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mhjensen
2020-05-05 20:33:46 +02:00
parent 100e94f00c
commit 1a23635f90
9 changed files with 2309 additions and 315 deletions
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doc/Programs/ANN/cnnkeras.py
+6 -3
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@@ -51,7 +51,10 @@ test_size = 1 - train_size
X_train, X_test, Y_train, Y_test = train_test_split(inputs, labels, train_size=train_size,
test_size=test_size)
import tensorflow as tf
#import tensorflow as tf
import tensorflow.compat.v1 as tf
tf.disable_v2_behavior()
tf.reset_default_graph()
from keras.models import Sequential
@@ -90,7 +93,7 @@ eta_vals = np.logspace(-5, 1, 7)
lmbd_vals = np.logspace(-5, 1, 7)
CNN_keras = np.zeros((len(eta_vals), len(lmbd_vals)), dtype=object)
for i, eta in enumerate(eta_vals):
for j, lmbd in enumerate(lmbd_vals):
CNN = create_convolutional_neural_network_keras(input_shape, receptive_field,
@@ -122,7 +125,7 @@ for i in range(len(eta_vals)):
train_accuracy[i][j] = CNN.evaluate(X_train, Y_train)[1]
test_accuracy[i][j] = CNN.evaluate(X_test, Y_test)[1]
fig, ax = plt.subplots(figsize = (10, 10))
sns.heatmap(train_accuracy, annot=True, ax=ax, cmap="viridis")
ax.set_title("Training Accuracy")
doc/Programs/Bayesian/Bayes.ipynb
+1520
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File diff suppressed because one or more lines are too long
doc/Programs/Bayesian/e120_bugfix_model_new_mv.csv
+48
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@@ -0,0 +1,48 @@
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30.129,83.1,0.748,0.645000084,0.956119,0.912382,0.87198,0.835878,0.804079,0.774989,0.74861,0.723229,0.698846,0.677756,1.26425,1.22461,1.18471,1.15009,1.12073,1.09182,1.06335,1.03554,1.00839,0.981991,1.18697,1.20731,1.22952,1.2527,1.27684,1.30032,1.32312,1.34275,1.35922,1.38538,1.41492,1.43767,1.44889,0.00159125,0.001687,0.001789,0.001904,0.002032,0.00217225,0.00232475,0.0024915,0.0026725,0.00288225,0.001971,0.00211525,0.00226575,0.00243475,0.00262225,0.002823,0.003037,0.00327,0.003522,0.003793,0.00160591,0.00169184,0.00187416,0.00210135,0.00237342,0.00268309,0.00303038,0.00341171,0.00382708,0.0045571,0.00570072,0.00710469,0.00834172
31.777,92.1,0.828,1.035000114,1.01234,0.985333,0.96149,0.941373,0.924983,0.907882,0.890072,0.877653,0.870626,0.864797,1.33774,1.33056,1.32889,1.32715,1.32533,1.33002,1.34121,1.34669,1.34646,1.34966,1.17491,1.19261,1.21443,1.23973,1.26851,1.29594,1.32202,1.35094,1.38271,1.42161,1.48654,1.54056,1.56074,0.00171425,0.00187,0.002042,0.00223675,0.00245425,0.00269,0.002944,0.00324775,0.00360125,0.00400275,0.00214975,0.00239575,0.00267525,0.00298425,0.00332275,0.0037235,0.0041865,0.00468525,0.00521975,0.0058395,0.00154936,0.00163473,0.00182285,0.00206668,0.00236623,0.00270941,0.00309621,0.00354575,0.00405802,0.00493282,0.00643339,0.00828926,0.00989812
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26.421,54.3,0.788,0.784999998,0.978739,0.939434,0.902539,0.870067,0.84202,0.81526,0.789786,0.76862,0.751763,0.733198,1.28854,1.25794,1.22844,1.2021,1.17891,1.15711,1.13672,1.11838,1.1021,1.08347,1.18666,1.20227,1.22238,1.2451,1.27042,1.29448,1.31726,1.33969,1.36178,1.39131,1.42977,1.46072,1.47799,0.00165525,0.00177625,0.00190475,0.00205,0.002212,0.0023905,0.0025855,0.00281,0.003064,0.003337,0.0020525,0.002235,0.002431,0.00264825,0.00288675,0.00315125,0.00344175,0.0037635,0.0041165,0.004499,0.00157324,0.00165785,0.00184464,0.00208265,0.00237189,0.00270195,0.00307282,0.00349044,0.00395481,0.00475916,0.0060703,0.00768447,0.00913155
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29.099,90.3,0.636,0.885000359,0.993097,0.962398,0.935508,0.91128,0.889714,0.869999,0.852136,0.839062,0.830774,0.820539,1.29573,1.28367,1.27576,1.268,1.2604,1.2556,1.25361,1.25428,1.25763,1.2637,1.17241,1.18458,1.20167,1.22349,1.25006,1.27739,1.30546,1.33445,1.36435,1.4045,1.45761,1.50447,1.54047,0.00174475,0.00189675,0.00206825,0.00226175,0.00247725,0.002723,0.002999,0.00332925,0.00371375,0.0041385,0.00216925,0.0024075,0.0026765,0.00297925,0.00331575,0.00370325,0.00414175,0.0046575,0.0052505,0.0059405,0.00165355,0.00172481,0.00190221,0.00213818,0.00243271,0.00277989,0.00317973,0.00364368,0.00417174,0.00510723,0.00667395,0.00870514,0.0106484
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35.279,74.1,0.724,0.655000038,1.04023,1.00123,0.964158,0.931051,0.901914,0.873386,0.845468,0.820295,0.797868,0.775029,1.39168,1.37099,1.34935,1.32595,1.3008,1.27668,1.25359,1.23115,1.20934,1.18524,1.18568,1.20479,1.22819,1.25246,1.27759,1.30638,1.33881,1.37014,1.40038,1.43363,1.47275,1.5086,1.52955,0.00175025,0.0018795,0.0020165,0.00216875,0.00233625,0.0025175,0.0027125,0.00292975,0.00316925,0.00343125,0.0022085,0.00242275,0.00265225,0.002895,0.003151,0.0034305,0.0037335,0.004068,0.004434,0.0048205,0.00158918,0.0016763,0.0018652,0.00210112,0.00238406,0.00272002,0.00310899,0.00354716,0.00403453,0.00484703,0.00614708,0.00776983,0.00922241
34.249,104.7,0.812,1.00499978,1.01263,0.986166,0.963744,0.942858,0.92351,0.90828,0.897169,0.888313,0.881711,0.872734,1.34606,1.33997,1.33827,1.33821,1.33977,1.34444,1.35224,1.35806,1.36189,1.36573,1.17381,1.19206,1.21559,1.24217,1.27182,1.30106,1.32992,1.35927,1.38914,1.43551,1.49397,1.53679,1.56514,0.0017235,0.00188125,0.00205575,0.002249,0.002461,0.0027045,0.0029795,0.0032975,0.0036585,0.00404825,0.00217125,0.00242075,0.00270225,0.003018,0.003368,0.00377175,0.00422925,0.004737,0.005295,0.005925,0.00155669,0.00164344,0.00183563,0.00208209,0.00238283,0.0027318,0.003129,0.00358217,0.00409132,0.00500189,0.00647835,0.0082945,0.0099594
28.687,113.7,0.836,0.924999856,0.918773,0.887821,0.862103,0.840172,0.822028,0.804911,0.788821,0.776059,0.766625,0.755581,1.20186,1.18047,1.16392,1.1498,1.1381,1.12859,1.12126,1.11707,1.11604,1.1128,1.17008,1.18949,1.2118,1.23611,1.26243,1.28665,1.30877,1.33007,1.35055,1.37678,1.41207,1.44775,1.47299,0.001546,0.0016675,0.0018045,0.0019595,0.0021325,0.0023235,0.0025325,0.0027755,0.0030525,0.00335575,0.00190325,0.00208225,0.00228275,0.00250775,0.00275725,0.003039,0.003353,0.003716,0.004128,0.00457775,0.00156896,0.00165452,0.00183913,0.00207312,0.0023565,0.00267725,0.00303538,0.003438,0.00388511,0.00465336,0.00589982,0.00748285,0.00893513
27.451,99.3,0.804,0.805,0.910763,0.874111,0.842871,0.816473,0.794917,0.775205,0.757338,0.739644,0.722121,0.708471,1.19223,1.16354,1.13759,1.11537,1.09686,1.08011,1.0651,1.04897,1.03172,1.01802,1.17603,1.19609,1.21951,1.24158,1.2623,1.28507,1.30991,1.33161,1.35018,1.37324,1.40007,1.42366,1.43698,0.0015355,0.00164375,0.00176525,0.0019035,0.0020585,0.002233,0.002427,0.00264025,0.00287275,0.00314375,0.00188675,0.00204725,0.00222175,0.00241925,0.00263975,0.00288425,0.00315275,0.00344625,0.00376475,0.0041285,0.00158798,0.00167566,0.00186276,0.00209193,0.00236316,0.00267984,0.00304197,0.00344182,0.0038794,0.00462662,0.00581799,0.00731384,0.00864988
33.837,36.3,0.868,0.764999889,1.0861,1.0482,1.01214,0.976858,0.942355,0.90838,0.874935,0.842208,0.8102,0.782814,1.45938,1.4372,1.41304,1.38729,1.35995,1.33158,1.30218,1.27095,1.23791,1.20365,1.19046,1.20829,1.23043,1.25619,1.28555,1.31499,1.34449,1.37175,1.39676,1.43227,1.47773,1.51904,1.53758,0.001768,0.00191075,0.00206225,0.002223,0.002393,0.0025715,0.0027585,0.00295875,0.00317225,0.00341825,0.00224375,0.00246925,0.00270975,0.002964,0.003232,0.003515,0.003813,0.004128,0.00446,0.004811,0.00149601,0.00158544,0.001771,0.00200992,0.00230218,0.00263958,0.00302212,0.00344957,0.00392195,0.00474526,0.0060635,0.00770556,0.00912415
32.807,117.3,0.668,0.825000153,0.960685,0.929625,0.902121,0.878224,0.857937,0.839758,0.823686,0.809112,0.796033,0.785657,1.26558,1.2502,1.23793,1.22717,1.21792,1.21067,1.20542,1.2013,1.19832,1.19791,1.1721,1.18911,1.21244,1.23738,1.26394,1.29085,1.31811,1.34545,1.37287,1.40885,1.45288,1.49529,1.52485,0.00169025,0.001828,0.00198,0.00215525,0.00235375,0.00257825,0.00282875,0.003117,0.003443,0.0038185,0.002105,0.00232225,0.00256475,0.002837,0.003139,0.0034835,0.0038705,0.00431175,0.00480725,0.00538375,0.00166202,0.00174118,0.00193054,0.00217195,0.00246541,0.00280912,0.00320308,0.0036523,0.0041568,0.00504203,0.00648949,0.00836735,0.010109
30.541,47.1,0.796,0.955000011,1.06639,1.03766,1.01262,0.988706,0.965923,0.94695,0.931787,0.917212,0.903225,0.888885,1.4125,1.40802,1.40725,1.40688,1.4069,1.40504,1.4013,1.40148,1.4056,1.41014,1.18002,1.19505,1.21616,1.23949,1.26503,1.29363,1.32528,1.35751,1.39032,1.44033,1.49406,1.54242,1.58681,0.001792,0.00196025,0.00214675,0.0023505,0.0025715,0.002825,0.003111,0.00343175,0.00378725,0.00417775,0.00227475,0.00254675,0.00285225,0.0031945,0.0035735,0.00398875,0.00444025,0.004962,0.005554,0.0062345,0.00153274,0.00161601,0.00180334,0.00204427,0.00233881,0.00268922,0.00309549,0.00356242,0.00409001,0.00503577,0.00653008,0.00843803,0.0102645
32.189,84.9,0.932,0.835000291,0.995785,0.958093,0.924415,0.893143,0.864275,0.838154,0.814777,0.79166,0.768803,0.746787,1.32468,1.29902,1.27789,1.25562,1.23222,1.20951,1.18749,1.16446,1.14043,1.11673,1.18852,1.20822,1.23244,1.25702,1.28196,1.30663,1.33105,1.35654,1.3831,1.41628,1.45056,1.47742,1.49563,0.00163075,0.001752,0.001884,0.002028,0.002184,0.00235525,0.00254175,0.0027455,0.0029665,0.00320675,0.00204125,0.00223,0.002438,0.002661,0.002899,0.00315475,0.00342825,0.00372425,0.00404275,0.00439,0.00151777,0.00161049,0.00180176,0.00203854,0.00232086,0.00264304,0.0030051,0.00341571,0.00387485,0.00466104,0.00588025,0.00737695,0.0087308
32.601,34.5,0.948,0.965000009,1.09462,1.06375,1.03432,1.00573,0.977984,0.952835,0.930285,0.908338,0.886993,0.867714,1.46065,1.45306,1.44753,1.43947,1.42887,1.4197,1.41194,1.40257,1.39158,1.37972,1.18784,1.20364,1.22371,1.24792,1.27627,1.30532,1.33505,1.36668,1.40022,1.44678,1.50436,1.55693,1.59031,0.001779,0.00194275,0.00211825,0.002307,0.002509,0.00273475,0.00298425,0.003257,0.003553,0.0038865,0.0022535,0.002518,0.002812,0.00312775,0.00346525,0.00384125,0.00425575,0.0047115,0.0052085,0.005751,0.00146867,0.00155384,0.00173641,0.00197448,0.00226806,0.00261054,0.00300192,0.00345359,0.00396553,0.00485784,0.00629849,0.00811763,0.00975208
33.425,106.5,0.892,0.684999897,0.976449,0.93286,0.892331,0.855684,0.822918,0.792691,0.765001,0.739283,0.715539,0.691747,1.29326,1.25859,1.22585,1.1914,1.15523,1.12247,1.09311,1.06187,1.02875,0.996137,1.18384,1.20432,1.22706,1.25091,1.27588,1.30069,1.32534,1.34997,1.3746,1.39842,1.42281,1.43707,1.44012,0.00154,0.001627,0.001719,0.0018205,0.0019315,0.0020525,0.0021835,0.00232825,0.00248675,0.00265425,0.00190825,0.002047,0.002195,0.0023465,0.0025015,0.00267175,0.00285725,0.0030465,0.0032395,0.00344575,0.00152873,0.00161739,0.00179422,0.00201024,0.00226544,0.00255341,0.00287415,0.00323274,0.00362919,0.00427432,0.00527185,0.00644644,0.00746019
25.803,45.3,0.82,0.66500009,0.96154,0.90709,0.855365,0.809034,0.768097,0.729528,0.693325,0.659993,0.62953,0.600347,1.26265,1.20932,1.15833,1.10654,1.05396,1.00435,0.957731,0.914714,0.875304,0.837836,1.19915,1.21598,1.2357,1.25551,1.27542,1.29492,1.31401,1.33409,1.35514,1.37012,1.37922,1.38834,1.3958,0.00156225,0.00163925,0.00171775,0.00180625,0.00190475,0.0020075,0.0021145,0.00223325,0.00236375,0.002506,0.0019185,0.00203675,0.00216025,0.002281,0.002399,0.00252425,0.00265675,0.00280175,0.00295925,0.00313075,0.00156087,0.00164604,0.00182556,0.00204639,0.00230852,0.00260565,0.00293777,0.00331349,0.00373282,0.00440617,0.00543518,0.00670119,0.0078516
29.923,77.7,0.94,0.625000083,1.01788,0.95503,0.894595,0.838108,0.78557,0.735579,0.688137,0.644446,0.604505,0.567963,1.33811,1.26851,1.19497,1.12898,1.07054,1.00563,0.93426,0.870479,0.814287,0.764954,1.20309,1.22108,1.23856,1.25735,1.27745,1.29683,1.3155,1.3286,1.33615,1.35567,1.36192,1.34871,1.34701,0.001804,0.0018585,0.0019135,0.00196975,0.00202725,0.00208475,0.00214225,0.002206,0.002276,0.00235325,0.006264,0.00648925,0.00668175,0.00689975,0.00714325,0.0073285,0.0074555,0.00760325,0.00777175,0.00799175,0.00385201,0.00403879,0.00441147,0.00485582,0.00537186,0.00595744,0.00661257,0.00730483,0.00803423,0.00933115,0.0112061,0.0133012,0.0152031
26.833,75.9,0.756,1.025000455,0.99508,0.966113,0.94071,0.918474,0.899405,0.8834,0.870459,0.856826,0.842501,0.831109,1.29794,1.28535,1.27528,1.2698,1.2689,1.26929,1.27096,1.27741,1.28867,1.29743,1.174,1.18734,1.20462,1.22622,1.25213,1.27839,1.30501,1.33093,1.35617,1.39711,1.44872,1.51071,1.56127,0.0017075,0.00185925,0.00202775,0.002218,0.00243,0.0026735,0.0029485,0.003252,0.003584,0.00397025,0.0021165,0.002347,0.002603,0.0029,0.003238,0.0036215,0.0040505,0.004552,0.005126,0.00577825,0.00158331,0.00165991,0.00184034,0.00207689,0.00236958,0.0027106,0.00309996,0.00354233,0.0040377,0.00493378,0.00639704,0.00835915,0.0102139
1 S0 L ms mv SN112EK42.5 SN112EK47.5 SN112EK52.5 SN112EK57.5 SN112EK62.5 SN112EK67.5 SN112EK72.5 SN112EK77.5 SN112EK82.5 SN112EK87.5 SN124EK42.5 SN124EK47.5 SN124EK52.5 SN124EK57.5 SN124EK62.5 SN124EK67.5 SN124EK72.5 SN124EK77.5 SN124EK82.5 SN124EK87.5 DREK12.5 DREK17.5 DREK22.5 DREK27.5 DREK32.5 DREK37.5 DREK42.5 DREK47.5 DREK52.5 DREK60.0 DREK70.0 DREK80.0 DREK87.5 SN112EK42.5_Error SN112EK47.5_Error SN112EK52.5_Error SN112EK57.5_Error SN112EK62.5_Error SN112EK67.5_Error SN112EK72.5_Error SN112EK77.5_Error SN112EK82.5_Error SN112EK87.5_Error SN124EK42.5_Error SN124EK47.5_Error SN124EK52.5_Error SN124EK57.5_Error SN124EK62.5_Error SN124EK67.5_Error SN124EK72.5_Error SN124EK77.5_Error SN124EK82.5_Error SN124EK87.5_Error DREK12.5_Error DREK17.5_Error DREK22.5_Error DREK27.5_Error DREK32.5_Error DREK37.5_Error DREK42.5_Error DREK47.5_Error DREK52.5_Error DREK60.0_Error DREK70.0_Error DREK80.0_Error DREK87.5_Error
2 31.159 43.5 0.98 0.86500015 1.04974 1.00937 0.971587 0.933543 0.895236 0.860123 0.828202 0.797841 0.769038 0.742806 1.40493 1.37751 1.35058 1.32147 1.29021 1.25781 1.2243 1.19163 1.15983 1.12686 1.19434 1.21192 1.23344 1.25778 1.28492 1.31206 1.33919 1.36544 1.39081 1.42918 1.47076 1.50127 1.51709 0.00169825 0.00183075 0.00197225 0.002117 0.002265 0.00242725 0.00260375 0.002796 0.003004 0.00324 0.00214625 0.002353 0.002573 0.0028035 0.0030445 0.00329925 0.00356775 0.003854 0.004158 0.00448225 0.0014783 0.0015686 0.00175557 0.00199321 0.00228153 0.00261454 0.00299226 0.0034163 0.00388665 0.0047132 0.00600829 0.00758672 0.00898081
3 35.073 56.1 0.7 0.874999781 1.10146 1.07655 1.05356 1.03265 1.01383 0.995491 0.977648 0.95974 0.941767 0.928342 1.46 1.46512 1.476 1.48391 1.48885 1.49423 1.50005 1.51005 1.52425 1.53633 1.17779 1.19134 1.20964 1.23401 1.26444 1.29513 1.32608 1.36158 1.40161 1.4532 1.51812 1.59659 1.65511 0.00186675 0.0020515 0.0022565 0.0024855 0.0027385 0.00302 0.00333 0.003673 0.004049 0.0045 0.00236375 0.002668 0.003018 0.0034055 0.0038305 0.00430975 0.00484325 0.0054735 0.0062005 0.0070255 0.00155663 0.0016348 0.00181482 0.00205576 0.0023576 0.00271148 0.00311739 0.00360118 0.00416282 0.00514327 0.00676129 0.00896646 0.0110487
4 32.395 66.9 0.86 0.854999997 1.03387 0.999617 0.967117 0.937034 0.909368 0.88484 0.863449 0.842654 0.822455 0.805631 1.37691 1.36034 1.34682 1.33146 1.31428 1.2995 1.28711 1.27224 1.25487 1.24206 1.18462 1.20281 1.22636 1.25178 1.27908 1.30598 1.33249 1.36163 1.39341 1.43365 1.48005 1.51807 1.54192 0.0017245 0.001867 0.002019 0.00218625 0.00236875 0.0025735 0.0028005 0.00304875 0.00331825 0.00362625 0.00217025 0.00239925 0.00265375 0.00292275 0.00320625 0.00352925 0.00389175 0.00427825 0.00468875 0.00516625 0.00152451 0.00161443 0.00180679 0.00205087 0.00234667 0.00268606 0.00306905 0.0035118 0.00401432 0.00487219 0.0062451 0.00794452 0.00946792
5 28.275 86.7 0.972 1.095000509 0.979704 0.948603 0.921646 0.900123 0.884032 0.867298 0.849921 0.837539 0.830154 0.821927 1.29187 1.27633 1.26373 1.25524 1.25084 1.24622 1.24137 1.23869 1.23817 1.23582 1.17578 1.19279 1.21577 1.23993 1.26528 1.29176 1.31937 1.34603 1.37173 1.405 1.4491 1.48531 1.50366 0.001609 0.00174425 0.00189475 0.0020665 0.0022595 0.00246925 0.00269575 0.002963 0.003271 0.00361025 0.00200825 0.00221725 0.00244775 0.00270975 0.00300325 0.0033285 0.0036855 0.00409075 0.00454425 0.00504425 0.00150577 0.00158926 0.00177469 0.00200909 0.00229248 0.00262103 0.00299473 0.00341652 0.00388638 0.00468878 0.00599276 0.00760304 0.00902788
6 27.657 79.5 0.612 0.975000093 1.02625 0.998031 0.974097 0.951106 0.929057 0.908939 0.89075 0.876159 0.865163 0.855486 1.32474 1.31925 1.31962 1.32045 1.32175 1.32643 1.33447 1.34221 1.34966 1.36205 1.1705 1.17938 1.19465 1.21375 1.23669 1.26262 1.29155 1.32245 1.35531 1.40611 1.47931 1.54623 1.5924 0.00178175 0.0019475 0.0021365 0.002348 0.002582 0.00285 0.003152 0.003508 0.003918 0.004394 0.0022055 0.00246825 0.00277075 0.003116 0.003504 0.00395725 0.00447575 0.005071 0.005743 0.006558 0.00163183 0.0016981 0.00186869 0.00209515 0.0023775 0.00271832 0.00311759 0.00358738 0.00412769 0.0051213 0.00683362 0.00908361 0.0112354
7 26.009 95.7 0.996 0.704999827 0.896872 0.843576 0.795678 0.750543 0.708171 0.669715 0.635173 0.603506 0.574715 0.546634 1.16422 1.10768 1.05645 1.00644 0.957631 0.912212 0.870179 0.827051 0.782827 0.742548 1.18083 1.20021 1.22109 1.24272 1.26508 1.28378 1.29883 1.3137 1.32841 1.3471 1.36635 1.36596 1.35846 0.001366 0.00141725 0.00147375 0.00153225 0.00159275 0.00166125 0.00173775 0.0018215 0.0019125 0.002009 0.0016385 0.00171125 0.00178975 0.001869 0.001949 0.002036 0.00213 0.0022205 0.0023075 0.002405 0.00150079 0.00158447 0.00174913 0.00194713 0.00217848 0.00243166 0.00270667 0.00301261 0.00334948 0.0039201 0.00480762 0.0058132 0.00668087
8 30.747 63.3 0.716 0.915000109 1.05031 1.02193 0.995669 0.971929 0.95071 0.931251 0.913552 0.895698 0.877688 0.868732 1.38312 1.37743 1.37411 1.37388 1.37671 1.37722 1.37539 1.37476 1.37531 1.37871 1.17746 1.1918 1.21138 1.23412 1.26001 1.28781 1.31752 1.34849 1.38073 1.43139 1.4926 1.5514 1.58703 0.0018015 0.0019695 0.0021545 0.00236075 0.00258825 0.0028435 0.0031265 0.00344125 0.00378775 0.004224 0.00225775 0.00252375 0.00282125 0.003163 0.003549 0.003974 0.004438 0.004967 0.005561 0.00625175 0.00157597 0.00165617 0.00184087 0.00208089 0.00237622 0.00272594 0.00313004 0.00359856 0.00413149 0.00509708 0.00666516 0.00870699 0.0105537
9 28.069 41.7 0.884 0.904999964 1.0329 0.997779 0.964651 0.933931 0.905616 0.878297 0.851974 0.831785 0.817731 0.799174 1.36706 1.347 1.3294 1.31049 1.29028 1.27409 1.2619 1.24937 1.23649 1.22144 1.18924 1.20515 1.22379 1.24655 1.27343 1.29931 1.32419 1.3507 1.37884 1.41448 1.46659 1.50719 1.52887 0.00171325 0.001856 0.002008 0.0021735 0.0023525 0.002548 0.00276 0.0030125 0.0033055 0.00360475 0.00214375 0.00236525 0.00260775 0.00286725 0.00314375 0.0034575 0.0038085 0.0041975 0.0046245 0.0050805 0.00151441 0.00160092 0.00178486 0.00202334 0.00231634 0.00265319 0.0030339 0.00346877 0.00395782 0.0047951 0.00618408 0.00788763 0.00941084
10 31.365 72.3 0.692 0.694999998 1.00218 0.964348 0.929916 0.897819 0.868056 0.840774 0.815973 0.79516 0.778338 0.760552 1.32694 1.30316 1.28071 1.25993 1.24083 1.22128 1.20128 1.18154 1.16206 1.14418 1.18346 1.20058 1.22235 1.24554 1.27018 1.29664 1.32492 1.35203 1.37795 1.41704 1.46283 1.48958 1.50471 0.00172425 0.00185375 0.00199525 0.00215025 0.00231875 0.0025075 0.0027165 0.0029605 0.0032395 0.00354 0.00215275 0.00235825 0.00258275 0.00283 0.0031 0.00339325 0.00370975 0.00406375 0.00445525 0.004892 0.00162287 0.0017057 0.00189339 0.0021317 0.00242065 0.00275872 0.00314592 0.00358375 0.00407223 0.00493759 0.0063239 0.00800652 0.00953556
11 29.305 97.5 0.732 0.605000126 0.915688 0.871781 0.832916 0.797759 0.76631 0.738013 0.712867 0.689244 0.667143 0.648419 1.20464 1.16136 1.12108 1.08362 1.04899 1.0168 0.987073 0.95813 0.929976 0.902373 1.18103 1.20273 1.22669 1.25103 1.27574 1.2975 1.31631 1.33263 1.34645 1.36392 1.38138 1.39214 1.39149 0.00149625 0.0015765 0.0016655 0.00176425 0.00187275 0.0019955 0.0021325 0.00228175 0.00244325 0.00263175 0.00185225 0.0019695 0.0020945 0.002231 0.002379 0.0025405 0.0027155 0.0029055 0.0031105 0.00333175 0.00161798 0.00170022 0.00187747 0.00209629 0.00235667 0.00264665 0.00296624 0.00331676 0.00369823 0.0043493 0.00536537 0.00659454 0.00764712
12 28.481 52.5 0.9 1.014999551 1.03239 1.00137 0.973458 0.9484 0.926198 0.906989 0.89077 0.876285 0.863532 0.850213 1.37116 1.3592 1.35076 1.34207 1.33313 1.32693 1.32346 1.31824 1.31127 1.30525 1.18414 1.19835 1.21653 1.24092 1.27152 1.30082 1.32883 1.35797 1.38824 1.42765 1.47468 1.51158 1.53544 0.001713 0.0018645 0.0020295 0.002213 0.002415 0.00264275 0.00289625 0.00318175 0.00349925 0.00384975 0.0021575 0.0023985 0.0026675 0.00296025 0.00327675 0.003636 0.004038 0.0044805 0.0049635 0.00550475 0.00150973 0.00159225 0.00177447 0.00201542 0.00231509 0.00265982 0.00304959 0.00349608 0.00399929 0.00486526 0.00625286 0.00796472 0.0095203
13 29.511 39.9 0.876 1.054999763 1.07197 1.04404 1.01881 0.996309 0.976542 0.95904 0.943802 0.929423 0.915905 0.903993 1.42109 1.41777 1.41702 1.41523 1.4124 1.41387 1.41964 1.42741 1.43717 1.44469 1.18235 1.19648 1.21556 1.2386 1.2656 1.29486 1.32636 1.35856 1.39147 1.43379 1.48958 1.55283 1.59833 0.00177375 0.00194225 0.00212675 0.00233175 0.00255725 0.0028125 0.0030975 0.00341225 0.00375675 0.00415125 0.0022535 0.00252575 0.00282925 0.00316375 0.00352925 0.0039485 0.0044215 0.0049655 0.0055805 0.0062645 0.00150118 0.00158289 0.00176618 0.00200519 0.00229991 0.00264822 0.0030501 0.00351119 0.00403149 0.00492971 0.00640366 0.00833495 0.0101125
14 34.455 110.1 0.924 0.944999979 0.990684 0.96004 0.933675 0.909954 0.888876 0.869645 0.852262 0.837569 0.825567 0.813187 1.32312 1.30955 1.29881 1.29046 1.28449 1.27727 1.26879 1.26178 1.25624 1.2509 1.18012 1.19925 1.22136 1.24733 1.27716 1.30684 1.33635 1.36462 1.39165 1.43209 1.47903 1.51424 1.53848 0.00164325 0.00178025 0.00193075 0.0020975 0.0022805 0.00248375 0.00270725 0.002963 0.003251 0.0035655 0.0020845 0.00230275 0.00254425 0.00281325 0.00310975 0.00343575 0.00379125 0.00418475 0.00461625 0.005109 0.00152831 0.00161865 0.00180814 0.00205033 0.00234523 0.00268458 0.00306838 0.00349876 0.00397571 0.00481281 0.00614197 0.0077635 0.00923608
15 34.043 50.7 0.644 0.81499989 1.10772 1.08116 1.05423 1.03135 1.01249 0.99311 0.973197 0.956625 0.943395 0.927993 1.46048 1.4625 1.46645 1.47171 1.47826 1.48303 1.48602 1.49102 1.49801 1.50417 1.17723 1.19001 1.20708 1.23 1.25877 1.28843 1.31899 1.35343 1.39175 1.44396 1.51065 1.57356 1.62141 0.0018765 0.0020575 0.0022545 0.00248025 0.00273475 0.00301875 0.00333225 0.00369475 0.00410625 0.00456275 0.00242925 0.00273325 0.00307575 0.00346925 0.00391375 0.004411 0.004961 0.00559725 0.00631975 0.0071395 0.00159872 0.00167436 0.00185024 0.00208632 0.00238259 0.00273397 0.00314044 0.00362322 0.0041823 0.00517889 0.00684787 0.00903062 0.0111141
16 26.215 102.9 0.78 0.844999979 0.897285 0.863974 0.836752 0.81252 0.791278 0.772002 0.754691 0.739764 0.727218 0.716435 1.16868 1.14156 1.11812 1.09904 1.08433 1.07096 1.05894 1.0473 1.03605 1.02734 1.17248 1.19135 1.21118 1.23338 1.25796 1.28122 1.30318 1.32165 1.33662 1.36185 1.39547 1.42031 1.43405 0.00152575 0.00163875 0.00176825 0.00191325 0.00207375 0.002254 0.002454 0.0026825 0.0029395 0.003235 0.00186625 0.0020285 0.0022095 0.002415 0.002645 0.0029025 0.0031875 0.00350575 0.00385725 0.00426 0.00160269 0.00168615 0.00186715 0.00209793 0.00237852 0.00269658 0.00305213 0.00344609 0.00387846 0.0046449 0.00588652 0.00742075 0.00880391
17 27.863 81.3 0.684 0.67499999 0.935704 0.895263 0.860392 0.828773 0.800406 0.77565 0.754507 0.733421 0.712393 0.696175 1.2255 1.19174 1.16223 1.13578 1.11239 1.08962 1.06747 1.04598 1.02517 1.00707 1.18134 1.19927 1.22091 1.24292 1.26529 1.28783 1.31055 1.33174 1.35141 1.38062 1.41 1.43289 1.44659 0.00161225 0.00171975 0.00184125 0.00197625 0.00212475 0.00229625 0.00249075 0.00270075 0.00292625 0.00320125 0.00198625 0.00214825 0.00232675 0.00252575 0.00274525 0.002988 0.003254 0.0035435 0.0038565 0.0042145 0.00165523 0.00173608 0.00192051 0.00215152 0.00242909 0.00274988 0.00311388 0.00352215 0.0039747 0.00477063 0.00602912 0.00759797 0.00900774
18 27.039 93.9 0.66 0.984999914 0.970407 0.940277 0.916194 0.894327 0.874673 0.857249 0.842055 0.827939 0.814902 0.805633 1.25397 1.24088 1.23479 1.23179 1.23187 1.23237 1.23328 1.23488 1.23716 1.24453 1.16826 1.18234 1.20118 1.22124 1.24253 1.26643 1.29295 1.32024 1.34829 1.39337 1.45146 1.50515 1.54492 0.001699 0.0018465 0.0020155 0.00220775 0.00242325 0.00266825 0.00294275 0.00325475 0.00360425 0.0040205 0.002089 0.00231675 0.00258025 0.002883 0.003225 0.00361275 0.00404625 0.00454375 0.00510525 0.00577975 0.00164354 0.00171613 0.00189519 0.0021259 0.00240827 0.00274519 0.00313668 0.0035893 0.00410304 0.00504336 0.00660103 0.00862816 0.0105479
19 33.013 101.1 0.852 1.065000245 1.0109 0.983213 0.960695 0.94098 0.924067 0.910037 0.898889 0.889082 0.880617 0.872387 1.33896 1.33317 1.33173 1.33277 1.33627 1.34146 1.34834 1.35429 1.35933 1.36636 1.17469 1.19232 1.21553 1.23968 1.26477 1.29331 1.3253 1.35645 1.38675 1.43162 1.48728 1.53358 1.5664 0.0017045 0.0018585 0.0020315 0.002225 0.002439 0.00268175 0.00295325 0.00326125 0.00360575 0.00398925 0.0021415 0.00238725 0.00266375 0.002978 0.00333 0.00372825 0.00417275 0.0046685 0.0052155 0.00585125 0.00154136 0.00162633 0.00181618 0.00205674 0.00234802 0.00269283 0.00309119 0.00354277 0.0040476 0.0049417 0.00638282 0.00817651 0.00982853
20 31.571 38.1 0.764 0.754999993 1.06613 1.03002 0.995255 0.961843 0.929783 0.901983 0.878441 0.854928 0.831441 0.81065 1.41838 1.4001 1.38116 1.36303 1.3457 1.32594 1.30374 1.28389 1.26639 1.24972 1.18682 1.20255 1.22339 1.24719 1.27395 1.30194 1.33117 1.36002 1.38849 1.43299 1.47737 1.51289 1.54189 0.00178275 0.00193025 0.00208875 0.00225825 0.00243875 0.002646 0.00288 0.0031335 0.0034065 0.00371575 0.00224775 0.0024825 0.0027355 0.003013 0.003315 0.00363675 0.00397825 0.00436325 0.00479175 0.0052745 0.00154537 0.00162957 0.00181523 0.00205415 0.00234631 0.00268768 0.00307825 0.00352279 0.0040213 0.00490967 0.00629291 0.00802616 0.00963066
21 30.953 70.5 0.652 1.075000262 1.07979 1.05635 1.03618 1.01648 0.997264 0.98051 0.966221 0.953969 0.943755 0.934708 1.40813 1.41366 1.42187 1.43279 1.44642 1.46281 1.48196 1.50244 1.52424 1.54021 1.17208 1.18334 1.19985 1.21947 1.24221 1.27062 1.3047 1.33874 1.37272 1.43056 1.51329 1.59533 1.64795 0.0018435 0.00203025 0.00224075 0.0024755 0.0027345 0.0030315 0.0033665 0.0037555 0.0041985 0.004707 0.002311 0.002612 0.002954 0.00335025 0.00380075 0.00433125 0.00494175 0.00565125 0.00645975 0.007366 0.00157791 0.00165038 0.0018247 0.00205369 0.00233734 0.00268595 0.00309952 0.00358004 0.00412751 0.00515112 0.00691187 0.00927138 0.0114633
22 34.661 68.7 0.844 0.934999645 1.06687 1.03851 1.01148 0.987597 0.966865 0.946295 0.92589 0.908161 0.893107 0.880923 1.4297 1.42739 1.42547 1.42306 1.42017 1.41847 1.41794 1.4175 1.41714 1.41942 1.18278 1.19952 1.22079 1.24606 1.27533 1.30691 1.34079 1.37515 1.40999 1.45533 1.51573 1.57412 1.61147 0.00178675 0.001952 0.00213 0.00232925 0.00254975 0.0027885 0.0030455 0.0033405 0.0036735 0.00405375 0.002277 0.00254925 0.00284775 0.0031785 0.0035415 0.0039485 0.0043995 0.00490375 0.00546125 0.006108 0.0015204 0.00160748 0.00179583 0.00204085 0.00234253 0.00269863 0.00310917 0.00357819 0.00410571 0.00502044 0.00652048 0.00843206 0.0101689
23 26.627 88.5 0.676 0.714999978 0.917462 0.880085 0.846724 0.818363 0.795001 0.77108 0.746599 0.727724 0.714455 0.700722 1.19218 1.16246 1.13701 1.11386 1.09299 1.07353 1.05547 1.04094 1.02995 1.01652 1.17842 1.19587 1.21499 1.23569 1.25798 1.27946 1.30013 1.32147 1.34349 1.36825 1.40349 1.43615 1.45078 0.001596 0.0017075 0.0018305 0.0019735 0.0021365 0.002312 0.0025 0.0027265 0.0029915 0.003284 0.00195025 0.002116 0.0023 0.00250575 0.00273325 0.0029865 0.0032655 0.0035875 0.0039525 0.004351 0.0016703 0.00174897 0.00192898 0.00215774 0.00243524 0.0027551 0.00311733 0.00352967 0.00399214 0.00478204 0.00609215 0.00774999 0.00922696
24 30.335 115.5 0.62 1.044999534 0.983645 0.955245 0.930963 0.909817 0.891806 0.875916 0.862147 0.850953 0.842334 0.833427 1.27088 1.26232 1.25959 1.25995 1.26339 1.26897 1.27669 1.28514 1.29431 1.3062 1.16722 1.17833 1.19408 1.21444 1.23939 1.26548 1.29268 1.32206 1.35361 1.40122 1.46516 1.52361 1.56756 0.00173225 0.00188725 0.00206175 0.0022635 0.0024925 0.0027555 0.0030525 0.00340225 0.00380475 0.00426 0.00213725 0.002381 0.002663 0.0029895 0.0033605 0.0037895 0.0042765 0.0048465 0.0054995 0.00626675 0.00166331 0.00172954 0.00190139 0.00213157 0.00242007 0.00276249 0.00315882 0.00362372 0.00415718 0.00512932 0.00676876 0.00893146 0.011014
25 28.893 119.1 0.988 0.735000253 0.893324 0.850249 0.813204 0.777651 0.743587 0.713735 0.688094 0.662889 0.638122 0.615241 1.16409 1.12337 1.08557 1.05027 1.01746 0.984557 0.951559 0.918478 0.885315 0.857534 1.1672 1.19021 1.21495 1.23837 1.26048 1.28235 1.30399 1.32167 1.3354 1.36004 1.38126 1.38652 1.39411 0.001372 0.0014425 0.0015215 0.00160475 0.00169225 0.0017925 0.0019055 0.00202525 0.00215175 0.002292 0.001667 0.00177 0.00188 0.001998 0.002124 0.00225525 0.00239175 0.00253375 0.00268125 0.00285525 0.00147622 0.00156739 0.00174143 0.00194738 0.00218523 0.00245292 0.00275044 0.00307164 0.00341653 0.00402487 0.00494414 0.00601287 0.00698649
26 30.129 83.1 0.748 0.645000084 0.956119 0.912382 0.87198 0.835878 0.804079 0.774989 0.74861 0.723229 0.698846 0.677756 1.26425 1.22461 1.18471 1.15009 1.12073 1.09182 1.06335 1.03554 1.00839 0.981991 1.18697 1.20731 1.22952 1.2527 1.27684 1.30032 1.32312 1.34275 1.35922 1.38538 1.41492 1.43767 1.44889 0.00159125 0.001687 0.001789 0.001904 0.002032 0.00217225 0.00232475 0.0024915 0.0026725 0.00288225 0.001971 0.00211525 0.00226575 0.00243475 0.00262225 0.002823 0.003037 0.00327 0.003522 0.003793 0.00160591 0.00169184 0.00187416 0.00210135 0.00237342 0.00268309 0.00303038 0.00341171 0.00382708 0.0045571 0.00570072 0.00710469 0.00834172
27 31.777 92.1 0.828 1.035000114 1.01234 0.985333 0.96149 0.941373 0.924983 0.907882 0.890072 0.877653 0.870626 0.864797 1.33774 1.33056 1.32889 1.32715 1.32533 1.33002 1.34121 1.34669 1.34646 1.34966 1.17491 1.19261 1.21443 1.23973 1.26851 1.29594 1.32202 1.35094 1.38271 1.42161 1.48654 1.54056 1.56074 0.00171425 0.00187 0.002042 0.00223675 0.00245425 0.00269 0.002944 0.00324775 0.00360125 0.00400275 0.00214975 0.00239575 0.00267525 0.00298425 0.00332275 0.0037235 0.0041865 0.00468525 0.00521975 0.0058395 0.00154936 0.00163473 0.00182285 0.00206668 0.00236623 0.00270941 0.00309621 0.00354575 0.00405802 0.00493282 0.00643339 0.00828926 0.00989812
28 35.485 57.9 0.916 1.084999917 1.09995 1.07566 1.05306 1.03345 1.01682 1.0037 0.994088 0.981833 0.966931 0.956302 1.47387 1.48086 1.48957 1.49826 1.50692 1.5175 1.53001 1.54223 1.55416 1.56691 1.17958 1.1961 1.21843 1.24398 1.27275 1.30495 1.34057 1.3773 1.41512 1.46627 1.5257 1.58946 1.63863 0.00180525 0.0019865 0.0021835 0.00240325 0.00264575 0.00292475 0.00324025 0.00357575 0.00393125 0.0043505 0.00230925 0.00261 0.002946 0.00332 0.003732 0.0042025 0.0047315 0.00532725 0.00598975 0.0067455 0.00147506 0.00155976 0.00174608 0.00198726 0.0022833 0.00263798 0.00305132 0.00352754 0.00406665 0.00500321 0.00650779 0.00846566 0.0102767
29 26.421 54.3 0.788 0.784999998 0.978739 0.939434 0.902539 0.870067 0.84202 0.81526 0.789786 0.76862 0.751763 0.733198 1.28854 1.25794 1.22844 1.2021 1.17891 1.15711 1.13672 1.11838 1.1021 1.08347 1.18666 1.20227 1.22238 1.2451 1.27042 1.29448 1.31726 1.33969 1.36178 1.39131 1.42977 1.46072 1.47799 0.00165525 0.00177625 0.00190475 0.00205 0.002212 0.0023905 0.0025855 0.00281 0.003064 0.003337 0.0020525 0.002235 0.002431 0.00264825 0.00288675 0.00315125 0.00344175 0.0037635 0.0041165 0.004499 0.00157324 0.00165785 0.00184464 0.00208265 0.00237189 0.00270195 0.00307282 0.00349044 0.00395481 0.00475916 0.0060703 0.00768447 0.00913155
30 29.717 32.7 0.708 0.634999908 1.04298 0.998871 0.956263 0.916092 0.878359 0.843323 0.810982 0.781669 0.755383 0.729026 1.37883 1.34638 1.31373 1.27917 1.24268 1.20612 1.16947 1.13735 1.10976 1.07884 1.18834 1.20439 1.22522 1.24777 1.27204 1.29707 1.32286 1.34873 1.37469 1.40614 1.43647 1.46244 1.48002 0.00173875 0.00185875 0.00198425 0.00212025 0.00226675 0.002427 0.002601 0.0027975 0.0030165 0.00324925 0.002167 0.002357 0.002557 0.00276725 0.00298775 0.00322075 0.00346625 0.00374125 0.00404575 0.00436325 0.00158059 0.00166113 0.00184234 0.0020718 0.00234949 0.00267342 0.0030436 0.00346154 0.00392725 0.00472746 0.0059784 0.00753397 0.00893714
31 34.867 61.5 0.628 0.794999967 1.10063 1.07335 1.04852 1.0241 1.0001 0.980454 0.96517 0.947649 0.92789 0.912034 1.45198 1.45294 1.45591 1.45964 1.46413 1.46897 1.47417 1.47923 1.48414 1.48845 1.17741 1.19193 1.2115 1.23327 1.25723 1.28611 1.31991 1.35426 1.38916 1.44532 1.51315 1.58082 1.63227 0.0018785 0.0020575 0.0022565 0.002478 0.002722 0.0030065 0.0033315 0.0036845 0.0040655 0.0045165 0.00236975 0.00266375 0.00299525 0.00337425 0.00380075 0.0042865 0.0048315 0.00544925 0.00613975 0.0069265 0.00159775 0.00167529 0.00185345 0.00208477 0.00236923 0.00271669 0.00312715 0.00360434 0.00414823 0.00515747 0.00682307 0.00902998 0.0111152
32 29.099 90.3 0.636 0.885000359 0.993097 0.962398 0.935508 0.91128 0.889714 0.869999 0.852136 0.839062 0.830774 0.820539 1.29573 1.28367 1.27576 1.268 1.2604 1.2556 1.25361 1.25428 1.25763 1.2637 1.17241 1.18458 1.20167 1.22349 1.25006 1.27739 1.30546 1.33445 1.36435 1.4045 1.45761 1.50447 1.54047 0.00174475 0.00189675 0.00206825 0.00226175 0.00247725 0.002723 0.002999 0.00332925 0.00371375 0.0041385 0.00216925 0.0024075 0.0026765 0.00297925 0.00331575 0.00370325 0.00414175 0.0046575 0.0052505 0.0059405 0.00165355 0.00172481 0.00190221 0.00213818 0.00243271 0.00277989 0.00317973 0.00364368 0.00417174 0.00510723 0.00667395 0.00870514 0.0106484
33 33.219 108.3 0.772 0.724999978 0.956354 0.92135 0.890873 0.860411 0.829965 0.805773 0.787837 0.769456 0.750632 0.735227 1.2713 1.2443 1.2217 1.20059 1.18099 1.16168 1.14266 1.12438 1.10684 1.09205 1.1781 1.19934 1.22369 1.25142 1.28252 1.30871 1.32998 1.35103 1.37188 1.4099 1.44618 1.46815 1.48542 0.00161275 0.00172975 0.00185925 0.00199575 0.00213925 0.00230975 0.00250725 0.0027205 0.0029495 0.00321875 0.00201525 0.0021925 0.0023895 0.002605 0.002839 0.00309375 0.00336925 0.003674 0.004008 0.00438625 0.00159408 0.0016845 0.00187421 0.00211569 0.00240894 0.00273363 0.00308974 0.00349064 0.00393631 0.00474327 0.00597919 0.00747564 0.00883957
34 27.245 48.9 0.956 0.744999875 0.975936 0.919364 0.866417 0.817485 0.77257 0.729435 0.68808 0.650834 0.617698 0.586692 1.29326 1.23653 1.17867 1.12317 1.07003 1.01645 0.96243 0.912074 0.865378 0.822492 1.20316 1.2205 1.24091 1.26113 1.28116 1.30286 1.32623 1.34565 1.36111 1.37995 1.39632 1.40117 1.40201 0.0015565 0.001634 0.001714 0.00179875 0.00188825 0.00197875 0.00207025 0.00217675 0.00229825 0.00242825 0.00192775 0.0020435 0.0021565 0.00227375 0.00239525 0.00251175 0.00262325 0.00274625 0.00288075 0.00302825 0.0015124 0.00160227 0.00178456 0.00200635 0.00226761 0.00256912 0.00291088 0.00328319 0.00368605 0.0043712 0.0054216 0.00667743 0.00779843
35 35.897 65.1 0.74 0.775000018 1.07392 1.04393 1.01656 0.989526 0.962825 0.938231 0.915744 0.894589 0.874769 0.857622 1.43712 1.42915 1.42216 1.41728 1.41451 1.40929 1.40163 1.39089 1.37706 1.36816 1.18194 1.19963 1.22355 1.24959 1.27776 1.30753 1.33891 1.3696 1.3996 1.45146 1.51685 1.56482 1.59558 0.00181925 0.001983 0.002163 0.002356 0.002562 0.00279325 0.00304975 0.003333 0.003643 0.0040005 0.0023115 0.0025755 0.0028665 0.0031945 0.0035595 0.00395625 0.00438475 0.0048515 0.0053565 0.00594625 0.00156083 0.00164763 0.00183921 0.00208442 0.00238327 0.0027346 0.00313841 0.00359838 0.00411452 0.00505785 0.00659095 0.00847501 0.0101951
36 35.279 74.1 0.724 0.655000038 1.04023 1.00123 0.964158 0.931051 0.901914 0.873386 0.845468 0.820295 0.797868 0.775029 1.39168 1.37099 1.34935 1.32595 1.3008 1.27668 1.25359 1.23115 1.20934 1.18524 1.18568 1.20479 1.22819 1.25246 1.27759 1.30638 1.33881 1.37014 1.40038 1.43363 1.47275 1.5086 1.52955 0.00175025 0.0018795 0.0020165 0.00216875 0.00233625 0.0025175 0.0027125 0.00292975 0.00316925 0.00343125 0.0022085 0.00242275 0.00265225 0.002895 0.003151 0.0034305 0.0037335 0.004068 0.004434 0.0048205 0.00158918 0.0016763 0.0018652 0.00210112 0.00238406 0.00272002 0.00310899 0.00354716 0.00403453 0.00484703 0.00614708 0.00776983 0.00922241
37 34.249 104.7 0.812 1.00499978 1.01263 0.986166 0.963744 0.942858 0.92351 0.90828 0.897169 0.888313 0.881711 0.872734 1.34606 1.33997 1.33827 1.33821 1.33977 1.34444 1.35224 1.35806 1.36189 1.36573 1.17381 1.19206 1.21559 1.24217 1.27182 1.30106 1.32992 1.35927 1.38914 1.43551 1.49397 1.53679 1.56514 0.0017235 0.00188125 0.00205575 0.002249 0.002461 0.0027045 0.0029795 0.0032975 0.0036585 0.00404825 0.00217125 0.00242075 0.00270225 0.003018 0.003368 0.00377175 0.00422925 0.004737 0.005295 0.005925 0.00155669 0.00164344 0.00183563 0.00208209 0.00238283 0.0027318 0.003129 0.00358217 0.00409132 0.00500189 0.00647835 0.0082945 0.0099594
38 28.687 113.7 0.836 0.924999856 0.918773 0.887821 0.862103 0.840172 0.822028 0.804911 0.788821 0.776059 0.766625 0.755581 1.20186 1.18047 1.16392 1.1498 1.1381 1.12859 1.12126 1.11707 1.11604 1.1128 1.17008 1.18949 1.2118 1.23611 1.26243 1.28665 1.30877 1.33007 1.35055 1.37678 1.41207 1.44775 1.47299 0.001546 0.0016675 0.0018045 0.0019595 0.0021325 0.0023235 0.0025325 0.0027755 0.0030525 0.00335575 0.00190325 0.00208225 0.00228275 0.00250775 0.00275725 0.003039 0.003353 0.003716 0.004128 0.00457775 0.00156896 0.00165452 0.00183913 0.00207312 0.0023565 0.00267725 0.00303538 0.003438 0.00388511 0.00465336 0.00589982 0.00748285 0.00893513
39 27.451 99.3 0.804 0.805 0.910763 0.874111 0.842871 0.816473 0.794917 0.775205 0.757338 0.739644 0.722121 0.708471 1.19223 1.16354 1.13759 1.11537 1.09686 1.08011 1.0651 1.04897 1.03172 1.01802 1.17603 1.19609 1.21951 1.24158 1.2623 1.28507 1.30991 1.33161 1.35018 1.37324 1.40007 1.42366 1.43698 0.0015355 0.00164375 0.00176525 0.0019035 0.0020585 0.002233 0.002427 0.00264025 0.00287275 0.00314375 0.00188675 0.00204725 0.00222175 0.00241925 0.00263975 0.00288425 0.00315275 0.00344625 0.00376475 0.0041285 0.00158798 0.00167566 0.00186276 0.00209193 0.00236316 0.00267984 0.00304197 0.00344182 0.0038794 0.00462662 0.00581799 0.00731384 0.00864988
40 33.837 36.3 0.868 0.764999889 1.0861 1.0482 1.01214 0.976858 0.942355 0.90838 0.874935 0.842208 0.8102 0.782814 1.45938 1.4372 1.41304 1.38729 1.35995 1.33158 1.30218 1.27095 1.23791 1.20365 1.19046 1.20829 1.23043 1.25619 1.28555 1.31499 1.34449 1.37175 1.39676 1.43227 1.47773 1.51904 1.53758 0.001768 0.00191075 0.00206225 0.002223 0.002393 0.0025715 0.0027585 0.00295875 0.00317225 0.00341825 0.00224375 0.00246925 0.00270975 0.002964 0.003232 0.003515 0.003813 0.004128 0.00446 0.004811 0.00149601 0.00158544 0.001771 0.00200992 0.00230218 0.00263958 0.00302212 0.00344957 0.00392195 0.00474526 0.0060635 0.00770556 0.00912415
41 32.807 117.3 0.668 0.825000153 0.960685 0.929625 0.902121 0.878224 0.857937 0.839758 0.823686 0.809112 0.796033 0.785657 1.26558 1.2502 1.23793 1.22717 1.21792 1.21067 1.20542 1.2013 1.19832 1.19791 1.1721 1.18911 1.21244 1.23738 1.26394 1.29085 1.31811 1.34545 1.37287 1.40885 1.45288 1.49529 1.52485 0.00169025 0.001828 0.00198 0.00215525 0.00235375 0.00257825 0.00282875 0.003117 0.003443 0.0038185 0.002105 0.00232225 0.00256475 0.002837 0.003139 0.0034835 0.0038705 0.00431175 0.00480725 0.00538375 0.00166202 0.00174118 0.00193054 0.00217195 0.00246541 0.00280912 0.00320308 0.0036523 0.0041568 0.00504203 0.00648949 0.00836735 0.010109
42 30.541 47.1 0.796 0.955000011 1.06639 1.03766 1.01262 0.988706 0.965923 0.94695 0.931787 0.917212 0.903225 0.888885 1.4125 1.40802 1.40725 1.40688 1.4069 1.40504 1.4013 1.40148 1.4056 1.41014 1.18002 1.19505 1.21616 1.23949 1.26503 1.29363 1.32528 1.35751 1.39032 1.44033 1.49406 1.54242 1.58681 0.001792 0.00196025 0.00214675 0.0023505 0.0025715 0.002825 0.003111 0.00343175 0.00378725 0.00417775 0.00227475 0.00254675 0.00285225 0.0031945 0.0035735 0.00398875 0.00444025 0.004962 0.005554 0.0062345 0.00153274 0.00161601 0.00180334 0.00204427 0.00233881 0.00268922 0.00309549 0.00356242 0.00409001 0.00503577 0.00653008 0.00843803 0.0102645
43 32.189 84.9 0.932 0.835000291 0.995785 0.958093 0.924415 0.893143 0.864275 0.838154 0.814777 0.79166 0.768803 0.746787 1.32468 1.29902 1.27789 1.25562 1.23222 1.20951 1.18749 1.16446 1.14043 1.11673 1.18852 1.20822 1.23244 1.25702 1.28196 1.30663 1.33105 1.35654 1.3831 1.41628 1.45056 1.47742 1.49563 0.00163075 0.001752 0.001884 0.002028 0.002184 0.00235525 0.00254175 0.0027455 0.0029665 0.00320675 0.00204125 0.00223 0.002438 0.002661 0.002899 0.00315475 0.00342825 0.00372425 0.00404275 0.00439 0.00151777 0.00161049 0.00180176 0.00203854 0.00232086 0.00264304 0.0030051 0.00341571 0.00387485 0.00466104 0.00588025 0.00737695 0.0087308
44 32.601 34.5 0.948 0.965000009 1.09462 1.06375 1.03432 1.00573 0.977984 0.952835 0.930285 0.908338 0.886993 0.867714 1.46065 1.45306 1.44753 1.43947 1.42887 1.4197 1.41194 1.40257 1.39158 1.37972 1.18784 1.20364 1.22371 1.24792 1.27627 1.30532 1.33505 1.36668 1.40022 1.44678 1.50436 1.55693 1.59031 0.001779 0.00194275 0.00211825 0.002307 0.002509 0.00273475 0.00298425 0.003257 0.003553 0.0038865 0.0022535 0.002518 0.002812 0.00312775 0.00346525 0.00384125 0.00425575 0.0047115 0.0052085 0.005751 0.00146867 0.00155384 0.00173641 0.00197448 0.00226806 0.00261054 0.00300192 0.00345359 0.00396553 0.00485784 0.00629849 0.00811763 0.00975208
45 33.425 106.5 0.892 0.684999897 0.976449 0.93286 0.892331 0.855684 0.822918 0.792691 0.765001 0.739283 0.715539 0.691747 1.29326 1.25859 1.22585 1.1914 1.15523 1.12247 1.09311 1.06187 1.02875 0.996137 1.18384 1.20432 1.22706 1.25091 1.27588 1.30069 1.32534 1.34997 1.3746 1.39842 1.42281 1.43707 1.44012 0.00154 0.001627 0.001719 0.0018205 0.0019315 0.0020525 0.0021835 0.00232825 0.00248675 0.00265425 0.00190825 0.002047 0.002195 0.0023465 0.0025015 0.00267175 0.00285725 0.0030465 0.0032395 0.00344575 0.00152873 0.00161739 0.00179422 0.00201024 0.00226544 0.00255341 0.00287415 0.00323274 0.00362919 0.00427432 0.00527185 0.00644644 0.00746019
46 25.803 45.3 0.82 0.66500009 0.96154 0.90709 0.855365 0.809034 0.768097 0.729528 0.693325 0.659993 0.62953 0.600347 1.26265 1.20932 1.15833 1.10654 1.05396 1.00435 0.957731 0.914714 0.875304 0.837836 1.19915 1.21598 1.2357 1.25551 1.27542 1.29492 1.31401 1.33409 1.35514 1.37012 1.37922 1.38834 1.3958 0.00156225 0.00163925 0.00171775 0.00180625 0.00190475 0.0020075 0.0021145 0.00223325 0.00236375 0.002506 0.0019185 0.00203675 0.00216025 0.002281 0.002399 0.00252425 0.00265675 0.00280175 0.00295925 0.00313075 0.00156087 0.00164604 0.00182556 0.00204639 0.00230852 0.00260565 0.00293777 0.00331349 0.00373282 0.00440617 0.00543518 0.00670119 0.0078516
47 29.923 77.7 0.94 0.625000083 1.01788 0.95503 0.894595 0.838108 0.78557 0.735579 0.688137 0.644446 0.604505 0.567963 1.33811 1.26851 1.19497 1.12898 1.07054 1.00563 0.93426 0.870479 0.814287 0.764954 1.20309 1.22108 1.23856 1.25735 1.27745 1.29683 1.3155 1.3286 1.33615 1.35567 1.36192 1.34871 1.34701 0.001804 0.0018585 0.0019135 0.00196975 0.00202725 0.00208475 0.00214225 0.002206 0.002276 0.00235325 0.006264 0.00648925 0.00668175 0.00689975 0.00714325 0.0073285 0.0074555 0.00760325 0.00777175 0.00799175 0.00385201 0.00403879 0.00441147 0.00485582 0.00537186 0.00595744 0.00661257 0.00730483 0.00803423 0.00933115 0.0112061 0.0133012 0.0152031
48 26.833 75.9 0.756 1.025000455 0.99508 0.966113 0.94071 0.918474 0.899405 0.8834 0.870459 0.856826 0.842501 0.831109 1.29794 1.28535 1.27528 1.2698 1.2689 1.26929 1.27096 1.27741 1.28867 1.29743 1.174 1.18734 1.20462 1.22622 1.25213 1.27839 1.30501 1.33093 1.35617 1.39711 1.44872 1.51071 1.56127 0.0017075 0.00185925 0.00202775 0.002218 0.00243 0.0026735 0.0029485 0.003252 0.003584 0.00397025 0.0021165 0.002347 0.002603 0.0029 0.003238 0.0036215 0.0040505 0.004552 0.005126 0.00577825 0.00158331 0.00165991 0.00184034 0.00207689 0.00236958 0.0027106 0.00309996 0.00354233 0.0040377 0.00493378 0.00639704 0.00835915 0.0102139