tdf:
inc educ taxd
count 5.917000e+04 59170.000000 59170.0
mean 4.975958e+05 18.833294 1.0
std 8.274845e+05 1.429119 0.0
min 2.000060e+05 11.000000 1.0
1% 2.015517e+05 14.000000 1.0
5% 2.079699e+05 16.000000 1.0
10% 2.163349e+05 17.000000 1.0
25% 2.467540e+05 18.000000 1.0
50% 3.261145e+05 19.000000 1.0
75% 5.039378e+05 20.000000 1.0
90% 8.497180e+05 20.000000 1.0
95% 1.223640e+06 20.000000 1.0
99% 2.828003e+06 20.000000 1.0
max 6.928517e+07 20.000000 1.0
sdf:
inc educ taxd
count 5.894000e+03 5894.000000 5894.0
mean 5.008210e+05 18.839837 0.0
std 6.606607e+05 1.439357 0.0
min 2.000170e+05 11.000000 0.0
1% 2.012181e+05 14.000000 0.0
5% 2.080242e+05 16.000000 0.0
10% 2.160120e+05 17.000000 0.0
25% 2.443408e+05 18.000000 0.0
50% 3.248535e+05 19.000000 0.0
75% 5.082798e+05 20.000000 0.0
90% 8.675766e+05 20.000000 0.0
95% 1.251231e+06 20.000000 0.0
99% 3.223414e+06 20.000000 0.0
max 1.476643e+07 20.000000 0.0
inc educ taxd
inc 1.000000 0.078082 NaN
educ 0.078082 1.000000 NaN
taxd NaN NaN NaN
sur_capped:
inc educ taxd
count 0.0 5894.000000 5894.0
mean NaN 18.839837 0.0
std NaN 1.439357 0.0
min NaN 11.000000 0.0
1% NaN 14.000000 0.0
5% NaN 16.000000 0.0
10% NaN 17.000000 0.0
25% NaN 18.000000 0.0
50% NaN 19.000000 0.0
75% NaN 20.000000 0.0
90% NaN 20.000000 0.0
95% NaN 20.000000 0.0
99% NaN 20.000000 0.0
max NaN 20.000000 0.0
imp:
inc educ taxd
count 5.894000e+03 5894.000000 5894.0
mean 4.923188e+05 18.839837 0.0
std 6.647001e+05 1.439357 0.0
min 2.000060e+05 11.000000 0.0
1% 2.017415e+05 14.000000 0.0
5% 2.081540e+05 16.000000 0.0
10% 2.161000e+05 17.000000 0.0
25% 2.474535e+05 18.000000 0.0
50% 3.283390e+05 19.000000 0.0
75% 5.116462e+05 20.000000 0.0
90% 8.559410e+05 20.000000 0.0
95% 1.222421e+06 20.000000 0.0
99% 2.917957e+06 20.000000 0.0
max 2.848626e+07 20.000000 0.0
inc educ taxd
inc 1.000000 0.058115 NaN
educ 0.058115 1.000000 NaN
taxd NaN NaN NaN
iter,ival:mean,sdev,min,max(K)= 0 497 699 200 27641
iter,ival:mean,sdev,min,max(K)= 1 492 665 200 28486