Run selection cuts = fromB == 1 && isElectron == 1 Parameterise magnet kink position ... Parameterisation for z_mag_x_fringe: intercept= 5203.872605645018 coef= {'tx^2': -340.6074263133431, 'tx dSlope_fringe': 738.7231975559987, 'ty^2': -150.5505050536966, 'dSlope_fringe^2': 442.71087402239124} r2 score= 0.9465688172580908 RMSE = 7.740090625738122 Parameterisation for z_mag_xEndT: intercept= 5283.843809531395 coef= {'dSlope_xEndT_abs': -48.048410730195876, 'x_EndT_abs': 0.017112891787934723, 'tx^2': -1527.56144749707, 'dSlope_xEndT^2': 363.0733912248743} r2 score= 0.7015716792369282 RMSE = 22.26128902178713 Parameterise track model ... Parameterisation for CX_ex: intercept= 0.0 coef= {'dSlope_fringe': 2.3628306778018416e-05, 'tx dSlope_fringe': -7.19771861165089e-08, 'ty dSlope_fringe': 3.248418380328151e-07, 'tx^2 dSlope_fringe': 2.6881717464207296e-05, 'tx ty dSlope_fringe': -6.537420589831312e-06, 'ty^2 dSlope_fringe': -0.00039289581962324784} r2 score= 0.9827582787048768 RMSE = 4.725714106349761e-07 Parameterisation for DX_ex: intercept= 0.0 coef= {'dSlope_fringe': -7.18790793915834e-09, 'tx dSlope_fringe': 4.7986327974178375e-11, 'ty dSlope_fringe': 7.13463998213032e-11, 'tx^2 dSlope_fringe': -2.520224089278051e-09, 'tx ty dSlope_fringe': 2.4747440852381746e-09, 'ty^2 dSlope_fringe': 1.0762574214248519e-07} r2 score= 0.9727117830399155 RMSE = 1.800362854422856e-10 Parameterisation for y_ref_straight_diff: intercept= 0.0 coef= {'dSlope_fringe': 2.5355725519292434, 'ty dSlope_fringe_abs': 96.89447197746154, 'ty tx dSlope_fringe': 5722.961028387106, 'ty^3 dSlope_fringe_abs': -8339.764244653692, 'ty tx^2 dSlope_fringe_abs': -4891.242037601194, 'ty^3 tx dSlope_fringe': 22010.28473985554, 'ty tx^3 dSlope_fringe': -3504.4195149839848, 'ty^3 tx^2 dSlope_fringe_abs': 156448.99209783948} r2 score= 0.9420321531992284 RMSE = 5.208526893642633 Parameterisation for y_straight_diff_l1: intercept= 0.0 coef= {'dSlope_fringe': 2.1306770885304434, 'ty dSlope_fringe_abs': 180.2222209770173, 'ty tx dSlope_fringe': 4853.131101890899, 'ty^3 dSlope_fringe_abs': -6123.652925937315, 'ty tx^2 dSlope_fringe_abs': -4551.240678305918, 'ty^3 tx dSlope_fringe': 20632.60305510518, 'ty tx^3 dSlope_fringe': -3415.29123274347, 'ty^3 tx^2 dSlope_fringe_abs': 126559.1007926661} r2 score= 0.9359806449562118 RMSE = 4.349188456745008 Parameterisation for y_straight_diff_l2: intercept= 0.0 coef= {'dSlope_fringe': 2.175203716660659, 'ty dSlope_fringe_abs': 172.72381981701915, 'ty tx dSlope_fringe': 4945.014188634468, 'ty^3 dSlope_fringe_abs': -6380.830571564433, 'ty tx^2 dSlope_fringe_abs': -4602.924072668265, 'ty^3 tx dSlope_fringe': 20829.635141565563, 'ty tx^3 dSlope_fringe': -3433.806494914635, 'ty^3 tx^2 dSlope_fringe_abs': 130007.59152024389} r2 score= 0.9371359246867796 RMSE = 4.425476035874225 Parameterisation for y_straight_diff_l5: intercept= 0.0 coef= {'dSlope_fringe': 2.5743317586923378, 'ty dSlope_fringe_abs': 87.71266516089986, 'ty tx dSlope_fringe': 5809.530207031148, 'ty^3 dSlope_fringe_abs': -8537.845860421816, 'ty tx^2 dSlope_fringe_abs': -4911.821579598318, 'ty^3 tx dSlope_fringe': 22092.036589321608, 'ty tx^3 dSlope_fringe': -3508.5221607663275, 'ty^3 tx^2 dSlope_fringe_abs': 159121.63414772807} r2 score= 0.9421732411722002 RMSE = 5.309471171630993 Parameterisation for y_straight_diff_l6: intercept= 0.0 coef= {'dSlope_fringe': 2.6221658200701587, 'ty dSlope_fringe_abs': 76.28409732811838, 'ty tx dSlope_fringe': 5915.576830201963, 'ty^3 dSlope_fringe_abs': -8774.579607632928, 'ty tx^2 dSlope_fringe_abs': -4935.012900704745, 'ty^3 tx dSlope_fringe': 22188.94235854527, 'ty tx^3 dSlope_fringe': -3513.1127646983728, 'ty^3 tx^2 dSlope_fringe_abs': 162352.835562057} r2 score= 0.9422740679285005 RMSE = 5.436327032185209 Parameterisation for y_straight_diff_l9: intercept= 0.0 coef= {'dSlope_fringe': 3.0618206552501497, 'ty dSlope_fringe_abs': -31.425432378983942, 'ty tx dSlope_fringe': 6892.109900105941, 'ty^3 dSlope_fringe_abs': -10782.129032247016, 'ty tx^2 dSlope_fringe_abs': -5080.737404519508, 'ty^3 tx dSlope_fringe': 22668.517828933243, 'ty tx^3 dSlope_fringe': -3566.7147088003135, 'ty^3 tx^2 dSlope_fringe_abs': 189848.13210005284} r2 score= 0.9408334125403797 RMSE = 6.7269814816206095 Parameterisation for y_straight_diff_l10: intercept= 0.0 coef= {'dSlope_fringe': 3.1141241701319005, 'ty dSlope_fringe_abs': -44.26600930559903, 'ty tx dSlope_fringe': 7008.146581992213, 'ty^3 dSlope_fringe_abs': -11006.31695746298, 'ty tx^2 dSlope_fringe_abs': -5093.302574444156, 'ty^3 tx dSlope_fringe': 22685.666476870472, 'ty tx^3 dSlope_fringe': -3576.0133538470614, 'ty^3 tx^2 dSlope_fringe_abs': 192911.92951651153} r2 score= 0.9405018215517467 RMSE = 6.8909932587815925 Parameterisation for ty_ref_straight_diff: intercept= 0.0 coef= {'ty tx dSlope_fringe': 0.9899471139088064, 'ty dSlope_fringe^2': -0.5059432055201221, 'ty^3 dSlope_fringe_abs': -2.550570603988762, 'ty tx^2 dSlope_fringe_abs': 0.7450738950403519, 'ty tx^3 dSlope_fringe': 1.3031387871014593, 'ty^3 tx^2 dSlope_fringe_abs': 19.816645982113517} r2 score= 0.9637655442970632 RMSE = 0.0016188150206221607 Parameterisation for CY_ex: intercept= 0.0 coef= {'ty dSlope_fringe_abs': -7.441766369680508e-06, 'ty tx dSlope_fringe': 4.336997757623537e-05, 'ty dSlope_fringe^2': -5.006101739000532e-05, 'ty^3 dSlope_fringe_abs': 0.00021282438531792388, 'ty tx^2 dSlope_fringe_abs': 8.518341859535606e-05} r2 score= 0.9768159620459705 RMSE = 8.20495312080887e-08 Parameterisation for yDiffOut: intercept= 0.0 coef= {'ty dSlope_xEndT^2': -2013.996976697715, 'ty dSlope_yEndT^2': -36581.28872679571} r2 score= 0.7404252039920813 RMSE = 17.342385236632946 Parameterisation for yDiffEndT: intercept= 0.0 coef= {'dSlope_yEndT': 4670.131906805909, 'ty dSlope_xEndT_abs': 34.01176857068833, 'ty dSlope_yEndT_abs': 2572.4275106696755, 'ty tx dSlope_xEndT': 1877.7857102923758, 'ty dSlope_xEndT^2': 1795.5732039840786, 'ty dSlope_yEndT^2': -134.38955819620367, 'tx^2 dSlope_yEndT': 912.253244700893, 'ty tx^2 dSlope_xEndT_abs': -1587.9787371800358, 'ty^3 tx dSlope_xEndT': 21149.39490754696} r2 score= 0.9970409506995686 RMSE = 1.5724330105680162