cetin
7c2194df23
and GEC Filter to eff options files trained network with correct parameterisation sample4 new effs with sample4 NN weights
94 lines
6.0 KiB
Plaintext
94 lines
6.0 KiB
Plaintext
Run selection cuts = chi2_comb < 5 && pid == 11 && pt > 10 && p > 1500 && p < 100000
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Parameterise magnet kink position ...
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Parameterisation for z_mag_x_fringe:
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intercept= 5204.256785956292
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coef= {'tx^2': -394.52806324044286, 'tx dSlope_fringe': 706.7413789591943, 'ty^2': -90.0512316173567, 'dSlope_fringe^2': 460.3269945747507}
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r2 score= 0.9852196630607633
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RMSE = 5.698672341519053
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Parameterisation for z_mag_xEndT:
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intercept= 5283.4009760457675
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coef= {'dSlope_xEndT_abs': 28.278310374530435, 'x_EndT_abs': 0.01632983111799924, 'tx^2': -1668.3839762611904, 'dSlope_xEndT^2': 300.5050230639961}
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r2 score= 0.9323958427017573
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RMSE = 12.881519258202625
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Parameterise track model ...
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Parameterisation for CX_ex:
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intercept= 0.0
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coef= {'dSlope_fringe': 2.367774378066799e-05, 'tx dSlope_fringe': 3.1004441531669574e-08, 'ty dSlope_fringe': -1.605483898174686e-06, 'tx^2 dSlope_fringe': 1.1210365445813011e-05, 'tx ty dSlope_fringe': -1.5377217306094694e-06, 'ty^2 dSlope_fringe': -0.0004017786583715275}
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r2 score= 0.9946193081354424
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RMSE = 4.4067573984786177e-07
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Parameterisation for DX_ex:
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intercept= 0.0
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coef= {'dSlope_fringe': -7.0451952947738354e-09, 'tx dSlope_fringe': 3.945903225460629e-12, 'ty dSlope_fringe': 7.781625527098891e-10, 'tx^2 dSlope_fringe': 4.431230284316372e-09, 'tx ty dSlope_fringe': -6.953255361210171e-10, 'ty^2 dSlope_fringe': 9.550879522874042e-08}
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r2 score= 0.9816186541405992
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RMSE = 2.449004316556988e-10
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Parameterisation for y_ref_straight_diff:
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intercept= 0.0
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coef= {'dSlope_fringe': 1.7987635226365302, 'ty dSlope_fringe_abs': 18.744334588582092, 'ty tx dSlope_fringe': 6242.719025160538, 'ty^3 dSlope_fringe_abs': -6946.163263452655, 'ty tx^2 dSlope_fringe_abs': -506.30266635330634, 'ty^3 tx dSlope_fringe': 2908.3584282966212, 'ty tx^3 dSlope_fringe': 1464.710417044897, 'ty^3 tx^2 dSlope_fringe_abs': 64389.16858092022}
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r2 score= 0.9516864881562972
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RMSE = 2.460310484765242
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Parameterisation for y_straight_diff_l1:
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intercept= 0.0
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coef= {'dSlope_fringe': 1.3474248860762983, 'ty dSlope_fringe_abs': 130.11076651128678, 'ty tx dSlope_fringe': 5340.4596274347305, 'ty^3 dSlope_fringe_abs': -4851.065334436029, 'ty tx^2 dSlope_fringe_abs': -1794.2875686564955, 'ty^3 tx dSlope_fringe': 5382.788590159561, 'ty tx^3 dSlope_fringe': -671.3560455465264, 'ty^3 tx^2 dSlope_fringe_abs': 49884.52533632587}
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r2 score= 0.9538429285614107
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RMSE = 1.9177842939720415
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Parameterisation for y_straight_diff_l2:
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intercept= 0.0
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coef= {'dSlope_fringe': 1.393952177794525, 'ty dSlope_fringe_abs': 119.60770632016337, 'ty tx dSlope_fringe': 5436.422762146092, 'ty^3 dSlope_fringe_abs': -5092.354966706172, 'ty tx^2 dSlope_fringe_abs': -1675.653323542881, 'ty^3 tx dSlope_fringe': 5153.922220636538, 'ty tx^3 dSlope_fringe': -453.1292795803567, 'ty^3 tx^2 dSlope_fringe_abs': 51617.74282139478}
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r2 score= 0.9540694580130235
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RMSE = 1.9600631123689438
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Parameterisation for y_straight_diff_l5:
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intercept= 0.0
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coef= {'dSlope_fringe': 1.8442343325658632, 'ty dSlope_fringe_abs': 6.8275114407249475, 'ty tx dSlope_fringe': 6332.274499162861, 'ty^3 dSlope_fringe_abs': -7133.638977242854, 'ty tx^2 dSlope_fringe_abs': -365.78962325877814, 'ty^3 tx dSlope_fringe': 2626.433700910796, 'ty tx^3 dSlope_fringe': 1672.1494476186358, 'ty^3 tx^2 dSlope_fringe_abs': 65599.08848512608}
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r2 score= 0.9511249247703846
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RMSE = 2.528489959987495
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Parameterisation for y_straight_diff_l6:
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intercept= 0.0
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coef= {'dSlope_fringe': 1.900686334976461, 'ty dSlope_fringe_abs': -7.940491195690186, 'ty tx dSlope_fringe': 6442.018755365796, 'ty^3 dSlope_fringe_abs': -7357.325848186985, 'ty tx^2 dSlope_fringe_abs': -192.23144827875396, 'ty^3 tx dSlope_fringe': 2280.857790590392, 'ty tx^3 dSlope_fringe': 1923.1472661054195, 'ty^3 tx^2 dSlope_fringe_abs': 67044.82829094905}
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r2 score= 0.9504054425424585
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RMSE = 2.6143709241334383
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Parameterisation for y_straight_diff_l9:
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intercept= 0.0
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coef= {'dSlope_fringe': 2.425727702398976, 'ty dSlope_fringe_abs': -145.79930142635806, 'ty tx dSlope_fringe': 7456.268660500962, 'ty^3 dSlope_fringe_abs': -9238.073593806623, 'ty tx^2 dSlope_fringe_abs': 1430.2291325623407, 'ty^3 tx dSlope_fringe': -1180.8774121065728, 'ty tx^3 dSlope_fringe': 4040.9166649185836, 'ty^3 tx^2 dSlope_fringe_abs': 78397.0115693063}
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r2 score= 0.9433592458964611
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RMSE = 3.4841621490375285
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Parameterisation for y_straight_diff_l10:
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intercept= 0.0
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coef= {'dSlope_fringe': 2.488333771252118, 'ty dSlope_fringe_abs': -162.15280506652812, 'ty tx dSlope_fringe': 7577.281438257911, 'ty^3 dSlope_fringe_abs': -9446.412486824844, 'ty tx^2 dSlope_fringe_abs': 1622.389028392822, 'ty^3 tx dSlope_fringe': -1621.440794398176, 'ty tx^3 dSlope_fringe': 4270.60182443343, 'ty^3 tx^2 dSlope_fringe_abs': 79569.50539599231}
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r2 score= 0.9425715596686253
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RMSE = 3.593074201585218
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Parameterisation for ty_ref_straight_diff:
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intercept= 0.0
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coef= {'ty tx dSlope_fringe': 1.0280165532713306, 'ty dSlope_fringe^2': -0.47942460227173767, 'ty^3 dSlope_fringe_abs': -2.6982833566794304, 'ty tx^2 dSlope_fringe_abs': 0.7316231294188605, 'ty tx^3 dSlope_fringe': 1.969506908220979, 'ty^3 tx^2 dSlope_fringe_abs': 25.349524745353946}
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r2 score= 0.9768299653060056
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RMSE = 0.0008145313270583622
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Parameterisation for CY_ex:
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intercept= 0.0
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coef= {'ty dSlope_fringe_abs': -1.103981853968599e-05, 'ty tx dSlope_fringe': 7.046563109285905e-05, 'ty dSlope_fringe^2': -4.140028527399551e-05, 'ty^3 dSlope_fringe_abs': 0.00021959107412548358, 'ty tx^2 dSlope_fringe_abs': 0.00017736607823106676}
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r2 score= 0.9713008292680851
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RMSE = 7.494547269280342e-08
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Parameterisation for yDiffOut:
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intercept= 0.0
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coef= {'ty dSlope_xEndT^2': -1239.2553109773403, 'ty dSlope_yEndT^2': -86630.344942859}
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r2 score= 0.6876483658311692
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RMSE = 10.337341988709733
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Parameterisation for yDiffEndT:
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intercept= 0.0
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coef= {'dSlope_yEndT': 3682.0115146458256, 'ty dSlope_xEndT_abs': 72.985687376518, 'ty dSlope_yEndT_abs': 349.6067709006536, 'ty tx dSlope_xEndT': 2476.2407038570277, 'ty dSlope_xEndT^2': 1265.678672097613, 'ty dSlope_yEndT^2': 4158.454833125193, 'tx^2 dSlope_yEndT': 4053.021919112473, 'ty tx^2 dSlope_xEndT_abs': -309.19179906189663, 'ty^3 tx dSlope_xEndT': 15843.943404779522}
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r2 score= 0.995493479544031
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RMSE = 1.0328046623897469
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