#include <bits/stdc++.h>
using namespace std;
typedef long long ll;
typedef vector<double> vd;
class DataPoint{
public:
vector<double> inputs;
vector<double> expectedOutputs;
DataPoint(vector<double> _inputs, vector<double> _expectedOutputs){
inputs = _inputs;
expectedOutputs = _expectedOutputs;
}
};
vector<int> layerSizesP1 = {24, 64, 64, 12};
vector<vector<vector<double>>> layerWeightsP1 =
{
{
{-0.051666, 0.28766, 1.3474, -3.2019, -0.0034803, -0.17586, 0.05143, 0.056334, -0.057526, 0.050243, -0.067768, 0.24086, 0.26658, -0.066861, 0.098508, 0.61745, 0.056535, 0.26146, -0.20912, 0.12339, -0.39263, -0.0065739, 0.1647, -2.1476, -0.41848, -0.26641, -0.43887, 0.13093, -0.15373, -0.32529, 0.036482, 0.15184, -0.14221, -0.25591, 0.92101, 0.67595, -0.66509, 0.051158, -0.4594, -0.18544, 0.076014, -0.034389, -0.75964, -1.2317, 0.35755, -0.10614, -0.28113, 0.37394, 0.023342, -0.81341, 1.0473, 0.10668, 0.48126, 0.014048, -0.091063, -0.20781, -0.039408, 1.2144, 2.0155, 0.08784, 0.12565, 0.99699, 0.19882, 0.23894},
{0.16136, 0.12141, 0.89953, -2.4623, -0.14498, 0.11515, 0.019088, -0.018446, -0.049414, -0.31936, -0.35052, 0.16981, -0.050702, 0.24125, -0.074994, 0.93455, 0.16397, 0.12422, -0.029255, -0.43219, -0.2119, 0.29576, 0.013657, -0.020033, -0.22877, -0.0015429, -0.61958, 0.12715, -0.069588, -0.052664, 0.21829, 0.22249, -0.015307, -0.18506, -0.0599, 0.39314, -0.93327, -0.53004, -0.30485, -0.277, 0.2587, -1.0093, -0.99941, -1.0219, -0.20002, 0.023511, -0.0015709, -0.064946, -0.27148, -0.5423, 0.87544, -0.32862, -0.52044, 0.67449, -0.14364, -0.28383, -0.28846, 0.015739, 1.607, 0.43864, -0.044618, 0.55647, 0.11149, 0.23261},
{0.065016, 0.052699, -0.77241, 0.062398, -0.076724, 0.023184, 0.035224, 0.2985, 0.2798, -0.15429, -0.12547, 0.29232, 0.20635, 0.078708, 0.43395, 0.27434, -0.037416, 0.49794, 0.00713, 0.018688, -0.1579, 0.40113, 0.10444, 2.0881, -0.30963, -0.01166, 0.17183, -0.01846, -0.33322, -0.768, 0.25092, -0.28217, -0.12565, -0.074461, -0.61934, 0.39481, -0.30911, 0.11784, -0.018235, 0.18033, -0.092571, -0.60196, -0.85887, -0.042885, 0.50084, -0.24425, -0.034491, -0.098533, -0.18379, -0.22268, 0.57522, -0.046832, 0.45821, 0.50151, -0.18265, 0.21683, -0.39955, 1.5088, 0.69887, 0.42557, 0.34637, -0.39931, 0.18961, 0.041602},
{0.20647, -0.10627, -0.42531, 1.409, -0.023646, 0.1596, -0.014372, 0.44277, 0.24939, 0.28188, -0.39671, -0.11654, -0.11016, 0.054841, 0.58826, 0.23901, 0.17815, -0.19821, -0.59154, 0.71492, -0.18946, 0.26396, 0.71936, -0.40396, 0.14436, -0.58046, 1.7416, -0.19067, -0.20472, -0.78898, 0.058216, -0.078378, -0.0088356, -0.30337, -0.56602, 0.9211, -0.21354, 0.75462, -0.37087, 0.56699, -0.5247, 0.31333, -0.45369, 0.84921, -0.60008, -0.44752, -0.15511, 0.26759, 0.19827, -0.63053, 0.52856, -0.54292, 1.3737, 0.32812, 0.14038, 0.35439, -0.29191, 1.5086, 0.44671, 0.40993, 0.32864, -0.44199, -0.019971, -0.10131},
{0.45677, 0.23871, -2.0427, 0.58559, -0.080482, -0.041251, 0.20353, 0.42258, -0.039075, -0.043339, -0.40327, -0.22808, -0.26221, 0.096574, 0.73712, 1.3174, 0.26963, 0.18821, -0.11331, 0.56538, -0.43075, 0.66841, 0.14006, 2.309, -0.038747, -0.40527, 2.1391, 0.032175, -0.61058, 1.5851, 0.58291, 0.17801, -0.068775, -0.18724, -1.7536, 0.56074, 0.14749, 0.42663, -0.22035, 0.23699, -0.50879, 0.050532, -0.30964, -0.17518, -2.5611, -0.25584, 0.13902, 0.27206, -0.02826, -0.47765, -0.042519, 0.049168, -2.1947, 0.44875, -0.42494, -0.083718, -0.32019, 0.88793, -1.4108, 0.55476, 0.47107, -0.89495, 0.43149, 0.25826},
{-0.00526, -0.46985, -1.1521, 0.94719, 0.087934, -0.31964, 0.13556, 0.29885, 0.079899, -0.027984, 0.23285, -0.32806, 0.16654, 0.14078, 0.41353, 0.94125, 0.25345, -0.069072, 0.36228, 0.011859, 0.17962, -0.32641, -0.2696, 1.4109, 0.27358, -0.11796, 0.91305, 0.080814, 0.086847, 0.96904, -0.16436, -0.010197, 0.11457, -0.046728, -0.43518, 0.3557, 0.67161, -0.057058, 0.45911, 0.11921, -0.074158, 1.1187, 0.34179, 0.63005, -1.3412, 0.040379, -0.039923, -0.043405, -0.15374, 0.34028, -0.6814, 0.091409, 0.90948, -0.11035, 0.0010493, -0.10462, 0.13471, 2.1429, -1.325, 0.0085042, -0.39062, -1.6281, -0.036378, -0.21624},
{-0.083586, -0.19805, -0.74486, -0.40718, -0.16131, -0.26147, 0.14185, 0.0662, 0.070262, -0.6088, 0.46336, -0.19655, 0.058866, 0.12754, 0.15362, 0.21692, -0.005833, -0.0098702, 0.14911, -0.21313, 0.12118, -0.91634, -0.6141, -0.5064, -0.20321, 0.372, -0.25051, 0.26854, 0.31687, -0.045783, -0.24242, -0.28975, -0.12591, -0.19038, 0.034593, -0.16596, 0.76905, -0.11508, 0.3214, -0.080672, 0.216, 0.91361, 0.59875, -0.20481, -2.1109, 0.048298, -0.047944, -0.27252, -0.26065, -0.10422, -0.43943, 0.083868, 0.36329, -0.34467, -0.29159, -0.42547, 0.14538, 2.1404, -1.211, -0.57145, -0.42025, -1.1248, 0.11483, 0.24097},
{0.036133, 0.038385, 0.33798, 0.45022, -0.031953, -0.026882, 0.032637, 0.20904, -0.089108, -0.041184, 0.20797, -0.076678, -0.11733, -0.25616, 0.13291, 0.60512, -0.24033, -0.20326, -0.0027892, -0.17436, 0.44271, -0.076841, -0.039514, 1.2525, 0.0077891, 0.31466, -0.4409, 0.0045376, 0.37898, 0.57926, -0.098345, -0.38666, 0.060164, -0.096093, 0.35701, -0.29643, 0.46352, -0.15475, 0.19257, 0.32958, 0.31527, 0.98725, 0.40072, 1.226, -0.47524, 0.12277, 0.13721, 0.15933, -0.22076, -0.28462, -0.88039, -0.3742, 0.8197, 0.095896, 0.078886, 0.19609, 0.29215, 1.4179, -0.25094, -0.10838, -0.12497, -0.79892, -0.099033, -0.082203},
{-0.083858, -0.066499, -0.41428, -2.5712, -0.054408, 0.02623, -0.012811, -0.029021, 0.039321, 0.23105, -0.33417, -0.099926, 0.0075642, 0.17167, -0.29976, 0.88983, 0.038184, 0.42769, 0.66523, -0.77612, 0.045465, 0.74124, 0.24699, -2.2663, 0.0591, -0.043636, -1.0351, 0.15722, -0.14801, 0.58504, 0.19527, -0.28927, 0.095074, 0.12893, -0.69237, -0.22078, -0.31735, -0.99542, 0.094622, -0.59956, 0.67976, -1.0241, -0.028414, 0.23781, -0.6325, -0.0042228, -0.17165, -0.253, 0.046038, 0.23254, -0.79771, -0.37785, -2.5534, 0.45592, -0.023036, 0.083394, 0.16027, -1.5572, -1.0545, 0.49887, 0.49124, -1.1311, -0.27273, 0.13249},
{-0.23694, -0.49139, 1.0623, 2.5457, 0.1326, 0.13595, -0.12338, -0.23416, 0.068051, -0.073865, 0.42084, -0.0046513, 0.19092, 0.079595, -0.49782, 1.1644, -0.16371, -0.28267, 0.09499, -0.45461, 0.43554, -0.09224, -0.21726, -2.8214, 0.25692, 0.25088, -1.2617, -0.1387, 0.37634, 0.27688, -0.12014, 0.084072, 0.045527, -0.08624, 0.37662, -0.4541, 0.40318, -0.31114, 0.25044, -0.058878, 0.70557, -0.46476, -0.2534, 1.106, 0.70406, 0.11225, -0.094232, 0.02678, 0.094424, -0.41379, -0.66307, 0.084765, 1.3062, -0.033079, 0.19504, -0.086076, 0.023192, -2.6634, -1.0763, -0.13622, -0.038376, -0.41651, -0.19597, -0.11948},
{0.023207, 0.038845, 0.18146, 1.2419, 0.061704, 0.22425, -0.15841, -0.1917, -0.07466, 0.25688, -0.20722, -0.011832, -0.10681, 0.13522, 0.12783, 0.18729, 0.089906, -0.00072211, 0.66021, -0.22729, -0.034059, 0.050528, 0.31338, -0.93121, 0.15462, -0.24769, -0.26324, -0.039796, -0.032962, 0.55171, -0.052656, -0.071732, -0.19235, 0.1779, -0.13521, 0.025521, 0.029561, -0.4149, -0.41197, 0.20733, 0.33618, -0.52128, 0.21396, 1.5107, 1.7616, -0.18672, 0.075853, 0.089144, -0.042522, -0.53948, -0.15449, 0.076661, -0.20044, 0.10723, 0.1165, 0.33289, -0.27888, -0.66749, -0.65151, -0.044516, 0.17668, 0.17947, 0.13596, 0.27106},
{0.03135, 0.10111, 1.1778, 0.37068, 0.081352, -0.17742, -0.039491, -0.078553, -0.058931, 0.28692, -0.1664, -0.14583, 0.029731, -0.06282, -0.17557, 0.43774, -0.23272, 0.066679, 0.71345, -0.67731, 0.12576, 0.082723, 0.45267, 1.8657, 0.204, -0.12913, -0.36852, -0.096764, 0.1315, 1.3105, -0.034122, 0.014158, 0.15157, 0.06819, 0.46317, -0.084706, 0.049118, -0.97895, -0.010642, -0.077745, 0.60706, -1.1903, -0.016504, 1.0867, 1.51, 0.12408, -0.0103, 0.081058, 0.15129, -0.37944, 0.10673, 0.29442, 0.96962, 0.16996, 0.28808, -0.042363, 0.13522, 1.0986, -0.14815, -0.16014, -0.1115, 0.37854, -0.14319, 0.037938},
{-0.016557, -0.1337, 0.33446, -1.7908, 0.056325, -0.093428, 0.068723, -0.44294, -0.066383, -0.3004, -0.086295, 0.19127, -0.16853, 0.28646, -8.9496e-05, -0.016375, 0.28682, -0.2349, 0.35306, -0.21072, -0.061162, 0.070578, -0.28243, 0.065039, -0.12643, 0.21075, -0.68455, 0.089385, 0.11555, 1.8072, 0.096125, 0.073611, 0.14615, -0.085428, -0.18124, -0.011405, -0.3154, -0.3339, 1.0037, -0.027649, 0.56533, -0.72919, -0.23779, -0.21264, 1.0182, 0.089913, -0.037263, 0.19647, -0.12797, -0.0012877, -0.44012, 0.39019, -0.47908, 0.10913, -0.10672, -0.28606, 0.041539, 1.2518, -0.57327, 0.077164, -0.11475, -0.54306, 0.05473, 0.041669},
{0.020125, -0.55756, -0.98723, -0.46575, -0.23904, 0.015276, 0.12877, -0.10343, -0.13811, 0.085811, -0.50095, -0.097576, 0.062404, -0.055174, 0.13755, -0.30766, 0.25624, 0.19917, -0.0097951, 0.13225, -0.26134, 0.47399, 0.381, 1.6951, -0.14161, -0.19326, -0.20232, 0.11318, -0.32494, 0.13758, 0.071739, -0.3253, -0.12183, -0.16945, -0.94703, 0.28816, -0.19475, 0.11242, 1.6836, -0.14859, -0.19519, -0.20572, -0.56209, -0.1001, 1.3615, 0.11547, -0.14081, 0.22922, -0.03706, -0.4175, -1.2265, -0.028356, -0.37545, 0.24872, -0.080415, -0.078739, -0.10381, 1.5268, 0.31, 0.5504, 0.15198, -0.65844, -0.10834, 0.055807},
{0.11432, -0.80902, -0.098295, -2.2216, 0.0031178, -0.061507, -0.12868, 0.099392, 0.089184, 0.19561, -0.05292, -0.10967, 0.067779, 0.050966, -0.14484, 0.088905, -0.065383, -0.078866, 0.18184, 0.12624, -0.17185, 0.25758, 0.12326, 0.52612, -0.13473, 0.10813, -0.35705, 0.22009, -0.123, -0.61987, 0.18795, -0.042551, 0.19132, -0.093916, -0.47119, 0.074839, -0.45761, -0.12338, 1.348, 0.11658, -0.048552, -0.4742, -0.79974, -0.7174, -0.2099, 0.078998, -0.0014379, -0.062182, -0.051212, -0.47244, -0.72917, 0.0093182, 0.99916, -0.010119, -0.16272, 0.047794, 0.07525, 0.1351, 0.55073, 0.076614, 0.10116, 0.20522, 0.1144, -0.030483},
{0.16298, -0.58108, -0.061345, -3.3961, -0.13878, 0.046414, 0.066434, 0.21535, -0.24939, -0.064855, 0.55537, -0.11641, -0.031853, -0.17373, -0.6018, 0.38284, -0.24724, 0.073562, 0.098909, -0.26721, 0.33471, -0.089389, -0.37223, -0.15406, -0.28704, 0.4123, -0.89296, 0.04159, 0.35574, -0.64931, -0.20734, -0.2272, 0.17848, 0.041244, 0.23565, -0.69951, -0.32386, -0.14461, 1.6588, -0.37319, -0.053397, -0.85776, -0.40039, -1.5179, -1.9044, 0.23655, 0.17361, -0.39758, 0.18861, -0.3649, -0.79295, -0.0737, 1.3067, -0.1626, 0.17744, -0.22886, 0.33608, 0.33196, 0.58126, -0.071136, -0.21395, 0.10091, -0.24728, -0.0061716},
{-0.19242, -0.835, -0.71553, -1.2525, 0.022905, -0.11345, 0.033165, 0.37788, -0.18658, -0.31527, 0.53638, 0.13547, -0.067064, -0.23764, -0.25637, 0.96448, -0.018861, -0.072324, 0.23839, -0.6825, -0.084661, -0.4649, -0.69713, -2.9153, -0.12849, 0.53984, -1.0375, 0.0047557, 0.20739, 0.79183, -0.13287, -0.0099395, -0.093747, 0.078851, 0.29688, -0.30294, -0.053474, -0.3751, 1.0499, -0.43902, 0.48129, -0.91046, -0.14833, -1.3996, -1.918, 0.23383, 0.19888, -0.33231, -0.13286, 0.095761, -0.47132, -0.23747, 0.24858, 0.00063329, 0.052126, -0.21437, 0.19509, -1.681, 0.66289, -0.36333, -0.19495, -0.34495, 0.086581, -0.015325},
{-0.28389, -0.031024, 0.35159, 2.2662, 0.11953, -0.19834, -0.09494, 0.42975, -0.12404, -0.034529, 0.045076, -0.29987, 0.16495, -0.055336, -0.005715, 0.28989, -0.1496, -0.35886, 0.0064112, 0.012026, 0.16056, -0.74555, -0.54948, -4.2362, 0.20066, 0.061587, -0.271, -0.11622, -0.011692, 1.1677, -0.21799, 0.18823, 0.17042, 0.17233, -0.064605, -0.14806, 0.8599, 0.2607, 0.55167, 0.19005, 0.27317, 0.21582, 1.1327, -1.2904, -1.3263, 0.015162, 0.057397, 0.076533, 0.013988, 0.48356, -0.15039, 0.37424, -0.032815, -0.69099, 0.10704, -0.15034, 0.033736, -3.111, -0.26231, -0.40699, -0.31706, -0.67724, 0.12448, -0.21735},
{-0.16115, 0.72988, 1.3205, 4.4634, 0.19856, -0.0082915, -0.051159, 0.091397, -0.038368, -0.15026, 0.30786, -0.61143, -0.086629, -0.17355, -0.43444, -0.82382, -0.11185, -0.075439, 0.067722, 0.084152, 0.46732, -0.46917, -0.34987, -1.9235, 0.15847, -0.10802, 0.47384, 0.072717, 0.15323, 1.1795, -0.29983, -0.39706, -0.13194, 0.019508, 1.7086, -0.54894, 0.17036, 0.12946, 0.50123, 0.1868, -0.05051, -0.4311, 2.3027, -0.59511, -1.7596, -0.034772, 0.12413, 0.14329, 0.010615, 1.3523, -0.13148, 0.4544, 0.72576, -0.67204, 0.38978, -0.10147, 0.2435, -3.0075, -0.25023, -0.10376, -0.29411, -0.41846, -0.41097, -0.020749},
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{0.55939, -0.85836, 0.20837, 0.19391, 0.22925, -0.34234, 0.75148, 0.40482, -1.0855, -0.010055, 0.58781, -0.59091, 0.002776, 0.7111, -1.0928, 0.02654, 0.58558, -1.3147, -0.60669, -0.95522, 1.3326, -1.1825, 0.21461, -1.101, 0.57656, -0.2223, -0.55738, -0.3416, 0.01786, -0.76982, 0.32821, 0.66304, 0.46177, -0.58606, 0.46497, -0.31303, -0.11572, 0.49357, 0.19538, 0.93823, -1.5136, 0.2908, -1.1294, -1.195, 1.0336, -0.85785, -0.66614, 0.42952, -0.64659, -0.96893, 1.4518, -0.45455, 0.65646, 0.42928, 0.25224, -0.53965, -1.478, -0.18217, -1.2458, -0.28889, 1.1149, -0.91287, -0.60248, 0.02925},
{0.87166, -0.46182, 0.28342, 1.5326, -1.3225, -0.37478, 1.2063, 0.83393, -1.2335, 0.78135, 0.72405, -0.30233, 0.85164, 0.10108, -0.39794, 0.47032, 1.335, -0.35086, -0.19786, -0.17029, 0.31338, -0.62377, -0.70493, -0.24582, 0.28456, 1.357, -0.49432, -0.1521, -1.314, -0.085504, -1.0116, 0.071234, 0.53009, -0.2417, 0.14197, -0.24252, 0.39638, 0.14205, -1.1632, 0.25128, -0.57009, 0.38197, -1.0742, -0.30982, 1.3612, -0.32169, -0.53827, 1.403, -0.42961, -0.27969, 0.8909, -0.46116, 0.89591, 0.15206, 0.48466, -0.85841, -0.3107, -0.38337, -1.3059, 1.3191, 0.21992, 0.0048203, -0.25404, -0.54011},
{0.17278, -0.20653, 0.18313, 0.31567, -0.0098353, 0.26293, 0.91575, 0.57593, -0.61682, 0.072132, -0.66771, -0.095726, -0.46428, -0.23119, 0.16683, -0.22766, 0.23099, -0.48843, -0.016613, 0.65721, 0.46476, -0.30141, -0.23307, -0.040787, -0.12859, 0.042489, -0.10433, 0.0010289, -0.14615, -0.20588, 0.1268, -0.05754, -0.15635, 0.019004, -0.16334, 0.22824, 0.35226, 0.025839, -0.64793, 0.06913, -0.97447, 0.28894, -0.44786, -0.043466, 1.0363, 0.056342, 0.70916, 0.77295, 0.57827, 0.54187, 0.1187, -0.39612, -0.74747, 0.050387, -0.030616, 0.14228, 0.027953, 0.31454, -1.3412, 0.037608, -0.42175, 0.13402, 0.37294, -0.38906},
{-0.067045, 0.041273, 0.016156, 0.028488, -0.038344, -0.17418, -0.26655, 0.34214, 0.27344, 0.26158, 0.021088, -0.068028, 0.072783, 0.035058, 0.29906, 0.00026644, 0.048655, 0.25484, -0.24342, 0.036703, -0.20701, -0.18684, 0.024386, -0.1808, 0.14304, 0.18534, 0.2051, -0.048914, -0.32936, 0.012827, -0.15111, 0.066775, -0.018801, 0.012489, 0.086628, 0.038646, -0.1272, -0.069741, 0.10517, -0.083726, -0.16106, -0.16309, 0.18791, 0.0051787, -0.43278, -0.047634, -0.1097, 0.33212, -0.25041, -0.19739, -0.27525, 0.045744, 0.077891, 0.12572, 0.12578, -0.079329, -0.0067536, -0.011376, -0.24743, -0.028919, 0.00081924, 0.096549, -0.28017, -0.10606},
{-0.13505, 0.13133, 0.12102, 0.37835, -0.0078687, -0.041366, -0.31246, -0.17967, 0.3796, 0.22059, -0.51724, 0.23774, -0.12955, 0.027377, 0.78878, 0.3043, -0.082248, 0.35268, -0.34892, 0.317, -0.38818, -0.28346, -0.20398, 0.19081, -0.23003, 0.15343, -0.10568, 0.093569, -0.19723, -0.034207, -0.43991, -0.045619, -0.31149, 0.096862, -0.082636, 0.059857, 0.23926, 0.13451, -0.48859, 0.072936, 0.39855, -0.03001, 0.63667, 0.22095, -0.47904, 0.10687, 0.22612, -0.10889, -0.002575, 0.43544, -0.61756, 0.058029, -0.12288, -0.038741, 0.041081, 0.090803, 0.29324, 0.13598, 0.23452, 0.69721, 0.11964, -0.051657, 0.12531, -0.23167},
{0.99441, -0.31472, -0.19724, 0.94459, -0.426, 0.057842, 0.90752, 0.92876, -0.70147, 0.27779, 0.023731, -0.0095684, 0.26987, -0.21763, -0.64634, -0.15804, 0.91016, -0.34197, -0.1731, -0.05747, 0.62288, -1.0198, -0.084065, -0.14942, 0.29628, 0.37278, -0.25863, -0.024777, -0.5172, -0.38727, -0.092537, 0.23924, -0.18062, -0.082308, -0.12574, -0.15113, 0.069895, 0.068607, -0.76139, 0.30521, -0.79282, -0.36634, -0.67149, -0.55854, 0.95107, 0.33759, -0.092833, 1.056, -0.095967, -0.29211, 0.70424, -0.31426, 0.42904, -0.14272, 0.081254, -0.49513, 0.010466, -0.26, -0.86975, -0.23284, 0.16561, 0.11317, -0.38945, -0.46186},
{0.077614, 0.077643, 0.04103, 0.19303, 0.038224, 0.010897, -0.009397, 0.090125, 0.066305, 0.11522, -0.78233, -0.019413, -0.1836, 0.0071517, 0.10123, -0.019532, 0.11848, 0.028677, -0.27497, 0.37916, 0.003473, -0.51219, 0.074535, 0.23639, -0.09546, -0.11316, 0.16049, -0.031368, -0.017049, -0.084404, 0.072479, -0.28262, -0.30187, 0.19949, -0.26118, -0.16258, -0.14517, -0.075921, 0.088281, -0.11579, 0.01269, -0.18572, 0.25072, 0.11384, -0.14655, -0.041406, 0.14187, 0.0035461, -0.080058, 0.52707, -0.27305, -0.048302, -0.23259, -0.032987, -0.21706, 0.12593, 0.17291, 0.1927, 0.1288, 0.081709, 0.12578, 0.089143, -0.17128, -0.089095}
},
{
{-0.092116, -0.045615, 0.04514, -0.12394, 0.030261, 0.034881, -0.04231, 0.074759, 0.040356, -0.092598, -0.11719, 0.064799},
{-0.010337, 0.038015, 0.084105, -0.10502, -0.12051, 0.10798, 0.018296, -0.035582, -0.11001, 0.11052, -0.076838, 0.043185},
{-0.07026, 0.045337, 0.082177, 0.10083, 0.055468, 0.078852, -0.07438, -0.041423, -0.055127, -0.036985, -0.056283, 0.045841},
{0.044716, -0.028069, -0.10457, 0.06167, -0.11158, 0.018202, 0.11859, -0.088776, -0.080895, 0.017973, -0.022843, -0.082879},
{0.10867, -0.088117, 0.032393, -0.12341, 0.0047937, 0.11131, -0.0020398, 0.041714, 0.099311, 0.08605, 0.055573, 0.10523},
{0.0048541, 0.086394, -0.071613, 0.0046196, -0.10866, -0.086147, 0.076228, -0.046325, 0.02354, 0.079329, 0.033235, -0.12405},
{-0.11636, 0.11385, -0.027794, 0.011006, 0.1193, -0.039097, -0.085105, 0.025562, 0.047733, -0.016156, -0.12493, -0.080462},
{0.007425, -0.087962, 0.11189, -0.071044, -0.042736, -0.10087, -0.087687, 0.10521, 0.017335, -0.037711, -0.038392, 0.042068},
{-0.12308, -0.022808, -0.057696, 0.031715, 0.060818, -0.1194, -0.029848, 0.0041329, -0.016374, 0.10478, -0.0019482, 0.0043706},
{-0.10829, 0.016225, -0.053991, 0.05233, -0.082155, 0.089219, -0.018967, -0.058967, -0.07421, 0.061145, -0.045363, -0.0082582},
{0.046693, -0.0028714, 0.070966, -0.054928, 0.10993, 0.043631, 0.037824, 0.083412, -0.056889, 0.069104, -0.0905, -0.10159},
{0.10761, 0.11527, -0.054461, -0.032023, -0.061261, 0.049615, -0.10996, 0.033655, -0.063925, 0.028014, -0.028272, -0.01372},
{0.0067322, -0.075061, -0.12217, -0.047458, -0.094038, -0.077004, 0.099414, -0.010489, -0.0057621, -0.046348, -0.11097, 0.038012},
{0.03848, 0.032317, 0.12081, -0.099051, -0.084979, -0.038532, 0.1003, -0.086032, 0.11536, -0.093519, 0.066383, 0.095588},
{0.050298, 0.037813, 0.079932, 0.06897, -0.098704, -0.089822, -0.082301, 0.041493, -0.070648, -0.091677, 0.11548, -0.074022},
{0.06555, 0.075768, -0.025464, -0.11118, -0.032859, -0.069586, -0.11715, 0.07372, 0.070619, -0.093492, 0.12477, -0.12098},
{-0.11313, -0.005892, -0.08078, -0.084932, -0.043193, 0.021504, 0.0055537, -0.052836, 0.11501, 0.062631, -0.037554, -0.097729},
{-0.042941, -0.074187, -0.085567, -0.050744, 0.019194, -0.11842, -0.0557, -0.044847, 0.01835, -0.010272, -0.07525, 0.015283},
{0.064103, 0.10042, -0.060708, -0.0055489, 0.064561, 0.065586, 0.021715, 0.054789, -0.092739, -0.066331, 0.010706, -0.063626},
{-0.033665, -0.089495, -0.099591, 0.0049971, 0.049948, -0.10567, 0.077974, -0.067026, 0.00046344, 0.045987, -0.074596, -0.11749},
{0.12064, -0.022422, 0.033679, -0.087422, 0.10881, 0.10638, 0.10997, -0.03166, 0.0012647, 0.088559, 0.0034398, 0.096588},
{0.063339, 0.096412, 0.073692, 0.083421, -0.034479, -0.017388, 0.019966, -0.10654, -0.095401, -0.094956, 0.027005, 0.01185},
{-0.10683, -0.08445, 0.063235, 0.019444, -0.011232, 0.082814, 0.095196, 0.016546, 0.042226, 0.11105, 0.074613, -0.003238},
{0.096177, -0.033665, 0.033357, -0.042206, -0.06489, 0.025409, -0.077613, -0.019362, -0.028323, -0.10993, -0.088332, 0.10915},
{-0.015897, -0.091223, 0.024554, 0.12172, -0.019605, 0.0048342, 0.05473, -0.051739, 0.082774, -0.089705, 0.0059461, 0.012227},
{-0.0055671, -0.011173, -0.045306, -0.12459, -0.052558, -0.084645, -0.10678, -0.035619, -0.094139, -0.068128, 0.017907, 0.063334},
{-0.056273, -0.011925, -0.095641, -0.11766, -0.070903, 0.01859, 0.094765, 0.022355, 0.037019, 0.024799, 0.044677, -0.081885},
{-0.083373, 0.10792, 0.0065308, -0.0025871, 0.0068598, 0.0078568, -0.10254, -0.0092353, 0.087174, -0.11157, 0.08616, -0.029893},
{0.099414, -0.071188, 0.021997, 0.05974, 0.090911, 0.041762, -0.020801, 0.11111, -0.098609, 0.078076, -0.041982, 0.11676},
{-0.10986, 0.10223, 0.050747, 0.0090667, 0.052891, 0.012184, 0.043673, -0.11238, -0.034758, -0.11704, 0.061019, -0.049653},
{0.0011307, 0.090215, -0.084578, -0.094373, -0.029295, 0.041991, 0.078262, 0.023982, 0.054801, 0.11862, -0.024304, 0.097613},
{-0.045242, 0.001489, 0.090056, -0.077931, -0.010059, 0.017896, 0.06734, 0.091043, 0.020242, 0.04277, 0.013863, -0.062411},
{-0.0015058, 0.07939, 0.014209, 0.028531, 0.073838, -0.014672, 0.099131, -0.098855, -0.085711, -0.065446, 0.028625, 0.084889},
{-0.10232, -0.0094388, -0.045998, -0.093517, -0.12419, 0.00056868, -0.0033823, 0.083344, -0.082723, 0.022427, 0.028482, 0.05212},
{-0.10656, 0.033185, 0.0071371, 0.11351, 0.041172, -0.11709, -0.030629, 0.039648, 0.042838, -0.068059, -0.11508, 0.006575},
{-0.028964, 0.081174, 0.02203, 0.084525, -0.078294, 0.0055159, 0.046894, -0.12027, 0.096628, -0.013047, -0.039128, -0.10212},
{0.10345, 0.050552, -0.017288, -0.060246, -0.09149, -0.11624, -0.10579, -0.07633, -0.039538, 0.10825, -0.082152, 0.070533},
{-0.0088885, 0.1136, -0.032443, -0.018916, 0.11151, -0.098205, -0.0055898, 0.0057681, 0.04991, 0.0033747, -0.019039, -0.048035},
{-0.11248, -0.052671, -0.013284, 0.099479, 0.0265, 0.012957, -0.065495, 0.054949, 0.072996, 0.089878, 0.057593, 0.064157},
{0.067551, 0.0036087, -0.028042, 0.065154, -0.038127, 0.027778, 0.11897, 0.08427, -0.054445, 0.027367, -0.033589, 0.036336},
{-0.093659, -0.021493, -0.10543, -0.012037, 0.0024146, 0.068008, 0.0453, 0.039972, -0.08251, 0.031001, -0.10335, -0.086442},
{0.047114, 0.094141, -0.061519, 0.041376, 0.083585, -0.0033297, -0.0344, 0.035757, -0.1067, 0.036097, -0.020459, -0.0112},
{0.032386, 0.057437, 0.044059, -0.072609, -0.042641, 0.049249, 0.073569, 0.008719, 0.062543, -0.1185, -0.043684, -0.084393},
{0.056353, 0.053911, 0.057152, 0.011744, 0.032941, -0.0032876, -0.10662, -0.044143, -0.08385, -0.073063, 0.015996, -0.022736},
{0.097143, 0.051634, 0.11119, -0.081006, -0.11464, 0.052613, -0.0040318, -0.014407, 0.068301, 0.015081, 0.0079651, -0.083179},
{-0.04842, -0.12023, 0.11004, -0.017023, 0.066766, -0.055838, -8.5667e-05, -0.055833, -0.016518, -0.094827, -0.10994, 0.12136},
{0.0033184, 0.0062469, -0.0098915, 0.046854, 0.0048258, -0.054974, 0.10821, -0.095691, 0.10733, -0.090571, -0.097467, -0.041608},
{0.086495, -0.1087, 0.040339, 0.084052, -0.069871, 0.0076224, -0.088451, 0.084094, -0.058428, 0.01065, 0.012379, -0.036418},
{0.085378, -0.0027642, 0.02641, 0.11834, -0.10275, -0.066149, -0.10492, -0.041768, 0.073195, 0.09665, -0.093191, -0.044462},
{-0.021151, 0.045512, -0.087402, -0.10491, 0.051615, 0.024369, -0.022956, 0.0089891, -0.071521, -0.034352, -0.11016, 0.035344},
{-0.0080207, 0.10416, -0.039046, 0.067359, -0.059555, 0.10506, 0.11579, 0.10747, -0.029843, -0.050197, 0.10449, -0.11558},
{-0.080418, 0.097505, 0.0057019, -0.062461, -0.030408, 0.080294, -0.07548, -0.064193, 0.10713, 0.10325, 0.089628, -0.10545},
{0.017914, -0.090201, -0.12126, 0.067279, -0.066848, -0.067433, -0.075923, 0.024181, 0.029141, 0.11757, 0.012326, -0.0022195},
{-0.11674, 0.12234, 0.035745, 0.062313, -0.0076254, 0.09988, 0.01892, -0.063257, -0.035916, 0.074468, 0.086581, -0.06182},
{-0.00037997, -0.013494, 0.10446, 0.045416, 0.11931, 0.037879, 0.021419, -0.075956, -0.075525, -0.01282, 0.041086, 0.039654},
{0.062073, 0.0036649, 0.11752, -0.11591, -0.11644, 0.10898, -0.032949, 0.083999, 0.072785, 0.048482, 0.1183, -0.12458},
{0.097684, -0.015069, 0.085994, -0.069583, -0.11709, 0.089691, 0.025033, 0.030811, -0.12044, -0.0079477, -0.085163, -0.099783},
{0.08551, 0.076662, -0.011062, 0.038155, 0.022897, 0.11311, -0.087803, 0.042912, -0.096368, -0.024611, -0.054167, 0.11388},
{-0.071812, -0.07212, -0.11948, -0.032134, -0.042605, -0.094263, 0.12385, 0.092821, 0.038657, -0.0081978, 0.024489, -0.083648},
{-0.092393, -0.086599, 0.051737, -0.066577, 0.0091321, 0.050618, -0.024315, -0.096098, -0.029397, 0.0043989, -0.10928, -0.095889},
{-0.056353, 0.029088, -0.01584, -0.083518, -0.024105, -0.098065, 0.079882, 0.044016, -0.042177, 0.099817, 0.11235, 0.11524},
{-0.021427, -0.12478, 0.062928, -0.085061, 0.11673, -0.10003, -0.031438, -0.011363, 0.10359, -0.090751, -0.054442, -0.069902},
{0.052455, 0.056834, 0.04892, 0.040498, 0.091879, -0.038856, -0.0050553, -0.11693, -0.026637, 0.047284, -0.017294, -0.061359},
{-0.065022, -0.020569, 0.063466, 0.11229, -0.087902, 0.064405, 0.036624, 0.088771, 0.082888, -0.02268, -0.075342, -0.064247}
}
};
vector<vector<double>> layerBiasesP1 =
{
{-0.050486, 0.90387, 0.50384, 0.7536, -1.2337, -0.094966, 1.191, -1.0519, 1.2225, -0.046946, -0.03349, 0.0027282, 1.0277, 0.044049, -0.42299, 0.11195, -0.019963, 0.055985, -0.43646, 0.36234, 0.093658, 0.16491, -0.3036, 0.69137, -0.073501, 0.05337, -1.0066, 0.14061, 0.075172, 1.8646, -0.0074168, 2.9798, -1.4128, -1.3994, 0.38595, -0.13414, -0.34361, 0.27684, -2.4869, -0.32135, -0.32218, 0.39047, 1.7169, 0.8487, 0.84074, 0.072291, 1.2035, -0.24164, 0.047825, 1.4865, 3.3973, 0.061778, 1.1836, 0.19688, 0.092605, -0.19057, -0.034889, 2.2982, 1.5588, 0.031556, 0.031805, 2.3971, 0.099887, 0.02879},
{0.83578, -0.34791, -0.11435, 1.0032, -0.33568, -0.0065277, 1.0054, 0.66085, -1.4688, 0.63117, 0.48613, -0.059615, 0.38262, 0.30829, -0.37291, 1.0089, 1.3148, -1.1011, -0.34836, -0.67614, 1.0341, -0.85085, -0.41856, -0.097894, 0.47694, 0.44712, -0.36522, 0.22065, -0.93198, -0.21181, -1.12, 0.34849, -0.2981, -0.72135, 0.057633, 0.29109, 0.13836, 0.061575, -0.9224, 0.35798, -0.9448, -0.39024, -0.012133, -0.43692, 1.6083, -0.52076, -0.18785, 1.154, -0.22234, -0.65451, 1.1132, 0.17093, 0.69511, 0.12664, 0.16214, -0.18901, 0.24208, -0.29556, -1.2395, 0.99215, -0.19626, -0.19345, -0.39529, -0.060891},
{0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0}
};
vector<int> layerSizesP2 = {36, 48, 48, 12};
vector<vector<vector<double>>> layerWeightsP2 =
{
{
{-1.5976, 0.15274, -0.61657, -0.51124, -1.4367, 4.6172, -0.40026, -0.84886, 2.1982, 0.22407, -1.9483, -0.12851, -2.5249, -1.7965, -1.711, 0.25191, -0.79573, 0.65434, 1.6602, -2.5557, -7.2872, -1.5332, -2.9993, 3.0317, -2.9096, -5.5357, 1.4929, -0.72544, -0.49032, -6.1498, 0.18302, 0.92776, 2.3906, -3.07, 1.0864, -1.8792, 2.9166, -1.7296, 0.20466, 1.6517, 0.72073, 4.3383, 1.2731, 1.4094, 0.48097, 1.926, -1.9777, 0.83601},
{-0.45877, -0.27813, -1.0855, -0.61588, -1.8636, 4.2311, -1.2857, -2.5576, 1.0954, 1.5317, -2.4106, -0.67679, -2.7431, -3.7642, 1.4404, 0.29878, -0.017375, 2.2029, 0.49888, -3.9266, -5.1929, 0.10619, 1.376, 1.5739, 0.074789, -4.5779, 2.1055, -0.12616, -0.64829, -3.6326, 1.3573, 2.1502, 1.3286, 1.9492, 1.6161, -3.0928, 2.9829, -3.1123, 1.5561, 1.4742, -0.75417, -0.7397, 1.6277, 4.371, 1.0556, 1.6839, -0.74716, -1.3044},
{0.76486, 1.6323, -0.87949, -1.7551, -0.30471, 2.5337, -1.8955, -0.89418, 2.5697, -0.094252, -2.0452, -0.56081, 0.36031, 0.46496, 3.8543, 0.1472, -0.49535, 1.7345, -1.1701, -1.8149, -3.4907, 0.47667, 2.7212, 0.20909, 0.69045, -0.16776, 2.9682, 1.0103, 0.7806, -0.64899, 1.0302, 1.4224, 1.7249, 4.3898, 2.8884, -2.0832, 2.9705, -0.11593, -1.3231, 1.7639, 1.3946, -3.8801, 1.3453, 1.7664, -2.1935, 1.4821, -0.20769, 0.027507},
{0.4013, 0.14536, -1.1899, 0.098255, 1.0547, -0.99082, -1.3701, 0.94565, 2.9014, -0.80297, -1.3381, -2.1079, -0.052868, -0.50604, 0.38719, -0.16278, 0.5129, -1.1803, 0.74231, -2.5401, -10.318, -0.39811, 4.9296, -0.19486, 3.2763, 0.10196, 2.9664, 0.081946, 2.5799, 3.4603, -1.6417, 1.7481, 0.58349, 0.5303, 0.58439, -2.1225, 1.7448, -2.0408, 0.57497, -0.36923, 1.3861, -4.5725, 1.7233, -0.32973, -3.1839, 0.90731, 2.6646, 1.4674},
{1.9404, 0.51224, -1.1174, 2.3875, 4.2188, 1.4443, 0.71021, -2.5961, 2.7195, 1.9218, -2.0767, 4.046, 0.53913, 2.1686, -5.7127, -1.8433, 3.2004, -0.29257, 1.3313, -0.35053, -1.8926, 0.031607, 1.8095, -0.57924, 0.66811, 0.0033908, 1.1454, 2.3522, 1.2305, 1.8505, 0.34306, 2.3093, 0.81083, -5.7562, 3.447, -1.7743, -1.1959, 1.1184, -0.48251, -0.3126, 0.10088, 0.23519, 1.5804, 0.22517, -4.1102, 0.71737, -0.73208, -2.3393},
{-0.26825, 1.1733, -2.6803, 3.672, 3.817, -0.99395, 0.10806, -0.74631, 4.9138, 1.7065, 1.3056, 0.31695, 0.5412, 1.234, -2.421, -1.7155, 2.1732, 0.23728, 1.6364, 1.3314, -0.67346, -2.0809, -2.2168, 0.042205, -1.1775, 0.62709, -0.63541, 1.0087, -0.43714, -1.5306, -2.6352, 1.9927, -0.90624, -0.82022, 0.307, -0.87739, -0.62425, 1.8627, -1.834, -2.128, -1.0511, 0.057593, 0.18952, 0.077813, -1.1045, 1.8621, 1.4523, 2.4831},
{-1.5515, -1.6392, -1.25, 1.7507, 3.9262, -3.2648, -2.3177, 0.71429, 4.208, 0.76259, -0.65869, 1.3919, -0.21352, 2.1896, -3.8329, -1.2321, -0.30653, -0.70305, 1.8799, 4.3642, 0.57196, -3.665, -4.1122, -0.34317, -1.2325, 0.65042, -4.5415, -0.52444, -0.31686, -2.8635, -2.3253, 2.6615, -1.7496, 1.4797, -0.64679, 1.092, -0.18018, 4.6651, -2.1729, 0.062936, -0.59538, 1.994, -2.0162, -1.4191, -1.3102, -0.13111, 1.3654, 5.2588},
{-1.3916, -1.6399, 0.23576, 3.3284, 4.2775, -0.76422, -0.81203, -1.7697, 1.2948, -0.28266, 0.040825, 1.8584, -1.5211, 3.5429, -1.8986, -2.5372, 0.20536, -2.1261, 1.9729, 4.7625, 0.00075478, -0.15474, 0.50906, 2.0952, 2.6819, 1.7359, -2.0207, -1.1779, 0.72541, 2.48, -0.87624, 1.162, -2.2556, 0.021712, 0.49826, 1.7667, 0.10447, 5.5267, -1.3048, 1.7538, 0.11576, 1.038, -1.4471, -0.53648, -2.407, -0.26415, 0.31375, -1.1465},
{-1.1059, -3.1433, 3.6673, 2.0978, 3.9951, -1.4849, 1.2508, 1.1478, 0.90904, -2.1442, 1.2133, 1.4407, 0.49944, 2.368, -0.75509, -3.0778, -0.06807, -2.5858, -1.4641, 2.296, 0.48725, -1.0013, -0.32736, -1.2099, 0.34605, 0.66808, -2.6684, -0.80844, 0.32853, 5.8972, 0.012975, 1.2667, -1.7139, 0.0047837, -0.99609, 2.9951, -0.73545, 2.8102, -1.2193, 0.19591, 1.7353, 1.3886, -0.56403, -2.1901, -0.93355, -1.5628, 0.29209, 0.25462},
{-2.375, -2.5361, 1.1471, 0.653, 1.8092, -1.1911, 0.71287, 4.885, -0.031582, -1.4924, 0.19174, 0.87893, 0.32866, 0.50368, 0.56932, -2.4733, -0.12795, -2.0999, -1.2201, 1.9728, -3.6389, -3.0294, -3.614, 0.84748, -1.961, 0.096392, -2.2701, 0.067579, -1.0691, 1.3576, 0.12493, 0.97619, -1.39, -0.089312, -0.68073, 2.0751, 0.99816, 1.4056, -2.0976, -3.1643, 2.0711, -1.4652, -1.1593, -1.225, 1.1274, -1.0951, -0.53465, 1.0966},
{-1.0671, -0.24541, 0.1619, 1.9369, -0.84456, 1.317, 1.2567, 1.9506, 0.3191, 0.21507, 2.232, -0.08964, 0.2076, 1.3566, 1.5132, -1.4063, 0.44283, -0.97336, -3.8914, 1.4849, 3.0958, -1.5584, -3.5773, 2.0418, -4.4703, 1.7994, -1.4888, -0.22267, -1.6992, 0.1738, 0.84122, 0.27121, 2.4272, 0.83563, -1.2409, 1.3426, 0.36073, -0.2472, -2.5787, -7.596, 0.38936, -0.37119, 0.82689, -0.13173, -0.37216, -0.87406, 0.97715, -7.9149},
{0.045485, 0.27977, 0.50303, -0.063112, -2.768, 4.0406, 0.5041, -0.38124, -1.433, -1.0867, -0.33778, 0.95186, -1.3856, 0.93517, -3.1893, -1.6017, 0.31567, -0.43676, -1.8148, -0.21791, -1.6325, -1.7714, 0.13676, 0.55359, -3.7841, 0.56918, -2.084, 0.078204, -1.3719, -0.35371, 1.0106, -2.0803, 1.4451, -5.2943, -0.072842, -0.16149, -0.58363, 1.5709, -1.4113, -6.3226, 0.038487, 2.5902, 1.2714, 0.35642, 2.7091, -1.2851, -0.38614, -6.349},
{2.7226, 1.4936, -0.77802, 1.1767, -2.5172, 4.3578, -1.7358, -0.77067, -1.4165, 0.58149, 1.3689, 0.90454, -0.62024, -0.32902, -1.5192, -0.64443, -0.17683, 2.3019, -0.6085, -1.0933, 0.31365, -0.84006, -0.55817, -0.36104, -1.5118, 1.8495, 0.062911, 3.0413, -0.92935, 2.3569, 2.8851, 0.29207, 0.43166, -0.42067, -1.0747, -1.0098, 0.3306, 1.5689, -0.95851, -2.5182, -0.59995, 0.49862, -0.54117, -0.61881, 3.4223, -0.39142, -3.5946, -2.7036},
{-0.6111, -1.2929, 3.3676, -0.58398, -1.5349, 1.1666, 1.1618, -3.8783, -4.4114, -2.6016, 1.032, -2.2252, -3.9112, -3.5808, 1.0663, -1.714, 0.018899, 2.3658, -0.33891, -1.966, 7.236, -0.27292, 3.3624, 0.14233, -0.070172, -0.71623, 1.2676, -1.41, 0.91341, -3.8456, -0.36663, -2.3056, -0.96558, 7.8718, -0.48014, -0.69157, -2.3357, -0.45738, 2.0884, -1.5079, 1.4654, -0.30613, 0.48454, 0.38199, 3.6172, -2.6331, -1.7338, -4.724},
{-2.2277, -1.7877, -0.6178, -1.6038, -0.41368, 3.8137, 2.7483, -0.79625, -0.64284, -2.382, 2.2966, -3.4654, -1.4712, -4.7771, 2.1835, -1.1683, 0.44558, 1.2858, -3.0681, -0.76815, 0.9684, -1.4256, -2.4782, -1.0557, -2.0414, -1.7635, 2.0047, -1.1591, 0.062415, 1.4822, 0.53287, -0.87291, 2.1203, 4.4654, 0.086562, 1.9974, -2.2508, -0.64189, 1.7258, -2.188, 0.96796, -0.80665, 0.98576, -0.63425, 3.6203, 0.30279, -3.2986, -6.7289},
{-2.2503, -1.0275, -4.2406, -1.3208, -2.676, -1.3049, -0.86982, 0.75557, 2.6018, -2.0711, 4.1391, -3.8163, -1.1351, -8.0726, 3.3203, 2.2171, -0.69363, 2.7392, -2.2331, -2.9138, 0.66573, -2.6234, -4.5841, -0.63249, -1.2965, -2.5501, 0.9636, -0.10874, 0.20613, 2.8459, 0.21981, 3.8563, 0.43433, 1.7793, -3.6707, 2.1602, 0.91363, 1.4511, 3.6489, 1.4171, 0.24865, 1.4703, 2.4274, 1.8542, 3.0213, 2.5563, 0.3925, -2.913},
{-0.78932, -0.43714, -2.195, -3.9758, -2.2505, -2.6057, -0.55278, -0.19202, -0.9086, 0.62556, 3.9823, -2.2663, 1.9399, -2.8929, -0.54269, 3.4314, 0.073734, 2.7508, -1.936, -2.2218, 6.8431, -0.99475, -0.91057, -0.093805, -1.3741, 0.50013, -1.9945, -0.27107, -1.7814, -1.0739, -2.2637, 2.1963, 0.7955, -1.8903, -3.0308, 0.73668, 2.6323, 1.9772, 1.7049, 1.0537, -1.446, 0.46379, 0.48633, 1.4535, -1.2417, 2.6246, -1.2885, 0.44079},
{0.65539, -1.6984, 2.3382, -0.94766, -1.1611, 0.039639, 1.7109, -2.2, -4.9687, 1.149, 4.3869, 0.29103, 0.43814, 0.71581, 1.2855, -0.68282, 0.40951, 3.4936, -0.82516, -3.477, 3.5176, 1.3037, 5.4227, 1.1107, 0.76663, 2.377, 0.64155, -1.8191, -0.53934, -4.5328, -3.0134, -0.92601, -1.5135, -4.0356, 1.433, 0.89707, -0.94417, 4.4602, 1.5547, 0.92734, -2.4801, 0.15195, -0.5668, 0.83967, -0.77549, -0.80674, -1.1302, 0.55138},
{1.6367, 0.043782, -1.1253, -2.2811, 0.11033, -0.8407, 0.45155, -5.4843, -3.6469, 2.2365, 1.6656, 3.6279, -0.34413, 0.95621, 0.17297, -1.7335, -0.86249, 2.3092, 1.9744, -4.5554, 1.2227, 3.1694, 4.694, 2.5547, 0.064228, 1.6755, 0.69731, -0.80405, 0.50576, -2.6031, -1.7394, 0.54303, -1.1515, -3.7714, 2.7767, -0.63554, -0.96691, 3.2385, 1.6674, 5.489, -3.0539, 0.68437, -0.33312, 0.21806, -1.9747, -1.3761, -2.1518, 0.20843},
{1.6137, -0.4692, 4.0905, -0.17426, -2.1723, 3.6143, 0.23611, -6.1326, -5.8152, 3.5621, 0.48367, 7.2996, -0.74846, 2.1012, -0.81797, -1.4776, 0.73874, 4.0868, 6.1056, -2.0991, 8.245, 3.9515, 6.6783, -1.8033, 1.9771, 1.0601, -0.026883, 0.72406, 1.4447, -4.6058, -0.84116, -2.7215, -1.368, -6.1508, 4.189, -0.39802, -1.479, 0.22657, 3.1337, -1.8894, -1.2549, 2.9254, -2.4034, 2.5047, -0.63799, -2.3369, -4.1439, -1.3212},
{2.4337, -0.70816, 4.9263, 3.0678, -3.792, 5.3452, 1.0947, -4.2449, -4.0026, 3.3248, 2.5387, 4.6343, -0.30944, 1.3788, 0.94584, -1.739, 1.082, 1.6506, 3.983, 0.17443, 5.0383, 1.1164, 3.565, -4.3162, 1.319, -1.9854, 3.9558, 0.62902, 0.61679, -2.6264, 1.9284, -4.8248, -1.508, 2.7122, 1.8652, 1.0937, -3.7054, 0.74879, 2.281, 0.93866, 0.092119, 2.7858, -1.1609, 1.3123, 6.0377, -3.2998, -5.4836, 2.9942},
{1.7063, 0.14484, 4.1295, 2.1359, -2.2901, 2.5576, -0.35843, -1.6222, -5.784, 1.8873, -1.6329, 2.0046, 0.10086, -0.63601, -2.0449, -0.2162, -0.13078, 1.0504, 2.4907, 2.8873, -0.60622, 0.63419, 2.0714, -4.2586, 4.186, -0.40635, 2.6443, 0.93996, 0.83129, -4.3396, 0.94986, -2.3993, -2.127, 0.19059, 2.1508, 0.3966, -2.2596, 2.8378, 0.3621, 0.55256, 1.3259, -1.8577, -0.67843, -1.1166, 4.3034, -0.073793, -5.0432, 2.9103},
{-1.2952, 0.6871, 3.6463, -0.3335, -4.0844, 0.39053, -0.17437, 1.0222, -6.0461, 1.1262, -2.1865, 2.1452, -0.44764, -1.2924, -2.9655, 0.48803, 1.117, -0.59736, 2.6955, 0.86725, 3.3696, 0.52303, 0.43726, -2.839, 3.327, -2.4333, 0.18339, 1.3544, 0.074842, -1.7922, 0.15511, -1.8089, -2.3628, -2.076, 3.3321, -2.5825, 1.2334, -0.6768, 1.3771, -0.41061, 1.5006, -1.716, -0.13757, 1.577, 2.3121, 2.0815, -0.83543, 4.5038},
{-1.192, -1.4098, 0.97873, -0.081712, -0.52651, -1.8883, 2.197, 2.6474, -0.68762, -3.4026, 2.3637, -3.4245, -0.016544, -2.4316, 0.55366, 0.20614, -0.28726, -1.9656, -1.9084, 0.63244, -3.2984, -0.1447, -0.87482, -0.44819, 0.67892, -2.9989, 1.2366, -2.3467, -0.40288, 0.83064, -1.6404, -0.90241, -2.2601, 3.2785, -1.3668, -0.92011, -1.3454, -4.0955, 0.84634, -1.4456, 2.3591, -0.0094989, 1.7145, -1.1154, 1.3683, 0.23779, 1.0367, 4.5525},
{-1.2122, -0.85348, 0.12969, -0.17307, -0.73221, -1.8782, 1.6028, 3.1862, -0.45919, -3.0511, 1.3958, -3.3776, 0.047599, -2.1117, 0.99965, 0.68367, -0.3887, -2.3311, -1.3395, 0.80345, -3.0577, 0.2, -1.0781, -0.1941, 1.1488, -2.3718, 1.068, -1.8161, -0.24947, 1.0176, -1.2768, -0.56415, -1.6273, 3.5527, -1.3923, -1.3128, -0.43507, -3.5932, 0.55758, -0.96889, 1.8425, -0.94328, 1.398, -0.75743, 0.68795, 0.48683, 1.6175, 3.3004},
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{0.15154, 0.66172, -0.88594, -0.16262, -0.78551, -1.821, 1.167, -0.77692, 0.26646, 0.44501, -0.10501, 1.1593, -0.4907, 0.51273, -0.10416, 0.39647, 1.6152, 2.1876, -0.06077, 0.61645, 0.26583, -1.1445, -0.88012, -0.036151, 0.50956, -1.0569, 0.5161, -1.268, -0.13497, -0.38699, -0.035092, 0.7917, -1.5614, 0.022767, -1.8601, -0.099069, 0.99119, 0.40403, 0.45179, -2.7929, 1.6492, -0.2774, 1.4438, -0.53203, 0.083145, -0.68491, -0.57768, -0.68492},
{-0.62365, 1.4606, -2.43, -2.6219, 0.06489, -0.59406, -1.6863, -0.7078, 0.071537, 2.9536, -0.22685, 0.35574, 0.3273, 0.43418, -0.06907, 0.061588, 0.75394, 0.87064, -1.219, -0.15809, 1.6887, 0.50313, -0.30143, 2.9021, -0.22559, -1.3957, -3.0088, -2.5328, 1.1535, -0.044296, 0.66676, 1.5332, -2.7782, -0.42081, 1.1177, -0.20786, 0.18483, 0.85159, 0.25557, -0.12258, -1.228, 0.58517, -1.3697, 0.28243, 0.33765, -0.64127, 2.1337, 1.1612},
{0.55257, 0.84241, -3.2093, 3.5511, -1.0937, 1.76, -0.10086, -1.8315, 0.65333, 1.5169, -1.5894, 2.3569, 0.64656, 0.3893, 0.13468, 0.39045, -0.93587, 0.81973, 1.2214, 1.1249, -0.071102, -1.0816, -0.79071, 2.8528, -0.1403, 2.5284, -2.6246, 3.6342, -1.0411, -0.49684, -0.051176, 1.5422, 0.20215, 0.054118, 1.5156, -0.70782, -1.0067, 1.1999, -1.726, -0.26602, -0.2933, -0.36932, -1.897, -0.86607, 1.5423, -0.65062, 1.2804, -1.6065}
},
{
{-0.10637, 0.098586, 0.091672, -0.093277, -0.14311, 0.13664, 0.085261, 0.024831, -0.048856, -0.12115, -0.11415, 0.13281},
{-0.011937, -0.024423, -0.010899, -0.098804, -0.12127, -0.12114, -0.14341, -0.13673, 0.021126, -0.026507, 0.096238, 0.021189},
{-0.081129, -0.0092615, 0.038318, -0.070099, 0.11642, 0.07778, 0.047542, 0.075732, -0.085886, 0.1337, 0.045782, -0.10709},
{0.051634, -0.092859, 0.093732, -0.115, 0.07121, -0.072124, -0.090406, -0.12202, 0.13693, -0.087157, -0.13888, 0.00053513},
{0.12549, 0.020685, 0.058372, 0.03889, -0.14251, 0.077687, -0.10564, 0.12283, -0.0023554, -0.087668, -0.088139, 0.0014604},
{0.005605, -0.1348, 0.13118, 0.085093, 0.0053343, 0.071953, 0.12876, -0.020079, 0.088021, 0.021847, 0.0066604, -0.11016},
{-0.13436, -0.00043875, -0.060819, 0.073018, 0.012708, 0.052442, 0.0306, 0.095625, -0.098271, 0.024732, 0.063449, 0.048759},
{0.0085737, 0.071676, 0.0041669, 0.038518, -0.082034, -0.13384, -0.044025, 0.02934, -0.10125, -0.038047, 0.097307, -0.032705},
{-0.14212, 0.1128, -0.024818, 0.028353, 0.036622, -0.080348, 0.0027881, 0.005582, -0.034465, 0.028906, 0.046156, 0.095579},
{-0.12504, 0.098738, 0.10871, -0.052314, 0.060425, 0.044058, 0.096515, -0.09774, -0.021901, -0.10139, 0.041288, -0.1087},
{0.053917, -0.082921, 0.066322, -0.11044, -0.063425, -0.037105, -0.049238, 0.021466, 0.043675, 0.14301, 0.010068, 0.042746},
{0.12426, -0.10669, 0.062251, 0.0075411, -0.036976, -0.076877, 0.038037, 0.0090723, -0.12698, -0.028077, -0.050972, 0.10066},
{0.0077737, -0.065071, 0.059622, 0.0254, -0.0548, -0.096438, -0.13238, 0.048223, 0.11479, 0.09224, -0.016636, -0.11386},
{0.044433, -0.024741, -0.13883, 0.058598, -0.11437, -0.098219, 0.077095, 0.014069, 0.11582, -0.036301, -0.064471, -0.040135},
{0.058079, 0.06057, 0.0072132, -0.097662, 0.07964, 0.046763, 0.0055724, 0.048487, -0.095033, -0.0058374, -0.11049, 0.063279},
{0.07569, -0.075081, -0.12552, 0.10399, -0.12838, 0.12966, -0.08068, 0.020664, -0.13527, 0.04229, 0.097103, 0.023374},
{-0.13064, -0.052672, -0.0031918, 0.016407, -0.09807, 0.034943, -0.11865, -0.016941, 0.0064128, 0.086324, -0.048229, -0.098971},
{-0.049585, 0.043896, 0.052553, -0.053114, -0.058595, -0.13916, 0.0596, 0.00065666, -0.064317, -0.041087, 0.01038, -0.09552},
{0.074019, 0.05235, 0.12027, 0.0082412, -0.0064073, 0.064049, -0.068769, -0.1352, 0.025075, -0.047832, 0.1241, 0.049465},
{-0.038873, -0.032411, 0.11259, 0.025438, 0.0057702, -0.12884, -0.035113, 0.0063692, 0.090036, -0.10251, -0.074124, 0.11158},
{0.1393, -0.10175, -0.10416, -0.019963, -0.10095, 0.0055353, -0.07719, -0.13422, 0.12698, 0.048167, 0.027922, -0.045655},
{0.073138, 0.099759, 0.14127, -0.037462, 0.096326, -0.12547, -0.008805, -0.1134, 0.023054, -0.053492, -0.073042, 0.057631},
{-0.12335, 0.13147, -0.015582, -0.015338, 0.022452, 0.13775, 0.13777, 0.014962, 0.10992, 0.029517, -0.087706, 0.084288},
{0.11106, -0.10157, 0.0042318, -0.03238, -0.048736, -0.049347, -0.13445, 0.032075, -0.08962, 0.12148, 0.096994, -0.062868},
{-0.018356, -0.026337, -0.0174, -0.12174, 0.14055, 0.070227, -0.1352, 0.078528, 0.063197, 0.0047722, 0.035577, -0.095274},
{-0.0064283, 0.018735, 0.088522, -0.071037, -0.14386, -0.094865, 0.026439, -0.0038448, -0.1233, -0.068089, 0.049551, -0.12321},
{-0.064979, -0.0033156, -0.083277, 0.050875, -0.13586, 0.12694, -0.049196, 0.056868, 0.10943, 0.096316, 0.10718, 0.072218},
{-0.096271, 0.13311, -0.099996, 0.065994, -0.0029873, -0.070738, 0.010545, -0.0037962, -0.1184, 0.038861, -0.11096, -0.096822},
{0.11479, -0.086673, 0.033587, 0.12839, 0.068981, -0.10859, -0.027834, 0.060752, -0.024019, -0.012111, 0.050826, 0.078867},
{-0.12685, 0.037317, -0.14408, 0.12706, 0.010469, -0.098126, 0.13479, -0.064476, 0.050429, -0.099341, -0.013121, -0.019073},
{0.0013056, 0.043663, 0.065626, -0.011422, -0.10897, -0.11397, 0.10609, -0.063479, 0.090369, 0.047912, -0.13502, 0.12393},
{-0.052241, 0.08749, -0.023751, 0.046579, -0.089987, -0.037943, -0.1015, 0.0088016, 0.077758, 0.085125, 0.1025, -0.067467},
{-0.0017388, -0.0068036, 0.052124, 0.030496, 0.032945, -0.049875, 0.040277, -0.076383, 0.11447, -0.06101, 0.046599, 0.084518},
{-0.11815, -0.085664, 0.097116, -0.10092, -0.10798, 0.022163, 0.12468, 0.028139, -0.0039056, -0.051785, -0.12703, -0.082585},
{-0.12305, 0.11595, 0.09489, -0.045086, 0.13107, 0.074549, 0.09105, 0.12132, -0.035367, 0.063265, -0.063655, -0.03446},
{-0.033445, -0.10334, -0.12074, 0.006584, 0.097602, 0.057675, 0.021017, 0.092716, 0.054149, -0.077395, -0.093409, 0.12371},
{0.11946, -0.02589, 0.037404, -0.14002, -0.069567, 0.12564, 0.12853, -0.077864, -0.12216, -0.036558, 0.11467, 0.033649},
{-0.010264, 0.11133, -0.082692, 0.041274, -0.021842, -0.039813, -0.099473, 0.11533, -0.0064546, -0.12302, 0.027181, -0.041473},
{-0.12988, -0.097515, -0.032094, 0.12062, 0.11487, -0.012969, -0.045145, 0.043738, -0.075627, 0.019105, 0.055117, -0.087209},
{0.078001, -0.038873, 0.1292, 0.1357, 0.075234, -0.074928, -0.11647, 0.12584, 0.13737, -0.022357, 0.020017, 0.084045},
{-0.10815, -0.10533, -0.066622, 0.099297, -0.013899, -0.022638, -0.13787, 0.10357, 0.052308, -0.059743, -0.018907, -0.13907},
{0.054402, -0.012902, -0.062344, -0.012773, 0.047777, -0.060689, 0.10302, 0.13061, -0.039722, -0.041129, -0.085691, -0.11128},
{0.037396, -0.01377, 0.081945, -0.13796, -0.083842, -0.081872, 0.050381, -0.10885, 0.084951, 0.025813, -0.06569, 0.044637},
{0.065071, 0.12461, -0.062886, 0.059741, 0.01356, 0.007921, 0.057291, 0.058448, -0.12312, -0.010664, -0.073814, -0.033944},
{0.11217, -0.082201, -0.14107, -0.018291, -0.093538, 0.10497, -0.088917, -0.11324, -0.0046555, 0.1283, -0.0066535, -0.048702},
{-0.05591, 0.11805, 0.1395, 0.072662, -0.019656, 0.061073, -0.044493, -0.11551, -9.892e-05, -0.12976, 0.13321, 0.11962},
{0.0038318, 0.10417, 0.092297, 0.056488, 0.054102, -0.033827, -0.10372, -0.044867, 0.12495, 0.027692, -0.081577, -0.030758},
{0.099876, 0.0017193, -0.029403, 0.073284, 0.097054, -0.011615, -0.080351, 0.074369, -0.10213, 0.10513, 0.081543, 0.095711}
}
};
vector<vector<double>> layerBiasesP2 =
{
{-0.30422, -2.4404, 1.3732, 0.81289, 0.67914, 0.077074, -0.25246, -1.5903, -0.93704, -0.74217, -0.33933, -0.11321, -0.98745, 0.26192, 0.76435, 1.4748, -0.25617, -1.445, -0.9746, 0.58626, 2.6402, 0.14285, 0.40025, 0.71942, -0.94645, -0.40172, -1.582, 0.028364, -0.72493, -1.0965, 0.56334, 0.22565, 0.16317, -1.7664, -0.83962, 3.8263, -2.108, -8.1503, -0.43282, -1.3828, -0.63062, -3.4589, 0.32538, 0.26504, -0.15386, -1.0714, -0.36704, -2.5086},
{-2.3287, -4.6622, 0.34342, 1.8155, 2.5464, 2.6872, -5.2467, -0.67772, -2.1359, 0.80623, -3.0556, 1.794, 2.1414, 3.8255, 2.1674, -1.183, -1.1901, -2.1928, 0.93904, -0.7692, -0.9787, 1.5546, -0.72423, -0.81208, -1.3494, 0.93633, -2.1494, 1.1949, -1.0322, -1.1801, -0.0472, 0.82987, -1.9744, -2.676, 2.9072, -3.198, 2.0168, 2.0683, -1.6296, 2.2531, -2.4018, 1.8326, -2.8658, 2.5714, 2.6066, 1.016, 2.0883, 0.91621},
{0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0}
};
double activation_function_P1(double weightedInput){
if(weightedInput > 1) return 0.1*weightedInput + 0.9;
else if(weightedInput < -1) return 0.1*weightedInput - 0.9;
else return weightedInput;
}
double activation_function_P2(double weightedInput){
return ((double)2 / ((double)1+exp(-2*weightedInput))) - 1;
}
double to_celcius(double val){
return val * 40.0;
}
double from_celcius(double val){
return val / 40.0;
}
class Layer{
public:
int nodesIn;
int nodesOut;
vector<vector<double>> weights;
vector<double> biases;
bool P1;
Layer(){}
Layer(int _nodesIn, int _nodesOut, vector<vector<double>> we, vector<double> bi, bool isP1){
nodesIn = _nodesIn;
nodesOut = _nodesOut;
weights = we;
biases = bi;
P1 = isP1;
}
vector<double> calculate_outputs(vector<double> inputs){
vector<double> outputs(nodesOut);
for(int outI = 0; outI < nodesOut; outI++){
double weight = biases[outI];
for(int inI = 0; inI < nodesIn; inI++) weight += inputs[inI] * weights[inI][outI];
outputs[outI] = P1 ? activation_function_P1(weight) : activation_function_P2(weight);
}
return outputs;
}
};
int main()
{
ios_base::sync_with_stdio(false);
cin.tie(NULL);
vector<Layer> layersP1((int)layerSizesP1.size()-1);
for(int i = 0; i < (int)layersP1.size(); i++) layersP1[i] = Layer(layerSizesP1[i], layerSizesP1[i+1], layerWeightsP1[i], layerBiasesP1[i], true);
vector<Layer> layersP2((int)layerSizesP2.size()-1);
for(int i = 0; i < (int)layersP2.size(); i++) layersP2[i] = Layer(layerSizesP2[i], layerSizesP2[i+1], layerWeightsP2[i], layerBiasesP2[i], false);
int n; cin >> n;
for(int k = 0; k < n; k++){
vector<double> inputsP1(24);
vector<double> inputsP2(36);
for(int i = 0; i < 24; i++){
double x; cin >> x;
inputsP1[i] = from_celcius(x);
inputsP2[i] = inputsP1[i];
}
for(Layer& layer : layersP1) inputsP1 = layer.calculate_outputs(inputsP1);
for(int i = 0; i < 12; i++) inputsP2[24+i] = inputsP1[i];
for(Layer& layer : layersP2) inputsP2 = layer.calculate_outputs(inputsP2);
for(int i = 0; i < 12; i++){
if(inputsP2[i] < 0.32) cout << "? ";
else cout << to_celcius(inputsP1[i]) << " ";
}
cout << "\n";
}
}