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output8.log
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output8.log
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acsf_model(name='t8',
num_molecules=100000,
acsf_Gs=acsf_Gs(G2_params=[(0.4, 0.2), (0.6, 0.2)],
G4_params=[(0.4, 2, 1), (0.6, 2, 1), (0.6, 2, -1)],
Rc=5.0),
paths=paths(data_path='data/t3.pkl',
model_path='results/t8',
plot_path='plots/t8',
linear_model='results/t8_linear'),
results=results(avg_dif=0, mae=0, max_d=0),
nn_props=nn_props(nodes=[64, 64, 32, 1],
batch_size=32,
epochs=400,
learning_rate=0.001))
found data at data/t3.pkl
Number of Molecules: 100000
[ -66.0504004 -142.3658914 -105.26806568 -102.4880772 -89.20219527]
minimize 2...
RMSE of least squares fitting: 25.825673516203075
MAE of least squares fitting : 20.38333947438163
starting training...
Epoch, Training E, Validation E MAE Max E Estimated Time Left
1, 4.329707e+02, 2.821761e+02 1.246297e+01 5.649194e+01 37.01 Hours
2, 2.458595e+02, 2.297092e+02 1.105068e+01 5.767334e+01 36.85 Hours
3, 2.145185e+02, 2.078130e+02 1.051487e+01 5.549805e+01 37.09 Hours
4, 1.949777e+02, 1.883506e+02 9.921694e+00 6.408435e+01 37.08 Hours
5, 1.781260e+02, 1.764699e+02 9.536901e+00 6.460443e+01 36.97 Hours
6, 1.689589e+02, 1.716658e+02 9.460599e+00 6.649750e+01 36.76 Hours
7, 1.635371e+02, 1.669097e+02 9.290280e+00 6.883972e+01 36.56 Hours
8, 1.592628e+02, 1.638829e+02 9.180323e+00 7.347900e+01 36.60 Hours
9, 1.559293e+02, 1.601151e+02 9.055743e+00 7.291907e+01 36.50 Hours
10, 1.524625e+02, 1.551552e+02 8.868498e+00 7.079388e+01 36.38 Hours
11, 1.495910e+02, 1.518513e+02 8.777667e+00 6.833850e+01 36.22 Hours
12, 1.471914e+02, 1.482697e+02 8.538001e+00 6.881763e+01 36.07 Hours
13, 1.447792e+02, 1.434822e+02 8.429172e+00 6.683905e+01 35.92 Hours
14, 1.425638e+02, 1.426495e+02 8.443186e+00 6.734192e+01 35.79 Hours
15, 1.403337e+02, 1.407083e+02 8.340623e+00 6.849097e+01 35.66 Hours
16, 1.385953e+02, 1.373481e+02 8.258089e+00 6.699396e+01 35.53 Hours
17, 1.367493e+02, 1.356919e+02 8.187955e+00 6.768384e+01 35.41 Hours
18, 1.344464e+02, 1.329878e+02 8.044162e+00 6.651221e+01 35.29 Hours
19, 1.324980e+02, 1.303170e+02 8.028602e+00 6.589435e+01 35.17 Hours
20, 1.302491e+02, 1.271512e+02 7.894000e+00 6.680566e+01 35.06 Hours
21, 1.282351e+02, 1.243456e+02 7.759385e+00 6.387103e+01 34.94 Hours
22, 1.261151e+02, 1.237898e+02 7.792175e+00 6.283301e+01 34.83 Hours
23, 1.238476e+02, 1.216351e+02 7.698558e+00 6.352277e+01 34.72 Hours
24, 1.215612e+02, 1.180912e+02 7.524151e+00 6.094989e+01 34.62 Hours
25, 1.186653e+02, 1.145384e+02 7.320712e+00 6.160284e+01 34.51 Hours
26, 1.162938e+02, 1.112414e+02 7.261225e+00 5.837579e+01 34.41 Hours
27, 1.133303e+02, 1.106031e+02 7.202070e+00 5.727594e+01 34.30 Hours
28, 1.109596e+02, 1.054278e+02 7.048664e+00 5.494092e+01 34.20 Hours
29, 1.081949e+02, 1.031530e+02 7.006074e+00 5.251794e+01 34.10 Hours
30, 1.054735e+02, 1.009881e+02 6.929596e+00 5.176025e+01 34.00 Hours
31, 1.034611e+02, 9.888109e+01 6.896957e+00 4.998108e+01 33.90 Hours
32, 1.011156e+02, 9.860558e+01 6.926323e+00 4.883484e+01 33.80 Hours
33, 9.953517e+01, 9.810302e+01 6.905418e+00 4.935767e+01 33.70 Hours
34, 9.747771e+01, 9.650466e+01 6.874719e+00 4.910474e+01 33.61 Hours
35, 9.573780e+01, 9.734350e+01 6.957892e+00 4.691486e+01 33.51 Hours
36, 9.417273e+01, 9.464743e+01 6.843466e+00 4.512280e+01 33.41 Hours
37, 9.272820e+01, 9.190318e+01 6.732449e+00 4.330029e+01 33.31 Hours
38, 9.128659e+01, 9.263086e+01 6.781266e+00 4.077783e+01 33.22 Hours
39, 8.960226e+01, 9.236584e+01 6.803802e+00 4.082654e+01 33.12 Hours
40, 8.859580e+01, 9.542560e+01 6.935469e+00 4.320508e+01 33.03 Hours
41, 8.732770e+01, 8.854425e+01 6.630937e+00 3.914844e+01 32.93 Hours
42, 8.629160e+01, 9.030376e+01 6.741196e+00 4.116797e+01 32.84 Hours
43, 8.522309e+01, 8.605245e+01 6.596550e+00 4.118042e+01 32.74 Hours
44, 8.433247e+01, 8.596905e+01 6.599005e+00 4.268408e+01 32.65 Hours
45, 8.369001e+01, 8.718141e+01 6.672307e+00 4.057507e+01 32.56 Hours
46, 8.290352e+01, 8.134895e+01 6.381689e+00 4.284009e+01 32.46 Hours
47, 8.196512e+01, 8.201094e+01 6.448624e+00 4.119543e+01 32.37 Hours
48, 8.132120e+01, 8.197050e+01 6.445100e+00 4.258545e+01 32.28 Hours
49, 8.041713e+01, 7.816266e+01 6.264523e+00 3.919946e+01 32.19 Hours
50, 7.953691e+01, 7.792308e+01 6.281302e+00 4.173450e+01 32.10 Hours
51, 7.883136e+01, 7.784854e+01 6.284558e+00 4.217480e+01 32.00 Hours
52, 7.803803e+01, 7.851196e+01 6.364726e+00 4.207324e+01 31.91 Hours
53, 7.743737e+01, 7.702334e+01 6.254128e+00 4.030701e+01 31.82 Hours
54, 7.659790e+01, 7.656741e+01 6.247587e+00 4.174829e+01 31.73 Hours
55, 7.589667e+01, 7.280376e+01 6.050825e+00 3.993250e+01 31.63 Hours
56, 7.524120e+01, 7.414586e+01 6.093360e+00 4.355408e+01 31.54 Hours
57, 7.442911e+01, 7.472478e+01 6.118494e+00 4.062122e+01 31.45 Hours
58, 7.356305e+01, 7.584440e+01 6.235364e+00 4.221509e+01 31.36 Hours
59, 7.277630e+01, 7.505208e+01 6.189488e+00 4.384277e+01 31.27 Hours
60, 7.236332e+01, 7.438659e+01 6.210213e+00 4.330847e+01 31.17 Hours
61, 7.156613e+01, 7.415670e+01 6.202841e+00 4.268665e+01 31.08 Hours
62, 7.105201e+01, 7.327219e+01 6.186077e+00 4.051050e+01 30.99 Hours
63, 7.051989e+01, 7.681065e+01 6.353683e+00 4.336890e+01 30.90 Hours
64, 7.000507e+01, 7.429994e+01 6.194499e+00 4.257886e+01 30.80 Hours
65, 6.928879e+01, 7.643056e+01 6.378018e+00 4.335474e+01 30.71 Hours
66, 6.885532e+01, 7.543793e+01 6.352021e+00 4.367053e+01 30.62 Hours
67, 6.831943e+01, 7.499818e+01 6.346767e+00 4.278284e+01 30.53 Hours
68, 6.771047e+01, 7.416433e+01 6.261339e+00 4.256470e+01 30.44 Hours
69, 6.735431e+01, 7.353465e+01 6.241678e+00 4.243042e+01 30.35 Hours
70, 6.709127e+01, 7.267335e+01 6.184496e+00 4.012439e+01 30.26 Hours
71, 6.647726e+01, 7.259310e+01 6.172409e+00 4.066418e+01 30.16 Hours
72, 6.595999e+01, 7.162501e+01 6.154135e+00 4.083252e+01 30.07 Hours
73, 6.551056e+01, 7.089006e+01 6.157044e+00 3.990918e+01 29.98 Hours
74, 6.520202e+01, 6.810594e+01 5.958740e+00 3.886768e+01 29.89 Hours
75, 6.486811e+01, 7.004713e+01 6.065519e+00 4.038599e+01 29.80 Hours
76, 6.432337e+01, 6.819083e+01 5.982563e+00 3.952441e+01 29.70 Hours
77, 6.392991e+01, 6.957946e+01 6.127494e+00 3.981250e+01 29.61 Hours
78, 6.380335e+01, 6.919716e+01 6.086099e+00 4.016150e+01 29.52 Hours
79, 6.338278e+01, 6.856152e+01 6.029961e+00 3.766443e+01 29.42 Hours
80, 6.274092e+01, 6.893922e+01 6.100078e+00 3.936865e+01 29.33 Hours
81, 6.237442e+01, 6.857209e+01 6.071101e+00 3.954724e+01 29.24 Hours
82, 6.220629e+01, 6.989236e+01 6.122207e+00 4.117395e+01 29.15 Hours
83, 6.171405e+01, 6.711901e+01 5.944566e+00 3.988965e+01 29.05 Hours
84, 6.116397e+01, 6.926164e+01 6.107520e+00 3.992432e+01 28.96 Hours
85, 6.104514e+01, 6.841440e+01 6.059864e+00 4.059790e+01 28.87 Hours
86, 6.061906e+01, 6.551191e+01 5.866764e+00 3.971777e+01 28.78 Hours
87, 6.023687e+01, 6.382276e+01 5.777397e+00 3.888452e+01 28.68 Hours
88, 6.002077e+01, 6.308365e+01 5.743259e+00 3.859656e+01 28.59 Hours
89, 5.984341e+01, 6.041875e+01 5.551822e+00 3.713965e+01 28.50 Hours
90, 5.939308e+01, 6.303799e+01 5.734619e+00 3.789685e+01 28.41 Hours
91, 5.905939e+01, 6.301706e+01 5.770182e+00 3.711377e+01 28.31 Hours
92, 5.858215e+01, 6.158170e+01 5.669718e+00 3.779321e+01 28.22 Hours
93, 5.829026e+01, 6.218586e+01 5.746245e+00 3.866699e+01 28.13 Hours
94, 5.811009e+01, 6.042862e+01 5.627276e+00 3.787695e+01 28.04 Hours
95, 5.781906e+01, 6.107167e+01 5.684697e+00 4.066687e+01 27.95 Hours
96, 5.758970e+01, 6.280734e+01 5.786744e+00 3.764966e+01 27.85 Hours
97, 5.710999e+01, 6.342281e+01 5.863368e+00 3.829956e+01 27.76 Hours
98, 5.713351e+01, 6.282653e+01 5.864695e+00 3.655847e+01 27.67 Hours
99, 5.675791e+01, 6.294387e+01 5.830199e+00 4.125110e+01 27.58 Hours
100, 5.682556e+01, 5.863261e+01 5.564401e+00 3.901917e+01 27.48 Hours
101, 5.621688e+01, 6.048529e+01 5.647205e+00 4.248901e+01 27.39 Hours
102, 5.609256e+01, 5.766080e+01 5.498333e+00 3.666040e+01 27.30 Hours
103, 5.570188e+01, 5.958685e+01 5.659711e+00 3.545435e+01 27.21 Hours
104, 5.556444e+01, 6.023887e+01 5.691652e+00 3.831958e+01 27.12 Hours
105, 5.526216e+01, 6.285187e+01 5.865548e+00 3.874670e+01 27.02 Hours
106, 5.492475e+01, 5.758103e+01 5.502973e+00 3.714929e+01 26.93 Hours
107, 5.489935e+01, 6.033289e+01 5.689755e+00 3.685425e+01 26.84 Hours
108, 5.444608e+01, 5.808202e+01 5.534512e+00 4.178638e+01 26.75 Hours
109, 5.445251e+01, 5.483089e+01 5.362582e+00 3.627893e+01 26.65 Hours
110, 5.421622e+01, 5.911589e+01 5.621306e+00 3.735034e+01 26.56 Hours
111, 5.395625e+01, 5.643122e+01 5.482131e+00 3.812512e+01 26.47 Hours
112, 5.365292e+01, 5.767152e+01 5.580164e+00 3.931519e+01 26.38 Hours
113, 5.365037e+01, 5.554358e+01 5.438173e+00 4.011560e+01 26.29 Hours
114, 5.337368e+01, 5.848950e+01 5.662415e+00 4.013147e+01 26.19 Hours
115, 5.316841e+01, 5.534826e+01 5.393937e+00 3.802625e+01 26.10 Hours
116, 5.307255e+01, 5.782790e+01 5.587433e+00 4.025562e+01 26.01 Hours
117, 5.274382e+01, 5.544870e+01 5.454516e+00 3.819104e+01 25.92 Hours
118, 5.259158e+01, 5.502179e+01 5.375968e+00 3.962036e+01 25.83 Hours
119, 5.229194e+01, 5.525299e+01 5.431296e+00 4.188293e+01 25.73 Hours
120, 5.193691e+01, 5.520429e+01 5.458957e+00 3.862317e+01 25.64 Hours
121, 5.214055e+01, 5.350675e+01 5.300832e+00 3.622095e+01 25.55 Hours
122, 5.168329e+01, 5.412191e+01 5.368851e+00 3.999878e+01 25.46 Hours
123, 5.137477e+01, 5.615524e+01 5.519091e+00 4.098083e+01 25.37 Hours
124, 5.117616e+01, 5.499714e+01 5.413393e+00 3.847571e+01 25.28 Hours
125, 5.129125e+01, 5.154111e+01 5.178234e+00 3.974573e+01 25.18 Hours
126, 5.094964e+01, 5.273096e+01 5.249935e+00 3.476123e+01 25.09 Hours
127, 5.074842e+01, 5.291628e+01 5.322869e+00 3.252222e+01 25.00 Hours
128, 5.047697e+01, 5.008472e+01 5.097798e+00 3.361487e+01 24.91 Hours
129, 5.024888e+01, 4.921732e+01 5.044003e+00 3.409521e+01 24.82 Hours
130, 5.006807e+01, 5.039944e+01 5.162916e+00 3.376831e+01 24.72 Hours
131, 5.005352e+01, 4.844486e+01 4.974464e+00 3.388867e+01 24.63 Hours
132, 4.979168e+01, 4.900925e+01 5.033038e+00 3.438806e+01 24.54 Hours
133, 4.970431e+01, 5.040099e+01 5.154367e+00 3.446436e+01 24.45 Hours
134, 4.961090e+01, 4.949833e+01 5.095347e+00 3.391150e+01 24.36 Hours
135, 4.929991e+01, 5.042204e+01 5.154408e+00 3.493140e+01 24.25 Hours
136, 4.891084e+01, 4.901917e+01 5.080644e+00 3.381384e+01 24.15 Hours
137, 4.888364e+01, 4.994175e+01 5.133359e+00 3.412109e+01 24.04 Hours
138, 4.849428e+01, 5.089388e+01 5.220165e+00 3.389392e+01 23.93 Hours
139, 4.855431e+01, 4.797248e+01 4.983990e+00 3.456458e+01 23.82 Hours
140, 4.824696e+01, 4.914973e+01 5.043387e+00 3.380969e+01 23.71 Hours
141, 4.815819e+01, 4.748296e+01 4.990501e+00 3.450391e+01 23.60 Hours
142, 4.800873e+01, 4.811740e+01 4.983771e+00 3.440002e+01 23.50 Hours
143, 4.780188e+01, 4.810088e+01 4.992044e+00 3.471387e+01 23.39 Hours
144, 4.758635e+01, 4.668297e+01 4.907852e+00 3.382239e+01 23.28 Hours
145, 4.798198e+01, 4.884098e+01 5.055831e+00 3.859912e+01 23.18 Hours
146, 4.735214e+01, 4.693979e+01 4.952650e+00 3.467017e+01 23.07 Hours
147, 4.719686e+01, 4.593504e+01 4.882224e+00 3.360352e+01 22.97 Hours
148, 4.692905e+01, 4.580025e+01 4.866231e+00 3.288428e+01 22.86 Hours
149, 4.690969e+01, 4.668551e+01 4.908462e+00 3.530811e+01 22.76 Hours
150, 4.676859e+01, 4.565674e+01 4.870764e+00 3.428870e+01 22.65 Hours
151, 4.660993e+01, 4.576292e+01 4.893868e+00 3.571057e+01 22.55 Hours
152, 4.653673e+01, 4.468644e+01 4.808628e+00 3.434509e+01 22.44 Hours
153, 4.631149e+01, 4.687736e+01 4.971311e+00 3.512744e+01 22.34 Hours
154, 4.601689e+01, 4.421368e+01 4.751569e+00 3.379761e+01 22.24 Hours
155, 4.604913e+01, 4.471405e+01 4.784955e+00 3.596240e+01 22.13 Hours
156, 4.577813e+01, 4.688601e+01 4.950615e+00 3.721912e+01 22.03 Hours
157, 4.560457e+01, 4.439788e+01 4.794390e+00 3.496350e+01 21.93 Hours
158, 4.573290e+01, 4.231375e+01 4.633597e+00 3.439856e+01 21.83 Hours
159, 4.537817e+01, 4.238165e+01 4.631008e+00 3.514453e+01 21.72 Hours
160, 4.505838e+01, 4.231745e+01 4.649906e+00 3.565295e+01 21.62 Hours
161, 4.498338e+01, 4.155325e+01 4.598242e+00 3.464844e+01 21.52 Hours
162, 4.505426e+01, 4.214011e+01 4.660328e+00 3.339404e+01 21.42 Hours
163, 4.462606e+01, 4.341098e+01 4.709407e+00 3.477515e+01 21.32 Hours
164, 4.470020e+01, 4.467503e+01 4.808970e+00 3.397021e+01 21.22 Hours
165, 4.461130e+01, 4.351418e+01 4.735674e+00 3.610999e+01 21.12 Hours
166, 4.449417e+01, 4.333465e+01 4.728201e+00 3.312366e+01 21.02 Hours
167, 4.437826e+01, 4.372964e+01 4.783629e+00 3.665466e+01 20.92 Hours
168, 4.388627e+01, 4.344329e+01 4.765554e+00 3.575513e+01 20.82 Hours
169, 4.417013e+01, 4.449164e+01 4.793462e+00 3.840222e+01 20.73 Hours
170, 4.352318e+01, 4.450238e+01 4.842611e+00 3.759814e+01 20.63 Hours
171, 4.374973e+01, 4.148037e+01 4.626276e+00 3.563184e+01 20.54 Hours
172, 4.360387e+01, 4.263544e+01 4.698302e+00 4.058862e+01 20.44 Hours
173, 4.353285e+01, 4.472299e+01 4.871304e+00 3.541858e+01 20.34 Hours
174, 4.328436e+01, 4.041537e+01 4.537031e+00 3.620129e+01 20.24 Hours
175, 4.312404e+01, 4.260557e+01 4.711603e+00 3.655139e+01 20.14 Hours
176, 4.291069e+01, 4.268015e+01 4.719695e+00 3.912073e+01 20.05 Hours
177, 4.287620e+01, 4.344276e+01 4.778819e+00 3.559253e+01 19.96 Hours
178, 4.265021e+01, 4.418815e+01 4.822293e+00 3.544141e+01 19.87 Hours
179, 4.272765e+01, 4.519759e+01 4.955085e+00 3.722668e+01 19.79 Hours
180, 4.271010e+01, 4.358281e+01 4.836175e+00 3.906287e+01 19.70 Hours
181, 4.247155e+01, 4.127387e+01 4.591760e+00 3.322119e+01 19.61 Hours
182, 4.245405e+01, 4.437682e+01 4.854220e+00 3.663342e+01 19.52 Hours
183, 4.239468e+01, 4.261086e+01 4.738851e+00 3.738940e+01 19.43 Hours
184, 4.221481e+01, 4.259010e+01 4.768889e+00 3.772766e+01 19.35 Hours
185, 4.211770e+01, 4.497551e+01 4.915403e+00 3.558337e+01 19.26 Hours
186, 4.192281e+01, 4.575156e+01 4.973919e+00 3.670862e+01 19.18 Hours
187, 4.184731e+01, 4.495745e+01 4.966873e+00 3.652173e+01 19.08 Hours
188, 4.195489e+01, 4.458766e+01 4.941656e+00 3.771802e+01 18.98 Hours
189, 4.166798e+01, 4.099976e+01 4.622456e+00 3.613416e+01 18.88 Hours
190, 4.162233e+01, 4.420340e+01 4.919491e+00 3.745752e+01 18.79 Hours
191, 4.140966e+01, 4.216043e+01 4.720414e+00 3.766748e+01 18.69 Hours
192, 4.106184e+01, 4.680821e+01 5.013578e+00 3.476770e+01 18.59 Hours
193, 4.130218e+01, 4.257530e+01 4.721707e+00 3.423730e+01 18.49 Hours
194, 4.087356e+01, 4.476704e+01 4.821574e+00 3.519995e+01 18.40 Hours
195, 4.096587e+01, 4.053930e+01 4.619966e+00 3.626074e+01 18.30 Hours
196, 4.069471e+01, 4.358318e+01 4.831880e+00 3.565308e+01 18.21 Hours
197, 4.084188e+01, 4.148082e+01 4.665791e+00 3.571643e+01 18.11 Hours
198, 4.072542e+01, 4.311669e+01 4.854317e+00 3.637561e+01 18.01 Hours
199, 4.056091e+01, 4.317586e+01 4.804239e+00 3.562878e+01 17.92 Hours
200, 4.057573e+01, 4.297107e+01 4.801606e+00 3.637305e+01 17.82 Hours
201, 4.033966e+01, 4.129778e+01 4.652396e+00 3.642249e+01 17.73 Hours
202, 4.069269e+01, 4.466013e+01 4.969204e+00 3.865894e+01 17.63 Hours
203, 4.012147e+01, 4.092817e+01 4.640491e+00 3.825537e+01 17.53 Hours
204, 4.015558e+01, 4.225175e+01 4.779182e+00 3.757532e+01 17.44 Hours
205, 4.025294e+01, 3.961138e+01 4.552909e+00 3.606628e+01 17.35 Hours
206, 3.991364e+01, 4.255956e+01 4.819701e+00 3.772839e+01 17.25 Hours
207, 3.985457e+01, 4.351034e+01 4.883316e+00 3.713367e+01 17.16 Hours
208, 3.963992e+01, 4.455403e+01 4.917382e+00 3.499634e+01 17.07 Hours
209, 3.972979e+01, 4.068056e+01 4.652355e+00 3.541357e+01 16.97 Hours
210, 3.965826e+01, 4.120918e+01 4.728548e+00 3.925366e+01 16.88 Hours
211, 3.957452e+01, 4.280244e+01 4.795126e+00 3.712793e+01 16.79 Hours
212, 3.960325e+01, 4.200045e+01 4.741588e+00 3.655200e+01 16.69 Hours
213, 3.934212e+01, 4.241520e+01 4.705711e+00 3.504114e+01 16.60 Hours
214, 3.918581e+01, 4.188602e+01 4.716996e+00 3.599304e+01 16.50 Hours
215, 3.897915e+01, 4.110038e+01 4.713371e+00 3.797559e+01 16.41 Hours
216, 3.926470e+01, 4.213716e+01 4.730337e+00 3.528162e+01 16.32 Hours
217, 3.906731e+01, 4.220402e+01 4.782028e+00 3.809070e+01 16.23 Hours
218, 3.917096e+01, 3.838664e+01 4.495648e+00 3.534167e+01 16.13 Hours
219, 3.879123e+01, 3.963541e+01 4.538498e+00 3.718665e+01 16.04 Hours
220, 3.871451e+01, 4.059822e+01 4.650604e+00 3.624622e+01 15.95 Hours
221, 3.873503e+01, 4.036991e+01 4.601000e+00 3.472754e+01 15.86 Hours
222, 3.873395e+01, 4.429677e+01 4.953237e+00 3.648376e+01 15.77 Hours
223, 3.865715e+01, 3.784211e+01 4.430735e+00 3.642004e+01 15.68 Hours
224, 3.872379e+01, 3.875357e+01 4.519763e+00 3.687439e+01 15.58 Hours
225, 3.842374e+01, 3.796664e+01 4.461678e+00 3.625049e+01 15.49 Hours
226, 3.840870e+01, 3.851750e+01 4.531306e+00 3.673242e+01 15.40 Hours
227, 3.812052e+01, 3.867297e+01 4.521740e+00 3.687769e+01 15.31 Hours
228, 3.801881e+01, 3.917624e+01 4.546201e+00 3.671216e+01 15.21 Hours
229, 3.845967e+01, 3.805539e+01 4.445863e+00 3.741638e+01 15.12 Hours
230, 3.821885e+01, 3.837809e+01 4.500702e+00 3.691650e+01 15.03 Hours
231, 3.803584e+01, 4.055444e+01 4.719046e+00 3.848267e+01 14.94 Hours
232, 3.808934e+01, 4.087357e+01 4.688157e+00 3.838965e+01 14.85 Hours
233, 3.807734e+01, 3.632755e+01 4.318321e+00 3.744666e+01 14.75 Hours
234, 3.766952e+01, 3.921124e+01 4.576514e+00 3.504808e+01 14.66 Hours