From ced0c602f8ad5deeb83dd4c3ef5618e212d80b72 Mon Sep 17 00:00:00 2001 From: ecole41 Date: Wed, 18 Dec 2024 10:45:34 +0000 Subject: [PATCH] Made uncertainties.yaml --- .../commondata/ATLAS_WPWM_7TEV_36PB/filter.py | 66 +- .../ATLAS_WPWM_7TEV_36PB/filter_utils.py | 34 + .../rawdata/ATLAS-36PB_WPWM.csv | 46 +- .../ATLAS_WPWM_7TEV_36PB/uncertainties.yaml | 860 ++++++++++++++++++ 4 files changed, 982 insertions(+), 24 deletions(-) create mode 100644 nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_36PB/uncertainties.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_36PB/filter.py b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_36PB/filter.py index b64f06a0d2..8c4ceeb62f 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_36PB/filter.py +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_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_WPWM_7TEV_36FB_data_kinematic(): yaml.dump(kinematics_yaml, file, sort_keys=False) +def filter_ATLAS_WPWM_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_WPWM_7TEV_36FB_data_kinematic() + filter_ATLAS_WPWM_7TEV_36FB_systematics() diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_36PB/filter_utils.py b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_36PB/filter_utils.py index ab2ad1affc..5a65056935 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_36PB/filter_utils.py +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_36PB/filter_utils.py @@ -57,6 +57,40 @@ 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_WPWM.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_WPWM_7TEV_36PB/rawdata/ATLAS-36PB_WPWM.csv b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_36PB/rawdata/ATLAS-36PB_WPWM.csv index 321d399c92..fd340a14cd 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_36PB/rawdata/ATLAS-36PB_WPWM.csv +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_36PB/rawdata/ATLAS-36PB_WPWM.csv @@ -1,23 +1,23 @@ 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b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_36PB/uncertainties.yaml new file mode 100644 index 0000000000..c4d5b192d4 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_36PB/uncertainties.yaml @@ -0,0 +1,860 @@ +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: 6.13257400e+03 + uncor: 7.11378584e+03 + atlaslumi10: 2.14640090e+03 + ATLASWZRAP36PB_0: 1.41049202e+03 + ATLASWZRAP36PB_1: -1.10386332e+03 + ATLASWZRAP36PB_2: 5.51931660e+02 + ATLASWZRAP36PB_3: 1.22651480e+03 + ATLASWZRAP36PB_4: 1.83977220e+02 + ATLASWZRAP36PB_5: -6.13257400e+01 + ATLASWZRAP36PB_6: 1.83977220e+02 + ATLASWZRAP36PB_7: 1.83977220e+02 + ATLASWZRAP36PB_8: 4.90605920e+02 + ATLASWZRAP36PB_9: 613.2574 + ATLASWZRAP36PB_10: 7.97234620e+02 + ATLASWZRAP36PB_11: 4.90605920e+02 + ATLASWZRAP36PB_12: -2.63700682e+03 + ATLASWZRAP36PB_13: 1.83977220e+02 + ATLASWZRAP36PB_14: -1.04253758e+03 + ATLASWZRAP36PB_15: -1.34916628e+03 + ATLASWZRAP36PB_16: -3.61821866e+03 + ATLASWZRAP36PB_17: 2.26905238e+03 + ATLASWZRAP36PB_18: 1.28784054e+03 + ATLASWZRAP36PB_19: 1.83977220e+03 + ATLASWZRAP36PB_20: -1.10386332e+03 + ATLASWZRAP36PB_21: -3.06628700e+02 + ATLASWZRAP36PB_22: 5.51931660e+02 + ATLASWZRAP36PB_23: -4.90605920e+02 + ATLASWZRAP36PB_24: -1.47181776e+03 + ATLASWZRAP36PB_25: 4.53810476e+03 + ATLASWZRAP36PB_26: 5.51931660e+02 + ATLASWZRAP36PB_27: 7.35908880e+02 + ATLASWZRAP36PB_28: 4.29280180e+02 + ATLASWZRAP36PB_29: -1.10386332e+03 +- stat: 5.70964134e+03 + uncor: 6.07800530e+03 + atlaslumi10: 2.14878975e+03 + ATLASWZRAP36PB_0: 1.41206184e+03 + ATLASWZRAP36PB_1: -1.10509187e+03 + ATLASWZRAP36PB_2: 5.52545936e+02 + ATLASWZRAP36PB_3: 1.22787986e+03 + ATLASWZRAP36PB_4: 1.84181979e+02 + ATLASWZRAP36PB_5: -6.13939929e+01 + ATLASWZRAP36PB_6: 1.84181979e+02 + ATLASWZRAP36PB_7: 1.84181979e+02 + ATLASWZRAP36PB_8: 4.91151943e+02 + ATLASWZRAP36PB_9: 6.75333922e+02 + ATLASWZRAP36PB_10: 7.36727915e+02 + ATLASWZRAP36PB_11: 4.91151943e+02 + ATLASWZRAP36PB_12: -2.39436572e+03 + ATLASWZRAP36PB_13: 6.13939929e+01 + ATLASWZRAP36PB_14: -9.20909894e+02 + ATLASWZRAP36PB_15: -1.16648587e+03 + ATLASWZRAP36PB_16: -3.68363957e+03 + ATLASWZRAP36PB_17: 2.08739576e+03 + ATLASWZRAP36PB_18: 1.90321378e+03 + ATLASWZRAP36PB_19: 1.22787986e+03 + ATLASWZRAP36PB_20: -1.16648587e+03 + ATLASWZRAP36PB_21: -4.91151943e+02 + ATLASWZRAP36PB_22: 4.91151943e+02 + ATLASWZRAP36PB_23: -8.59515901e+02 + ATLASWZRAP36PB_24: -7.98121908e+02 + ATLASWZRAP36PB_25: 2.76272968e+03 + ATLASWZRAP36PB_26: 9.82303886e+02 + ATLASWZRAP36PB_27: 1.28927385e+03 + ATLASWZRAP36PB_28: 3.68363957e+02 + ATLASWZRAP36PB_29: -6.13939929e+02 +- stat: 5.62254656e+03 + uncor: 6.12794401e+03 + atlaslumi10: 2.21111382e+03 + ATLASWZRAP36PB_0: 1.45301765e+03 + ATLASWZRAP36PB_1: -1.13714425e+03 + ATLASWZRAP36PB_2: 5.68572124e+02 + ATLASWZRAP36PB_3: 1.26349361e+03 + ATLASWZRAP36PB_4: 1.89524041e+02 + ATLASWZRAP36PB_5: -6.31746805e+01 + ATLASWZRAP36PB_6: 1.26349361e+02 + ATLASWZRAP36PB_7: 2.52698722e+02 + ATLASWZRAP36PB_8: 3.79048083e+02 + ATLASWZRAP36PB_9: 8.84445527e+02 + ATLASWZRAP36PB_10: 8.21270846e+02 + ATLASWZRAP36PB_11: 4.42222763e+02 + ATLASWZRAP36PB_12: -2.52698722e+03 + ATLASWZRAP36PB_13: 2.52698722e+02 + ATLASWZRAP36PB_14: -1.01079489e+03 + ATLASWZRAP36PB_15: -1.07396957e+03 + ATLASWZRAP36PB_16: -3.47460743e+03 + ATLASWZRAP36PB_17: 2.96920998e+03 + ATLASWZRAP36PB_18: 2.77968594e+03 + ATLASWZRAP36PB_19: 1.07396957e+03 + ATLASWZRAP36PB_20: -1.76889105e+03 + ATLASWZRAP36PB_21: -7.58096166e+02 + ATLASWZRAP36PB_22: 3.79048083e+02 + ATLASWZRAP36PB_23: -3.15873402e+02 + ATLASWZRAP36PB_24: 3.79048083e+02 + ATLASWZRAP36PB_25: 3.15873402e+02 + ATLASWZRAP36PB_26: 1.45301765e+03 + ATLASWZRAP36PB_27: 1.57936701e+03 + ATLASWZRAP36PB_28: 1.89524041e+02 + ATLASWZRAP36PB_29: -4.42222763e+02 +- stat: 5.94875468e+03 + uncor: 7.01326867e+03 + atlaslumi10: 2.19164646e+03 + ATLASWZRAP36PB_0: 1.44022482e+03 + ATLASWZRAP36PB_1: -1.12713247e+03 + ATLASWZRAP36PB_2: 5.63566233e+02 + ATLASWZRAP36PB_3: 1.25236941e+03 + ATLASWZRAP36PB_4: 2.50473881e+02 + ATLASWZRAP36PB_5: -6.26184703e+01 + ATLASWZRAP36PB_6: 2.50473881e+02 + ATLASWZRAP36PB_7: 1.25236941e+02 + ATLASWZRAP36PB_8: 5.63566233e+02 + ATLASWZRAP36PB_9: 7.51421644e+02 + ATLASWZRAP36PB_10: 7.51421644e+02 + ATLASWZRAP36PB_11: 4.38329292e+02 + ATLASWZRAP36PB_12: -2.94306810e+03 + ATLASWZRAP36PB_13: 6.26184703e+01 + ATLASWZRAP36PB_14: -1.00189552e+03 + ATLASWZRAP36PB_15: -1.44022482e+03 + ATLASWZRAP36PB_16: -3.94496363e+03 + ATLASWZRAP36PB_17: 2.94306810e+03 + ATLASWZRAP36PB_18: 2.19164646e+03 + ATLASWZRAP36PB_19: 1.44022482e+03 + ATLASWZRAP36PB_20: -6.26184703e+02 + ATLASWZRAP36PB_21: -6.26184703e+01 + ATLASWZRAP36PB_22: 3.13092352e+02 + ATLASWZRAP36PB_23: -8.14040114e+02 + ATLASWZRAP36PB_24: -5.63566233e+02 + ATLASWZRAP36PB_25: 1.12713247e+03 + ATLASWZRAP36PB_26: 8.76658584e+02 + ATLASWZRAP36PB_27: 1.62808023e+03 + ATLASWZRAP36PB_28: 1.87855411e+02 + ATLASWZRAP36PB_29: -5.63566233e+02 +- stat: 6.13472346e+03 + uncor: 6.98314266e+03 + atlaslumi10: 2.28420554e+03 + ATLASWZRAP36PB_0: 1.50104936e+03 + ATLASWZRAP36PB_1: -1.17473428e+03 + ATLASWZRAP36PB_2: 5.87367139e+02 + ATLASWZRAP36PB_3: 1.30526031e+03 + ATLASWZRAP36PB_4: 2.61052062e+02 + ATLASWZRAP36PB_5: 0.0 + ATLASWZRAP36PB_6: 2.61052062e+02 + ATLASWZRAP36PB_7: 2.61052062e+02 + ATLASWZRAP36PB_8: 4.56841108e+02 + ATLASWZRAP36PB_9: 7.17893170e+02 + ATLASWZRAP36PB_10: 1.23999729e+03 + ATLASWZRAP36PB_11: 6.52630155e+02 + ATLASWZRAP36PB_12: -3.13262474e+03 + ATLASWZRAP36PB_13: 3.26315077e+02 + ATLASWZRAP36PB_14: -1.43578634e+03 + ATLASWZRAP36PB_15: -1.50104936e+03 + ATLASWZRAP36PB_16: -3.00209871e+03 + ATLASWZRAP36PB_17: 4.17683299e+03 + ATLASWZRAP36PB_18: 1.82736443e+03 + ATLASWZRAP36PB_19: 1.82736443e+03 + ATLASWZRAP36PB_20: -2.02315348e+03 + ATLASWZRAP36PB_21: -5.22104124e+02 + ATLASWZRAP36PB_22: 6.52630155e+01 + ATLASWZRAP36PB_23: 1.69683840e+03 + ATLASWZRAP36PB_24: -1.95789046e+02 + ATLASWZRAP36PB_25: 2.61052062e+02 + ATLASWZRAP36PB_26: 8.48419201e+02 + ATLASWZRAP36PB_27: 1.17473428e+03 + ATLASWZRAP36PB_28: 3.26315077e+02 + ATLASWZRAP36PB_29: -1.23999729e+03 +- stat: 4.74705235e+03 + uncor: 5.47229646e+03 + atlaslumi10: 2.30759489e+03 + ATLASWZRAP36PB_0: 1.51641950e+03 + ATLASWZRAP36PB_1: -1.18676309e+03 + ATLASWZRAP36PB_2: 5.93381544e+02 + ATLASWZRAP36PB_3: 1.31862565e+03 + ATLASWZRAP36PB_4: 2.63725131e+02 + ATLASWZRAP36PB_5: -6.59312827e+01 + ATLASWZRAP36PB_6: 1.31862565e+02 + ATLASWZRAP36PB_7: 0.0 + ATLASWZRAP36PB_8: 7.25244110e+02 + ATLASWZRAP36PB_9: 9.88969240e+02 + ATLASWZRAP36PB_10: 7.25244110e+02 + ATLASWZRAP36PB_11: 6.59312827e+02 + ATLASWZRAP36PB_12: -3.03283900e+03 + ATLASWZRAP36PB_13: 5.27450262e+02 + ATLASWZRAP36PB_14: -1.51641950e+03 + ATLASWZRAP36PB_15: -1.45048822e+03 + ATLASWZRAP36PB_16: -4.35146466e+03 + ATLASWZRAP36PB_17: 2.37352618e+03 + ATLASWZRAP36PB_18: 1.91200720e+03 + ATLASWZRAP36PB_19: 1.91200720e+03 + ATLASWZRAP36PB_20: -1.12083181e+03 + ATLASWZRAP36PB_21: 0.0 + ATLASWZRAP36PB_22: -3.29656413e+02 + ATLASWZRAP36PB_23: -2.63725131e+02 + ATLASWZRAP36PB_24: 1.31862565e+02 + ATLASWZRAP36PB_25: 1.45048822e+03 + ATLASWZRAP36PB_26: 1.18676309e+03 + ATLASWZRAP36PB_27: 1.38455694e+03 + ATLASWZRAP36PB_28: 3.29656413e+02 + ATLASWZRAP36PB_29: -5.93381544e+02 +- stat: 8.80272728e+03 + uncor: 8.35295289e+03 + atlaslumi10: 2.24887193e+03 + ATLASWZRAP36PB_0: 1.47783013e+03 + ATLASWZRAP36PB_1: -1.15656271e+03 + ATLASWZRAP36PB_2: 5.78281354e+02 + ATLASWZRAP36PB_3: 1.28506968e+03 + ATLASWZRAP36PB_4: 3.85520903e+02 + ATLASWZRAP36PB_5: -1.28506968e+02 + ATLASWZRAP36PB_6: 1.28506968e+02 + ATLASWZRAP36PB_7: -1.92760451e+02 + ATLASWZRAP36PB_8: 1.09230922e+03 + ATLASWZRAP36PB_9: 1.15656271e+03 + ATLASWZRAP36PB_10: 7.71041806e+02 + ATLASWZRAP36PB_11: 4.49774387e+02 + ATLASWZRAP36PB_12: -3.91946251e+03 + ATLASWZRAP36PB_13: 5.14027870e+02 + ATLASWZRAP36PB_14: -1.15656271e+03 + ATLASWZRAP36PB_15: -1.67059058e+03 + ATLASWZRAP36PB_16: -6.42534838e+03 + ATLASWZRAP36PB_17: 2.57013935e+03 + ATLASWZRAP36PB_18: 6.42534838e+02 + ATLASWZRAP36PB_19: 3.08416722e+03 + ATLASWZRAP36PB_20: -1.92760451e+03 + ATLASWZRAP36PB_21: 1.92760451e+02 + ATLASWZRAP36PB_22: -1.22081619e+03 + ATLASWZRAP36PB_23: -4.49774387e+02 + ATLASWZRAP36PB_24: 1.28506968e+02 + ATLASWZRAP36PB_25: 3.14842071e+03 + ATLASWZRAP36PB_26: 2.63439284e+03 + ATLASWZRAP36PB_27: 2.95566025e+03 + ATLASWZRAP36PB_28: 9.63802257e+02 + ATLASWZRAP36PB_29: 2.31312542e+03 +- stat: 5.38385802e+03 + uncor: 4.99929674e+03 + atlaslumi10: 2.24327418e+03 + ATLASWZRAP36PB_0: 1.47415160e+03 + ATLASWZRAP36PB_1: -1.15368386e+03 + ATLASWZRAP36PB_2: 5.76841931e+02 + ATLASWZRAP36PB_3: 1.28187096e+03 + ATLASWZRAP36PB_4: 2.56374192e+02 + ATLASWZRAP36PB_5: -6.40935479e+01 + ATLASWZRAP36PB_6: 1.28187096e+02 + ATLASWZRAP36PB_7: 0.0 + ATLASWZRAP36PB_8: 7.05029027e+02 + ATLASWZRAP36PB_9: 7.05029027e+02 + ATLASWZRAP36PB_10: 7.69122575e+02 + ATLASWZRAP36PB_11: 7.05029027e+02 + ATLASWZRAP36PB_12: -3.14058385e+03 + ATLASWZRAP36PB_13: 3.84561287e+02 + ATLASWZRAP36PB_14: -1.66643225e+03 + ATLASWZRAP36PB_15: -1.34596451e+03 + ATLASWZRAP36PB_16: -4.10198707e+03 + ATLASWZRAP36PB_17: 2.37146127e+03 + ATLASWZRAP36PB_18: 1.08959031e+03 + ATLASWZRAP36PB_19: 1.73052579e+03 + ATLASWZRAP36PB_20: -7.05029027e+02 + ATLASWZRAP36PB_21: 6.40935479e+01 + ATLASWZRAP36PB_22: -7.05029027e+02 + ATLASWZRAP36PB_23: 8.97309671e+02 + ATLASWZRAP36PB_24: 1.92280644e+02 + ATLASWZRAP36PB_25: 8.33216123e+02 + ATLASWZRAP36PB_26: 1.15368386e+03 + ATLASWZRAP36PB_27: 1.15368386e+03 + ATLASWZRAP36PB_28: 3.20467739e+02 + ATLASWZRAP36PB_29: -1.92280644e+02 +- stat: 5.81665476e+03 + uncor: 5.81665476e+03 + atlaslumi10: 2.31344223e+03 + ATLASWZRAP36PB_0: 1.52026204e+03 + ATLASWZRAP36PB_1: -1.18977029e+03 + ATLASWZRAP36PB_2: 5.94885146e+02 + ATLASWZRAP36PB_3: 1.32196699e+03 + ATLASWZRAP36PB_4: 3.30491747e+02 + ATLASWZRAP36PB_5: -6.60983495e+01 + ATLASWZRAP36PB_6: 1.32196699e+02 + ATLASWZRAP36PB_7: 0.0 + ATLASWZRAP36PB_8: 7.93180194e+02 + ATLASWZRAP36PB_9: 7.93180194e+02 + ATLASWZRAP36PB_10: 8.59278544e+02 + ATLASWZRAP36PB_11: 7.27081844e+02 + ATLASWZRAP36PB_12: -3.37101582e+03 + ATLASWZRAP36PB_13: 5.94885146e+02 + ATLASWZRAP36PB_14: -1.71855709e+03 + ATLASWZRAP36PB_15: -1.58636039e+03 + ATLASWZRAP36PB_16: -4.09809767e+03 + ATLASWZRAP36PB_17: 3.04052408e+03 + ATLASWZRAP36PB_18: 1.85075379e+03 + ATLASWZRAP36PB_19: 2.44563893e+03 + ATLASWZRAP36PB_20: -1.05757359e+03 + ATLASWZRAP36PB_21: 7.27081844e+02 + ATLASWZRAP36PB_22: -6.60983495e+02 + ATLASWZRAP36PB_23: -7.93180194e+02 + ATLASWZRAP36PB_24: -1.32196699e+02 + ATLASWZRAP36PB_25: 1.78465544e+03 + ATLASWZRAP36PB_26: 1.45416369e+03 + ATLASWZRAP36PB_27: 1.91685214e+03 + ATLASWZRAP36PB_28: 5.28786796e+02 + ATLASWZRAP36PB_29: -1.32196699e+02 +- stat: 5.43894626e+03 + uncor: 5.56692147e+03 + atlaslumi10: 2.23956611e+03 + ATLASWZRAP36PB_0: 1.47171487e+03 + ATLASWZRAP36PB_1: -1.15177686e+03 + ATLASWZRAP36PB_2: 5.75888428e+02 + ATLASWZRAP36PB_3: 1.27975206e+03 + ATLASWZRAP36PB_4: 1.91962809e+02 + ATLASWZRAP36PB_5: 0.0 + ATLASWZRAP36PB_6: 1.91962809e+02 + ATLASWZRAP36PB_7: 1.91962809e+02 + ATLASWZRAP36PB_8: 7.03863634e+02 + ATLASWZRAP36PB_9: 7.67851237e+02 + ATLASWZRAP36PB_10: 8.31838840e+02 + ATLASWZRAP36PB_11: 7.03863634e+02 + ATLASWZRAP36PB_12: -2.81545454e+03 + ATLASWZRAP36PB_13: 4.47913222e+02 + ATLASWZRAP36PB_14: -1.66367768e+03 + ATLASWZRAP36PB_15: -1.08778925e+03 + ATLASWZRAP36PB_16: -3.83925619e+03 + ATLASWZRAP36PB_17: 2.30355371e+03 + ATLASWZRAP36PB_18: 1.34373967e+03 + ATLASWZRAP36PB_19: 1.59969008e+03 + ATLASWZRAP36PB_20: -1.59969008e+03 + ATLASWZRAP36PB_21: -6.39876031e+01 + ATLASWZRAP36PB_22: -6.39876031e+02 + ATLASWZRAP36PB_23: -1.91962809e+02 + ATLASWZRAP36PB_24: -4.47913222e+02 + ATLASWZRAP36PB_25: 2.81545454e+03 + ATLASWZRAP36PB_26: 1.15177686e+03 + ATLASWZRAP36PB_27: 1.53570247e+03 + ATLASWZRAP36PB_28: 5.75888428e+02 + ATLASWZRAP36PB_29: -3.83925619e+02 +- stat: 5.24393245e+03 + uncor: 5.77421775e+03 + atlaslumi10: 2.06222063e+03 + ATLASWZRAP36PB_0: 1.35517355e+03 + ATLASWZRAP36PB_1: -1.06057061e+03 + ATLASWZRAP36PB_2: 5.30285304e+02 + ATLASWZRAP36PB_3: 1.17841179e+03 + ATLASWZRAP36PB_4: 1.17841179e+02 + ATLASWZRAP36PB_5: -5.89205893e+01 + ATLASWZRAP36PB_6: 4.71364714e+02 + ATLASWZRAP36PB_7: -1.76761768e+02 + ATLASWZRAP36PB_8: 2.94602946e+02 + ATLASWZRAP36PB_9: 6.48126482e+02 + ATLASWZRAP36PB_10: 1.41409414e+03 + ATLASWZRAP36PB_11: 5.89205893e+01 + ATLASWZRAP36PB_12: -2.82818829e+03 + ATLASWZRAP36PB_13: 2.94602946e+02 + ATLASWZRAP36PB_14: -1.70869709e+03 + ATLASWZRAP36PB_15: -1.41409414e+03 + ATLASWZRAP36PB_16: -4.83148832e+03 + ATLASWZRAP36PB_17: 2.71034711e+03 + ATLASWZRAP36PB_18: 1.35517355e+03 + ATLASWZRAP36PB_19: 1.11949120e+03 + ATLASWZRAP36PB_20: -1.94437945e+03 + ATLASWZRAP36PB_21: 4.71364714e+02 + ATLASWZRAP36PB_22: -1.11949120e+03 + ATLASWZRAP36PB_23: -2.35682357e+02 + ATLASWZRAP36PB_24: -5.89205893e+01 + ATLASWZRAP36PB_25: 1.59085591e+03 + ATLASWZRAP36PB_26: 1.11949120e+03 + ATLASWZRAP36PB_27: 1.82653827e+03 + ATLASWZRAP36PB_28: 3.53523536e+02 + ATLASWZRAP36PB_29: -1.17841179e+02 +- stat: 5.27412773e+03 + uncor: 5.86519377e+03 + atlaslumi10: 1.59133164e+03 + ATLASWZRAP36PB_0: 4.54666184e+02 + ATLASWZRAP36PB_1: 8.18399131e+02 + ATLASWZRAP36PB_2: 1.04573222e+03 + ATLASWZRAP36PB_3: 8.63865750e+02 + ATLASWZRAP36PB_4: 1.36399855e+02 + ATLASWZRAP36PB_5: -4.54666184e+01 + ATLASWZRAP36PB_6: 1.81866474e+02 + ATLASWZRAP36PB_7: 2.27333092e+02 + ATLASWZRAP36PB_8: 3.18266329e+02 + ATLASWZRAP36PB_9: 5.00132802e+02 + ATLASWZRAP36PB_10: 7.72932513e+02 + ATLASWZRAP36PB_11: 2.72799710e+02 + ATLASWZRAP36PB_12: -1.90959797e+03 + ATLASWZRAP36PB_13: 3.63732947e+02 + ATLASWZRAP36PB_14: -8.18399131e+02 + ATLASWZRAP36PB_15: -1.31853193e+03 + ATLASWZRAP36PB_16: -2.59159725e+03 + ATLASWZRAP36PB_17: 1.77319812e+03 + ATLASWZRAP36PB_18: 1.36399855e+03 + ATLASWZRAP36PB_19: 1.54586503e+03 + ATLASWZRAP36PB_20: -1.86413135e+03 + ATLASWZRAP36PB_21: -5.00132802e+02 + ATLASWZRAP36PB_22: 5.45599421e+02 + ATLASWZRAP36PB_23: -5.00132802e+02 + ATLASWZRAP36PB_24: -9.09332368e+01 + ATLASWZRAP36PB_25: 2.31879754e+03 + ATLASWZRAP36PB_26: -3.63732947e+02 + ATLASWZRAP36PB_27: 5.00132802e+02 + ATLASWZRAP36PB_28: 3.18266329e+02 + ATLASWZRAP36PB_29: -7.27465894e+02 +- stat: 4.84372291e+03 + uncor: 5.06796934e+03 + atlaslumi10: 1.56972502e+03 + ATLASWZRAP36PB_0: 4.48492862e+02 + ATLASWZRAP36PB_1: 8.07287152e+02 + ATLASWZRAP36PB_2: 1.03153358e+03 + ATLASWZRAP36PB_3: 8.52136438e+02 + ATLASWZRAP36PB_4: 1.34547859e+02 + ATLASWZRAP36PB_5: 0.0 + ATLASWZRAP36PB_6: 2.24246431e+02 + ATLASWZRAP36PB_7: 2.69095717e+02 + ATLASWZRAP36PB_8: 3.13945003e+02 + ATLASWZRAP36PB_9: 4.93342148e+02 + ATLASWZRAP36PB_10: 8.07287152e+02 + ATLASWZRAP36PB_11: 4.03643576e+02 + ATLASWZRAP36PB_12: -1.88367002e+03 + ATLASWZRAP36PB_13: 2.24246431e+02 + ATLASWZRAP36PB_14: -8.96985724e+02 + ATLASWZRAP36PB_15: -1.30062930e+03 + ATLASWZRAP36PB_16: -2.15276574e+03 + ATLASWZRAP36PB_17: 1.97336859e+03 + ATLASWZRAP36PB_18: 1.65942359e+03 + ATLASWZRAP36PB_19: 1.52487573e+03 + ATLASWZRAP36PB_20: -1.70427288e+03 + ATLASWZRAP36PB_21: -3.58794290e+02 + ATLASWZRAP36PB_22: 7.62437865e+02 + ATLASWZRAP36PB_23: -8.07287152e+02 + ATLASWZRAP36PB_24: -7.17588579e+02 + ATLASWZRAP36PB_25: 1.83882073e+03 + ATLASWZRAP36PB_26: -6.72739293e+02 + ATLASWZRAP36PB_27: 9.41835010e+02 + ATLASWZRAP36PB_28: 3.13945003e+02 + ATLASWZRAP36PB_29: -4.48492862e+02 +- stat: 4.82112407e+03 + uncor: 5.09926584e+03 + atlaslumi10: 1.62249368e+03 + ATLASWZRAP36PB_0: 4.63569622e+02 + ATLASWZRAP36PB_1: 8.34425320e+02 + ATLASWZRAP36PB_2: 1.06621013e+03 + ATLASWZRAP36PB_3: 8.80782282e+02 + ATLASWZRAP36PB_4: 1.85427849e+02 + ATLASWZRAP36PB_5: -4.63569622e+01 + ATLASWZRAP36PB_6: 2.78141773e+02 + ATLASWZRAP36PB_7: 1.39070887e+02 + ATLASWZRAP36PB_8: 3.24498735e+02 + ATLASWZRAP36PB_9: 4.17212660e+02 + ATLASWZRAP36PB_10: 7.41711395e+02 + ATLASWZRAP36PB_11: 2.78141773e+02 + ATLASWZRAP36PB_12: -2.08606330e+03 + ATLASWZRAP36PB_13: 2.31784811e+02 + ATLASWZRAP36PB_14: -9.27139244e+02 + ATLASWZRAP36PB_15: -1.43706583e+03 + ATLASWZRAP36PB_16: -2.41056203e+03 + ATLASWZRAP36PB_17: 2.31784811e+03 + ATLASWZRAP36PB_18: 1.48342279e+03 + ATLASWZRAP36PB_19: 1.48342279e+03 + ATLASWZRAP36PB_20: -1.29799494e+03 + ATLASWZRAP36PB_21: -3.70855698e+02 + ATLASWZRAP36PB_22: 8.80782282e+02 + ATLASWZRAP36PB_23: -6.48997471e+02 + ATLASWZRAP36PB_24: -6.48997471e+02 + ATLASWZRAP36PB_25: 2.31784811e+03 + ATLASWZRAP36PB_26: -8.34425320e+02 + ATLASWZRAP36PB_27: 5.56283546e+02 + ATLASWZRAP36PB_28: 2.31784811e+02 + ATLASWZRAP36PB_29: -4.63569622e+02 +- stat: 5.01798581e+03 + uncor: 5.82444781e+03 + atlaslumi10: 1.56812056e+03 + ATLASWZRAP36PB_0: 4.48034447e+02 + ATLASWZRAP36PB_1: 8.06462005e+02 + ATLASWZRAP36PB_2: 1.03047923e+03 + ATLASWZRAP36PB_3: 8.51265449e+02 + ATLASWZRAP36PB_4: 1.79213779e+02 + ATLASWZRAP36PB_5: -4.48034447e+01 + ATLASWZRAP36PB_6: 2.24017224e+02 + ATLASWZRAP36PB_7: 2.68820668e+02 + ATLASWZRAP36PB_8: 3.58427558e+02 + ATLASWZRAP36PB_9: 4.48034447e+02 + ATLASWZRAP36PB_10: 8.06462005e+02 + ATLASWZRAP36PB_11: 4.03231002e+02 + ATLASWZRAP36PB_12: -2.19536879e+03 + ATLASWZRAP36PB_13: 3.58427558e+02 + ATLASWZRAP36PB_14: -9.85675783e+02 + ATLASWZRAP36PB_15: -1.38890679e+03 + ATLASWZRAP36PB_16: -2.19536879e+03 + ATLASWZRAP36PB_17: 2.50899290e+03 + ATLASWZRAP36PB_18: 1.70253090e+03 + ATLASWZRAP36PB_19: 1.97135157e+03 + ATLASWZRAP36PB_20: -1.61292401e+03 + ATLASWZRAP36PB_21: -1.34410334e+02 + ATLASWZRAP36PB_22: 6.27248226e+02 + ATLASWZRAP36PB_23: -4.03231002e+02 + ATLASWZRAP36PB_24: -3.13624113e+02 + ATLASWZRAP36PB_25: 1.43371023e+03 + ATLASWZRAP36PB_26: -3.58427558e+02 + ATLASWZRAP36PB_27: 9.40872339e+02 + ATLASWZRAP36PB_28: 3.13624113e+02 + ATLASWZRAP36PB_29: -5.82444781e+02 +- stat: 4.88403898e+03 + uncor: 5.66897382e+03 + atlaslumi10: 1.52626218e+03 + ATLASWZRAP36PB_0: 4.36074909e+02 + ATLASWZRAP36PB_1: 7.84934836e+02 + ATLASWZRAP36PB_2: 1.00297229e+03 + ATLASWZRAP36PB_3: 8.28542327e+02 + ATLASWZRAP36PB_4: 1.30822473e+02 + ATLASWZRAP36PB_5: -4.36074909e+01 + ATLASWZRAP36PB_6: 1.74429964e+02 + ATLASWZRAP36PB_7: 2.61644945e+02 + ATLASWZRAP36PB_8: 2.18037455e+02 + ATLASWZRAP36PB_9: 4.79682400e+02 + ATLASWZRAP36PB_10: 9.15757309e+02 + ATLASWZRAP36PB_11: 3.05252436e+02 + ATLASWZRAP36PB_12: -2.00594458e+03 + ATLASWZRAP36PB_13: 3.92467418e+02 + ATLASWZRAP36PB_14: -1.00297229e+03 + ATLASWZRAP36PB_15: -1.17740225e+03 + ATLASWZRAP36PB_16: -2.66005694e+03 + ATLASWZRAP36PB_17: 2.31119702e+03 + ATLASWZRAP36PB_18: 1.13379476e+03 + ATLASWZRAP36PB_19: 1.26461724e+03 + ATLASWZRAP36PB_20: -2.04955207e+03 + ATLASWZRAP36PB_21: -3.92467418e+02 + ATLASWZRAP36PB_22: 3.05252436e+02 + ATLASWZRAP36PB_23: -9.59364800e+02 + ATLASWZRAP36PB_24: -5.23289891e+02 + ATLASWZRAP36PB_25: 1.56986967e+03 + ATLASWZRAP36PB_26: -3.05252436e+02 + ATLASWZRAP36PB_27: 9.15757309e+02 + ATLASWZRAP36PB_28: 2.61644945e+02 + ATLASWZRAP36PB_29: -6.10504873e+02 +- stat: 3.84050919e+03 + uncor: 4.05387081e+03 + atlaslumi10: 1.49353135e+03 + ATLASWZRAP36PB_0: 4.26723243e+02 + ATLASWZRAP36PB_1: 7.68101837e+02 + ATLASWZRAP36PB_2: 9.81463459e+02 + ATLASWZRAP36PB_3: 8.10774162e+02 + ATLASWZRAP36PB_4: 1.70689297e+02 + ATLASWZRAP36PB_5: 0.0 + ATLASWZRAP36PB_6: 2.13361622e+02 + ATLASWZRAP36PB_7: 1.28016973e+02 + ATLASWZRAP36PB_8: 4.69395567e+02 + ATLASWZRAP36PB_9: 5.54740216e+02 + ATLASWZRAP36PB_10: 7.68101837e+02 + ATLASWZRAP36PB_11: 5.54740216e+02 + ATLASWZRAP36PB_12: -2.09094389e+03 + ATLASWZRAP36PB_13: 4.69395567e+02 + ATLASWZRAP36PB_14: -1.36551438e+03 + ATLASWZRAP36PB_15: -1.45085903e+03 + ATLASWZRAP36PB_16: -2.56033946e+03 + ATLASWZRAP36PB_17: 1.57887600e+03 + ATLASWZRAP36PB_18: 1.40818670e+03 + ATLASWZRAP36PB_19: 1.92025459e+03 + ATLASWZRAP36PB_20: -2.00559924e+03 + ATLASWZRAP36PB_21: -8.53446486e+01 + ATLASWZRAP36PB_22: 1.28016973e+02 + ATLASWZRAP36PB_23: -6.40084864e+02 + ATLASWZRAP36PB_24: -4.69395567e+02 + ATLASWZRAP36PB_25: 1.06680811e+03 + ATLASWZRAP36PB_26: -8.53446486e+01 + ATLASWZRAP36PB_27: 1.15215276e+03 + ATLASWZRAP36PB_28: 3.84050919e+02 + ATLASWZRAP36PB_29: -4.26723243e+02 +- stat: 7.06176389e+03 + uncor: 5.32591131e+03 + atlaslumi10: 1.38079182e+03 + ATLASWZRAP36PB_0: 3.94511949e+02 + ATLASWZRAP36PB_1: 7.10121508e+02 + ATLASWZRAP36PB_2: 9.07377483e+02 + ATLASWZRAP36PB_3: 7.49572703e+02 + ATLASWZRAP36PB_4: 1.97255975e+02 + ATLASWZRAP36PB_5: -7.89023898e+01 + ATLASWZRAP36PB_6: 1.57804780e+02 + ATLASWZRAP36PB_7: 2.36707169e+02 + ATLASWZRAP36PB_8: 4.73414339e+02 + ATLASWZRAP36PB_9: 7.49572703e+02 + ATLASWZRAP36PB_10: 7.89023898e+02 + ATLASWZRAP36PB_11: 3.55060754e+02 + ATLASWZRAP36PB_12: -2.44597408e+03 + ATLASWZRAP36PB_13: 5.52316729e+02 + ATLASWZRAP36PB_14: -9.86279872e+02 + ATLASWZRAP36PB_15: -1.49914541e+03 + ATLASWZRAP36PB_16: -3.19554679e+03 + ATLASWZRAP36PB_17: 2.05146213e+03 + ATLASWZRAP36PB_18: 9.86279872e+02 + ATLASWZRAP36PB_19: 2.28816930e+03 + ATLASWZRAP36PB_20: -2.09091333e+03 + ATLASWZRAP36PB_21: -1.97255975e+02 + ATLASWZRAP36PB_22: 3.94511949e+01 + ATLASWZRAP36PB_23: 0.0 + ATLASWZRAP36PB_24: 5.12865534e+02 + ATLASWZRAP36PB_25: 7.49572703e+02 + ATLASWZRAP36PB_26: -9.86279872e+02 + ATLASWZRAP36PB_27: 1.34134063e+03 + ATLASWZRAP36PB_28: 4.73414339e+02 + ATLASWZRAP36PB_29: 1.22298704e+03 +- stat: 4.34244611e+03 + uncor: 3.63826566e+03 + atlaslumi10: 1.36923976e+03 + ATLASWZRAP36PB_0: 3.91211361e+02 + ATLASWZRAP36PB_1: 7.04180450e+02 + ATLASWZRAP36PB_2: 8.99786130e+02 + ATLASWZRAP36PB_3: 7.43301586e+02 + ATLASWZRAP36PB_4: 1.56484544e+02 + ATLASWZRAP36PB_5: 0.0 + ATLASWZRAP36PB_6: 2.34726817e+02 + ATLASWZRAP36PB_7: 1.56484544e+02 + ATLASWZRAP36PB_8: 4.30332497e+02 + ATLASWZRAP36PB_9: 5.86817041e+02 + ATLASWZRAP36PB_10: 7.82422722e+02 + ATLASWZRAP36PB_11: 5.08574769e+02 + ATLASWZRAP36PB_12: -2.07342021e+03 + ATLASWZRAP36PB_13: 4.30332497e+02 + ATLASWZRAP36PB_14: -1.40836090e+03 + ATLASWZRAP36PB_15: -1.40836090e+03 + ATLASWZRAP36PB_16: -2.89496407e+03 + ATLASWZRAP36PB_17: 1.36923976e+03 + ATLASWZRAP36PB_18: 8.99786130e+02 + ATLASWZRAP36PB_19: 1.56484544e+03 + ATLASWZRAP36PB_20: -1.68220885e+03 + ATLASWZRAP36PB_21: -3.91211361e+01 + ATLASWZRAP36PB_22: 3.91211361e+01 + ATLASWZRAP36PB_23: -1.13451295e+03 + ATLASWZRAP36PB_24: -8.60664994e+02 + ATLASWZRAP36PB_25: 1.01714954e+03 + ATLASWZRAP36PB_26: -3.52090225e+02 + ATLASWZRAP36PB_27: 1.25187636e+03 + ATLASWZRAP36PB_28: 3.12969089e+02 + ATLASWZRAP36PB_29: 1.17363408e+02 +- stat: 4.47300270e+03 + uncor: 3.93777161e+03 + atlaslumi10: 1.33807773e+03 + ATLASWZRAP36PB_0: 3.82307923e+02 + ATLASWZRAP36PB_1: 6.88154261e+02 + ATLASWZRAP36PB_2: 8.79308223e+02 + ATLASWZRAP36PB_3: 7.26385054e+02 + ATLASWZRAP36PB_4: 1.91153961e+02 + ATLASWZRAP36PB_5: 0.0 + ATLASWZRAP36PB_6: 1.52923169e+02 + ATLASWZRAP36PB_7: 1.14692377e+02 + ATLASWZRAP36PB_8: 3.82307923e+02 + ATLASWZRAP36PB_9: 4.20538715e+02 + ATLASWZRAP36PB_10: 7.26385054e+02 + ATLASWZRAP36PB_11: 4.97000300e+02 + ATLASWZRAP36PB_12: -2.06446278e+03 + ATLASWZRAP36PB_13: 4.97000300e+02 + ATLASWZRAP36PB_14: -1.33807773e+03 + ATLASWZRAP36PB_15: -1.41453932e+03 + ATLASWZRAP36PB_16: -2.33207833e+03 + ATLASWZRAP36PB_17: 1.79684724e+03 + ATLASWZRAP36PB_18: 1.26161615e+03 + ATLASWZRAP36PB_19: 1.83507803e+03 + ATLASWZRAP36PB_20: -1.68215486e+03 + ATLASWZRAP36PB_21: -3.82307923e+01 + ATLASWZRAP36PB_22: 4.20538715e+02 + ATLASWZRAP36PB_23: -8.79308223e+02 + ATLASWZRAP36PB_24: -3.82307923e+02 + ATLASWZRAP36PB_25: 1.37630852e+03 + ATLASWZRAP36PB_26: -3.05846338e+02 + ATLASWZRAP36PB_27: 9.55769807e+02 + ATLASWZRAP36PB_28: 3.05846338e+02 + ATLASWZRAP36PB_29: -3.82307923e+01 +- stat: 4.11402708e+03 + uncor: 3.56791729e+03 + atlaslumi10: 1.27425618e+03 + ATLASWZRAP36PB_0: 3.64073193e+02 + ATLASWZRAP36PB_1: 6.55331747e+02 + ATLASWZRAP36PB_2: 8.37368344e+02 + ATLASWZRAP36PB_3: 6.91739067e+02 + ATLASWZRAP36PB_4: 1.45629277e+02 + ATLASWZRAP36PB_5: -3.64073193e+01 + ATLASWZRAP36PB_6: 1.45629277e+02 + ATLASWZRAP36PB_7: 1.82036596e+02 + ATLASWZRAP36PB_8: 3.64073193e+02 + ATLASWZRAP36PB_9: 3.64073193e+02 + ATLASWZRAP36PB_10: 7.28146386e+02 + ATLASWZRAP36PB_11: 5.09702470e+02 + ATLASWZRAP36PB_12: -1.89318060e+03 + ATLASWZRAP36PB_13: 5.46109789e+02 + ATLASWZRAP36PB_14: -1.31066349e+03 + ATLASWZRAP36PB_15: -1.16503422e+03 + ATLASWZRAP36PB_16: -2.33006844e+03 + ATLASWZRAP36PB_17: 1.31066349e+03 + ATLASWZRAP36PB_18: 5.46109789e+02 + ATLASWZRAP36PB_19: 1.92958792e+03 + ATLASWZRAP36PB_20: -2.03880988e+03 + ATLASWZRAP36PB_21: -7.28146386e+01 + ATLASWZRAP36PB_22: 2.18443916e+02 + ATLASWZRAP36PB_23: -1.16503422e+03 + ATLASWZRAP36PB_24: -1.45629277e+02 + ATLASWZRAP36PB_25: 1.52910741e+03 + ATLASWZRAP36PB_26: 0.0 + ATLASWZRAP36PB_27: 9.10182982e+02 + ATLASWZRAP36PB_28: 3.27665874e+02 + ATLASWZRAP36PB_29: -1.45629277e+02 +- stat: 3.97871825e+03 + uncor: 3.70897464e+03 + atlaslumi10: 1.18012830e+03 + ATLASWZRAP36PB_0: 3.37179513e+02 + ATLASWZRAP36PB_1: 6.06923123e+02 + ATLASWZRAP36PB_2: 7.75512880e+02 + ATLASWZRAP36PB_3: 6.40641075e+02 + ATLASWZRAP36PB_4: 2.02307708e+02 + ATLASWZRAP36PB_5: 0.0 + ATLASWZRAP36PB_6: 4.72051318e+02 + ATLASWZRAP36PB_7: 3.37179513e+01 + ATLASWZRAP36PB_8: 6.74359026e+01 + ATLASWZRAP36PB_9: 4.72051318e+02 + ATLASWZRAP36PB_10: 1.18012830e+03 + ATLASWZRAP36PB_11: 4.04615416e+02 + ATLASWZRAP36PB_12: -1.65217961e+03 + ATLASWZRAP36PB_13: 5.39487221e+02 + ATLASWZRAP36PB_14: -1.21384625e+03 + ATLASWZRAP36PB_15: -1.04525649e+03 + ATLASWZRAP36PB_16: -2.83230791e+03 + ATLASWZRAP36PB_17: 1.34871805e+03 + ATLASWZRAP36PB_18: 2.69743610e+02 + ATLASWZRAP36PB_19: 1.95564118e+03 + ATLASWZRAP36PB_20: -1.85448732e+03 + ATLASWZRAP36PB_21: -3.37179513e+02 + ATLASWZRAP36PB_22: -3.37179513e+01 + ATLASWZRAP36PB_23: -1.51730781e+03 + ATLASWZRAP36PB_24: -1.34871805e+02 + ATLASWZRAP36PB_25: 8.09230831e+02 + ATLASWZRAP36PB_26: 3.03461562e+02 + ATLASWZRAP36PB_27: 9.77820588e+02 + ATLASWZRAP36PB_28: 3.03461562e+02 + ATLASWZRAP36PB_29: 0.0