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
