Run selection cuts = fromB == 1 && isElectron == 1 && pt > 10 && p > 1000 && p < 100000
Parameterise magnet kink position ...
Parameterisation for z_mag_x_fringe:
intercept= 5204.294274514637
coef= {'tx^2': -348.1984250434427, 'tx dSlope_fringe': 737.5964661385697, 'ty^2': -169.1420942361226, 'dSlope_fringe^2': 443.1020295923447}
r2 score= 0.9511055656847114
RMSE = 7.941010193840821

Parameterisation for z_mag_xEndT:
intercept= 5282.803600268062
coef= {'dSlope_xEndT_abs': -44.185096933232614, 'x_EndT_abs': 0.01758980252386834, 'tx^2': -1537.9888159555915, 'dSlope_xEndT^2': 358.8538702115145}
r2 score= 0.7310239662348846
RMSE = 22.210433053785547

Parameterise track model ...
Parameterisation for CX_ex:
intercept= 0.0
coef= {'dSlope_fringe': 2.3651938744210517e-05, 'tx dSlope_fringe': -2.4718153204881903e-07, 'ty dSlope_fringe': -2.7690299120794934e-07, 'tx^2 dSlope_fringe': 2.508478321635503e-05, 'tx ty dSlope_fringe': -7.508022621065355e-06, 'ty^2 dSlope_fringe': -0.00039258296680414194}
r2 score= 0.980934970396141
RMSE = 5.211737275909603e-07

Parameterisation for DX_ex:
intercept= 0.0
coef= {'dSlope_fringe': -7.183029512898401e-09, 'tx dSlope_fringe': 1.6430895054251044e-10, 'ty dSlope_fringe': 3.1143173077871784e-10, 'tx^2 dSlope_fringe': -2.0582932667061724e-09, 'tx ty dSlope_fringe': 2.6856200665886875e-09, 'ty^2 dSlope_fringe': 1.0749331088200651e-07}
r2 score= 0.9687668079983248
RMSE = 2.0408606565032344e-10

Parameterisation for y_ref_straight_diff:
intercept= 0.0
coef= {'dSlope_fringe': 2.504923275584172, 'ty dSlope_fringe_abs': 92.4086343789379, 'ty tx dSlope_fringe': 5818.867378383749, 'ty^3 dSlope_fringe_abs': -8083.04568210194, 'ty tx^2 dSlope_fringe_abs': -3735.5853018571634, 'ty^3 tx dSlope_fringe': 18033.75939906904, 'ty tx^3 dSlope_fringe': -3181.17231050616, 'ty^3 tx^2 dSlope_fringe_abs': 115431.05521920368}
r2 score= 0.9514827043201838
RMSE = 4.565052952360148

Parameterisation for y_straight_diff_l1:
intercept= 0.0
coef= {'dSlope_fringe': 2.06193496447819, 'ty dSlope_fringe_abs': 178.58670055636662, 'ty tx dSlope_fringe': 4933.9980834516955, 'ty^3 dSlope_fringe_abs': -5989.782562960663, 'ty tx^2 dSlope_fringe_abs': -3803.247898143819, 'ty^3 tx dSlope_fringe': 17607.149465820912, 'ty tx^3 dSlope_fringe': -3298.587154728303, 'ty^3 tx^2 dSlope_fringe_abs': 98108.91423364067}
r2 score= 0.9518214904125817
RMSE = 3.571818025281365

Parameterisation for y_straight_diff_l2:
intercept= 0.0
coef= {'dSlope_fringe': 2.1102885866738106, 'ty dSlope_fringe_abs': 170.79984391320363, 'ty tx dSlope_fringe': 5027.519452338939, 'ty^3 dSlope_fringe_abs': -6234.112770314693, 'ty tx^2 dSlope_fringe_abs': -3812.2056333090277, 'ty^3 tx dSlope_fringe': 17702.577817674854, 'ty tx^3 dSlope_fringe': -3295.9929385463493, 'ty^3 tx^2 dSlope_fringe_abs': 100213.69136832686}
r2 score= 0.9524534140043608
RMSE = 3.6474097398690772

Parameterisation for y_straight_diff_l5:
intercept= 0.0
coef= {'dSlope_fringe': 2.547635326797324, 'ty dSlope_fringe_abs': 82.93933462708969, 'ty tx dSlope_fringe': 5906.88098227199, 'ty^3 dSlope_fringe_abs': -8268.967972411678, 'ty tx^2 dSlope_fringe_abs': -3716.1786733072126, 'ty^3 tx dSlope_fringe': 18023.932720819746, 'ty tx^3 dSlope_fringe': -3165.482387461017, 'ty^3 tx^2 dSlope_fringe_abs': 116885.5736458388}
r2 score= 0.9509218179822185
RMSE = 4.69185373756126

Parameterisation for y_straight_diff_l6:
intercept= 0.0
coef= {'dSlope_fringe': 2.600288255464069, 'ty dSlope_fringe_abs': 71.1601965913926, 'ty tx dSlope_fringe': 6014.674228745354, 'ty^3 dSlope_fringe_abs': -8490.942138317274, 'ty tx^2 dSlope_fringe_abs': -3690.6929935728, 'ty^3 tx dSlope_fringe': 18009.760695804787, 'ty tx^3 dSlope_fringe': -3146.045950082512, 'ty^3 tx^2 dSlope_fringe_abs': 118635.81920417435}
r2 score= 0.9501698470032535
RMSE = 4.8520733997843255

Parameterisation for y_straight_diff_l9:
intercept= 0.0
coef= {'dSlope_fringe': 3.0843430497664124, 'ty dSlope_fringe_abs': -39.686968106726, 'ty tx dSlope_fringe': 7006.584828466226, 'ty^3 dSlope_fringe_abs': -10366.665848435327, 'ty tx^2 dSlope_fringe_abs': -3405.885485937598, 'ty^3 tx dSlope_fringe': 17521.619970089232, 'ty tx^3 dSlope_fringe': -2999.1387338164445, 'ty^3 tx^2 dSlope_fringe_abs': 133011.59030251123}
r2 score= 0.9417070488218031
RMSE = 6.49177016805215

Parameterisation for y_straight_diff_l10:
intercept= 0.0
coef= {'dSlope_fringe': 3.141903601599932, 'ty dSlope_fringe_abs': -52.88939238378475, 'ty tx dSlope_fringe': 7124.369933438938, 'ty^3 dSlope_fringe_abs': -10575.644961794284, 'ty tx^2 dSlope_fringe_abs': -3369.2890674630526, 'ty^3 tx dSlope_fringe': 17429.78994336067, 'ty tx^3 dSlope_fringe': -2986.611303660346, 'ty^3 tx^2 dSlope_fringe_abs': 134572.5752802516}
r2 score= 0.9406637330232608
RMSE = 6.698615317342328

Parameterisation for ty_ref_straight_diff:
intercept= 0.0
coef= {'ty tx dSlope_fringe': 0.9870717850585039, 'ty dSlope_fringe^2': -0.4976516719011502, 'ty^3 dSlope_fringe_abs': -2.5682958729229592, 'ty tx^2 dSlope_fringe_abs': 0.8970663737107117, 'ty tx^3 dSlope_fringe': 1.4540251292812194, 'ty^3 tx^2 dSlope_fringe_abs': 12.539824059085458}
r2 score= 0.9707116376090645
RMSE = 0.0015004990606681794

Parameterisation for CY_ex:
intercept= 0.0
coef= {'ty dSlope_fringe_abs': -7.464987093115252e-06, 'ty tx dSlope_fringe': 4.412035012762941e-05, 'ty dSlope_fringe^2': -5.007621394169884e-05, 'ty^3 dSlope_fringe_abs': 0.00021094521102540647, 'ty tx^2 dSlope_fringe_abs': 8.91399421610022e-05}
r2 score= 0.9753697694815069
RMSE = 9.19655432350294e-08

Parameterisation for yDiffOut:
intercept= 0.0
coef= {'ty dSlope_xEndT^2': -1984.2882091279218, 'ty dSlope_yEndT^2': -42174.48891587323}
r2 score= 0.7297548912226524
RMSE = 17.391138740099642

Parameterisation for yDiffEndT:
intercept= 0.0
coef= {'dSlope_yEndT': 4700.747153107311, 'ty dSlope_xEndT_abs': 45.40720809943048, 'ty dSlope_yEndT_abs': 2514.738958543279, 'ty tx dSlope_xEndT': 1858.8119307400252, 'ty dSlope_xEndT^2': 1800.892373791363, 'ty dSlope_yEndT^2': 392.9683629800529, 'tx^2 dSlope_yEndT': -120.80799327543636, 'ty tx^2 dSlope_xEndT_abs': -2255.183942819593, 'ty^3 tx dSlope_xEndT': 20645.081206990108}
r2 score= 0.9975475079814136
RMSE = 1.3952354536750313