pygmm.boore_stewart_seyhan_atkinson_2014.BooreStewartSeyhanAtkinson2014

class pygmm.boore_stewart_seyhan_atkinson_2014.BooreStewartSeyhanAtkinson2014(scenario)

Boore, Stewart, Seyhan, and Atkinson (2014, [Boore et al., 2014]) model.

This model was developed for active tectonic regions as part of the NGA-West2 effort.

The BSSA14 model defines the following distance attenuation models:

Name	Description
global	Global; California and Taiwan
china_turkey	China and Turkey
italy_japan	Italy and Japan

and the following basin region models:

Name	Description
global	Global / California
japan	Japan

These are simplified into one regional parameter with the following possibilities:

Region	Attenuation	Basin
global	global	global
california	global	global
china	china_turkey	global
italy	italy_japan	global
japan	italy_japan	japan
new zealand	italy_japan	global
taiwan	global	global
turkey	china_turkey	global

Parameters:

scenario (pygmm.model.Scenario) – earthquake scenario

NAME = 'Boore, Stewart, Seyhan, and Atkinson (2014)'

Long name of the model

ABBREV = 'BSSA14'

Short name of the model

V_REF = 760.0

COEFF = rec.array([(-1.   ,  5.037  ,  5.078  ,  4.849   ,  5.033  , 1.073  , -0.1536  ,  0.2252   , 6.2 , -1.243 , 0.1489  , -3.440e-03, 4.5, 1., 5.3 , 0., 0.004345 , -3.3000e-04, -0.84   , 1300.  , 760., 0., 0.1, -1.0000e-01, -0.00844, -9.9000e+00, -9.9000e+00, 105.  , 272.  , 0.082, 0.08 , 225., 300., 0.644, 0.552, 0.401, 0.346),            ( 0.   ,  0.4473 ,  0.4856 ,  0.2459  ,  0.4539 , 1.431  ,  0.05053 , -0.1662   , 5.5 , -1.134 , 0.1917  , -8.088e-03, 4.5, 1., 4.5 , 0., 0.0028576, -2.5500e-03, -0.6    , 1500.  , 760., 0., 0.1, -1.5000e-01, -0.00701, -9.9000e+00, -9.9000e+00, 110.  , 270.  , 0.1  , 0.07 , 225., 300., 0.695, 0.495, 0.398, 0.348),            ( 0.01 ,  0.4534 ,  0.4916 ,  0.2519  ,  0.4599 , 1.421  ,  0.04932 , -0.1659   , 5.5 , -1.134 , 0.1916  , -8.088e-03, 4.5, 1., 4.5 , 0., 0.0028159, -2.4367e-03, -0.60372, 1500.2 , 760., 0., 0.1, -1.4833e-01, -0.00701, -9.9000e+00, -9.9000e+00, 111.67, 270.  , 0.096, 0.07 , 225., 300., 0.698, 0.499, 0.402, 0.345),            ( 0.02 ,  0.48598,  0.52359,  0.29707 ,  0.48875, 1.4331 ,  0.053388, -0.16561  , 5.5 , -1.1394, 0.18962 , -8.074e-03, 4.5, 1., 4.5 , 0., 0.0027795, -2.3400e-03, -0.57388, 1500.36, 760., 0., 0.1, -1.4710e-01, -0.00728, -9.9000e+00, -9.9000e+00, 113.1 , 270.  , 0.092, 0.03 , 225., 300., 0.702, 0.502, 0.409, 0.346),            ( 0.022,  0.49866,  0.53647,  0.31347 ,  0.49973, 1.4336 ,  0.054888, -0.1652   , 5.5 , -1.1405, 0.18924 , -8.095e-03, 4.5, 1., 4.5 , 0., 0.0027597, -2.2886e-03, -0.56675, 1500.68, 760., 0., 0.1, -1.4801e-01, -0.00732, -9.9000e+00, -9.9000e+00, 113.37, 270.  , 0.088, 0.027, 225., 300., 0.707, 0.505, 0.418, 0.349),            ( 0.025,  0.52283,  0.5613 ,  0.34426 ,  0.51999, 1.4328 ,  0.057529, -0.16499  , 5.5 , -1.1419, 0.18875 , -8.153e-03, 4.5, 1., 4.5 , 0., 0.0027542, -2.2500e-03, -0.5552 , 1501.04, 760., 0., 0.1, -1.5015e-01, -0.00736, -9.9000e+00, -9.9000e+00, 113.07, 270.  , 0.086, 0.026, 225., 300., 0.711, 0.508, 0.427, 0.354),            ( 0.029,  0.55949,  0.59923,  0.39146 ,  0.54995, 1.4279 ,  0.060732, -0.16632  , 5.5 , -1.1423, 0.18844 , -8.290e-03, 4.5, 1., 4.5 , 0., 0.0027616, -2.2145e-03, -0.5385 , 1501.26, 760., 0., 0.1, -1.5387e-01, -0.00737, -9.9000e+00, -9.9000e+00, 112.36, 270.  , 0.084, 0.028, 225., 300., 0.716, 0.51 , 0.436, 0.359),            ( 0.03 ,  0.56916,  0.6092 ,  0.40391 ,  0.55783, 1.4261 ,  0.061444, -0.1669   , 5.5 , -1.1421, 0.18842 , -8.336e-03, 4.5, 1., 4.49, 0., 0.0027646, -2.1676e-03, -0.53414, 1502.95, 760., 0., 0.1, -1.5485e-01, -0.00735, -9.9000e+00, -9.9000e+00, 112.13, 270.  , 0.081, 0.029, 225., 300., 0.721, 0.514, 0.445, 0.364),            ( 0.032,  0.58802,  0.62875,  0.42788 ,  0.5733 , 1.4227 ,  0.062806, -0.16813  , 5.5 , -1.1412, 0.1884  , -8.445e-03, 4.5, 1., 4.45, 0., 0.0027691, -2.1167e-03, -0.52529, 1503.12, 760., 0., 0.1, -1.5685e-01, -0.00731, -9.9000e+00, -9.9000e+00, 111.65, 270.  , 0.078, 0.03 , 225., 300., 0.726, 0.516, 0.454, 0.369),            ( 0.035,  0.61636,  0.65818,  0.46252 ,  0.59704, 1.4174 ,  0.064559, -0.17015  , 5.5 , -1.1388, 0.18839 , -8.642e-03, 4.5, 1., 4.4 , 0., 0.0027837, -2.0957e-03, -0.51192, 1503.24, 760., 0., 0.1, -1.6016e-01, -0.00721, -9.9000e+00, -9.9000e+00, 110.64, 270.  , 0.077, 0.031, 225., 300., 0.73 , 0.518, 0.462, 0.374),            ( 0.036,  0.62554,  0.66772,  0.47338 ,  0.60496, 1.4158 ,  0.065028, -0.17083  , 5.5 , -1.1378, 0.18837 , -8.715e-03, 4.5, 1., 4.38, 0., 0.002801 , -2.0748e-03, -0.50752, 1503.32, 760., 0., 0.1, -1.6142e-01, -0.00717, -9.9000e+00, -9.9000e+00, 109.53, 270.  , 0.075, 0.031, 225., 300., 0.734, 0.52 , 0.47 , 0.379),            ( 0.04 ,  0.66281,  0.70604,  0.51532 ,  0.63828, 1.409  ,  0.066183, -0.17357  , 5.5 , -1.1324, 0.18816 , -9.030e-03, 4.5, 1., 4.32, 0., 0.0028219, -2.0539e-03, -0.49065, 1503.35, 760., 0., 0.1, -1.6777e-01, -0.00698, -9.9000e+00, -9.9000e+00, 108.28, 270.  , 0.073, 0.032, 225., 300., 0.738, 0.521, 0.478, 0.384),            ( 0.042,  0.68087,  0.72443,  0.53445 ,  0.65505, 1.4059 ,  0.066438, -0.17485  , 5.5 , -1.1292, 0.18797 , -9.195e-03, 4.5, 1., 4.29, 0., 0.0028465, -2.0348e-03, -0.4829 , 1503.34, 760., 0., 0.1, -1.7193e-01, -0.00687, -9.9000e+00, -9.9000e+00, 106.99, 270.  , 0.072, 0.032, 225., 300., 0.742, 0.523, 0.484, 0.39 ),            ( 0.044,  0.69882,  0.74277,  0.55282 ,  0.67225, 1.4033 ,  0.066663, -0.17619  , 5.5 , -1.1259, 0.18775 , -9.360e-03, 4.5, 1., 4.27, 0., 0.0028738, -2.0157e-03, -0.47572, 1503.13, 760., 0., 0.1, -1.7664e-01, -0.00677, -9.9000e+00, -9.9000e+00, 105.41, 270.  , 0.07 , 0.031, 225., 300., 0.745, 0.525, 0.49 , 0.397),            ( 0.045,  0.70822,  0.75232,  0.56222 ,  0.68139, 1.4021 ,  0.066774, -0.17693  , 5.5 , -1.1242, 0.18764 , -9.441e-03, 4.5, 1., 4.25, 0., 0.0029002, -2.0011e-03, -0.47236, 1502.84, 760., 0., 0.1, -1.7914e-01, -0.00672, -9.9000e+00, -9.9000e+00, 103.61, 270.  , 0.069, 0.031, 225., 300., 0.748, 0.527, 0.496, 0.405),            ( 0.046,  0.71779,  0.76202,  0.57166 ,  0.69076, 1.4009 ,  0.066891, -0.17769  , 5.5 , -1.1224, 0.18752 , -9.521e-03, 4.5, 1., 4.24, 0., 0.0029229, -1.9929e-03, -0.46915, 1502.47, 760., 0., 0.1, -1.8170e-01, -0.00667, -9.9000e+00, -9.9000e+00, 101.7 , 270.  , 0.067, 0.031, 225., 300., 0.75 , 0.529, 0.499, 0.412),            ( 0.048,  0.73574,  0.78015,  0.58888 ,  0.70854, 1.3991 ,  0.067127, -0.1792   , 5.5 , -1.1192, 0.1873  , -9.676e-03, 4.5, 1., 4.22, 0., 0.0029439, -1.9884e-03, -0.46321, 1502.01, 760., 0., 0.1, -1.8688e-01, -0.00656, -9.9000e+00, -9.9000e+00,  99.76, 270.  , 0.065, 0.031, 225., 300., 0.752, 0.53 , 0.502, 0.419),            ( 0.05 ,  0.75436,  0.79905,  0.60652 ,  0.72726, 1.3974 ,  0.067357, -0.18082  , 5.5 , -1.1159, 0.18709 , -9.819e-03, 4.5, 1., 4.2 , 0., 0.0029566, -1.9911e-03, -0.45795, 1501.42, 760., 0., 0.1, -1.9200e-01, -0.00647, -9.9000e+00, -9.9000e+00,  97.93, 270.  , 0.063, 0.03 , 225., 300., 0.753, 0.532, 0.503, 0.426),            ( 0.055,  0.7996 ,  0.8445 ,  0.6477  ,  0.7737 , 1.3947 ,  0.067797, -0.1848   , 5.5 , -1.1082, 0.18655 , -1.012e-02, 4.5, 1., 4.15, 0., 0.0029639, -2.0011e-03, -0.44787, 1500.71, 760., 0., 0.1, -2.0369e-01, -0.00625, -9.9000e+00, -9.9000e+00,  96.03, 270.  , 0.062, 0.029, 225., 300., 0.753, 0.534, 0.502, 0.434),            ( 0.06 ,  0.84394,  0.88884,  0.68562 ,  0.82067, 1.3954 ,  0.068591, -0.18858  , 5.5 , -1.1009, 0.18582 , -1.033e-02, 4.5, 1., 4.11, 0., 0.0029675, -2.0193e-03, -0.44186, 1499.83, 760., 0., 0.1, -2.1374e-01, -0.00607, -9.9000e+00, -9.9000e+00,  94.1 , 270.01, 0.061, 0.027, 225., 300., 0.753, 0.536, 0.499, 0.441),            ( 0.065,  0.88655,  0.93116,  0.71941 ,  0.86724, 1.4004 ,  0.070127, -0.19176  , 5.5 , -1.0942, 0.18485 , -1.048e-02, 4.5, 1., 4.08, 0., 0.0029684, -2.0448e-03, -0.43951, 1498.74, 760., 0., 0.1, -2.2225e-01, -0.00593, -9.9000e+00, -9.9000e+00,  92.08, 270.02, 0.061, 0.025, 225., 300., 0.752, 0.538, 0.495, 0.448),            ( 0.067,  0.9027 ,  0.94711,  0.73171 ,  0.88526, 1.4032 ,  0.070895, -0.19291  , 5.5 , -1.0918, 0.18442 , -1.052e-02, 4.5, 1., 4.07, 0., 0.0029675, -2.0766e-03, -0.4395 , 1497.42, 760., 0., 0.1, -2.2524e-01, -0.00588, -9.9000e+00, -9.9000e+00,  90.01, 270.02, 0.061, 0.025, 225., 300., 0.75 , 0.54 , 0.489, 0.455),            ( 0.07 ,  0.92652,  0.97057,  0.7494  ,  0.91227, 1.4082 ,  0.072075, -0.19451  , 5.5 , -1.0884, 0.18369 , -1.056e-02, 4.5, 1., 4.06, 0., 0.0029639, -2.1148e-03, -0.4404 , 1495.85, 760., 0., 0.1, -2.2931e-01, -0.00582, -9.9000e+00, -9.9000e+00,  87.97, 270.03, 0.062, 0.024, 225., 300., 0.748, 0.541, 0.483, 0.461),            ( 0.075,  0.96447,  1.0077 ,  0.77678 ,  0.9563 , 1.4174 ,  0.073549, -0.19665  , 5.5 , -1.0831, 0.18225 , -1.058e-02, 4.5, 1., 4.04, 0., 0.0029566, -2.1594e-03, -0.44411, 1494.  , 760., 0., 0.1, -2.3500e-01, -0.00573, -9.9000e+00, -9.9000e+00,  85.99, 270.04, 0.064, 0.022, 225., 300., 0.745, 0.542, 0.474, 0.466),            ( 0.08 ,  1.0003 ,  1.0426 ,  0.80161 ,  0.99818, 1.4261 ,  0.073735, -0.19816  , 5.5 , -1.0785, 0.18052 , -1.056e-02, 4.5, 1., 4.02, 0., 0.0029448, -2.2122e-03, -0.4502 , 1491.82, 760., 0., 0.1, -2.3944e-01, -0.00567, -9.9000e+00, -9.9000e+00,  84.23, 270.05, 0.067, 0.02 , 225., 300., 0.741, 0.543, 0.464, 0.468),            ( 0.085,  1.034  ,  1.0755 ,  0.82423 ,  1.0379 , 1.4322 ,  0.07194 , -0.19902  , 5.51, -1.0745, 0.17856 , -1.051e-02, 4.5, 1., 4.03, 0., 0.0029302, -2.2695e-03, -0.45813, 1489.29, 760., 0., 0.1, -2.4285e-01, -0.00563, -9.9000e+00, -9.9000e+00,  82.74, 270.06, 0.072, 0.019, 225., 300., 0.737, 0.543, 0.452, 0.468),            ( 0.09 ,  1.0666 ,  1.1076 ,  0.84591 ,  1.0762 , 1.435  ,  0.068097, -0.19929  , 5.52, -1.0709, 0.17643 , -1.042e-02, 4.5, 1., 4.07, 0., 0.0029138, -2.3269e-03, -0.46732, 1486.36, 760., 0., 0.1, -2.4544e-01, -0.00561, -9.9000e+00, -9.9000e+00,  81.54, 270.07, 0.076, 0.017, 225., 300., 0.734, 0.542, 0.44 , 0.466),            ( 0.095,  1.0981 ,  1.1385 ,  0.86703 ,  1.1127 , 1.4339 ,  0.062327, -0.199    , 5.53, -1.0678, 0.1742  , -1.032e-02, 4.5, 1., 4.1 , 0., 0.0028965, -2.3833e-03, -0.47721, 1482.98, 760., 0., 0.1, -2.4747e-01, -0.0056 , -9.9000e+00, -9.9000e+00,  80.46, 270.08, 0.082, 0.016, 225., 300., 0.731, 0.542, 0.428, 0.464),            ( 0.1  ,  1.1268 ,  1.1669 ,  0.8871  ,  1.1454 , 1.4293 ,  0.055231, -0.19838  , 5.54, -1.0652, 0.17203 , -1.020e-02, 4.5, 1., 4.13, 0., 0.0028792, -2.4388e-03, -0.48724, 1479.12, 760., 0., 0.1, -2.4916e-01, -0.0056 , -9.9000e+00, -9.9000e+00,  79.59, 270.09, 0.087, 0.014, 225., 300., 0.728, 0.541, 0.415, 0.458),            ( 0.11 ,  1.1785 ,  1.2179 ,  0.92702 ,  1.203  , 1.411  ,  0.037389, -0.19601  , 5.57, -1.0607, 0.1677  , -9.964e-03, 4.5, 1., 4.19, 0., 0.0028629, -2.4916e-03, -0.50632, 1474.74, 760., 0., 0.1, -2.5213e-01, -0.00562, -9.9000e+00, -9.9000e+00,  79.05, 270.11, 0.093, 0.012, 225., 300., 0.726, 0.54 , 0.403, 0.451),            ( 0.12 ,  1.223  ,  1.2621 ,  0.96616 ,  1.2502 , 1.3831 ,  0.016373, -0.19265  , 5.62, -1.0572, 0.16352 , -9.722e-03, 4.5, 1., 4.24, 0., 0.0028465, -2.5398e-03, -0.52438, 1469.75, 760., 0., 0.1, -2.5455e-01, -0.00567, -9.9000e+00, -9.9000e+00,  78.85, 270.13, 0.099, 0.011, 225., 300., 0.724, 0.539, 0.392, 0.441),            ( 0.13 ,  1.2596 ,  1.2986 ,  1.0031  ,  1.2869 , 1.3497 , -0.005158, -0.18898  , 5.66, -1.0549, 0.15982 , -9.476e-03, 4.5, 1., 4.29, 0., 0.002831 , -2.5844e-03, -0.54214, 1464.09, 760., 0., 0.1, -2.5628e-01, -0.00572, -9.9000e+00, -9.9000e+00,  78.99, 270.15, 0.104, 0.011, 225., 300., 0.723, 0.538, 0.381, 0.43 ),            ( 0.133,  1.2692 ,  1.3082 ,  1.0135  ,  1.2961 , 1.3395 , -0.011354, -0.18792  , 5.67, -1.0545, 0.15882 , -9.402e-03, 4.5, 1., 4.3 , 0., 0.0028165, -2.6263e-03, -0.54752, 1457.76, 760., 0., 0.1, -2.5665e-01, -0.00574, -9.9000e+00, -9.9000e+00,  79.47, 270.15, 0.11 , 0.011, 225., 300., 0.722, 0.538, 0.371, 0.417),            ( 0.14 ,  1.2883 ,  1.327  ,  1.036   ,  1.3137 , 1.3162 , -0.024711, -0.18566  , 5.7 , -1.0537, 0.15672 , -9.228e-03, 4.5, 1., 4.34, 0., 0.0028019, -2.6663e-03, -0.56032, 1450.71, 760., 0., 0.1, -2.5719e-01, -0.00578, -9.9000e+00, -9.9000e+00,  80.26, 270.16, 0.115, 0.012, 225., 300., 0.721, 0.537, 0.362, 0.403),            ( 0.15 ,  1.3095 ,  1.3481 ,  1.0648  ,  1.3324 , 1.2844 , -0.042065, -0.18234  , 5.74, -1.0532, 0.15401 , -8.977e-03, 4.5, 1., 4.39, 0., 0.0027864, -2.7063e-03, -0.57962, 1442.85, 760., 0., 0.1, -2.5713e-01, -0.00585, -9.9000e+00, -9.9000e+00,  81.33, 270.16, 0.12 , 0.015, 225., 300., 0.72 , 0.537, 0.354, 0.388),            ( 0.16 ,  1.3235 ,  1.3615 ,  1.0876  ,  1.3437 , 1.2541 , -0.057593, -0.17853  , 5.78, -1.0533, 0.15158 , -8.725e-03, 4.5, 1., 4.44, 0., 0.0027646, -2.7509e-03, -0.60052, 1434.22, 760., 0., 0.1, -2.5604e-01, -0.00591, -9.9000e+00, -9.9000e+00,  82.86, 270.16, 0.125, 0.02 , 225., 300., 0.72 , 0.536, 0.349, 0.372),            ( 0.17 ,  1.3306 ,  1.3679 ,  1.104   ,  1.3487 , 1.2244 , -0.071861, -0.17421  , 5.82, -1.0541, 0.14948 , -8.472e-03, 4.5, 1., 4.49, 0., 0.0027336, -2.8019e-03, -0.62252, 1424.85, 760., 0., 0.1, -2.5414e-01, -0.00597, -9.9000e+00, -9.9000e+00,  84.72, 270.14, 0.128, 0.026, 225., 300., 0.718, 0.536, 0.346, 0.357),            ( 0.18 ,  1.3327 ,  1.3689 ,  1.1149  ,  1.3492 , 1.1941 , -0.08564 , -0.16939  , 5.85, -1.0556, 0.14768 , -8.219e-03, 4.5, 1., 4.53, 0., 0.0026991, -2.8547e-03, -0.64486, 1414.77, 760., 0., 0.1, -2.5173e-01, -0.00602, -9.9000e+00, -9.9000e+00,  86.67, 270.11, 0.131, 0.033, 225., 300., 0.717, 0.536, 0.344, 0.341),            ( 0.19 ,  1.3307 ,  1.3656 ,  1.1208  ,  1.3463 , 1.1635 , -0.098884, -0.16404  , 5.89, -1.0579, 0.14616 , -7.967e-03, 4.5, 1., 4.57, 0., 0.0026599, -2.9111e-03, -0.66681, 1403.99, 760., 0., 0.1, -2.4911e-01, -0.00608, -9.9000e+00, -9.9000e+00,  88.73, 270.06, 0.134, 0.039, 225., 300., 0.714, 0.537, 0.343, 0.324),            ( 0.2  ,  1.3255 ,  1.359  ,  1.122   ,  1.3414 , 1.1349 , -0.11096 , -0.15852  , 5.92, -1.0607, 0.14489 , -7.717e-03, 4.5, 1., 4.61, 0., 0.0026117, -2.9702e-03, -0.68762, 1392.61, 760., 0., 0.1, -2.4658e-01, -0.00614, -9.9000e+00, -9.9000e+00,  90.91, 270.  , 0.136, 0.045, 225., 300., 0.711, 0.539, 0.344, 0.309),            ( 0.22 ,  1.3091 ,  1.3394 ,  1.1133  ,  1.3281 , 1.0823 , -0.133   , -0.14704  , 5.97, -1.067 , 0.14263 , -7.224e-03, 4.5, 1., 4.68, 0., 0.0025598, -3.0285e-03, -0.72431, 1380.72, 760., 0., 0.1, -2.4235e-01, -0.00626, -9.9000e+00, -9.9000e+00,  93.04, 269.83, 0.138, 0.052, 225., 300., 0.708, 0.541, 0.345, 0.294),            ( 0.24 ,  1.2881 ,  1.315  ,  1.0945  ,  1.3132 , 1.0366 , -0.15299 , -0.13445  , 6.03, -1.0737, 0.14035 , -6.747e-03, 4.5, 1., 4.75, 0., 0.0025052, -3.0849e-03, -0.75646, 1368.51, 760., 0., 0.1, -2.3823e-01, -0.00638, -9.9000e+00, -9.9000e+00,  95.08, 269.59, 0.14 , 0.055, 225., 300., 0.703, 0.544, 0.347, 0.28 ),            ( 0.25 ,  1.2766 ,  1.3017 ,  1.0828  ,  1.3052 , 1.0166 , -0.16213 , -0.12784  , 6.05, -1.0773, 0.13925 , -6.517e-03, 4.5, 1., 4.78, 0., 0.0024443, -3.1395e-03, -0.77177, 1356.21, 760., 0., 0.1, -2.3574e-01, -0.00644, -9.9000e+00, -9.9000e+00,  97.04, 269.45, 0.141, 0.055, 225., 300., 0.698, 0.547, 0.35 , 0.266),            ( 0.26 ,  1.2651 ,  1.2886 ,  1.071   ,  1.2972 , 0.99932, -0.17041 , -0.12115  , 6.07, -1.0808, 0.13818 , -6.293e-03, 4.5, 1., 4.82, 0., 0.0023797, -3.1896e-03, -0.78697, 1343.89, 760., 0., 0.1, -2.3280e-01, -0.0065 , -9.9000e+00, -9.9000e+00,  98.87, 269.3 , 0.141, 0.055, 225., 300., 0.693, 0.55 , 0.353, 0.255),            ( 0.28 ,  1.2429 ,  1.2635 ,  1.0476  ,  1.2815 , 0.97282, -0.18463 , -0.10714  , 6.11, -1.0879, 0.13604 , -5.866e-03, 4.5, 1., 4.88, 0., 0.0023141, -3.2351e-03, -0.81613, 1331.67, 760., 0., 0.1, -2.2601e-01, -0.0066 , -9.9000e+00, -9.9000e+00, 100.53, 268.96, 0.14 , 0.053, 225., 300., 0.687, 0.554, 0.357, 0.244),            ( 0.29 ,  1.2324 ,  1.2517 ,  1.0363  ,  1.2736 , 0.96348, -0.19057 , -0.10011  , 6.12, -1.0913, 0.13499 , -5.666e-03, 4.5, 1., 4.9 , 0., 0.0022504, -3.2742e-03, -0.8295 , 1319.83, 760., 0., 0.1, -2.2250e-01, -0.00665, -9.9000e+00, -9.9000e+00, 102.01, 268.78, 0.139, 0.051, 225., 300., 0.681, 0.557, 0.36 , 0.236),            ( 0.3  ,  1.2217 ,  1.2401 ,  1.0246  ,  1.2653 , 0.95676, -0.1959  , -0.092855 , 6.14, -1.0948, 0.13388 , -5.475e-03, 4.5, 1., 4.93, 0., 0.0021958, -3.2969e-03, -0.84165, 1308.47, 760., 0., 0.1, -2.1912e-01, -0.0067 , -9.9000e+00, -9.9000e+00, 103.15, 268.59, 0.138, 0.05 , 225., 300., 0.675, 0.561, 0.363, 0.229),            ( 0.32 ,  1.2007 ,  1.2177 ,  1.0011  ,  1.2479 , 0.95004, -0.20454 , -0.078923 , 6.16, -1.1013, 0.13179 , -5.122e-03, 4.5, 1., 4.98, 0., 0.0021549, -3.3033e-03, -0.86175, 1297.65, 760., 0., 0.1, -2.1318e-01, -0.0068 , -9.9000e+00, -9.9000e+00, 104.  , 268.2 , 0.135, 0.048, 225., 300., 0.67 , 0.566, 0.366, 0.223),            ( 0.34 ,  1.179  ,  1.1955 ,  0.97677 ,  1.2286 , 0.94956, -0.21134 , -0.065134 , 6.18, -1.1074, 0.12984 , -4.808e-03, 4.5, 1., 5.03, 0., 0.0021239, -3.2997e-03, -0.87726, 1287.5 , 760., 0., 0.1, -2.0816e-01, -0.00689, -9.9000e+00, -9.9000e+00, 104.7 , 267.79, 0.133, 0.047, 225., 300., 0.664, 0.57 , 0.369, 0.218),            ( 0.35 ,  1.1674 ,  1.1836 ,  0.9638  ,  1.2177 , 0.95077, -0.21446 , -0.057921 , 6.18, -1.1105, 0.1289  , -4.663e-03, 4.5, 1., 5.06, 0., 0.0021039, -3.2869e-03, -0.88375, 1278.06, 760., 0., 0.1, -2.0592e-01, -0.00693, -9.9000e+00, -9.9000e+00, 105.26, 267.58, 0.13 , 0.047, 225., 300., 0.658, 0.573, 0.372, 0.215),            ( 0.36 ,  1.1558 ,  1.172  ,  0.9512  ,  1.2066 , 0.95278, -0.21716 , -0.05104  , 6.19, -1.1133, 0.12806 , -4.527e-03, 4.5, 1., 5.08, 0., 0.0020966, -3.2669e-03, -0.88965, 1269.19, 760., 0., 0.1, -2.0379e-01, -0.00697, -9.9000e+00, -9.9000e+00, 105.61, 267.37, 0.128, 0.047, 225., 300., 0.653, 0.576, 0.375, 0.212),            ( 0.38 ,  1.1305 ,  1.1468 ,  0.9244  ,  1.1816 , 0.95899, -0.22214 , -0.036755 , 6.19, -1.119 , 0.12647 , -4.276e-03, 4.5, 1., 5.12, 0., 0.0020976, -3.2423e-03, -0.90038, 1260.74, 760., 0., 0.1, -1.9978e-01, -0.00705, -9.9000e+00, -9.9000e+00, 105.87, 266.95, 0.125, 0.048, 225., 300., 0.648, 0.578, 0.378, 0.21 ),            ( 0.4  ,  1.1046 ,  1.1214 ,  0.89765 ,  1.1552 , 0.96766, -0.22608 , -0.023189 , 6.2 , -1.1243, 0.12512 , -4.053e-03, 4.5, 1., 5.16, 0., 0.0021067, -3.2123e-03, -0.91092, 1252.66, 760., 0., 0.1, -1.9582e-01, -0.00713, -9.9000e+00, -9.9000e+00, 106.02, 266.54, 0.122, 0.049, 225., 300., 0.643, 0.58 , 0.381, 0.21 ),            ( 0.42 ,  1.0782 ,  1.0955 ,  0.87067 ,  1.1276 , 0.97862, -0.22924 , -0.010417 , 6.2 , -1.1291, 0.12389 , -3.853e-03, 4.5, 1., 5.2 , 0., 0.0021267, -3.1768e-03, -0.92241, 1244.8 , 760., 0., 0.1, -1.9171e-01, -0.00719, -9.9000e+00, -9.9000e+00, 106.03, 266.16, 0.12 , 0.051, 225., 300., 0.638, 0.583, 0.384, 0.21 ),            ( 0.44 ,  1.0515 ,  1.0697 ,  0.84355 ,  1.0995 , 0.99144, -0.23166 ,  0.0011678, 6.2 , -1.1337, 0.12278 , -3.673e-03, 4.5, 1., 5.24, 0., 0.0021603, -3.1322e-03, -0.93459, 1237.03, 760., 0., 0.1, -1.8747e-01, -0.00726, -9.9000e+00, -9.9000e+00, 105.92, 265.8 , 0.117, 0.053, 225., 300., 0.634, 0.585, 0.388, 0.211),            ( 0.45 ,  1.0376 ,  1.0562 ,  0.82941 ,  1.0847 , 0.99876, -0.23263 ,  0.0065887, 6.2 , -1.1359, 0.12227 , -3.590e-03, 4.5, 1., 5.25, 0., 0.0022022, -3.0794e-03, -0.94075, 1229.23, 760., 0., 0.1, -1.8534e-01, -0.00729, -9.9000e+00, -9.9000e+00, 105.79, 265.64, 0.115, 0.054, 225., 300., 0.629, 0.589, 0.393, 0.213),            ( 0.46 ,  1.0234 ,  1.0426 ,  0.81509 ,  1.0696 , 1.0064 , -0.2335  ,  0.011871 , 6.2 , -1.1381, 0.12177 , -3.510e-03, 4.5, 1., 5.27, 0., 0.0022495, -3.0212e-03, -0.94686, 1221.16, 760., 0., 0.1, -1.8321e-01, -0.00732, -9.9000e+00, -9.9000e+00, 105.69, 265.48, 0.113, 0.055, 225., 300., 0.624, 0.592, 0.398, 0.216),            ( 0.48 ,  0.99719,  1.0172 ,  0.7886  ,  1.0415 , 1.0215 , -0.23464 ,  0.020767 , 6.2 , -1.142 , 0.12093 , -3.360e-03, 4.5, 1., 5.3 , 0., 0.0022978, -2.9639e-03, -0.95863, 1212.74, 760., 0., 0.1, -1.7902e-01, -0.00738, -9.9000e+00, -9.9000e+00, 105.59, 265.21, 0.111, 0.057, 225., 300., 0.619, 0.595, 0.404, 0.219),            ( 0.5  ,  0.96991,  0.99106,  0.7615  ,  1.012  , 1.0384 , -0.23522 ,  0.029119 , 6.2 , -1.1459, 0.12015 , -3.220e-03, 4.5, 1., 5.34, 0., 0.0023478, -2.9065e-03, -0.9693 , 1203.91, 760., 0., 0.1, -1.7500e-01, -0.00744, -9.9000e+00, -9.9000e+00, 105.54, 265.  , 0.109, 0.06 , 225., 300., 0.615, 0.599, 0.41 , 0.224),            ( 0.55 ,  0.9048 ,  0.9283 ,  0.6984  ,  0.9417 , 1.0833 , -0.23449 ,  0.046932 , 6.2 , -1.1543, 0.11847 , -2.897e-03, 4.5, 1., 5.41, 0., 0.0023988, -2.8483e-03, -0.98925, 1194.59, 760., 0., 0.1, -1.6601e-01, -0.00758, -9.9000e+00, -9.9000e+00, 105.61, 264.74, 0.108, 0.066, 225., 300., 0.61 , 0.603, 0.417, 0.229),            ( 0.6  ,  0.84165,  0.86715,  0.63875 ,  0.87351, 1.1336 , -0.23128 ,  0.062667 , 6.2 , -1.1615, 0.11671 , -2.610e-03, 4.5, 1., 5.48, 0., 0.0024515, -2.7892e-03, -1.0012 , 1184.93, 760., 0., 0.1, -1.5830e-01, -0.00773, -9.9000e+00, -9.9000e+00, 105.83, 264.83, 0.106, 0.071, 225., 300., 0.605, 0.607, 0.424, 0.235),            ( 0.65 ,  0.78181,  0.80876,  0.58231 ,  0.80948, 1.1861 , -0.22666 ,  0.077997 , 6.2 , -1.1676, 0.11465 , -2.356e-03, 4.5, 1., 5.53, 0., 0.002508 , -2.7273e-03, -1.0078 , 1175.19, 760., 0., 0.1, -1.5144e-01, -0.00787,  5.8286e-03,  3.7620e-03, 106.2 , 265.2 , 0.105, 0.073, 225., 300., 0.599, 0.611, 0.431, 0.243),            ( 0.667,  0.76262,  0.78994,  0.56422 ,  0.78916, 1.2035 , -0.22497 ,  0.083058 , 6.2 , -1.1694, 0.11394 , -2.276e-03, 4.5, 1., 5.54, 0., 0.002568 , -2.6618e-03, -1.0093 , 1165.69, 760., 0., 0.1, -1.4923e-01, -0.00792,  2.6446e-02,  1.7100e-02, 106.75, 265.38, 0.103, 0.074, 225., 300., 0.593, 0.615, 0.44 , 0.25 ),            ( 0.7  ,  0.72513,  0.75302,  0.52878 ,  0.74985, 1.2375 , -0.22143 ,  0.093185 , 6.2 , -1.1728, 0.11253 , -2.131e-03, 4.5, 1., 5.56, 0., 0.002629 , -2.5953e-03, -1.0117 , 1156.46, 760., 0., 0.1, -1.4503e-01, -0.008  ,  5.5495e-02,  3.5728e-02, 107.48, 265.78, 0.102, 0.073, 225., 300., 0.587, 0.619, 0.448, 0.258),            ( 0.75 ,  0.66903,  0.69737,  0.47523 ,  0.69173, 1.2871 , -0.21591 ,  0.10829  , 6.2 , -1.1777, 0.11054 , -1.931e-03, 4.5, 1., 5.6 , 0., 0.00269  , -2.5271e-03, -1.0154 , 1147.59, 760., 0., 0.1, -1.3866e-01, -0.00812,  9.2259e-02,  5.9024e-02, 108.39, 266.51, 0.1  , 0.07 , 225., 300., 0.581, 0.622, 0.457, 0.266),            ( 0.8  ,  0.61346,  0.64196,  0.42173 ,  0.63519, 1.3341 , -0.21047 ,  0.12256  , 6.2 , -1.1819, 0.10873 , -1.754e-03, 4.5, 1., 5.63, 0., 0.0027464, -2.4561e-03, -1.021  , 1139.21, 760., 0., 0.1, -1.3201e-01, -0.00822,  1.4040e-01,  8.8481e-02, 109.62, 267.32, 0.099, 0.063, 225., 300., 0.576, 0.624, 0.466, 0.274),            ( 0.85 ,  0.55853,  0.58698,  0.36813 ,  0.57969, 1.378  , -0.20528 ,  0.13608  , 6.2 , -1.1854, 0.10709 , -1.597e-03, 4.5, 1., 5.66, 0., 0.0027973, -2.3787e-03, -1.0282 , 1131.34, 760., 0., 0.1, -1.2517e-01, -0.0083 ,  1.9495e-01,  1.2029e-01, 111.08, 268.14, 0.099, 0.053, 225., 300., 0.57 , 0.625, 0.475, 0.281),            ( 0.9  ,  0.50296,  0.53136,  0.31376 ,  0.52361, 1.4208 , -0.20011 ,  0.14983  , 6.2 , -1.1884, 0.10548 , -1.456e-03, 4.5, 1., 5.69, 0., 0.0028428, -2.2932e-03, -1.036  , 1123.91, 760., 0., 0.1, -1.1831e-01, -0.00836,  2.5203e-01,  1.5159e-01, 112.71, 268.9 , 0.098, 0.042, 225., 300., 0.564, 0.626, 0.483, 0.288),            ( 0.95 ,  0.44701,  0.47541,  0.25919 ,  0.46706, 1.4623 , -0.1949  ,  0.16432  , 6.2 , -1.1909, 0.10389 , -1.328e-03, 4.5, 1., 5.72, 0., 0.0028847, -2.1958e-03, -1.0436 , 1116.83, 760., 0., 0.1, -1.1160e-01, -0.00841,  3.0940e-01,  1.8077e-01, 114.5 , 269.55, 0.098, 0.03 , 225., 300., 0.558, 0.626, 0.491, 0.294),            ( 1.   ,  0.3932 ,  0.4218 ,  0.207   ,  0.4124 , 1.5004 , -0.18983 ,  0.17895  , 6.2 , -1.193 , 0.10248 , -1.210e-03, 4.5, 1., 5.74, 0., 0.0029211, -2.0894e-03, -1.05   , 1109.95, 760., 0., 0.1, -1.0521e-01, -0.00844,  3.6695e-01,  2.0789e-01, 116.39, 270.  , 0.098, 0.02 , 225., 300., 0.553, 0.625, 0.498, 0.298),            ( 1.1  ,  0.28484,  0.31374,  0.10182 ,  0.30209, 1.569  , -0.18001 ,  0.21042  , 6.2 , -1.1966, 0.10016 , -9.940e-04, 4.5, 1., 5.82, 0., 0.0029539, -1.9774e-03, -1.0573 , 1103.07, 760., 0., 0.1, -9.3837e-02, -0.00847,  4.2452e-01,  2.3310e-01, 118.3 , 270.18, 0.099, 0.007, 225., 300., 0.548, 0.624, 0.505, 0.302),            ( 1.2  ,  0.1734 ,  0.20259, -0.006195,  0.18866, 1.6282 , -0.1709  ,  0.2441   , 6.2 , -1.1996, 0.098482, -8.030e-04, 4.5, 1., 5.92, 0., 0.0029821, -1.8619e-03, -1.0584 , 1096.04, 760., 0., 0.1, -8.4144e-02, -0.00842,  4.8116e-01,  2.5606e-01, 120.19, 269.42, 0.1  , 0.002, 225., 300., 0.543, 0.623, 0.511, 0.306),            ( 1.3  ,  0.06152,  0.09106, -0.11345 ,  0.07433, 1.6794 , -0.16233 ,  0.27799  , 6.2 , -1.2018, 0.097375, -6.350e-04, 4.5, 1., 6.01, 0., 0.0030066, -1.7454e-03, -1.0554 , 1088.67, 760., 0., 0.1, -7.5819e-02, -0.00829,  5.3597e-01,  2.7648e-01, 122.01, 267.82, 0.101, 0.003, 225., 300., 0.539, 0.622, 0.516, 0.309),            ( 1.4  , -0.04575, -0.0157 , -0.2155  , -0.03607, 1.7239 , -0.15413 ,  0.30956  , 6.2 , -1.2039, 0.096743, -4.900e-04, 4.5, 1., 6.1 , 0., 0.0030258, -1.6298e-03, -1.0504 , 1080.77, 760., 0., 0.1, -6.8543e-02, -0.00806,  5.8832e-01,  2.9424e-01, 123.75, 265.45, 0.102, 0.006, 225., 300., 0.535, 0.62 , 0.521, 0.312),            ( 1.5  , -0.14954, -0.11866, -0.3138  , -0.1437 , 1.7622 , -0.1467  ,  0.33896  , 6.2 , -1.2063, 0.096445, -3.650e-04, 4.5, 1., 6.18, 0., 0.0030394, -1.5179e-03, -1.0454 , 1072.39, 760., 0., 0.1, -6.2000e-02, -0.00771,  6.3789e-01,  3.0944e-01, 125.38, 262.41, 0.104, 0.01 , 225., 300., 0.532, 0.619, 0.525, 0.315),            ( 1.6  , -0.2486 , -0.21672, -0.40682 , -0.24708, 1.7955 , -0.13997 ,  0.36616  , 6.2 , -1.2086, 0.096338, -2.590e-04, 4.5, 1., 6.26, 0., 0.0030412, -1.4114e-03, -1.0421 , 1061.77, 760., 0., 0.1, -5.5927e-02, -0.00723,  6.8889e-01,  3.2449e-01, 126.9 , 258.78, 0.105, 0.012, 225., 300., 0.529, 0.618, 0.528, 0.318),            ( 1.7  , -0.34145, -0.3084 , -0.49295 , -0.34465, 1.8259 , -0.13361 ,  0.39065  , 6.2 , -1.2106, 0.096254, -1.710e-04, 4.5, 1., 6.33, 0., 0.0030258, -1.3231e-03, -1.0404 , 1049.29, 760., 0., 0.1, -5.0286e-02, -0.00666,  7.3578e-01,  3.3720e-01, 128.14, 254.66, 0.106, 0.012, 225., 300., 0.527, 0.618, 0.53 , 0.321),            ( 1.8  , -0.42975, -0.39558, -0.57388 , -0.43818, 1.8564 , -0.12686 ,  0.41244  , 6.2 , -1.2123, 0.096207, -9.900e-05, 4.5, 1., 6.4 , 0., 0.0030003, -1.2531e-03, -1.0397 , 1036.42, 760., 0., 0.1, -4.5096e-02, -0.00603,  7.7992e-01,  3.4963e-01, 129.11, 250.11, 0.106, 0.012, 225., 300., 0.526, 0.618, 0.531, 0.323),            ( 1.9  , -0.51276, -0.47731, -0.64899 , -0.52682, 1.8868 , -0.11959 ,  0.43151  , 6.2 , -1.2141, 0.096255, -4.200e-05, 4.5, 1., 6.48, 0., 0.0029675, -1.2012e-03, -1.0395 , 1023.14, 760., 0., 0.1, -4.0373e-02, -0.0054 ,  8.2427e-01,  3.6413e-01, 129.86, 245.25, 0.106, 0.01 , 225., 300., 0.526, 0.618, 0.532, 0.326),            ( 2.   , -0.58669, -0.55003, -0.71466 , -0.60658, 1.9152 , -0.11237 ,  0.44788  , 6.2 , -1.2159, 0.096361,  0.000e+00, 4.5, 1., 6.54, 0., 0.0029229, -1.1703e-03, -1.0392 , 1009.49, 760., 0., 0.1, -3.6136e-02, -0.00479,  8.7138e-01,  3.8245e-01, 130.37, 240.14, 0.105, 0.008, 225., 300., 0.526, 0.618, 0.532, 0.329),            ( 2.2  , -0.72143, -0.6822 , -0.83003 , -0.75402, 1.9681 , -0.098017,  0.48024  , 6.2 , -1.219 , 0.096497,  0.000e+00, 4.5, 1., 6.66, 0., 0.0028701, -1.1566e-03, -1.0368 ,  995.52, 760., 0., 0.1, -2.9105e-02, -0.00378,  9.2033e-01,  4.0402e-01, 130.67, 229.55, 0.103, 0.005, 225., 300., 0.527, 0.619, 0.533, 0.332),            ( 2.4  , -0.8481 , -0.8069 , -0.9326  , -0.8941 , 2.017  , -0.083765,  0.51873  , 6.2 , -1.2202, 0.096198,  0.000e+00, 4.5, 1., 6.73, 0., 0.0028146, -1.1548e-03, -1.0323 ,  981.33, 760., 0., 0.1, -2.3710e-02, -0.00302,  9.6931e-01,  4.2742e-01, 130.81, 219.05, 0.1  , 0.003, 225., 300., 0.528, 0.619, 0.533, 0.335),            ( 2.5  , -0.90966, -0.86765, -0.98228 , -0.96187, 2.0406 , -0.076308,  0.53883  , 6.2 , -1.2201, 0.096106,  0.000e+00, 4.5, 1., 6.77, 0., 0.0027609, -1.1593e-03, -1.0294 ,  966.94, 760., 0., 0.1, -2.1509e-02, -0.00272,  1.0167e+00,  4.5142e-01, 130.81, 214.04, 0.097, 0.002, 225., 300., 0.53 , 0.619, 0.534, 0.337),            ( 2.6  , -0.96863, -0.92577, -1.0313  , -1.0266 , 2.0628 , -0.068925,  0.5581   , 6.2 , -1.2198, 0.096136,  0.000e+00, 4.5, 1., 6.81, 0., 0.0027082, -1.1684e-03, -1.0262 ,  952.34, 760., 0., 0.1, -1.9576e-02, -0.00246,  1.0601e+00,  4.7422e-01, 130.72, 209.32, 0.094, 0.001, 225., 300., 0.531, 0.62 , 0.535, 0.34 ),            ( 2.8  , -1.0817 , -1.0367 , -1.1301  , -1.1495 , 2.1014 , -0.055229,  0.59394  , 6.2 , -1.2189, 0.096667,  0.000e+00, 4.5, 1., 6.87, 0., 0.0026581, -1.1803e-03, -1.019  ,  937.52, 760., 0., 0.1, -1.6324e-02, -0.00208,  1.0990e+00,  4.9536e-01, 130.57, 201.08, 0.091, 0.   , 225., 300., 0.532, 0.619, 0.536, 0.342),            ( 3.   , -1.1898 , -1.142  , -1.23    , -1.2664 , 2.1323 , -0.04332 ,  0.62694  , 6.2 , -1.2179, 0.097638,  0.000e+00, 4.5, 1., 6.93, 0., 0.0026163, -1.1885e-03, -1.0112 ,  922.43, 760., 0., 0.1, -1.3577e-02, -0.00183,  1.1348e+00,  5.1585e-01, 130.36, 195.  , 0.088, 0.   , 225., 300., 0.534, 0.619, 0.537, 0.344),            ( 3.2  , -1.2914 , -1.2406 , -1.3255  , -1.376  , 2.1545 , -0.03444 ,  0.65811  , 6.2 , -1.2169, 0.098649, -2.300e-05, 4.5, 1., 6.99, 0., 0.002588 , -1.1921e-03, -1.0032 ,  908.79, 760., 0., 0.1, -1.1030e-02, -0.00167,  1.1638e+00,  5.3411e-01, 130.13, 191.61, 0.084, 0.   , 225., 300., 0.535, 0.618, 0.538, 0.345),            ( 3.4  , -1.386  , -1.3322 , -1.415   , -1.4786 , 2.1704 , -0.027889,  0.68755  , 6.2 , -1.216 , 0.099553, -4.000e-05, 4.5, 1., 7.08, 0., 0.0025753, -1.1866e-03, -0.99512,  896.15, 760., 0., 0.1, -8.6652e-03, -0.00158,  1.1882e+00,  5.5145e-01, 129.9 , 190.73, 0.081, 0.   , 225., 300., 0.535, 0.618, 0.54 , 0.346),            ( 3.5  , -1.4332 , -1.3778 , -1.4599  , -1.5297 , 2.1775 , -0.024997,  0.70216  , 6.2 , -1.2156, 0.099989, -4.500e-05, 4.5, 1., 7.12, 0., 0.0025717, -1.1739e-03, -0.991  ,  883.16, 760., 0., 0.1, -7.5682e-03, -0.00155,  1.2114e+00,  5.6981e-01, 129.71, 191.11, 0.078, 0.   , 225., 300., 0.536, 0.617, 0.541, 0.347),            ( 3.6  , -1.4762 , -1.4193 , -1.5014  , -1.5764 , 2.1834 , -0.022575,  0.71523  , 6.2 , -1.2156, 0.10043 , -4.900e-05, 4.5, 1., 7.16, 0., 0.0025735, -1.1539e-03, -0.98682,  870.05, 760., 0., 0.1, -6.5374e-03, -0.00154,  1.2336e+00,  5.8932e-01, 129.56, 191.98, 0.075, 0.   , 225., 300., 0.536, 0.616, 0.542, 0.348),            ( 3.8  , -1.5617 , -1.5014 , -1.5865  , -1.6685 , 2.1938 , -0.018362,  0.74028  , 6.2 , -1.2158, 0.10142 , -5.300e-05, 4.5, 1., 7.24, 0., 0.0025862, -1.1229e-03, -0.97826,  857.07, 760., 0., 0.1, -4.7016e-03, -0.00152,  1.2534e+00,  6.0918e-01, 129.49, 195.01, 0.072, 0.   , 225., 300., 0.536, 0.616, 0.543, 0.349),            ( 4.   , -1.6388 , -1.5748 , -1.6673  , -1.7516 , 2.204  , -0.014642,  0.76303  , 6.2 , -1.2162, 0.10218 , -5.200e-05, 4.5, 1., 7.32, 0., 0.0026053, -1.0829e-03, -0.96938,  844.48, 760., 0., 0.1, -3.2123e-03, -0.00152,  1.2711e+00,  6.2939e-01, 129.49, 199.45, 0.07 , 0.   , 225., 300., 0.536, 0.616, 0.543, 0.349),            ( 4.2  , -1.7116 , -1.6439 , -1.7451  , -1.829  , 2.2123 , -0.012248,  0.78552  , 6.2 , -1.2165, 0.10269 , -4.700e-05, 4.5, 1., 7.39, 0., 0.002619 , -1.0247e-03, -0.96012,  832.45, 760., 0., 0.1, -2.1033e-03, -0.00152,  1.2870e+00,  6.5157e-01, 129.57, 204.93, 0.068, 0.   , 225., 300., 0.535, 0.616, 0.542, 0.349),            ( 4.4  , -1.7798 , -1.7089 , -1.8192  , -1.9011 , 2.2181 , -0.011459,  0.80792  , 6.2 , -1.2169, 0.10304 , -3.900e-05, 4.5, 1., 7.46, 0., 0.0026235, -9.4640e-04, -0.95049,  821.18, 760., 0., 0.1, -1.3244e-03, -0.0015 ,  1.3004e+00,  6.7421e-01, 129.71, 211.09, 0.066, 0.   , 225., 300., 0.534, 0.617, 0.54 , 0.347),            ( 4.6  , -1.8469 , -1.7731 , -1.8923  , -1.9712 , 2.223  , -0.01176 ,  0.83126  , 6.2 , -1.2175, 0.10324 , -2.700e-05, 4.5, 1., 7.52, 0., 0.0026217, -8.4448e-04, -0.9405 ,  810.79, 760., 0., 0.1, -8.0422e-04, -0.00148,  1.3125e+00,  6.9698e-01, 129.87, 217.56, 0.064, 0.   , 225., 300., 0.533, 0.619, 0.538, 0.345),            ( 4.8  , -1.9063 , -1.8303 , -1.9573  , -2.0326 , 2.2268 , -0.012879,  0.8524   , 6.2 , -1.2182, 0.10337 , -1.400e-05, 4.5, 1., 7.64, 0., 0.0026153, -7.1799e-04, -0.93018,  801.41, 760., 0., 0.1, -4.7145e-04, -0.00146,  1.3225e+00,  7.1888e-01, 130.05, 223.99, 0.063, 0.   , 225., 300., 0.531, 0.621, 0.535, 0.341),            ( 5.   , -1.966  , -1.8882 , -2.0245  , -2.0928 , 2.2299 , -0.014855,  0.87314  , 6.2 , -1.2189, 0.10353 ,  0.000e+00, 4.5, 1., 7.78, 0., 0.0026035, -5.7148e-04, -0.91954,  793.13, 760., 0., 0.1, -2.5480e-04, -0.00144,  1.3289e+00,  7.3806e-01, 130.22, 230.  , 0.061, 0.   , 225., 300., 0.528, 0.622, 0.532, 0.335),            ( 5.5  , -2.1051 , -2.0232 , -2.1908  , -2.2288 , 2.2389 , -0.019502,  0.91466  , 6.2 , -1.2204, 0.1046  ,  0.000e+00, 4.5, 1., 8.07, 0., 0.0025908, -4.0768e-04, -0.89176,  785.73, 760., 0., 0.1,  7.2383e-05, -0.0014 ,  1.3450e+00,  7.7790e-01, 130.39, 241.86, 0.06 , 0.   , 225., 300., 0.526, 0.624, 0.528, 0.329),            ( 6.   , -2.2421 , -2.1563 , -2.3659  , -2.3579 , 2.2377 , -0.026383,  0.9487   , 6.2 , -1.2232, 0.1075  ,  0.000e+00, 4.5, 1., 8.48, 0., 0.0025835, -2.2841e-04, -0.86286,  779.91, 760., 0., 0.1,  1.8770e-04, -0.00138,  1.3496e+00,  8.0278e-01, 130.53, 249.34, 0.059, 0.   , 225., 300., 0.524, 0.625, 0.524, 0.321),            ( 6.5  , -2.3686 , -2.2785 , -2.5322  , -2.477  , 2.215  , -0.039505,  0.97643  , 6.2 , -1.2299, 0.11231 ,  0.000e+00, 4.5, 1., 8.9 , 0., 0.0025862, -3.6400e-05, -0.83355,  775.6 , 760., 0., 0.1,  1.5945e-04, -0.00137,  1.3489e+00,  8.1480e-01, 130.63, 252.94, 0.059, 0.   , 225., 300., 0.52 , 0.634, 0.517, 0.312),            ( 7.   , -2.4827 , -2.3881 , -2.6818  , -2.5854 , 2.172  , -0.05914 ,  0.99757  , 6.2 , -1.2408, 0.11853 ,  0.000e+00, 4.5, 1., 9.2 , 0., 0.0026026,  1.6835e-04, -0.80457,  772.68, 760., 0., 0.1,  5.5920e-05, -0.00137,  1.3422e+00,  8.1615e-01, 130.7 , 253.12, 0.059, 0.   , 225., 300., 0.515, 0.636, 0.514, 0.302),            ( 7.5  , -2.5865 , -2.4874 , -2.8176  , -2.6854 , 2.1187 , -0.081606,  1.0121   , 6.2 , -1.2543, 0.12507 ,  0.000e+00, 4.5, 1., 9.48, 0., 0.0026   ,  3.8493e-04, -0.77665,  771.01, 760., 0., 0.1, -5.4600e-05, -0.00137,  1.3288e+00,  8.0900e-01, 130.72, 250.39, 0.058, 0.   , 225., 300., 0.512, 0.634, 0.511, 0.27 ),            ( 8.   , -2.6861 , -2.5829 , -2.9438  , -2.7823 , 2.0613 , -0.10382 ,  1.0232   , 6.2 , -1.2688, 0.13146 ,  0.000e+00, 4.5, 1., 9.57, 0., 0.00263  ,  7.2000e-04, -0.75033,  760.81, 760., 0., 0.1, -1.1724e-04, -0.00137,  1.3084e+00,  7.9538e-01, 130.87, 245.23, 0.059, 0.   , 225., 300., 0.51 , 0.63 , 0.507, 0.278),            ( 8.5  , -2.782  , -2.6752 , -3.0597  , -2.8776 , 2.0084 , -0.12114 ,  1.0335   , 6.2 , -1.2839, 0.13742 ,  0.000e+00, 4.5, 1., 9.62, 0., 0.00267  ,  9.4000e-04, -0.72544,  764.5 , 760., 0., 0.1, -1.3084e-04, -0.00137,  1.2822e+00,  7.7671e-01, 130.71, 238.13, 0.059, 0.   , 225., 300., 0.509, 0.622, 0.503, 0.265),            ( 9.   , -2.8792 , -2.7687 , -3.1713  , -2.9759 , 1.9605 , -0.13407 ,  1.0453   , 6.2 , -1.2989, 0.14294 ,  0.000e+00, 4.5, 1., 9.66, 0., 0.00276  ,  1.1300e-03, -0.70161,  768.07, 760., 0., 0.1, -1.0766e-04, -0.00137,  1.2515e+00,  7.5425e-01, 130.5 , 229.56, 0.06 , 0.   , 225., 300., 0.509, 0.613, 0.498, 0.252),            ( 9.5  , -2.9769 , -2.8634 , -3.2785  , -3.076  , 1.9189 , -0.14364 ,  1.0567   , 6.2 , -1.313 , 0.14781 ,  0.000e+00, 4.5, 1., 9.66, 0., 0.00289  ,  1.3100e-03, -0.6785 ,  771.55, 760., 0., 0.1, -5.9962e-05, -0.00136,  1.2179e+00,  7.2925e-01, 130.26, 220.02, 0.06 , 0.   , 225., 300., 0.509, 0.604, 0.492, 0.239),            (10.   , -3.0702 , -2.9537 , -3.3776  , -3.1726 , 1.8837 , -0.15096 ,  1.0651   , 6.2 , -1.3253, 0.15183 ,  0.000e+00, 4.5, 1., 9.66, 0., 0.00303  ,  1.4900e-03, -0.65575,  775.  , 760., 0., 0.1,  0.0000e+00, -0.00136,  1.1829e+00,  7.0300e-01, 130.  , 210.  , 0.06 , 0.   , 225., 300., 0.51 , 0.604, 0.487, 0.239)],           dtype=[('period', '<f8'), ('e_0', '<f8'), ('e_1', '<f8'), ('e_2', '<f8'), ('e_3', '<f8'), ('e_4', '<f8'), ('e_5', '<f8'), ('e_6', '<f8'), ('M_h', '<f8'), ('c_1', '<f8'), ('c_2', '<f8'), ('c_3', '<f8'), ('M_ref', '<f8'), ('R_ref', '<f8'), ('h', '<f8'), ('dc_3global', '<f8'), ('dc_3ct', '<f8'), ('dc_3ij', '<f8'), ('c', '<f8'), ('V_c', '<f8'), ('V_ref', '<f8'), ('f_1', '<f8'), ('f_3', '<f8'), ('f_4', '<f8'), ('f_5', '<f8'), ('f_6', '<f8'), ('f_7', '<f8'), ('R_1', '<f8'), ('R_2', '<f8'), ('dphi_R', '<f8'), ('dphi_V', '<f8'), ('V_1', '<f8'), ('V_2', '<f8'), ('phi_1', '<f8'), ('phi_2', '<f8'), ('tau_1', '<f8'), ('tau_2', '<f8')])

PERIODS = array([-1.   ,  0.   ,  0.01 ,  0.02 ,  0.022,  0.025,  0.029,  0.03 ,         0.032,  0.035,  0.036,  0.04 ,  0.042,  0.044,  0.045,  0.046,         0.048,  0.05 ,  0.055,  0.06 ,  0.065,  0.067,  0.07 ,  0.075,         0.08 ,  0.085,  0.09 ,  0.095,  0.1  ,  0.11 ,  0.12 ,  0.13 ,         0.133,  0.14 ,  0.15 ,  0.16 ,  0.17 ,  0.18 ,  0.19 ,  0.2  ,         0.22 ,  0.24 ,  0.25 ,  0.26 ,  0.28 ,  0.29 ,  0.3  ,  0.32 ,         0.34 ,  0.35 ,  0.36 ,  0.38 ,  0.4  ,  0.42 ,  0.44 ,  0.45 ,         0.46 ,  0.48 ,  0.5  ,  0.55 ,  0.6  ,  0.65 ,  0.667,  0.7  ,         0.75 ,  0.8  ,  0.85 ,  0.9  ,  0.95 ,  1.   ,  1.1  ,  1.2  ,         1.3  ,  1.4  ,  1.5  ,  1.6  ,  1.7  ,  1.8  ,  1.9  ,  2.   ,         2.2  ,  2.4  ,  2.5  ,  2.6  ,  2.8  ,  3.   ,  3.2  ,  3.4  ,         3.5  ,  3.6  ,  3.8  ,  4.   ,  4.2  ,  4.4  ,  4.6  ,  4.8  ,         5.   ,  5.5  ,  6.   ,  6.5  ,  7.   ,  7.5  ,  8.   ,  8.5  ,         9.   ,  9.5  , 10.   ])

Indices of the periods

INDEX_PGV = 0

Index of the peak ground velocity

INDEX_PGA = 1

Index of the peak ground acceleration

INDICES_PSA = array([  2,   3,   4,   5,   6,   7,   8,   9,  10,  11,  12,  13,  14,         15,  16,  17,  18,  19,  20,  21,  22,  23,  24,  25,  26,  27,         28,  29,  30,  31,  32,  33,  34,  35,  36,  37,  38,  39,  40,         41,  42,  43,  44,  45,  46,  47,  48,  49,  50,  51,  52,  53,         54,  55,  56,  57,  58,  59,  60,  61,  62,  63,  64,  65,  66,         67,  68,  69,  70,  71,  72,  73,  74,  75,  76,  77,  78,  79,         80,  81,  82,  83,  84,  85,  86,  87,  88,  89,  90,  91,  92,         93,  94,  95,  96,  97,  98,  99, 100, 101, 102, 103, 104, 105,        106])

Indices for the spectral accelerations

LIMITS = {'dist_jb': (0.0, 300.0), 'mag': (3.0, 8.5), 'v_s30': (150.0, 1500.0)}

Limits of model applicability

PARAMS = [<pygmm.model.NumericParameter object>, <pygmm.model.NumericParameter object>, <pygmm.model.NumericParameter object>, <pygmm.model.NumericParameter object>, <pygmm.model.CategoricalParameter object>, <pygmm.model.CategoricalParameter object>]

Model parameters

__init__(scenario)

Initialize the model.

Args:

scenario (pygmm.model.Scenario): earthquake scenario.

Parameters:

scenario (Scenario)

classmethod calc_site_term(pga_ref, v_s30, depth_1_0, region='california')

Calculate the site term, which includes site and basin effects.

Parameters:

• pga_ref (float) – peak ground acceleration (g) at the reference condition. If np.nan, then no site term is applied.

• v_s30 (float) – site condition. Set v_s30 to the reference velocity (e.g., 1180 m/s) for the reference response.

• depth_1_0 (float) – depth to the 1.0 km∕s shear-wave velocity horizon beneath the site, \(Z_{1.0}\) in (km).

• region (str, optional) – region of basin model. Valid options: ‘california’, ‘japan’. If None, then ‘california’ is used as the default value.

Returns:

site_term – site term that is applied to the natural log response.

Return type:

np.ndarray

INDEX_PGD = None

Index of the peak ground displacement

PGD_SCALE = 1.0

Scale factor to apply to get PGD in cm

PGV_SCALE = 1.0

Scale factor to apply to get PGV in cm/sec

interp_ln_spec_accels(periods, kind='linear')

Interpolate the spectral acceleration.

Interpolation of the spectral acceleration is done in natural log space.

Parameters:

• periods (array_like) – spectral periods to interpolate the response.

• kind (str, optional) – see scipy.interpolate.interp1d() for description of kind. Options include: ‘linear’ (default), ‘nearest’, ‘zero’, ‘slinear’, ‘quadratic’, and ‘cubic’

Returns:

ln_spec_accels – interpolated spectral accelerations

Return type:

np.ndarray

interp_ln_stds(periods, kind='linear')

Interpolate the logarithmic standard deviation.

Interpolate the logarithmic standard deviation (\(\sigma_{\ln}\)) of spectral acceleration at the provided damping at specified periods.

Parameters:

• periods (array_like) – spectral periods to interpolate the response.

• kind (str, optional) – see scipy.interpolate.interp1d() for description of kind. Options include: ‘linear’ (default), ‘nearest’, ‘zero’, ‘slinear’, ‘quadratic’, and ‘cubic’

Returns:

ln_stds – interpolated logarithmic standard deviations

Return type:

np.ndarray

interp_spec_accels(periods, kind='linear')

Interpolate the spectral acceleration.

Interpolation of the spectral acceleration is done in natural log space.

Parameters:

• periods (array_like) – spectral periods to interpolate the response.

• kind (str, optional) – see scipy.interpolate.interp1d() for description of kind. Options include: ‘linear’ (default), ‘nearest’, ‘zero’, ‘slinear’, ‘quadratic’, and ‘cubic’

Returns:

spec_accels – interpolated spectral accelerations

Return type:

np.ndarray

property ln_std_pga: float

Peak ground accelaration log-standard deviation.

property ln_std_pgd: float

Peak ground displacement log-standard deviation.

property ln_std_pgv: float

Peak ground velocity log-standard deviation.

property ln_stds: ndarray

Pseudo-spectral accelerations log-standard deviation.

property periods: ndarray

Periods specified by the model.

property pga: float

Peak ground acceleration (PGA) computed by the model (g).

property pgd: float

Peak ground displacement (PGD) computed by the model (cm).

property pgv: float

Peak ground velocity (PGV) computed by the model (cm/sec).

property scenario

property spec_accels: ndarray

Pseudo-spectral accelerations computed by the model (g).