Code of group D01 for the AE2333-I project of BSc Aerospace Engineering at the TUDelft
results: [(the 18urad data set with no modes, {'sigma': 2.1596990438371556e-06, 'alpha': 19.99999999670134, 'beta': 17.36595002368775, 'standard div': 91.24753707746396, 'sigma gamma': 2.0124611797571167e-06, 'alpha gamma': 17.905871272374686, 'beta gamma': 19.99999999985479, 'standard div gamma': 88.07749679811852, 'lognormal skew': 1.7495211516012057, 'lognormal pos': -0.001808163587460361, 'inv gamma a': 3.359436412408354, 'inv gamma pos': -0.09887480527415873}), (the 18urad data set with no modes, {'sigma': 2.2341767900327116e-06, 'alpha': 19.999999999998284, 'beta': 16.227437581500133, 'standard div': 101.87406703423011, 'sigma gamma': 2.012461179768109e-06, 'alpha gamma': 18.961637140802146, 'beta gamma': 19.999999999636298, 'standard div gamma': 99.25182538762273, 'lognormal skew': 0.18744042674925906, 'lognormal pos': -0.7119308856006565, 'inv gamma a': 3.244647883658418, 'inv gamma pos': -0.1049649825244752}), (the 18urad data set with no modes, {'sigma': 2.0124611797529688e-06, 'alpha': 12.390585572546208, 'beta': 19.999999999937234, 'standard div': 26.506360219057765, 'sigma gamma': 2.0124611797504997e-06, 'alpha gamma': 9.957505747376112, 'beta gamma': 19.999999999986308, 'standard div gamma': 16.51913924170361, 'lognormal skew': 2.1929971465888616, 'lognormal pos': -0.00010619567240947427, 'inv gamma a': 4.015249943555043, 'inv gamma pos': -0.10277496009346784}), (the 18urad data set with no modes, {'sigma': 4.125997178934664e-06, 'alpha': 2.5754107500296937, 'beta': 4.75802988486237, 'standard div': 0.8369095614141362, 'sigma gamma': 2.0124611797498165e-06, 'alpha gamma': 7.653007863974709, 'beta gamma': 19.999999999999883, 'standard div gamma': 5.952307331641895, 'lognormal skew': 2.365844542561836, 'lognormal pos': -3.6684410232465007e-06, 'inv gamma a': 4.195021787705809, 'inv gamma pos': -0.10777953247667893}), (the 18urad data set with no modes, {'sigma': 3.5074310139085223e-06, 'alpha': 2.2754103601521924, 'beta': 6.584256530983986, 'standard div': 0.7414149381978706, 'sigma gamma': 2.012461179749811e-06, 'alpha gamma': 4.91104711052196, 'beta gamma': 19.999999999999996, 'standard div gamma': 1.8941542125188897, 'lognormal skew': 2.7137290621478654, 'lognormal pos': -1.0897617117728897e-06, 'inv gamma a': 4.989877882845622, 'inv gamma pos': -0.10195265640024231}), (the 18urad data set with 2 modes, {'sigma': 6.938613113674112e-06, 'alpha': 19.999998059647066, 'beta': 1.6824403431339727, 'standard div': 1817.992077603981, 'sigma gamma': 3.4127088575999926e-06, 'alpha gamma': 19.99999986099268, 'beta gamma': 6.954830332312972, 'standard div gamma': 805.5609968494722, 'lognormal skew': 0.1165872005093906, 'lognormal pos': -0.6413064140678943, 'inv gamma a': 3.1998845113768253, 'inv gamma pos': -0.022529847851209373}), (the 18urad data set with 4 modes, {'sigma': 1.0393038077110057e-05, 'alpha': 19.999873065375976, 'beta': 0.7498941783201644, 'standard div': 4036.3093886141273, 'sigma gamma': 3.745493213198968e-06, 'alpha gamma': 19.999999999924064, 'beta gamma': 5.773869847419655, 'standard div gamma': 964.3583824270113, 'lognormal skew': 0.12064462602011769, 'lognormal pos': -0.6265632670641178, 'inv gamma a': 3.0766571546475685, 'inv gamma pos': -0.025064428890817152}), (the 18urad data set with 8 modes, {'sigma': 3.5459581462556032e-06, 'alpha': 19.99999883148081, 'beta': 6.441956805062986, 'standard div': 562.2896424424276, 'sigma gamma': 2.5113762837721292e-06, 'alpha gamma': 19.999999997644405, 'beta gamma': 12.842850927585244, 'standard div gamma': 508.96059124164645, 'lognormal skew': 0.10711315317819423, 'lognormal pos': -0.6979314093820613, 'inv gamma a': 3.719078314760522, 'inv gamma pos': -0.020895049772114302}), (the 18urad data set with 16 modes, {'sigma': 9.41188732138645e-06, 'alpha': 19.99997519434094, 'beta': 0.914390237180581, 'standard div': 3352.17664639925, 'sigma gamma': 3.6967741204684364e-06, 'alpha gamma': 19.999999997158938, 'beta gamma': 5.92705815490035, 'standard div gamma': 951.3474299917685, 'lognormal skew': 0.11333341786690124, 'lognormal pos': -0.6293298060428909, 'inv gamma a': 3.2408173959040774, 'inv gamma pos': -0.003993192168146248}), (the 18urad data set with 28 modes, {'sigma': 1.2727922061324476e-05, 'alpha': 19.999999999988976, 'beta': 0.5000000000026226, 'standard div': 6673.998238541767, 'sigma gamma': 9.77201874486729e-06, 'alpha gamma': 19.999999985071728, 'beta gamma': 0.8482354838171394, 'standard div gamma': 6683.63676066626, 'lognormal skew': 0.11015965375992473, 'lognormal pos': -0.549539538241745, 'inv gamma a': 2.711086507243593, 'inv gamma pos': -0.005808657396293074}), (the 22urad data set with no modes, {'sigma': 3.0461503267843633e-06, 'alpha': 2.0145297429269284, 'beta': 13.040153588618258, 'standard div': 1.2547600185142582, 'sigma gamma': 3.485619484849914e-06, 'alpha gamma': 1.4441685399411937, 'beta gamma': 9.959222176194041, 'standard div gamma': 0.017584544510649502, 'lognormal skew': 3.4891998653776684, 'lognormal pos': -1.0821055870409344e-07, 'inv gamma a': 7.195988824491886, 'inv gamma pos': -0.08728813925506584}), (the 22urad data set with no modes, {'sigma': 2.5824546107679846e-06, 'alpha': 2.680477757034911, 'beta': 18.14345434059127, 'standard div': 1.8405645295086515, 'sigma gamma': 3.3139198733220527e-06, 'alpha gamma': 1.5436208400672742, 'beta gamma': 11.017964363398654, 'standard div gamma': 0.03096191563151079, 'lognormal skew': 3.4548477537702724, 'lognormal pos': -1.178514558457324e-07, 'inv gamma a': 7.360222535216937, 'inv gamma pos': -0.0840919851118537}), (the 22urad data set with no modes, {'sigma': 3.6416706476267745e-06, 'alpha': 1.2117339635223245, 'beta': 9.123973998544502, 'standard div': 0.7618035914365969, 'sigma gamma': 3.214227139612299e-06, 'alpha gamma': 1.3885392276665696, 'beta gamma': 11.712031796521098, 'standard div gamma': 0.008237549982764032, 'lognormal skew': 3.745504021110216, 'lognormal pos': -4.79432077952924e-08, 'inv gamma a': 7.696164896044031, 'inv gamma pos': -0.0864469818073105}), (the 22urad data set with no modes, {'sigma': 2.4596747752497705e-06, 'alpha': 2.1162143610757718, 'beta': 19.99999999999997, 'standard div': 1.5142908752118585, 'sigma gamma': 2.4596747752512113e-06, 'alpha gamma': 1.762028146145836, 'beta gamma': 19.999999999976538, 'standard div gamma': 0.0332121400427936, 'lognormal skew': 3.745808387768529, 'lognormal pos': -5.037194730987822e-08, 'inv gamma a': 9.030008881189358, 'inv gamma pos': -0.0725958779195352}), (the 22urad data set with no modes, {'sigma': 2.459674775250186e-06, 'alpha': 3.033228414803268, 'beta': 19.99999999999321, 'standard div': 2.125513039974322, 'sigma gamma': 3.1402724695356478e-06, 'alpha gamma': 1.6732240839565686, 'beta gamma': 12.270173585996496, 'standard div gamma': 0.06510819091103731, 'lognormal skew': 3.4206344319740243, 'lognormal pos': -1.2886620568301972e-07, 'inv gamma a': 7.5354732753686555, 'inv gamma pos': -0.0809397175540485}), (the 22urad data set with 2 modes, {'sigma': 3.0281730888754516e-06, 'alpha': 2.726336368403968, 'beta': 13.195443124744937, 'standard div': 1.128493373626381, 'sigma gamma': 3.184850552775464e-06, 'alpha gamma': 2.1793983987738934, 'beta gamma': 11.929088320990227, 'standard div gamma': 0.13413220198616424, 'lognormal skew': 2.999242603993986, 'lognormal pos': -4.482657439614891e-07, 'inv gamma a': 5.903207662421442, 'inv gamma pos': -0.09475949961803382}), (the 22urad data set with 4 modes, {'sigma': 2.4596747948003904e-06, 'alpha': 3.34726082975871, 'beta': 19.999999682061684, 'standard div': 1.9932913874791065, 'sigma gamma': 3.1539790380855535e-06, 'alpha gamma': 1.890464984503612, 'beta gamma': 12.163757829542133, 'standard div gamma': 0.08467510229159571, 'lognormal skew': 3.189794332207382, 'lognormal pos': -2.6021085198022987e-07, 'inv gamma a': 6.615899916021199, 'inv gamma pos': -0.08840318964572558}), (the 22urad data set with 8 modes, {'sigma': 2.459674775251282e-06, 'alpha': 3.065353889011359, 'beta': 19.999999999975387, 'standard div': 1.7391059176569623, 'sigma gamma': 2.901146021220918e-06, 'alpha gamma': 1.985926111300139, 'beta gamma': 14.376269103898508, 'standard div gamma': 0.07289761803740996, 'lognormal skew': 3.2460260742014766, 'lognormal pos': -2.2748714160592575e-07, 'inv gamma a': 6.797723292620946, 'inv gamma pos': -0.08749927657134579}), (the 22urad data set with 16 modes, {'sigma': 2.4596747765310557e-06, 'alpha': 3.021936636112867, 'beta': 19.99999997916331, 'standard div': 1.646111623536227, 'sigma gamma': 2.727757303350466e-06, 'alpha gamma': 2.1636226039170783, 'beta gamma': 16.261998469077167, 'standard div gamma': 0.09156277486586438, 'lognormal skew': 3.2334395698322638, 'lognormal pos': -2.397800437663978e-07, 'inv gamma a': 6.838016161174885, 'inv gamma pos': -0.08670687522568986}), (the 22urad data set with 28 modes, {'sigma': 2.5718591120761883e-06, 'alpha': 2.569882323207835, 'beta': 18.293256432856122, 'standard div': 1.5045404021597109, 'sigma gamma': 2.939550378070385e-06, 'alpha gamma': 1.7815358459778954, 'beta gamma': 14.003079525656437, 'standard div gamma': 0.03899684668292354, 'lognormal skew': 3.386062729789618, 'lognormal pos': -1.4770322231372287e-07, 'inv gamma a': 7.227241120932529, 'inv gamma pos': -0.08478906867061414})]