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Fix NaN appearing in heavy N3LO grids#346

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Radonirinaunimi wants to merge 4 commits intomasterfrom
fix-n3lo
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Fix NaN appearing in heavy N3LO grids#346
Radonirinaunimi wants to merge 4 commits intomasterfrom
fix-n3lo

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@Radonirinaunimi Radonirinaunimi commented Feb 2, 2026

The following exposes the issues that plague N3LO heavy grids with NaN. 9e4f55a provides a simple fix but might not be exactly what we wnat. There were mainly two problems working together.

Problem 1: NaN values in N3LO heavy quark grid files

The pre-computed N3LO coefficient function grids in src/yadism/coefficient_functions/heavy/n3lo/grids/ contain NaN values. The problem is that when RectBivariateSpline heavy/n3lo/__init__.py is constructed from a grid containing NaN values, the spline fitting algorithm could propagate the NaN values through the entire set of spline coefficients.

$\Longrightarrow$ Interpolate/Extrapolate the small regions that contain NaN using nearest neighbor fit.

Problem 2: replace_nans_with_0 never run on generic/compound observables

The safety net (replace_nans_with_0) which was meant to safeguard this in the first place never gets called for generic observables (which in the case for NMC is F2_total).

$\Longrightarrow$ A simple fix for this is to check the actual observable:

  if not observable_name.ObservableName.is_valid(observable):
      continue

@Radonirinaunimi Radonirinaunimi linked an issue Feb 2, 2026 that may be closed by this pull request
@felixhekhorn felixhekhorn added the bug Something isn't working label Feb 3, 2026
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Radonirinaunimi commented Feb 4, 2026

For the record, using 1924917, here are the numbers comparing with TID=72200:

pineappl diff results/4104100000-NMC_NC_EM_D_F2-20260204093229/NMC_NC_EM_D_F2.pineappl.lz4 72200/NMC_NC_EM_D_F2.pineappl.lz4 NNPDF40_nnlo_as_01180

 b      x1           x2                   O(as^0 a^0)                          O(as^1 a^0)                           O(as^2 a^0)                           O(as^3 a^0)             
---+-----+-----+------+------+------------+------------+---------+-------------+-------------+---------+-------------+-------------+---------+-------------+-------------+---------
  0  0.16  0.16 0.0015 0.0015 3.3118527e-2 3.3118509e-2 -5.216e-7  4.5259186e-3  4.5249901e-3 -2.052e-4 -2.0274384e-2 -2.0274348e-2 -1.804e-6 -1.0426503e-2 -1.0567324e-2  1.351e-2
  1  0.25  0.25 0.0015 0.0015 5.3502360e-2 5.3502317e-2 -8.181e-7  6.7789067e-3  6.7759219e-3 -4.403e-4 -2.6111905e-2 -2.6113121e-2  4.656e-5 -1.1719082e-2 -1.2035146e-2  2.697e-2
  2  0.35  0.35 0.0015 0.0015 7.7039897e-2 7.7039808e-2 -1.145e-6  9.2960401e-3  9.2894520e-3 -7.087e-4 -3.1628952e-2 -3.1633250e-2  1.359e-4 -1.2785501e-2 -1.3336312e-2  4.308e-2
  3  0.45  0.45 0.0015 0.0015 1.0119317e-1 1.0119302e-1 -1.473e-6  1.1837154e-2  1.1825711e-2 -9.667e-4 -3.6424759e-2 -3.6433750e-2  2.468e-4 -1.3555107e-2 -1.4364100e-2  5.968e-2
  4   0.6   0.6 0.0015 0.0015 1.3801361e-1 1.3801334e-1 -1.963e-6  1.5677072e-2  1.5656337e-2 -1.323e-3 -4.2563112e-2 -4.2581510e-2  4.322e-4 -1.4244197e-2 -1.5450396e-2  8.468e-2
  5  0.17  0.17  0.003  0.003 3.2693876e-2 3.2693880e-2  1.360e-7  3.9406099e-3  3.9401511e-3 -1.164e-4 -1.8699539e-2 -1.8699391e-2 -7.923e-6 -1.4466829e-2 -1.4504020e-2  2.571e-3
  6  0.25  0.25  0.003  0.003 4.9584977e-2 4.9584938e-2 -7.717e-7  5.6545340e-3  5.6529447e-3 -2.811e-4 -2.3440653e-2 -2.3440823e-2  7.271e-6 -1.6440605e-2 -1.6529780e-2  5.424e-3
  7  0.35  0.35  0.003  0.003 7.1517012e-2 7.1516930e-2 -1.137e-6  7.8299356e-3  7.8257601e-3 -5.333e-4 -2.8620694e-2 -2.8622138e-2  5.045e-5 -1.8464912e-2 -1.8650574e-2  1.005e-2
  8  0.45  0.45  0.003  0.003 9.4057013e-2 9.4056876e-2 -1.460e-6  1.0041334e-2  1.0033322e-2 -7.979e-4 -3.3198205e-2 -3.3202029e-2  1.152e-4 -2.0123546e-2 -2.0433240e-2  1.539e-2
  9  0.63  0.63  0.003  0.003 1.3536116e-1 1.3536088e-1 -2.043e-6  1.4069078e-2  1.4051378e-2 -1.258e-3 -4.0233201e-2 -4.0243877e-2  2.654e-4 -2.2344910e-2 -2.2917438e-2  2.562e-2
 10  0.88  0.88  0.003  0.003 1.9244693e-1 1.9244638e-1 -2.853e-6  1.9597664e-2  1.9561787e-2 -1.831e-3 -4.7855663e-2 -4.7879833e-2  5.051e-4 -2.4059026e-2 -2.5023804e-2  4.010e-2
 11  1.12  1.12  0.003  0.003 2.4498953e-1 2.4498864e-1 -3.633e-6  2.4609559e-2  2.4552701e-2 -2.310e-3 -5.3163166e-2 -5.3202481e-2  7.395e-4 -2.4499518e-2 -2.5814592e-2  5.368e-2
 12  0.16  0.16  0.005  0.005 2.9096968e-2 2.9097127e-2  5.477e-6  2.5620595e-3  2.5618921e-3 -6.533e-5 -1.5419146e-2 -1.5418988e-2 -1.028e-5 -1.4405061e-2 -1.4413813e-2  6.076e-4
 13  0.25  0.25  0.005  0.005 4.7161342e-2 4.7161361e-2  3.881e-7  3.9632842e-3  3.9625310e-3 -1.900e-4 -2.0106553e-2 -2.0106469e-2 -4.179e-6 -1.6821927e-2 -1.6848596e-2  1.585e-3
 14  0.35  0.35  0.005  0.005 6.8115442e-2 6.8115379e-2 -9.255e-7  5.5647214e-3  5.5624091e-3 -4.155e-4 -2.4650711e-2 -2.4651258e-2  2.218e-5 -1.9039172e-2 -1.9103752e-2  3.392e-3
 15  0.45  0.45  0.005  0.005 8.9680447e-2 8.9680321e-2 -1.403e-6  7.2061575e-3  7.2011564e-3 -6.940e-4 -2.8695309e-2 -2.8697229e-2  6.692e-5 -2.0909388e-2 -2.1030754e-2  5.804e-3
 16  0.61  0.61  0.005  0.005 1.2482211e-1 1.2482186e-1 -1.957e-6  9.8829206e-3  9.8713357e-3 -1.172e-3 -3.4324480e-2 -3.4330223e-2  1.673e-4 -2.3302070e-2 -2.3544611e-2  1.041e-2
 17  0.88  0.88  0.005  0.005 1.8389204e-1 1.8389153e-1 -2.826e-6  1.4377337e-2  1.4349329e-2 -1.948e-3 -4.1809193e-2 -4.1825225e-2  3.835e-4 -2.5877238e-2 -2.6372088e-2  1.912e-2
 18  1.13  1.13  0.005  0.005 2.3611931e-1 2.3611845e-1 -3.629e-6  1.8283032e-2  1.8235607e-2 -2.594e-3 -4.6752584e-2 -4.6780861e-2  6.048e-4 -2.6867811e-2 -2.7600864e-2  2.728e-2
 19  1.38  1.38  0.005  0.005 2.8421899e-1 2.8421772e-1 -4.440e-6  2.1729825e-2  2.1660708e-2 -3.181e-3 -5.0019638e-2 -5.0061125e-2  8.294e-4 -2.6784378e-2 -2.7730739e-2  3.533e-2
 20  1.71  1.71  0.005  0.005 3.3946918e-1 3.3946731e-1 -5.504e-6  2.5323648e-2  2.5224846e-2 -3.902e-3 -5.2141154e-2 -5.2199527e-2  1.120e-3 -2.5462731e-2 -2.6622854e-2  4.556e-2
 21  0.16  0.16  0.008  0.008 2.8119127e-2 2.8119559e-2  1.534e-5  1.1185674e-3  1.1184899e-3 -6.930e-5 -1.2595367e-2 -1.2595262e-2 -8.284e-6 -1.3169301e-2 -1.3171227e-2  1.463e-4
 22  0.25  0.25  0.008  0.008 4.5626926e-2 4.5627167e-2  5.286e-6  1.8482431e-3  1.8478865e-3 -1.930e-4 -1.6478082e-2 -1.6477894e-2 -1.144e-5 -1.5438713e-2 -1.5444180e-2  3.541e-4
 23  0.35  0.35  0.008  0.008 6.5987579e-2 6.5987649e-2  1.061e-6  2.7184664e-3  2.7173609e-3 -4.067e-4 -2.0265697e-2 -2.0265708e-2  5.294e-7 -1.7533878e-2 -1.7551376e-2  9.980e-4
 24  0.45  0.45  0.008  0.008 8.6978360e-2 8.6978310e-2 -5.785e-7  3.6320022e-3  3.6294117e-3 -7.133e-4 -2.3655097e-2 -2.3655845e-2  3.162e-5 -1.9324262e-2 -1.9363522e-2  2.032e-3
 25  0.64  0.64  0.008  0.008 1.2767276e-1 1.2767252e-1 -1.859e-6  5.4389773e-3  5.4310330e-3 -1.461e-3 -2.9199678e-2 -2.9203558e-2  1.329e-4 -2.2044655e-2 -2.2150546e-2  4.803e-3
 26  0.86  0.86  0.008  0.008 1.7458281e-1 1.7458234e-1 -2.686e-6  7.5572074e-3  7.5390496e-3 -2.403e-3 -3.4325774e-2 -3.4335871e-2  2.942e-4 -2.4200033e-2 -2.4413757e-2  8.832e-3
 27  1.12  1.12  0.008  0.008 2.2759030e-1 2.2758949e-1 -3.541e-6  9.9374390e-3  9.9029202e-3 -3.474e-3 -3.8766204e-2 -3.8786192e-2  5.156e-4 -2.5521550e-2 -2.5879526e-2  1.403e-2
 28  1.37  1.37  0.008  0.008 2.7433344e-1 2.7433225e-1 -4.343e-6  1.1943625e-2  1.1890641e-2 -4.436e-3 -4.1549871e-2 -4.1580706e-2  7.421e-4 -2.5726680e-2 -2.6218455e-2  1.912e-2
 29  1.75  1.75  0.008  0.008 3.3483219e-1 3.3483034e-1 -5.532e-6  1.4197463e-2  1.4114628e-2 -5.834e-3 -4.3398800e-2 -4.3446286e-2  1.094e-3 -2.4510187e-2 -2.5162360e-2  2.661e-2
 30  2.24  2.24  0.008  0.008 3.9115188e-1 3.9114934e-1 -6.488e-6  1.5390312e-2  1.5271322e-2 -7.731e-3 -4.2496010e-2 -4.2561964e-2  1.552e-3 -2.1207465e-2 -2.1968852e-2  3.590e-2
 31  2.73  2.73  0.008  0.008 4.2523687e-1 4.2523985e-1  6.998e-6  1.4482171e-2  1.4334073e-2 -1.023e-2 -3.9130990e-2 -3.9210225e-2  2.025e-3 -1.7034560e-2 -1.7807724e-2  4.539e-2
 32  3.46  3.46  0.008  0.008 4.7119353e-1 4.7119677e-1  6.878e-6  1.0816473e-2  1.0644372e-2 -1.591e-2 -3.3722932e-2 -3.3816265e-2  2.768e-3 -1.1580224e-2 -1.2294336e-2  6.167e-2
 33  0.16  0.16 0.0125 0.0125 2.7697549e-2 2.7698525e-2  3.524e-5 -4.4990697e-4 -4.4996327e-4  1.251e-4 -9.8475307e-3 -9.8474399e-3 -9.219e-6 -1.1145713e-2 -1.1144621e-2 -9.798e-5
 34  0.26  0.26 0.0125 0.0125 4.6952441e-2 4.6953173e-2  1.561e-5 -4.6301192e-4 -4.6320404e-4  4.149e-4 -1.3233208e-2 -1.3233055e-2 -1.156e-5 -1.3306014e-2 -1.3304515e-2 -1.126e-4
 35  0.35  0.35 0.0125 0.0125 6.5121680e-2 6.5122197e-2  7.938e-6 -4.0557976e-4 -4.0612533e-4  1.345e-3 -1.5921989e-2 -1.5921814e-2 -1.097e-5 -1.4919519e-2 -1.4919649e-2  8.699e-6
 36  0.45  0.45 0.0125 0.0125 8.5930628e-2 8.5930918e-2  3.372e-6 -2.9025745e-4 -2.9151617e-4  4.337e-3 -1.8624663e-2 -1.8624674e-2  5.938e-7 -1.6472350e-2 -1.6478510e-2  3.739e-4
 37  0.62  0.62 0.0125 0.0125 1.2206020e-1 1.2206020e-1  1.199e-9 -1.4322667e-5 -1.7978944e-5  2.553e-1 -2.2646014e-2 -2.2647343e-2  5.869e-5 -1.8648138e-2 -1.8675664e-2  1.476e-3
 38  0.88  0.88 0.0125 0.0125 1.7706559e-1 1.7706522e-1 -2.075e-6  5.1014253e-4  4.9900974e-4 -2.182e-2 -2.7538437e-2 -2.7544730e-2  2.285e-4 -2.0967385e-2 -2.1051637e-2  4.018e-3
 39  1.12  1.12 0.0125 0.0125 2.2540120e-1 2.2540051e-1 -3.089e-6  1.0162793e-3  9.9428277e-4 -2.164e-2 -3.0798600e-2 -3.0812055e-2  4.368e-4 -2.2117034e-2 -2.2268994e-2  6.871e-3
 40  1.37  1.37 0.0125 0.0125 2.7145952e-1 2.7145846e-1 -3.918e-6  1.4801565e-3  1.4439226e-3 -2.448e-2 -3.3023159e-2 -3.3045592e-2  6.793e-4 -2.2426187e-2 -2.2651964e-2  1.007e-2
 41  1.74  1.74 0.0125 0.0125 3.2909558e-1 3.2909398e-1 -4.847e-6  1.9000485e-3  1.8401401e-3 -3.153e-2 -3.4416492e-2 -3.4452958e-2  1.060e-3 -2.1551405e-2 -2.1870363e-2  1.480e-2
 42  2.23  2.23 0.0125 0.0125 3.8326237e-1 3.8326084e-1 -4.003e-6  1.7665391e-3  1.6759939e-3 -5.126e-2 -3.3552036e-2 -3.3605130e-2  1.582e-3 -1.8758276e-2 -1.9150894e-2  2.093e-2
 43  2.74  2.74 0.0125 0.0125 4.1571013e-1 4.1571350e-1  8.106e-6  4.6978007e-4  3.5417108e-4 -2.461e-1 -3.0507223e-2 -3.0572898e-2  2.153e-3 -1.4924516e-2 -1.5332937e-2  2.737e-2
 44  3.46  3.46 0.0125 0.0125 4.5205020e-1 4.5204994e-1 -5.646e-7 -2.5963931e-3 -2.7307769e-3  5.176e-2 -2.5978840e-2 -2.6057250e-2  3.018e-3 -1.0192058e-2 -1.0572451e-2  3.732e-2
 45  4.47  4.47 0.0125 0.0125 4.8919303e-1 4.8919220e-1 -1.683e-6 -4.7544784e-3 -4.9140748e-3  3.357e-2 -2.1320475e-2 -2.1412874e-2  4.334e-3 -5.5369539e-3 -5.8640742e-3  5.908e-2
 46  5.41  5.41 0.0125 0.0125 5.1517862e-1 5.1517863e-1  1.734e-8 -5.5621211e-3 -5.7430420e-3  3.253e-2 -1.7998549e-2 -1.8100781e-2  5.680e-3 -2.3748786e-3 -2.6527349e-3  1.170e-1
 47  0.25  0.25 0.0175 0.0175 4.5014039e-2 4.5015810e-2  3.934e-5 -2.2429425e-3 -2.2430737e-3  5.849e-5 -1.0294525e-2 -1.0294363e-2 -1.577e-5 -1.0890498e-2 -1.0886275e-2 -3.878e-4
 48  0.35  0.35 0.0175 0.0175 6.5206636e-2 6.5208079e-2  2.212e-5 -2.8116312e-3 -2.8119432e-3  1.110e-4 -1.2707736e-2 -1.2707560e-2 -1.385e-5 -1.2414745e-2 -1.2409782e-2 -3.997e-4
 49  0.45  0.45 0.0175 0.0175 8.6096885e-2 8.6097944e-2  1.230e-5 -3.3143451e-3 -3.3150840e-3  2.229e-4 -1.4881007e-2 -1.4880881e-2 -8.477e-6 -1.3718218e-2 -1.3713851e-2 -3.184e-4
 50  0.62  0.62 0.0175 0.0175 1.2241259e-1 1.2241317e-1  4.792e-6 -4.0603432e-3 -4.0624774e-3  5.256e-4 -1.8126915e-2 -1.8127265e-2  1.926e-5 -1.5554757e-2 -1.5557391e-2  1.694e-4
 51  0.88  0.88 0.0175 0.0175 1.7770715e-1 1.7770721e-1  3.138e-7 -5.0171064e-3 -5.0236651e-3  1.307e-3 -2.2107745e-2 -2.2110881e-2  1.419e-4 -1.7552152e-2 -1.7580838e-2  1.634e-3
 52  1.12  1.12 0.0175 0.0175 2.2619831e-1 2.2619798e-1 -1.437e-6 -5.7592322e-3 -5.7729455e-3  2.381e-3 -2.4779780e-2 -2.4788048e-2  3.336e-4 -1.8582478e-2 -1.8647174e-2  3.482e-3
 53  1.37  1.37 0.0175 0.0175 2.7221374e-1 2.7221307e-1 -2.460e-6 -6.4279950e-3 -6.4519760e-3  3.731e-3 -2.6604963e-2 -2.6620490e-2  5.836e-4 -1.8903903e-2 -1.9011308e-2  5.682e-3
 54  1.75  1.75 0.0175 0.0175 3.3065053e-1 3.3064951e-1 -3.086e-6 -7.3146227e-3 -7.3575585e-3  5.870e-3 -2.7736253e-2 -2.7764354e-2  1.013e-3 -1.8188836e-2 -1.8355654e-2  9.171e-3
 55  2.24  2.24 0.0175 0.0175 3.8274829e-1 3.8274821e-1 -1.933e-7 -8.3571714e-3 -8.4254850e-3  8.174e-3 -2.6919221e-2 -2.6962476e-2  1.607e-3 -1.5804671e-2 -1.6021198e-2  1.370e-2
 56  2.73  2.73 0.0175 0.0175 4.1138865e-1 4.1139212e-1  8.417e-6 -9.6617484e-3 -9.7502014e-3  9.155e-3 -2.4436378e-2 -2.4490924e-2  2.232e-3 -1.2628574e-2 -1.2860008e-2  1.833e-2
 57  3.48  3.48 0.0175 0.0175 4.4233236e-1 4.4232955e-1 -6.338e-6 -1.2198510e-2 -1.2303090e-2  8.573e-3 -2.0488056e-2 -2.0554947e-2  3.265e-3 -8.4009470e-3 -8.6190841e-3  2.597e-2
 58  4.47  4.47 0.0175 0.0175 4.7186180e-1 4.7185618e-1 -1.193e-5 -1.3796000e-2 -1.3920982e-2  9.059e-3 -1.6694268e-2 -1.6773921e-2  4.771e-3 -4.5427538e-3 -4.7299133e-3  4.120e-2
 59  5.49  5.49 0.0175 0.0175 4.9446401e-1 4.9445772e-1 -1.272e-5 -1.4371540e-2 -1.4515521e-2  1.002e-2 -1.3722390e-2 -1.3811974e-2  6.528e-3 -1.6744141e-3 -1.8279312e-3  9.168e-2
 60  6.83  6.83 0.0175 0.0175 5.1699582e-1 5.1698946e-1 -1.229e-5 -1.4290247e-2 -1.4455727e-2  1.158e-2 -1.0668332e-2 -1.0767431e-2  9.289e-3  1.1108153e-3  9.9890837e-4 -1.007e-1
 61  0.26  0.26  0.025  0.025 4.7445648e-2 4.7449660e-2  8.455e-5 -4.1767779e-3 -4.1769929e-3  5.149e-5 -7.8572601e-3 -7.8570823e-3 -2.263e-5 -8.2540515e-3 -8.2468635e-3 -8.708e-4
 62  0.35  0.35  0.025  0.025 6.5820502e-2 6.5824382e-2  5.895e-5 -5.2628446e-3 -5.2631357e-3  5.530e-5 -9.4722186e-3 -9.4719606e-3 -2.724e-5 -9.2971950e-3 -9.2890267e-3 -8.786e-4
 63  0.45  0.45  0.025  0.025 8.6916142e-2 8.6919589e-2  3.967e-5 -6.3977820e-3 -6.3982423e-3  7.194e-5 -1.1100335e-2 -1.1100091e-2 -2.199e-5 -1.0287667e-2 -1.0278575e-2 -8.838e-4
 64  0.62  0.62  0.025  0.025 1.2363068e-1 1.2363323e-1  2.067e-5 -8.1855698e-3 -8.1868058e-3  1.510e-4 -1.3533406e-2 -1.3533432e-2  1.924e-6 -1.1670897e-2 -1.1661666e-2 -7.909e-4
 65  0.86  0.86  0.025  0.025 1.7531876e-1 1.7532051e-1  9.985e-6 -1.0444354e-2 -1.0447848e-2  3.345e-4 -1.6332331e-2 -1.6333313e-2  6.018e-5 -1.3100434e-2 -1.3097716e-2 -2.075e-4
 66  1.13  1.13  0.025  0.025 2.3043254e-1 2.3043357e-1  4.477e-6 -1.2647493e-2 -1.2655440e-2  6.284e-4 -1.8646552e-2 -1.8650381e-2  2.054e-4 -1.4033841e-2 -1.4047899e-2  1.002e-3
 67  1.37  1.37  0.025  0.025 2.7471188e-1 2.7471252e-1  2.322e-6 -1.4316133e-2 -1.4330011e-2  9.694e-4 -1.9997657e-2 -2.0005876e-2  4.110e-4 -1.4300580e-2 -1.4334947e-2  2.403e-3
 68  1.74  1.74  0.025  0.025 3.3155326e-1 3.3155379e-1  1.605e-6 -1.6369303e-2 -1.6395360e-2  1.592e-3 -2.0907128e-2 -2.0924466e-2  8.293e-4 -1.3825470e-2 -1.3892310e-2  4.835e-3
 69  2.24  2.24  0.025  0.025 3.8361318e-1 3.8361543e-1  5.866e-6 -1.8225864e-2 -1.8270923e-2  2.472e-3 -2.0331444e-2 -2.0361962e-2  1.501e-3 -1.1972104e-2 -1.2072233e-2  8.363e-3
 70  2.74  2.74  0.025  0.025 4.0989728e-1 4.0990082e-1  8.647e-6 -1.9482692e-2 -1.9543058e-2  3.098e-3 -1.8398445e-2 -1.8439520e-2  2.233e-3 -9.4324879e-3 -9.5467599e-3  1.211e-2
 71  3.45  3.45  0.025  0.025 4.3262397e-1 4.3261949e-1 -1.035e-5 -2.1112581e-2 -2.1184679e-2  3.415e-3 -1.5524398e-2 -1.5576482e-2  3.355e-3 -6.2814541e-3 -6.3940362e-3  1.792e-2
 72  4.47  4.47  0.025  0.025 4.5611955e-1 4.5611002e-1 -2.088e-5 -2.2110814e-2 -2.2199559e-2  4.014e-3 -1.2497930e-2 -1.2562411e-2  5.159e-3 -3.1627572e-3 -3.2609524e-3  3.105e-2
 73  5.48  5.48  0.025  0.025 4.7322359e-1 4.7321202e-1 -2.443e-5 -2.2317186e-2 -2.2420983e-2  4.651e-3 -1.0212731e-2 -1.0286443e-2  7.218e-3 -9.4078800e-4 -1.0212307e-3  8.551e-2
 74  6.92  6.92  0.025  0.025 4.9145201e-1 4.9143917e-1 -2.613e-5 -2.1966547e-2 -2.2088773e-2  5.564e-3 -7.6660814e-3 -7.7493091e-3  1.086e-2  1.3918438e-3  1.3367057e-3 -3.962e-2
 75  8.92  8.92  0.025  0.025 5.0977599e-1 5.0976243e-1 -2.659e-5 -2.0924560e-2 -2.1067286e-2  6.821e-3 -4.9683526e-3 -5.0599951e-3  1.845e-2  3.6785851e-3  3.6510309e-3 -7.490e-3
 76  0.36  0.36  0.035  0.035 6.8804324e-2 6.8811912e-2  1.103e-4 -7.6314313e-3 -7.6318850e-3  5.945e-5 -6.9101130e-3 -6.9098318e-3 -4.070e-5 -6.0826892e-3 -6.0715876e-3 -1.825e-3
 77  0.45  0.45  0.035  0.035 8.8034875e-2 8.8042925e-2  9.144e-5 -9.1607966e-3 -9.1613962e-3  6.545e-5 -7.9514677e-3 -7.9510874e-3 -4.783e-5 -6.6703452e-3 -6.6581963e-3 -1.821e-3
 78  0.64  0.64  0.035  0.035 1.2954481e-1 1.2955266e-1  6.055e-5 -1.2186102e-2 -1.2187144e-2  8.554e-5 -9.8812597e-3 -9.8809598e-3 -3.035e-5 -7.6702081e-3 -7.6564858e-3 -1.789e-3
 79  0.86  0.86  0.035  0.035 1.7738988e-1 1.7739662e-1  3.801e-5 -1.5352237e-2 -1.5354523e-2  1.489e-4 -1.1701234e-2 -1.1701601e-2  3.137e-5 -8.4960346e-3 -8.4821806e-3 -1.631e-3
 80  1.13  1.13  0.035  0.035 2.3298143e-1 2.3298700e-1  2.390e-5 -1.8724853e-2 -1.8729803e-2  2.644e-4 -1.3373778e-2 -1.3375446e-2  1.247e-4 -9.1001830e-3 -9.0905966e-3 -1.053e-3
 81  1.38  1.38  0.035  0.035 2.7919486e-1 2.7919975e-1  1.752e-5 -2.1328660e-2 -2.1337177e-2  3.993e-4 -1.4409508e-2 -1.4413302e-2  2.633e-4 -9.2888870e-3 -9.2875614e-3 -1.427e-4
 82  1.74  1.74  0.035  0.035 3.3409868e-1 3.3410345e-1  1.430e-5 -2.4197578e-2 -2.4213097e-2  6.413e-4 -1.5115443e-2 -1.5124206e-2  5.797e-4 -8.9997178e-3 -9.0139235e-3  1.578e-3
 83  2.24  2.24  0.035  0.035 3.8488369e-1 3.8489009e-1  1.663e-5 -2.6559205e-2 -2.6586820e-2  1.040e-3 -1.4830172e-2 -1.4848071e-2  1.207e-3 -7.7752676e-3 -7.8102121e-3  4.494e-3
 84  2.74  2.74  0.035  0.035 4.0830509e-1 4.0831037e-1  1.294e-5 -2.7531960e-2 -2.7569458e-2  1.362e-3 -1.3537242e-2 -1.3563780e-2  1.960e-3 -6.0503370e-3 -6.0980516e-3  7.886e-3
 85  3.46  3.46  0.035  0.035 4.2520580e-1 4.2520125e-1 -1.068e-5 -2.8270828e-2 -2.8316198e-2  1.605e-3 -1.1516996e-2 -1.1553556e-2  3.174e-3 -3.8576379e-3 -3.9105255e-3  1.371e-2
 86  4.45  4.45  0.035  0.035 4.4189771e-1 4.4188655e-1 -2.526e-5 -2.8504606e-2 -2.8561788e-2  2.006e-3 -9.4233470e-3 -9.4711048e-3  5.068e-3 -1.7440731e-3 -1.7944708e-3  2.890e-2
 87  5.47  5.47  0.035  0.035 4.5450898e-1 4.5449454e-1 -3.179e-5 -2.8288521e-2 -2.8357361e-2  2.434e-3 -7.7345380e-3 -7.7911269e-3  7.316e-3 -1.3936696e-4 -1.8282319e-4  3.118e-1
 88  6.92  6.92  0.035  0.035 4.6778784e-1 4.6777103e-1 -3.593e-5 -2.7620830e-2 -2.7704234e-2  3.020e-3 -5.8245234e-3 -5.8902439e-3  1.128e-2  1.5722381e-3  1.5409119e-3 -1.992e-2
 89  8.96  8.96  0.035  0.035 4.8114255e-1 4.8112419e-1 -3.815e-5 -2.6404070e-2 -2.6503995e-2  3.784e-3 -3.7442624e-3 -3.8181851e-3  1.974e-2  3.3038217e-3  3.2868252e-3 -5.145e-3
 90 11.45 11.45  0.035  0.035 4.9273900e-1 4.9271838e-1 -4.183e-5 -2.4840602e-2 -2.4954787e-2  4.597e-3 -1.8040966e-3 -1.8837042e-3  4.413e-2  4.7742571e-3  4.7693589e-3 -1.026e-3
 91 14.36 14.36  0.035  0.035 5.0260417e-1 5.0258047e-1 -4.715e-5 -2.3106648e-2 -2.3231988e-2  5.424e-3 -6.3870952e-5 -1.4676673e-4   1.298e0  5.9542596e-3  5.9578297e-3  5.996e-4
 92  0.46  0.46   0.05   0.05 9.1509147e-2 9.1521390e-2  1.338e-4 -1.2129954e-2 -1.2130703e-2  6.176e-5 -5.5635189e-3 -5.5635101e-3 -1.594e-6 -3.0012149e-3 -2.9861597e-3 -5.016e-3
 93  0.61  0.61   0.05   0.05 1.2470098e-1 1.2471603e-1  1.207e-4 -1.5363475e-2 -1.5364696e-2  7.944e-5 -6.6609807e-3 -6.6603924e-3 -8.833e-5 -3.3633401e-3 -3.3465903e-3 -4.980e-3
 94  0.88  0.88   0.05   0.05 1.8398584e-1 1.8400263e-1  9.129e-5 -2.0612695e-2 -2.0614750e-2  9.970e-5 -8.2190962e-3 -8.2185985e-3 -6.055e-5 -3.8170904e-3 -3.7987083e-3 -4.816e-3
 95  1.13  1.13   0.05   0.05 2.3563025e-1 2.3564710e-1  7.154e-5 -2.4761210e-2 -2.4764864e-2  1.475e-4 -9.2927334e-3 -9.2932416e-3  5.469e-5 -4.0327132e-3 -4.0144557e-3 -4.527e-3
 96  1.37  1.37   0.05   0.05 2.8017906e-1 2.8019555e-1  5.884e-5 -2.8050179e-2 -2.8056020e-2  2.082e-4 -1.0011616e-2 -1.0013362e-2  1.743e-4 -4.0906235e-3 -4.0738066e-3 -4.111e-3
 97  1.74  1.74   0.05   0.05 3.3639439e-1 3.3641034e-1  4.742e-5 -3.1772434e-2 -3.1782499e-2  3.168e-4 -1.0594399e-2 -1.0598439e-2  3.813e-4 -3.9365288e-3 -3.9246901e-3 -3.007e-3
 98  2.25  2.25   0.05   0.05 3.8626669e-1 3.8628195e-1  3.951e-5 -3.4408425e-2 -3.4425048e-2  4.831e-4 -1.0542304e-2 -1.0550767e-2  8.028e-4 -3.3452191e-3 -3.3432846e-3 -5.783e-4
 99  2.74  2.74   0.05   0.05 4.0575502e-1 4.0576588e-1  2.677e-5 -3.4792933e-2 -3.4814055e-2  6.071e-4 -9.8218364e-3 -9.8352153e-3  1.362e-3 -2.5398687e-3 -2.5468220e-3  2.738e-3
100  3.46  3.46   0.05   0.05 4.1656691e-1 4.1656636e-1 -1.307e-6 -3.4354244e-2 -3.4378715e-2  7.123e-4 -8.5966426e-3 -8.6170873e-3  2.378e-3 -1.4590391e-3 -1.4737546e-3  1.009e-2
101  4.46  4.46   0.05   0.05 4.2728950e-1 4.2728052e-1 -2.100e-5 -3.3624876e-2 -3.3656116e-2  9.291e-4 -7.2604659e-3 -7.2899519e-3  4.061e-3 -3.3374605e-4 -3.5295740e-4  5.756e-2
102  5.46  5.46   0.05   0.05 4.3511889e-1 4.3510539e-1 -3.103e-5 -3.2856169e-2 -3.2894808e-2  1.176e-3 -6.1689279e-3 -6.2059149e-3  5.996e-3  5.6197114e-4  5.4214724e-4 -3.528e-2
103   6.9   6.9   0.05   0.05 4.4343911e-1 4.4342197e-1 -3.866e-5 -3.1757268e-2 -3.1805990e-2  1.534e-3 -4.8691889e-3 -4.9144351e-3  9.292e-3  1.5999288e-3  1.5821631e-3 -1.110e-2
104  8.93  8.93   0.05   0.05 4.5175310e-1 4.5173311e-1 -4.426e-5 -3.0292976e-2 -3.0353766e-2  2.007e-3 -3.4012652e-3 -3.4542940e-3  1.559e-2  2.7220007e-3  2.7081682e-3 -5.082e-3
105 11.44 11.44   0.05   0.05 4.5896210e-1 4.5893949e-1 -4.927e-5 -2.8654694e-2 -2.8726398e-2  2.502e-3 -1.9799985e-3 -2.0386904e-3  2.964e-2  3.7355097e-3  3.7255370e-3 -2.670e-3
106 14.82 14.82   0.05   0.05 4.6576355e-1 4.6573734e-1 -5.629e-5 -2.6750073e-2 -2.6831487e-2  3.043e-3 -5.1605935e-4 -5.7855119e-4  1.211e-1  4.6797266e-3  4.6727293e-3 -1.495e-3
107 19.19 19.19   0.05   0.05 4.7188063e-1 4.7184939e-1 -6.621e-5 -2.4713692e-2 -2.4802237e-2  3.583e-3  8.8902126e-4  8.2479728e-4 -7.224e-2  5.4713157e-3  5.4651927e-3 -1.119e-3
108  0.68  0.68   0.07   0.07 1.4176362e-1 1.4178141e-1  1.255e-4 -1.9967596e-2 -1.9968791e-2  5.984e-5 -5.7790232e-3 -5.7031451e-3 -1.313e-2 -5.8899195e-4 -5.6916641e-4 -3.366e-2
109  0.86  0.86   0.07   0.07 1.8165847e-1 1.8168091e-1  1.236e-4 -2.4163931e-2 -2.4165905e-2  8.169e-5 -6.5996691e-3 -6.5987331e-3 -1.418e-4 -6.2509964e-4 -6.0374308e-4 -3.417e-2
110  1.11  1.11   0.07   0.07 2.3400227e-1 2.3402873e-1  1.131e-4 -2.9229919e-2 -2.9232939e-2  1.033e-4 -7.5134780e-3 -7.5118472e-3 -2.171e-4 -6.5063222e-4 -6.2836351e-4 -3.423e-2
111  1.38  1.38   0.07   0.07 2.8425490e-1 2.8428356e-1  1.008e-4 -3.3633757e-2 -3.3638315e-2  1.355e-4 -8.2167885e-3 -8.2165685e-3 -2.677e-5 -6.3590122e-4 -6.1438349e-4 -3.384e-2
112  1.74  1.74   0.07   0.07 3.3817772e-1 3.3820691e-1  8.631e-5 -3.7742650e-2 -3.7749925e-2  1.927e-4 -8.7303106e-3 -8.7320282e-3  1.967e-4 -5.5988024e-4 -5.4060955e-4 -3.442e-2
113  2.24  2.24   0.07   0.07 3.8552931e-1 3.8555608e-1  6.945e-5 -4.0343206e-2 -4.0354241e-2  2.735e-4 -8.7854270e-3 -8.7897088e-3  4.874e-4 -3.9760430e-4 -3.8246882e-4 -3.807e-2
114  2.75  2.75   0.07   0.07 4.0250433e-1 4.0252362e-1  4.792e-5 -4.0009508e-2 -4.0022221e-2  3.177e-4 -8.2795231e-3 -8.2861940e-3  8.057e-4 -2.0368368e-4 -1.9370528e-4 -4.899e-2
115  3.47  3.47   0.07   0.07 4.0799192e-1 4.0799933e-1  1.817e-5 -3.8343633e-2 -3.8356981e-2  3.481e-4 -7.4207507e-3 -7.4309726e-3  1.377e-3  7.1045202e-5  7.5055653e-5  5.645e-2
116  4.47  4.47   0.07   0.07 4.1340815e-1 4.1340598e-1 -5.252e-6 -3.6597352e-2 -3.6613408e-2  4.387e-4 -6.4901537e-3 -6.5057584e-3  2.404e-3  4.4874371e-4  4.4726660e-4 -3.292e-3
117  5.47  5.47   0.07   0.07 4.1733590e-1 4.1732808e-1 -1.874e-5 -3.5229064e-2 -3.5248888e-2  5.627e-4 -5.7290640e-3 -5.7498157e-3  3.622e-3  8.2489098e-4  8.1988702e-4 -6.066e-3
118  6.91  6.91   0.07   0.07 4.2146599e-1 4.2145324e-1 -3.027e-5 -3.3641191e-2 -3.3666893e-2  7.640e-4 -4.8139243e-3 -4.8409726e-3  5.619e-3  1.3384487e-3  1.3308591e-3 -5.670e-3
119  8.91  8.91   0.07   0.07 4.2547465e-1 4.2545773e-1 -3.978e-5 -3.1880239e-2 -3.1913476e-2  1.043e-3 -3.7771850e-3 -3.8106745e-3  8.866e-3  1.9643231e-3  1.9549617e-3 -4.766e-3
120  11.4  11.4   0.07   0.07 4.2890889e-1 4.2888853e-1 -4.749e-5 -3.0124423e-2 -3.0165292e-2  1.357e-3 -2.7462853e-3 -2.7849145e-3  1.407e-2  2.5923997e-3  2.5819680e-3 -4.024e-3
121 14.89 14.89   0.07   0.07 4.3216448e-1 4.3213994e-1 -5.678e-5 -2.8171599e-2 -2.8219702e-2  1.707e-3 -1.6289875e-3 -1.6715173e-3  2.611e-2  3.2417744e-3  3.2304060e-3 -3.507e-3
122 19.63 19.63   0.07   0.07 4.3506513e-1 4.3503519e-1 -6.882e-5 -2.6128265e-2 -2.6182070e-2  2.059e-3 -5.0785968e-4 -5.5253070e-4  8.796e-2  3.8319960e-3  3.8192308e-3 -3.331e-3
123 26.07 26.07   0.07   0.07 4.3751186e-1 4.3747445e-1 -8.553e-5 -2.4088673e-2 -2.4145916e-2  2.376e-3  5.6532493e-4  5.2010624e-4 -7.999e-2  4.3439798e-3  4.3260250e-3 -4.133e-3
124   0.9   0.9   0.09   0.09 1.9098930e-1 1.9100932e-1  1.048e-4 -2.6931333e-2 -2.6932510e-2  4.373e-5 -6.8927713e-3 -6.8917875e-3 -1.427e-4  2.5286621e-4  2.7605926e-4  9.172e-2
125  1.11  1.11   0.09   0.09 2.3491506e-1 2.3494017e-1  1.069e-4 -3.1503053e-2 -3.1505101e-2  6.499e-5 -7.6647707e-3 -7.6621703e-3 -3.393e-4  2.7998256e-4  3.0434180e-4  8.700e-2
126  1.38  1.38   0.09   0.09 2.8521372e-1 2.8524375e-1  1.053e-4 -3.6252020e-2 -3.6255270e-2  8.964e-5 -8.3947499e-3 -8.3932893e-3 -1.740e-4  2.9539226e-4  3.2003307e-4  8.342e-2
127  1.76  1.76   0.09   0.09 3.4117247e-1 3.4120528e-1  9.618e-5 -4.0752986e-2 -4.0757975e-2  1.224e-4 -8.9624986e-3 -8.9619377e-3 -6.259e-5  3.0624213e-4  3.2876386e-4  7.354e-2
128  2.24  2.24   0.09   0.09 3.8455159e-1 3.8458290e-1  8.141e-5 -4.3057990e-2 -4.3065277e-2  1.692e-4 -9.0168556e-3 -9.0186150e-3  1.951e-4  3.1820559e-4  3.3647704e-4  5.742e-2
129  2.75  2.75   0.09   0.09 3.9905828e-1 3.9908264e-1  6.105e-5 -4.2183039e-2 -4.2191344e-2  1.969e-4 -8.4842910e-3 -8.4881092e-3  4.500e-4  3.1393462e-4  3.2797563e-4  4.473e-2
130  3.49  3.49   0.09   0.09 4.0101720e-1 4.0103072e-1  3.371e-5 -3.9639719e-2 -3.9648198e-2  2.139e-4 -7.5786777e-3 -7.5847908e-3  8.066e-4  3.3379045e-4  3.4310271e-4  2.790e-2
131  4.47  4.47   0.09   0.09 4.0281337e-1 4.0281783e-1  1.106e-5 -3.7260413e-2 -3.7270084e-2  2.596e-4 -6.6983601e-3 -6.7075255e-3  1.368e-3  4.4625546e-4  4.5124915e-4  1.119e-2
132  5.46  5.46   0.09   0.09 4.0409574e-1 4.0409431e-1 -3.537e-6 -3.5490401e-2 -3.5501999e-2  3.268e-4 -6.0110185e-3 -6.0233056e-3  2.044e-3  6.1122023e-4  6.1288374e-4  2.722e-3
133  6.91  6.91   0.09   0.09 4.0540960e-1 4.0540255e-1 -1.738e-5 -3.3537298e-2 -3.3552296e-2  4.472e-4 -5.2098939e-3 -5.2264272e-3  3.173e-3  8.8781109e-4  8.8604502e-4 -1.989e-3
134  8.92  8.92   0.09   0.09 4.0659558e-1 4.0658351e-1 -2.968e-5 -3.1531276e-2 -3.1551000e-2  6.255e-4 -4.3374801e-3 -4.3587802e-3  4.911e-3  1.2709193e-3  1.2658219e-3 -4.011e-3
135 11.37 11.37   0.09   0.09 4.0749802e-1 4.0748174e-1 -3.995e-5 -2.9695542e-2 -2.9720254e-2  8.322e-4 -3.5036982e-3 -3.5290804e-3  7.244e-3  1.6834981e-3  1.6756360e-3 -4.670e-3
136 14.87 14.87   0.09   0.09 4.0825299e-1 4.0823198e-1 -5.146e-5 -2.7723793e-2 -2.7753712e-2  1.079e-3 -2.5893626e-3 -2.6182003e-3  1.114e-2  2.1483284e-3  2.1379399e-3 -4.836e-3
137 19.74 19.74   0.09   0.09 4.0879004e-1 4.0876324e-1 -6.557e-5 -2.5709705e-2 -2.5743991e-2  1.334e-3 -1.6569995e-3 -1.6880247e-3  1.872e-2  2.6023449e-3  2.5895625e-3 -4.912e-3
138 26.36 26.36   0.09   0.09 4.0902694e-1 4.0899260e-1 -8.394e-5 -2.3778666e-2 -2.3815664e-2  1.556e-3 -7.7740926e-4 -8.0924712e-4  4.095e-2  3.0058186e-3  2.9886508e-3 -5.712e-3
139 34.74 34.74   0.09   0.09 4.0905969e-1 4.0901583e-1 -1.072e-4 -2.2064688e-2 -2.2102246e-2  1.702e-3 -2.6614477e-5 -5.8046236e-5   1.181e0  3.3106601e-3  3.2882643e-3 -6.765e-3
140  1.13  1.13   0.11   0.11 2.3818334e-1 2.3820375e-1  8.571e-5 -3.2285607e-2 -3.2286464e-2  2.654e-5 -8.4676540e-3 -8.4663465e-3 -1.544e-4 -6.2457822e-5 -3.7038977e-5 -4.070e-1
141  1.38  1.38   0.11   0.11 2.8442101e-1 2.8444605e-1  8.805e-5 -3.6727095e-2 -3.6728717e-2  4.414e-5 -9.2012986e-3 -9.1996475e-3 -1.794e-4 -8.0536937e-5 -5.4479169e-5 -3.236e-1
142  1.75  1.75   0.11   0.11 3.3870382e-1 3.3873276e-1  8.544e-5 -4.1159722e-2 -4.1162403e-2  6.512e-5 -9.8016452e-3 -9.7998198e-3 -1.862e-4 -9.8617013e-5 -7.3379485e-5 -2.559e-1
143  2.24  2.24   0.11   0.11 3.8211166e-1 3.8214100e-1  7.679e-5 -4.3395531e-2 -4.3399620e-2  9.422e-5 -9.8456263e-3 -9.8449452e-3 -6.918e-5 -1.1399542e-4 -9.2841954e-5 -1.856e-1
144  2.74  2.74   0.11   0.11 3.9479352e-1 3.9481810e-1  6.227e-5 -4.2237726e-2 -4.2242428e-2  1.113e-4 -9.2316608e-3 -9.2329142e-3  1.358e-4 -1.0769625e-4 -9.1561171e-5 -1.498e-1
145  3.49  3.49   0.11   0.11 3.9413807e-1 3.9415398e-1  4.036e-5 -3.9179602e-2 -3.9184587e-2  1.272e-4 -8.1676633e-3 -8.1712208e-3  4.356e-4 -6.3405069e-5 -5.2400650e-5 -1.736e-1
146  4.47  4.47   0.11   0.11 3.9342852e-1 3.9343667e-1  2.073e-5 -3.6426070e-2 -3.6431942e-2  1.612e-4 -7.1948691e-3 -7.2007297e-3  8.146e-4  4.2739461e-5  4.9812868e-5  1.655e-1
147  5.46  5.46   0.11   0.11 3.9282516e-1 3.9282791e-1  6.995e-6 -3.4425181e-2 -3.4432307e-2  2.070e-4 -6.4737000e-3 -6.4816297e-3  1.225e-3  1.7365311e-4  1.7785255e-4  2.418e-2
148   6.9   6.9   0.11   0.11 3.9207731e-1 3.9207457e-1 -7.007e-6 -3.2288743e-2 -3.2298009e-2  2.870e-4 -5.6818168e-3 -5.6925185e-3  1.883e-3  3.7967277e-4  3.8074307e-4  2.819e-3
149  8.92  8.92   0.11   0.11 3.9119388e-1 3.9118596e-1 -2.025e-5 -3.0142254e-2 -3.0154672e-2  4.120e-4 -4.8553225e-3 -4.8693260e-3  2.884e-3  6.6524927e-4  6.6295661e-4 -3.446e-3
150 11.37 11.37   0.11   0.11 3.9028950e-1 3.9027707e-1 -3.185e-5 -2.8257009e-2 -2.8272822e-2  5.596e-4 -4.1019103e-3 -4.1189223e-3  4.147e-3  9.7632122e-4  9.7099315e-4 -5.457e-3
151 14.85 14.85   0.11   0.11 3.8921477e-1 3.8919732e-1 -4.482e-5 -2.6308373e-2 -2.6327856e-2  7.406e-4 -3.3021416e-3 -3.3218715e-3  5.975e-3  1.3345848e-3  1.3263511e-3 -6.169e-3
152 19.74 19.74   0.11   0.11 3.8798043e-1 3.8795698e-1 -6.043e-5 -2.4358689e-2 -2.4381404e-2  9.325e-4 -2.4930097e-3 -2.5146486e-3  8.680e-3  1.6995514e-3  1.6886366e-3 -6.422e-3
153 26.52 26.52   0.11   0.11 3.8655792e-1 3.8652682e-1 -8.044e-5 -2.2506707e-2 -2.2531522e-2  1.103e-3 -1.7297919e-3 -1.7522869e-3  1.300e-2  2.0363992e-3  2.0217345e-3 -7.201e-3
154 35.32 35.32   0.11   0.11 3.8506326e-1 3.8502254e-1 -1.057e-4 -2.0855986e-2 -2.0881278e-2  1.213e-3 -1.0712275e-3 -1.0935423e-3  2.083e-2  2.3013762e-3  2.2825449e-3 -8.183e-3
155 44.94 44.94   0.11   0.11 3.8387054e-1 3.8381942e-1 -1.332e-4 -1.9582776e-2 -1.9607654e-2  1.270e-3 -5.6546825e-4 -5.8724079e-4  3.850e-2  2.4923928e-3  2.4700756e-3 -8.954e-3
156   1.4   1.4   0.14   0.14 2.8307325e-1 2.8309096e-1  6.255e-5 -3.4797224e-2 -3.4796905e-2 -9.167e-6 -1.0100401e-2 -1.0100358e-2 -4.208e-6 -1.3650111e-3 -1.3384278e-3 -1.947e-2
157  1.75  1.75   0.14   0.14 3.3303038e-1 3.3305124e-1  6.265e-5 -3.8678746e-2 -3.8678837e-2  2.349e-6 -1.0879199e-2 -1.0877138e-2 -1.894e-4 -1.3727340e-3 -1.3463927e-3 -1.919e-2
158  2.24  2.24   0.14   0.14 3.7475746e-1 3.7477919e-1  5.800e-5 -4.0634065e-2 -4.0634500e-2  1.072e-5 -1.0870513e-2 -1.0868232e-2 -2.098e-4 -1.3107604e-3 -1.2868190e-3 -1.827e-2
159  2.74  2.74   0.14   0.14 3.8545277e-1 3.8547220e-1  5.041e-5 -3.9273237e-2 -3.9273842e-2  1.540e-5 -1.0123482e-2 -1.0121865e-2 -1.597e-4 -1.1782595e-3 -1.1587862e-3 -1.653e-2
160  3.47  3.47   0.14   0.14 3.8215832e-1 3.8217230e-1  3.657e-5 -3.6087516e-2 -3.6088122e-2  1.679e-5 -8.9076905e-3 -8.9078552e-3  1.849e-5 -9.6713993e-4 -9.5370892e-4 -1.389e-2
161  4.48  4.48   0.14   0.14 3.7874393e-1 3.7875232e-1  2.217e-5 -3.3104380e-2 -3.3105728e-2  4.071e-5 -7.7772354e-3 -7.7797144e-3  3.187e-4 -7.2815987e-4 -7.1972511e-4 -1.158e-2
162  5.47  5.47   0.14   0.14 3.7617581e-1 3.7618015e-1  1.152e-5 -3.1042382e-2 -3.1044720e-2  7.533e-5 -6.9961521e-3 -7.0003151e-3  5.950e-4 -5.3782665e-4 -5.3229694e-4 -1.028e-2
163   6.9   6.9   0.14   0.14 3.7328584e-1 3.7328593e-1  2.418e-7 -2.8885199e-2 -2.8889173e-2  1.376e-4 -6.1775533e-3 -6.1835784e-3  9.753e-4 -3.1059449e-4 -3.0789637e-4 -8.687e-3
164  8.92  8.92   0.14   0.14 3.7019530e-1 3.7019079e-1 -1.220e-5 -2.6745255e-2 -2.6751270e-2  2.249e-4 -5.3608577e-3 -5.3689098e-3  1.502e-3 -4.7542009e-5 -4.7742720e-5  4.222e-3
165 11.37 11.37   0.14   0.14 3.6736195e-1 3.6735315e-1 -2.396e-5 -2.4913298e-2 -2.4921474e-2  3.282e-4 -4.6548652e-3 -4.6647521e-3  2.124e-3  2.1134926e-4  2.0851075e-4 -1.343e-2
166 14.84 14.84   0.14   0.14 3.6433835e-1 3.6432465e-1 -3.763e-5 -2.3074951e-2 -2.3085470e-2  4.559e-4 -3.9399676e-3 -3.9515803e-3  2.947e-3  4.9718588e-4  4.9172072e-4 -1.099e-2
167 19.76 19.76   0.14   0.14 3.6118224e-1 3.6116261e-1 -5.436e-5 -2.1271187e-2 -2.1283828e-2  5.943e-4 -3.2361459e-3 -3.2490654e-3  3.992e-3  7.8932382e-4  7.8139590e-4 -1.004e-2
168 26.55 26.55   0.14   0.14 3.5797527e-1 3.5794827e-1 -7.545e-5 -1.9607734e-2 -1.9621783e-2  7.165e-4 -2.5957950e-3 -2.6093545e-3  5.224e-3  1.0586593e-3  1.0478611e-3 -1.020e-2
169 35.28 35.28   0.14   0.14 3.5486377e-1 3.5482780e-1 -1.014e-4 -1.8153594e-2 -1.8167984e-2  7.927e-4 -2.0550609e-3 -2.0685519e-3  6.565e-3  1.2737817e-3  1.2600839e-3 -1.075e-2
170 46.95 46.95   0.14   0.14 3.5198862e-1 3.5194100e-1 -1.353e-4 -1.6848121e-2 -1.6862148e-2  8.325e-4 -1.5703142e-3 -1.5833687e-3  8.313e-3  1.4589715e-3  1.4425414e-3 -1.126e-2
171  1.82  1.82   0.18   0.18 3.2583921e-1 3.2585323e-1  4.303e-5 -3.2315562e-2 -3.2313928e-2 -5.057e-5 -1.1062091e-2 -1.1062032e-2 -5.280e-6 -2.7755695e-3 -2.7502375e-3 -9.127e-3
172  2.24  2.24   0.18   0.18 3.5745743e-1 3.5747222e-1  4.137e-5 -3.3399530e-2 -3.3397807e-2 -5.158e-5 -1.1193314e-2 -1.1190964e-2 -2.100e-4 -2.6086369e-3 -2.5849977e-3 -9.062e-3
173  2.75  2.75   0.18   0.18 3.6607366e-1 3.6608661e-1  3.539e-5 -3.2003701e-2 -3.2001643e-2 -6.430e-5 -1.0343880e-2 -1.0341366e-2 -2.430e-4 -2.2866516e-3 -2.2662274e-3 -8.932e-3
174  3.47  3.47   0.18   0.18 3.6065896e-1 3.6066839e-1  2.615e-5 -2.9115505e-2 -2.9112990e-2 -8.638e-5 -9.0624955e-3 -9.0603260e-3 -2.394e-4 -1.8899003e-3 -1.8740693e-3 -8.377e-3
175  4.47  4.47   0.18   0.18 3.5505997e-1 3.5506572e-1  1.620e-5 -2.6425290e-2 -2.6422757e-2 -9.586e-5 -7.9061215e-3 -7.9051948e-3 -1.172e-4 -1.5286056e-3 -1.5177503e-3 -7.101e-3
176  5.49  5.49   0.18   0.18 3.5072607e-1 3.5072895e-1  8.210e-6 -2.4520769e-2 -2.4518747e-2 -8.245e-5 -7.0975637e-3 -7.0981236e-3  7.888e-5 -1.2626911e-3 -1.2554696e-3 -5.719e-3
177  6.92  6.92   0.18   0.18 3.4605438e-1 3.4605409e-1 -8.422e-7 -2.2617209e-2 -2.2616226e-2 -4.345e-5 -6.2912785e-3 -6.2935266e-3  3.573e-4 -9.8271551e-4 -9.7872994e-4 -4.056e-3
178  8.93  8.93   0.18   0.18 3.4114413e-1 3.4114050e-1 -1.065e-5 -2.0759689e-2 -2.0760317e-2  3.024e-5 -5.5063666e-3 -5.5101990e-3  6.960e-4 -6.9657564e-4 -6.9535095e-4 -1.758e-3
179 11.37 11.37   0.18   0.18 3.3669877e-1 3.3669163e-1 -2.121e-5 -1.9187535e-2 -1.9189652e-2  1.103e-4 -4.8453580e-3 -4.8504106e-3  1.043e-3 -4.4302161e-4 -4.4400288e-4  2.215e-3
180 14.85 14.85   0.18   0.18 3.3200421e-1 3.3199281e-1 -3.433e-5 -1.7625968e-2 -1.7629688e-2  2.110e-4 -4.1932057e-3 -4.1992996e-3  1.453e-3 -1.8295503e-4 -1.8602914e-4  1.680e-2
181 19.75 19.75   0.18   0.18 3.2723589e-1 3.2721924e-1 -5.089e-5 -1.6133585e-2 -1.6138739e-2  3.194e-4 -3.5769441e-3 -3.5837728e-3  1.909e-3  6.8376635e-5  6.3420634e-5 -7.248e-2
182 26.61 26.61   0.18   0.18 3.2245972e-1 3.2243639e-1 -7.235e-5 -1.4762808e-2 -1.4768948e-2  4.159e-4 -3.0281080e-3 -3.0352582e-3  2.361e-3  2.9562007e-4  2.8868975e-4 -2.344e-2
183 35.37 35.37   0.18   0.18 3.1795722e-1 3.1792587e-1 -9.861e-5 -1.3586286e-2 -1.3592716e-2  4.732e-4 -2.5778367e-3 -2.5848693e-3  2.728e-3  4.7607172e-4  4.6727729e-4 -1.847e-2
184 47.01 47.01   0.18   0.18 3.1387157e-1 3.1382994e-1 -1.326e-4 -1.2557563e-2 -1.2563835e-2  4.995e-4 -2.1848253e-3 -2.1915138e-3  3.061e-3  6.3137979e-4  6.2093958e-4 -1.654e-2
185 63.04 63.04   0.18   0.18 3.0978539e-1 3.0972997e-1 -1.789e-4 -1.1604526e-2 -1.1610143e-2  4.841e-4 -1.8359656e-3 -1.8420903e-3  3.336e-3  7.6235204e-4  7.5302880e-4 -1.223e-2
186  2.28  2.28  0.225  0.225 3.3060202e-1 3.3060758e-1  1.680e-5 -2.3475760e-2 -2.3472409e-2 -1.427e-4 -1.0141099e-2 -1.0141034e-2 -6.376e-6 -3.2597473e-3 -3.2384767e-3 -6.525e-3
187  2.74  2.74  0.225  0.225 3.3601129e-1 3.3601745e-1  1.833e-5 -2.2324591e-2 -2.2321182e-2 -1.527e-4 -9.6382615e-3 -9.6359500e-3 -2.398e-4 -2.9048253e-3 -2.8861264e-3 -6.437e-3
188  3.48  3.48  0.225  0.225 3.2911414e-1 3.2911901e-1  1.481e-5 -1.9918312e-2 -1.9914593e-2 -1.867e-4 -8.3787800e-3 -8.3763590e-3 -2.889e-4 -2.4064709e-3 -2.3913598e-3 -6.279e-3
189  4.47  4.47  0.225  0.225 3.2224837e-1 3.2225108e-1  8.402e-6 -1.7789449e-2 -1.7785303e-2 -2.330e-4 -7.2991732e-3 -7.2968872e-3 -3.132e-4 -1.9995631e-3 -1.9877890e-3 -5.888e-3
190  5.47  5.47  0.225  0.225 3.1696866e-1 3.1696958e-1  2.917e-6 -1.6311174e-2 -1.6306990e-2 -2.565e-4 -6.5633249e-3 -6.5615743e-3 -2.667e-4 -1.7230543e-3 -1.7140664e-3 -5.216e-3
191  6.97  6.97  0.225  0.225 3.1091981e-1 3.1091843e-1 -4.438e-6 -1.4765256e-2 -1.4761445e-2 -2.581e-4 -5.7965874e-3 -5.7959766e-3 -1.054e-4 -1.4256558e-3 -1.4199684e-3 -3.989e-3
192  8.93  8.93  0.225  0.225 3.0504392e-1 3.0503998e-1 -1.292e-5 -1.3392750e-2 -1.3389758e-2 -2.234e-4 -5.1115484e-3 -5.1122765e-3  1.425e-4 -1.1460223e-3 -1.1432126e-3 -2.452e-3
193 11.38 11.38  0.225  0.225 2.9957720e-1 2.9957050e-1 -2.235e-5 -1.2212666e-2 -1.2210731e-2 -1.584e-4 -4.5186124e-3 -4.5204623e-3  4.094e-4 -8.9341493e-4 -8.9279468e-4 -6.942e-4
194 14.85 14.85  0.225  0.225 2.9387829e-1 2.9386813e-1 -3.455e-5 -1.1067884e-2 -1.1067132e-2 -6.794e-5 -3.9433050e-3 -3.9460305e-3  6.912e-4 -6.4248548e-4 -6.4369382e-4  1.881e-3
195 19.74 19.74  0.225  0.225 2.8812424e-1 2.8810971e-1 -5.046e-5 -9.9913044e-3 -9.9916626e-3  3.585e-5 -3.4069310e-3 -3.4102013e-3  9.599e-4 -4.0615154e-4 -4.0883341e-4  6.603e-3
196 26.64 26.64  0.225  0.225 2.8238053e-1 2.8236029e-1 -7.165e-5 -9.0084573e-3 -9.0096459e-3  1.319e-4 -2.9352376e-3 -2.9386968e-3  1.178e-3 -1.9726191e-4 -2.0127139e-4  2.033e-2
197 35.42 35.42  0.225  0.225 2.7703388e-1 2.7700680e-1 -9.773e-5 -8.1754441e-3 -8.1769913e-3  1.893e-4 -2.5555633e-3 -2.5588842e-3  1.299e-3 -3.3505414e-5 -3.8668659e-5  1.541e-1
198 46.95 46.95  0.225  0.225 2.7226667e-1 2.7223094e-1 -1.312e-4 -7.4730401e-3 -7.4746559e-3  2.162e-4 -2.2344899e-3 -2.2375198e-3  1.356e-3  1.0577476e-4  9.9650766e-5 -5.790e-2
199 63.23 63.23  0.225  0.225 2.6742888e-1 2.6738128e-1 -1.780e-4 -6.8152785e-3 -6.8166434e-3  2.003e-4 -1.9457595e-3 -1.9483355e-3  1.324e-3  2.2698162e-4  2.2155178e-4 -2.392e-2
200  2.78  2.78  0.275  0.275 2.9494089e-1 2.9493170e-1 -3.117e-5 -1.1545627e-2 -1.1539405e-2 -5.389e-4 -7.8859013e-3 -7.8858415e-3 -7.580e-6 -3.2492969e-3 -3.2336018e-3 -4.830e-3
201  3.46  3.46  0.275  0.275 2.8826505e-1 2.8825940e-1 -1.958e-5 -1.0003337e-2 -9.9976213e-3 -5.714e-4 -7.0872997e-3 -7.0852077e-3 -2.952e-4 -2.7595086e-3 -2.7465915e-3 -4.681e-3
202  4.47  4.47  0.275  0.275 2.8075266e-1 2.8074896e-1 -1.320e-5 -8.5015099e-3 -8.4960668e-3 -6.403e-4 -6.0952690e-3 -6.0930603e-3 -3.624e-4 -2.3020674e-3 -2.2916663e-3 -4.518e-3
203  5.47  5.47  0.275  0.275 2.7507262e-1 2.7506902e-1 -1.310e-5 -7.5092156e-3 -7.5037276e-3 -7.308e-4 -5.4406694e-3 -5.4384566e-3 -4.067e-4 -2.0062913e-3 -1.9976252e-3 -4.319e-3
204  6.89  6.89  0.275  0.275 2.6884990e-1 2.6884589e-1 -1.490e-5 -6.5450271e-3 -6.5396943e-3 -8.148e-4 -4.8009934e-3 -4.7990451e-3 -4.058e-4 -1.7165228e-3 -1.7099057e-3 -3.855e-3
205  8.94  8.94  0.275  0.275 2.6217285e-1 2.6216763e-1 -1.992e-5 -5.6345208e-3 -5.6295781e-3 -8.772e-4 -4.1860163e-3 -4.1847681e-3 -2.982e-4 -1.4282705e-3 -1.4240484e-3 -2.956e-3
206 11.37 11.37  0.275  0.275 2.5632492e-1 2.5631800e-1 -2.698e-5 -4.9265524e-3 -4.9222095e-3 -8.815e-4 -3.6943987e-3 -3.6939734e-3 -1.151e-4 -1.1862985e-3 -1.1840965e-3 -1.856e-3
207 14.87 14.87  0.275  0.275 2.5014383e-1 2.5013437e-1 -3.782e-5 -4.2550502e-3 -4.2514788e-3 -8.393e-4 -3.2142729e-3 -3.2146574e-3  1.196e-4 -9.4090866e-4 -9.4048106e-4 -4.545e-4
208 19.74 19.74  0.275  0.275 2.4401093e-1 2.4399814e-1 -5.243e-5 -3.6555935e-3 -3.6529061e-3 -7.351e-4 -2.7763979e-3 -2.7773393e-3  3.391e-4 -7.1210040e-4 -7.1299068e-4  1.250e-3
209  26.6  26.6  0.275  0.275 2.3792933e-1 2.3791205e-1 -7.264e-5 -3.1214701e-3 -3.1195366e-3 -6.194e-4 -2.3945209e-3 -2.3956974e-3  4.913e-4 -5.1094353e-4 -5.1282349e-4  3.679e-3
210 35.43 35.43  0.275  0.275 2.3222454e-1 2.3220172e-1 -9.828e-5 -2.6704108e-3 -2.6689356e-3 -5.524e-4 -2.0856405e-3 -2.0867569e-3  5.353e-4 -3.5138870e-4 -3.5400411e-4  7.443e-3
211 46.98 46.98  0.275  0.275 2.2719629e-1 2.2716644e-1 -1.314e-4 -2.3141398e-3 -2.3129388e-3 -5.190e-4 -1.8321534e-3 -1.8330715e-3  5.011e-4 -2.1809610e-4 -2.2128027e-4  1.460e-2
212 63.48 63.48  0.275  0.275 2.2207625e-1 2.2203664e-1 -1.783e-4 -1.9894107e-3 -1.9883036e-3 -5.565e-4 -1.6054046e-3 -1.6059890e-3  3.641e-4 -1.0040456e-4 -1.0320293e-4  2.787e-2
213 90.68 90.68  0.275  0.275 2.1635254e-1 2.1629724e-1 -2.556e-4 -1.6730122e-3 -1.6718355e-3 -7.034e-4 -1.3884719e-3 -1.3885801e-3  7.789e-5  1.3502200e-5  1.2676303e-5 -6.117e-2
214  3.57  3.57   0.35   0.35 2.2160178e-1 2.2157357e-1 -1.273e-4  2.9370827e-3  2.9480846e-3  3.746e-3 -3.9223233e-3 -3.9222842e-3 -9.955e-6 -2.8568736e-3 -2.8478077e-3 -3.173e-3
215  4.51  4.51   0.35   0.35 2.1520202e-1 2.1518073e-1 -9.894e-5  3.3465541e-3  3.3563417e-3  2.925e-3 -3.2295362e-3 -3.2294930e-3 -1.338e-5 -2.3880739e-3 -2.3806512e-3 -3.108e-3
216  5.48  5.48   0.35   0.35 2.1002206e-1 2.1000493e-1 -8.155e-5  3.5823025e-3  3.5913054e-3  2.513e-3 -2.9606001e-3 -2.9588689e-3 -5.847e-4 -2.0626213e-3 -2.0562869e-3 -3.071e-3
217   6.9   6.9   0.35   0.35 2.0410679e-1 2.0409308e-1 -6.718e-5  3.7638454e-3  3.7720784e-3  2.187e-3 -2.5014533e-3 -2.4996542e-3 -7.192e-4 -1.7404602e-3 -1.7351939e-3 -3.026e-3
218  8.91  8.91   0.35   0.35 1.9783656e-1 1.9782505e-1 -5.820e-5  3.8695164e-3  3.8770455e-3  1.946e-3 -2.0881124e-3 -2.0863368e-3 -8.503e-4 -1.4456561e-3 -1.4415093e-3 -2.869e-3
219 11.43 11.43   0.35   0.35 1.9203457e-1 1.9202393e-1 -5.541e-5  3.9005842e-3  3.9074708e-3  1.766e-3 -1.7609976e-3 -1.7594198e-3 -8.960e-4 -1.2050039e-3 -1.2020014e-3 -2.492e-3
220 14.85 14.85   0.35   0.35 1.8626593e-1 1.8625512e-1 -5.802e-5  3.8788506e-3  3.8850437e-3  1.597e-3 -1.4775799e-3 -1.4763521e-3 -8.310e-4 -9.8755336e-4 -9.8572755e-4 -1.849e-3
221 19.74 19.74   0.35   0.35 1.8038472e-1 1.8037267e-1 -6.681e-5  3.8126471e-3  3.8180686e-3  1.422e-3 -1.2237664e-3 -1.2229272e-3 -6.857e-4 -7.8384527e-4 -7.8308962e-4 -9.640e-4
222 26.63 26.63   0.35   0.35 1.7459196e-1 1.7457750e-1 -8.283e-5  3.7267110e-3  3.7313724e-3  1.251e-3 -1.0092139e-3 -1.0086457e-3 -5.630e-4 -6.0648308e-4 -6.0652847e-4  7.485e-5
223 35.45 35.45   0.35   0.35 1.6921682e-1 1.6919895e-1 -1.056e-4  3.6391628e-3  3.6432103e-3  1.112e-3 -8.3974967e-4 -8.3925841e-4 -5.850e-4 -4.6538918e-4 -4.6594316e-4  1.190e-3
224 47.12 47.12   0.35   0.35 1.6446508e-1 1.6444254e-1 -1.370e-4  3.5241758e-3  3.5277147e-3  1.004e-3 -7.0840743e-4 -7.0787895e-4 -7.460e-4 -3.4823035e-4 -3.4912901e-4  2.581e-3
225 63.52 63.52   0.35   0.35 1.5973799e-1 1.5970891e-1 -1.821e-4  3.3945195e-3  3.3975755e-3  9.003e-4 -5.9856197e-4 -5.9789350e-4 -1.117e-3 -2.4691661e-4 -2.4775707e-4  3.404e-3
226 96.35 96.35   0.35   0.35 1.5359898e-1 1.5355697e-1 -2.735e-4  3.2023876e-3  3.2048444e-3  7.672e-4 -4.8712871e-4 -4.8617501e-4 -1.958e-3 -1.3529623e-4 -1.3523530e-4 -4.504e-4
227  4.54  4.54   0.45   0.45 1.3486652e-1 1.3483451e-1 -2.373e-4  1.3050480e-2  1.3063045e-2  9.628e-4  1.1033724e-3  1.1033612e-3 -1.013e-5 -1.2046019e-3 -1.2004645e-3 -3.435e-3
228  5.47  5.47   0.45   0.45 1.3072362e-1 1.3069503e-1 -2.187e-4  1.2516721e-2  1.2528985e-2  9.798e-4  1.2300891e-3  1.2300729e-3 -1.323e-5 -9.5830547e-4 -9.5478806e-4 -3.670e-3
229  6.93  6.93   0.45   0.45 1.2574282e-1 1.2571848e-1 -1.935e-4  1.1808810e-2  1.1820426e-2  9.837e-4  1.3237430e-3  1.3237243e-3 -1.415e-5 -7.1528024e-4 -7.1238964e-4 -4.041e-3
230  8.92  8.92   0.45   0.45 1.2075186e-1 1.2073171e-1 -1.668e-4  1.1050559e-2  1.1061157e-2  9.590e-4  1.2227196e-3  1.2238151e-3  8.959e-4 -5.2173502e-4 -5.1936668e-4 -4.539e-3
231 11.34 11.34   0.45   0.45 1.1629673e-1 1.1627961e-1 -1.473e-4  1.0349026e-2  1.0358766e-2  9.412e-4  1.2177982e-3  1.2189190e-3  9.204e-4 -3.8440417e-4 -3.8244622e-4 -5.093e-3
232 14.89 14.89   0.45   0.45 1.1157028e-1 1.1155553e-1 -1.322e-4  9.5899376e-3  9.5987006e-3  9.138e-4  1.1838335e-3  1.1849418e-3  9.362e-4 -2.6792059e-4 -2.6640174e-4 -5.669e-3
233 19.77 19.77   0.45   0.45 1.0701590e-1 1.0700252e-1 -1.250e-4  8.8535097e-3  8.8612822e-3  8.779e-4  1.1298246e-3  1.1308622e-3  9.184e-4 -1.7731785e-4 -1.7624915e-4 -6.027e-3
234 26.64 26.64   0.45   0.45 1.0257783e-1 1.0256477e-1 -1.274e-4  8.1633397e-3  8.1701259e-3  8.313e-4  1.0690683e-3  1.0700088e-3  8.798e-4 -1.0501543e-4 -1.0436146e-4 -6.227e-3
235  35.5  35.5   0.45   0.45 9.8467512e-2 9.8453770e-2 -1.396e-4  7.5635765e-3  7.5694241e-3  7.731e-4  1.0105506e-3  1.0114233e-3  8.635e-4 -4.9385608e-5 -4.9040743e-5 -6.983e-3
236 47.26 47.26   0.45   0.45 9.4867778e-2 9.4852291e-2 -1.633e-4  7.0190762e-3  7.0241006e-3  7.158e-4  9.4635443e-4  9.4718096e-4  8.734e-4 -7.1340545e-6 -7.0106096e-6 -1.730e-2
237 63.65 63.65   0.45   0.45 9.1352370e-2 9.1333916e-2 -2.020e-4  6.4991478e-3  6.5033528e-3  6.470e-4  8.7842803e-4  8.7924817e-4  9.336e-4  2.7308452e-5  2.7342705e-5  1.254e-3
238 98.05 98.05   0.45   0.45 8.6665746e-2 8.6640484e-2 -2.915e-4  5.8227309e-3  5.8257687e-3  5.217e-4  7.7927343e-4  7.8012208e-4  1.089e-3  6.2974243e-5  6.3134468e-5  2.544e-3
239  5.53  5.53   0.55   0.55 7.0537813e-2 7.0518864e-2 -2.686e-4  1.3585664e-2  1.3593827e-2  6.009e-4  3.7278464e-3  3.7277902e-3 -1.507e-5  6.7159162e-4  6.7324656e-4  2.464e-3
240  6.88  6.88   0.55   0.55 6.6918437e-2 6.6900212e-2 -2.723e-4  1.2587569e-2  1.2596137e-2  6.807e-4  3.4761234e-3  3.4760579e-3 -1.886e-5  6.7910277e-4  6.8045196e-4  1.987e-3
241  8.91  8.91   0.55   0.55 6.3093508e-2 6.3076720e-2 -2.661e-4  1.1467973e-2  1.1476678e-2  7.591e-4  3.1786485e-3  3.1785702e-3 -2.462e-5  6.5732830e-4  6.5840052e-4  1.631e-3
242 11.34 11.34   0.55   0.55 5.9903139e-2 5.9888065e-2 -2.516e-4  1.0498341e-2  1.0506793e-2  8.050e-4  2.8345213e-3  2.8350322e-3  1.802e-4  6.2029561e-4  6.2117031e-4  1.410e-3
243 14.85 14.85   0.55   0.55 5.6696305e-2 5.6683118e-2 -2.326e-4  9.5071835e-3  9.5150905e-3  8.317e-4  2.5522169e-3  2.5527290e-3  2.006e-4  5.6757723e-4  5.6827714e-4  1.233e-3
244 19.74 19.74   0.55   0.55 5.3668543e-2 5.3657046e-2 -2.142e-4  8.5724993e-3  8.5796253e-3  8.313e-4  2.2849622e-3  2.2854662e-3  2.206e-4  5.1425420e-4  5.1480038e-4  1.062e-3
245 26.64 26.64   0.55   0.55 5.0804619e-2 5.0794317e-2 -2.028e-4  7.7222621e-3  7.7285423e-3  8.133e-4  2.0444968e-3  2.0449797e-3  2.362e-4  4.6419446e-4  4.6459639e-4  8.659e-4
246 35.57 35.57   0.55   0.55 4.8212740e-2 4.8202992e-2 -2.022e-4  6.9987444e-3  7.0041771e-3  7.762e-4  1.8417044e-3  1.8421555e-3  2.449e-4  4.2171701e-4  4.2199412e-4  6.571e-4
247 47.16 47.16   0.55   0.55 4.6030698e-2 4.6020861e-2 -2.137e-4  6.3838519e-3  6.3884745e-3  7.241e-4  1.6656840e-3  1.6661006e-3  2.501e-4  3.8361094e-4  3.8378542e-4  4.548e-4
248 63.56 63.56   0.55   0.55 4.3898742e-2 4.3888126e-2 -2.418e-4  5.8045365e-3  5.8083207e-3  6.519e-4  1.4982178e-3  1.4985962e-3  2.525e-4  3.4737443e-4  3.4747225e-4  2.816e-4
249 98.82 98.82   0.55   0.55 4.1056566e-2 4.1043365e-2 -3.215e-4  5.0663823e-3  5.0689589e-3  5.086e-4  1.2819826e-3  1.2822976e-3  2.457e-4  3.0064091e-4  3.0068983e-4  1.627e-4
250  7.04  7.04  0.675  0.675 2.4252146e-2 2.4247012e-2 -2.117e-4  8.0395240e-3  8.0419616e-3  3.032e-4  3.3374705e-3  3.3374036e-3 -2.005e-5  1.3809399e-3  1.3813520e-3  2.984e-4
251  8.88  8.88  0.675  0.675 2.2091177e-2 2.2085632e-2 -2.510e-4  7.1787911e-3  7.1816746e-3  4.017e-4  2.9502788e-3  2.9502041e-3 -2.532e-5  1.2086793e-3  1.2089950e-3  2.612e-4
252 11.36 11.36  0.675  0.675 2.0175565e-2 2.0169972e-2 -2.772e-4  6.3762207e-3  6.3793689e-3  4.937e-4  2.5912022e-3  2.5911181e-3 -3.244e-5  1.0456033e-3  1.0458425e-3  2.288e-4
253 14.85 14.85  0.675  0.675 1.8440876e-2 1.8435517e-2 -2.906e-4  5.6186782e-3  5.6219177e-3  5.766e-4  2.2558002e-3  2.2557044e-3 -4.248e-5  8.9200975e-4  8.9218644e-4  1.981e-4
254 19.79 19.79  0.675  0.675 1.6899656e-2 1.6894719e-2 -2.922e-4  4.9252276e-3  4.9283714e-3  6.383e-4  1.9258410e-3  1.9259346e-3  4.859e-5  7.5363263e-4  7.5375906e-4  1.678e-4
255 26.49 26.49  0.675  0.675 1.5592988e-2 1.5588471e-2 -2.896e-4  4.3374905e-3  4.3404305e-3  6.778e-4  1.6765325e-3  1.6766101e-3  4.627e-5  6.4237557e-4  6.4246166e-4  1.340e-4
256  35.4  35.4  0.675  0.675 1.4446566e-2 1.4442447e-2 -2.851e-4  3.8360542e-3  3.8386379e-3  6.735e-4  1.4679955e-3  1.4680732e-3  5.291e-5  5.5098210e-4  5.5103474e-4  9.554e-5
257 47.03 47.03  0.675  0.675 1.3523754e-2 1.3519861e-2 -2.878e-4  3.4262719e-3  3.4284665e-3  6.405e-4  1.2973138e-3  1.2973486e-3  2.682e-5  4.7682960e-4  4.7685220e-4  4.740e-5
258 63.53 63.53  0.675  0.675 1.2661951e-2 1.2658092e-2 -3.047e-4  3.0525795e-3  3.0543403e-3  5.768e-4  1.1419731e-3  1.1419776e-3  3.991e-6  4.1068467e-4  4.1067824e-4 -1.566e-5
259 99.03 99.03  0.675  0.675 1.1567068e-2 1.1562804e-2 -3.686e-4  2.5954753e-3  2.5965926e-3  4.305e-4  9.5199145e-4  9.5193842e-4 -5.570e-5  3.3206397e-4  3.3201917e-4 -1.349e-4

@felixhekhorn
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comparing

ehm this is hard to read - can't you please do pineappl diff?

@Radonirinaunimi
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ehm this is hard to read - can't you please do pineappl diff?

This was my first plan but the grids live on different computers... xd But I can do so later.

@Radonirinaunimi
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Ok, I just updated #346 (comment).

@felixhekhorn
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Ok, I just updated #346 (comment).

thanks! I am surprised the grids differ so much at LO (where they should be bit-by-bit identical, since there is no integration) - else I think we are very happy with this ...

@Radonirinaunimi
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Radonirinaunimi commented Feb 4, 2026

Well, the difference is of the order of $\sim 10^{-4}$ at most, which can as well be within the interpolation errors.

I will also re-compute the fiatlux grids and then I think we are done with this.

Co-authored-by: Felix Hekhorn <felixhekhorn@users.noreply.github.com>
@Radonirinaunimi Radonirinaunimi changed the title Fix NaN when creating (heavy) N3LO grids Fix NaN appearing in heavy N3LO grids Feb 5, 2026
@Radonirinaunimi
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Closed in favor of #347 !

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NaN when creating N3LO grids for NC - F2

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