import numpy as np from numpy import nan, inf add_legend_handle = [ 'Analysis_CSS_FragPythia8_UEAmisic.yoda.gz', 'Analysis_Alaric_FragPythia8_UEAmisic.yoda.gz' ] xpoints = { 'Analysis_CSS_FragPythia8_UEAmisic.yoda.gz' : [2.361292e-01, 3.083874e-01, 3.806457e-01, 4.529039e-01, 5.251622e-01, 5.974204e-01, 6.696788e-01, 7.419370e-01, 8.141953e-01, 8.864535e-01, 9.587118e-01, 1.030970e+00, 1.103228e+00, 1.175486e+00, 1.247745e+00, 1.320003e+00, 1.392262e+00, 1.464520e+00, 1.536778e+00, 1.609036e+00, 1.681294e+00, 1.753553e+00, 1.825811e+00, 1.898069e+00, 1.970328e+00, 2.042586e+00, 2.114844e+00, 2.187102e+00, 2.259361e+00, 2.331619e+00, 2.403877e+00, 2.476135e+00, 2.548394e+00, 2.620652e+00, 2.692910e+00, 2.765169e+00, 2.837427e+00, 2.909685e+00, 2.981943e+00, 3.054202e+00, 3.126460e+00, 3.198718e+00, 3.270976e+00, 3.343234e+00, 3.415493e+00, 3.487751e+00, 3.560010e+00, 3.632268e+00, 3.704526e+00, 3.767752e+00], 'Analysis_Alaric_FragPythia8_UEAmisic.yoda.gz' : [2.361292e-01, 3.083874e-01, 3.806457e-01, 4.529039e-01, 5.251622e-01, 5.974204e-01, 6.696788e-01, 7.419370e-01, 8.141953e-01, 8.864535e-01, 9.587118e-01, 1.030970e+00, 1.103228e+00, 1.175486e+00, 1.247745e+00, 1.320003e+00, 1.392262e+00, 1.464520e+00, 1.536778e+00, 1.609036e+00, 1.681294e+00, 1.753553e+00, 1.825811e+00, 1.898069e+00, 1.970328e+00, 2.042586e+00, 2.114844e+00, 2.187102e+00, 2.259361e+00, 2.331619e+00, 2.403877e+00, 2.476135e+00, 2.548394e+00, 2.620652e+00, 2.692910e+00, 2.765169e+00, 2.837427e+00, 2.909685e+00, 2.981943e+00, 3.054202e+00, 3.126460e+00, 3.198718e+00, 3.270976e+00, 3.343234e+00, 3.415493e+00, 3.487751e+00, 3.560010e+00, 3.632268e+00, 3.704526e+00, 3.767752e+00], } xedges = { 'Analysis_CSS_FragPythia8_UEAmisic.yoda.gz' : [2.000000e-01, 2.722583e-01, 3.445165e-01, 4.167748e-01, 4.890331e-01, 5.612913e-01, 6.335496e-01, 7.058079e-01, 7.780661e-01, 8.503244e-01, 9.225827e-01, 9.948409e-01, 1.067099e+00, 1.139357e+00, 1.211616e+00, 1.283874e+00, 1.356132e+00, 1.428391e+00, 1.500649e+00, 1.572907e+00, 1.645165e+00, 1.717424e+00, 1.789682e+00, 1.861940e+00, 1.934198e+00, 2.006457e+00, 2.078715e+00, 2.150973e+00, 2.223231e+00, 2.295490e+00, 2.367748e+00, 2.440006e+00, 2.512265e+00, 2.584523e+00, 2.656781e+00, 2.729039e+00, 2.801298e+00, 2.873556e+00, 2.945814e+00, 3.018072e+00, 3.090331e+00, 3.162589e+00, 3.234847e+00, 3.307105e+00, 3.379364e+00, 3.451622e+00, 3.523880e+00, 3.596139e+00, 3.668397e+00, 3.740655e+00, 3.794849e+00], 'Analysis_Alaric_FragPythia8_UEAmisic.yoda.gz' : [2.000000e-01, 2.722583e-01, 3.445165e-01, 4.167748e-01, 4.890331e-01, 5.612913e-01, 6.335496e-01, 7.058079e-01, 7.780661e-01, 8.503244e-01, 9.225827e-01, 9.948409e-01, 1.067099e+00, 1.139357e+00, 1.211616e+00, 1.283874e+00, 1.356132e+00, 1.428391e+00, 1.500649e+00, 1.572907e+00, 1.645165e+00, 1.717424e+00, 1.789682e+00, 1.861940e+00, 1.934198e+00, 2.006457e+00, 2.078715e+00, 2.150973e+00, 2.223231e+00, 2.295490e+00, 2.367748e+00, 2.440006e+00, 2.512265e+00, 2.584523e+00, 2.656781e+00, 2.729039e+00, 2.801298e+00, 2.873556e+00, 2.945814e+00, 3.018072e+00, 3.090331e+00, 3.162589e+00, 3.234847e+00, 3.307105e+00, 3.379364e+00, 3.451622e+00, 3.523880e+00, 3.596139e+00, 3.668397e+00, 3.740655e+00, 3.794849e+00], } ref_xerrs = [ [abs(xpoints['Analysis_CSS_FragPythia8_UEAmisic.yoda.gz'][i] - xedges['Analysis_CSS_FragPythia8_UEAmisic.yoda.gz'][i]) for i in range(len(xpoints['Analysis_CSS_FragPythia8_UEAmisic.yoda.gz']))], [abs(xedges['Analysis_CSS_FragPythia8_UEAmisic.yoda.gz'][i+1] - xpoints['Analysis_CSS_FragPythia8_UEAmisic.yoda.gz'][i]) for i in range(len(xpoints['Analysis_CSS_FragPythia8_UEAmisic.yoda.gz']))] ] yvals = { 'Analysis_CSS_FragPythia8_UEAmisic.yoda.gz' : [6.032812e+08, 1.665627e+09, 3.215607e+09, 5.348007e+09, 7.644170e+09, 8.894878e+09, 8.559913e+09, 7.524175e+09, 6.264345e+09, 4.796185e+09, 3.544959e+09, 2.433616e+09, 1.508857e+09, 7.672708e+08, 3.475096e+08, 1.548762e+08, 6.575159e+07, 3.013822e+07, 1.237628e+07, 5.509839e+06, 2.470495e+06, 9.984315e+05, 4.231888e+05, 1.866329e+05, 7.727637e+04, 3.337936e+04, 1.179815e+04, 4.140300e+03, 1.639757e+03, 4.841755e+02, 2.827694e+02, 4.762141e+01, 1.604816e+01, 4.486171e+00, 1.669270e+00, 1.363927e-01, 6.662506e-02, 3.432186e-03, 2.006758e-03, 0.000000e+00, 0.000000e+00, 0.000000e+00, 0.000000e+00, 0.000000e+00, 0.000000e+00, 0.000000e+00, 0.000000e+00, 0.000000e+00, 0.000000e+00, 0.000000e+00], 'Analysis_Alaric_FragPythia8_UEAmisic.yoda.gz' : [7.212799e+08, 1.743995e+09, 3.130425e+09, 5.345687e+09, 7.207036e+09, 8.325570e+09, 8.773826e+09, 7.676386e+09, 6.578204e+09, 5.409563e+09, 3.915881e+09, 2.769343e+09, 1.669556e+09, 9.012686e+08, 4.238290e+08, 1.794864e+08, 7.866159e+07, 3.327003e+07, 1.470812e+07, 6.495535e+06, 2.595995e+06, 1.088909e+06, 5.058603e+05, 1.769188e+05, 7.408168e+04, 3.189121e+04, 1.379236e+04, 4.012336e+03, 1.977740e+03, 4.557182e+02, 2.040823e+02, 4.815816e+01, 1.637849e+01, 5.570779e+00, 7.646080e-01, 7.578270e-02, 1.345735e-02, 0.000000e+00, 1.031013e-03, 0.000000e+00, 0.000000e+00, 0.000000e+00, 0.000000e+00, 0.000000e+00, 0.000000e+00, 0.000000e+00, 0.000000e+00, 0.000000e+00, 0.000000e+00, 0.000000e+00], } xerrs = { 'Analysis_CSS_FragPythia8_UEAmisic.yoda.gz' : [ [3.612915e-02, 3.612910e-02, 3.612915e-02, 3.612915e-02, 3.612910e-02, 3.612915e-02, 3.612915e-02, 3.612910e-02, 3.612915e-02, 3.612915e-02, 3.612910e-02, 3.612905e-02, 3.612900e-02, 3.612950e-02, 3.612900e-02, 3.612900e-02, 3.612950e-02, 3.612900e-02, 3.612900e-02, 3.612900e-02, 3.612950e-02, 3.612900e-02, 3.612900e-02, 3.612900e-02, 3.612950e-02, 3.612900e-02, 3.612900e-02, 3.612900e-02, 3.612950e-02, 3.612900e-02, 3.612900e-02, 3.612950e-02, 3.612900e-02, 3.612900e-02, 3.612900e-02, 3.612950e-02, 3.612900e-02, 3.612900e-02, 3.612900e-02, 3.612950e-02, 3.612900e-02, 3.612900e-02, 3.612900e-02, 3.612950e-02, 3.612900e-02, 3.612900e-02, 3.612950e-02, 3.612900e-02, 3.612900e-02, 2.709675e-02], [3.612915e-02, 3.612910e-02, 3.612915e-02, 3.612915e-02, 3.612910e-02, 3.612915e-02, 3.612915e-02, 3.612910e-02, 3.612915e-02, 3.612915e-02, 3.612910e-02, 3.612905e-02, 3.612900e-02, 3.612950e-02, 3.612900e-02, 3.612900e-02, 3.612950e-02, 3.612900e-02, 3.612900e-02, 3.612900e-02, 3.612950e-02, 3.612900e-02, 3.612900e-02, 3.612900e-02, 3.612950e-02, 3.612900e-02, 3.612900e-02, 3.612900e-02, 3.612950e-02, 3.612900e-02, 3.612900e-02, 3.612950e-02, 3.612900e-02, 3.612900e-02, 3.612900e-02, 3.612950e-02, 3.612900e-02, 3.612900e-02, 3.612900e-02, 3.612950e-02, 3.612900e-02, 3.612900e-02, 3.612900e-02, 3.612950e-02, 3.612900e-02, 3.612900e-02, 3.612950e-02, 3.612900e-02, 3.612900e-02, 2.709675e-02], ], 'Analysis_Alaric_FragPythia8_UEAmisic.yoda.gz' : [ [3.612915e-02, 3.612910e-02, 3.612915e-02, 3.612915e-02, 3.612910e-02, 3.612915e-02, 3.612915e-02, 3.612910e-02, 3.612915e-02, 3.612915e-02, 3.612910e-02, 3.612905e-02, 3.612900e-02, 3.612950e-02, 3.612900e-02, 3.612900e-02, 3.612950e-02, 3.612900e-02, 3.612900e-02, 3.612900e-02, 3.612950e-02, 3.612900e-02, 3.612900e-02, 3.612900e-02, 3.612950e-02, 3.612900e-02, 3.612900e-02, 3.612900e-02, 3.612950e-02, 3.612900e-02, 3.612900e-02, 3.612950e-02, 3.612900e-02, 3.612900e-02, 3.612900e-02, 3.612950e-02, 3.612900e-02, 3.612900e-02, 3.612900e-02, 3.612950e-02, 3.612900e-02, 3.612900e-02, 3.612900e-02, 3.612950e-02, 3.612900e-02, 3.612900e-02, 3.612950e-02, 3.612900e-02, 3.612900e-02, 2.709675e-02], [3.612915e-02, 3.612910e-02, 3.612915e-02, 3.612915e-02, 3.612910e-02, 3.612915e-02, 3.612915e-02, 3.612910e-02, 3.612915e-02, 3.612915e-02, 3.612910e-02, 3.612905e-02, 3.612900e-02, 3.612950e-02, 3.612900e-02, 3.612900e-02, 3.612950e-02, 3.612900e-02, 3.612900e-02, 3.612900e-02, 3.612950e-02, 3.612900e-02, 3.612900e-02, 3.612900e-02, 3.612950e-02, 3.612900e-02, 3.612900e-02, 3.612900e-02, 3.612950e-02, 3.612900e-02, 3.612900e-02, 3.612950e-02, 3.612900e-02, 3.612900e-02, 3.612900e-02, 3.612950e-02, 3.612900e-02, 3.612900e-02, 3.612900e-02, 3.612950e-02, 3.612900e-02, 3.612900e-02, 3.612900e-02, 3.612950e-02, 3.612900e-02, 3.612900e-02, 3.612950e-02, 3.612900e-02, 3.612900e-02, 2.709675e-02], ], } yerrs = { 'Analysis_CSS_FragPythia8_UEAmisic.yoda.gz' : [ [5.627147e+07, 9.402380e+07, 1.261534e+08, 1.592654e+08, 1.977764e+08, 1.936612e+08, 1.792902e+08, 1.490991e+08, 1.220165e+08, 9.051060e+07, 6.310256e+07, 4.470773e+07, 2.824143e+07, 1.643808e+07, 7.284072e+06, 3.590522e+06, 1.662480e+06, 8.500101e+05, 3.556718e+05, 1.817790e+05, 8.364062e+04, 3.741658e+04, 1.799542e+04, 9.947562e+03, 5.072375e+03, 1.999524e+03, 1.017495e+03, 3.315663e+02, 1.379700e+02, 5.020208e+01, 5.130187e+01, 6.526226e+00, 3.611293e+00, 1.414836e+00, 4.352598e-01, 8.174220e-02, 3.701972e-02, 3.432186e-03, 2.006758e-03, 0.000000e+00, 0.000000e+00, 0.000000e+00, 0.000000e+00, 0.000000e+00, 0.000000e+00, 0.000000e+00, 0.000000e+00, 0.000000e+00, 0.000000e+00, 0.000000e+00], [5.627147e+07, 9.402380e+07, 1.261534e+08, 1.592654e+08, 1.977764e+08, 1.936612e+08, 1.792902e+08, 1.490991e+08, 1.220165e+08, 9.051060e+07, 6.310256e+07, 4.470773e+07, 2.824143e+07, 1.643808e+07, 7.284072e+06, 3.590522e+06, 1.662480e+06, 8.500101e+05, 3.556718e+05, 1.817790e+05, 8.364062e+04, 3.741658e+04, 1.799542e+04, 9.947562e+03, 5.072375e+03, 1.999524e+03, 1.017495e+03, 3.315663e+02, 1.379700e+02, 5.020208e+01, 5.130187e+01, 6.526226e+00, 3.611293e+00, 1.414836e+00, 4.352598e-01, 8.174220e-02, 3.701972e-02, 3.432186e-03, 2.006758e-03, 0.000000e+00, 0.000000e+00, 0.000000e+00, 0.000000e+00, 0.000000e+00, 0.000000e+00, 0.000000e+00, 0.000000e+00, 0.000000e+00, 0.000000e+00, 0.000000e+00], ], 'Analysis_Alaric_FragPythia8_UEAmisic.yoda.gz' : [ [5.902255e+07, 9.794005e+07, 1.254166e+08, 1.580343e+08, 1.829785e+08, 1.861890e+08, 1.884757e+08, 1.559091e+08, 1.331003e+08, 1.036606e+08, 7.522673e+07, 4.880045e+07, 3.140587e+07, 1.972559e+07, 9.124282e+06, 4.231438e+06, 2.100457e+06, 8.628169e+05, 4.429964e+05, 2.240136e+05, 8.679974e+04, 4.198382e+04, 3.011930e+04, 7.104746e+03, 3.296055e+03, 1.800980e+03, 9.984331e+02, 2.889630e+02, 2.834845e+02, 4.708238e+01, 2.572596e+01, 6.895401e+00, 3.441401e+00, 1.609709e+00, 2.295036e-01, 4.594624e-02, 8.390145e-03, 0.000000e+00, 1.031013e-03, 0.000000e+00, 0.000000e+00, 0.000000e+00, 0.000000e+00, 0.000000e+00, 0.000000e+00, 0.000000e+00, 0.000000e+00, 0.000000e+00, 0.000000e+00, 0.000000e+00], [5.902255e+07, 9.794005e+07, 1.254166e+08, 1.580343e+08, 1.829785e+08, 1.861890e+08, 1.884757e+08, 1.559091e+08, 1.331003e+08, 1.036606e+08, 7.522673e+07, 4.880045e+07, 3.140587e+07, 1.972559e+07, 9.124282e+06, 4.231438e+06, 2.100457e+06, 8.628169e+05, 4.429964e+05, 2.240136e+05, 8.679974e+04, 4.198382e+04, 3.011930e+04, 7.104746e+03, 3.296055e+03, 1.800980e+03, 9.984331e+02, 2.889630e+02, 2.834845e+02, 4.708238e+01, 2.572596e+01, 6.895401e+00, 3.441401e+00, 1.609709e+00, 2.295036e-01, 4.594624e-02, 8.390145e-03, 0.000000e+00, 1.031013e-03, 0.000000e+00, 0.000000e+00, 0.000000e+00, 0.000000e+00, 0.000000e+00, 0.000000e+00, 0.000000e+00, 0.000000e+00, 0.000000e+00, 0.000000e+00, 0.000000e+00], ], } variation_yvals = { } # lists for ratio plot ratio0_yvals = { 'Analysis_CSS_FragPythia8_UEAmisic.yoda.gz' : [1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00], 'Analysis_Alaric_FragPythia8_UEAmisic.yoda.gz' : [1.195595e+00, 1.047050e+00, 9.735097e-01, 9.995662e-01, 9.428146e-01, 9.359960e-01, 1.024990e+00, 1.020230e+00, 1.050103e+00, 1.127889e+00, 1.104634e+00, 1.137954e+00, 1.106504e+00, 1.174642e+00, 1.219618e+00, 1.158902e+00, 1.196345e+00, 1.103915e+00, 1.188412e+00, 1.178897e+00, 1.050800e+00, 1.090620e+00, 1.195354e+00, 9.479505e-01, 9.586589e-01, 9.554171e-01, 1.169028e+00, 9.690929e-01, 1.206118e+00, 9.412252e-01, 7.217271e-01, 1.011271e+00, 1.020584e+00, 1.241767e+00, 4.580493e-01, 5.556213e-01, 2.019864e-01, 0.000000e+00, 5.137703e-01, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00], } ratio0_yerrs = { 'Analysis_CSS_FragPythia8_UEAmisic.yoda.gz' : [ [9.327569e-02, 5.644949e-02, 3.923159e-02, 2.978033e-02, 2.587284e-02, 2.177221e-02, 2.094532e-02, 1.981600e-02, 1.947794e-02, 1.887137e-02, 1.780065e-02, 1.837091e-02, 1.871711e-02, 2.142409e-02, 2.096078e-02, 2.318318e-02, 2.528425e-02, 2.820372e-02, 2.873819e-02, 3.299171e-02, 3.385581e-02, 3.747536e-02, 4.252338e-02, 5.330015e-02, 6.563940e-02, 5.990300e-02, 8.624197e-02, 8.008267e-02, 8.414052e-02, 1.036857e-01, 1.814266e-01, 1.370439e-01, 2.250285e-01, 3.153771e-01, 2.607486e-01, 5.993149e-01, 5.556426e-01, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00], [9.327569e-02, 5.644949e-02, 3.923159e-02, 2.978033e-02, 2.587284e-02, 2.177221e-02, 2.094532e-02, 1.981600e-02, 1.947794e-02, 1.887137e-02, 1.780065e-02, 1.837091e-02, 1.871711e-02, 2.142409e-02, 2.096078e-02, 2.318318e-02, 2.528425e-02, 2.820372e-02, 2.873819e-02, 3.299171e-02, 3.385581e-02, 3.747536e-02, 4.252338e-02, 5.330015e-02, 6.563940e-02, 5.990300e-02, 8.624197e-02, 8.008267e-02, 8.414052e-02, 1.036857e-01, 1.814266e-01, 1.370439e-01, 2.250285e-01, 3.153771e-01, 2.607486e-01, 5.993149e-01, 5.556426e-01, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00], ], 'Analysis_Alaric_FragPythia8_UEAmisic.yoda.gz' : [ [9.783589e-02, 5.880071e-02, 3.900246e-02, 2.955013e-02, 2.393700e-02, 2.093215e-02, 2.201841e-02, 2.072109e-02, 2.124729e-02, 2.161314e-02, 2.122076e-02, 2.005265e-02, 2.081435e-02, 2.570877e-02, 2.625620e-02, 2.732143e-02, 3.194534e-02, 2.862866e-02, 3.579399e-02, 4.065701e-02, 3.513455e-02, 4.204978e-02, 7.117226e-02, 3.806803e-02, 4.265282e-02, 5.395488e-02, 8.462626e-02, 6.979275e-02, 1.728820e-01, 9.724239e-02, 9.097861e-02, 1.447962e-01, 2.144421e-01, 3.588158e-01, 1.374874e-01, 3.368672e-01, 1.259308e-01, 0.000000e+00, 5.137703e-01, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00], [9.783589e-02, 5.880071e-02, 3.900246e-02, 2.955013e-02, 2.393700e-02, 2.093215e-02, 2.201841e-02, 2.072109e-02, 2.124729e-02, 2.161314e-02, 2.122076e-02, 2.005265e-02, 2.081435e-02, 2.570877e-02, 2.625620e-02, 2.732143e-02, 3.194534e-02, 2.862866e-02, 3.579399e-02, 4.065701e-02, 3.513455e-02, 4.204978e-02, 7.117226e-02, 3.806803e-02, 4.265282e-02, 5.395488e-02, 8.462626e-02, 6.979275e-02, 1.728820e-01, 9.724239e-02, 9.097861e-02, 1.447962e-01, 2.144421e-01, 3.588158e-01, 1.374874e-01, 3.368672e-01, 1.259308e-01, 0.000000e+00, 5.137703e-01, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00, 1.000000e+00], ], } ratio0_variation_vals = { } ratio_band_edges = { }