205      29.5     29.9   140.1    36.6   106     104.3   115.5    70.6    42.5    23.7    33.6    28.7    17.4
  43     30.4    31.6  1.0279      48  217      70       31.2   151.1    37.3   113.3   111.2   114.1    67.7    40.9    25      36.7    29.8    18.4
  44     30.8    32    1.0269      41  212      71.5     29.2   146.7    41.5   106.6   104.3   106      65      40.2    23      35.8    31.5    18.8
  45     8.4     7.7   1.0814      39  125.25   68       19.1   114.7    31.5   85.1    76      88.2     50      34.7    21      26.1    23.1    16.1
  46     14.1    13.9  1.067       43  164.25   73.25    21.3   141.1    35.7   96.6    81.5    97.2     58.4    38.2    23.4    29.7    27.4    18.3
  47     11.2    10.8  1.0742      40  133.5    67.5     20.6   118.5    33.6   88.2    73.7    88.5     53.3    34.5    22.5    27.9    26.2    17.3
  48     6.4     5.6   1.0665      39  148.5    71.25    20.6   139      34.6   89.8    79.5    92.7     52.7    37.5    21.9    28.8    26.8    17.9
  49     13.4    13.6  1.0678      45  135.75   68.5     20.4   117.6    32.8   92.3    83.4    90.4     52      35.8    20.6    28.8    25.5    16.3
  50     5       4     1.0903      47  127.5    66.75    20.2   121.2    34     83.4    70.4    87.2     50.6    34.4    21.9    26.8    25.8    16.8
  51     10.7    10.2  1.0756      47  158.25   72.25    21.3   141.4    34.9   90.2    86.7    98.3     52.6    37.2    22.4    26      25.8    17.3
  52     7.4     6.6   1.084       40  139.25   69       20.6   129      34.3   89.2    77.9    91       51.4    34.9    21      26.7    26.1    17.2
  53     8.7     8     1.0807      51  137.25   67.75    21.1   125.3    36.5   89.7    82      89.1     49.3    33.7    21.4    29.6    26      16.9
  54     7.1     6.3   1.0848      49  152.75   73.5     19.9   142      35.1   93.3    79.6    91.6     52.6    37.6    22.6    38.5    27.4    18.5
  55     4.9     3.9   1.0906      42  136.25   67.5     21.1   129.6    37.8   87.6    77.6    88.6     51.9    34.9    22.5    27.7    27.5    18.5
  56     22.2    22.6  1.0473      54  198      72       26.9   154.1    39.9   107.6   100     99.6     57.2    38      22      35.9    30.2    18.9
  57     20.1    20.4  1.0524      58  181.5    68       27.6   145.1    39.1   100     99.8    102.5    62.1    39.6    22.5    33.1    28.3    18.5
  58     27.1    28    1.0356      62  201.25   69.5     29.3   146.7    40.5   111.5   104.2   105.8    61.8    39.8    22.7    37.7    30.9    19.2
  59     30.4    31.5  1.028       54  202.5    70.75    28.4   141      40.5   115.4   105.3   97       59.1    38      22.5    31.6    28.8    18.2
  60     24      24.6  1.043       61  179.75   65.75    29.2   136.7    38.4   104.8   98.3    99.6     60.6    37.7    22.9    34.5    29.6    18.5
  61     25.4    26.1  1.0396      62  216      73.25    28.2   161.2    41.4   112.3   104.8   103.1    61.6    40.9    23.1    36.2    31.8    20.2
  62     28.8    29.8  1.0317      56  178.75   68.5     26.8   127.4    35.6   102.9   94.7    100.8    60.9    38      22.1    32.5    29.8    18.3
  63     29.6    30.7  1.0298      54  193.25   70.25    27.6   136.1    38     107.6   102.4   99.4     61      39.4    23.6    32.7    29.9    19.1
  64     25.1    25.8  1.0403      61  178      67       27.9   133.3    37.4   105.3   99.7    99.7     60.8    40.1    22.7    33.6    29      18.8
  65     31      32.3  1.0264      57  205.5    70       29.5   141.7    40.1   105.3   105.5   108.3    65      41.2    24.7    35.3    31.1    18.4
  66     28.9    30    1.0313      55  183.5    67.5     28.3   130.4    40.9   103     100.3   104.2    64.8    40.2    22.7    34.8    30.1    18.7
  67     21.1    21.5  1.0499      54  151.5    70.75    21.3   119.6    35.6   90      83.9    93.9     55      36.1    21.7    29.6    27.4    17.4
  68     14      13.8  1.0673      55  154.75   71.5     21.3   133.1    36.9   95.4    86.6    91.8     54.3    35.4    21.5    32.8    27.4    18.7
  69     7.1     6.3   1.0847      54  155.25   69.25    22.8   144.2    37.5   89.3    78.4    96.1     56      37.4    22.4    32.6    28.1    18.1
  70     13.2    12.9  1.0693      55  156.75   71.5     21.6   136.1    36.3   94.4    84.6    94.3     51.2    37.4    21.6    27.3    27.1    17.3
  71     23.7    24.3  1.0439      62  167.5    71.5     23.1   127.8    35.5   97.6    91.5    98.5     56.6    38.6    22.4    31.5    27.3    18.6
  72     9.4     8.8   1.0788      55  146.75   68.75    21.9   132.9    38.7   88.5    82.8    95.5     58.9    37.6    21.6    30.3    27.3    18.3
  73     9.1     8.5   1.0796      56  160.75   73.75    20.8   146.1    36.4   93.6    82.9    96.3     52.9    37.5    23.1    29.7    27.3    18.2
  74     13.7    13.5  1.068       55  125      64       21.5   107.9    33.2   87.7    76      88.6     50.9    35.4    19.1    29.3    25.7    16.9
  75     12      11.8  1.072       61  143      65.75    23.3   125.9    36.5   93.4    83.3    93       55.5    35.2    20.9    29.4    27      16.8
  76     18.3    18.5  1.0666      61  148.25   67.5     22.9   121.1    36     91.6    81.8    94.8     54.5    37      21.4    29.3    27      18.3
  77     9.2     8.8   1.079       57  162.5    69.5     23.7   147.5    38.7   91.6    78.8    94.3     56.7    39.7    24.2    30.2    29.2    18.1
  78     21.7    22.2  1.0483      69  177.75   68.5     26.7   139.1    38.7   102     95      98.3     55      38.3    21.8    30.8    25.7    18.8
  79     21.1    21.5  1.0498      81  161.25   70.25    23     127.2    37.8   96.4    95.4    99.3     53.5    37.5    21.5    31.4    26.8    18.3
  80     18.6    18.8  1.056       66  171.25   69.25    25.1   139.5    37.4   102.7   98.6    100.2    56.5    39.3    22.7    30.3    28.7    19
  81     30.2    31.4  1.0283      67  163.75   67.75    25.1   114.3    38.4   97.7    95.8    97.1     54.8    38.2    23.7    29.4    27.2    19
  82     26      26.8  1.0382      64  150.25   67.25    23.4   111.2    38.1   97.1    89      96.9     54.8    38      22      29.9    25.2    17.7
  83     18.2    18.4  1.0568      64  190.25   72.75    25.3   155.6    39.3   103.1   97.8    99.6     58.9    39      23      34.3    29.6    19
  84     26.2    27    1.0377      70  170.75   70       24.5   126      38.7   101.8   94.9    95       56      36.5    24.1    31.2    27.3    19.2
  85     26.1    27    1.0378      72  168      69.25    24.7   124.1    38.5   101.4   99.8    96.2     56.3    36.6    22      29.7    26.3    18
  86     25.8    26.6  1.0386      67  167      67.5     26     123.9    36.5   98.9    89.7    96.2     54.7    37.8    33.7    32.4    27.7    18.2
  87     15      14.9  1.0648      72  157.75   67.25    24.6   134.1    37.7   97.5    88.1    96.9     57.2    37.7    21.8    32.6    28      18.8
  88     22.6    23.1  1.0462      64  160      65.75    26     123.8    36.5   104.3   90.9    93.8     57.8    39.5    23.3    29.2    28.4    18.1
  89     8.8     8.3   1.08        46  176.75   72.5     23.7   161.1    38     97.3    86      99.3     61      38.4    23.8    30.2    29.3    18.8
  90     14.3    14.1  1.0666      48  176      73       23.3   150.9    36.7   96.7    86.5    98.3     60.4    39.9    24.4    28.8    29.6    18.7
  91     20.2    20.5  1.052       46  177      70       25.4   141.3    37.2   99.7    95.6    102.2    58.3    38.2    22.5    29.1    27.7    17.7
  92     18.1    18.2  1.0573      44  179.75   69.5     26.2   147.3    39.2   101.9   93.2    100.6    58.9    39.7    23.1    31.4    28.4    18.8
  93     9.2     8.5   1.0795      47  165.25   70.5     23.4   150.1    37.5   97.2    83.1    95.4     56.9    38.3    22.1    30.1    28.2    18.4
  94     24.2    24.9  1.0424      46  192.5    71.75    26.3   145.9    38     106.6   97.5    100.6    58.9    40.5    24.5    33.3    29.6    19.1
  95     9.6     9     1.0785      47  184.25   74.5     23.4   166.6    37.3   99.6    88.8    101.4    57.4    39.6    24.6    30.3    27.9    17.8
  96     17.3    17.4  1.0991      53  224.5    77.75    26.1   185.7    41.1   113.2   99.2    107.5    61.7    42.3    23.2    32.9    30.8    20.4
  97     10.1    9.6   1.077       38  188.75   73.25    24.8   169.6    37.5   99.1    91.6    102.4    60.6    39.4    22.9    31.6    30.1    18.5
  98     11.1    11.3  1.073       50  162.5    66.5     25.9   143.5    38.7   99.4    86.7    96.2     62.1    39.3    23.3    30.6    27.8    18.2
  99     17.7    17.8  1.0582      46  156.5    68.25    23.7   128.8    35.9   95.1    88.2    92.8     54.7    37.3    21.9    31.6    27.5    18.2
  100    21.7    22.2  1.0484      47  197      72       26.7   154.2    40     107.5   94      103.7    62.7    39      22.3    35.3    30.9    18.3
  101    20.8    21.2  1.0506      49  198.5    73.5     25.9   157.2    40.1   106.5   95      101.7    59      39.4    22.3    32.2    31      18.6
  102    20.1    20.4  1.0524      48  173.75   72       23.6   138.9    37     99.1    92      98.3     59.3    38.4    22.4    27.9    26.2    17
  103    19.8    20.1  1.053       41  172.75   71.25    24     138.6    36.3   96.7    89.2    98.3     60      38.4    23.2    31      29.2    18.4
  104    21.9    22.3  1.048       49  196.75   73.75    25.5   153.7    40.7   103.5   95.5    101.6    59.1    39.8    25.4    31      30.3    19.7
  105    24.7    25.4  1.0412      43  177      69.25    26     133.2    39.6   104     98.6    99.5     59.5    36.1    22      30.1    27.2    17.7
  106    17.8    18    1.0578      43  165.5    68.5     24.8   136      31.1   93.1    87.3    96.6     54.7    39      24.8    31      29.4    18.8
  107    19.1    19.3  1.0547      43  200.25   73.5     26     162      38.6   105.2   102.8   103.6    61.2    39.3    23.5    30.5    28.5    18.1
  108    18.2    18.3  1.0569      52  203.25   74.25    26     166.3    42     110     101.6   100.7    55.8    38.7    23.4    35.1    29.6    19.1
  109    17.2    17.3  1.0593      43  194      75.5     24     160.6    38.5   110.1   88.7    102.1    57.5    40      24.8    35.1    30.7    19.2
  110    21      21.4  1.05        40  168.5    69.25    24.7   133.1    34.2   97.8    92.3    100.6    57.5    36.8    22.8    32.1    26      17.3
  111    19.5    19.7  1.0538      43  170.75   68.5     25.6   137.5    37.2   96.3    90.6    99.3     61.9    38      22.3    33.3    28.2    18.1
  112    27.1    28    1.0355      43  183.25   70       26.3   133.5    37.1   108     105     103      63.7    40      23.6    33.5    27.8    17.4
  113    21.6    22.1  1.0486      47  178.25   70       25.6   139.7    40.2   99.7    95      98.6     62.3    38.1    23.9    35.3    31.1    19.8
  114    20.9    21.3  1.0503      42  163      70.25    23.3   128.9    35.3   93.5    89.6    99.8     61.5    37.8    21.9    30.7    27.6    17.4
  115    25.9    26.7  1.0384      48  175.25   71.75    24     129.9    38     100.7   92.4    97.5     59.3    38.1    21.8    31.8    27.3    17.5
  116    16.7    16.7  1.0607      40  158      69.25    23.4   131.7    36.3   97      86.6    92.6     55.9    36.3    22.1    29.8    26.3    17.3
  117    19.8    20.1  1.0529      48  177.25   72.75    23.6   142.1    36.8   96      90      99.7     58.8    38.4    22.8    29.9    28      18.1
  118    14.1    13.9  1.0671      51  179      72       24.3   153.8    41     99.2    90      96.4     56.8    38.8    23.3    33.4    29.8    19.5
  119    25.1    25.8  1.0404      40  191      74       24.6   143.1    38.3   95.4    92.4    104.3    64.6    41.1    24.8    33.6    29.5    18.5
  120    17.9    18.1  1.0575      44  187.5    72.25    25.3   153.8    38     101.8   87.5    101      58.5    39.2    24.5    32.1    28.6    18
  121    27      27.9  1.0358      52  206.5    74.5     26.2   150.7    40.8   104.3   99.2    104.1    58.5    39.3    24.6    33.9    31.2    19.5
  122    24.6    25.3  1.0414      44  185.25   71.5     25.5   139.6    39.5   99.2    98.1    101.4    57.1    40.5    23.2    33      29.6    18.4
  123    14.8    14.7  1.0652      40  160.25   68.75    23.9   136.5    36.9   99.3    83.3    97.5     60.5    38.7    22.6    34.4    28      17.6
  124    16      16    1.0623      47  151.5    66.75    23.9   127.3    36.9   94      86.1    95.2     58.1    36.5    22.1    30.6    27.5    17.6
  125    14      13.8  1.0674      50  161      66.5     25.6   138.5    37.7   98.9    84.1    94       58.5    36.6    23.5    34.4    29.2    18
  126    17.4    17.5  1.0587      46  167      67       26.2   137.9    36.6   101     89.9    100      60.7    36      21.9    35.6    30.2    17.6
  127    26.4    27.2  1.0373      42  177.5    68.75    26.4   130.7    38.9   98.7    92.1    98.5     60.7    36.8    22.2    33.8    30.3    17.2
  128    17.4    17.4  1.059       43  152.25   67.75    23.4   125.8    37.5   95.9    78      93.2     53.5    35.8    20.8    33.9    28.2    17.4
  129    20.4    20.8  1.0515      40  192.25   73.25    25.2   153      39.8   103.9   93.5    99.5     61.7    39      21.8    33.3    29.6    18.1
  130    15      14.9  1.0648      42  165.25   69.75    23.9   140.5    38.3   96.2    87      97.8     57.4    36.9    22.2    31.6    27.8    17.7
  131    18      18.1  1.0575      49  171.75   71.5     23.7   140.9    35.5   97.8    90.1    95.8     57      38.7    23.2    27.5    26.5    17.6
  132    22.2    22.7  1.0472      40  171.25   70.5     24.3   133.3    36.3   94.6    90.3    99.1     60.3    38.5    23      31.2    28.4    17.1
  133    23.1    23.6  1.0452      47  197      73.25    25.8   151.2    37.8   103.6   99.8    103.2    61.2    38.1    22.6    33.5    28.6    17.9
  134    25.3    26.1  1.0398      50  157      66.75    24.8   117.2    37.8   100.4   89.4    92.3     56.1    35.6    20.5    33.6    29.3    17.3
  135    23.8    24.4  1.0435      41  168.25   69.5     24.5   128.3    36.5   98.4    87.2    98.4     56      36.9    23      34      29.8    18.1
  136    26.3    27.1  1.0374      44  186      69.75    26.8   137.1    37.8   104.6   101.1   102.1    58.9    37.9    22.7    30.9    28.8    17.6
  137    21.4    21.8  1.0491      39  166.75   70.75    23.5   131      37     92.9    86.1    95.6     58.8    36.1    22.4    32.7    28.3    17.1
  138    28.4    29.4  1.0325      43  187.75   74       24.1   134.4    37.7   97.8    98.6    100.6    63.6    39.2    23.8    34.3    28.4    17.7
  139    21.8    22.4  1.0481      40  168.25   71.25    23.3   131.6    34.3   98.3    88.5    98.3     58.1    38.4    22.5    31.7    27.4    17.6
  140    20.1    20.4  1.0522      49  212.75   75       26.6   169.9    40.8   104.7   106.6   107.7    66.5    42.5    24.5    35.5    29.8    18.7
  141    24.3    24.9  1.0422      40  176.75   71       24.6   133.8    37.4   98.6    93.1    101.6    59.1    39.6    21.6    30.8    27.9    16.6
  142    18.1    18.3  1.0571      40  173.25   69.5     25.3   141.8    36.5   99.5    93      99.3     60.4    38.2    22      32      28.5    17.8
  143    22.7    23.3  1.0459      52  167      67.75    25.6   129      37.5   102.7   91      98.9     57.1    36.7    22.3    31.6    27.5    17.9
  144    9.9     9.4   1.0775      23  159.75   72.25    21.6   143.9    35.5   92.1    77.1    93.9     56.1    36.1    22.7    30.5    27.2    18.2
  145    10.8    10.3  1.0754      23  188.15   77.5     22.1   168.4    38     96.6    85.3    102.5    59.1    37.6    23.2    31.8    29.7    18.3
  146    14.4    14.2  1.0664      24  156      70.75    21.9   133.6    35.7   92.7    81.9    95.3     56.4    36.5    22      33.5    28.3    17.3
  147    19      19.2  1.055       24  208.5    72.75    27.7   168.9    39.2   102     99.1    110.1    71.2    43.5    25.2    36.1    30.3    18.7
  148    28.6    29.6  1.0322      25  206.5    69.75    29.8   147.5    40.9   110.9   100.5   106.2    68.4    40.8    24.6    33.3    29.7    18.4
  149    6.1     5.3   1.0873      25  143.75   72.5     19.3   135      35.2   92.3    76.5    92.1     51.9    35.7    22      25.8    25.2    16.9
  150    24.5    25.2  1.0416      26  223      70.25    31.8   168.3    40.6   114.1   106.8   113.9    67.6    42.7    24.7    36      30.4    18.4
  151    9.9     9.4   1.0776      26  152.25   69       22.5   137.2    35.4   92.9    77.6    93.5     56.9    35.9    20.4    31.6    29      17.8
  152    19.1    19.6  1.0542      26  241.75   74.5     30.7   195.1    41.8   108.3   102.9   114.4    72.9    43.5    25.1    38.5    33.8    19.6
  153    10.6    10.1  1.0758      27  146      72.25    19.7   130.5    34.1   88.5    72.8    91.1     53.6    36.8    23.8    27.8    26.3    17.4
  154    16.5    16.5  1.061       27  156.75   67.25    24.4   130.9    37.9   94      88.2    95.2     56.8    37.4    22.8    30.6    28.3    17.9
  155    20.5    21    1.051       27  200.25   73.5     26.1   159.3    38.2   101.1   100.1   105      62.1    40      24.9    33.7    29.2    19.4
  156    17.2    17.3  1.0594      28  171.5    75.25    21.6   142      35.6   92.1    83.5    98.3     57.3    37.8    21.7    32.2    27.7    17.7
  157    30.1    31.2  1.0287      28  205.75   69       30.4   143.9    38.5   105.6   105     106.4    68.6    40      25.2    35.2    30.7    19.1
  158    10.5    10    1.0761      28  182.5    72.25    24.6   163.4    37     98.5    90.8    102.5    60.8    38.5    25      31.6    28      18.6
  159    12.8    12.5  1.0704      30  136.5    68.75    20.3   119.1    35.9   88.7    76.6    89.8     50.1    34.8    21.8    27      34.9    16.9
  160    22      22.5  1.0477      31  177.25   71.5     24.4   138.3    36.2   101.1   92.4    99.3     59.4    39      24.6    30.1    28.2    18.2
  161    9.9     9.4   1.0775      31  151.25   72.25    20.4   136.2    35     94      81.2    91.5     52.5    36.6    21      27      26.3    16.5
  162    14.8    14.6  1.0653      33  196      73       25.9   167      38.5   103.8   95.6    105.1    61.4    40.6    25      31.3    29.2    19.1
  163    13.3    13    1.069       33  184.25   68.75    24.4   159.8    40.7   98.9    92.1    103.5    64      37.3    23.5    33.5    30.6    19.7
  164    15.2    15.1  1.0644      34  140      70.5     19.8   118.8    36     89.2    83.4    89.6     52.4    35.6    20.4    28.3    26.2    16.5
  165    26.5    27.3  1.037       34  218.75   72       29.7   160.8    39.5   111.4   106     108.8    63.8    42      23.4    34      31.2    18.5
  166    19      19.2  1.0549      35  217      73.75    28.1   175.8    40.5   107.5   95.1    104.5    64.8    41.3    25.6    36.4    33.7    19.4
  167    21.4    21.8  1.0492      35  166.25   68       25.3   130.7    38.5   99.1    90.4    95.6     55.5    34.2    21.9    30.2    28.7    17.7
  168    20      20.3  1.0525      35  224.75   72.25    30.3   179.7    43.9   108.2   100.4   106.8    63.3    41.7    24.6    37.2    33.1    19.8
  169    34.7    34.3  1.018       35  228.25   69.5     33.3   149.3    40.4   114.9   115.9   111.9    74.4    40.6    24      36.1    31.8    18.8
  170    16.5    16.5  1.061       35  172.75   69.5     25.2   144.2    37.6   99.1    90.8    98.1     60.1    39.1    23.4    32.5    29.8    17.4
  171    4.1     3     1.0926      35  152.25   67.75    23.4   146.1    37     92.2    81.9    92.8     54.7    36.2    22.1    30.4    27.4    17.7
  172    1.9     0.7   1.0983      35  125.75   65.5     20.6   123.4    34     90.8    75      89.2     50      34.8    22      24.8    25.9    16.9
  173    20.2    20.5  1.0521      35  177.25   71       24.8   141.7    38.4   100.5   90.3    98.7     57.8    37.3    22.4    31      28.7    17.7
  174    16.8    16.9  1.0603      36  176.25   71.5     24.3   146.6    38.7   98.2    90.3    99.9     59.2    37.7    21.5    32.4    28.4    17.8
  175    24.6    25.3  1.0414      36  226.75   71.75    31     170.9    41.5   115.3   108.8   114.4    69.2    42.4    24      35.4    21      20.1
  176    10.4    9.9   1.0763      37  145.25   69.25    21.3   130.2    36     96.8    79.4    89.2     50.3    34.8    22.2    31      26.9    16.9
  177    13.4    13.1  1.0689      37  151      67       23.7   130.8    35.3   92.6    83.2    96.4     60      38.1    22      31.5    26.6    16.7
  178    28.8    29.9  1.0316      37  241.25   71.5     33.2   171.7    42.1   119.2   110.3   113.9    69.8    42.6    24.8    34.4    29.5    18.4
  179    22      22.5  1.0477      38  187.25   69.25    27.5   146.1    38     102.7   92.7    101.9    64.7    39.5    24.7    34.8    30.3    18.1
  180    16.8    16.9  1.0603      39  234.75   74.5     29.8   195.3    42.8   109.5   104.5   109.9    69.5    43.1    25.8    39.1    32.5    19.9
  181    25.8    26.6  1.0387      39  219.25   74.25    28     162.7    40     108.5   104.6   109.8    68.1    42.8    24.1    35.6    29      19
  182    0       0     1.1089      40  118.5    68       18.1   118.5    33.8   79.3    69.4    85       47.2    33.5    20.2    27.7    24.6    16.5
  183    11.9    11.5  1.0725      40  145.75   67.25    22.7   128.4    35.5   95.5    83.6    91.6     54.1    36.2    21.8    31.4    28.3    17.2
  184    12.4    12.1  1.0713      40  159.25   69.75    23     139.5    35.3   92.3    86.8    96.1     58      39.4    22.7    30      26.4    17.4
  185    17.4    17.5  1.0587      40  170.5    74.25    21.8   140.8    37.7   98.9    90.4    95.5     55.4    38.9    22.4    30.5    28.9    17.7
  186    9.2     8.6   1.0794      40  167.5    71.5     23.1   152.1    39.4   89.5    83.7    98.1     57.3    39.7    22.6    32.9    29.3    18.2
  187    23      23.6  1.0453      41  232.75   74.25    29.7   179.2    41.9   117.5   109.3   108.8    67.7    41.3    24.7    37.2    31.8    20
  188    20.1    20.4  1.0524      41  210.5    72       28.6   168.3    38.5   107.4   98.9    104.1    63.5    39.8    23.5    36.4    30.4    19.1
  189    20.2    20.5  1.052       41  202.25   72.5     27     161.4    40.8   109.2   98      101.8    62.8    41.3    24.8    36.6    32.4    18.8
  190    23.8    24.4  1.0434      41  185      68.25    28     141      38     103.4   101.2   103.1    61.5    40.4    22.9    33.4    29.2    18.5
  191    11.8    11.4  1.0728      41  153      69.25    22.5   135      36.4   91.4    80.6    92.3     54.3    36.3    21.8    29.6    27.3    17.9
  192    36.5    38.1  1.014       42  244.25   76       29.8   155.2    41.8   115.2   113.7   112.4    68.5    45      25.5    37.1    31.2    19.9
  193    16      15.9  1.0624      42  193.5    70.5     27.4   162.6    40.7   104.9   94.1    102.7    60.6    38.6    24.7    34      30.1    18.7
  194    24      24.7  1.0429      42  224.75   74.75    28.3   170.8    38.5   106.7   105.7   111.8    65.3    43.3    26      33.7    29.9    18.5
  195    22.3    22.8  1.047       42  162.75   72.75    21.6   126.5    35.4   92.2    85.6    96.5     60.2    38.9    22.4    31.7    27.1    17.1
  196    24.8    25.5  1.0411      42  180      68.25    27.2   135.4    38.5   101.6   96.6    100.6    61.1    38.4    24.1    32.9    29.8    18.8
  197    21.5    22    1.0488      42  156.25   69       23.1   122.6    35.5   97.8    86      96.2     57.7    38.6    24      31.2    27.3    17.4
  198    17.6    17.7  1.0583      42  168      71.5     23.1   138.4    36.5   92      89.7    101      62.3    38      22.3    30.8    27.8    16.9
  199    7.3     6.6   1.0841      42  167.25   72.75    22.3   155.1    37.6   94      78      99       57.5    40      22.5    30.6    30      18.5
  200    22.6    23.6  1.0462      43  170.75   67.5     26.4   132.1    37.4   103.7   89.7    94.2     58.5    39      24.1    33.8    28.8    18.8
  201    12.5    12.2  1.0709      43  178.25   70.25    25.4   155.9    37.8   102.7   89.2    99.2     60.2    39.2    23.8    31.7    28.4    18.6
  202    21.7    22.1  1.0484      43  150      69.25    22     117.5    35.2   91.1    85.7    96.9     55.5    35.7    22      29.4    26.6    17.4
  203    27.7    28.7  1.034       43  200.5    71.5     27.6   144.9    37.9   107.2   103.1   105.5    68.8    38.3    23.7    32.1    28.9    18.7
  204    6.8     6     1.0854      44  184      74       23.7   171.4    37.9   100.8   89.1    102.6    60.6    39      24      32.9    29.2    18.4
  205    33.4    34.8  1.0209      44  223      69.75    32.3   148.5    40.9   121.6   113.9   107.1    63.5    40.3    21.8    34.8    30.7    17.4
  206    16.6    16.6  1.061       44  208.75   73       27.6   174.2    41.9   105.6   96.3    102      63.3    39.8    24.1    37.3    23.1    19.4
  207    31.7    32.9  1.025       44  166      65.5     27.2   113.5    39.1   100.6   93.9    100.1    58.9    37.6    21.4    33.1    29.5    17.3
  208    31.5    32.8  1.0254      47  195      72.5     26.1   133.6    40.2   102.7   101.3   101.7    60.7    39.4    23.3    36.7    31.6    18.4
  209    10.1    9.6   1.0771      47  160.5    70.25    22.9   144.3    36     99.8    83.9    91.8     53      36.2    22.5    31.4    27.5    17.7
  210    11.3    10.8  1.0742      47  159.75   70.75    22.5   141.8    34.5   92.9    84.4    94       56      38.2    22.6    29      26.2    17.6
  211    7.8     7.1   1.0829      49  140.5    68       21.4   129.5    35.8   91.2    79.4    89       51.1    35      21.7    30.9    28.8    17.4
  212    26.4    27.2  1.0373      49  216.25   74.5     27.4   159.3    40.2   115.6   104     109      63.7    40.3    23.2    36.8    31      18.9
  213    19.3    19.5  1.0543      49  168.25   71.75    23     135.9    38.3   98.3    89.7    99.1     56.3    38.8    23      29.5    27.9    18.6
  214    18.5    18.7  1.0561      50  194.75   70.75    27.4   158.7    39     103.7   97.6    104.2    60      40.9    25.5    32.7    30      19
  215    19.3    19.5  1.0543      50  172.75   73       22.8   139.4    37.4   98.7    87.6    96.1     57.1    38.1    21.8    28.6    26.7    18
  216    45.1    47.5  0.995       51  219      64       37.6   120.2    41.2   119.8   122.1   112.8    62.5    36.9    23.6    34.7    29.1    18.4
  217    13.8    13.6  1.0678      51  149.25   69.75    21.6   128.7    34.8   92.8    81.1    96.3     53.8    36.5    21.5    31.3    26.3    17.8
  218    8.2     7.5   1.0819      51  154.5    70       22.2   141.9    36.9   93.3    81.5    94.4     54.7    39      22.6    27.5    25.9    18.6
  219    23.9    24.5  1.0433      52  199.25   71.75    27.2   151.7    39.4   106.8   100     105      63.9    39.2    22.9    35.7    30.4    19.2
  220    15.1    15    1.0646      53  154.5    69.25    22.7   131.2    37.6   93.9    88.7    94.5     53.7    36.2    22      28.5    25.7    17.1
  221    12.7    12.4  1.0706      54  153.25   70.5     24.5   151.3    38.5   99      91.8    96.2     57.7    38.1    23.9    31.4    29.9    18.9
  222    25.3    26    1.0399      54  230      72.25    31     171.9    42.5   119.9   110.4   105.5    64.2    42.7    27      38.4    32      19.6
  223    11.9    11.5  1.0726      54  161.75   67.5     25     142.6    37.4   94.2    87.6    95.6     59.7    40.2    23.4    27.9    27      17.8
  224    6.1     5.2   1.0874      55  142.25   67.25    22.2   133.6    35.2   92.7    82.8    91.9     54.4    35.2    22.5    29.4    26.8    17
  225    11.3    10.9  1.074       55  179.75   68.75    26.8   159.5    41.1   106.9   95.3    98.2     57.4    37.1    21.8    34.1    31.1    19.2
  226    12.8    12.5  1.0703      55  126.5    66.75    20     110.3    33.4   88.8    78.2    87.5     50.8    33      19.7    25.3    22      15.8
  227    14.9    14.8  1.065       55  169.5    68.25    25.6   144.2    37.2   101.7   91.1    97.1     56.6    38.5    22.6    33.4    29.3    18.8
  228    24.5    25.2  1.0418      55  198.5    74.25    25.3   149.9    38.3   105.3   96.7    106.6    64      42.6    23.4    33.2    30      18.4
  229    15      14.9  1.0647      56  174.5    69.5     25.4   148.3    38.1   104     89.4    98.4     58.4    37.4    22.5    34.6    30.1    18.8
  230    16.9    17    1.0601      56  167.75   68.5     25.2   139.4    37.4   98.6    93      97       55.4    38.8    23.2    32.4    29.7    19
  231    11.1    10.6  1.0745      57  147.75   65.75    24.1   131.4    35.2   99.6    86.4    90.1     53      35      21.3    31.7    27.3    16.9
  232    16.1    16.1  1.062       57  182.25   71.75    24.9   152.9    39.4   103.4   96.7    100.7    59.3    38.6    22.8    31.8    29.1    19
  233    15.5    15.4  1.0636      58  175.5    71.5     24.2   148.4    38     100.2   88.1    97.8     57.1    38.9    23.6    30.9    29.6    18
  234    25.9    26.7  1.0384      58  161.75   67.25    25.2   119.9    35.1   94.9    94.9    100.2    56.8    35.9    21      27.8    26.1    17.6
  235    25.5    25.8  1.0403      60  157.75   67.5     24.1   117.5    40.4   97.2    93.3    94       54.3    35.7    21      31.3    28.7    18.3
  236    18.4    18.6  1.0563      62  168.75   67.5     26.1   137.6    38.3   104.7   95.6    93.7     54.4    37.1    22.7    30.3    26.3    18.3
  237    24      24.8  1.0424      62  191.5    72.25    25.8   145.2    40.6   104     98.2    101.1    59.3    40.3    23      32.6    28.5    19
  238    26.4    27.3  1.0372      63  219.15   69.5     31.9   161.2    40.2   117.6   113.8   111.8    63.4    41.1    22.3    35.1    29.6    18.5
  239    12.7    12.4  1.0705      64  155.25   69.5     22.6   135.5    37.9   95.8    82.8    94.5     61.2    39.1    22.3    29.8    28.9    18.3
  240    28.8    29.9  1.0316      65  189.75   65.75    30.9   135.1    40.8   106.4   100.5   100.5    59.2    38.1    24      35.9    30.5    19.1
  241    17      17    1.0599      65  127.5    65.75    20.8   105.9    34.7   93      79.7    87.6     50.7    33.4    20.1    28.5    24.8    16.5
  242    33.6    35    1.0207      65  224.5    68.25    33.9   149.2    38.8   119.6   118     114.3    61.3    42.1    23.4    34.9    30.1    19.4
  243    29.3    30.4  1.0304      66  234.25   72       31.8   165.6    41.4   119.7   109     109.1    63.7    42.4    24.6    35.6    30.7    19.5
  244    31.4    32.6  1.0256      67  227.75   72.75    30.3   156.3    41.3   115.8   113.4   109.8    65.6    46      25.4    35.3    29.8    19.5
  245    28.1    29    1.0334      67  199.5    68.5     29.9   143.6    40.7   118.3   106.1   101.6    58.2    38.8    24.1    32.1    29.3    18.5
  246    15.3    15.2  1.0641      68  155.5    69.25    22.8   131.8    36.3   97.4    84.3    94.4     54.3    37.5    22.6    29.2    27.3    18.5
  247    29.1    30.2  1.0308      69  215.5    70.5     30.5   152.7    40.8   113.7   107.6   110      63.3    44      22.6    37.5    32.6    18.8
  248    11.5    11    1.0736      70  134.25   67       21.1   118.9    34.9   89.2    83.6    88.8     49.6    34.8    21.5    25.6    25.7    18.5
  249    32.3    33.6  1.0236      72  201      69.75    29.1   136.1    40.9   108.5   105     104.5    59.6    40.8    23.2    35.2    28.6    20.1
  250    28.3    29.3  1.0328      72  186.75   66       30.2   133.9    38.9   111.1   111.5   101.7    60.3    37.3    21.5    31.3    27.2    18
  251    25.3    26    1.0399      72  190.75   70.5     27     142.6    38.9   108.3   101.3   97.8     56      41.6    22.7    30.5    29.4    19.8
  252    30.7    31.9  1.0271      74  207.5    70       29.8   143.7    40.8   112.4   108.5   107.1    59.3    42.2    24.6    33.7    30      20.9
;
run;

data st192.BodyFat2;
    set st192.BodyFat;
    if Height=29.5 then Height=69.5;
run;


data st192.sales;
    input @1 Purchase 1. @3 Gender $6. @10 Income $6. @17 Age 2.;
    datalines;
0 Female Low    40
0 Female Low    46
1 Female Low    41
1 Female Low    39
0 Female Low    31
0 Female Low    31
0 Female Low    32
0 Female Low    44
0 Female Low    42
0 Female Low    39
0 Female Low    38
1 Female Low    46
0 Female Low    37
0 Female Low    37
1 Female Low    44
0 Female Low    38
0 Female Low    25
0 Female Low    44
0 Female Low    39
0 Female Low    34
1 Female Low    30
0 Female Low    43
1 Female Low    47
1 Female Low    35
0 Female Low    35
0 Female Low    33
1 Female Low    38
0 Female Low    37
0 Female Low    46
0 Female Low    40
0 Female Low    44
1 Female Low    37
1 Female Low    38
1 Female Low    29
1 Female Low    40
0 Female Low    34
0 Female Low    43
0 Female Low    38
1 Female Low    50
1 Female Low    41
0 Female Low    40
0 Female Low    39
1 Female Low    38
1 Female Low    36
1 Female Low    37
0 Female Low    38
0 Female Low    40
1 Female Low    33
1 Female Low    51
0 Female Low    30
0 Female Low    30
0 Female Low    34
0 Female Low    45
1 Female Low    39
0 Female Low    46
0 Female Low    39
1 Female Low    56
0 Female Low    35
0 Female Low    36
0 Female Low    35
0 Female Low    43
1 Female Low    36
0 Female Low    39
1 Female Low    38
0 Female Low    34
1 Female Low    35
0 Female Low    44
0 Female Low    40
0 Female Low    41
1 Female Low    37
0 Female Low    54
1 Female Low    41
1 Female Low    33
1 Female Low    36
0 Female Low    32
0 Female Low    37
0 Female Low    37
0 Female Low    54
0 Female Low    49
1 Female Low    31
1 Female Low    37
1 Female Low    37
0 Female Low    37
0 Female Low    40
0 Female Low    41
1 Female Low    34
1 Female Low    31
0 Female Low    27
1 Female Low    35
1 Female Medium 39
0 Female Medium 38
1 Female Medium 34
1 Female Medium 45
0 Female Medium 40
0 Female Medium 41
0 Female Medium 45
0 Female Medium 41
0 Female Medium 32
1 Female Medium 47
1 Female Medium 39
0 Female Medium 40
0 Female Medium 32
0 Female Medium 42
1 Female Medium 31
1 Female Medium 43
0 Female Medium 44
1 Female Medium 48
0 Female Medium 39
1 Female Medium 35
0 Female Medium 32
1 Female Medium 34
1 Female Medium 43
0 Female Medium 34
1 Female Medium 31
0 Female Medium 47
1 Female Medium 36
0 Female Medium 38
0 Female Medium 36
0 Female Medium 39
0 Female Medium 38
1 Female Medium 44
0 Female Medium 34
0 Female Medium 32
1 Female Medium 34
0 Female Medium 49
1 Female Medium 44
0 Female Medium 39
0 Female Medium 35
1 Female Medium 41
1 Female Medium 37
1 Female Medium 38
0 Female Medium 37
1 Female Medium 41
0 Female Medium 35
0 Female Medium 41
1 Female Medium 43
0 Female Medium 42
0 Female Medium 49
0 Female Medium 41
0 Female Medium 41
0 Female Medium 37
0 Female Medium 32
0 Female Medium 38
1 Female Medium 41
1 Female Medium 44
0 Female Medium 41
1 Female Medium 33
1 Female Medium 49
0 Female Medium 39
1 Female Medium 37
0 Female Medium 37
0 Female Medium 35
0 Female Medium 38
1 Female Medium 34
0 Female Medium 43
1 Female Medium 34
0 Female Medium 38
1 Female Medium 38
1 Female Medium 34
1 Female Medium 52
1 Female High   41
0 Female High   40
0 Female High   36
0 Female High   44
0 Female High   43
1 Female High   35
0 Female High   29
0 Female High   27
1 Female High   40
0 Female High   32
1 Female High   44
0 Female High   38
0 Female High   41
0 Female High   30
0 Female High   28
0 Female High   48
1 Female High   33
1 Female High   35
0 Female High   33
1 Female High   40
1 Female High   40
0 Female High   31
1 Female High   38
1 Female High   23
1 Female High   49
1 Female High   39
0 Female High   31
0 Female High   42
1 Female High   38
0 Female High   33
0 Female High   37
0 Female High   34
0 Female High   44
1 Female High   28
1 Female High   35
0 Female High   25
1 Female High   38
1 Female High   34
1 Female High   46
0 Female High   34
0 Female High   35
0 Female High   36
0 Female High   47
0 Female High   40
0 Female High   39
1 Female High   51
1 Female High   45
0 Female High   32
1 Female High   37
1 Female High   36
0 Female High   41
1 Female High   51
1 Female High   51
1 Female High   41
1 Female High   26
1 Female High   49
0 Female High   45
0 Female High   40
0 Female High   39
1 Female High   44
0 Female High   34
0 Female High   39
0 Female High   36
1 Female High   32
1 Female High   45
1 Female High   29
1 Female High   41
1 Female High   39
0 Female High   25
0 Female High   29
1 Female High   38
0 Female High   34
0 Female High   38
0 Female High   23
0 Female High   31
0 Female High   45
1 Female High   40
0 Female High   37
1 Female High   42
0 Female High   42
0 Male   Low    28
0 Male   Low    57
0 Male   Low    39
0 Male   Low    34
0 Male   Low    46
0 Male   Low    32
0 Male   Low    39
0 Male   Low    36
0 Male   Low    36
0 Male   Low    39
0 Male   Low    35
0 Male   Low    31
0 Male   Low    36
1 Male   Low    49
0 Male   Low    37
1 Male   Low    36
0 Male   Low    41
0 Male   Low    43
0 Male   Low    37
0 Male   Low    39
0 Male   Low    40
0 Male   Low    39
0 Male   Low    46
1 Male   Low    39
0 Male   Low    37
0 Male   Low    42
0 Male   Low    45
1 Male   Low    48
1 Male   Low    38
0 Male   Low    34
0 Male   Low    37
0 Male   Low    36
0 Male   Low    31
0 Male   Low    28
1 Male   Low    41
1 Male   Low    39
0 Male   Low    39
1 Male   Low    48
0 Male   Low    36
0 Male   Low    39
0 Male   Low    41
0 Male   Low    41
0 Male   Low    37
0 Male   Medium 45
0 Male   Medium 44
0 Male   Medium 32
0 Male   Medium 33
1 Male   Medium 33
0 Male   Medium 41
1 Male   Medium 47
0 Male   Medium 42
0 Male   Medium 34
0 Male   Medium 42
1 Male   Medium 33
0 Male   Medium 25
0 Male   Medium 33
0 Male   Medium 42
0 Male   Medium 40
0 Male   Medium 37
0 Male   Medium 24
1 Male   Medium 45
0 Male   Medium 36
0 Male   Medium 33
0 Male   Medium 38
0 Male   Medium 31
0 Male   Medium 43
0 Male   Medium 38
0 Male   Medium 29
0 Male   Medium 35
0 Male   Medium 44
0 Male   Medium 38
0 Male   Medium 43
0 Male   Medium 46
0 Male   Medium 45
1 Male   Medium 34
1 Male   Medium 38
0 Male   Medium 30
0 Male   Medium 33
1 Male   Medium 33
0 Male   Medium 37
1 Male   Medium 43
0 Male   Medium 42
1 Male   Medium 47
0 Male   Medium 40
1 Male   Medium 37
1 Male   Medium 38
0 Male   Medium 37
1 Male   Medium 35
0 Male   Medium 33
0 Male   Medium 32
0 Male   Medium 39
0 Male   Medium 38
0 Male   Medium 40
1 Male   Medium 44
0 Male   Medium 36
0 Male   Medium 40
0 Male   Medium 44
0 Male   Medium 28
0 Male   Medium 39
0 Male   Medium 39
0 Male   Medium 34
0 Male   Medium 48
0 Male   Medium 39
0 Male   Medium 37
0 Male   Medium 40
0 Male   Medium 34
0 Male   Medium 32
0 Male   Medium 46
0 Male   Medium 35
0 Male   Medium 36
0 Male   Medium 39
1 Male   Medium 44
0 Male   Medium 47
1 Male   Medium 43
0 Male   Medium 40
0 Male   Medium 29
0 Male   High   41
0 Male   High   32
1 Male   High   41
0 Male   High   32
0 Male   High   36
1 Male   High   42
0 Male   High   24
1 Male   High   39
0 Male   High   38
0 Male   High   35
0 Male   High   42
0 Male   High   40
0 Male   High   33
0 Male   High   36
1 Male   High   46
1 Male   High   42
0 Male   High   39
0 Male   High   40
1 Male   High   39
1 Male   High   34
1 Male   High   35
1 Male   High   35
0 Male   High   43
1 Male   High   45
1 Male   High   38
0 Male   High   38
0 Male   High   37
0 Male   High   42
0 Male   High   30
1 Male   High   45
1 Male   High   36
1 Male   High   33
1 Male   High   49
1 Male   High   41
1 Male   High   41
1 Male   High   31
0 Male   High   33
1 Male   High   39
0 Male   High   43
1 Male   High   46
0 Male   High   31
1 Male   High   52
0 Male   High   40
1 Male   High   48
0 Male   High   49
1 Male   High   38
0 Male   High   35
1 Male   High   34
1 Male   High   37
0 Male   High   37
0 Male   High   41
1 Male   High   33
1 Male   High   35
0 Male   High   29
0 Male   High   47
1 Male   High   35
0 Male   High   43
0 Male   High   40
0 Male   High   36
1 Male   High   35
0 Male   High   45
0 Male   High   36
1 Male   High   47
1 Male   High   39
1 Male   High   47
1 Male   High   45
1 Male   High   37
1 Male   High   37
1 Male   High   33
0 Male   High   39
1 Male   High   43
0 Male   High   30
1 Male   High   32
0 Male   High   33
0 Male   High   33
;
run;

data st192.Exact;
  input A B;
  datalines;
1 2
1 2
1 2
2 1
2 1
2 2
2 2
;
run;

data st192.Safety;
     input @1 Unsafe 1. @3 Size 1. @5 Weight 2. @8 Region $9. @18 Type $13.;
datalines;
0 2  3 N America Medium       
0 3  4 N America Sport/Utility
0 2  3 N America Medium       
0 1  3 N America Small        
0 2  3 N America Medium       
0 2  3 N America Medium       
0 3  4 N America Sport/Utility
0 2  3 Asia      Medium       
0 2  4 N America Medium       
0 1  3 N America Small        
1 1  3 N America Small        
0 1  3 Asia      Small        
0 2  3 N America Medium       
0 2  3 N America Medium       
0 2  3 N America Medium       
0 3  3 N America Large        
0 3  4 N America Large        
0 3  4 N America Large        
0 3  4 N America Large        
0 3  4 N America Large        
1 1  3 N America Small        
1 2  3 N America Medium       
1 2  3 N America Medium       
0 3  4 N America Large        
1 1  3 N America Sports       
0 1  3 N America Sports       
0 3  6 N America Sport/Utility
0 3  4 N America Large        
0 3  4 N America Large        
0 3  3 N America Large        
0 1  3 N America Small        
1 1  2 N America Small        
0 3  4 N America Large        
1 1  3 N America Sports       
1 1  3 N America Small        
0 3  4 N America Large        
1 1  3 N America Sports       
1 1  3 N America Sports       
0 3  1 N America Sport/Utility
0 3  5 N America Sport/Utility
0 3  6 N America Sport/Utility
0 3  5 N America Sport/Utility
1 1  3 N America Small        
1 1  2 N America Small        
1 3  3 N America Sport/Utility
1 1  2 Asia      Small        
0 2  3 Asia      Medium       
1 1  3 Asia      Sports       
1 1  2 Asia      Sports       
0 3  4 Asia      Sport/Utility
0 2  3 Asia      Medium       
0 2  4 Asia      Medium       
0 3  4 Asia      Sport/Utility
0 3  4 Asia      Sport/Utility
0 3  4 N America Sport/Utility
0 3  3 N America Sport/Utility
0 3  3 N America Sport/Utility
0 2  3 Asia      Medium       
0 3  4 N America Large        
1 1  3 Asia      Small        
0 2  3 Asia      Medium       
0 1  2 Asia      Sports       
0 1  3 Asia      Sports       
1 1  3 N America Small        
0 2  3 N America Medium       
0 3  4 N America Large        
1 1  2 Asia      Small        
0 2  4 Asia      Medium       
1 2  3 Asia      Medium       
0 1  4 Asia      Sports       
1 1  3 Asia      Sports       
1 1  3 Asia      Small        
0 2  3 Asia      Medium       
1 2  3 Asia      Medium       
0 1  4 Asia      Sports       
0 2  3 N America Medium       
0 2  3 N America Medium       
0 2  3 N America Medium       
0 3  3 N America Large        
0 3  4 N America Large        
0 2  3 N America Medium       
0 2  4 N America Medium       
0 3  4 N America Large        
1 1  4 N America Sports       
0 1  2 N America Small        
0 1  2 N America Sports       
0 1  2 Asia      Small        
0 2  3 Asia      Medium       
1 1  2 Asia      Small        
1 3  3 Asia      Sport/Utility
1 1  2 Asia      Small        
1 1  3 Asia      Small        
0 2  3 Asia      Medium       
1 2  3 Asia      Medium       
1 1  3 Asia      Sports       
0 3  5 Asia      Sport/Utility
;
run;

data st192.market;
    input pre post @@;
    datalines;
 9.52 10.28  9.63 10.45
 7.71  8.51  7.83  8.62
 8.97 10.03  8.62  9.45
10.11  9.68  9.96  9.62
 8.50 11.84  9.62 11.95
10.29 10.52 10.13 10.67
 9.11 11.03  8.95 10.53
10.86 10.70  9.31 10.24
 9.59 10.82  9.27 10.16
11.86 12.12 10.15 11.28
12.83 13.11 11.40 12.09
11.19 13.43 11.97 14.45
11.47 12.49 10.06 12.26
11.15 10.67 10.74 11.25
 9.99 11.16  7.56  7.33
;
run;

data st192.hosp;
    input id 1-2 visit 4 code 5 @6 date mmddyy6. ref3p 12 ref2p 13
          ref1p 14 ref1a 15 ref2a 16-17 ref3a 18;

    if ref3p=. then ref3p=0;
    if ref2p=. then ref2p=0;
    if ref1p=. then ref1p=0;
    if ref1a=. then ref1a=0;
    if ref2a=. then ref2a=0;
    if ref3a=. then ref3a=0;
    avgprior = mean(ref3p, ref2p, ref1p);
    diff1 = ref1a-avgprior;
    diff2 = ref2a-avgprior;
    diff3 = ref3a-avgprior;
    diffbys1 = ref1a-ref3p;
    diffbys2 = ref2a-ref3p;
    diffbys3 = ref3a-ref3p;
  
    if code < 4 then output;

    format
        visit vstfmt.
        code spcfmt.
        date mmddyy8.;

    label id='physician identification number'
          visit='visit code'
          code='specialty code'
          date='date of visit'
          ref3p='number referrals 3 mnths prior 2 visit'
          ref2p='number referrals 2 mnths prior 2 visit'
          ref1p='number referrals 1 mnth prior 2 visit'
          ref1a='number referrals 1 mnth after visit'
          ref2a='number referrals 2 mnths after visit'
          ref3a='number referrals 3 mnths after visit'
          avgprior='average # referrals prior 2 visit'
          diff1='# refs 1 mnth after minus average prior'
          diff2='# refs 2 mnth after minus average prior'
          diff3='# refs 3 mnth after minus average prior'
          diffbys1='# refs 1 mnth after minus # 3 mths prior'
          diffbys2='# refs 2 mnth after minus # 3 mths prior'
          diffbys3='# refs 3 mnth after minus # 3 mths prior'
    ;
    datalines;
01 15100695
02 13103195    01
04 13102795  3 011
06 111023951  1
07 131019953 1
08 111030951221  2
10 13110895
13 111005957641046
14 111030952  3011
15 12111095   1011
16 111030954143045
18 12100995
22 11103195  2
23 11103095  1
24 12110195    011
26 11103195724401
27 111011952234023
28 12110395      1
29 111030952 21032
30 13101995   1
31 13103195 111  1
32 12110395      1
33 12100395
34 12100395    01
35 12110395      2
36 111012956161  4
39 11103195 115  1
42 13102095   1
44 1311019511
45 13102595
47 111005956678114
48 13101895
49 111011954223024
50 12102095
51 12102095
52 15102095      1
54 13103095  1
55 12110895   1
56 13101995
57 11101395
60 11112095 211021
61 15103195 211011
62 12111095
63 111012953223033
03 01101395 1
05 031018952412022
09 021017951 13  3
11 03102595
12 011031953411058
17 03103195 1  01
19 03102595  1 012
20 05101795
21 02100995   1
25 05100695
37 03101795    01
38 04103195
40 03102595
41 02112895 11   1
43 05101795
46 05100995
53 02101195 1
58 03110695   1
59 04103195      1
;
run;

data st192.ven;
    length brand $ 5;
    input brand $ wear;
    datalines;
Acme  2.3
Acme  2.1
Acme  2.4
Acme  2.5
Champ 2.2
Champ 2.3
Champ 2.4
Champ 2.6
Ajax  2.2
Ajax  2.0
Ajax  1.9
Ajax  2.1
;
run;
