From fb203ecd2dea6bd35dd1dc981aa4a1945f84a28c Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?S=C3=A9bastien=20Brochet?= Date: Tue, 24 Jan 2017 16:48:46 +0100 Subject: [PATCH 1/3] Don't rely on discriminant range from CSV file --- ...ging_loose_bjets_comb_CSVv2_ichep2016.json | 32 +++++++++---------- ...ng_loose_bjets_mujets_CSVv2_ichep2016.json | 32 +++++++++---------- ...ng_loose_bjets_ttbar_cmvav2_ichep2016.json | 28 ++++++++-------- ...ging_loose_cjets_comb_CSVv2_ichep2016.json | 32 +++++++++---------- ...ng_loose_cjets_mujets_CSVv2_ichep2016.json | 32 +++++++++---------- ...ng_loose_cjets_ttbar_cmvav2_ichep2016.json | 28 ++++++++-------- ..._loose_lightjets_incl_CSVv2_ichep2016.json | 8 ++--- ...loose_lightjets_incl_cmvav2_ichep2016.json | 8 ++--- ...ing_medium_bjets_comb_CSVv2_ichep2016.json | 32 +++++++++---------- ...g_medium_bjets_mujets_CSVv2_ichep2016.json | 32 +++++++++---------- ...g_medium_bjets_ttbar_cmvav2_ichep2016.json | 28 ++++++++-------- ...ing_medium_cjets_comb_CSVv2_ichep2016.json | 32 +++++++++---------- ...g_medium_cjets_mujets_CSVv2_ichep2016.json | 32 +++++++++---------- ...g_medium_cjets_ttbar_cmvav2_ichep2016.json | 28 ++++++++-------- ...medium_lightjets_incl_CSVv2_ichep2016.json | 8 ++--- ...edium_lightjets_incl_cmvav2_ichep2016.json | 8 ++--- ...ging_tight_bjets_comb_CSVv2_ichep2016.json | 32 +++++++++---------- ...ng_tight_bjets_mujets_CSVv2_ichep2016.json | 32 +++++++++---------- ...ng_tight_bjets_ttbar_cmvav2_ichep2016.json | 28 ++++++++-------- ...ging_tight_cjets_comb_CSVv2_ichep2016.json | 32 +++++++++---------- ...ng_tight_cjets_mujets_CSVv2_ichep2016.json | 32 +++++++++---------- ...ng_tight_cjets_ttbar_cmvav2_ichep2016.json | 28 ++++++++-------- ..._tight_lightjets_incl_CSVv2_ichep2016.json | 8 ++--- ...tight_lightjets_incl_cmvav2_ichep2016.json | 8 ++--- scripts/extractBTaggingScaleFactors.py | 4 ++- 25 files changed, 303 insertions(+), 301 deletions(-) diff --git a/data/ScaleFactors/BTagging_loose_bjets_comb_CSVv2_ichep2016.json b/data/ScaleFactors/BTagging_loose_bjets_comb_CSVv2_ichep2016.json index eb1af7a..18b22f3 100644 --- a/data/ScaleFactors/BTagging_loose_bjets_comb_CSVv2_ichep2016.json +++ b/data/ScaleFactors/BTagging_loose_bjets_comb_CSVv2_ichep2016.json @@ -21,8 +21,8 @@ 2.4 ], "z": [ - 0.0, - 1.0 + -100, + 100 ] }, "variable": "y", @@ -42,8 +42,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "0.931535+((1.40704e-05*x)-0.0085541494190692902)", "value": "0.931535+(1.40704e-05*x)", @@ -59,8 +59,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "0.931535+((1.40704e-05*x)-0.010088782757520676)", "value": "0.931535+(1.40704e-05*x)", @@ -76,8 +76,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "0.931535+((1.40704e-05*x)-0.0096752624958753586)", "value": "0.931535+(1.40704e-05*x)", @@ -93,8 +93,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "0.931535+((1.40704e-05*x)-0.013629432767629623)", "value": "0.931535+(1.40704e-05*x)", @@ -110,8 +110,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "0.931535+((1.40704e-05*x)-0.013655256479978561)", "value": "0.931535+(1.40704e-05*x)", @@ -127,8 +127,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "0.931535+((1.40704e-05*x)-0.019513897597789764)", "value": "0.931535+(1.40704e-05*x)", @@ -144,8 +144,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "0.931535+((1.40704e-05*x)-0.044546689838171005)", "value": "0.931535+(1.40704e-05*x)", diff --git a/data/ScaleFactors/BTagging_loose_bjets_mujets_CSVv2_ichep2016.json b/data/ScaleFactors/BTagging_loose_bjets_mujets_CSVv2_ichep2016.json index cfd3c36..51a01d8 100644 --- a/data/ScaleFactors/BTagging_loose_bjets_mujets_CSVv2_ichep2016.json +++ b/data/ScaleFactors/BTagging_loose_bjets_mujets_CSVv2_ichep2016.json @@ -21,8 +21,8 @@ 2.4 ], "z": [ - 0.0, - 1.0 + -100, + 100 ] }, "variable": "y", @@ -42,8 +42,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "(0.956768*((1.+(0.107522*x))/(1.+(0.110892*x))))-0.0097665237262845039", "value": "0.956768*((1.+(0.107522*x))/(1.+(0.110892*x)))", @@ -59,8 +59,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "(0.956768*((1.+(0.107522*x))/(1.+(0.110892*x))))-0.012756481766700745", "value": "0.956768*((1.+(0.107522*x))/(1.+(0.110892*x)))", @@ -76,8 +76,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "(0.956768*((1.+(0.107522*x))/(1.+(0.110892*x))))-0.011882438324391842", "value": "0.956768*((1.+(0.107522*x))/(1.+(0.110892*x)))", @@ -93,8 +93,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "(0.956768*((1.+(0.107522*x))/(1.+(0.110892*x))))-0.017469916492700577", "value": "0.956768*((1.+(0.107522*x))/(1.+(0.110892*x)))", @@ -110,8 +110,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "(0.956768*((1.+(0.107522*x))/(1.+(0.110892*x))))-0.02002299576997757", "value": "0.956768*((1.+(0.107522*x))/(1.+(0.110892*x)))", @@ -127,8 +127,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "(0.956768*((1.+(0.107522*x))/(1.+(0.110892*x))))-0.019548686221241951", "value": "0.956768*((1.+(0.107522*x))/(1.+(0.110892*x)))", @@ -144,8 +144,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "(0.956768*((1.+(0.107522*x))/(1.+(0.110892*x))))-0.044757485389709473", "value": "0.956768*((1.+(0.107522*x))/(1.+(0.110892*x)))", diff --git a/data/ScaleFactors/BTagging_loose_bjets_ttbar_cmvav2_ichep2016.json b/data/ScaleFactors/BTagging_loose_bjets_ttbar_cmvav2_ichep2016.json index c4a1b90..32eb7f6 100644 --- a/data/ScaleFactors/BTagging_loose_bjets_ttbar_cmvav2_ichep2016.json +++ b/data/ScaleFactors/BTagging_loose_bjets_ttbar_cmvav2_ichep2016.json @@ -20,8 +20,8 @@ 2.4 ], "z": [ - 0.0, - 1.0 + -100, + 100 ] }, "variable": "y", @@ -41,8 +41,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "0.937935+((-(3.7358e-05*x))-0.034025698900222778)", "value": "0.937935+(-(3.7358e-05*x))", @@ -58,8 +58,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "0.937935+((-(3.7358e-05*x))-0.017240405082702637)", "value": "0.937935+(-(3.7358e-05*x))", @@ -75,8 +75,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "0.937935+((-(3.7358e-05*x))-0.013116368092596531)", "value": "0.937935+(-(3.7358e-05*x))", @@ -92,8 +92,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "0.937935+((-(3.7358e-05*x))-0.014045564457774162)", "value": "0.937935+(-(3.7358e-05*x))", @@ -109,8 +109,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "0.937935+((-(3.7358e-05*x))-0.016984345391392708)", "value": "0.937935+(-(3.7358e-05*x))", @@ -126,8 +126,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "0.937935+((-(3.7358e-05*x))-0.03540763258934021)", "value": "0.937935+(-(3.7358e-05*x))", diff --git a/data/ScaleFactors/BTagging_loose_cjets_comb_CSVv2_ichep2016.json b/data/ScaleFactors/BTagging_loose_cjets_comb_CSVv2_ichep2016.json index 47ad903..f732242 100644 --- a/data/ScaleFactors/BTagging_loose_cjets_comb_CSVv2_ichep2016.json +++ b/data/ScaleFactors/BTagging_loose_cjets_comb_CSVv2_ichep2016.json @@ -21,8 +21,8 @@ 2.4 ], "z": [ - 0.0, - 1.0 + -100, + 100 ] }, "variable": "y", @@ -42,8 +42,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "0.931535+((1.40704e-05*x)-0.01710829883813858)", "value": "0.931535+(1.40704e-05*x)", @@ -59,8 +59,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "0.931535+((1.40704e-05*x)-0.020177565515041351)", "value": "0.931535+(1.40704e-05*x)", @@ -76,8 +76,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "0.931535+((1.40704e-05*x)-0.019350524991750717)", "value": "0.931535+(1.40704e-05*x)", @@ -93,8 +93,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "0.931535+((1.40704e-05*x)-0.027258865535259247)", "value": "0.931535+(1.40704e-05*x)", @@ -110,8 +110,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "0.931535+((1.40704e-05*x)-0.027310512959957123)", "value": "0.931535+(1.40704e-05*x)", @@ -127,8 +127,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "0.931535+((1.40704e-05*x)-0.039027795195579529)", "value": "0.931535+(1.40704e-05*x)", @@ -144,8 +144,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "0.931535+((1.40704e-05*x)-0.089093379676342122)", "value": "0.931535+(1.40704e-05*x)", diff --git a/data/ScaleFactors/BTagging_loose_cjets_mujets_CSVv2_ichep2016.json b/data/ScaleFactors/BTagging_loose_cjets_mujets_CSVv2_ichep2016.json index 7b76670..592d674 100644 --- a/data/ScaleFactors/BTagging_loose_cjets_mujets_CSVv2_ichep2016.json +++ b/data/ScaleFactors/BTagging_loose_cjets_mujets_CSVv2_ichep2016.json @@ -21,8 +21,8 @@ 2.4 ], "z": [ - 0.0, - 1.0 + -100, + 100 ] }, "variable": "y", @@ -42,8 +42,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "(0.956768*((1.+(0.107522*x))/(1.+(0.110892*x))))-0.019533047452569008", "value": "0.956768*((1.+(0.107522*x))/(1.+(0.110892*x)))", @@ -59,8 +59,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "(0.956768*((1.+(0.107522*x))/(1.+(0.110892*x))))-0.025512963533401489", "value": "0.956768*((1.+(0.107522*x))/(1.+(0.110892*x)))", @@ -76,8 +76,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "(0.956768*((1.+(0.107522*x))/(1.+(0.110892*x))))-0.023764876648783684", "value": "0.956768*((1.+(0.107522*x))/(1.+(0.110892*x)))", @@ -93,8 +93,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "(0.956768*((1.+(0.107522*x))/(1.+(0.110892*x))))-0.034939832985401154", "value": "0.956768*((1.+(0.107522*x))/(1.+(0.110892*x)))", @@ -110,8 +110,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "(0.956768*((1.+(0.107522*x))/(1.+(0.110892*x))))-0.040045991539955139", "value": "0.956768*((1.+(0.107522*x))/(1.+(0.110892*x)))", @@ -127,8 +127,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "(0.956768*((1.+(0.107522*x))/(1.+(0.110892*x))))-0.039097372442483902", "value": "0.956768*((1.+(0.107522*x))/(1.+(0.110892*x)))", @@ -144,8 +144,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "(0.956768*((1.+(0.107522*x))/(1.+(0.110892*x))))-0.089514970779418834", "value": "0.956768*((1.+(0.107522*x))/(1.+(0.110892*x)))", diff --git a/data/ScaleFactors/BTagging_loose_cjets_ttbar_cmvav2_ichep2016.json b/data/ScaleFactors/BTagging_loose_cjets_ttbar_cmvav2_ichep2016.json index fb33fc6..e37948d 100644 --- a/data/ScaleFactors/BTagging_loose_cjets_ttbar_cmvav2_ichep2016.json +++ b/data/ScaleFactors/BTagging_loose_cjets_ttbar_cmvav2_ichep2016.json @@ -20,8 +20,8 @@ 2.4 ], "z": [ - 0.0, - 1.0 + -100, + 100 ] }, "variable": "y", @@ -41,8 +41,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "0.937935+((-(3.7358e-05*x))-0.068051397800445668)", "value": "0.937935+(-(3.7358e-05*x))", @@ -58,8 +58,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "0.937935+((-(3.7358e-05*x))-0.034480810165405273)", "value": "0.937935+(-(3.7358e-05*x))", @@ -75,8 +75,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "0.937935+((-(3.7358e-05*x))-0.026232736185193062)", "value": "0.937935+(-(3.7358e-05*x))", @@ -92,8 +92,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "0.937935+((-(3.7358e-05*x))-0.028091128915548325)", "value": "0.937935+(-(3.7358e-05*x))", @@ -109,8 +109,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "0.937935+((-(3.7358e-05*x))-0.033968690782785416)", "value": "0.937935+(-(3.7358e-05*x))", @@ -126,8 +126,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "0.937935+((-(3.7358e-05*x))-0.07081526517868042)", "value": "0.937935+(-(3.7358e-05*x))", diff --git a/data/ScaleFactors/BTagging_loose_lightjets_incl_CSVv2_ichep2016.json b/data/ScaleFactors/BTagging_loose_lightjets_incl_CSVv2_ichep2016.json index f388d84..7587bb8 100644 --- a/data/ScaleFactors/BTagging_loose_lightjets_incl_CSVv2_ichep2016.json +++ b/data/ScaleFactors/BTagging_loose_lightjets_incl_CSVv2_ichep2016.json @@ -15,8 +15,8 @@ 2.4 ], "z": [ - 0.0, - 1.0 + -100, + 100 ] }, "variable": "y", @@ -36,8 +36,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "(1.05636+0.000920353*x+-7.85916e-07*x*x+1.92221e-11*x*x*x)*(1-(0.0539991+-6.29073e-06*x+-3.39895e-09*x*x))", "value": "1.05636+0.000920353*x+-7.85916e-07*x*x+1.92221e-11*x*x*x", diff --git a/data/ScaleFactors/BTagging_loose_lightjets_incl_cmvav2_ichep2016.json b/data/ScaleFactors/BTagging_loose_lightjets_incl_cmvav2_ichep2016.json index 8bcae4e..b76a4b0 100644 --- a/data/ScaleFactors/BTagging_loose_lightjets_incl_cmvav2_ichep2016.json +++ b/data/ScaleFactors/BTagging_loose_lightjets_incl_cmvav2_ichep2016.json @@ -15,8 +15,8 @@ 2.4 ], "z": [ - 0.0, - 1.0 + -100, + 100 ] }, "variable": "y", @@ -36,8 +36,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "(0.757897+0.000932057*x+-6.36634e-07*x*x+8.45515/x)*(1-(0.04666+1.86712e-05*x+-2.20295e-08*x*x))", "value": "0.757897+0.000932057*x+-6.36634e-07*x*x+8.45515/x", diff --git a/data/ScaleFactors/BTagging_medium_bjets_comb_CSVv2_ichep2016.json b/data/ScaleFactors/BTagging_medium_bjets_comb_CSVv2_ichep2016.json index 6e25ecc..5ea6643 100644 --- a/data/ScaleFactors/BTagging_medium_bjets_comb_CSVv2_ichep2016.json +++ b/data/ScaleFactors/BTagging_medium_bjets_comb_CSVv2_ichep2016.json @@ -21,8 +21,8 @@ 2.4 ], "z": [ - 0.0, - 1.0 + -100, + 100 ] }, "variable": "y", @@ -42,8 +42,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "0.901114+((1.32145e-05*x)-0.011629186570644379)", "value": "0.901114+(1.32145e-05*x)", @@ -59,8 +59,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "0.901114+((1.32145e-05*x)-0.011501740664243698)", "value": "0.901114+(1.32145e-05*x)", @@ -76,8 +76,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "0.901114+((1.32145e-05*x)-0.01121238712221384)", "value": "0.901114+(1.32145e-05*x)", @@ -93,8 +93,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "0.901114+((1.32145e-05*x)-0.016118986532092094)", "value": "0.901114+(1.32145e-05*x)", @@ -110,8 +110,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "0.901114+((1.32145e-05*x)-0.016830746084451675)", "value": "0.901114+(1.32145e-05*x)", @@ -127,8 +127,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "0.901114+((1.32145e-05*x)-0.032492130994796753)", "value": "0.901114+(1.32145e-05*x)", @@ -144,8 +144,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "0.901114+((1.32145e-05*x)-0.036446873098611832)", "value": "0.901114+(1.32145e-05*x)", diff --git a/data/ScaleFactors/BTagging_medium_bjets_mujets_CSVv2_ichep2016.json b/data/ScaleFactors/BTagging_medium_bjets_mujets_CSVv2_ichep2016.json index 145cfb6..85b7fbf 100644 --- a/data/ScaleFactors/BTagging_medium_bjets_mujets_CSVv2_ichep2016.json +++ b/data/ScaleFactors/BTagging_medium_bjets_mujets_CSVv2_ichep2016.json @@ -21,8 +21,8 @@ 2.4 ], "z": [ - 0.0, - 1.0 + -100, + 100 ] }, "variable": "y", @@ -42,8 +42,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "(0.628408*((1.+(0.576276*x))/(1.+(0.396304*x))))-0.014778987504541874", "value": "0.628408*((1.+(0.576276*x))/(1.+(0.396304*x)))", @@ -59,8 +59,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "(0.628408*((1.+(0.576276*x))/(1.+(0.396304*x))))-0.01550204586237669", "value": "0.628408*((1.+(0.576276*x))/(1.+(0.396304*x)))", @@ -76,8 +76,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "(0.628408*((1.+(0.576276*x))/(1.+(0.396304*x))))-0.015054234303534031", "value": "0.628408*((1.+(0.576276*x))/(1.+(0.396304*x)))", @@ -93,8 +93,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "(0.628408*((1.+(0.576276*x))/(1.+(0.396304*x))))-0.024039825424551964", "value": "0.628408*((1.+(0.576276*x))/(1.+(0.396304*x)))", @@ -110,8 +110,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "(0.628408*((1.+(0.576276*x))/(1.+(0.396304*x))))-0.02960566058754921", "value": "0.628408*((1.+(0.576276*x))/(1.+(0.396304*x)))", @@ -127,8 +127,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "(0.628408*((1.+(0.576276*x))/(1.+(0.396304*x))))-0.033029336482286453", "value": "0.628408*((1.+(0.576276*x))/(1.+(0.396304*x)))", @@ -144,8 +144,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "(0.628408*((1.+(0.576276*x))/(1.+(0.396304*x))))-0.037009656429290771", "value": "0.628408*((1.+(0.576276*x))/(1.+(0.396304*x)))", diff --git a/data/ScaleFactors/BTagging_medium_bjets_ttbar_cmvav2_ichep2016.json b/data/ScaleFactors/BTagging_medium_bjets_ttbar_cmvav2_ichep2016.json index 61a913e..dfa0568 100644 --- a/data/ScaleFactors/BTagging_medium_bjets_ttbar_cmvav2_ichep2016.json +++ b/data/ScaleFactors/BTagging_medium_bjets_ttbar_cmvav2_ichep2016.json @@ -20,8 +20,8 @@ 2.4 ], "z": [ - 0.0, - 1.0 + -100, + 100 ] }, "variable": "y", @@ -41,8 +41,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "0.885562+((-(5.67668e-05*x))-0.036839894950389862)", "value": "0.885562+(-(5.67668e-05*x))", @@ -58,8 +58,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "0.885562+((-(5.67668e-05*x))-0.018426690250635147)", "value": "0.885562+(-(5.67668e-05*x))", @@ -75,8 +75,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "0.885562+((-(5.67668e-05*x))-0.013165884651243687)", "value": "0.885562+(-(5.67668e-05*x))", @@ -92,8 +92,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "0.885562+((-(5.67668e-05*x))-0.013141424395143986)", "value": "0.885562+(-(5.67668e-05*x))", @@ -109,8 +109,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "0.885562+((-(5.67668e-05*x))-0.017590207979083061)", "value": "0.885562+(-(5.67668e-05*x))", @@ -126,8 +126,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "0.885562+((-(5.67668e-05*x))-0.045318335294723511)", "value": "0.885562+(-(5.67668e-05*x))", diff --git a/data/ScaleFactors/BTagging_medium_cjets_comb_CSVv2_ichep2016.json b/data/ScaleFactors/BTagging_medium_cjets_comb_CSVv2_ichep2016.json index bef8211..9ea2fd8 100644 --- a/data/ScaleFactors/BTagging_medium_cjets_comb_CSVv2_ichep2016.json +++ b/data/ScaleFactors/BTagging_medium_cjets_comb_CSVv2_ichep2016.json @@ -21,8 +21,8 @@ 2.4 ], "z": [ - 0.0, - 1.0 + -100, + 100 ] }, "variable": "y", @@ -42,8 +42,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "0.901114+((1.32145e-05*x)-0.023258373141288757)", "value": "0.901114+(1.32145e-05*x)", @@ -59,8 +59,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "0.901114+((1.32145e-05*x)-0.023003481328487396)", "value": "0.901114+(1.32145e-05*x)", @@ -76,8 +76,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "0.901114+((1.32145e-05*x)-0.022424774244427681)", "value": "0.901114+(1.32145e-05*x)", @@ -93,8 +93,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "0.901114+((1.32145e-05*x)-0.032237973064184189)", "value": "0.901114+(1.32145e-05*x)", @@ -110,8 +110,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "0.901114+((1.32145e-05*x)-0.033661492168903351)", "value": "0.901114+(1.32145e-05*x)", @@ -127,8 +127,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "0.901114+((1.32145e-05*x)-0.064984261989593506)", "value": "0.901114+(1.32145e-05*x)", @@ -144,8 +144,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "0.901114+((1.32145e-05*x)-0.072893746197223663)", "value": "0.901114+(1.32145e-05*x)", diff --git a/data/ScaleFactors/BTagging_medium_cjets_mujets_CSVv2_ichep2016.json b/data/ScaleFactors/BTagging_medium_cjets_mujets_CSVv2_ichep2016.json index 433d315..57d7a71 100644 --- a/data/ScaleFactors/BTagging_medium_cjets_mujets_CSVv2_ichep2016.json +++ b/data/ScaleFactors/BTagging_medium_cjets_mujets_CSVv2_ichep2016.json @@ -21,8 +21,8 @@ 2.4 ], "z": [ - 0.0, - 1.0 + -100, + 100 ] }, "variable": "y", @@ -42,8 +42,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "(0.628408*((1.+(0.576276*x))/(1.+(0.396304*x))))-0.029557975009083748", "value": "0.628408*((1.+(0.576276*x))/(1.+(0.396304*x)))", @@ -59,8 +59,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "(0.628408*((1.+(0.576276*x))/(1.+(0.396304*x))))-0.03100409172475338", "value": "0.628408*((1.+(0.576276*x))/(1.+(0.396304*x)))", @@ -76,8 +76,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "(0.628408*((1.+(0.576276*x))/(1.+(0.396304*x))))-0.030108468607068062", "value": "0.628408*((1.+(0.576276*x))/(1.+(0.396304*x)))", @@ -93,8 +93,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "(0.628408*((1.+(0.576276*x))/(1.+(0.396304*x))))-0.048079650849103928", "value": "0.628408*((1.+(0.576276*x))/(1.+(0.396304*x)))", @@ -110,8 +110,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "(0.628408*((1.+(0.576276*x))/(1.+(0.396304*x))))-0.059211321175098419", "value": "0.628408*((1.+(0.576276*x))/(1.+(0.396304*x)))", @@ -127,8 +127,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "(0.628408*((1.+(0.576276*x))/(1.+(0.396304*x))))-0.066058672964572906", "value": "0.628408*((1.+(0.576276*x))/(1.+(0.396304*x)))", @@ -144,8 +144,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "(0.628408*((1.+(0.576276*x))/(1.+(0.396304*x))))-0.074019312858581543", "value": "0.628408*((1.+(0.576276*x))/(1.+(0.396304*x)))", diff --git a/data/ScaleFactors/BTagging_medium_cjets_ttbar_cmvav2_ichep2016.json b/data/ScaleFactors/BTagging_medium_cjets_ttbar_cmvav2_ichep2016.json index 0cfeacb..c78c60e 100644 --- a/data/ScaleFactors/BTagging_medium_cjets_ttbar_cmvav2_ichep2016.json +++ b/data/ScaleFactors/BTagging_medium_cjets_ttbar_cmvav2_ichep2016.json @@ -20,8 +20,8 @@ 2.4 ], "z": [ - 0.0, - 1.0 + -100, + 100 ] }, "variable": "y", @@ -41,8 +41,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "0.885562+((-(5.67668e-05*x))-0.073679789900779724)", "value": "0.885562+(-(5.67668e-05*x))", @@ -58,8 +58,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "0.885562+((-(5.67668e-05*x))-0.036853380501270294)", "value": "0.885562+(-(5.67668e-05*x))", @@ -75,8 +75,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "0.885562+((-(5.67668e-05*x))-0.026331769302487373)", "value": "0.885562+(-(5.67668e-05*x))", @@ -92,8 +92,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "0.885562+((-(5.67668e-05*x))-0.026282848790287971)", "value": "0.885562+(-(5.67668e-05*x))", @@ -109,8 +109,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "0.885562+((-(5.67668e-05*x))-0.035180415958166122)", "value": "0.885562+(-(5.67668e-05*x))", @@ -126,8 +126,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "0.885562+((-(5.67668e-05*x))-0.090636670589447021)", "value": "0.885562+(-(5.67668e-05*x))", diff --git a/data/ScaleFactors/BTagging_medium_lightjets_incl_CSVv2_ichep2016.json b/data/ScaleFactors/BTagging_medium_lightjets_incl_CSVv2_ichep2016.json index 182ef73..434abd9 100644 --- a/data/ScaleFactors/BTagging_medium_lightjets_incl_CSVv2_ichep2016.json +++ b/data/ScaleFactors/BTagging_medium_lightjets_incl_CSVv2_ichep2016.json @@ -15,8 +15,8 @@ 2.4 ], "z": [ - 0.0, - 1.0 + -100, + 100 ] }, "variable": "y", @@ -36,8 +36,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "(0.980777+-0.00109334*x+4.2909e-06*x*x+-2.78512e-09*x*x*x)*(1-(0.0672836+0.000102309*x+-1.01558e-07*x*x))", "value": "0.980777+-0.00109334*x+4.2909e-06*x*x+-2.78512e-09*x*x*x", diff --git a/data/ScaleFactors/BTagging_medium_lightjets_incl_cmvav2_ichep2016.json b/data/ScaleFactors/BTagging_medium_lightjets_incl_cmvav2_ichep2016.json index c4a93ed..ea453bd 100644 --- a/data/ScaleFactors/BTagging_medium_lightjets_incl_cmvav2_ichep2016.json +++ b/data/ScaleFactors/BTagging_medium_lightjets_incl_cmvav2_ichep2016.json @@ -15,8 +15,8 @@ 2.4 ], "z": [ - 0.0, - 1.0 + -100, + 100 ] }, "variable": "y", @@ -36,8 +36,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "(1.07108+-0.0015866*x+3.06322e-06*x*x+-1.7438e-09*x*x*x)*(1-(0.077087+6.83526e-05*x+-4.99923e-08*x*x))", "value": "1.07108+-0.0015866*x+3.06322e-06*x*x+-1.7438e-09*x*x*x", diff --git a/data/ScaleFactors/BTagging_tight_bjets_comb_CSVv2_ichep2016.json b/data/ScaleFactors/BTagging_tight_bjets_comb_CSVv2_ichep2016.json index d2290be..cfd124e 100644 --- a/data/ScaleFactors/BTagging_tight_bjets_comb_CSVv2_ichep2016.json +++ b/data/ScaleFactors/BTagging_tight_bjets_comb_CSVv2_ichep2016.json @@ -21,8 +21,8 @@ 2.4 ], "z": [ - 0.0, - 1.0 + -100, + 100 ] }, "variable": "y", @@ -42,8 +42,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "0.857294+((3.75846e-05*x)-0.01438605971634388)", "value": "0.857294+(3.75846e-05*x)", @@ -59,8 +59,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "0.857294+((3.75846e-05*x)-0.013547157868742943)", "value": "0.857294+(3.75846e-05*x)", @@ -76,8 +76,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "0.857294+((3.75846e-05*x)-0.01491188071668148)", "value": "0.857294+(3.75846e-05*x)", @@ -93,8 +93,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "0.857294+((3.75846e-05*x)-0.019157662987709045)", "value": "0.857294+(3.75846e-05*x)", @@ -110,8 +110,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "0.857294+((3.75846e-05*x)-0.021716726943850517)", "value": "0.857294+(3.75846e-05*x)", @@ -127,8 +127,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "0.857294+((3.75846e-05*x)-0.046845909208059311)", "value": "0.857294+(3.75846e-05*x)", @@ -144,8 +144,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "0.857294+((3.75846e-05*x)-0.042299006134271622)", "value": "0.857294+(3.75846e-05*x)", diff --git a/data/ScaleFactors/BTagging_tight_bjets_mujets_CSVv2_ichep2016.json b/data/ScaleFactors/BTagging_tight_bjets_mujets_CSVv2_ichep2016.json index 35eb3ac..607fafc 100644 --- a/data/ScaleFactors/BTagging_tight_bjets_mujets_CSVv2_ichep2016.json +++ b/data/ScaleFactors/BTagging_tight_bjets_mujets_CSVv2_ichep2016.json @@ -21,8 +21,8 @@ 2.4 ], "z": [ - 0.0, - 1.0 + -100, + 100 ] }, "variable": "y", @@ -42,8 +42,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "(0.850182*((1.+(-(0.000611408*x)))/(1.+(-(0.000654205*x)))))-0.021938160061836243", "value": "0.850182*((1.+(-(0.000611408*x)))/(1.+(-(0.000654205*x))))", @@ -59,8 +59,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "(0.850182*((1.+(-(0.000611408*x)))/(1.+(-(0.000654205*x)))))-0.020387420430779457", "value": "0.850182*((1.+(-(0.000611408*x)))/(1.+(-(0.000654205*x))))", @@ -76,8 +76,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "(0.850182*((1.+(-(0.000611408*x)))/(1.+(-(0.000654205*x)))))-0.027388265356421471", "value": "0.850182*((1.+(-(0.000611408*x)))/(1.+(-(0.000654205*x))))", @@ -93,8 +93,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "(0.850182*((1.+(-(0.000611408*x)))/(1.+(-(0.000654205*x)))))-0.035915832966566086", "value": "0.850182*((1.+(-(0.000611408*x)))/(1.+(-(0.000654205*x))))", @@ -110,8 +110,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "(0.850182*((1.+(-(0.000611408*x)))/(1.+(-(0.000654205*x)))))-0.051160342991352081", "value": "0.850182*((1.+(-(0.000611408*x)))/(1.+(-(0.000654205*x))))", @@ -127,8 +127,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "(0.850182*((1.+(-(0.000611408*x)))/(1.+(-(0.000654205*x)))))-0.047210521996021271", "value": "0.850182*((1.+(-(0.000611408*x)))/(1.+(-(0.000654205*x))))", @@ -144,8 +144,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "(0.850182*((1.+(-(0.000611408*x)))/(1.+(-(0.000654205*x)))))-0.044128604233264923", "value": "0.850182*((1.+(-(0.000611408*x)))/(1.+(-(0.000654205*x))))", diff --git a/data/ScaleFactors/BTagging_tight_bjets_ttbar_cmvav2_ichep2016.json b/data/ScaleFactors/BTagging_tight_bjets_ttbar_cmvav2_ichep2016.json index 9981fe1..156f7b8 100644 --- a/data/ScaleFactors/BTagging_tight_bjets_ttbar_cmvav2_ichep2016.json +++ b/data/ScaleFactors/BTagging_tight_bjets_ttbar_cmvav2_ichep2016.json @@ -20,8 +20,8 @@ 2.4 ], "z": [ - 0.0, - 1.0 + -100, + 100 ] }, "variable": "y", @@ -41,8 +41,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "0.806363+((0.000389927*x)-0.036142464727163315)", "value": "0.806363+(0.000389927*x)", @@ -58,8 +58,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "0.806363+((0.000389927*x)-0.02133803628385067)", "value": "0.806363+(0.000389927*x)", @@ -75,8 +75,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "0.806363+((0.000389927*x)-0.015581912361085415)", "value": "0.806363+(0.000389927*x)", @@ -92,8 +92,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "0.806363+((0.000389927*x)-0.018966136500239372)", "value": "0.806363+(0.000389927*x)", @@ -109,8 +109,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "0.806363+((0.000389927*x)-0.024859944358468056)", "value": "0.806363+(0.000389927*x)", @@ -126,8 +126,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "0.806363+((0.000389927*x)-0.062531806528568268)", "value": "0.806363+(0.000389927*x)", diff --git a/data/ScaleFactors/BTagging_tight_cjets_comb_CSVv2_ichep2016.json b/data/ScaleFactors/BTagging_tight_cjets_comb_CSVv2_ichep2016.json index c3040c6..5489c92 100644 --- a/data/ScaleFactors/BTagging_tight_cjets_comb_CSVv2_ichep2016.json +++ b/data/ScaleFactors/BTagging_tight_cjets_comb_CSVv2_ichep2016.json @@ -21,8 +21,8 @@ 2.4 ], "z": [ - 0.0, - 1.0 + -100, + 100 ] }, "variable": "y", @@ -42,8 +42,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "0.857294+((3.75846e-05*x)-0.028772119432687759)", "value": "0.857294+(3.75846e-05*x)", @@ -59,8 +59,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "0.857294+((3.75846e-05*x)-0.027094315737485886)", "value": "0.857294+(3.75846e-05*x)", @@ -76,8 +76,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "0.857294+((3.75846e-05*x)-0.029823761433362961)", "value": "0.857294+(3.75846e-05*x)", @@ -93,8 +93,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "0.857294+((3.75846e-05*x)-0.038315325975418091)", "value": "0.857294+(3.75846e-05*x)", @@ -110,8 +110,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "0.857294+((3.75846e-05*x)-0.043433453887701035)", "value": "0.857294+(3.75846e-05*x)", @@ -127,8 +127,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "0.857294+((3.75846e-05*x)-0.093691818416118622)", "value": "0.857294+(3.75846e-05*x)", @@ -144,8 +144,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "0.857294+((3.75846e-05*x)-0.084598012268543243)", "value": "0.857294+(3.75846e-05*x)", diff --git a/data/ScaleFactors/BTagging_tight_cjets_mujets_CSVv2_ichep2016.json b/data/ScaleFactors/BTagging_tight_cjets_mujets_CSVv2_ichep2016.json index 5e0f819..00f62e1 100644 --- a/data/ScaleFactors/BTagging_tight_cjets_mujets_CSVv2_ichep2016.json +++ b/data/ScaleFactors/BTagging_tight_cjets_mujets_CSVv2_ichep2016.json @@ -21,8 +21,8 @@ 2.4 ], "z": [ - 0.0, - 1.0 + -100, + 100 ] }, "variable": "y", @@ -42,8 +42,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "(0.850182*((1.+(-(0.000611408*x)))/(1.+(-(0.000654205*x)))))-0.043876320123672485", "value": "0.850182*((1.+(-(0.000611408*x)))/(1.+(-(0.000654205*x))))", @@ -59,8 +59,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "(0.850182*((1.+(-(0.000611408*x)))/(1.+(-(0.000654205*x)))))-0.040774840861558914", "value": "0.850182*((1.+(-(0.000611408*x)))/(1.+(-(0.000654205*x))))", @@ -76,8 +76,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "(0.850182*((1.+(-(0.000611408*x)))/(1.+(-(0.000654205*x)))))-0.054776530712842941", "value": "0.850182*((1.+(-(0.000611408*x)))/(1.+(-(0.000654205*x))))", @@ -93,8 +93,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "(0.850182*((1.+(-(0.000611408*x)))/(1.+(-(0.000654205*x)))))-0.071831665933132172", "value": "0.850182*((1.+(-(0.000611408*x)))/(1.+(-(0.000654205*x))))", @@ -110,8 +110,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "(0.850182*((1.+(-(0.000611408*x)))/(1.+(-(0.000654205*x)))))-0.10232068598270416", "value": "0.850182*((1.+(-(0.000611408*x)))/(1.+(-(0.000654205*x))))", @@ -127,8 +127,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "(0.850182*((1.+(-(0.000611408*x)))/(1.+(-(0.000654205*x)))))-0.094421043992042542", "value": "0.850182*((1.+(-(0.000611408*x)))/(1.+(-(0.000654205*x))))", @@ -144,8 +144,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "(0.850182*((1.+(-(0.000611408*x)))/(1.+(-(0.000654205*x)))))-0.088257208466529846", "value": "0.850182*((1.+(-(0.000611408*x)))/(1.+(-(0.000654205*x))))", diff --git a/data/ScaleFactors/BTagging_tight_cjets_ttbar_cmvav2_ichep2016.json b/data/ScaleFactors/BTagging_tight_cjets_ttbar_cmvav2_ichep2016.json index dce3251..ef07819 100644 --- a/data/ScaleFactors/BTagging_tight_cjets_ttbar_cmvav2_ichep2016.json +++ b/data/ScaleFactors/BTagging_tight_cjets_ttbar_cmvav2_ichep2016.json @@ -20,8 +20,8 @@ 2.4 ], "z": [ - 0.0, - 1.0 + -100, + 100 ] }, "variable": "y", @@ -41,8 +41,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "0.806363+((0.000389927*x)-0.07228492945432663)", "value": "0.806363+(0.000389927*x)", @@ -58,8 +58,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "0.806363+((0.000389927*x)-0.04267607256770134)", "value": "0.806363+(0.000389927*x)", @@ -75,8 +75,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "0.806363+((0.000389927*x)-0.03116382472217083)", "value": "0.806363+(0.000389927*x)", @@ -92,8 +92,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "0.806363+((0.000389927*x)-0.037932273000478745)", "value": "0.806363+(0.000389927*x)", @@ -109,8 +109,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "0.806363+((0.000389927*x)-0.049719888716936111)", "value": "0.806363+(0.000389927*x)", @@ -126,8 +126,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "0.806363+((0.000389927*x)-0.12506361305713665)", "value": "0.806363+(0.000389927*x)", diff --git a/data/ScaleFactors/BTagging_tight_lightjets_incl_CSVv2_ichep2016.json b/data/ScaleFactors/BTagging_tight_lightjets_incl_CSVv2_ichep2016.json index 6082720..b46b606 100644 --- a/data/ScaleFactors/BTagging_tight_lightjets_incl_CSVv2_ichep2016.json +++ b/data/ScaleFactors/BTagging_tight_lightjets_incl_CSVv2_ichep2016.json @@ -15,8 +15,8 @@ 2.4 ], "z": [ - 0.0, - 1.0 + -100, + 100 ] }, "variable": "y", @@ -36,8 +36,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "(0.688619+260.84/(x*x))*(1-(0.144982+0.000116685*x+-1.0021e-07*x*x))", "value": "0.688619+260.84/(x*x)", diff --git a/data/ScaleFactors/BTagging_tight_lightjets_incl_cmvav2_ichep2016.json b/data/ScaleFactors/BTagging_tight_lightjets_incl_cmvav2_ichep2016.json index 07a5ed7..ef58799 100644 --- a/data/ScaleFactors/BTagging_tight_lightjets_incl_cmvav2_ichep2016.json +++ b/data/ScaleFactors/BTagging_tight_lightjets_incl_cmvav2_ichep2016.json @@ -15,8 +15,8 @@ 2.4 ], "z": [ - 0.0, - 1.0 + -100, + 100 ] }, "variable": "y", @@ -36,8 +36,8 @@ "values": [ { "bin": [ - 0.0, - 1.0 + -100, + 100 ], "error_low": "(0.712074+293.026/(x*x))*(1-(0.145849+8.95114e-05*x+-9.63642e-08*x*x))", "value": "0.712074+293.026/(x*x)", diff --git a/scripts/extractBTaggingScaleFactors.py b/scripts/extractBTaggingScaleFactors.py index 77be2b0..e9596fa 100755 --- a/scripts/extractBTaggingScaleFactors.py +++ b/scripts/extractBTaggingScaleFactors.py @@ -81,7 +81,9 @@ def get_token(operating_point, measurement_type, jet_flavor): eta_bin = [float(row[4]), float(row[5])] pt_bin = [float(row[6]), float(row[7])] - discr_bin = [float(row[8]), float(row[9])] + # discr_bin = [float(row[8]), float(row[9])] + # Hardcode the range: it's not correct inside the CSV file + discr_bin = [-100, 100] formula = row[10].strip() def get_bin(bin, data, syst_type): From 6abae40be4363c3568883ab92e5d1ccd934ea9a5 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?S=C3=A9bastien=20Brochet?= Date: Tue, 24 Jan 2017 16:49:23 +0100 Subject: [PATCH 2/3] Ensure variables are in the validity range before evaluating the formula --- interface/BinnedValues.h | 4 ++++ interface/Histogram.h | 46 ++++++++++++++++++++++++++++++++++++++++ 2 files changed, 50 insertions(+) diff --git a/interface/BinnedValues.h b/interface/BinnedValues.h index ec9ebd1..e444509 100644 --- a/interface/BinnedValues.h +++ b/interface/BinnedValues.h @@ -229,6 +229,10 @@ class BinnedValues { std::vector> formulas = get>(*formula.get(), variables, outOfRange); std::vector values; + + // Ensure variables are not outside the validity range + variables = formula->clamp(variables); + for (auto& formula: formulas) { values.push_back(formula->Eval(variables[formula_variable_index])); } diff --git a/interface/Histogram.h b/interface/Histogram.h index 64c7cd1..e1f8f36 100644 --- a/interface/Histogram.h +++ b/interface/Histogram.h @@ -10,6 +10,7 @@ class Histogram { virtual std::size_t findBin(const std::vector<_Bin>& values) = 0; virtual std::size_t findClosestBin(const std::vector<_Bin>& values, bool* outOfRange = nullptr) = 0; virtual bool inRange(const std::vector<_Bin>& values) = 0; + virtual std::vector<_Bin> clamp(const std::vector<_Bin>& values) = 0; T getBinContent(std::size_t bin) { return m_values[bin - 1]; @@ -85,6 +86,19 @@ class Histogram { return ((value >= min) && (value < max)); } + static _Bin clamp(const std::vector<_Bin>& array, _Bin value) { + _Bin min = array.front(); + _Bin max = array.back(); + + if (value < min) + return min; + + if (value > max) + return max; + + return value; + } + std::size_t m_size; std::unique_ptr m_values; std::unique_ptr m_errors_low; @@ -130,6 +144,15 @@ class OneDimensionHistogram: public Histogram { return Histogram::inRange(m_bins, value); } + virtual std::vector<_Bin> clamp(const std::vector<_Bin>& values) override { + if (values.size() != 1) { + return values; + } + + _Bin value = values.front(); + return {Histogram::clamp(m_bins, value)}; + } + private: std::vector<_Bin> m_bins; }; @@ -203,6 +226,17 @@ class TwoDimensionsHistogram: public Histogram { return Histogram::inRange(m_bins_x, value_x) && Histogram::inRange(m_bins_y, value_y); } + virtual std::vector<_Bin> clamp(const std::vector<_Bin>& values) override { + if (values.size() != 2) { + return values; + } + + _Bin value_x = values.front(); + _Bin value_y = values[1]; + + return {Histogram::clamp(m_bins_x, value_x), Histogram::clamp(m_bins_y, value_y)}; + } + private: std::vector<_Bin> m_bins_x; std::vector<_Bin> m_bins_y; @@ -289,6 +323,18 @@ class ThreeDimensionsHistogram: public Histogram { return Histogram::inRange(m_bins_x, value_x) && Histogram::inRange(m_bins_y, value_y) && Histogram::inRange(m_bins_z, value_z); } + virtual std::vector<_Bin> clamp(const std::vector<_Bin>& values) override { + if (values.size() != 3) { + return values; + } + + _Bin value_x = values[0]; + _Bin value_y = values[1]; + _Bin value_z = values[2]; + + return {Histogram::clamp(m_bins_x, value_x), Histogram::clamp(m_bins_y, value_y), Histogram::clamp(m_bins_z, value_z)}; + } + private: std::vector<_Bin> m_bins_x; std::vector<_Bin> m_bins_y; From 8e95451048b569dbe23644817f0dddaae6315c32 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?S=C3=A9bastien=20Brochet?= Date: Tue, 24 Jan 2017 17:45:29 +0100 Subject: [PATCH 3/3] Update reference trees --- test/unit_tests_data_ref.root | Bin 63306 -> 63306 bytes test/unit_tests_mc_ref.root | Bin 86553 -> 84362 bytes test/unit_tests_mc_with_db_ref.root | Bin 87421 -> 84769 bytes 3 files changed, 0 insertions(+), 0 deletions(-) diff --git a/test/unit_tests_data_ref.root 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