IUR: seed=789123456 threshold=850000 num_above=10108 mean_above=1506081
TAX df:
income covar
count 1.000000e+05 100000.000000
mean 4.448976e+05 50000.500000
std 5.951144e+05 28867.657797
min 2.000000e+00 1.000000
0.5% 1.564000e+03 500.995000
1% 3.500000e+03 1000.990000
5% 2.281575e+04 5000.950000
10% 5.138090e+04 10000.900000
15% 8.341810e+04 15000.850000
20% 1.166348e+05 20000.800000
25% 1.518290e+05 25000.750000
50% 3.437090e+05 50000.500000
75% 5.664730e+05 75000.250000
80% 6.291120e+05 80000.200000
85% 7.159465e+05 85000.150000
90% 8.540809e+05 90000.100000
95% 1.158465e+06 95000.050000
99% 2.355554e+06 99000.010000
99.5% 3.120662e+06 99500.005000
max 3.766811e+07 100000.000000
num_above= 10108
mean_above= 1506081
MISSING PROBABILITY:
missing_prob
count 100000.000000
mean 0.044450
std 0.143018
min 0.000000
0.5% 0.000000
1% 0.000000
5% 0.000000
10% 0.000000
15% 0.000000
20% 0.000000
25% 0.000000
50% 0.000000
75% 0.000000
80% 0.000000
85% 0.000000
90% 0.301020
95% 0.377116
99% 0.676389
99.5% 0.867666
max 1.000000
num_missing= 4511
OBS df:
income covar
count 1.000000e+05 100000.000000
mean 3.701628e+05 50000.500000
std 2.823986e+05 28867.657797
min 2.000000e+00 1.000000
0.5% 1.533990e+03 500.995000
1% 3.357970e+03 1000.990000
5% 2.170290e+04 5000.950000
10% 4.897300e+04 10000.900000
15% 7.904040e+04 15000.850000
20% 1.102366e+05 20000.800000
25% 1.438148e+05 25000.750000
50% 3.262185e+05 50000.500000
75% 5.304562e+05 75000.250000
80% 5.823932e+05 80000.200000
85% 6.468965e+05 85000.150000
90% 7.360506e+05 90000.100000
95% 9.012607e+05 95000.050000
99% 1.225318e+06 99000.010000
99.5% 1.304286e+06 99500.005000
max 2.164464e+06 100000.000000
IUR.syn_adj_vals_mean: alpha at minimum = 2.2700796380378665
IUR.syn_adj_vals_mean: number of function evaluations = 16
ADJ df:
income covar
count 1.000000e+05 100000.000000
mean 4.448942e+05 50039.810890
std 6.141942e+05 28867.948765
min 2.000000e+00 1.000000
0.5% 1.563970e+03 501.995000
1% 3.479920e+03 1001.990000
5% 2.283695e+04 5042.950000
10% 5.152650e+04 10026.900000
15% 8.333555e+04 15067.850000
20% 1.164222e+05 20041.000000
25% 1.516765e+05 25030.500000
50% 3.436620e+05 49992.500000
75% 5.664610e+05 75054.250000
80% 6.291730e+05 80032.200000
85% 7.161176e+05 85046.150000
90% 8.538905e+05 90058.100000
95% 1.157929e+06 95020.050000
99% 2.350972e+06 98997.010000
99.5% 3.197736e+06 99503.005000
max 5.503442e+07 100000.000000
AGG_TAX_REVENUE:TAX,OBS,ADJ: 4.026 2.108 4.026
ALL_TAX_PAYERS: TAX,OBS,ADJ: 48.00 45.52 47.98
HIGH_TAX_PAYERS:TAX,OBS,ADJ: 6.40 3.22 6.41
HIGH_TAX= 150000