#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, 96, 60, 12};
vector<vector<vector<double>>> layerWeightsP1 =
{
{
{-0.11591, -0.83869, 0.23101, 0.040623, 0.1465, -0.097276, -2.2717, -0.22407, -0.10753, 0.27062, 0.31098, 0.26177, 0.17389, -0.14419, 0.067889, 0.17584, -0.45702, 0.1321, 0.00064193, 0.021702, -0.083397, -0.11099, 0.25444, -0.057133, -0.28407, -0.24166, 0.28908, 0.018834, 0.040787, -0.31936, -0.057234, -0.020664, 0.085524, 0.19043, -0.095196, 0.02594, -0.36368, 0.84415, 0.049121, -0.20622, 0.2114, -1.5633, -0.097111, 0.06814, -0.067086, -0.044158, -0.093663, 0.1679, -0.19391, -0.35243, -0.062341, 0.0058415, 0.10496, -0.23095, 0.1747, -0.033646, 0.24166, 0.086611, 0.55834, -0.19834, 0.04411, -0.22413, -0.0043579, -0.43615, 0.030735, 0.1623, 0.30162, 0.12107, 0.22127, 0.99682, -0.046065, -0.25039, 0.18729, -0.28447, 0.082073, 0.15339, 0.16548, -0.15106, -0.11757, -0.057204, -0.2277, -0.073395, 0.20316, 0.29797, -0.074846, 0.047127, -0.053494, -0.048931, 0.56699, 0.17862, 0.043325, 0.020567, -0.059062, -0.062163, -0.021727, 0.065967},
{0.005044, -0.28937, 0.06846, 0.078054, 0.19263, 0.26197, -0.4332, -0.18247, -0.10296, -0.14199, -0.4191, 0.38527, -0.18185, 0.112, -0.15717, 0.0067817, -0.79554, -0.18373, -0.0061363, -0.047843, 0.14266, 0.080527, 0.039258, -0.14742, -0.0082854, -0.14629, 0.14383, -0.051054, 0.04526, -0.1845, 0.10585, 0.072992, 0.79748, -0.7346, 0.055582, -0.21126, -0.33361, 0.70808, -0.36031, 0.077724, 0.19332, -2.2713, -0.089911, -0.076845, -0.072621, -0.057543, 0.16478, 0.058396, 0.13646, 0.0079388, -0.07784, -0.034739, -0.034072, 0.27606, 0.19064, -0.099654, 0.04147, 0.23718, 0.49303, 0.013424, -0.17081, -0.077284, 0.0085719, -0.57335, -0.074943, -0.042119, 1.4695, 0.093906, -0.099234, 1.1052, 0.068743, 0.072019, 0.069617, -0.30391, 0.14687, -0.091108, 0.19566, -0.079592, -0.0045819, 0.14711, 0.076264, -0.017821, 0.012512, 0.29702, 0.098976, -0.77527, -0.03028, 0.093108, 0.69273, 0.20955, 0.24299, -0.069927, -0.050593, -0.037887, 0.049115, -0.06016},
{-0.14667, 2.4173, 0.085441, 0.12035, 0.6759, 0.06095, 0.24138, 0.18055, 0.34788, -0.22938, -0.099144, 0.72196, 0.054084, 0.017944, 0.055309, 0.125, -0.38966, 0.14886, 0.072668, 0.21503, 0.031726, 0.24528, -0.23274, -0.028303, -0.061418, -0.10034, 0.00082547, -0.26459, -0.27843, -0.083257, 0.079526, -0.085981, 0.58938, -0.57018, 0.29259, -0.08594, 0.1608, 0.79556, -0.18755, 0.22671, 0.087667, -0.059578, -0.11188, 0.14458, 0.0079472, -0.10947, -0.17643, -0.056538, 0.072918, -0.79542, -0.12849, 0.22461, -0.20996, 0.097236, 0.14125, 0.37035, -0.071623, -0.017271, 0.094221, 0.0082938, 0.15018, 0.22317, 0.25762, 0.011639, -0.075349, 0.0050005, 0.3751, -0.15002, 0.098442, 1.2554, 0.054745, -0.05492, -0.12494, -0.22201, 0.051267, -0.24704, 0.20354, -0.36323, -0.10929, 0.12585, -0.024904, 0.097516, 0.33138, 0.51885, -0.20691, -0.79774, 0.25416, 0.050988, 0.39887, 0.11475, 0.33605, 0.25821, 0.011884, -0.2643, 0.1749, 0.093778},
{0.00078382, -0.11819, -0.055975, 0.31329, 0.15922, -0.069863, 0.3982, 0.2847, 0.33634, -0.37195, 0.072956, 0.023233, -0.13403, 0.043676, -0.42429, 0.2424, 0.079261, -0.33092, -0.23892, 0.11357, -0.34784, -0.0058914, -0.25648, -0.32067, 0.26991, -0.42304, 0.14384, -0.30661, -0.19339, -0.21339, 0.002772, 0.0099687, 1.1534, 0.071924, 0.36307, 0.32454, 0.20429, 0.60023, -0.17414, 0.12378, 0.076612, 1.3339, 0.23827, -0.0058987, -0.39067, -0.14519, -0.3947, 0.038006, -0.16451, -1.0213, 0.16133, -0.26614, -0.11491, 0.034967, 0.087073, 0.38798, -0.13748, 0.5867, -0.0098362, -0.17432, 0.058708, 0.33094, -0.048832, 0.91992, -0.11415, 0.1339, -0.33871, -0.064522, -0.072028, 1.1743, -0.035084, 0.17468, 0.11419, -0.15903, 0.61242, -0.085273, 0.0029679, -0.46288, 0.27338, -0.28296, -0.17567, 0.072277, -0.16933, 0.66128, -0.40975, 0.21666, 0.25155, 0.037903, 0.77825, -0.017971, 0.63671, -0.12267, 0.1915, -0.040581, -0.071806, 0.25364},
{-0.0011381, 1.8563, 0.14228, 0.10775, -1.5635, 0.28966, 1.4322, 0.59401, 0.13624, -0.027981, 0.18415, -0.74506, -0.062453, 0.17244, -0.02757, 0.073708, -0.83372, -0.3227, -0.402, 0.062141, -0.24186, 0.42209, -0.091632, -0.38987, 0.5118, -0.094252, 0.21009, -0.64994, -0.50339, 0.19096, 0.45046, -0.045402, 1.8683, 1.1394, 0.33447, 0.12038, 0.26165, -1.2341, -0.2246, 0.36145, -0.0055915, -0.025049, 0.28745, -0.22903, -0.38051, 0.20771, -0.24037, 0.312, -0.15047, -1.1773, -0.0092362, 0.13513, -0.22746, -0.041993, -0.24464, 0.09923, 0.15196, 0.34132, 0.1315, -0.0897, -0.055135, 0.36917, 0.44539, -0.11256, -0.16241, 0.068471, -0.54405, -0.048216, -0.050392, 0.99516, 0.1039, 0.11467, -0.1515, 0.14762, 0.25153, 0.15804, -0.26227, -0.43481, 0.17052, -0.51086, -0.35249, 0.087834, 0.19716, 0.54149, -0.365, 0.26963, 0.4138, 0.64794, 0.63567, 0.0028627, 0.22787, 0.14938, 0.24886, 0.25781, 0.31868, 0.2113},
{-0.080765, 1.2473, -0.13014, -0.14692, -0.30324, -0.15091, 1.5399, 0.00088372, 0.078902, -0.10887, 0.10072, -0.28911, 0.1232, 0.3456, -0.0211, -0.12526, -0.93066, 0.13089, 0.258, -0.32125, 0.054492, -0.085636, -0.36516, 0.13884, 0.066041, -0.027548, 0.27469, 0.30396, 0.071617, -0.074587, 0.030413, 0.2558, 0.65478, 1.5288, -0.0063881, 0.16554, 0.10322, -0.97093, -0.080438, -0.11977, -0.41383, 1.0842, 0.049461, 0.28744, 0.037084, -0.36231, 0.0084514, -0.025139, -0.065221, -0.47916, -0.05619, 0.26476, -0.091494, 0.14373, -0.13597, -0.18854, 0.18424, 0.041823, -0.13079, -0.07956, -0.16722, -0.02147, -0.064642, 0.47537, -0.095646, 0.22392, -0.56014, -0.0061249, 0.14031, 0.7063, 0.052847, -0.054656, 0.19572, 0.12654, -0.20497, -0.047512, -0.054261, 0.13381, 0.26331, 0.22078, 0.022041, -0.041942, 0.17666, 0.16424, 0.21945, 0.51273, -0.14048, -0.020794, 0.73007, 0.15725, -0.028963, -0.018043, -0.090835, -0.2296, -0.22131, 0.091388},
{-0.21074, -1.3511, 0.098977, -0.19546, 0.085977, 0.20514, 0.29622, -0.23812, 0.11997, -0.17243, -0.10897, -0.64716, -0.1461, 0.43389, 0.15811, -0.34871, -0.93902, 0.33438, 0.25428, -0.0074831, 0.19562, -0.33739, -0.076857, 0.34578, -0.3018, 0.36527, 0.31785, 0.55961, 0.26569, -0.21729, -0.019732, -0.03803, 0.49086, 1.212, 0.22769, -0.1116, 0.30012, 0.05978, 0.16362, -0.062824, -0.24619, -0.47528, 0.071985, 0.24315, 0.41931, -0.45178, 0.025195, -0.27631, 0.11744, -0.17132, 0.052446, 0.20461, 0.31037, -0.18008, -0.19209, -0.35285, 0.30198, -0.22323, -0.77069, -0.32305, -0.12228, -0.082712, -0.040317, -0.50083, -0.062461, 0.30247, 0.34884, -0.045119, -0.14009, 0.89773, 0.115, 0.15988, 0.11456, -0.19911, -0.29525, -0.14338, -0.18454, 0.23848, -0.027619, 0.49822, -0.23407, -0.46387, 0.2036, -0.24078, 0.27639, 0.14841, -0.095793, -0.097815, 0.83947, 0.20367, -0.50207, 0.40572, -0.37852, -0.55697, -0.022258, -0.049772},
{0.019829, 0.35026, 0.13545, -0.12399, 0.22229, -0.037675, 0.3876, -0.18109, -0.017025, -0.29938, -0.30737, -0.58929, -0.19998, -0.16374, 0.019105, 0.10092, -0.74572, 0.097676, 0.14014, 0.061873, 0.16521, 0.083675, -0.18563, 0.13772, -0.21488, 0.17493, 0.21028, 0.26914, 0.16095, -0.19595, 0.093505, -0.04029, -0.52175, 1.251, 0.1135, -0.17396, 0.079082, 0.32284, -0.19294, 0.12113, -0.22205, 0.25269, -0.026767, 0.22766, 0.31965, -0.26472, 0.22114, 0.04128, 0.033061, -0.63366, -0.053714, -0.091248, 0.21722, 0.1698, -0.11233, 0.13852, 0.038336, 0.28178, -0.49658, -0.022205, 0.17505, -0.12894, -0.073064, -0.14233, -0.12482, 0.16059, -0.53548, -0.055402, 0.034716, 0.86633, -0.026412, 0.19827, -0.023328, -0.028137, -0.24121, 0.029116, 0.21619, 0.10061, 0.17524, 0.053605, 0.15202, -0.26764, -0.31819, -0.28361, 0.14173, -0.15452, -0.14949, -0.28661, 0.61467, 0.12798, -0.078977, 0.086244, -0.027807, -0.34702, -0.41241, -0.22469},
{-0.35319, -1.6871, 0.23197, -0.13381, -0.14088, 0.24856, 1.3314, 0.099223, 0.12632, 0.090216, -0.50305, -0.23626, 0.0036501, -0.034806, -0.033176, 0.1279, -0.72199, -0.10671, 0.05104, -0.13514, 0.0042654, 0.30215, 0.2069, 0.058674, 0.20935, -0.13974, 0.15928, -0.39837, -0.35074, 0.096141, 0.091442, -0.020009, -0.1778, -0.069808, -0.26391, -0.08515, -0.2805, -0.67655, -0.3637, -0.16279, 0.092548, -2.4506, 0.11584, -0.069426, -0.30248, -0.02625, -0.22424, 0.096196, 0.68795, 0.030902, -0.10169, -0.19611, -0.13047, 0.15248, 0.10385, 0.25385, 0.047566, -0.047171, -0.30713, 0.14789, 0.40477, -0.17877, 0.14295, -0.98635, -0.31273, -0.12364, -0.044442, -0.24597, -0.088035, 0.62885, 0.079845, 0.20816, 0.05347, 0.081636, 0.031943, 0.12542, 0.22354, 0.08498, -0.25551, -0.32845, 0.031353, -0.21155, 0.1053, -0.032178, 0.091205, -0.64482, 0.2038, -0.048975, 0.76302, -0.22488, 0.31585, 0.17036, 0.020991, -0.044855, 0.042303, 0.28227},
{-0.084668, -2.6471, 0.18804, -0.21727, -0.33476, 0.071148, 0.21365, -0.36501, 0.41098, -0.11205, -0.31907, 0.21069, -0.003957, 0.10212, -0.2011, -0.040197, -0.53752, 0.082536, -0.091211, -0.029948, 0.050612, -0.25715, -0.18652, 0.069154, -0.055598, 0.010168, 0.21922, -0.069526, 0.30035, -0.061433, -0.05113, 0.044646, -0.57049, -0.71098, -0.093198, -0.28721, 0.077043, 0.43517, 0.17646, -0.23938, -0.005874, 2.9842, -0.046122, 0.17024, 0.16114, -0.15247, -0.013218, -0.038191, 0.3548, 1.2733, -0.14954, 0.29363, 0.16979, -0.013481, -0.0030702, -0.1096, -0.15243, -0.081931, -0.60764, -0.02628, 0.15712, -0.1545, -0.23706, -0.43952, 0.27977, 0.00023754, -0.65378, 0.15257, -0.02496, 0.7736, -0.057939, 0.24082, 0.27738, -0.099112, -0.052126, -0.092526, 0.20106, 0.088056, 0.019306, 0.31933, 0.35904, -0.081646, -0.030807, -0.13435, -0.095408, -0.20345, -0.043506, -0.40548, 0.46165, 0.12984, 0.026873, -0.23747, -0.15984, -0.024659, -0.10883, -0.014507},
{0.072617, -0.70097, -0.083806, 0.074316, -0.050529, 0.1491, -0.20624, -0.09112, -0.13245, 0.13955, -0.22795, 0.52385, -0.065211, 0.12967, 0.029018, 0.17942, -0.17771, -0.085274, 0.21064, 0.047644, 0.010836, -0.057801, -0.023247, -0.079863, 0.096682, -0.09607, 0.13187, -0.070763, 0.037049, -0.017282, -0.15514, -0.17909, -1.087, -0.60074, 0.040771, -0.14084, -0.040318, 0.19183, -0.25381, 0.12708, -0.23341, 1.4455, 0.10081, 0.18417, -0.079298, -0.12098, 0.061618, -0.16285, 0.19274, 0.32999, 0.14611, 0.12179, 0.26688, -0.010151, 0.078904, 0.20155, -0.14853, 0.060882, -0.34383, -0.12953, 0.13901, 0.15216, 0.14413, 0.34213, -0.18349, 0.02091, -1.2878, -0.026593, 0.027075, 0.52418, -0.063713, 0.20617, -0.033398, 0.0028988, 0.25955, 0.020292, -0.05347, 0.040603, 0.21565, -0.14625, 0.025381, -0.12996, -0.069451, -0.12877, -0.092505, 0.10064, 0.097438, 0.1434, 0.98484, 0.15196, 0.05921, 0.018955, 0.095144, -0.043329, 0.067115, -0.1206},
{0.23808, 2.0068, -0.13767, -0.19153, -0.78207, -0.32159, 0.069629, -0.10483, -0.52505, 0.085198, -0.32206, 0.25234, -0.0049692, -0.11089, -0.023982, 0.23879, -0.76485, 0.17399, 0.15711, -0.23629, -0.081659, -0.20866, 0.103, 0.27597, -0.0014317, -0.096758, 0.21679, -0.2548, 0.27175, -0.35538, -0.11551, -0.16619, -0.034366, -0.85214, -0.060574, -0.040135, -0.06529, -0.7062, 0.14437, -0.17792, -0.32909, -0.13346, -0.22287, 0.14204, -0.0484, 0.079662, 0.061862, -0.16159, 0.35475, 0.46992, 0.086297, 0.3274, 0.037843, 0.1878, 0.068531, -0.13407, -0.013849, -0.080422, -0.29907, -0.040835, -0.091114, -0.25242, -0.17404, -0.12953, 0.34673, -0.075989, -1.2156, 0.31233, -0.039884, 0.55675, 0.06381, 0.19543, 0.23785, -0.17443, 0.11826, -0.092484, 0.21609, 0.15758, 0.26726, 0.089585, 0.19714, -0.15252, -0.18791, -0.10785, 0.068177, 0.0022158, -0.1232, 0.017083, 0.49373, -0.15028, -0.016414, -0.046402, 0.028231, -0.1391, -0.25834, -0.14142},
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{-0.20212, -0.2123, -0.20965, 0.45883, -0.67293, 0.16866, 0.18997, -0.18692, 0.21398, -0.47266, 1.1738, 0.32088, 0.549, -0.10456, -0.44382, -0.14037, 0.5641, -0.25382, 0.5487, -0.3718, -0.26178, -0.47234, -0.77243, -0.11388, 0.077837, -0.94047, 0.15368, 0.6063, 0.19479, 0.38215, 0.45772, 0.096009, 0.69159, 0.41192, 0.26125, 0.27606, 0.92656, 0.33451, 0.31309, 0.24672, -0.012934, 0.41136, 0.36388, -0.18544, 0.29158, -0.13287, -0.2511, -0.63241, 0.12121, -0.25961, -0.27496, 0.055629, -0.11045, -0.20194, -0.46815, -0.073357, -0.21973, 0.20609, 0.51607, 0.55599},
{0.04221, -0.010766, -0.0068092, 0.2519, -0.22907, -0.033989, 0.050607, 0.086968, -0.030951, -0.016293, -0.19166, 0.1397, 0.090142, 0.021203, -0.25556, -0.41474, 0.26322, 0.18475, 0.0061325, 0.16646, -0.090014, -0.16031, -0.030125, 0.053127, 0.090352, 0.18245, 0.02759, 0.22908, -0.10352, -0.025545, 0.13688, -0.077774, 0.20422, 0.03085, 0.015415, 0.11785, -0.066902, 0.23324, 0.27305, -0.090931, 0.16972, -0.12508, 0.13425, -0.026177, -0.062932, -0.13441, 0.090228, -0.12114, 0.13456, -0.049613, -0.11824, -0.034412, -0.092322, -0.054751, -0.19079, -0.15043, 0.071897, -0.19647, 0.0063374, 0.12527},
{-0.049438, 0.035645, -0.077505, -0.0023118, 0.064732, -0.086128, -0.018915, -0.15182, -0.19737, 0.25415, -0.1185, -0.068902, -0.12688, -0.12856, 0.078806, 0.18871, -0.23786, -0.17754, 0.23856, -0.0093786, -0.16934, 0.17317, 0.16934, -0.23359, -0.044956, 0.034341, -0.16766, -0.21199, 0.069888, 0.053111, -0.017374, -0.0040342, -0.24863, 0.05483, -0.045056, -0.064596, 0.15781, -0.095995, -0.25121, 0.18277, 0.06451, 0.05867, -0.086603, -0.08162, -0.0029762, 0.06243, 0.13846, 0.10032, -0.052466, -0.13195, 0.12091, -0.0037132, 0.022131, 0.096405, -0.080228, -0.071789, -0.15522, -0.094157, -0.047123, -0.093123},
{0.24071, 0.092649, 0.094398, 0.011161, 0.053656, -0.052353, 0.19773, 0.047506, -0.064837, 0.16062, -0.74372, -0.16373, -0.050592, 0.21653, -0.043166, -0.49205, -0.067911, 0.15804, -0.4089, 0.25045, 0.076088, 0.22105, 0.28712, 0.1605, 0.21074, 0.44205, -0.17502, 0.12335, -0.050784, -0.27442, -0.1118, 0.042276, -0.20555, -0.12648, -0.052403, 0.02945, 0.0018383, -0.037813, -0.01963, -0.28466, 0.16419, -0.13928, 0.009156, 0.064137, -0.27831, 0.1656, 0.082177, 0.28956, -0.044453, 0.19419, -0.073234, -0.027672, 0.11403, -0.075922, 0.075293, -0.04179, 0.18736, -0.18451, -0.24129, -0.22282},
{0.013435, 0.015697, 0.070198, 0.02506, -0.050872, -0.17132, -0.077073, 0.087081, -0.1123, 0.13413, -0.67666, -0.18046, -0.15812, -0.00088059, 0.11989, -0.25647, 0.032292, -0.046101, 0.044734, 0.00085551, -0.056969, 0.11141, 0.27728, -0.22038, -0.018721, 0.3737, -0.11562, -0.11932, 0.035061, 0.024085, 0.076119, -0.09013, -0.21464, 0.15592, 0.12042, 0.10133, -0.088848, -0.039533, -0.023323, 0.26826, 0.059475, 0.14558, 0.022536, -0.049632, -0.043177, 0.085982, 0.094026, -0.0072448, -0.066561, -0.045896, 0.045925, -0.063046, 0.0083925, 0.091155, -0.1647, -0.0091873, -0.33108, 0.031668, 0.018912, -0.43769},
{0.47681, 0.13296, 0.14127, -0.48849, 0.23491, -0.078673, 0.12798, 0.15873, -0.40796, 0.29809, -0.80006, -0.35407, -0.24179, 0.18337, 0.15536, -0.33177, -0.3866, 0.073769, -0.41716, 0.23666, 0.2404, 0.336, 0.47995, 0.23305, 0.10079, 0.51737, -0.13993, -0.21902, -0.29082, -0.65453, -0.14783, -0.12379, -0.31729, -0.34955, -0.3255, -0.06565, 0.0065052, -0.20895, -0.17326, 0.46786, 0.099351, -0.30026, -0.099053, 0.11529, -0.14626, 0.25509, 0.26215, 0.35946, -0.19637, 0.40741, 0.1913, 0.079501, 0.14622, 0.22161, 0.19804, -0.21759, 0.43794, 0.0065291, -0.43138, -0.76954},
{0.040407, -0.077124, -0.067209, 0.20089, -0.31189, 0.12904, -0.19174, -0.17289, 0.15296, -0.19726, 0.032425, 0.25212, 0.15928, 0.054132, -0.076125, 0.022401, 0.52608, -0.096019, 0.20675, -0.17002, -0.1425, -0.10483, -0.18866, -0.18587, -0.070834, -0.25169, 0.21595, 0.17341, 0.073147, 0.477, 0.21317, -0.022095, 0.1916, 0.21187, 0.17732, 0.099089, -0.0068722, 0.19801, 0.14292, 0.19503, -0.11603, 0.23647, 0.22974, -0.053919, 0.20982, -0.23762, -0.38878, -0.33925, 0.21438, -0.072226, -0.094184, 0.006972, -0.00085407, -0.10479, -0.40938, 0.10327, -0.33748, 0.25304, 0.27248, 0.3001},
{0.18089, 0.065515, -0.0074178, 0.10552, 0.11397, 0.087552, 0.065839, 0.018492, 0.1585, -0.027063, -0.49535, -0.047717, -0.0087179, 0.13446, -0.07456, -0.27698, -0.027614, 0.043959, -0.24949, 0.18724, 0.19902, 0.15373, 0.18345, -0.017654, 0.06694, 0.36032, -0.093842, -0.084212, -0.075732, -0.20747, -0.053733, -0.064119, -0.097834, -0.023991, 0.011289, 0.11673, 0.1349, 0.1813, -0.079433, -0.1285, 0.081091, -0.080556, 0.0037375, -0.072238, -0.16357, 0.053527, 0.072884, 0.11856, -0.040901, 0.21407, -0.11993, 0.15307, 0.065326, 0.063396, 0.074527, -0.17265, 0.088105, -0.15036, -0.0714, -0.19146}
},
{
{-0.095137, -0.058201, -0.015563, -0.12524, 0.12222, -0.1184, 0.070238, -0.10926, -0.1021, -0.10184, -0.092647, 0.0035526},
{-0.010676, -0.022129, 0.079177, 0.036917, -0.10835, 0.068956, -0.0034389, -0.0057731, 0.086078, -0.035898, -0.070362, 0.027891},
{-0.072564, 0.054175, -0.074485, 0.10789, 0.069568, 0.0049841, 0.050864, -0.067643, 0.040949, 0.056598, 0.025612, 0.07706},
{0.046183, -0.067155, -0.089439, 0.12138, -0.06451, -0.072163, -0.0033954, 0.12287, -0.12422, 0.020906, -0.11523, -0.091229},
{0.11224, -0.047111, 0.030042, 0.088814, 0.069485, -0.10612, 0.054338, 0.046785, -0.078834, -0.088522, 0.080637, 0.0061411},
{0.0050133, 0.039261, -0.12887, -0.011425, 0.064356, 0.053308, -0.05767, -0.035528, 0.0059573, -0.085436, -0.12088, 0.018494},
{-0.12017, 0.046823, 0.058698, -0.1234, 0.046906, -0.061509, -0.056777, 0.075982, 0.056751, 0.044243, 0.12251, 0.046143},
{0.0076686, -0.028989, -0.021244, 0.053434, -0.11971, -0.031406, 0.0078724, -0.11012, 0.087034, 0.099797, 0.044173, 0.088986},
{-0.12711, -0.091007, 0.046621, -0.01636, -0.071865, -0.06904, -0.068319, -0.004164, 0.041283, -0.040835, -0.067592, -0.043359},
{-0.11184, 0.089227, 0.086863, 0.064991, 0.039407, -0.0078755, 0.025168, -8.8477e-05, 0.036929, 0.051547, 0.023163, 0.06302},
{0.048225, 0.11759, 0.084872, 0.050524, -0.033187, 0.12322, 0.10851, 0.11176, 0.009005, 0.07539, -0.070291, -0.025101},
{0.11114, -0.090847, -0.10799, 0.065547, -0.068761, -0.12026, 0.082928, -0.091352, -0.04559, -0.056231, -0.013474, 0.014318},
{0.006953, -0.023556, 0.033455, -0.128, -0.086257, -0.12093, -0.069644, -0.10836, -0.01488, -0.085216, 0.1118, 0.029564},
{0.039742, 0.016757, -0.073962, -0.10846, -0.08785, 0.023648, 0.10316, -0.023708, -0.057664, -0.1102, 0.0034854, 0.029416},
{0.051947, -0.0029655, -0.028706, 0.10413, 0.041827, -0.044003, 0.039121, 0.11959, -0.098829, 0.064594, 0.092825, -0.11886},
{0.067699, 0.11905, 0.11556, 0.063692, 0.11597, 0.0094316, 0.11256, -0.077955, 0.086852, -0.0866, 0.028265, -0.040411},
{-0.11684, -0.077522, -0.059588, -0.12746, 0.031254, -0.024895, 0.092633, -0.078413, -0.043138, 0.070541, 0.032018, -0.084846},
{-0.04435, 0.033377, -0.055762, 0.0047711, -0.12447, 0.12056, 0.11682, 0.01954, 0.0092839, -0.01706, 0.037281, -0.019663},
{0.066205, 0.039054, 0.073294, 0.011367, 0.057287, 0.094892, -0.097354, 0.022121, 0.111, 0.11085, -0.12239, 0.059482},
{-0.034769, 0.078253, -0.056247, -0.073373, -0.11524, -0.090785, 0.052278, -0.03403, -0.066298, -0.060344, -0.075459, -0.034691},
{0.12459, -0.0060853, -0.12618, 0.032755, 0.0049509, 0.036025, -0.10128, 0.025854, 0.024974, 0.075596, 0.015576, -0.10674},
{0.065416, -0.07662, 0.12477, 0.054046, -0.11222, 0.11152, -0.10331, -0.090683, -0.065331, -0.073867, -0.097937, -0.02113},
{-0.11033, 0.10371, 0.082553, -0.056729, 0.12321, 0.081438, -0.04013, 0.12791, -0.078447, -0.030822, -0.093541, -0.045117},
{0.099331, -0.09243, -0.026299, -0.033073, -0.044138, 0.018799, 0.066517, -0.025112, 0.086754, 0.11065, 0.010999, 0.01652},
{-0.016419, -0.023157, -0.083429, -0.049014, 0.062813, 0.11496, -0.043698, 0.082502, 0.031821, 0.030096, 0.09982, 0.0082263},
{-0.0057496, 0.099574, -0.088373, -0.1023, -0.084849, -0.088972, 0.018896, -0.032469, 0.044319, -0.037094, -0.035478, -0.11355},
{-0.058119, -0.08722, -0.062699, 0.071232, 0.11354, -0.040379, -0.076819, -0.0052211, 0.095865, -0.078002, -0.051843, -0.10066},
{-0.086107, -0.034769, -0.10286, -0.11483, -0.06327, -0.10417, 0.12248, 0.037825, -0.09925, 0.075172, 0.10664, 0.012785},
{0.10267, -0.094214, 0.034784, -0.087717, -0.097122, -0.12331, -0.0021067, 0.07721, 0.04546, -0.12439, 0.12143, -0.096247},
{-0.11346, -0.01154, 0.076109, -0.052409, -0.087766, 0.092145, 0.078728, -0.036749, -0.011736, -0.099528, 0.07691, -0.11378},
{0.0011678, -0.012316, 0.065309, -0.0057309, -0.10194, 0.045062, -0.087896, -0.042782, -0.12077, 0.039925, -0.01324, 0.10792},
{-0.046725, 0.11146, 0.034451, 0.005161, -0.033937, 0.051242, -0.090563, -0.091687, 0.091682, -0.030361, 0.050072, 0.092567},
{-0.0015552, -0.073523, 0.025359, -0.090289, -0.04461, -0.079529, -0.030827, 0.043082, 0.04168, -0.04356, -0.0082083, 0.01273},
{-0.10567, 0.10558, -0.046791, 0.086156, 0.019823, -0.039796, -0.019589, -0.047845, -0.11362, 0.10699, -0.025418, 0.089421},
{-0.11006, 0.093174, -0.098777, 0.020082, 0.066679, -0.092768, 0.039064, 0.026401, -0.056935, -0.027511, -0.0084666, 0.042434},
{-0.029914, 0.0015378, 0.006745, -0.04359, 0.051586, -0.071868, -0.11357, 0.10866, -0.083548, 0.085606, 0.0045431, 0.12218},
{0.10685, 0.081994, 0.022719, 0.12571, 0.11238, 0.022209, 0.10267, 0.0042684, 0.10257, -0.095634, 0.10309, -0.087956},
{-0.00918, -0.0097483, 0.052412, -0.12867, -0.03561, -0.1223, 0.10359, -0.0609, 0.024312, 0.11414, -0.093728, -0.055943},
{-0.11617, 0.034273, -0.087352, -0.12152, -0.0116, 0.067737, -0.085, 0.086148, 0.049298, -0.038198, 0.048834, 0.025292},
{0.069767, 0.083837, 0.09301, -0.0026719, -0.067018, -0.10913, -0.12099, 0.034759, 0.017903, 0.018562, -0.023424, -0.11286},
{-0.09673, 0.05221, 0.014675, 0.061699, -0.020248, 0.10986, 0.0057358, -0.010833, -0.016911, 0.088872, -0.12103, 0.11603},
{0.048659, 0.11733, -0.047507, 0.009364, -0.054282, -0.017959, -0.057527, -0.088853, -0.076644, 0.081931, -0.079358, -0.056228},
{0.033448, -0.054398, 0.0073711, -0.097468, -0.073229, 0.08553, 0.022428, 0.042854, -0.058755, -0.016686, -0.058129, -0.017861},
{0.058201, 0.003727, 0.022752, -0.080487, 0.0070847, 0.026243, 0.080531, 0.076138, -0.066021, -0.038947, -0.023593, -0.077813},
{0.10033, -0.022198, -0.017855, 0.029467, 0.093892, 0.0049927, 0.11357, -0.054569, -0.005951, 0.10822, 0.057396, 0.066924},
{-0.050007, 0.097229, -0.033507, -0.096584, 0.054626, -0.087421, 0.02062, -0.046318, 0.11914, 0.06315, 0.034325, 0.044601},
{0.0034273, 0.059321, -0.013719, 0.11723, -0.030255, 0.0192, 0.098318, 0.056586, -0.072964, 0.071371, -0.12903, 0.047345},
{0.089332, 0.055679, -0.028962, 0.087297, -0.010389, 0.0081145, -0.080158, -0.069224, 0.072935, 0.028933, -0.039651, -0.085597},
{0.088178, 0.053327, -0.10889, -0.062222, 0.07626, 0.043132, 0.056525, -0.032698, 0.11879, -0.047868, -0.002012, 0.10869},
{-0.021845, -0.12417, -0.063537, -0.019536, -0.12827, 0.012584, -0.11028, -0.11003, 0.018952, -0.096586, -0.04685, -0.12811},
{-0.0082837, 0.0064517, 0.045504, 0.10274, 0.042522, 0.043368, 0.097873, 0.017088, -0.095781, -0.094683, -0.093467, -0.083101},
{-0.083055, -0.11227, 0.059026, 0.067291, -0.080862, 0.018483, -0.1059, -0.019997, 0.00047863, -0.096558, -0.029199, 0.043448},
{0.018501, -0.0028549, 0.11483, -0.012432, -0.094491, -0.015153, -0.021483, -0.053436, 0.0013062, 0.064685, -0.11461, 0.0045139},
{-0.12057, 0.047005, 0.11365, 0.042733, 0.11517, 0.00058733, 0.045105, -0.036787, -0.098529, -0.010608, 0.06856, -0.008529},
{-0.00039243, 0.10757, -0.010216, -0.074991, 0.027369, -0.12093, 0.080828, 0.023088, 0.043611, -0.068506, 0.11927, -0.10492},
{0.064109, 0.1007, 0.041662, 0.012129, -0.039377, 0.0056968, 0.069548, -0.0095382, -0.029252, 0.047495, 0.12887, -0.01417},
{0.10089, -0.093159, 0.027276, -0.083663, 0.0024937, -0.12005, 0.10238, 0.11476, 0.085489, 0.091463, -0.038786, 0.039258},
{0.088314, 0.12635, -0.090268, -0.017581, 0.086326, -0.10143, -0.0034932, -0.11607, -0.097226, -0.09807, -0.077718, 0.098722},
{-0.074167, -0.013937, -0.040326, 0.04839, -0.04404, 0.013382, -0.031633, 0.024768, 0.038233, 0.11469, 0.011057, -0.076449},
{-0.095423, 0.0037851, 0.0058889, 0.086808, 0.034021, 0.028689, 0.048432, 0.094029, 0.090033, -0.11354, -0.077042, -0.12495}
}
};
vector<vector<double>> layerBiasesP1 =
{
{-0.097645, 0.65148, -0.067829, -0.095706, -1.6524, 0.086916, -2.1662, 0.016186, 1.1701, 0.079825, 0.38042, 1.0643, 0.10917, 0.067868, 0.094292, -0.039775, -0.1893, -0.21054, -0.025675, -0.041461, 0.047927, 0.14476, 0.045066, 0.011697, 0.07654, 0.19687, -0.031169, -0.19432, -0.056546, 0.16077, 0.062806, 1.394, -2.1939, -1.17, -0.057109, 0.033442, -0.030719, 0.18265, 0.044425, 0.12251, 0.0034568, 0.89555, 0.16651, -0.1485, 0.063111, 0.070497, 0.024648, -0.078807, -0.35745, 0.60157, 1.5148, -0.12657, 0.059781, -0.050483, 0.030347, -0.15103, -0.017133, -0.18955, 1.6443, 0.041615, -0.011122, -0.0034024, 0.14762, 0.19012, -0.045438, -0.079335, -1.0008, -0.25285, 1.1006, -3.4071, -1.5647, -1.2025, -0.041224, 0.068536, -0.32674, 0.048169, -0.05609, 0.14732, -0.086105, -0.0082549, -0.018439, -0.037654, -0.057466, -0.26143, 0.021986, 0.52306, -0.041005, 0.022223, -2.7772, 0.013229, -0.11324, 0.13187, 0.14629, 0.14567, -0.019088, 0.12672},
{0.56176, -0.035552, 0.19953, -0.41336, 0.57849, -0.10548, 0.42151, 0.23876, -0.59461, 0.52861, -1.3455, -0.71236, -0.522, 0.12442, 0.33734, -0.60134, -1.0396, 0.01738, -0.27179, 0.53011, 0.79592, 0.20237, 0.74882, 0.21173, 0.40008, 0.91262, -0.43094, -0.37399, -0.17209, -1.2214, -0.32134, -0.13315, -0.67625, -0.14341, -0.14577, -0.11013, 0.19053, -0.40779, -0.17741, -0.17343, 0.13039, -0.14065, -0.4055, 0.1287, -0.37862, 0.69579, 0.28072, 0.71575, -0.14214, 0.21224, 0.14237, -0.016247, 0.061271, 0.21066, 0.69236, -0.2466, 0.38953, 0.059885, -0.56319, -1.5262},
{0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0}
};
vector<int> layerSizesP2 = {36, 48, 28, 12};
vector<vector<vector<double>>> layerWeightsP2 =
{
{
{-0.13668, -4.2145, -0.97856, 3.7861, -7.7884, -0.40704, -1.852, -2.2667, 2.7891, 0.28547, 3.6808, 3.5317, 4.4491, 3.2991, -2.1209, -3.8928, -4.7063, -1.5575, 1.2054, 1.027, 4.4861, -3.5994, 1.8771, -6.5557, -8.8685, -0.80022, 4.5067, -1.6039, 3.1191, -0.36409, 0.92434, -4.8051, 1.0631, 0.78501, 0.81582, -4.7351, 0.6652, 2.5773, 0.16096, 1.8317, 0.46164, 1.0579, 5.3385, 3.2657, -0.20672, -2.3191, -0.83421, 1.9041},
{0.31329, -4.0501, -0.81757, 3.2755, -8.4047, 0.35861, -1.3084, -1.8309, 2.4013, 0.1782, 2.9264, 3.3231, 3.7361, 2.6538, -2.0213, -2.4724, -2.0371, -1.4051, 1.2645, 1.3879, 4.0628, -2.9212, 1.6287, -4.5557, -9.0512, -1.2275, 4.6167, -0.95138, 2.9383, 0.32769, 0.77997, -2.2335, 0.70534, 0.46338, 0.64976, -3.5107, 0.63889, 2.2799, -0.011589, 1.8685, 0.53279, 0.75767, 5.7256, 3.146, -0.4578, -1.6117, -0.5688, 2.0455},
{1.2028, -2.243, -0.044887, 2.5533, -6.5991, 0.51934, 0.45119, -1.5842, 0.13163, 0.4668, 1.6829, 3.344, 5.0459, 0.84293, -0.5399, -0.98762, -0.9764, -0.53147, -1.4379, 1.0121, 2.0599, 0.13276, 1.4679, -4.4466, -6.749, -0.52195, 3.2865, -0.22807, 1.6669, -1.3205, 0.58199, -0.49857, 0.26773, 0.21912, 0.019093, -4.971, 0.16041, 2.4311, -1.4653, 0.50716, -0.81648, 1.6408, 3.8182, 3.4017, -1.1646, -1.3357, -0.067106, 2.1284},
{2.2796, -1.1242, 0.15452, 1.9477, -7.8272, -0.037355, 1.4045, -1.2769, -1.248, 0.39617, 1.2761, 3.0731, 3.4412, -0.31898, -0.65202, -1.5212, -2.4101, -0.28692, -2.5752, 0.78115, 0.051804, 0.99038, 1.1546, -6.3053, -8.7698, -0.070647, 2.8235, -1.3115, 1.7383, -2.0182, 0.53794, -1.6333, 0.43619, -0.09251, -0.74061, -3.8342, 0.0088775, 1.2949, -1.4366, 0.10251, -1.6622, 0.14753, 3.4088, 2.8519, -1.4024, -1.5084, 0.073781, 2.1319},
{3.393, -0.35007, -0.47747, 1.1439, -4.2438, 1.8129, 3.875, 0.99182, -0.84948, 1.5319, 0.25092, 0.77455, 3.9194, -0.78788, -0.44887, 0.084887, 0.47476, 0.044874, -1.7657, 1.5016, -0.66123, 0.64544, -0.48362, -3.0475, -4.8533, -0.79756, 1.5034, 0.74207, 0.49007, -0.93378, 0.99928, 0.50361, 0.6056, 0.20083, -0.7811, -4.2108, -0.074915, 1.3019, -1.3782, 0.50017, -1.0474, 1.3221, 2.139, 0.48332, -3.649, 0.28473, -0.21134, 0.6041},
{2.9737, -0.26977, -0.385, 2.512, -2.4333, 1.9337, 3.9147, 2.1724, 0.27152, 2.7551, 1.5448, -1.2361, 3.0768, -0.78299, -0.9201, -0.83326, -0.19823, 0.13038, -0.36508, 1.7923, 0.11347, 0.59531, -2.162, -2.4245, -3.3905, 0.083681, 1.4933, 1.2026, 0.14543, 0.13325, 0.83432, -0.47493, 0.65452, 0.18553, -1.5557, -3.1575, -0.019448, 0.85754, -0.88631, 0.3975, -0.34862, 0.75495, 1.2044, -1.3385, -4.0543, 1.8361, -0.548, -0.96827},
{2.6428, 0.11715, -0.47095, 2.4638, -0.38264, 2.9462, 3.5337, 4.2791, 0.67454, 3.5748, 1.1439, -3.1243, 3.7656, -0.76941, -1.1494, -0.24712, 0.8481, 0.070264, 0.64953, 2.7362, -0.019463, -0.24553, -4.0458, 0.70263, -0.98584, 0.38887, 1.1371, 1.9482, -0.58138, 1.0569, 1.0859, 0.18337, 0.62854, 0.18172, -2.2869, -3.5605, -0.025636, 1.4083, -0.69376, 0.67864, 0.11404, 0.71006, 0.79541, -3.8097, -4.3255, 3.3319, -0.51093, -2.291},
{1.7869, 0.39706, -0.74863, 3.2768, 0.029028, 2.236, 3.6009, 3.9592, -0.55681, 3.5227, 1.929, -3.338, -0.32335, -0.61148, -0.52877, 0.3462, 1.7433, -0.14157, -0.56288, 1.9483, 0.60733, 1.8128, -4.0199, 2.2385, -0.88079, 0.87528, 1.0818, 1.7058, -0.30656, -0.60742, 1.154, 0.86522, 0.12747, -0.23074, -2.8597, 0.29466, -0.37682, -0.45118, -1.3706, -0.34329, -0.71242, 0.68806, 0.94009, -3.9245, -2.7819, 3.1779, -0.18171, -3.3427},
{1.1072, -0.15164, -1.6676, 4.0202, 0.29041, 1.8508, 3.8518, 3.7996, -0.48526, 3.1177, 3.4866, -3.4329, -2.6001, 0.28631, -0.46465, 1.11, 3.6078, -0.24651, -0.50512, 1.1562, 0.99553, 0.98263, -3.6894, 4.0526, -0.77546, 1.1265, 0.7407, 2.3681, -0.049834, -0.12698, 1.2406, 2.4276, 0.2709, -0.14549, -3.1508, 2.5629, -0.26812, -2.0289, -1.5335, -0.10997, -0.37763, 0.68895, 1.1982, -3.6203, -2.6161, 3.1906, -0.15935, -2.9024},
{0.51362, -0.66756, -1.8179, 4.5937, -1.7112, 2.0928, 3.5573, 3.1053, -0.55236, 3.0945, 4.2308, -3.2691, -3.7933, 0.43878, -0.70019, 2.4778, 4.9458, -0.74237, -0.81433, 0.73743, 1.873, 0.9062, -3.4777, 2.0278, -1.8049, 0.57123, 1.689, 2.282, 0.82298, -0.44898, 1.3609, 4.0295, 0.073456, -0.11801, -3.2806, 3.9338, -0.34625, -1.4397, -1.8077, -0.33522, -1.0745, 0.84707, 0.95471, -3.2208, -1.8969, 2.4501, 0.049616, -2.9876},
{1.6689, -0.18161, -1.6399, 3.7137, 0.67639, 3.4222, 5.7627, 3.9014, 0.78462, 3.1172, 3.1054, -3.4629, -1.666, 0.36426, -0.84547, 5.8917, 9.4042, -0.64049, 1.4684, 1.7513, 1.2043, -0.98092, -3.3085, 4.4514, 0.29485, 0.44074, 1.0385, 4.0496, 0.33432, 1.5631, 1.8646, 7.7984, 0.32577, 0.27334, -3.4273, 2.6317, 0.017077, -0.84781, -0.63081, 0.74581, 0.20976, 2.3183, 0.35769, -3.4173, -3.9678, 3.0454, -0.27516, -3.0419},
{2.0692, -0.042191, -1.6587, 2.6501, 2.1783, 3.6465, 5.8607, 4.1718, 0.42303, 3.4623, 1.8751, -4.5681, -2.9597, 0.19797, -0.38132, 6.4756, 10.062, -0.37812, 0.5844, 1.7398, 1.0734, -0.23872, -3.6796, 6.1567, 1.8028, 0.69496, 0.13165, 3.7952, -0.085437, 0.78204, 2.1673, 8.7881, 0.26959, -0.015582, -3.2948, 3.7744, -0.052204, 0.37406, -1.2394, 0.7444, -0.35622, 2.2359, -0.042069, -4.0168, -4.016, 2.9116, -0.10246, -4.0231},
{1.6122, -0.018917, -1.631, 1.9831, 2.5089, 2.7888, 5.0536, 4.0497, 0.55494, 3.423, 1.4663, -4.2942, -2.8099, 0.031088, -0.024217, 5.5911, 8.8273, -0.44236, 1.209, 0.76292, 1.7236, -0.71927, -3.8037, 5.3312, 2.089, 1.7317, 0.23781, 3.11, -0.035787, 0.66167, 1.7154, 7.9578, 0.18443, 0.22404, -3.3225, 3.6399, -0.059194, 0.76653, -0.96238, 1.1366, 0.020577, 1.9676, -0.32652, -4.0829, -3.4046, 2.7113, -0.52476, -4.4606},
{0.68598, -0.1771, -1.5475, 1.9353, 1.6208, 0.93613, 3.5877, 2.5938, -0.12639, 2.57, 1.7543, -3.4402, -1.5165, 0.28462, 0.75818, 3.4361, 6.2324, -0.39372, 0.10822, -0.93763, 1.6436, -1.0344, -3.219, 3.7823, 1.4163, 2.003, 0.23684, 1.1979, 0.20367, -0.33238, 1.1924, 5.9106, 0.035763, 0.16954, -3.3114, 2.3388, -0.19163, 1.2959, -0.82264, 1.0956, -0.28966, 0.35894, 0.020034, -2.8542, -2.3076, 1.4693, -0.35835, -3.6767},
{0.13009, 0.47278, -1.7782, 1.8654, 0.50985, -0.36453, 2.6824, 1.8271, -0.60503, 1.931, 2.2496, -2.0362, -2.319, -0.084146, 0.77381, 2.4928, 5.3106, -0.24924, -0.35682, -1.5277, 2.0004, 0.057399, -2.5902, 4.2226, 0.038973, 2.4093, 0.22024, 0.60353, 0.12556, -0.86096, 1.2217, 4.4517, -0.22519, 0.017835, -3.7746, 3.0298, -0.43561, -0.40855, -1.4322, 0.27674, -0.25784, 0.085977, -0.28301, -1.4165, -0.92842, 0.80963, -0.26241, -2.5362},
{-0.39473, 0.67671, -1.4111, 1.2158, 1.1852, -0.82519, 1.7805, 2.1291, -0.34991, 2.0199, 1.6447, -2.8904, -1.6665, -0.33572, 0.51108, 0.64867, 3.0229, 0.080366, -0.076428, -1.4869, 1.8928, 0.82142, -3.0945, 4.2972, 0.86831, 2.3843, -0.030854, 0.38954, -0.22672, -0.73448, 1.02, 2.8655, 0.0054176, 0.1591, -3.1385, 2.4463, -0.13476, -0.29237, -1.1286, 0.030005, 0.13375, -0.40017, -0.071252, -1.9466, 0.025765, 1.1415, -0.0071709, -2.0606},
{-0.047957, 1.6437, -0.98919, -1.6955, 2.5259, -0.19944, 1.7664, 2.9051, 0.19711, 2.5942, -1.3766, -3.5692, -0.87391, -0.65971, 0.23106, 0.14067, 2.6267, 0.5707, 0.79589, -0.50879, 0.55126, 0.35331, -3.5861, 4.3253, 3.0683, 1.7743, -0.95961, 0.36262, -1.1499, 0.529, 1.0226, 2.1684, -0.38146, 0.036507, -2.5973, 1.2614, -0.35038, 0.44895, -0.12549, 0.95492, 1.1179, 0.33256, -1.0384, -2.9101, -0.38838, 1.7743, 0.033138, -2.5187},
{1.7969, 3.1907, -0.40723, -6.5566, 5.1606, 0.76161, 2.0682, 4.5301, -1.5285, 3.3522, -6.3656, -4.9426, -0.043685, -1.4043, 1.5362, 3.0584, 6.2331, 1.8094, -0.42013, 0.085151, -2.694, 2.5887, -4.2905, 7.2226, 6.3036, 1.7532, -3.3032, 1.6321, -2.571, -0.8952, 1.5143, 4.8303, -0.40282, -0.45313, -2.7099, 0.53573, -0.81497, 2.6513, -0.85607, -0.51946, -0.21843, 0.81513, -2.8481, -4.7327, -0.80953, 2.9462, 0.35692, -4.1691},
{3.557, 4.3908, 0.10541, -8.798, 6.3593, 1.353, 1.864, 4.2369, -3.4272, 3.4027, -9.2954, -4.1465, 2.4543, -2.4418, 2.3523, 5.1269, 7.9353, 2.4915, -1.712, 0.44471, -5.4401, 2.6115, -3.786, 7.0055, 7.1689, 1.674, -4.6494, 2.1949, -3.1726, -1.4292, 1.4669, 6.2108, -0.57253, -0.75536, -2.6624, -2.6953, -0.9983, 3.6384, -1.5469, -1.059, -1.27, 0.79638, -3.6061, -4.1767, -0.91378, 2.2343, 0.40258, -3.8954},
{2.654, 3.558, 0.54436, -8.9113, 5.1485, 0.61433, -0.4798, 2.6379, -6.0195, 2.7116, -8.399, -2.1807, 3.9429, -1.7429, 3.2064, 4.2438, 7.0378, 2.755, -5.1342, -1.0014, -4.7939, 3.1135, -2.4053, 4.3228, 6.0124, 2.2744, -4.0466, 1.0851, -2.5284, -5.0127, 1.6595, 5.3434, -1.3406, -1.0921, -1.4281, -4.217, -1.7381, 5.2866, -2.6826, -2.0085, -3.8834, -0.37576, -3.0571, -2.4878, 0.80606, 1.2606, 0.96712, -2.5854},
{0.58226, 1.6193, 0.27883, -5.1092, 1.8595, 0.14594, -2.74, 1.4029, -5.3615, 2.2911, -4.3708, -1.0089, 4.2186, -0.10092, 2.562, 0.62962, 2.9318, 1.485, -5.2257, -1.2873, -1.02, 2.6413, -1.4916, 0.30587, 2.456, 3.1069, -1.7464, -1.0976, -0.85732, -6.1918, 0.88472, 1.3178, -1.2236, -0.96516, -0.2535, -4.928, -1.6661, 4.6866, -2.3933, -1.9467, -3.9088, -1.9942, -0.77024, -1.5329, 2.9072, 0.040907, 0.71291, -2.0024},
{-1.1667, 0.54201, 0.50933, -1.9155, -1.1213, -1.3547, -3.3919, 0.4069, -4.2911, 1.1926, -0.95423, -0.051034, 3.3255, 0.50616, 2.3136, -2.9552, -2.2646, 0.42581, -4.7615, -2.2272, 0.60917, 2.5992, -0.48144, -4.0776, -1.2361, 3.077, 0.087431, -2.8075, 0.44191, -5.8733, -0.014372, -2.3703, -1.6846, -0.95041, -0.063041, -4.3985, -1.6629, 3.3646, -2.5627, -2.3032, -3.0846, -3.4882, 0.79004, -0.42998, 3.2552, -1.3308, 0.67309, -1.411},
{-2.7362, -0.60206, 0.61086, 0.044051, -2.3734, -2.5778, -4.0087, -1.1858, -2.2774, 0.25124, 0.85067, 1.7992, 2.3525, 0.63665, 0.86079, -5.662, -5.944, -0.60649, -3.1591, -2.622, 2.3867, 2.6614, 0.72439, -5.8175, -2.6007, 0.9714, 0.76166, -3.7641, 0.95489, -4.1262, -0.16864, -5.2371, -1.4623, -0.62596, 0.60916, -2.9772, -1.271, 1.6892, -2.3014, -2.3498, -1.479, -3.3779, 2.0067, 1.3476, 3.7, -2.3689, 0.79601, 0.26505},
{-2.8654, -0.66515, 0.53155, 2.2925, -4.4623, -3.6234, -4.016, -2.0864, -0.90866, -0.44871, 2.9706, 2.4695, 1.3614, 0.15226, -0.088947, -9.1072, -10.654, -1.4248, -1.4919, -2.8188, 2.7749, 2.3805, 1.4746, -7.755, -5.1735, 2.2631, 2.1884, -5.1863, 1.4689, -2.0604, -0.84058, -8.1956, -1.1445, -0.48441, 1.1278, -1.7735, -0.91363, 0.037426, -0.80381, -1.8276, 0.056471, -4.6894, 3.7351, 1.7738, 3.4114, -2.9924, 0.71516, 0.40623},
{-3.1242, -0.5729, 0.77527, 2.5963, -4.45, -3.5042, -4.0055, -1.9918, -0.30534, -0.28477, 2.8468, 2.3413, 1.1288, -0.039174, -0.31153, -9.4448, -10.977, -1.4988, -0.80581, -2.2691, 2.7286, 2.3426, 1.3302, -7.9333, -4.9547, 2.1166, 2.4789, -5.3012, 1.617, -1.2888, -0.77829, -8.1766, -0.96404, -0.55327, 1.4107, -1.6955, -0.75541, 0.019822, -0.58418, -1.3557, 0.3248, -4.6709, 3.9967, 1.9805, 3.1526, -2.9966, 0.67141, 0.37008},
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{-6.3762, -1.9142, 4.1093, 0.46087, -1.8722, -0.5814, -0.11676, -2.6848, -0.47492, -3.616, 4.3556, -4.6191, -1.4558, -0.34721, 1.0002, 2.0106, 3.0969, 1.9441, -1.1869, 0.055567, 0.58236, 0.45318, 1.1269, 0.32008, -4.9145, -1.1482, -0.34511, -0.83182},
{1.7079, 1.7306, 2.3792, -1.3778, 1.054, 0.91408, 0.7164, -0.030299, 2.0699, -1.2352, 2.5647, 0.90447, 1.9711, -1.131, -0.16273, -0.95206, -0.16498, -1.035, -1.6462, -1.0259, -1.1432, -1.546, 1.4998, -1.1904, -2.8482, 4.8331, -0.71684, 2.2525},
{2.3516, 2.2943, 2.1634, -1.2886, 1.3105, 1.2074, 0.95588, 0.35128, 0.54496, -1.0859, 2.0181, 0.69919, 1.5882, -1.0334, -1.1176, -0.64219, -1.1424, -1.2684, -1.419, -1.0644, -0.78923, -1.6897, 1.5504, -1.0346, -2.6257, 1.1742, -1.8585, 2.2888},
{5.5236, 4.5243, -0.9262, -1.9971, 4.5667, 0.5585, 0.54022, -0.67002, -0.89996, 0.27293, -1.2352, -1.2167, 1.6921, -0.86576, 1.0919, 0.51324, 0.58571, 0.4482, -0.36124, -0.33973, -0.91681, -0.76608, 0.75462, -0.44535, 1.7112, 1.0394, -2.4696, 2.207},
{3.2315, 0.2894, -6.8531, -1.0049, 1.1744, -0.10286, -0.017178, 0.57673, -1.372, 4.9551, -10.766, 4.3251, 0.090995, -0.26833, -0.92904, -2.2238, -0.87149, -0.44976, -0.41905, -0.17318, 0.072582, 0.17663, -1.2554, 0.2138, 5.8206, 0.35095, -0.10225, 0.799},
{1.3035, 2.1335, 1.5168, -0.97209, 0.94738, 0.91166, 0.57528, -0.089245, 0.80668, -0.9061, 2.2062, 0.31155, 1.749, -0.56981, -0.70756, -0.47057, 0.31348, -0.55508, -1.4663, -0.51596, -1.1164, -1.4728, 1.2855, -0.54029, -2.1185, 2.8965, -0.65216, 1.2051},
{-1.0542, -1.1394, 1.3649, -0.23138, -0.87244, 0.19254, 0.030444, -0.39355, -0.38145, -1.0164, 2.9894, -8.4511, 0.4623, -0.59929, 0.46532, 3.9945, 0.26471, 0.42507, 0.47288, 0.083014, -0.16536, -0.53396, -0.28045, -0.21211, -5.8374, -0.13773, 0.060373, -0.27731},
{1.457, 2.8003, 2.1837, -2.3837, 1.2052, 1.4242, 1.4242, 1.6371, 1.0937, -0.9473, 1.9183, 1.2622, 1.3177, -1.627, -2.3003, -0.97696, -0.97238, -1.0215, -1.4465, -1.0664, -2.2465, -1.1019, 0.9986, -1.2628, -2.3294, 2.0663, -4.1599, 4.1877},
{1.8376, 0.97436, 2.0157, -1.0238, 1.2509, 0.99319, 1.4783, 1.538, 2.4676, -1.2572, 2.0191, 0.8922, 1.4762, -1.7951, -2.2212, -0.489, -1.3042, -1.492, -1.8516, -1.2334, -1.5574, -1.6139, 1.6689, -0.76098, -2.2497, 1.2172, -1.6207, 1.0101},
{-0.40606, 0.30749, -0.62749, -0.16845, 0.43698, -0.52786, 0.01675, 0.76609, 0.12355, -0.15161, 1.2154, -0.36793, 0.36935, 0.21921, -3.5483, -1.6885, -1.365, -1.4763, 0.52569, 0.15167, 0.68907, 0.59807, 0.31225, -0.096469, 0.22317, 0.91777, -1.4915, 3.9927},
{0.71219, -1.1811, 5.6696, 0.53966, 1.7911, 0.29417, 0.35626, 0.90973, -0.22217, -3.6765, 2.0262, -0.55536, 0.72242, -0.98363, -1.4585, 0.21501, -1.6793, -1.3191, 0.15436, -0.47024, -0.27788, 0.5532, -0.1384, -0.44495, -5.2758, 0.36175, -0.90209, 0.42689},
{0.58946, 4.2752, -4.3559, 0.094299, 2.8125, 1.9041, 1.5388, -0.66187, -0.36481, 0.86785, 1.9316, 3.3666, 0.087725, -0.56121, -0.64643, -2.1449, 1.0802, -0.4579, 0.52672, -0.071174, -1.1905, -0.071325, 0.90415, -0.089214, 1.6791, 0.27757, 1.0134, 1.1218},
{-1.2305, -0.20864, -6.2301, 0.70893, 0.23189, -0.4681, -0.2894, -0.011081, 0.49528, 4.9164, -4.1676, 2.0562, -0.81741, 1.2762, 0.15061, -1.1326, 0.41386, 0.023869, 0.96174, 0.313, 0.44731, -0.027286, -0.0007485, 0.19697, 3.6443, -0.42464, 0.32955, -0.028429},
{-0.36771, 3.2485, -3.2747, 0.67086, -2.0057, -0.084027, 0.020596, -2.0597, -1.4402, 2.6709, -3.4645, 6.1645, -0.43287, -0.85366, 2.9201, -2.0266, 3.6662, 1.692, 0.13729, 0.027235, 0.57744, 0.16967, -0.14483, 0.0098793, 2.0982, -0.02633, -1.8814, -1.292},
{1.2036, 0.49366, 2.9101, -0.56678, -0.17691, 0.48564, 0.28377, -0.053148, -0.69244, -2.3201, 0.040251, -1.5153, 0.62418, -0.9666, -0.21873, 1.2545, -0.50594, 0.12783, -0.46998, -0.12181, -0.45387, -0.51909, -0.35014, -0.35714, -1.6606, 0.54567, -0.17558, 0.24242},
{-2.3141, -1.7627, -2.1546, 1.194, -1.4205, -1.0623, -0.76045, 0.0024788, -0.40432, 0.99755, -2.2095, -0.91115, -1.4451, 0.7097, -0.025729, 0.66234, 0.34194, 0.98942, 1.5505, 1.0146, 0.87048, 1.3103, -1.2863, 1.4215, 2.4946, -1.1625, 2.0832, -2.4445},
{-1.593, -0.67979, -6.619, 0.77367, 0.15573, -0.79654, -0.69836, -0.03438, 0.18787, 5.2112, -7.2976, 1.5298, -1.0294, 0.60441, 0.41755, -0.47579, 0.4669, 0.76344, 1.2964, 0.80709, 0.81259, 0.79511, 0.32863, 0.64914, 6.8836, -0.93211, 0.65914, -0.31513}
},
{
{-0.13927, 0.1503, 0.14768, -0.033898, -0.0041791, -0.18471, -0.1594, -0.18659, 0.043135, -0.12627, -0.02964, -0.10106},
{-0.015629, -0.16609, 0.12928, 0.14576, 0.068808, 0.18265, -0.093009, 0.0069842, -0.14138, -0.1286, -0.079461, -0.011528},
{-0.10622, 0.0017095, -0.10857, -0.12768, 0.15747, 0.12085, 0.066611, 0.016639, 0.17161, 0.061228, -0.1072, 0.18038},
{0.067605, -0.068399, -0.13969, -0.050897, 0.14741, -0.038498, 0.086406, -0.10741, 0.12779, 0.16977, 0.010371, -0.17604},
{0.1643, -0.0022766, -0.085198, -0.13792, -0.13637, -0.12213, 0.1681, 0.047949, -0.091084, 0.045751, 0.13744, -0.17702},
{0.0073387, -0.15469, -0.032394, -0.016892, 0.18496, -0.12937, 0.16637, 0.079115, -0.028598, -0.1822, 0.079964, 0.034617},
{-0.17592, -0.16111, 0.079304, -0.018029, -0.020401, -0.091782, -0.014954, -0.083043, 0.1504, 0.08386, -0.044289, -0.064413},
{0.011226, -0.04379, -0.098304, 0.16316, 0.0055408, -0.15057, 0.060987, -0.048414, 0.098504, -0.16869, -0.015208, 0.013806},
{-0.18607, 0.15641, -0.068964, -0.10763, -0.022782, 0.050918, 0.039928, -0.071749, -0.018199, 0.0072474, 0.11163, -0.036443},
{-0.16372, -0.013438, 0.057473, 0.15456, 0.1159, 0.11141, -0.13214, -0.14975, 0.062554, -0.16428, -0.18776, 0.17648},
{0.070593, -0.17005, 0.068542, 0.13639, -0.10904, 0.095602, -0.059031, 0.10427, -0.10978, 0.18036, 0.062247, 0.13891},
{0.16269, 0.10213, -0.042436, 0.0022511, -0.13093, 0.050432, 0.0086205, -0.16809, 0.017755, -0.064611, -0.11837, -0.1329},
{0.010178, -0.1416, -0.13322, 0.12003, 0.043976, 0.037122, -0.18333, -0.1284, -0.12247, 0.091949, -0.13832, 0.052735},
{0.058176, 0.071229, 0.13062, -0.01427, -0.18865, -0.068496, 0.054041, -0.076718, -0.025736, -0.12421, 0.16859, 0.16325},
{0.076043, 0.048963, 0.17213, 0.050171, 0.085925, -0.1446, 0.15793, -0.0083892, 0.070836, 0.1662, 0.040065, 0.11921},
{0.099102, 0.085198, -0.13299, 0.12272, -0.031098, 0.0098737, 0.17768, 0.0075549, 0.12707, -0.092617, -0.057643, 0.027518},
{-0.17104, 0.14687, -0.034483, 0.076427, 0.068246, 0.033257, 0.13001, -0.13217, 0.17891, -0.14217, 0.0036505, 0.16829},
{-0.064921, -0.073203, 0.024529, 0.17175, 0.12715, 0.076723, -0.016724, 0.12612, -0.15861, -0.12848, 0.12637, -0.13024},
{0.096914, 0.005017, -0.0043411, -0.079631, 0.12424, -0.12787, -0.18064, 0.029397, 0.10184, -0.14923, -0.064468, -0.059109},
{-0.050897, 0.13077, 0.17428, 0.0054558, -0.15809, 0.13615, 0.07822, -0.06381, -0.094432, -0.049679, 0.049802, -0.15249},
{0.18239, 0.12908, -0.11348, -0.032494, 0.048974, 0.021482, -0.023948, 0.18402, 0.10172, -0.065302, -0.17333, -0.18051},
{0.09576, -0.031978, 0.048859, 0.14233, -0.10827, -0.069543, 0.095137, -0.18836, 0.094208, 0.029019, 0.10094, 0.13489},
{-0.16151, -0.012126, 0.057169, 0.086836, -0.042021, 0.01079, 0.07396, -0.17789, 0.068663, 0.097608, 0.0072959, 0.065964},
{0.14541, -0.12158, 0.11455, 0.081505, 0.16916, 0.033306, 0.095951, -0.0039113, -0.17524, 0.075514, -0.10564, 0.075011},
{-0.024034, 0.027083, -0.0089079, 0.078063, -0.087229, -0.026137, -0.18737, 0.090318, -0.1052, 0.16451, -0.15535, -0.11642},
{-0.0084166, -0.17649, -0.11216, -0.18177, -0.081627, -0.04905, -0.15878, 0.013708, 0.057686, -0.052127, 0.078035, -0.058255},
{-0.085077, -0.00057446, 0.15182, 0.0094444, 0.10729, -0.020083, 0.15243, -0.14268, -0.048581, -0.016981, -0.090039, -0.1358},
{-0.12605, 0.093846, -0.1353, -0.16434, -0.082337, -0.042396, 0.093236, -0.11782, -0.10066, -0.098104, -0.045973, -0.1052}
}
};
vector<vector<double>> layerBiasesP2 =
{
{2.3787, 8.4966, 6.647, -2.1523, 2.3526, -0.15775, 8.5359, -9.5292, -1.2488, -10.877, -1.5162, 15.091, 5.5973, -5.6519, 1.1924, 9.2034, 5.8484, 1.2433, -0.5158, 0.92129, -2.7126, 12.475, 10.561, 6.4926, 2.2962, 7.2425, -3.6642, 2.9298, -0.88885, -0.99746, -0.68242, 5.1226, -7.4822, -6.9088, -9.5484, -5.2556, -3.9113, 1.5397, -11.661, -8.085, -0.28185, 3.8455, 2.0306, 16.045, -4.5664, -3.7346, 6.5639, 18.38},
{-3.3606, -2.5547, -2.2204, 1.9645, -0.51878, -2.1994, -2.2475, -1.6475, -1.9669, 1.0275, -2.1471, -0.16428, -2.8345, 1.4481, 3.6877, 0.92445, 2.2122, 1.3788, 1.9502, 1.8983, 2.2776, 3.3121, -2.6116, 2.0533, 2.7216, -2.7788, 1.4698, -2.9626},
{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] < 0.3) cout << "? ";
else cout << to_celcius(inputsP1[i]) << " ";
}
cout << "\n";
}
}
