Resources

Getting Started Example 2 for PROC QUANTREG

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/*          S A S   S A M P L E   L I B R A R Y                 */
/*                                                              */
/*    NAME: qreggs2                                             */
/*   TITLE: Getting Started Example 2 for PROC QUANTREG         */
/* PRODUCT: STAT                                                */
/*  SYSTEM: ALL                                                 */
/*    KEYS: Quantile Regression                                 */
/*                                                              */
/*   PROCS: QUANTREG                                            */
/*    DATA: bmimen                                              */
/*                                                              */
/* SUPPORT: Guixian Lin                                         */
/*     REF:                                                     */
/*    MISC:                                                     */
/****************************************************************/

data bmimen;
   input BMI Age @@;
   SqrtAge = sqrt(Age);
   InveAge = 1/Age;
   LogBMI  = log(BMI);
   datalines;
18.6  2.0 17.1  2.0 19.0  2.0 16.8  2.0 19.0  2.1  15.5   2.1
16.7  2.1 16.1  2.1 18.0  2.1 17.8  2.1 18.3  2.1  16.9   2.1
15.9  2.1 20.6  2.1 16.7  2.1 15.4  2.1 15.9  2.1  17.7   2.1
15.7  2.1 16.8  2.1 15.6  2.1 18.1  2.1 15.7  2.1  17.2   2.1
14.5  2.2 17.2  2.2 16.3  2.2 15.4  2.2 16.0  2.2  15.8   2.2
16.2  2.2 16.6  2.2 18.1  2.2 15.6  2.2 16.7  2.2  18.1   2.2
18.8  2.2 18.0  2.2 15.3  2.2 15.5  2.2 16.1  2.2  15.2   2.2
15.9  2.2 16.5  2.2 17.2  2.3 16.8  2.3 13.8  2.3  15.2   2.3
16.8  2.3 14.0  2.3 13.5  2.3 15.6  2.3 17.2  2.3  16.0   2.3
15.0  2.3 19.3  2.3 14.5  2.3 15.8  2.3 19.2  2.3  16.8   2.3
14.6  2.3 16.8  2.3 15.6  2.3 18.0  2.3 16.3  2.3  17.4   2.3
16.1  2.3 15.5  2.3 17.5  2.3 15.8  2.3 17.1  2.3  14.3   2.3
16.4  2.3 15.8  2.3 16.9  2.3 15.1  2.3 16.7  2.3  15.9   2.3
16.7  2.3 17.5  2.3 14.8  2.3 16.9  2.3 19.1  2.3  17.5   2.3
16.9  2.3 14.7  2.3 17.2  2.3 18.9  2.3 15.8  2.3  17.5   2.3
18.0  2.3 16.0  2.3 17.8  2.3 17.0  2.4 17.7  2.4  17.0   2.4
15.7  2.4 15.0  2.4 17.8  2.4 17.0  2.4 16.1  2.4  17.9   2.4
17.0  2.4 15.3  2.4 16.9  2.4 17.9  2.4 16.8  2.4  18.1   2.4
15.0  2.4 16.6  2.4 17.4  2.4 16.6  2.4 17.6  2.4  19.5   2.4
17.0  2.5 16.9  2.5 18.6  2.5 18.4  2.5 15.6  2.5  14.9   2.5
15.8  2.5 15.2  2.5 17.9  2.5 16.5  2.5 16.7  2.5  16.6   2.5
16.7  2.5 17.4  2.5 17.5  2.5 16.7  2.5 16.0  2.5  15.1   2.5
17.8  2.5 17.2  2.5 16.6  2.5 15.1  2.5 15.9  2.5  17.0   2.5
15.8  2.6 16.6  2.6 16.7  2.6 16.3  2.6 16.6  2.6  15.4   2.6
22.0  2.6 16.0  2.6 17.5  2.6 16.0  2.6 17.4  2.6  17.3   2.6
16.0  2.6 19.0  2.6 14.9  2.7 16.4  2.7 16.6  2.7  25.7   2.7
19.1  2.7 17.2  2.7 16.7  2.7 16.4  2.7 16.3  2.7  16.0   2.7
17.5  2.8 16.9  2.8 16.4  2.8 15.4  2.8 16.0  2.8  15.6   2.8
18.4  2.8 15.4  2.8 16.7  2.8 17.5  2.8 18.0  2.8  15.4   2.8
16.0  2.8 15.0  2.8 18.6  2.8 17.1  2.8 17.5  2.8  15.2   2.8
17.0  2.8 18.8  2.8 14.4  2.8 15.2  2.8 16.9  2.8  16.3   2.8
16.1  2.8 16.5  2.8 15.8  2.8 17.2  2.8 16.1  2.8  16.3   2.8
15.6  2.8 16.7  2.8 17.2  2.8 15.7  2.8 16.2  2.8  15.8   2.8
15.7  2.8 16.3  2.8 16.9  2.8 17.9  2.8 15.6  2.8  17.3   2.8
16.8  2.9 14.9  2.9 15.6  2.9 15.5  2.9 17.4  2.9  17.4   2.9
14.2  2.9 15.9  2.9 16.0  2.9 14.4  2.9 15.4  2.9  16.1   2.9
18.9  2.9 18.0  2.9 14.6  2.9 16.5  2.9 21.4  2.9  14.6   2.9
16.8  2.9 15.1  2.9 17.4  2.9 14.3  3.0 15.2  3.0  15.5   3.0
16.1  3.0 15.3  3.0 16.8  3.0 17.4  3.0 16.4  3.0  20.3   3.0
17.4  3.0 15.4  3.0 15.1  3.0 16.6  3.0 17.6  3.0  19.7   3.0
18.4  3.0 16.5  3.0 16.9  3.0 18.1  3.0 14.9  3.0  18.9   3.0
18.0  3.0 17.5  3.0 14.4  3.1 17.5  3.1 14.7  3.1  19.7   3.1
16.6  3.1 17.0  3.1 14.2  3.1 15.2  3.1 17.4  3.1  17.6   3.1
16.3  3.1 15.4  3.1 14.9  3.1 16.8  3.1 15.3  3.1  15.3   3.1
15.2  3.1 19.1  3.2 16.4  3.2 15.6  3.2 16.6  3.2  14.5   3.2
15.4  3.2 16.4  3.2 13.9  3.2 17.0  3.2 15.5  3.2  17.8   3.2
16.9  3.2 16.8  3.2 16.3  3.2 17.5  3.2 17.8  3.2  15.3   3.3
16.1  3.3 15.9  3.3 14.2  3.3 15.7  3.3 15.9  3.3  15.7   3.3
14.2  3.3 17.3  3.3 13.8  3.3 16.9  3.3 18.1  3.3  15.7   3.3
14.9  3.3 15.4  3.3 17.0  3.3 16.7  3.3 16.2  3.3  15.8   3.3
17.5  3.3 19.9  3.3 15.4  3.3 14.9  3.3 18.5  3.3  17.5   3.3
16.4  3.3 16.4  3.3 15.5  3.3 16.0  3.3 14.7  3.3  19.4   3.3
15.7  3.3 14.8  3.3 17.2  3.3 13.7  3.3 16.6  3.3  16.2   3.4
16.6  3.4 15.1  3.4 15.0  3.4 23.4  3.4 14.1  3.4  16.3   3.4
15.7  3.4 14.5  3.4 16.6  3.4 15.0  3.4 15.6  3.4  19.0   3.4
17.9  3.4 15.5  3.4 16.0  3.4 16.5  3.4 15.6  3.4  16.1   3.4
15.0  3.5 13.9  3.5 15.7  3.5 15.4  3.5 16.6  3.5  16.9   3.5
15.8  3.5 15.1  3.5 17.3  3.5 16.9  3.5 16.7  3.5  20.0   3.5
16.6  3.5 16.1  3.5 16.3  3.5 14.4  3.5 17.6  3.6  17.0   3.6
18.2  3.6 15.7  3.6 16.1  3.6 18.5  3.6 15.8  3.6  22.5   3.6
16.3  3.6 17.5  3.6 16.3  3.6 15.4  3.7 13.5  3.7  15.1   3.7
17.2  3.7 14.1  3.7 16.2  3.7 17.9  3.7 15.9  3.7  15.3   3.7
15.4  3.7 18.6  3.7 15.4  3.7 16.3  3.7 15.2  3.7  15.1   3.7
17.4  3.7 14.7  3.7 17.2  3.7 16.8  3.7 18.1  3.8  16.8   3.8
17.1  3.8 12.8  3.8 16.3  3.8 16.4  3.8 15.2  3.8  15.4   3.8
18.1  3.8 13.9  3.8 14.6  3.8 20.4  3.8 16.6  3.8  14.2   3.8
16.2  3.8 15.3  3.8 17.5  3.8 15.2  3.8 17.0  3.8  15.7   3.8
16.7  3.8 14.3  3.8 15.3  3.8 18.9  3.8 16.8  3.8  17.7   3.8
16.8  3.8 20.6  3.8 16.0  3.8 16.4  3.8 14.8  3.8  14.1   3.8
16.7  3.8 18.5  3.8 17.6  3.8 15.5  3.8 14.7  3.8  17.0   3.8
16.1  3.8 17.4  3.9 14.7  3.9 15.0  3.9 16.6  3.9  18.7   3.9
15.3  3.9 15.3  3.9 15.7  3.9 15.3  3.9 16.6  3.9  16.0   3.9
14.2  3.9 15.1  3.9 16.3  4.0 18.6  4.0 15.3  4.0  15.3   4.0
16.8  4.0 19.3  4.0 14.6  4.0 14.7  4.0 17.7  4.0  18.5   4.0
14.8  4.0 17.4  4.0 16.0  4.0 16.6  4.0 19.0  4.1  15.1   4.1
16.7  4.1 16.2  4.1 17.8  4.1 16.7  4.1 15.6  4.1  15.4   4.1
15.8  4.1 18.0  4.1 16.6  4.1 16.1  4.1 15.0  4.1  17.5   4.1
22.6  4.1 13.9  4.2 15.6  4.2 15.8  4.2 18.3  4.2  14.6   4.2
16.0  4.2 14.5  4.2 15.8  4.2 16.1  4.2 18.3  4.2  15.0   4.2
16.2  4.2 15.9  4.2 16.6  4.3 16.9  4.3 16.5  4.3  16.4   4.3
15.5  4.3 14.7  4.3 15.1  4.3 16.9  4.3 16.7  4.3  15.5   4.3
16.8  4.3 16.2  4.3 15.6  4.3 15.6  4.3 15.7  4.3  16.4   4.3
15.9  4.3 15.6  4.3 17.0  4.3 15.9  4.3 14.4  4.3  15.4   4.3
16.9  4.3 15.3  4.3 15.3  4.3 16.0  4.3 16.5  4.3  16.4   4.3
16.4  4.3 15.3  4.3 17.4  4.3 16.1  4.3 15.2  4.4  15.8   4.4
15.8  4.4 15.4  4.4 15.6  4.4 15.9  4.4 19.8  4.4  19.6   4.4
15.9  4.4 15.1  4.4 16.0  4.4 17.8  4.4 15.6  4.4  15.6   4.4
14.7  4.4 14.1  4.4 15.4  4.4 16.5  4.5 16.1  4.5  14.4   4.5
15.2  4.5 16.8  4.5 15.9  4.5 19.4  4.5 17.2  4.5  15.5   4.5
17.0  4.5 17.1  4.6 15.5  4.6 15.5  4.6 14.9  4.6  17.5   4.6
15.3  4.6 15.9  4.6 14.1  4.6 15.6  4.6 14.8  4.6  16.7   4.6
15.4  4.6 17.2  4.6 16.1  4.6 14.9  4.6 15.8  4.7  16.7   4.7
18.8  4.7 15.3  4.7 15.8  4.7 15.8  4.7 16.8  4.7  15.5   4.7
15.1  4.7 14.3  4.7 15.4  4.7 14.6  4.7 15.5  4.7  14.8   4.8
16.2  4.8 15.0  4.8 16.1  4.8 15.2  4.8 15.0  4.8  17.4   4.8
17.0  4.8 15.2  4.8 16.5  4.8 18.9  4.8 17.0  4.8  15.4   4.8
16.5  4.8 17.7  4.8 14.8  4.8 16.8  4.8 14.5  4.8  21.0   4.8
17.2  4.8 15.4  4.8 16.8  4.8 15.0  4.8 18.4  4.8  24.5   4.8
22.0  4.8 15.2  4.8 18.1  4.8 16.5  4.8 15.4  4.8  18.4   4.8
18.6  4.8 14.5  4.8 15.7  4.8 17.0  4.9 27.3  4.9  13.8   4.9
16.4  4.9 15.4  4.9 15.6  4.9 16.1  4.9 27.3  4.9  14.9   4.9
16.9  4.9 16.2  4.9 14.5  4.9 17.2  4.9 23.4  4.9  16.7   4.9
15.7  5.0 15.5  5.0 17.9  5.0 15.5  5.0 16.2  5.0  16.4   5.0
15.4  5.0 15.8  5.0 16.4  5.0 14.4  5.0 16.8  5.0  15.3   5.0
14.0  5.0 15.6  5.0 15.4  5.0 17.1  5.0 19.3  5.0  15.3   5.0
17.7  5.0 15.2  5.0 16.9  5.0 14.9  5.0 15.3  5.0  17.2   5.0
18.0  5.0 16.6  5.0 17.7  5.1 16.4  5.1 13.5  5.1  15.6   5.1
13.9  5.1 14.0  5.1 14.7  5.1 17.8  5.1 15.4  5.1  14.5   5.1
17.7  5.1 16.6  5.1 15.9  5.1 14.7  5.1 16.7  5.1  15.6   5.2
13.8  5.2 17.1  5.2 29.4  5.2 13.8  5.2 16.1  5.2  23.8   5.2
19.3  5.2 14.8  5.2 14.5  5.3 24.3  5.3 16.3  5.3  14.9   5.3
16.6  5.3 17.0  5.3 15.0  5.3 16.1  5.3 16.7  5.3  15.9   5.3
16.1  5.3 16.5  5.3 14.7  5.3 14.3  5.3 14.9  5.3  15.2   5.3
14.4  5.3 16.1  5.3 16.1  5.3 15.6  5.3 24.7  5.3  16.7   5.3
15.8  5.3 14.4  5.3 26.2  5.3 16.7  5.3 15.5  5.3  19.4   5.4
16.8  5.4 15.5  5.4 18.3  5.4 15.2  5.4 15.5  5.4  19.0   5.4
18.9  5.4 16.4  5.4 15.3  5.4 15.2  5.4 16.1  5.4  13.0   5.5
16.7  5.5 18.6  5.5 12.7  5.5 16.1  5.5 14.1  5.5  16.9   5.5
16.4  5.5 13.1  5.5 15.2  5.5 16.1  5.5 14.8  5.6  17.0   5.6
14.4  5.6 18.2  5.6 19.5  5.7 18.0  5.7 17.9  5.7  16.2   5.7
15.5  5.7 14.5  5.7 18.0  5.7 16.4  5.8 17.1  5.8  15.0   5.8
15.4  5.8 17.5  5.8 16.7  5.8 15.2  5.8 24.6  5.8  16.5   5.8
16.6  5.8 15.6  5.8 17.6  5.8 15.3  5.8 16.0  5.8  16.6   5.8
15.8  5.8 17.4  5.8 15.2  5.8 25.7  5.8 14.6  5.8  15.9   5.8
17.4  5.8 15.3  5.8 15.3  5.8 15.8  5.8 16.2  5.9  14.6   5.9
14.5  5.9 15.3  5.9 15.9  5.9 15.0  5.9 17.4  5.9  13.9   5.9
13.8  5.9 18.5  5.9 15.3  5.9 16.3  5.9 15.2  6.0  16.6   6.0
18.2  6.0 17.7  6.0 13.6  6.0 14.1  6.0 15.5  6.0  18.1   6.0
21.7  6.0 15.7  6.0 15.2  6.0 16.1  6.0 17.3  6.0  17.4   6.0
13.4  6.0 24.1  6.0 15.3  6.1 15.7  6.1 13.6  6.1  14.2   6.1
15.2  6.1 14.8  6.1 15.4  6.1 15.4  6.1 15.6  6.1  17.9   6.1
16.1  6.1 14.7  6.1 16.5  6.1 14.7  6.1 16.0  6.1  14.8   6.1
15.6  6.1 15.1  6.1 17.5  6.1 13.7  6.1 17.9  6.1  15.2   6.1
16.8  6.2 17.7  6.2 12.2  6.2 21.0  6.2 15.4  6.2  18.9   6.2
27.4  6.2 17.6  6.2 20.0  6.2 24.9  6.2 20.2  6.2  25.0   6.2
17.6  6.2 21.7  6.2 14.8  6.2 19.0  6.2 14.3  6.2  19.0   6.2
13.9  6.2 16.4  6.2 15.7  6.2 13.3  6.3 17.3  6.3  18.9   6.3
15.9  6.3 15.2  6.3 14.8  6.3 14.3  6.3 13.2  6.3  14.7   6.3
27.2  6.3 18.2  6.3 22.0  6.3 16.3  6.3 15.0  6.3  16.6   6.3
13.9  6.3 15.7  6.3 17.5  6.3 16.1  6.3 15.8  6.3  12.9   6.3
14.5  6.3 15.3  6.3 15.9  6.3 16.1  6.3 14.5  6.3  15.9   6.3
14.5  6.3 16.3  6.3 13.2  6.3 15.8  6.4 14.7  6.4  18.7   6.4
15.2  6.4 17.8  6.4 16.3  6.4 16.9  6.4 14.4  6.4  17.4   6.4
18.1  6.4 14.7  6.5 16.6  6.5 17.9  6.5 14.7  6.5  17.4   6.5
13.7  6.5 14.7  6.5 19.3  6.5 29.1  6.5 16.6  6.5  15.7   6.5
15.6  6.5 14.7  6.5 14.3  6.6 15.4  6.6 17.8  6.6  15.4   6.6
15.5  6.6 14.9  6.6 15.3  6.6 16.5  6.6 16.1  6.6  19.9   6.6
13.6  6.6 19.4  6.6 17.4  6.6 17.1  6.7 22.5  6.7  17.2   6.7
16.9  6.7 16.4  6.7 13.4  6.7 14.2  6.7 14.6  6.7  17.4   6.7
19.2  6.7 20.7  6.7 14.1  6.7 20.9  6.8 15.7  6.8  14.2   6.8
14.4  6.8 16.4  6.8 19.8  6.8 14.8  6.8 14.7  6.8  15.7   6.8
15.3  6.8 14.9  6.8 13.4  6.8 14.9  6.8 14.1  6.8  14.5   6.8
18.8  6.8 16.1  6.8 16.4  6.8 15.0  6.8 15.5  6.8  13.8   6.8
16.3  6.8 16.1  6.8 16.0  6.8 17.3  6.8 17.4  6.8  16.6   6.8
20.6  6.8 15.0  6.8 16.1  6.9 16.1  6.9 17.6  6.9  14.1   6.9
16.7  6.9 16.7  6.9 15.6  6.9 18.3  6.9 22.2  6.9  17.1   6.9
16.2  6.9 21.0  6.9 15.5  6.9 18.6  6.9 16.9  6.9  18.8   6.9
15.4  7.0 18.9  7.0 23.1  7.0 15.3  7.0 15.9  7.0  16.4   7.0
21.4  7.0 16.5  7.0 21.3  7.0 23.3  7.0 15.4  7.0  16.0   7.0
15.4  7.0 14.8  7.0 15.9  7.1 14.9  7.1 14.9  7.1  15.5   7.1
15.5  7.1 16.8  7.1 14.8  7.1 14.2  7.1 18.6  7.1  15.8   7.1
17.4  7.1 16.3  7.1 15.9  7.1 16.0  7.1 22.4  7.1  18.8   7.1
14.1  7.1 17.3  7.1 21.2  7.2 13.5  7.2 18.5  7.2  15.8   7.2
16.7  7.2 27.0  7.2 16.5  7.2 13.9  7.2 19.4  7.2  15.4   7.2
16.8  7.2 18.4  7.2 19.9  7.2 15.3  7.2 15.1  7.2  15.3   7.2
14.3  7.2 15.0  7.2 18.5  7.3 21.3  7.3 20.7  7.3  14.9   7.3
23.1  7.3 14.0  7.3 23.5  7.3 15.9  7.3 16.9  7.3  16.6   7.3
16.0  7.3 16.0  7.3 17.9  7.3 15.8  7.3 17.2  7.3  14.8   7.3
17.2  7.3 18.7  7.3 25.5  7.3 12.8  7.3 15.4  7.3  16.6   7.3
20.1  7.3 17.5  7.3 20.9  7.3 15.9  7.3 18.4  7.3  15.8   7.3
18.3  7.3 17.6  7.3 20.7  7.3 17.3  7.4 17.4  7.4  14.0   7.4
17.8  7.4 18.3  7.4 23.1  7.4 14.8  7.4 15.4  7.4  17.1   7.4
16.4  7.4 14.4  7.4 15.1  7.4 16.0  7.4 16.5  7.4  17.5   7.4
17.6  7.4 18.5  7.5 14.9  7.5 14.8  7.5 17.3  7.5  24.6   7.5
15.9  7.5 16.1  7.5 16.0  7.5 16.3  7.5 14.5  7.5  14.8   7.5
17.2  7.5 15.4  7.5 18.1  7.5 16.5  7.6 15.2  7.6  17.9   7.6
16.0  7.6 14.6  7.6 18.7  7.6 13.0  7.6 19.7  7.6  16.7   7.6
26.4  7.6 17.3  7.6 16.8  7.6 22.3  7.6 15.5  7.6  19.9   7.6
16.0  7.6 20.0  7.6 16.7  7.6 14.8  7.6 19.8  7.7  19.5   7.7
19.2  7.7 26.0  7.7 15.8  7.7 18.8  7.7 15.3  7.7  16.8   7.7
14.6  7.8 17.5  7.8 17.2  7.8 17.0  7.8 21.6  7.8  15.5   7.8
19.1  7.8 15.2  7.8 16.3  7.8 13.3  7.8 15.4  7.8  21.7   7.8
17.6  7.8 15.4  7.8 19.3  7.8 21.7  7.8 15.0  7.8  13.3   7.8
14.9  7.8 17.3  7.8 16.9  7.8 26.2  7.8 15.9  7.8  16.3   7.8
17.5  7.8 14.2  7.8 30.5  7.8 18.9  7.8 18.6  7.8  14.5   7.8
17.8  7.8 15.6  7.8 19.5  7.9 14.1  7.9 19.9  7.9  15.9   7.9
15.2  7.9 21.8  7.9 16.1  7.9 16.6  7.9 20.0  7.9  14.3   7.9
17.3  7.9 21.0  7.9 17.9  7.9 14.6  7.9 20.1  7.9  14.5   8.0
21.1  8.0 15.0  8.0 13.5  8.0 21.7  8.0 15.7  8.0  12.3   8.0
15.9  8.0 14.2  8.0 20.2  8.0 15.0  8.0 15.0  8.0  26.3   8.0
16.7  8.0 16.1  8.0 15.2  8.0 14.9  8.1 16.4  8.1  16.0   8.1
16.1  8.1 23.9  8.1 14.4  8.1 17.7  8.1 17.6  8.1  14.2   8.1
17.1  8.1 20.9  8.1 16.0  8.1 14.1  8.1 16.0  8.1  17.8   8.1
14.4  8.1 24.2  8.1 16.1  8.1 16.0  8.1 19.8  8.1  18.7   8.1
20.0  8.1 23.2  8.1 15.7  8.1 19.2  8.2 14.6  8.2  18.9   8.2
19.9  8.2 30.6  8.2 16.0  8.2 19.5  8.2 21.1  8.2  19.4   8.2
16.8  8.2 26.2  8.2 14.4  8.2 17.4  8.2 21.9  8.2  18.6   8.2
17.3  8.2 17.9  8.2 15.7  8.3 15.7  8.3 14.3  8.3  18.5   8.3
15.8  8.3 25.0  8.3 18.5  8.3 17.8  8.3 17.7  8.3  16.5   8.3
15.6  8.3 17.3  8.3 18.4  8.3 30.3  8.3 16.9  8.3  15.3   8.3
17.9  8.3 15.5  8.3 15.7  8.3 16.0  8.3 20.5  8.3  19.0   8.3
15.8  8.3 15.6  8.3 19.8  8.3 13.8  8.3 24.8  8.3  19.8   8.3
14.8  8.3 17.0  8.3 22.1  8.3 17.2  8.3 16.4  8.3  15.6   8.3
22.6  8.3 29.0  8.3 23.9  8.3 26.5  8.3 15.7  8.3  17.1   8.3
13.5  8.3 17.6  8.3 23.6  8.4 17.0  8.4 16.9  8.4  20.8   8.4
17.7  8.4 14.5  8.4 16.8  8.4 16.4  8.4 16.7  8.4  25.7   8.4
17.2  8.4 15.1  8.4 15.8  8.4 15.7  8.4 21.7  8.4  18.6   8.4
15.4  8.5 17.5  8.5 18.9  8.5 14.2  8.5 15.1  8.5  17.2   8.5
16.2  8.5 21.4  8.5 17.3  8.5 15.5  8.5 19.4  8.6  17.6   8.6
17.6  8.6 18.8  8.6 19.7  8.6 17.2  8.6 15.7  8.6  13.9   8.6
17.1  8.6 15.9  8.6 17.7  8.6 21.3  8.7 16.5  8.7  26.3   8.7
18.0  8.7 15.7  8.7 13.6  8.7 19.2  8.7 15.7  8.7  15.5   8.7
18.6  8.7 14.7  8.7 20.7  8.7 15.3  8.7 31.9  8.7  17.3   8.7
14.9  8.8 14.8  8.8 21.8  8.8 24.1  8.8 18.7  8.8  15.7   8.8
14.9  8.8 16.4  8.8 26.4  8.8 17.5  8.8 12.1  8.8  19.1   8.8
19.0  8.8 16.7  8.8 25.0  8.8 18.2  8.8 16.2  8.8  14.8   8.8
28.0  8.8 15.3  8.8 16.7  8.8 17.2  8.8 16.6  8.8  19.8   8.8
15.4  8.8 16.3  8.8 15.3  8.8 14.7  8.8 21.4  8.8  20.7   8.8
14.6  8.8 26.0  8.8 16.2  8.8 24.2  8.8 19.0  8.8  18.9   8.8
18.7  8.8 16.3  8.8 15.3  8.8 28.1  8.8 16.2  8.8  16.5   8.8
19.5  8.8 17.3  8.8 16.0  8.8 16.3  8.8 13.7  8.8  15.0   8.9
16.6  8.9 15.3  8.9 28.8  8.9 16.4  8.9 21.3  8.9  16.4   8.9
22.5  8.9 19.0  8.9 17.5  8.9 14.7  8.9 36.5  8.9  18.2   8.9
16.6  8.9 17.1  8.9 16.0  8.9 17.4  9.0 14.7  9.0  18.8   9.0
14.7  9.0 18.4  9.0 18.2  9.0 18.3  9.0 21.1  9.0  15.8   9.0
15.4  9.0 17.6  9.1 17.7  9.1 16.8  9.1 17.4  9.1  15.8   9.1
19.1  9.1 30.1  9.1 22.7  9.1 15.8  9.1 15.2  9.1  14.5   9.1
22.7  9.1 18.1  9.1 16.8  9.1 21.2  9.1 15.1  9.1  17.4   9.1
20.4  9.1 14.9  9.1 22.5  9.1 15.2  9.1 12.8  9.1  16.0   9.2
16.5  9.2 39.6  9.2 18.0  9.2 23.4  9.2 15.9  9.2  20.8   9.2
14.7  9.2 15.6  9.2 22.1  9.2 14.8  9.2 15.4  9.2  14.7   9.2
17.8  9.2 19.8  9.2 15.6  9.2 14.9  9.2 15.7  9.2  22.1   9.3
20.7  9.3 19.8  9.3 16.5  9.3 21.5  9.3 13.4  9.3  18.5   9.3
15.6  9.3 24.4  9.3 16.4  9.3 18.7  9.3 19.8  9.3  18.4   9.3
15.8  9.3 24.3  9.3 26.1  9.3 14.2  9.3 17.9  9.3  27.9   9.3
17.5  9.3 19.4  9.3 15.3  9.3 30.4  9.3 26.7  9.3  15.8   9.3
18.2  9.3 17.8  9.3 16.4  9.3 25.8  9.4 16.5  9.4  18.8   9.4
15.5  9.4 14.7  9.4 16.6  9.4 16.0  9.4 29.4  9.4  36.9   9.4
16.9  9.4 24.3  9.5 28.9  9.5 17.4  9.5 18.3  9.5  18.1   9.5
21.1  9.5 15.3  9.5 27.8  9.5 14.6  9.5 17.0  9.5  26.2   9.5
16.4  9.5 23.9  9.6 21.1  9.6 14.5  9.6 14.4  9.6  15.0   9.6
13.0  9.6 22.6  9.6 17.9  9.6 14.2  9.6 17.2  9.6  16.1   9.6
21.0  9.6 28.9  9.6 25.6  9.7 19.4  9.7 17.1  9.7  16.8   9.7
18.8  9.7 15.4  9.7 14.1  9.7 18.9  9.7 16.3  9.7  23.8   9.7
16.8  9.7 25.5  9.7 15.0  9.7 15.0  9.7 16.2  9.8  18.1   9.8
20.7  9.8 16.9  9.8 21.8  9.8 28.1  9.8 17.3  9.8  13.2   9.8
21.0  9.8 21.1  9.8 22.3  9.8 18.4  9.8 22.1  9.8  17.9   9.8
27.0  9.8 15.4  9.8 15.4  9.8 19.3  9.8 31.9  9.8  18.9   9.8
14.9  9.8 15.8  9.8 16.4  9.8 16.4  9.8 16.9  9.8  16.2   9.8
16.3  9.8 17.7  9.8 15.3  9.8 17.3  9.8 16.8  9.8  14.4   9.9
16.7  9.9 20.4  9.9 13.7  9.9 22.3  9.9 35.5  9.9  21.6   9.9
32.8  9.9 22.9  9.9 28.6  9.9 14.4  9.9 18.4  9.9  18.4   9.9
15.7  9.9 17.1  9.9 16.7  9.9 23.0 10.0 15.2 10.0  16.9  10.0
20.4 10.0 18.5 10.2 15.4 10.2 22.6 10.3 22.1 10.3  24.2  10.3
18.5 10.3 20.2 10.4 16.6 10.4 20.8 10.4 13.5 10.4  21.9  10.4
24.4 10.5 16.6 10.5 20.4 10.5 17.3 10.5 20.0 10.5  27.7  10.5
19.6 10.6 22.3 10.6 18.8 10.6 17.9 10.7 29.3 10.7  17.2  10.7
23.2 10.8 25.5 10.8 20.0 10.8 24.7 10.8 14.1 10.8  22.7  10.9
17.1 10.9 16.8 10.9 15.7 10.9 14.6 10.9 18.9 11.0  19.0  11.0
21.7 11.0 17.4 11.0 21.9 11.0 16.3 11.1 16.9 11.1  16.2  11.2
21.9 11.2 33.3 11.3 21.9 11.3 26.4 11.3 22.7 11.3  17.0  11.3
14.7 11.3 20.1 11.3 16.0 11.4 14.9 11.4 33.0 11.4  21.2  11.5
17.6 11.5 16.0 11.5 18.9 11.6 16.6 11.6 25.7 11.6  17.5  11.7
18.6 11.7 24.3 11.7 24.7 11.7 26.2 11.8 17.3 11.8  25.2  11.8
24.4 11.8 30.2 11.8 24.4 11.8 22.3 11.8 31.7 11.8  18.5  11.8
20.4 11.9 26.6 11.9 24.8 11.9 15.3 11.9 24.6 11.9  20.4  11.9
15.5 11.9 18.5 11.9 18.6 11.9 21.0 11.9 16.8 11.9  16.2  11.9
21.5 11.9 15.1 12.0 19.8 12.0 17.5 12.0 16.2 12.0  15.8  12.1
19.0 12.1 21.0 12.1 21.2 12.1 23.2 12.1 25.5 12.1  20.8  12.1
24.5 12.1 15.7 12.2 23.2 12.2 28.5 12.3 16.0 12.3  21.3  12.3
15.7 12.3 19.9 12.3 15.1 12.3 19.9 12.3 24.9 12.3  21.3  12.3
21.4 12.3 17.2 12.3 36.2 12.3 28.8 12.3 19.4 12.3  23.8  12.4
17.3 12.4 15.7 12.4 24.9 12.4 15.0 12.4 15.0 12.4  23.5  12.5
20.8 12.5 29.8 12.5 21.5 12.6 19.7 12.6 17.1 12.6  25.8  12.7
16.5 12.7 17.3 12.7 25.4 12.7 30.3 12.7 25.6 12.8  16.6  12.8
26.3 12.8 17.1 12.8 29.2 12.8 26.2 12.8 17.1 12.8  34.8  12.8
24.4 12.9 20.9 12.9 23.8 12.9 20.9 13.0 14.1 13.0  14.5  13.0
33.4 13.1 20.4 13.1 16.6 13.1 16.0 13.1 28.7 13.1  17.5  13.1
15.5 13.1 29.7 13.1 29.1 13.3 26.2 13.3 15.5 13.3  27.8  13.3
17.5 13.3 19.8 13.3 14.8 13.3 20.1 13.3 20.7 13.4  21.3  13.4
17.6 13.4 15.9 13.4 16.2 13.5 23.8 13.5 23.4 13.5  23.3  13.5
35.7 13.5 16.7 13.5 19.2 13.5 25.4 13.6 26.0 13.6  19.5  13.6
19.0 13.7 19.6 13.7 22.2 13.7 20.1 13.7 17.3 13.7  16.5  13.7
29.1 13.8 29.6 13.8 22.2 13.8 20.4 13.8 16.5 13.8  19.9  13.9
20.5 13.9 29.4 13.9 31.5 13.9 23.1 13.9 22.7 13.9  27.6  14.0
19.2 14.0 22.7 14.0 17.4 14.1 17.3 14.1 28.1 14.1  25.0  14.2
20.8 14.2 34.2 14.2 23.8 14.2 25.6 14.2 31.6 14.2  20.8  14.2
18.5 14.2 21.8 14.3 16.3 14.3 26.0 14.3 16.6 14.3  19.3  14.3
31.3 14.3 23.2 14.4 19.8 14.4 16.9 14.4 16.3 14.4  16.7  14.5
23.9 14.5 19.7 14.5 21.3 14.5 25.7 14.5 17.8 14.5  20.9  14.5
21.8 14.6 20.6 14.6 18.5 14.6 16.9 14.6 18.7 14.6  24.0  14.7
22.8 14.7 34.8 14.7 23.5 14.7 31.0 14.7 20.5 14.7  28.4  14.8
16.5 14.8 22.8 14.8 19.5 14.8 22.0 14.8 21.5 14.8  22.2  14.8
29.2 14.9 20.3 14.9 27.5 14.9 28.0 14.9 23.3 14.9  46.8  14.9
33.7 15.0 22.5 15.0 28.3 15.0 37.9 15.0 28.1 15.0  25.3  15.0
32.5 15.0 18.4 15.0 17.0 15.1 17.9 15.1 20.1 15.1  19.3  15.2
26.8 15.2 24.4 15.2 19.5 15.3 29.4 15.3 29.8 15.3  20.8  15.3
34.5 15.3 19.3 15.3 18.3 15.3 20.3 15.3 19.8 15.3  32.4  15.3
20.0 15.3 24.3 15.3 35.2 15.4 21.6 15.4 19.7 15.4  22.0  15.4
25.8 15.4 28.1 15.4 28.3 15.5 26.4 15.5 18.2 15.5  21.0  15.5
18.5 15.6 24.5 15.6 25.9 15.6 26.7 15.6 36.0 15.7  19.0  15.7
26.6 15.7 18.7 15.7 32.3 15.7 17.6 15.8 35.9 15.8  21.0  15.8
21.5 15.8 18.5 15.8 17.1 15.8 22.5 15.8 19.4 15.8  18.1  15.8
21.9 15.8 19.3 15.8 21.0 15.8 22.3 15.8 24.0 15.9  21.0  15.9
19.9 15.9 19.0 16.0 25.6 16.0 23.1 16.0 23.2 16.0  26.3  16.0
26.4 16.0 29.0 16.0 18.1 16.1 25.6 16.1 20.3 16.1  36.5  16.1
26.6 16.1 50.4 16.2 33.7 16.2 18.0 16.2 20.2 16.2  17.4  16.2
19.7 16.2 24.3 16.2 42.6 16.3 21.7 16.3 21.0 16.3  21.5  16.3
21.1 16.3 19.9 16.3 23.0 16.3 21.0 16.4 22.6 16.4  31.6  16.4
24.6 16.4 19.6 16.4 25.5 16.5 27.9 16.5 23.2 16.5  29.4  16.5
28.6 16.5 18.2 16.5 27.3 16.6 21.4 16.6 23.5 16.6  19.6  16.6
21.8 16.6 28.1 16.6 20.5 16.7 42.6 16.7 38.7 16.7  29.8  16.7
20.0 16.7 25.5 16.8 32.9 16.8 18.0 16.8 17.9 16.8  31.6  16.8
21.8 16.8 19.2 16.8 22.1 16.8 27.5 16.8 27.1 16.9  22.6  16.9
18.1 16.9 22.5 16.9 25.6 16.9 27.7 16.9 29.7 16.9  25.8  17.0
24.9 17.0 38.7 17.0 28.6 17.0 24.8 17.0 36.4 17.1  25.0  17.1
20.4 17.1 26.4 17.1 21.9 17.1 18.2 17.2 25.4 17.2  35.1  17.2
23.3 17.2 22.2 17.2 21.6 17.2 21.3 17.2 19.4 17.2  21.8  17.2
27.8 17.3 35.3 17.3 31.2 17.3 20.2 17.3 23.3 17.3  38.8  17.3
21.1 17.3 39.3 17.3 25.1 17.3 23.3 17.3 23.3 17.3  18.8  17.3
19.7 17.4 26.3 17.4 19.2 17.4 22.1 17.5 20.6 17.5  31.9  17.5
19.4 17.5 24.1 17.6 23.2 17.6 20.8 17.6 19.7 17.6  27.7  17.6
29.3 17.7 23.3 17.8 32.4 17.8 36.5 17.8 22.2 17.8  23.8  17.8
29.9 17.8 18.0 17.8 21.4 17.9 23.8 17.9 19.6 17.9  26.6  17.9
22.7 17.9 25.7 17.9 26.0 17.9 21.2 18.0 24.5 18.0  19.6  18.0
21.1 18.0 21.1 18.0 20.6 18.0 23.7 18.0 22.8 18.0  26.8  18.1
49.9 18.1 21.5 18.1 32.0 18.1 29.0 18.1 21.4 18.2  22.0  18.2
25.3 18.2 33.6 18.2 22.3 18.2 20.0 18.3 32.1 18.3  33.4  18.3
18.0 18.3 26.3 18.3 39.2 18.3 26.8 18.3 28.4 18.3  19.5  18.3
27.1 18.3 21.7 18.3 19.1 18.3 28.5 18.4 23.5 18.4  24.0  18.4
31.3 18.4 24.8 18.4 25.9 18.4 20.1 18.4 26.9 18.4  19.0  18.4
22.3 18.4 26.5 18.4 26.1 18.4 25.2 18.5 30.1 18.5  20.3  18.5
23.5 18.5 17.4 18.5 21.7 18.5 21.1 18.5 21.1 18.6  27.6  18.6
23.7 18.6 17.7 18.6 24.1 18.7 52.7 18.7 29.8 18.7  35.4  18.8
18.9 18.8 19.8 18.8 22.7 18.8 37.4 18.8 29.0 18.8  22.2  18.8
20.9 18.8 22.5 18.9 32.6 18.9 29.5 18.9 21.5 18.9  48.4  18.9
27.2 18.9 17.9 19.0 23.8 19.1 26.2 19.1 24.2 19.1  22.2  19.1
27.6 19.1 30.5 19.1 41.5 19.2 28.2 19.2 22.8 19.3  23.4  19.3
31.7 19.3 22.1 19.3 19.7 19.3 22.1 19.3 22.9 19.3  27.4  19.3
29.2 19.3 19.6 19.3 23.2 19.3 21.1 19.3 21.9 19.3  25.6  19.3
28.5 19.3 26.3 19.4 26.4 19.4 17.0 19.4 21.0 19.4  21.5  19.4
34.2 19.5 26.9 19.5 30.1 19.5 29.7 19.5 26.9 19.5  23.8  19.5
24.2 19.6 26.1 19.6 23.0 19.6 19.4 19.6 21.8 19.6  27.0  19.7
18.8 19.7 22.5 19.7 22.6 19.7 30.2 19.8 20.7 19.8  24.6  19.8
21.1 19.8 21.5 19.8 43.0 19.8 26.3 19.8 19.3 19.8  23.9  19.8
32.1 19.8 21.2 19.9 19.5 19.9 35.3 19.9 22.7 19.9  27.9  19.9
39.2 19.9 23.1 20.0 26.0 20.0 24.1 20.0 24.6 20.0  23.8  20.0
20.7 20.0 21.4 20.0 33.0 20.0 19.4 20.0 24.1 20.0  19.5  20.0
28.8 20.0 20.0 20.0 19.9 20.0 25.8 20.0 21.1 20.0  18.7  20.0
33.7 20.0 26.3 20.0 24.1 20.0 28.9 21.0 18.9 21.0  24.9  21.0
27.5 21.0 24.6 21.0 21.7 21.0 21.5 21.0 25.3 21.0  30.7  21.0
21.0 21.0 26.3 21.0 24.9 21.0 22.6 21.0 19.7 21.0  23.2  21.0
23.5 21.0 22.7 21.0 29.9 21.0 29.6 21.0 25.6 21.0  22.9  22.0
24.1 22.0 22.1 22.0 43.5 22.0 21.5 22.0 34.4 22.0  24.9  22.0
21.9 22.0 27.2 22.0 29.0 22.0 24.0 22.0 24.6 22.0  20.1  22.0
21.7 22.0 22.8 22.0 23.1 23.0 30.1 23.0 28.3 23.0  24.4  23.0
22.2 23.0 22.4 23.0 22.9 23.0 24.4 23.0 19.1 23.0  26.3  23.0
25.8 23.0 29.9 23.0 27.3 23.0 24.9 23.0 25.0 23.0  22.6  24.0
23.4 24.0 21.8 24.0 25.8 24.0 35.9 24.0 21.2 24.0  29.7  24.0
31.7 24.0 25.1 24.0 18.9 24.0 28.4 24.0 17.1 24.0  41.3  24.0
25.4 24.0 19.6 24.0 30.3 24.0 26.1 24.0 26.3 25.0  27.2  25.0
27.9 25.0 34.9 25.0 32.7 25.0 23.0 25.0 36.1 25.0  26.0  25.0
26.4 26.0 24.8 26.0 22.1 26.0 25.6 26.0 22.4 26.0  17.8  26.0
25.6 26.0 24.9 26.0 28.5 27.0 35.2 27.0 21.6 27.0  29.2  27.0
25.0 27.0 24.6 27.0 34.4 27.0 26.9 27.0 23.3 27.0  22.1  27.0
24.5 27.0 29.7 27.0 27.3 28.0 29.2 28.0 29.4 28.0  24.9  28.0
22.0 28.0 25.7 28.0 17.7 28.0 17.1 28.0 25.2 28.0  28.2  28.0
26.8 28.0 22.1 28.0 24.3 29.0 28.3 29.0 25.6 29.0  25.4  29.0
31.7 29.0 30.4 29.0 26.4 29.0 23.9 29.0 29.7 29.0  27.3  29.0
24.9 29.0 25.6 29.0 23.5 29.0 26.4 29.0 23.1 29.0  23.7  29.0
25.9 30.0 30.5 30.0 21.3 30.0 23.1 30.0 25.9 30.0  32.1  30.0
20.6 30.0 23.1 30.0 43.8 30.0 41.6 30.0 28.2 30.0  25.4  30.0
25.9 30.0 33.4 30.0 33.4 30.0 20.7 31.0 22.9 31.0  34.3  31.0
27.5 31.0 28.1 31.0 20.6 31.0 27.5 31.0 32.2 31.0  35.0  31.0
28.8 31.0 28.8 31.0 20.7 31.0 23.9 31.0 30.0 31.0  28.5  32.0
25.9 32.0 25.1 32.0 37.1 32.0 33.0 32.0 30.6 32.0  30.3  32.0
39.9 32.0 27.4 32.0 25.9 32.0 31.2 32.0 27.4 32.0  37.8  32.0
18.5 32.0 55.6 32.0 26.0 32.0 21.1 33.0 31.2 33.0  29.5  33.0
26.9 33.0 26.9 33.0 30.0 33.0 30.0 33.0 30.0 33.0  24.3  33.0
32.3 33.0 27.1 33.0 22.4 33.0 21.7 34.0 26.5 34.0  26.5  34.0
36.1 34.0 24.5 34.0 24.3 34.0 29.6 34.0 22.9 34.0  38.8  34.0
22.2 34.0 20.7 34.0 26.9 34.0 20.8 35.0 60.9 35.0  26.0  35.0
22.8 35.0 27.4 35.0 24.7 35.0 30.8 35.0 26.1 35.0  22.2  35.0
20.2 35.0 27.8 35.0 27.6 35.0 29.2 35.0 36.5 36.0  35.5  36.0
26.0 36.0 28.2 36.0 20.6 36.0 23.9 36.0 30.0 36.0  24.5  36.0
26.1 36.0 25.6 36.0 26.1 36.0 26.2 36.0 26.0 36.0  27.7  36.0
22.8 36.0 30.4 37.0 27.2 37.0 21.5 37.0 18.4 37.0  23.7  37.0
25.5 37.0 22.8 37.0 21.9 37.0 23.7 37.0 26.4 37.0  28.7  37.0
30.2 37.0 35.4 37.0 26.5 37.0 29.6 37.0 47.4 37.0  34.0  38.0
28.8 38.0 22.0 38.0 22.6 38.0 18.3 38.0 30.6 38.0  28.3  38.0
40.3 38.0 25.3 38.0 31.1 38.0 27.0 38.0 20.6 38.0  36.6  38.0
29.3 38.0 33.6 38.0 25.7 38.0 39.3 38.0 29.1 39.0  23.0  39.0
26.7 39.0 20.3 39.0 25.4 39.0 25.2 39.0 27.7 39.0  21.5  39.0
20.5 39.0 20.9 39.0 41.1 39.0 28.5 39.0 25.8 39.0  25.6  39.0
33.1 39.0 24.6 39.0 23.9 40.0 25.2 40.0 29.0 40.0  42.5  40.0
36.5 40.0 23.3 40.0 29.8 40.0 25.7 40.0 31.9 40.0  25.6  40.0
26.1 40.0 25.8 40.0 26.2 40.0 29.3 40.0 29.8 40.0  28.0  40.0
26.1 40.0 25.9 40.0 32.5 40.0 22.6 41.0 25.8 41.0  28.6  41.0
34.3 41.0 35.1 41.0 26.0 41.0 26.0 41.0 24.2 41.0  30.6  41.0
33.3 41.0 33.5 41.0 31.4 41.0 29.9 41.0 26.0 41.0  25.0  41.0
22.6 41.0 27.5 41.0 24.4 41.0 34.9 41.0 25.6 42.0  32.6  42.0
30.0 42.0 28.9 42.0 22.7 42.0 32.1 42.0 26.0 42.0  22.2  42.0
23.8 42.0 31.1 42.0 29.1 42.0 22.2 42.0 30.0 42.0  29.7  42.0
25.6 42.0 24.5 42.0 28.4 42.0 23.0 42.0 30.9 43.0  21.5  43.0
30.1 43.0 31.3 43.0 25.1 43.0 36.1 43.0 23.9 43.0  24.4  43.0
23.4 43.0 29.7 43.0 26.2 43.0 37.3 43.0 25.9 43.0  29.4  43.0
28.5 43.0 26.8 43.0 28.1 44.0 24.6 44.0 26.9 44.0  33.3  44.0
43.0 44.0 25.0 44.0 25.3 44.0 26.8 44.0 27.9 44.0  26.7  44.0
43.2 44.0 26.8 44.0 23.7 44.0 33.8 44.0 21.3 44.0  33.7  44.0
34.2 44.0 26.2 44.0 32.0 44.0 27.3 44.0 25.7 44.0  29.7  44.0
20.2 44.0 23.8 45.0 27.9 45.0 22.0 45.0 22.3 45.0  27.9  45.0
27.6 45.0 34.9 45.0 27.9 45.0 25.1 45.0 23.6 46.0  22.2  46.0
24.4 46.0 25.9 46.0 28.1 46.0 24.3 46.0 23.4 46.0  24.2  46.0
37.4 46.0 40.4 46.0 26.3 46.0 24.0 46.0 42.0 46.0  24.9  46.0
25.0 46.0 30.5 46.0 31.8 46.0 46.9 46.0 29.2 47.0  31.3  47.0
23.2 47.0 31.1 47.0 29.3 47.0 28.8 47.0 30.2 47.0  23.5  47.0
26.1 47.0 26.1 47.0 33.4 47.0 40.3 47.0 31.0 47.0  20.0  47.0
28.1 47.0 37.1 48.0 29.4 48.0 26.9 48.0 34.8 48.0  25.1  48.0
33.7 48.0 27.6 49.0 38.3 49.0 23.9 49.0 29.6 49.0  28.1  49.0
28.8 49.0 29.8 49.0 28.4 49.0 22.0 49.0 25.2 49.0  23.2  49.0
23.0 49.0 27.7 49.0 25.0 49.0 32.4 49.0 21.3 49.0  26.3  50.0
29.9 50.0 46.8 50.0 25.9 50.0 26.6 50.0 29.9 50.0  29.2  50.0
26.7 50.0 26.3 50.0 27.8 50.0 32.1 50.0 27.4 50.0  37.7  50.0
21.2 50.0 25.5 50.0 23.8 50.0 28.5 51.0 37.2 51.0  36.5  51.0
29.0 51.0 38.6 51.0 28.6 51.0 35.3 51.0 30.4 51.0  47.2  51.0
23.6 51.0 27.5 51.0 27.5 51.0 19.0 51.0 21.5 52.0  19.9  52.0
29.6 52.0 34.0 52.0 23.8 52.0 25.6 52.0 23.7 52.0  29.3  52.0
26.6 52.0 29.4 52.0 26.7 52.0 19.3 52.0 26.3 53.0  28.5  53.0
29.2 53.0 25.8 53.0 39.3 53.0 22.5 53.0 32.0 53.0  28.3  53.0
22.0 53.0 28.1 53.0 31.1 53.0 40.7 53.0 25.2 53.0  26.4  53.0
27.3 53.0 29.9 54.0 29.0 54.0 24.3 54.0 26.4 54.0  28.0  54.0
34.8 54.0 30.5 54.0 31.7 54.0 30.0 54.0 31.3 54.0  26.3  54.0
47.3 54.0 40.2 55.0 28.6 55.0 28.3 55.0 29.6 55.0  28.9  55.0
26.5 55.0 18.6 55.0 27.1 55.0 28.6 56.0 29.7 56.0  29.9  56.0
26.1 56.0 28.4 56.0 36.1 56.0 26.6 56.0 25.3 56.0  28.6  56.0
28.8 56.0 27.1 56.0 25.3 56.0 31.2 56.0 17.4 56.0  29.8  57.0
25.3 57.0 26.1 57.0 19.3 57.0 21.9 57.0 28.6 57.0  42.5  57.0
26.7 57.0 32.6 58.0 31.9 58.0 28.3 58.0 22.8 58.0  29.6  58.0
19.6 58.0 23.4 59.0 46.2 59.0 23.3 59.0 28.8 59.0  25.5  59.0
29.8 59.0 32.1 59.0 28.4 60.0 26.4 60.0 29.9 60.0  28.1  60.0
27.3 60.0 31.0 60.0 40.2 60.0 35.1 60.0 24.1 60.0  29.6  60.0
26.4 60.0 26.0 60.0 28.8 60.0 31.6 60.0 25.8 60.0  30.1  60.0
38.9 60.0 21.0 60.0 20.2 60.0 20.9 60.0 28.7 60.0  38.8  60.0
23.0 61.0 25.3 61.0 34.8 61.0 31.0 61.0 25.6 61.0  29.0  61.0
30.1 61.0 49.5 61.0 25.7 61.0 26.1 61.0 31.1 61.0  37.5  61.0
25.3 61.0 35.2 61.0 34.4 61.0 24.7 62.0 28.5 62.0  22.9  62.0
29.7 62.0 26.9 62.0 26.6 62.0 16.9 62.0 23.9 62.0  30.0  62.0
27.0 62.0 33.3 62.0 39.4 62.0 21.4 62.0 35.0 62.0  31.4  62.0
33.1 62.0 22.4 63.0 28.6 63.0 31.1 63.0 22.8 63.0  35.1  63.0
33.5 63.0 19.8 64.0 35.9 64.0 27.1 64.0 27.8 64.0  30.2  64.0
31.0 64.0 30.3 64.0 30.0 64.0 36.7 64.0 26.6 64.0  25.7  64.0
30.6 64.0 42.5 64.0 24.0 64.0 26.2 64.0 31.6 64.0  26.9  64.0
35.4 64.0 31.2 64.0 34.6 65.0 40.3 65.0 30.3 65.0  28.3  65.0
27.8 65.0 29.2 65.0 27.1 65.0 39.9 65.0 25.8 65.0  30.8  65.0
44.2 66.0 26.5 66.0 34.2 66.0 38.0 66.0 24.0 66.0  35.9  66.0
27.8 66.0 14.9 66.0 19.3 66.0 37.0 66.0 28.9 66.0  27.0  66.0
21.9 66.0 34.6 66.0 33.3 66.0 43.3 66.0 24.6 66.0  30.2  66.0
23.6 67.0 40.2 67.0 31.0 67.0 23.1 67.0 29.5 67.0  27.3  67.0
36.1 67.0 30.5 68.0 39.0 68.0 24.9 68.0 35.5 68.0  37.7  68.0
29.1 68.0 26.4 68.0 29.6 68.0 26.2 68.0 24.5 68.0  37.1  68.0
25.2 68.0 26.9 68.0 37.6 68.0 35.9 69.0 25.5 69.0  30.0  69.0
37.0 69.0 42.4 69.0 25.1 69.0 36.0 69.0 29.3 70.0  25.6  70.0
24.7 70.0 23.4 70.0 28.6 70.0 25.5 70.0 31.1 70.0  29.6  70.0
28.6 70.0 30.7 70.0 28.0 70.0 30.7 70.0 29.3 70.0  18.4  70.0
23.4 70.0 44.5 70.0 33.5 71.0 29.3 71.0 23.2 71.0  19.8  71.0
34.7 71.0 24.0 71.0 20.1 71.0 25.2 71.0 25.2 71.0  33.9  71.0
36.3 71.0 19.8 71.0 24.5 71.0 29.7 71.0 31.8 71.0  20.8  71.0
24.0 71.0 22.9 71.0 28.2 71.0 27.6 71.0 28.2 71.0  19.8  71.0
23.8 71.0 25.4 71.0 23.3 71.0 22.8 71.0 29.0 71.0  34.0  71.0
23.7 71.0 38.0 71.0 34.2 71.0 25.8 71.0 25.6 71.0  26.9  71.0
24.0 71.0 29.2 71.0 27.6 71.0 26.8 71.0 27.6 71.0  28.3  71.0
28.4 71.0 26.7 71.0 30.0 71.0 29.4 71.0 31.2 71.0  24.6  71.0
21.1 71.0 22.2 71.0 29.0 71.0 20.6 71.0 27.0 71.0  29.4  71.0
27.7 71.0 24.5 71.0 34.0 72.0 29.1 72.0 24.0 72.0  23.9  72.0
23.0 72.0 21.2 72.0 27.3 72.0 20.1 72.0 28.1 72.0  29.7  72.0
22.6 72.0 25.0 72.0 25.6 72.0 31.9 72.0 30.9 72.0  22.4  72.0
29.1 72.0 24.8 72.0 26.2 72.0 26.5 72.0 33.6 72.0  27.5  72.0
34.0 72.0 41.5 72.0 26.1 72.0 31.3 72.0 23.1 72.0  22.6  72.0
38.3 72.0 22.7 72.0 32.5 72.0 27.3 72.0 29.9 72.0  29.2  72.0
26.9 72.0 24.5 72.0 20.1 72.0 28.2 72.0 27.0 72.0  23.2  72.0
29.8 72.0 20.8 72.0 25.0 72.0 25.5 72.0 24.2 72.0  28.2  72.0
35.7 72.0 20.6 72.0 23.3 72.0 28.9 72.0 23.9 72.0  27.7  72.0
23.9 72.0 36.2 72.0 26.5 72.0 25.7 72.0 29.6 72.0  31.9  72.0
31.4 72.0 26.7 72.0 26.5 72.0 27.1 72.0 33.3 72.0  31.9  72.0
28.2 73.0 30.7 73.0 31.2 73.0 25.5 73.0 34.1 73.0  26.1  73.0
24.5 73.0 28.3 73.0 29.9 73.0 34.1 73.0 25.5 73.0  22.6  73.0
22.9 73.0 33.3 73.0 31.3 73.0 29.7 73.0 34.9 73.0  28.8  73.0
23.6 73.0 27.6 73.0 41.2 73.0 26.9 73.0 21.6 73.0  29.6  73.0
22.0 73.0 24.1 73.0 30.6 73.0 39.3 73.0 31.5 73.0  25.7  73.0
30.5 73.0 29.0 73.0 30.8 73.0 18.8 73.0 22.6 73.0  31.1  73.0
22.7 73.0 29.8 73.0 28.9 73.0 24.9 73.0 26.0 73.0  29.3  73.0
28.8 73.0 30.2 73.0 22.2 73.0 30.7 73.0 31.4 73.0  26.7  73.0
28.1 73.0 27.0 73.0 22.5 73.0 26.1 73.0 28.0 73.0  29.1  73.0
34.0 73.0 33.4 73.0 22.8 73.0 32.0 73.0 26.4 73.0  31.2  73.0
27.4 74.0 30.7 74.0 21.4 74.0 23.1 74.0 26.7 74.0  21.6  74.0
26.6 74.0 22.3 74.0 36.6 74.0 24.4 74.0 23.8 74.0  23.2  74.0
24.4 74.0 32.7 74.0 33.7 74.0 25.3 74.0 36.3 74.0  19.3  74.0
36.7 74.0 19.8 74.0 28.4 74.0 27.4 74.0 26.0 74.0  24.6  74.0
23.9 74.0 26.3 74.0 31.6 74.0 16.9 74.0 30.6 74.0  25.9  74.0
31.2 74.0 28.1 74.0 32.9 74.0 32.0 74.0 23.7 74.0  35.8  74.0
23.6 74.0 38.5 74.0 25.0 74.0 22.4 74.0 27.2 74.0  32.9  74.0
28.4 74.0 20.5 74.0 35.1 75.0 23.6 75.0 31.8 75.0  28.3  75.0
27.9 75.0 34.9 75.0 27.2 75.0 24.6 75.0 34.8 75.0  32.2  75.0
28.3 75.0 17.1 75.0 28.8 75.0 28.0 75.0 26.2 75.0  30.2  75.0
26.3 75.0 27.8 75.0 24.7 75.0 26.3 75.0 25.7 75.0  31.3  75.0
34.0 75.0 27.2 75.0 30.9 75.0 23.6 75.0 22.3 75.0  32.5  75.0
24.8 75.0 33.7 75.0 25.5 75.0 36.8 75.0 37.1 75.0  28.6  75.0
27.9 75.0 28.3 75.0 28.0 75.0 24.0 75.0 25.3 75.0  34.9  75.0
25.6 75.0 32.1 75.0 27.2 75.0 37.0 75.0 31.5 75.0  29.3  75.0
24.6 75.0 27.4 75.0 30.5 75.0 22.6 75.0 28.9 75.0  25.1  75.0
29.5 75.0 25.1 75.0 25.1 75.0 24.6 75.0 29.4 75.0  36.6  76.0
31.3 76.0 23.6 76.0 27.9 76.0 35.2 76.0 26.8 76.0  25.8  76.0
24.9 76.0 24.8 76.0 26.5 76.0 22.7 76.0 27.4 76.0  30.0  76.0
25.5 76.0 29.0 76.0 22.3 76.0 25.2 76.0 27.9 76.0  23.8  76.0
31.2 76.0 25.5 76.0 28.0 76.0 22.0 76.0 28.7 76.0  26.4  76.0
30.7 76.0 24.7 76.0 29.8 76.0 25.7 76.0 21.9 76.0  19.7  76.0
22.1 76.0 32.3 76.0 29.5 76.0 17.9 76.0 27.0 76.0  19.4  76.0
19.6 76.0 29.1 76.0 23.0 76.0 27.5 76.0 28.3 76.0  33.8  76.0
24.0 76.0 25.3 76.0 25.7 76.0 24.9 77.0 25.6 77.0  28.9  77.0
26.1 77.0 32.4 77.0 28.8 77.0 29.6 77.0 28.0 77.0  31.7  77.0
23.7 77.0 29.0 77.0 28.8 77.0 28.0 77.0 30.4 77.0  30.7  77.0
21.8 77.0 33.7 77.0 19.9 77.0 28.7 77.0 23.9 77.0  28.5  77.0
25.3 77.0 28.9 77.0 22.6 77.0 27.9 77.0 31.6 77.0  26.4  77.0
28.5 77.0 29.6 77.0 32.6 77.0 26.6 77.0 27.5 77.0  27.4  77.0
31.3 77.0 30.6 77.0 27.7 77.0 25.6 78.0 27.4 78.0  25.0  78.0
24.3 78.0 22.8 78.0 27.3 78.0 27.7 78.0 23.1 78.0  26.8  78.0
22.6 78.0 27.7 78.0 16.1 78.0 34.3 78.0 21.0 78.0  34.0  78.0
24.9 78.0 24.3 78.0 33.8 78.0 23.1 78.0 30.6 78.0  26.8  78.0
32.2 78.0 25.8 78.0 29.4 78.0 23.4 78.0 32.4 78.0  26.3  78.0
27.2 78.0 32.7 78.0 30.0 78.0 27.3 78.0 29.9 78.0  25.5  78.0
31.9 78.0 29.4 78.0 21.6 78.0 29.1 78.0 31.5 78.0  22.3  78.0
25.9 79.0 19.9 79.0 25.0 79.0 33.7 79.0 23.1 79.0  36.2  79.0
28.6 79.0 25.9 79.0 27.7 79.0 25.4 79.0 27.2 79.0  26.3  79.0
29.8 79.0 22.5 79.0 26.4 79.0 28.3 79.0 32.8 79.0  21.5  79.0
23.5 79.0 20.7 79.0 27.1 79.0 30.1 79.0 26.4 79.0  25.9  79.0
26.9 79.0 22.4 79.0 20.3 79.0 21.1 79.0 24.9 79.0  30.7  80.0
37.4 80.0 23.3 80.0 26.1 80.0 27.6 80.0 27.9 80.0  21.7  80.0
25.5 80.0 25.6 80.0 22.8 80.0 21.2 80.0 22.4 80.0  26.1  80.0
29.9 80.0 31.3 80.0 27.8 80.0 22.2 80.0 25.0 80.0  26.0  80.0
33.1 80.0 26.2 80.0 23.7 80.0 29.3 80.0 21.2 80.0  22.8  80.0
29.0 80.0 24.1 80.0 26.6 80.0 24.2 80.0 22.7 80.0  28.4  80.0
26.3 80.0 25.6 80.0 24.8 80.0 28.6 80.0 25.7 80.0  25.8  80.0
22.5 80.0 25.1 80.0 27.0 80.0 27.9 80.0 28.5 80.0  21.7  80.0
33.5 80.0 26.1 80.0 28.4 80.0 22.7 80.0 28.0 80.0  42.7  80.0
;

proc quantreg data=bmimen algorithm=interior(tolerance=1e-5) ci=resampling;
   model logbmi = inveage sqrtage age sqrtage*age
                  age*age age*age*age
                  / diagnostics cutoff=4.5 quantile=.5 seed=1268;
   id age bmi;
   test_age_cubic: test age*age*age / wald lr rankscore(tau);
run;

proc quantreg data=bmimen algorithm=interior(tolerance=1e-5) ci=none;
   model logbmi = inveage sqrtage age sqrtage*age
                    age*age age*age*age
                    / quantile=0.03,0.05,0.1,0.25,0.5,0.75,
                               0.85,0.90,0.95,0.97;
   output out=outp pred=p/columnwise;
run;

data outbmi;
   set outp;
   pbmi = exp(p);
run;

proc sgplot data=outbmi;
   title 'BMI Percentiles for Men: 2-80 Years Old';
   yaxis label='BMI (kg/m**2)' min=10 max=45 values=(10 15 20 25 30 35 40 45);
   xaxis label='Age (Years)' min=2 max=80 values=(2 10 20 30 40 50 60 70 80);

   scatter x=age y=bmi /markerattrs=(size=1);
   series  x=age y=pbmi/group=QUANTILE;
run;