diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_36PB/filter.py b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_36PB/filter.py index e82f1a9ab6..b6059d4b71 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_36PB/filter.py +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_36PB/filter.py @@ -4,7 +4,7 @@ """ import yaml -from filter_utils import get_data_values, get_kinematics +from filter_utils import get_data_values, get_kinematics, get_systematics from nnpdf_data.filter_utils.utils import prettify_float @@ -32,5 +32,69 @@ def filter_ATLAS_Z0_7TEV_36FB_data_kinematic(): yaml.dump(kinematics_yaml, file, sort_keys=False) +def filter_ATLAS_Z0_7TEV_36FB_systematics(): + """ + This function writes the systematics to a yaml file. + """ + + with open("metadata.yaml", "r") as file: + metadata = yaml.safe_load(file) + + systematics = get_systematics() + + # error definition + error_definitions = {} + errors = [] + counter_1 = 1 + counter_2 = 0 + for sys in systematics: + if sys[0]['name'] == 'stat': + error_definitions[sys[0]['name']] = { + "description": "Uncorrelated statistical uncertainties", + "treatment": "ADD", + "type": "UNCORR", + } + + elif sys[0]['name'] == 'uncor': + error_definitions[sys[0]['name']] = { + "description": f"Sys uncertainty idx: {counter_1}", + "treatment": "MULT", + "type": "UNCORR", + } + counter_1 += 1 + + elif sys[0]['name'] == 'atlaslumi10': + error_definitions[sys[0]['name']] = { + "description": f"Sys uncertainty idx: {counter_1}", + "treatment": "MULT", + "type": "ATLASLUMI10", + } + counter_1 += 1 + + else: + error_definitions[sys[0]['name']] = { + "description": f"Sys uncertainty idx: {counter_1}", + "treatment": "MULT", + "type": f"ATLASWZRAP36PB_{counter_2}", + } + counter_1 += 1 + counter_2 += 1 + + for i in range(metadata['implemented_observables'][0]['ndata']): + error_value = {} + + for sys in systematics: + error_value[sys[0]['name']] = float(sys[0]['values'][i]) + + errors.append(error_value) + + uncertainties_yaml = {"definitions": error_definitions, "bins": errors} + + # write uncertainties + with open(f"uncertainties.yaml", 'w') as file: + yaml.dump(uncertainties_yaml, file, sort_keys=False) + + if __name__ == "__main__": filter_ATLAS_Z0_7TEV_36FB_data_kinematic() + filter_ATLAS_Z0_7TEV_36FB_systematics() diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_36PB/filter_utils.py b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_36PB/filter_utils.py index 43a62f16bd..7b304f37db 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_36PB/filter_utils.py +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_36PB/filter_utils.py @@ -51,6 +51,40 @@ def get_kinematics(): return kin +def get_systematics_dataframe(): + """ + returns the absolute systematic uncertainties in the form of a pandas dataframe. + """ + sys_rawdata_path = "rawdata/ATLAS-36PB_Z.csv" + + abs_unc_df_arr = [] + + data_central = get_data_values() + + df = pd.read_csv(sys_rawdata_path) + + # convert (MULT) percentage unc to absolute unc + abs_unc_df = (df.T[2:] * data_central).T / 100 + abs_unc_df_arr.append(abs_unc_df) + + return abs_unc_df + + +def get_systematics(): + """ """ + abs_unc_df = get_systematics_dataframe() + + uncertainties = [] + + for i, unc_dp in enumerate(abs_unc_df.values.T): + name = f"{abs_unc_df.columns[i]}" + values = [unc_dp[j] for j in range(len(unc_dp))] + uncertainties.append([{"name": name, "values": values}]) + + return uncertainties + + if __name__ == "__main__": get_data_values() get_kinematics() + get_systematics() diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_36PB/rawdata/ATLAS-36PB_Z.csv b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_36PB/rawdata/ATLAS-36PB_Z.csv new file mode 100644 index 0000000000..f53f74c0b2 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_36PB/rawdata/ATLAS-36PB_Z.csv @@ -0,0 +1,9 @@ +y_min,y_max,stat,uncor,atlaslumi10,ATLASWZRAP36PB_0,ATLASWZRAP36PB_1,ATLASWZRAP36PB_2,ATLASWZRAP36PB_3,ATLASWZRAP36PB_4,ATLASWZRAP36PB_5,ATLASWZRAP36PB_6,ATLASWZRAP36PB_7,ATLASWZRAP36PB_8,ATLASWZRAP36PB_9,ATLASWZRAP36PB_10,ATLASWZRAP36PB_11,ATLASWZRAP36PB_12,ATLASWZRAP36PB_13,ATLASWZRAP36PB_14,ATLASWZRAP36PB_15,ATLASWZRAP36PB_16,ATLASWZRAP36PB_17,ATLASWZRAP36PB_18,ATLASWZRAP36PB_19,ATLASWZRAP36PB_20,ATLASWZRAP36PB_21,ATLASWZRAP36PB_22,ATLASWZRAP36PB_23,ATLASWZRAP36PB_24,ATLASWZRAP36PB_25,ATLASWZRAP36PB_26,ATLASWZRAP36PB_27,ATLASWZRAP36PB_28,ATLASWZRAP36PB_29 +0.0,0.4,1.46,0.59,0.35,0.29,0.09,0.04,0.19,0.07,-0.13,0.05,-0.07,-0.03,0.12,-0.1,0.06,-0.28,-0.02,0.07,-0.1,-0.53,0.07,-0.16,0.34,-0.15,-0.1,0.05,0.22,0.17,0.18,0.0,0.5,0.17,-0.12 +0.4,0.8,1.47,0.5,0.35,0.29,0.09,0.04,0.19,0.07,-0.1,0.04,-0.09,-0.02,0.13,-0.1,0.06,-0.29,0.01,0.06,-0.08,-0.55,0.02,-0.16,0.32,-0.17,-0.15,0.02,0.23,0.16,0.25,-0.01,0.47,0.18,-0.11 +0.8,1.2,1.5,0.47,0.35,0.29,0.09,0.04,0.19,0.05,-0.08,0.05,-0.07,-0.05,0.11,-0.1,0.06,-0.17,-0.03,0.01,-0.08,-0.43,0.03,-0.13,0.22,-0.15,0.0,0.0,0.23,0.12,0.28,-0.04,0.45,0.16,-0.14 +1.2,1.6,1.61,0.45,0.35,0.29,0.09,0.04,0.19,0.04,-0.05,0.04,-0.09,0.01,0.08,-0.05,0.15,-0.15,0.05,0.03,-0.03,-0.37,0.07,-0.06,0.3,-0.09,-0.25,-0.23,0.16,0.14,0.18,-0.04,0.52,0.13,-0.12 +1.6,2.0,1.84,0.63,0.35,0.29,0.09,0.04,0.19,0.01,-0.04,0.05,-0.08,0.05,0.03,0.01,0.33,0.15,-0.01,0.02,-0.09,-0.37,0.17,-0.07,0.41,0.04,-0.45,-0.49,0.0,0.08,0.24,-0.06,0.66,-0.06,-0.11 +2.0,2.4,2.57,1.37,0.35,0.29,0.09,0.04,0.19,0.0,-0.07,0.09,-0.19,0.18,-0.05,0.13,0.76,0.18,0.23,0.23,0.04,-0.58,0.17,-0.06,0.66,0.13,-1.15,-0.85,0.15,0.01,0.69,-0.2,0.62,-0.14,-0.2 +2.4,2.8,3.24,3.81,0.35,0.29,0.09,0.04,0.19,0.06,-0.06,0.58,-0.42,0.61,-0.4,0.63,2.26,0.11,1.16,1.18,0.23,-0.82,0.45,0.03,-0.03,0.04,-0.28,-0.09,0.49,0.26,0.03,-0.19,0.7,-1.68,-0.21 +2.8,3.6,4.21,4.37,0.35,0.29,0.09,0.04,0.18,0.18,-0.03,1.76,-1.16,1.28,-0.93,1.87,4.97,-0.39,3.19,2.7,1.64,-1.95,0.56,0.37,-0.83,-0.03,1.39,0.78,0.28,0.26,-1.13,-0.04,0.26,-0.46,-0.21 diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_36PB/uncertainties.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_36PB/uncertainties.yaml new file mode 100644 index 0000000000..1fbfb8e5b4 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_36PB/uncertainties.yaml @@ -0,0 +1,398 @@ +definitions: + stat: + description: Uncorrelated statistical uncertainties + treatment: ADD + type: UNCORR + uncor: + description: 'Sys uncertainty idx: 1' + treatment: MULT + type: UNCORR + atlaslumi10: + description: 'Sys uncertainty idx: 2' + treatment: MULT + type: ATLASLUMI10 + ATLASWZRAP36PB_0: + description: 'Sys uncertainty idx: 3' + treatment: MULT + type: ATLASWZRAP36PB_0 + ATLASWZRAP36PB_1: + description: 'Sys uncertainty idx: 4' + treatment: MULT + type: ATLASWZRAP36PB_1 + ATLASWZRAP36PB_2: + description: 'Sys uncertainty idx: 5' + treatment: MULT + type: ATLASWZRAP36PB_2 + ATLASWZRAP36PB_3: + description: 'Sys uncertainty idx: 6' + treatment: MULT + type: ATLASWZRAP36PB_3 + ATLASWZRAP36PB_4: + description: 'Sys uncertainty idx: 7' + treatment: MULT + type: ATLASWZRAP36PB_4 + ATLASWZRAP36PB_5: + description: 'Sys uncertainty idx: 8' + treatment: MULT + type: ATLASWZRAP36PB_5 + ATLASWZRAP36PB_6: + description: 'Sys uncertainty idx: 9' + treatment: MULT + type: ATLASWZRAP36PB_6 + ATLASWZRAP36PB_7: + description: 'Sys uncertainty idx: 10' + treatment: MULT + type: ATLASWZRAP36PB_7 + ATLASWZRAP36PB_8: + description: 'Sys uncertainty idx: 11' + treatment: MULT + type: ATLASWZRAP36PB_8 + ATLASWZRAP36PB_9: + description: 'Sys uncertainty idx: 12' + treatment: MULT + type: ATLASWZRAP36PB_9 + ATLASWZRAP36PB_10: + description: 'Sys uncertainty idx: 13' + treatment: MULT + type: ATLASWZRAP36PB_10 + ATLASWZRAP36PB_11: + description: 'Sys uncertainty idx: 14' + treatment: MULT + type: ATLASWZRAP36PB_11 + ATLASWZRAP36PB_12: + description: 'Sys uncertainty idx: 15' + treatment: MULT + type: ATLASWZRAP36PB_12 + ATLASWZRAP36PB_13: + description: 'Sys uncertainty idx: 16' + treatment: MULT + type: ATLASWZRAP36PB_13 + ATLASWZRAP36PB_14: + description: 'Sys uncertainty idx: 17' + treatment: MULT + type: ATLASWZRAP36PB_14 + ATLASWZRAP36PB_15: + description: 'Sys uncertainty idx: 18' + treatment: MULT + type: ATLASWZRAP36PB_15 + ATLASWZRAP36PB_16: + description: 'Sys uncertainty idx: 19' + treatment: MULT + type: ATLASWZRAP36PB_16 + ATLASWZRAP36PB_17: + description: 'Sys uncertainty idx: 20' + treatment: MULT + type: ATLASWZRAP36PB_17 + ATLASWZRAP36PB_18: + description: 'Sys uncertainty idx: 21' + treatment: MULT + type: ATLASWZRAP36PB_18 + ATLASWZRAP36PB_19: + description: 'Sys uncertainty idx: 22' + treatment: MULT + type: ATLASWZRAP36PB_19 + ATLASWZRAP36PB_20: + description: 'Sys uncertainty idx: 23' + treatment: MULT + type: ATLASWZRAP36PB_20 + ATLASWZRAP36PB_21: + description: 'Sys uncertainty idx: 24' + treatment: MULT + type: ATLASWZRAP36PB_21 + ATLASWZRAP36PB_22: + description: 'Sys uncertainty idx: 25' + treatment: MULT + type: ATLASWZRAP36PB_22 + ATLASWZRAP36PB_23: + description: 'Sys uncertainty idx: 26' + treatment: MULT + type: ATLASWZRAP36PB_23 + ATLASWZRAP36PB_24: + description: 'Sys uncertainty idx: 27' + treatment: MULT + type: ATLASWZRAP36PB_24 + ATLASWZRAP36PB_25: + description: 'Sys uncertainty idx: 28' + treatment: MULT + type: ATLASWZRAP36PB_25 + ATLASWZRAP36PB_26: + description: 'Sys uncertainty idx: 29' + treatment: MULT + type: ATLASWZRAP36PB_26 + ATLASWZRAP36PB_27: + description: 'Sys uncertainty idx: 30' + treatment: MULT + type: ATLASWZRAP36PB_27 + ATLASWZRAP36PB_28: + description: 'Sys uncertainty idx: 31' + treatment: MULT + type: ATLASWZRAP36PB_28 + ATLASWZRAP36PB_29: + description: 'Sys uncertainty idx: 32' + treatment: MULT + type: ATLASWZRAP36PB_29 +bins: +- stat: 1.92263530e+03 + uncor: 7.76955359e+02 + atlaslumi10: 4.60905722e+02 + ATLASWZRAP36PB_0: 3.81893312e+02 + ATLASWZRAP36PB_1: 1.18518614e+02 + ATLASWZRAP36PB_2: 5.26749396e+01 + ATLASWZRAP36PB_3: 2.50205963e+02 + ATLASWZRAP36PB_4: 9.21811443e+01 + ATLASWZRAP36PB_5: -1.71193554e+02 + ATLASWZRAP36PB_6: 6.58436745e+01 + ATLASWZRAP36PB_7: -9.21811443e+01 + ATLASWZRAP36PB_8: -3.95062047e+01 + ATLASWZRAP36PB_9: 1.58024819e+02 + ATLASWZRAP36PB_10: -1.31687349e+02 + ATLASWZRAP36PB_11: 7.90124094e+01 + ATLASWZRAP36PB_12: -3.68724577e+02 + ATLASWZRAP36PB_13: -2.63374698e+01 + ATLASWZRAP36PB_14: 9.21811443e+01 + ATLASWZRAP36PB_15: -1.31687349e+02 + ATLASWZRAP36PB_16: -6.97942950e+02 + ATLASWZRAP36PB_17: 9.21811443e+01 + ATLASWZRAP36PB_18: -2.10699758e+02 + ATLASWZRAP36PB_19: 4.47736987e+02 + ATLASWZRAP36PB_20: -1.97531024e+02 + ATLASWZRAP36PB_21: -1.31687349e+02 + ATLASWZRAP36PB_22: 6.58436745e+01 + ATLASWZRAP36PB_23: 2.89712168e+02 + ATLASWZRAP36PB_24: 2.23868493e+02 + ATLASWZRAP36PB_25: 2.37037228e+02 + ATLASWZRAP36PB_26: 0.0 + ATLASWZRAP36PB_27: 6.58436745e+02 + ATLASWZRAP36PB_28: 2.23868493e+02 + ATLASWZRAP36PB_29: -1.58024819e+02 +- stat: 1.93834976e+03 + uncor: 6.59302640e+02 + atlaslumi10: 4.61511848e+02 + ATLASWZRAP36PB_0: 3.82395531e+02 + ATLASWZRAP36PB_1: 1.18674475e+02 + ATLASWZRAP36PB_2: 5.27442112e+01 + ATLASWZRAP36PB_3: 2.50535003e+02 + ATLASWZRAP36PB_4: 9.23023696e+01 + ATLASWZRAP36PB_5: -1.31860528e+02 + ATLASWZRAP36PB_6: 5.27442112e+01 + ATLASWZRAP36PB_7: -1.18674475e+02 + ATLASWZRAP36PB_8: -2.63721056e+01 + ATLASWZRAP36PB_9: 1.71418686e+02 + ATLASWZRAP36PB_10: -1.31860528e+02 + ATLASWZRAP36PB_11: 7.91163168e+01 + ATLASWZRAP36PB_12: -3.82395531e+02 + ATLASWZRAP36PB_13: 1.31860528e+01 + ATLASWZRAP36PB_14: 7.91163168e+01 + ATLASWZRAP36PB_15: -1.05488422e+02 + ATLASWZRAP36PB_16: -7.25232904e+02 + ATLASWZRAP36PB_17: 2.63721056e+01 + ATLASWZRAP36PB_18: -2.10976845e+02 + ATLASWZRAP36PB_19: 4.21953690e+02 + ATLASWZRAP36PB_20: -2.24162898e+02 + ATLASWZRAP36PB_21: -1.97790792e+02 + ATLASWZRAP36PB_22: 2.63721056e+01 + ATLASWZRAP36PB_23: 3.03279214e+02 + ATLASWZRAP36PB_24: 2.10976845e+02 + ATLASWZRAP36PB_25: 3.29651320e+02 + ATLASWZRAP36PB_26: -1.31860528e+01 + ATLASWZRAP36PB_27: 6.19744482e+02 + ATLASWZRAP36PB_28: 2.37348950e+02 + ATLASWZRAP36PB_29: -1.45046581e+02 +- stat: 1.92243971e+03 + uncor: 6.02364441e+02 + atlaslumi10: 4.48569264e+02 + ATLASWZRAP36PB_0: 3.71671676e+02 + ATLASWZRAP36PB_1: 1.15346382e+02 + ATLASWZRAP36PB_2: 5.12650588e+01 + ATLASWZRAP36PB_3: 2.43509029e+02 + ATLASWZRAP36PB_4: 6.40813235e+01 + ATLASWZRAP36PB_5: -1.02530118e+02 + ATLASWZRAP36PB_6: 6.40813235e+01 + ATLASWZRAP36PB_7: -8.97138529e+01 + ATLASWZRAP36PB_8: -6.40813235e+01 + ATLASWZRAP36PB_9: 1.40978912e+02 + ATLASWZRAP36PB_10: -1.28162647e+02 + ATLASWZRAP36PB_11: 7.68975882e+01 + ATLASWZRAP36PB_12: -2.17876500e+02 + ATLASWZRAP36PB_13: -3.84487941e+01 + ATLASWZRAP36PB_14: 1.28162647e+01 + ATLASWZRAP36PB_15: -1.02530118e+02 + ATLASWZRAP36PB_16: -5.51099382e+02 + ATLASWZRAP36PB_17: 3.84487941e+01 + ATLASWZRAP36PB_18: -1.66611441e+02 + ATLASWZRAP36PB_19: 2.81957823e+02 + ATLASWZRAP36PB_20: -1.92243970e+02 + ATLASWZRAP36PB_21: 0.0 + ATLASWZRAP36PB_22: 0.0 + ATLASWZRAP36PB_23: 2.94774088e+02 + ATLASWZRAP36PB_24: 1.53795176e+02 + ATLASWZRAP36PB_25: 3.58855412e+02 + ATLASWZRAP36PB_26: -5.12650588e+01 + ATLASWZRAP36PB_27: 5.76731912e+02 + ATLASWZRAP36PB_28: 2.05060235e+02 + ATLASWZRAP36PB_29: -1.79427706e+02 +- stat: 1.93909851e+03 + uncor: 5.41984054e+02 + atlaslumi10: 4.21543153e+02 + ATLASWZRAP36PB_0: 3.49278613e+02 + ATLASWZRAP36PB_1: 1.08396811e+02 + ATLASWZRAP36PB_2: 4.81763604e+01 + ATLASWZRAP36PB_3: 2.28837712e+02 + ATLASWZRAP36PB_4: 4.81763604e+01 + ATLASWZRAP36PB_5: -6.02204505e+01 + ATLASWZRAP36PB_6: 4.81763604e+01 + ATLASWZRAP36PB_7: -1.08396811e+02 + ATLASWZRAP36PB_8: 1.20440901e+01 + ATLASWZRAP36PB_9: 9.63527208e+01 + ATLASWZRAP36PB_10: -6.02204505e+01 + ATLASWZRAP36PB_11: 1.80661351e+02 + ATLASWZRAP36PB_12: -1.80661351e+02 + ATLASWZRAP36PB_13: 6.02204505e+01 + ATLASWZRAP36PB_14: 3.61322703e+01 + ATLASWZRAP36PB_15: -3.61322703e+01 + ATLASWZRAP36PB_16: -4.45631334e+02 + ATLASWZRAP36PB_17: 8.43086307e+01 + ATLASWZRAP36PB_18: -7.22645406e+01 + ATLASWZRAP36PB_19: 3.61322703e+02 + ATLASWZRAP36PB_20: -1.08396811e+02 + ATLASWZRAP36PB_21: -3.01102253e+02 + ATLASWZRAP36PB_22: -2.77014072e+02 + ATLASWZRAP36PB_23: 1.92705442e+02 + ATLASWZRAP36PB_24: 1.68617261e+02 + ATLASWZRAP36PB_25: 2.16793622e+02 + ATLASWZRAP36PB_26: -4.81763604e+01 + ATLASWZRAP36PB_27: 6.26292685e+02 + ATLASWZRAP36PB_28: 1.56573171e+02 + ATLASWZRAP36PB_29: -1.44529081e+02 +- stat: 2.12501635e+03 + uncor: 7.27587120e+02 + atlaslumi10: 4.04215066e+02 + ATLASWZRAP36PB_0: 3.34921055e+02 + ATLASWZRAP36PB_1: 1.03941017e+02 + ATLASWZRAP36PB_2: 4.61960076e+01 + ATLASWZRAP36PB_3: 2.19431036e+02 + ATLASWZRAP36PB_4: 1.15490019e+01 + ATLASWZRAP36PB_5: -4.61960076e+01 + ATLASWZRAP36PB_6: 5.77450095e+01 + ATLASWZRAP36PB_7: -9.23920152e+01 + ATLASWZRAP36PB_8: 5.77450095e+01 + ATLASWZRAP36PB_9: 3.46470057e+01 + ATLASWZRAP36PB_10: 1.15490019e+01 + ATLASWZRAP36PB_11: 3.81117063e+02 + ATLASWZRAP36PB_12: 1.73235028e+02 + ATLASWZRAP36PB_13: -1.15490019e+01 + ATLASWZRAP36PB_14: 2.30980038e+01 + ATLASWZRAP36PB_15: -1.03941017e+02 + ATLASWZRAP36PB_16: -4.27313070e+02 + ATLASWZRAP36PB_17: 1.96333032e+02 + ATLASWZRAP36PB_18: -8.08430133e+01 + ATLASWZRAP36PB_19: 4.73509078e+02 + ATLASWZRAP36PB_20: 4.61960076e+01 + ATLASWZRAP36PB_21: -5.19705085e+02 + ATLASWZRAP36PB_22: -5.65901093e+02 + ATLASWZRAP36PB_23: 0.0 + ATLASWZRAP36PB_24: 9.23920152e+01 + ATLASWZRAP36PB_25: 2.77176046e+02 + ATLASWZRAP36PB_26: -6.92940114e+01 + ATLASWZRAP36PB_27: 7.62234125e+02 + ATLASWZRAP36PB_28: -6.92940114e+01 + ATLASWZRAP36PB_29: -1.27039021e+02 +- stat: 2.75576890e+03 + uncor: 1.46902856e+03 + atlaslumi10: 3.75299267e+02 + ATLASWZRAP36PB_0: 3.10962250e+02 + ATLASWZRAP36PB_1: 9.65055258e+01 + ATLASWZRAP36PB_2: 4.28913448e+01 + ATLASWZRAP36PB_3: 2.03733888e+02 + ATLASWZRAP36PB_4: 0.0 + ATLASWZRAP36PB_5: -7.50598534e+01 + ATLASWZRAP36PB_6: 9.65055258e+01 + ATLASWZRAP36PB_7: -2.03733888e+02 + ATLASWZRAP36PB_8: 1.93011052e+02 + ATLASWZRAP36PB_9: -5.36141810e+01 + ATLASWZRAP36PB_10: 1.39396871e+02 + ATLASWZRAP36PB_11: 8.14935551e+02 + ATLASWZRAP36PB_12: 1.93011052e+02 + ATLASWZRAP36PB_13: 2.46625233e+02 + ATLASWZRAP36PB_14: 2.46625233e+02 + ATLASWZRAP36PB_15: 4.28913448e+01 + ATLASWZRAP36PB_16: -6.21924500e+02 + ATLASWZRAP36PB_17: 1.82288215e+02 + ATLASWZRAP36PB_18: -6.43370172e+01 + ATLASWZRAP36PB_19: 7.07707189e+02 + ATLASWZRAP36PB_20: 1.39396871e+02 + ATLASWZRAP36PB_21: -1.23312616e+03 + ATLASWZRAP36PB_22: -9.11441077e+02 + ATLASWZRAP36PB_23: 1.60842543e+02 + ATLASWZRAP36PB_24: 1.07228362e+01 + ATLASWZRAP36PB_25: 7.39875698e+02 + ATLASWZRAP36PB_26: -2.14456724e+02 + ATLASWZRAP36PB_27: 6.64815844e+02 + ATLASWZRAP36PB_28: -1.50119707e+02 + ATLASWZRAP36PB_29: -2.14456724e+02 +- stat: 3.04248202e+03 + uncor: 3.57773348e+03 + atlaslumi10: 3.28663181e+02 + ATLASWZRAP36PB_0: 2.72320921e+02 + ATLASWZRAP36PB_1: 8.45133894e+01 + ATLASWZRAP36PB_2: 3.75615064e+01 + ATLASWZRAP36PB_3: 1.78417155e+02 + ATLASWZRAP36PB_4: 5.63422596e+01 + ATLASWZRAP36PB_5: -5.63422596e+01 + ATLASWZRAP36PB_6: 5.44641843e+02 + ATLASWZRAP36PB_7: -3.94395817e+02 + ATLASWZRAP36PB_8: 5.72812973e+02 + ATLASWZRAP36PB_9: -3.75615064e+02 + ATLASWZRAP36PB_10: 5.91593726e+02 + ATLASWZRAP36PB_11: 2.12222511e+03 + ATLASWZRAP36PB_12: 1.03294143e+02 + ATLASWZRAP36PB_13: 1.08928369e+03 + ATLASWZRAP36PB_14: 1.10806444e+03 + ATLASWZRAP36PB_15: 2.15978662e+02 + ATLASWZRAP36PB_16: -7.70010881e+02 + ATLASWZRAP36PB_17: 4.22566947e+02 + ATLASWZRAP36PB_18: 2.81711298e+01 + ATLASWZRAP36PB_19: -2.81711298e+01 + ATLASWZRAP36PB_20: 3.75615064e+01 + ATLASWZRAP36PB_21: -2.62930545e+02 + ATLASWZRAP36PB_22: -8.45133894e+01 + ATLASWZRAP36PB_23: 4.60128453e+02 + ATLASWZRAP36PB_24: 2.44149792e+02 + ATLASWZRAP36PB_25: 2.81711298e+01 + ATLASWZRAP36PB_26: -1.78417155e+02 + ATLASWZRAP36PB_27: 6.57326362e+02 + ATLASWZRAP36PB_28: -1.57758327e+03 + ATLASWZRAP36PB_29: -1.97197909e+02 +- stat: 2.28932247e+03 + uncor: 2.37632760e+03 + atlaslumi10: 1.90323721e+02 + ATLASWZRAP36PB_0: 1.57696797e+02 + ATLASWZRAP36PB_1: 4.89403854e+01 + ATLASWZRAP36PB_2: 2.17512824e+01 + ATLASWZRAP36PB_3: 9.78807708e+01 + ATLASWZRAP36PB_4: 9.78807708e+01 + ATLASWZRAP36PB_5: -1.63134618e+01 + ATLASWZRAP36PB_6: 9.57056426e+02 + ATLASWZRAP36PB_7: -6.30787190e+02 + ATLASWZRAP36PB_8: 6.96041037e+02 + ATLASWZRAP36PB_9: -5.05717316e+02 + ATLASWZRAP36PB_10: 1.01687245e+03 + ATLASWZRAP36PB_11: 2.70259684e+03 + ATLASWZRAP36PB_12: -2.12075003e+02 + ATLASWZRAP36PB_13: 1.73466477e+03 + ATLASWZRAP36PB_14: 1.46821156e+03 + ATLASWZRAP36PB_15: 8.91802578e+02 + ATLASWZRAP36PB_16: -1.06037502e+03 + ATLASWZRAP36PB_17: 3.04517954e+02 + ATLASWZRAP36PB_18: 2.01199362e+02 + ATLASWZRAP36PB_19: -4.51339110e+02 + ATLASWZRAP36PB_20: -1.63134618e+01 + ATLASWZRAP36PB_21: 7.55857063e+02 + ATLASWZRAP36PB_22: 4.24150007e+02 + ATLASWZRAP36PB_23: 1.52258977e+02 + ATLASWZRAP36PB_24: 1.41383336e+02 + ATLASWZRAP36PB_25: -6.14473728e+02 + ATLASWZRAP36PB_26: -2.17512824e+01 + ATLASWZRAP36PB_27: 1.41383336e+02 + ATLASWZRAP36PB_28: -2.50139748e+02 + ATLASWZRAP36PB_29: -1.14194233e+02