Getting Started Example 2 for PROC QUANTREG
/****************************************************************/
/* 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;