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tracking-parametrisation-tuner/data_matching/parameterisations/sample3/param_data_B.log

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correct insanity cuts, and GEC Filter to eff options files trained network with correct parameterisation sample4 new effs with sample4 NN weights
7 months ago
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  1. Run selection cuts = chi2_comb < 10 && pid == 11 && pt > 10 && p > 1500 && p < 100000
  2. Parameterise magnet kink position ...
  3. Parameterisation for z_mag_x_fringe:
  4. intercept= 5204.729545537934
  5. coef= {'tx^2': -387.1604297569372, 'tx dSlope_fringe': 705.703368383061, 'ty^2': -130.4228104977988, 'dSlope_fringe^2': 456.22741000190507}
  6. r2 score= 0.9861432559320146
  7. RMSE = 6.149067550272469
  9. Parameterisation for z_mag_xEndT:
  10. intercept= 5282.8857365336835
  11. coef= {'dSlope_xEndT_abs': 32.97139765811308, 'x_EndT_abs': 0.016479669422211504, 'tx^2': -1669.9634597720649, 'dSlope_xEndT^2': 292.1044781675942}
  12. r2 score= 0.9414659020481124
  13. RMSE = 13.190524040769539
  15. Parameterise track model ...
  16. Parameterisation for CX_ex:
  17. intercept= 0.0
  18. coef= {'dSlope_fringe': 2.3868254581810784e-05, 'tx dSlope_fringe': 3.02866836110634e-07, 'ty dSlope_fringe': -1.258134546869174e-06, 'tx^2 dSlope_fringe': 2.055125622745459e-05, 'tx ty dSlope_fringe': -8.43882857604563e-07, 'ty^2 dSlope_fringe': -0.00040419320773762247}
  19. r2 score= 0.9936969735264315
  20. RMSE = 5.210256570847688e-07
  22. Parameterisation for DX_ex:
  23. intercept= 0.0
  24. coef= {'dSlope_fringe': -7.1656923176439955e-09, 'tx dSlope_fringe': -6.483478746098866e-11, 'ty dSlope_fringe': 6.406471716433269e-10, 'tx^2 dSlope_fringe': 3.030968257925674e-09, 'tx ty dSlope_fringe': -1.071410974481206e-09, 'ty^2 dSlope_fringe': 9.693189165639112e-08}
  25. r2 score= 0.979586870862461
  26. RMSE = 2.85032922261074e-10
  28. Parameterisation for y_ref_straight_diff:
  29. intercept= 0.0
  30. coef= {'dSlope_fringe': 1.8391888595075918, 'ty dSlope_fringe_abs': 18.25466104513896, 'ty tx dSlope_fringe': 6131.688050046953, 'ty^3 dSlope_fringe_abs': -7411.584102637481, 'ty tx^2 dSlope_fringe_abs': -1370.094839995361, 'ty^3 tx dSlope_fringe': 7453.355097839984, 'ty tx^3 dSlope_fringe': 3577.049389483069, 'ty^3 tx^2 dSlope_fringe_abs': 115408.1720252512}
  31. r2 score= 0.9367304532567848
  32. RMSE = 3.1192104901942765
  34. Parameterisation for y_straight_diff_l1:
  35. intercept= 0.0
  36. coef= {'dSlope_fringe': 1.3688049952020758, 'ty dSlope_fringe_abs': 135.09204877769724, 'ty tx dSlope_fringe': 5183.447314315424, 'ty^3 dSlope_fringe_abs': -5209.988119695723, 'ty tx^2 dSlope_fringe_abs': -2415.7166344286074, 'ty^3 tx dSlope_fringe': 8795.85783210857, 'ty tx^3 dSlope_fringe': 2069.457237064429, 'ty^3 tx^2 dSlope_fringe_abs': 91317.38235042075}
  37. r2 score= 0.933304117827282
  38. RMSE = 2.4874269793521613
  40. Parameterisation for y_straight_diff_l2:
  41. intercept= 0.0
  42. coef= {'dSlope_fringe': 1.4172960818384617, 'ty dSlope_fringe_abs': 124.06283247025283, 'ty tx dSlope_fringe': 5283.251381769978, 'ty^3 dSlope_fringe_abs': -5463.641224410536, 'ty tx^2 dSlope_fringe_abs': -2323.869285883205, 'ty^3 tx dSlope_fringe': 8699.990318702852, 'ty tx^3 dSlope_fringe': 2232.0370393994895, 'ty^3 tx^2 dSlope_fringe_abs': 94150.47618101149}
  43. r2 score= 0.9341148284754209
  44. RMSE = 2.5409328909923996
  46. Parameterisation for y_straight_diff_l5:
  47. intercept= 0.0
  48. coef= {'dSlope_fringe': 1.8864299295556193, 'ty dSlope_fringe_abs': 5.767416383218119, 'ty tx dSlope_fringe': 6226.590579931637, 'ty^3 dSlope_fringe_abs': -7608.642389795354, 'ty tx^2 dSlope_fringe_abs': -1252.6010204186323, 'ty^3 tx dSlope_fringe': 7270.87237766583, 'ty tx^3 dSlope_fringe': 3714.0085836168146, 'ty^3 tx^2 dSlope_fringe_abs': 117489.02617311807}
  49. r2 score= 0.9366894045752691
  50. RMSE = 3.194983529210211
  52. Parameterisation for y_straight_diff_l6:
  53. intercept= 0.0
  54. coef= {'dSlope_fringe': 1.9451405249311116, 'ty dSlope_fringe_abs': -9.7012851981317, 'ty tx dSlope_fringe': 6342.998679882009, 'ty^3 dSlope_fringe_abs': -7843.817065804064, 'ty tx^2 dSlope_fringe_abs': -1107.0739172034819, 'ty^3 tx dSlope_fringe': 7044.4286321180025, 'ty tx^3 dSlope_fringe': 3877.509106570216, 'ty^3 tx^2 dSlope_fringe_abs': 119984.79231192796}
  55. r2 score= 0.9365920525711608
  56. RMSE = 3.290102690447247
  58. Parameterisation for y_straight_diff_l9:
  59. intercept= 0.0
  60. coef= {'dSlope_fringe': 2.489326023769284, 'ty dSlope_fringe_abs': -153.87073828414464, 'ty tx dSlope_fringe': 7421.00043944685, 'ty^3 dSlope_fringe_abs': -9823.442069109278, 'ty tx^2 dSlope_fringe_abs': 262.4878616443491, 'ty^3 tx dSlope_fringe': 4590.036718172717, 'ty tx^3 dSlope_fringe': 5162.878437180566, 'ty^3 tx^2 dSlope_fringe_abs': 140426.87180766204}
  61. r2 score= 0.9343740513899487
  62. RMSE = 4.245809737901657
  64. Parameterisation for y_straight_diff_l10:
  65. intercept= 0.0
  66. coef= {'dSlope_fringe': 2.5539656260801014, 'ty dSlope_fringe_abs': -170.9487830752297, 'ty tx dSlope_fringe': 7549.649148157026, 'ty^3 dSlope_fringe_abs': -10043.0261839414, 'ty tx^2 dSlope_fringe_abs': 424.98147421267777, 'ty^3 tx dSlope_fringe': 4262.009669219739, 'ty tx^3 dSlope_fringe': 5292.849022143505, 'ty^3 tx^2 dSlope_fringe_abs': 142631.72702927233}
  67. r2 score= 0.9340553613578964
  68. RMSE = 4.365361606276737
  70. Parameterisation for ty_ref_straight_diff:
  71. intercept= 0.0
  72. coef= {'ty tx dSlope_fringe': 1.0460150796565257, 'ty dSlope_fringe^2': -0.4770571101284279, 'ty^3 dSlope_fringe_abs': -2.898523033574428, 'ty tx^2 dSlope_fringe_abs': 0.6493580937115923, 'ty tx^3 dSlope_fringe': 2.4710543113441723, 'ty^3 tx^2 dSlope_fringe_abs': 34.31448035425585}
  73. r2 score= 0.9760383577877355
  74. RMSE = 0.0009750951074608336
  76. Parameterisation for CY_ex:
  77. intercept= 0.0
  78. coef= {'ty dSlope_fringe_abs': -1.1198641299272948e-05, 'ty tx dSlope_fringe': 7.646913456456331e-05, 'ty dSlope_fringe^2': -4.144044458309573e-05, 'ty^3 dSlope_fringe_abs': 0.00022907832215516983, 'ty tx^2 dSlope_fringe_abs': 0.00018538023542764083}
  79. r2 score= 0.9740197401958534
  80. RMSE = 8.368846601021806e-08
  82. Parameterisation for yDiffOut:
  83. intercept= 0.0
  84. coef= {'ty dSlope_xEndT^2': -1267.987032039514, 'ty dSlope_yEndT^2': -77829.45282454212}
  85. r2 score= 0.7601746449227798
  86. RMSE = 10.378170895419712
  88. Parameterisation for yDiffEndT:
  89. intercept= 0.0
  90. coef= {'dSlope_yEndT': 3724.407618683348, 'ty dSlope_xEndT_abs': 80.91359420280105, 'ty dSlope_yEndT_abs': 418.25627465185966, 'ty tx dSlope_xEndT': 2429.8096256553517, 'ty dSlope_xEndT^2': 1266.8223339973058, 'ty dSlope_yEndT^2': 4649.86772069172, 'tx^2 dSlope_yEndT': 3009.012537455061, 'ty tx^2 dSlope_xEndT_abs': -813.6962531711048, 'ty^3 tx dSlope_xEndT': 15472.986803207034}
  91. r2 score= 0.9951735787940801
  92. RMSE = 1.2136600531194754