Run selection cuts = chi2_comb < 5 && pid == 11 && pt > 10 && p > 1500 && p < 100000 Parameterise magnet kink position ... Parameterisation for z_mag_x_fringe: intercept= 5204.256785956292 coef= {'tx^2': -394.52806324044286, 'tx dSlope_fringe': 706.7413789591943, 'ty^2': -90.0512316173567, 'dSlope_fringe^2': 460.3269945747507} r2 score= 0.9852196630607633 RMSE = 5.698672341519053 Parameterisation for z_mag_xEndT: intercept= 5283.4009760457675 coef= {'dSlope_xEndT_abs': 28.278310374530435, 'x_EndT_abs': 0.01632983111799924, 'tx^2': -1668.3839762611904, 'dSlope_xEndT^2': 300.5050230639961} r2 score= 0.9323958427017573 RMSE = 12.881519258202625 Parameterise track model ... Parameterisation for CX_ex: intercept= 0.0 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} r2 score= 0.9946193081354424 RMSE = 4.4067573984786177e-07 Parameterisation for DX_ex: intercept= 0.0 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} r2 score= 0.9816186541405992 RMSE = 2.449004316556988e-10 Parameterisation for y_ref_straight_diff: intercept= 0.0 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} r2 score= 0.9516864881562972 RMSE = 2.460310484765242 Parameterisation for y_straight_diff_l1: intercept= 0.0 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} r2 score= 0.9538429285614107 RMSE = 1.9177842939720415 Parameterisation for y_straight_diff_l2: intercept= 0.0 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} r2 score= 0.9540694580130235 RMSE = 1.9600631123689438 Parameterisation for y_straight_diff_l5: intercept= 0.0 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} r2 score= 0.9511249247703846 RMSE = 2.528489959987495 Parameterisation for y_straight_diff_l6: intercept= 0.0 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} r2 score= 0.9504054425424585 RMSE = 2.6143709241334383 Parameterisation for y_straight_diff_l9: intercept= 0.0 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} r2 score= 0.9433592458964611 RMSE = 3.4841621490375285 Parameterisation for y_straight_diff_l10: intercept= 0.0 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} r2 score= 0.9425715596686253 RMSE = 3.593074201585218 Parameterisation for ty_ref_straight_diff: intercept= 0.0 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} r2 score= 0.9768299653060056 RMSE = 0.0008145313270583622 Parameterisation for CY_ex: intercept= 0.0 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} r2 score= 0.9713008292680851 RMSE = 7.494547269280342e-08 Parameterisation for yDiffOut: intercept= 0.0 coef= {'ty dSlope_xEndT^2': -1239.2553109773403, 'ty dSlope_yEndT^2': -86630.344942859} r2 score= 0.6876483658311692 RMSE = 10.337341988709733 Parameterisation for yDiffEndT: intercept= 0.0 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} r2 score= 0.995493479544031 RMSE = 1.0328046623897469