From 44d998d68ee4a8deb844d130eb7083788ad8e925 Mon Sep 17 00:00:00 2001 From: vschutze-alt Date: Tue, 16 Dec 2025 12:19:52 +0000 Subject: [PATCH 1/4] add filter script, metadata, rawdata ... --- .../commondata/ATLAS_WPWM_8TEV/count.py | 26 + .../commondata/ATLAS_WPWM_8TEV/data.yaml | 23 + .../commondata/ATLAS_WPWM_8TEV/filter.py | 314 +++++ .../ATLAS_WPWM_8TEV/kinematics.yaml | 265 ++++ .../commondata/ATLAS_WPWM_8TEV/metadata.yaml | 82 ++ .../HEPData-ins1729240-v1-Table_5a.yaml | 571 ++++++++ .../HEPData-ins1729240-v1-Table_5b.yaml | 571 ++++++++ .../ATLAS_WPWM_8TEV/uncertainties.yaml | 1250 +++++++++++++++++ 8 files changed, 3102 insertions(+) create mode 100644 nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_8TEV/count.py create mode 100644 nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_8TEV/data.yaml create mode 100644 nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_8TEV/filter.py create mode 100644 nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_8TEV/kinematics.yaml create mode 100644 nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_8TEV/metadata.yaml create mode 100644 nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_8TEV/rawdata/HEPData-ins1729240-v1-Table_5a.yaml create mode 100644 nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_8TEV/rawdata/HEPData-ins1729240-v1-Table_5b.yaml create mode 100644 nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_8TEV/uncertainties.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_8TEV/count.py b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_8TEV/count.py new file mode 100644 index 0000000000..af2c213ac2 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_8TEV/count.py @@ -0,0 +1,26 @@ +"count the number of datapoints in each rawdata table." + +import os +import glob +import yaml + +directory = "./rawdata" + +# Glob pattern for the files +pattern = os.path.join(directory, "HEPData-ins1729240-v1-Table_*.yaml") + +total_count = 0 + +for filepath in glob.glob(pattern): + with open(filepath, 'r') as f: + data = yaml.safe_load(f) + + try: + values = data["independent_variables"][0]["values"] + count = len(values) + total_count += count + print(f"{os.path.basename(filepath)}: {count} values") + except (KeyError, IndexError): + print(f"Warning: Skipping {filepath}, unexpected structure") + +print(f"\nTotal number of values across all files: {total_count}") \ No newline at end of file diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_8TEV/data.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_8TEV/data.yaml new file mode 100644 index 0000000000..21e5e7725b --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_8TEV/data.yaml @@ -0,0 +1,23 @@ +data_central: +- 630000 +- 635000 +- 642000 +- 638000 +- 643000 +- 655000 +- 661000 +- 662000 +- 662000 +- 658000 +- 642000 +- 494000 +- 490000 +- 486000 +- 474000 +- 465000 +- 456000 +- 440000 +- 427000 +- 410000 +- 389000 +- 368000 diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_8TEV/filter.py b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_8TEV/filter.py new file mode 100644 index 0000000000..1b0c6fcf3a --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_8TEV/filter.py @@ -0,0 +1,314 @@ +""" +This file contains the piece of code needed to implement the ATLAS Measurement +of the cross-section and charge asymmetry of W bosons at 8TeV. +Systematic uncertainties are implemented starting from the breakdown +available on HepData. +""" + +import pathlib +import numpy as np +import pandas as pd +import yaml + +from nnpdf_data.filter_utils.utils import prettify_float + +yaml.add_representer(float, prettify_float) + +from nnpdf_data.filter_utils.utils import symmetrize_errors as se + + +def load_yaml(table_id: int, version: int = 1) -> dict: + """Load the HEP data table in yaml format. + + Parameters + ---------- + table_id: int + table ID number + version: int + version number + + Returns + ------- + dict: + dictionary containing the table contents + """ + filename = f"HEPData-ins1729240-v{version}-Table_{table_id}" + table = pathlib.Path(f"./rawdata/{filename}.yaml") + return yaml.safe_load(table.read_text()) + + +def get_kinematics(hepdata: dict) -> list: + """ + Returns the kinematics in the form of a list of dictionaries. + + Parameters + ---------- + hepdata: dict + HepData yaml content loaded as dictionary + + Returns + ------- + list: + List of kinematic dictionaries + """ + kin = [] + + for i, M in enumerate(hepdata["independent_variables"][0]['values']): + kin_value = { + 'abs_eta': { + 'min': None, + 'mid': 0.5 * (M['low'] + M['high']), + 'max': None, + }, + 'm_W2': {'min': None, 'mid': 6463.838404, 'max': None}, + 'sqrts': {'min': None, 'mid': 8000.0, 'max': None}, + } + kin.append(kin_value) + + return kin + + +def get_data_values(hepdata: dict) -> list: + """ + Returns the central data values in the form of a list. + + Parameters + ---------- + hepdata: dict + HepData yaml content loaded as dictionary + + Returns + ------- + list: + List of central data values + """ + data_central = [] + values = hepdata['dependent_variables'][0]['values'] + + for value in values: + # Store data central and convert units (pb to fb) + data_central.append(value['value'] * 1000) + + return data_central + + +def get_errors(hepdata: dict) -> tuple: + """ + Extract the uncertainties from hepdata and compute the shift of the central value + in case of asymmetric uncertainties. + + Parameters + ---------- + hepdata: dict + HepData yaml file loaded as dictionary + + Returns + ------- + tuple: + (central_values, df_errors) where df_errors is a pandas DataFrame + """ + central_values = [] + df_errors = pd.DataFrame() + + for i, bin in enumerate(hepdata["dependent_variables"][0]["values"]): + error_sources = [] + shift_cv = 0 + error_names = [] + + for source in bin["errors"]: + error_names.append(source["label"]) + + if "asymerror" in source: + delta_min = source["asymerror"]["minus"] + delta_plus = source["asymerror"]["plus"] + se_delta, se_sigma = se(delta_plus, delta_min) + error_sources.append(se_sigma) + shift_cv += se_delta + elif "symerror" in source: + se_sigma = source["symerror"] + error_sources.append(se_sigma) + + df_bin = pd.DataFrame([error_sources], columns=error_names, index=[f"bin {i}"]) + df_errors = pd.concat([df_errors, df_bin]) + cv_i = bin["value"] + shift_cv + central_values.append(cv_i * 1000) # Convert to fb + + return central_values, df_errors + + +def format_uncertainties(uncs: dict) -> list: + """Format the uncertainties to be dumped into the yaml file. + + Parameters + ---------- + uncs: dict + Dictionary containing the various sources of uncertainties + + Returns + ------- + list: + List of dictionaries whose elements are the various errors + """ + combined_errors = [] + n_bins = uncs["systematics"].index.str.startswith("bin").sum() + + for i in range(n_bins): + errors = {} + if "statistics" in uncs: + errors["stat"] = float(uncs["statistics"].loc[f"bin {i}"].values.item()) + + for j, unc in enumerate(uncs["systematics"].loc[f"bin {i}"].values): + errors[f"sys_corr_{j + 1}"] = float(unc) + + combined_errors.append(errors) + + return combined_errors + + +def dump_commondata(kinematics: list, data: np.ndarray, errors: dict) -> None: + """Function that generates and writes the commondata files. + + Parameters + ---------- + kinematics: list + List containing the kinematic values + data: np.ndarray + Array containing the central values + errors: dict + Dictionary containing the different errors + """ + if "statistics" in errors: + error_definition = { + "stat": { + "description": "Uncorrelated statistical uncertainties", + "treatment": errors["statistics"].loc["treatment"].iloc[0], + "type": errors["statistics"].loc["type"].iloc[0], + } + } + else: + error_definition = {} + + n_sys = errors["systematics"].shape[1] + for i in range(n_sys): + error_definition[f"sys_corr_{i + 1}"] = { + "description": errors["systematics"].columns[i], + "treatment": errors["systematics"].loc["treatment"].iloc[i], + "type": errors["systematics"].loc["type"].iloc[i], + } + + errors_formatted = format_uncertainties(errors) + + with open("data.yaml", "w") as file: + yaml.dump({"data_central": data.tolist()}, file, sort_keys=False) + + with open("kinematics.yaml", "w") as file: + yaml.dump({"bins": kinematics}, file, sort_keys=False) + + with open("uncertainties.yaml", "w") as file: + yaml.dump( + {"definitions": error_definition, "bins": errors_formatted}, + file, + sort_keys=False + ) + + +def main_filter() -> None: + """ + Main function that reads the HepData yaml files and generates the commondata files. + Combines both W+ and W- data into single files. + """ + # Load both W+ and W- data files + hepdata_file_wplus = "rawdata/HEPData-ins1729240-v1-Table_5a.yaml" + hepdata_file_wminus = "rawdata/HEPData-ins1729240-v1-Table_5b.yaml" + + with open(hepdata_file_wplus, 'r') as file: + yaml_content_wplus = yaml.safe_load(file) + + with open(hepdata_file_wminus, 'r') as file: + yaml_content_wminus = yaml.safe_load(file) + + # Process W+ data + kinematics_wplus = get_kinematics(yaml_content_wplus) + central_values_wplus, uncertainties_wplus = get_errors(yaml_content_wplus) + + # Process W- data + kinematics_wminus = get_kinematics(yaml_content_wminus) + central_values_wminus, uncertainties_wminus = get_errors(yaml_content_wminus) + + # Combine W+ and W- data + kinematics_all = kinematics_wplus + kinematics_wminus + central_values_all = np.concatenate([central_values_wplus, central_values_wminus]) + + # Combine uncertainties DataFrames + n_wplus = len(central_values_wplus) + n_wminus = len(central_values_wminus) + + # Re-index before concatenating + uncertainties_wplus.index = [f"bin {i}" for i in range(n_wplus)] + uncertainties_wminus.index = [f"bin {i}" for i in range(n_wplus, n_wplus + n_wminus)] + + uncertainties_all = pd.concat([uncertainties_wplus, uncertainties_wminus]) + + # Determine types for each systematic + # First column is stat, rest are systematics + treatment_list = ["ADD"] # stat is additive + type_list = ["UNCORR"] # stat is uncorrelated + + for col in uncertainties_all.columns[1:]: + # Most systematics are multiplicative + treatment_list.append("MULT") + + # Determine correlation type + if col == "sys,Modelling": + type_list.append("CORR") + elif col.startswith("sys,MJ"): + type_list.append("CORR") + elif col.startswith("sys,Muon"): + type_list.append("CORR") + elif col.startswith("sys,MET"): + type_list.append("CORR") + elif col.startswith("sys,Soft"): + type_list.append("CORR") + elif col.startswith("sys,PDF"): + type_list.append("CORR") + elif "MC stat" in col: + type_list.append("UNCORR") + elif col == "sys,Pileup": + type_list.append("CORR") + elif col.startswith("sys,WW") or col.startswith("sys,WZ") or col.startswith("sys,ZZ"): + type_list.append("CORR") + elif col.startswith("sys,Wtaunu") or col.startswith("sys,Ztautau") or col.startswith("sys,Zmumu"): + type_list.append("CORR") + elif col.startswith("sys,ttbar") or col == "sys,photon" or col == "sys,single top": + type_list.append("CORR") + elif col == "sys,Z-vertex": + type_list.append("CORR") + elif col == "sys,F/B Compatibility": + type_list.append("CORR") + else: + type_list.append("CORR") + + sys_types = { + "treatment": treatment_list, + "type": type_list, + } + + sys_types_df = pd.DataFrame(sys_types, index=uncertainties_all.columns).T + df_errors = pd.concat([sys_types_df, uncertainties_all]) + + # Split into statistics and systematics + errors = { + "statistics": df_errors.iloc[:, [0]], + "systematics": df_errors.iloc[:, 1:] + } + + # Dump the commondata files + dump_commondata(kinematics_all, central_values_all, errors) + + print("Generated data.yaml, kinematics.yaml, and uncertainties.yaml") + print(f"Total bins: {len(central_values_all)} (W+: {n_wplus}, W-: {n_wminus})") + + +if __name__ == "__main__": + # Process combined W+ and W- data + main_filter() \ No newline at end of file diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_8TEV/kinematics.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_8TEV/kinematics.yaml new file mode 100644 index 0000000000..f1bff1e617 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_8TEV/kinematics.yaml @@ -0,0 +1,265 @@ +bins: +- abs_eta: + min: null + mid: 0.105 + max: null + m_W2: + min: null + mid: 6.46383840e+03 + max: null + sqrts: + min: null + mid: 8000.0 + max: null +- abs_eta: + min: null + mid: 0.315 + max: null + m_W2: + min: null + mid: 6.46383840e+03 + max: null + sqrts: + min: null + mid: 8000.0 + max: null +- abs_eta: + min: null + mid: 0.525 + max: null + m_W2: + min: null + mid: 6.46383840e+03 + max: null + sqrts: + min: null + mid: 8000.0 + max: null +- abs_eta: + min: null + mid: 0.735 + max: null + m_W2: + min: null + mid: 6.46383840e+03 + max: null + sqrts: + min: null + mid: 8000.0 + max: null +- abs_eta: + min: null + mid: 9.45000000e-01 + max: null + m_W2: + min: null + mid: 6.46383840e+03 + max: null + sqrts: + min: null + mid: 8000.0 + max: null +- abs_eta: + min: null + mid: 1.21 + max: null + m_W2: + min: null + mid: 6.46383840e+03 + max: null + sqrts: + min: null + mid: 8000.0 + max: null +- abs_eta: + min: null + mid: 1.445 + max: null + m_W2: + min: null + mid: 6.46383840e+03 + max: null + sqrts: + min: null + mid: 8000.0 + max: null +- abs_eta: + min: null + mid: 1.63 + max: null + m_W2: + min: null + mid: 6.46383840e+03 + max: null + sqrts: + min: null + mid: 8000.0 + max: null +- abs_eta: + min: null + mid: 1.845 + max: null + m_W2: + min: null + mid: 6.46383840e+03 + max: null + sqrts: + min: null + mid: 8000.0 + max: null +- abs_eta: + min: null + mid: 2.065 + max: null + m_W2: + min: null + mid: 6.46383840e+03 + max: null + sqrts: + min: null + mid: 8000.0 + max: null +- abs_eta: + min: null + mid: 2.29 + max: null + m_W2: + min: null + mid: 6.46383840e+03 + max: null + sqrts: + min: null + mid: 8000.0 + max: null +- abs_eta: + min: null + mid: 0.105 + max: null + m_W2: + min: null + mid: 6.46383840e+03 + max: null + sqrts: + min: null + mid: 8000.0 + max: null +- abs_eta: + min: null + mid: 0.315 + max: null + m_W2: + min: null + mid: 6.46383840e+03 + max: null + sqrts: + min: null + mid: 8000.0 + max: null +- abs_eta: + min: null + mid: 0.525 + max: null + m_W2: + min: null + mid: 6.46383840e+03 + max: null + sqrts: + min: null + mid: 8000.0 + max: null +- abs_eta: + min: null + mid: 0.735 + max: null + m_W2: + min: null + mid: 6.46383840e+03 + max: null + sqrts: + min: null + mid: 8000.0 + max: null +- abs_eta: + min: null + mid: 9.45000000e-01 + max: null + m_W2: + min: null + mid: 6.46383840e+03 + max: null + sqrts: + min: null + mid: 8000.0 + max: null +- abs_eta: + min: null + mid: 1.21 + max: null + m_W2: + min: null + mid: 6.46383840e+03 + max: null + sqrts: + min: null + mid: 8000.0 + max: null +- abs_eta: + min: null + mid: 1.445 + max: null + m_W2: + min: null + mid: 6.46383840e+03 + max: null + sqrts: + min: null + mid: 8000.0 + max: null +- abs_eta: + min: null + mid: 1.63 + max: null + m_W2: + min: null + mid: 6.46383840e+03 + max: null + sqrts: + min: null + mid: 8000.0 + max: null +- abs_eta: + min: null + mid: 1.845 + max: null + m_W2: + min: null + mid: 6.46383840e+03 + max: null + sqrts: + min: null + mid: 8000.0 + max: null +- abs_eta: + min: null + mid: 2.065 + max: null + m_W2: + min: null + mid: 6.46383840e+03 + max: null + sqrts: + min: null + mid: 8000.0 + max: null +- abs_eta: + min: null + mid: 2.29 + max: null + m_W2: + min: null + mid: 6.46383840e+03 + max: null + sqrts: + min: null + mid: 8000.0 + max: null diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_8TEV/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_8TEV/metadata.yaml new file mode 100644 index 0000000000..c5d646cc6d --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_8TEV/metadata.yaml @@ -0,0 +1,82 @@ +setname: ATLAS_WPWM_8TEV +version: 1 +version_comment: Implementation of dataset excluded from NNPDF4.0 +nnpdf_metadata: + nnpdf31_process: DY CC + experiment: ATLAS +arXiv: + url: 'https://arxiv.org/pdf/1904.05631' + journal: Eur.Phys.J.C 79 (2019) 760 +iNSPIRE: + url: 'https://inspirehep.net/literature/1729240' +hepdata: + url: 'https://www.hepdata.net/record/ins1729240' + version: 1 +implemented_observables: +- observable_name: CC-ETA + observable: + description: "Drell-Yan Rapidity Distribution" + label: 'ATLAS $W$ 8 TeV 2019' + units: '$pb$' + process_type: DY_W_ETA + tables: [5a, 5b] + npoints: [] + ndata: 22 + plotting: + dataset_label: 'ATLAS $W$ 8 TeV 2019' + x_label: '$|\eta_\mu|$' + y_label: '$d\sigma/d(\eta_\mu)$ (pb)' + line_by: + - Boson + normalize: + figure_by: + - Boson + extra_labels: + Boson: + - $W^+$ + - $W^+$ + - $W^+$ + - $W^+$ + - $W^+$ + - $W^+$ + - $W^+$ + - $W^+$ + - $W^+$ + - $W^+$ + - $W^+$ + - $W^-$ + - $W^-$ + - $W^-$ + - $W^-$ + - $W^-$ + - $W^-$ + - $W^-$ + - $W^-$ + - $W^-$ + - $W^-$ + - $W^-$ + plot_x: abs_eta + kinematic_coverage: + - abs_eta + - m_W2 + - sqrts + kinematics: + variables: + abs_eta: + description: 'Absolute pseudo-rapidity of the muon' + label: r"|$\eta|$" + units: '' + m_W2: + description: 'Squared invariant mass of the W boson' + label: '$m_W^2$' + units: 'GeV^2' + sqrts: + description: 'Square root of the center of mass energy' + label: r"\sqrt{s}" + units: 'GeV' + file: kinematics.yaml + + data_uncertainties: [uncertainties.yaml] + + data_central: data.yaml + diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_8TEV/rawdata/HEPData-ins1729240-v1-Table_5a.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_8TEV/rawdata/HEPData-ins1729240-v1-Table_5a.yaml new file mode 100644 index 0000000000..a9b91314e6 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_8TEV/rawdata/HEPData-ins1729240-v1-Table_5a.yaml @@ -0,0 +1,571 @@ +dependent_variables: +- header: {name: 'W+'} + qualifiers: + - {name: RE, value: P P --> (W+) X} + - {name: SQRT(S), units: GeV, value: '8000.0'} + - {name: '', value: 'Individual cross-sections, sums and ratio'} + values: + - errors: + - {symerror: -0.02, label: 'sys,Muon ID Smearing'} + - {symerror: -0.03, label: 'sys,Muon MS Smearing'} + - {symerror: -0.08, label: 'sys,Muon Scale'} + - {symerror: 0.01, label: 'sys,Muon TrigEff Isolation'} + - {symerror: 0.06, label: 'sys,Muon TrigEff Mass Win'} + - {symerror: 0.00, label: 'sys,Muon TrigEff Stat.'} + - {symerror: -0.37, label: 'sys,Muon RecoEff Syst'} + - {symerror: 0.02, label: 'sys,Muon Sagitta'} + - {symerror: -0.02, label: 'sys,Muon IsoEff'} + - {symerror: -0.10, label: 'sys,Muon D0Eff'} + - {symerror: -0.08, label: 'sys,Muon RecoEff Stat'} + - {symerror: 0.26, label: 'sys,SoftTrkScale'} + - {symerror: 0.35, label: 'sys,SoftTrkResoCorr'} + - {symerror: 0.10, label: 'sys,MET Jet Syst 0'} + - {symerror: -0.02, label: 'sys,MET Jet Syst 1'} + - {symerror: 0.00, label: 'sys,MET Jet Syst 2'} + - {symerror: 0.01, label: 'sys,MET Jet Syst 3'} + - {symerror: 0.00, label: 'sys,MET Jet Syst 4'} + - {symerror: 0.01, label: 'sys,MET Jet Syst 5'} + - {symerror: 0.04, label: 'sys,MET Jet Syst 6'} + - {symerror: 0.03, label: 'sys,MET Jet Syst 7'} + - {symerror: 0.00, label: 'sys,MET Jet Syst 8'} + - {symerror: 0.00, label: 'sys,MET Jet Syst 9'} + - {symerror: -0.02, label: 'sys,MET Jet Syst 10'} + - {symerror: -0.01, label: 'sys,MET Jet Syst 11'} + - {symerror: 0.01, label: 'sys,MET Jet Syst 12'} + - {symerror: 0.01, label: 'sys,MET Jet Syst 13'} + - {symerror: -0.01, label: 'sys,WW'} + - {symerror: -0.00, label: 'sys,WZ'} + - {symerror: -0.00, label: 'sys,ZZ'} + - {symerror: -0.11, label: 'sys,Wtaunu'} + - {symerror: -0.00, label: 'sys,Ztautau'} + - {symerror: -0.04, label: 'sys,Zmumu'} + - {symerror: -0.04, label: 'sys,ttbar'} + - {symerror: -0.00, label: 'sys,photon'} + - {symerror: -0.01, label: 'sys,single top'} + - {symerror: 0.01, label: 'sys,Z-vertex'} + - {symerror: 0.02, label: 'sys,PDF CT14'} + - {symerror: 0.01, label: 'sys,PDF MSTW'} + - {symerror: -0.13, label: 'sys,Pileup'} + - {symerror: 0.67, label: 'sys,Modelling'} + - {symerror: -0.40, label: 'sys,MJ - Extrap Bkg'} + - {symerror: -0.14, label: 'sys,MJ - Method Corr'} + - {symerror: -0.14, label: 'sys,MJ - Method Uncorr'} + - {symerror: -0.10, label: 'sys,MJ - Uncorr'} + - {symerror: 0.00, label: 'sys,F/B Compatibility'} + - {symerror: 0.17, label: 'sys,MC stat. unc'} + - {symerror: 0.06, label: stat} + value: 630 + - errors: + - {symerror: -0.02, label: 'sys,Muon ID Smearing'} + - {symerror: 0.01, label: 'sys,Muon MS Smearing'} + - {symerror: -0.06, label: 'sys,Muon Scale'} + - {symerror: -0.01, label: 'sys,Muon TrigEff Isolation'} + - {symerror: -0.02, label: 'sys,Muon TrigEff Mass Win'} + - {symerror: 0.00, label: 'sys,Muon TrigEff Stat.'} + - {symerror: -0.16, label: 'sys,Muon RecoEff Syst'} + - {symerror: -0.00, label: 'sys,Muon Sagitta'} + - {symerror: -0.02, label: 'sys,Muon IsoEff'} + - {symerror: -0.10, label: 'sys,Muon D0Eff'} + - {symerror: -0.02, 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{symerror: 0.00, label: 'sys,MET Jet Syst 9'} + - {symerror: -0.01, label: 'sys,MET Jet Syst 10'} + - {symerror: -0.01, label: 'sys,MET Jet Syst 11'} + - {symerror: 0.00, label: 'sys,MET Jet Syst 12'} + - {symerror: 0.00, label: 'sys,MET Jet Syst 13'} + - {symerror: -0.01, label: 'sys,WW'} + - {symerror: -0.00, label: 'sys,WZ'} + - {symerror: -0.00, label: 'sys,ZZ'} + - {symerror: -0.10, label: 'sys,Wtaunu'} + - {symerror: -0.00, label: 'sys,Ztautau'} + - {symerror: -0.15, label: 'sys,Zmumu'} + - {symerror: -0.02, label: 'sys,ttbar'} + - {symerror: -0.00, label: 'sys,photon'} + - {symerror: -0.01, label: 'sys,single top'} + - {symerror: 0.02, label: 'sys,Z-vertex'} + - {symerror: 0.01, label: 'sys,PDF CT14'} + - {symerror: -0.00, label: 'sys,PDF MSTW'} + - {symerror: -0.11, label: 'sys,Pileup'} + - {symerror: 0.57, label: 'sys,Modelling'} + - {symerror: -0.33, label: 'sys,MJ - Extrap Bkg'} + - {symerror: -0.07, label: 'sys,MJ - Method Corr'} + - {symerror: -0.07, label: 'sys,MJ - 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label: 'sys,Muon MS Smearing'} + - {symerror: -0.08, label: 'sys,Muon Scale'} + - {symerror: 0.01, label: 'sys,Muon TrigEff Isolation'} + - {symerror: 0.02, label: 'sys,Muon TrigEff Mass Win'} + - {symerror: 0.00, label: 'sys,Muon TrigEff Stat.'} + - {symerror: -0.22, label: 'sys,Muon RecoEff Syst'} + - {symerror: 0.02, label: 'sys,Muon Sagitta'} + - {symerror: -0.02, label: 'sys,Muon IsoEff'} + - {symerror: -0.11, label: 'sys,Muon D0Eff'} + - {symerror: -0.02, label: 'sys,Muon RecoEff Stat'} + - {symerror: 0.24, label: 'sys,SoftTrkScale'} + - {symerror: 0.55, label: 'sys,SoftTrkResoCorr'} + - {symerror: 0.10, label: 'sys,MET Jet Syst 0'} + - {symerror: -0.02, label: 'sys,MET Jet Syst 1'} + - {symerror: -0.00, label: 'sys,MET Jet Syst 2'} + - {symerror: -0.01, label: 'sys,MET Jet Syst 3'} + - {symerror: -0.00, label: 'sys,MET Jet Syst 4'} + - {symerror: 0.01, label: 'sys,MET Jet Syst 5'} + - {symerror: 0.05, label: 'sys,MET Jet Syst 6'} + - {symerror: 0.02, label: 'sys,MET Jet Syst 7'} + - {symerror: 0.00, label: 'sys,MET Jet Syst 8'} + - {symerror: 0.00, label: 'sys,MET Jet Syst 9'} + - {symerror: -0.02, label: 'sys,MET Jet Syst 10'} + - {symerror: -0.02, label: 'sys,MET Jet Syst 11'} + - {symerror: 0.00, label: 'sys,MET Jet Syst 12'} + - {symerror: 0.00, label: 'sys,MET Jet Syst 13'} + - {symerror: -0.00, label: 'sys,WW'} + - {symerror: -0.00, label: 'sys,WZ'} + - {symerror: -0.00, label: 'sys,ZZ'} + - {symerror: -0.10, label: 'sys,Wtaunu'} + - {symerror: -0.00, label: 'sys,Ztautau'} + - {symerror: -0.25, label: 'sys,Zmumu'} + - {symerror: -0.01, label: 'sys,ttbar'} + - {symerror: -0.00, label: 'sys,photon'} + - {symerror: -0.01, label: 'sys,single top'} + - {symerror: 0.02, label: 'sys,Z-vertex'} + - {symerror: -0.01, label: 'sys,PDF CT14'} + - {symerror: 0.02, label: 'sys,PDF MSTW'} + - {symerror: -0.14, label: 'sys,Pileup'} + - {symerror: 0.85, label: 'sys,Modelling'} + - {symerror: -0.23, label: 'sys,MJ - Extrap Bkg'} + - {symerror: -0.10, label: 'sys,MJ - 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{symerror: -0.02, label: 'sys,MET Jet Syst 1'} + - {symerror: 0.00, label: 'sys,MET Jet Syst 2'} + - {symerror: -0.00, label: 'sys,MET Jet Syst 3'} + - {symerror: -0.00, label: 'sys,MET Jet Syst 4'} + - {symerror: 0.01, label: 'sys,MET Jet Syst 5'} + - {symerror: 0.04, label: 'sys,MET Jet Syst 6'} + - {symerror: 0.03, label: 'sys,MET Jet Syst 7'} + - {symerror: 0.00, label: 'sys,MET Jet Syst 8'} + - {symerror: 0.00, label: 'sys,MET Jet Syst 9'} + - {symerror: -0.00, label: 'sys,MET Jet Syst 10'} + - {symerror: -0.02, label: 'sys,MET Jet Syst 11'} + - {symerror: -0.00, label: 'sys,MET Jet Syst 12'} + - {symerror: -0.00, label: 'sys,MET Jet Syst 13'} + - {symerror: -0.00, label: 'sys,WW'} + - {symerror: -0.00, label: 'sys,WZ'} + - {symerror: -0.00, label: 'sys,ZZ'} + - {symerror: -0.11, label: 'sys,Wtaunu'} + - {symerror: -0.00, label: 'sys,Ztautau'} + - {symerror: -0.28, label: 'sys,Zmumu'} + - {symerror: -0.01, label: 'sys,ttbar'} + - {symerror: -0.00, label: 'sys,photon'} + - {symerror: -0.00, label: 'sys,single top'} + - {symerror: 0.03, label: 'sys,Z-vertex'} + - {symerror: 0.01, label: 'sys,PDF CT14'} + - {symerror: 0.02, label: 'sys,PDF MSTW'} + - {symerror: -0.16, label: 'sys,Pileup'} + - {symerror: 0.76, label: 'sys,Modelling'} + - {symerror: -0.26, label: 'sys,MJ - Extrap Bkg'} + - {symerror: -0.09, label: 'sys,MJ - Method Corr'} + - {symerror: -0.09, label: 'sys,MJ - Method Uncorr'} + - {symerror: -0.07, label: 'sys,MJ - Uncorr'} + - {symerror: 0.39, label: 'sys,F/B Compatibility'} + - {symerror: 0.10, label: 'sys,MC stat. unc'} + - {symerror: 0.05, label: stat} + value: 658 + - errors: + - {symerror: 0.07, label: 'sys,Muon ID Smearing'} + - {symerror: 0.02, label: 'sys,Muon MS Smearing'} + - {symerror: -0.24, label: 'sys,Muon Scale'} + - {symerror: -0.02, label: 'sys,Muon TrigEff Isolation'} + - {symerror: 0.06, label: 'sys,Muon TrigEff Mass Win'} + - {symerror: 0.00, label: 'sys,Muon TrigEff Stat.'} + - {symerror: -0.31, label: 'sys,Muon RecoEff 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{name: Absolute muon $\eta$} + values: + - {high: 0.21, low: 0.00} + - {high: 0.42, low: 0.21} + - {high: 0.63, low: 0.42} + - {high: 0.84, low: 0.63} + - {high: 1.05, low: 0.84} + - {high: 1.37, low: 1.05} + - {high: 1.52, low: 1.37} + - {high: 1.74, low: 1.52} + - {high: 1.95, low: 1.74} + - {high: 2.18, low: 1.95} + - {high: 2.40, low: 2.18} diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_8TEV/rawdata/HEPData-ins1729240-v1-Table_5b.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_8TEV/rawdata/HEPData-ins1729240-v1-Table_5b.yaml new file mode 100644 index 0000000000..5192a6bf7d --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_8TEV/rawdata/HEPData-ins1729240-v1-Table_5b.yaml @@ -0,0 +1,571 @@ +dependent_variables: +- header: {name: 'W-'} + qualifiers: + - {name: RE, value: P P --> (W-) X} + - {name: SQRT(S), units: GeV, value: '8000.0'} + - {name: '', value: 'Individual cross-sections, sums and ratio'} + values: + - errors: + - {symerror: 0.03, label: 'sys,Muon ID Smearing'} + - {symerror: -0.01, label: 'sys,Muon MS Smearing'} + - {symerror: -0.06, label: 'sys,Muon Scale'} + - {symerror: 0.00, label: 'sys,Muon TrigEff Isolation'} + - {symerror: 0.03, label: 'sys,Muon TrigEff Mass Win'} + - {symerror: 0.00, label: 'sys,Muon TrigEff Stat.'} + - {symerror: -0.37, label: 'sys,Muon RecoEff Syst'} + - {symerror: -0.02, label: 'sys,Muon Sagitta'} + - {symerror: -0.02, label: 'sys,Muon IsoEff'} + - {symerror: -0.10, label: 'sys,Muon D0Eff'} + - {symerror: -0.08, label: 'sys,Muon RecoEff Stat'} + - {symerror: 0.26, label: 'sys,SoftTrkScale'} + - {symerror: 0.28, label: 'sys,SoftTrkResoCorr'} + - {symerror: 0.12, label: 'sys,MET Jet Syst 0'} + - {symerror: -0.03, label: 'sys,MET Jet Syst 1'} + - {symerror: 0.00, label: 'sys,MET Jet Syst 2'} + - {symerror: 0.00, label: 'sys,MET Jet Syst 3'} + - {symerror: -0.01, label: 'sys,MET Jet Syst 4'} + - {symerror: 0.01, label: 'sys,MET Jet Syst 5'} + - {symerror: 0.03, label: 'sys,MET Jet Syst 6'} + - {symerror: 0.03, label: 'sys,MET Jet Syst 7'} + - {symerror: 0.00, label: 'sys,MET Jet Syst 8'} + - {symerror: 0.00, label: 'sys,MET Jet Syst 9'} + - {symerror: -0.03, label: 'sys,MET Jet Syst 10'} + - {symerror: -0.02, label: 'sys,MET Jet Syst 11'} + - {symerror: 0.00, label: 'sys,MET Jet Syst 12'} + - {symerror: 0.00, label: 'sys,MET Jet Syst 13'} + - {symerror: -0.01, label: 'sys,WW'} + - {symerror: -0.00, label: 'sys,WZ'} + - {symerror: -0.00, label: 'sys,ZZ'} + - {symerror: -0.11, label: 'sys,Wtaunu'} + - {symerror: -0.00, label: 'sys,Ztautau'} + - {symerror: -0.05, label: 'sys,Zmumu'} + - {symerror: -0.05, label: 'sys,ttbar'} + - {symerror: -0.00, label: 'sys,photon'} + - {symerror: -0.01, label: 'sys,single top'} + - {symerror: 0.02, label: 'sys,Z-vertex'} + - {symerror: -0.01, label: 'sys,PDF CT14'} + - {symerror: -0.01, label: 'sys,PDF MSTW'} + - {symerror: -0.12, label: 'sys,Pileup'} + - {symerror: 0.47, label: 'sys,Modelling'} + - {symerror: -0.42, label: 'sys,MJ - Extrap 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{symerror: 0.11, label: 'sys,MET Jet Syst 0'} + - {symerror: -0.02, label: 'sys,MET Jet Syst 1'} + - {symerror: -0.00, label: 'sys,MET Jet Syst 2'} + - {symerror: 0.01, label: 'sys,MET Jet Syst 3'} + - {symerror: -0.00, label: 'sys,MET Jet Syst 4'} + - {symerror: 0.01, label: 'sys,MET Jet Syst 5'} + - {symerror: 0.04, label: 'sys,MET Jet Syst 6'} + - {symerror: 0.03, label: 'sys,MET Jet Syst 7'} + - {symerror: 0.00, label: 'sys,MET Jet Syst 8'} + - {symerror: 0.00, label: 'sys,MET Jet Syst 9'} + - {symerror: -0.01, label: 'sys,MET Jet Syst 10'} + - {symerror: -0.02, label: 'sys,MET Jet Syst 11'} + - {symerror: 0.01, label: 'sys,MET Jet Syst 12'} + - {symerror: 0.01, label: 'sys,MET Jet Syst 13'} + - {symerror: -0.01, label: 'sys,WW'} + - {symerror: -0.00, label: 'sys,WZ'} + - {symerror: -0.00, label: 'sys,ZZ'} + - {symerror: -0.11, label: 'sys,Wtaunu'} + - {symerror: -0.00, label: 'sys,Ztautau'} + - {symerror: -0.05, label: 'sys,Zmumu'} + - {symerror: -0.05, label: 'sys,ttbar'} + - 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{symerror: -0.19, label: 'sys,Muon RecoEff Syst'} + - {symerror: 0.01, label: 'sys,Muon Sagitta'} + - {symerror: -0.02, label: 'sys,Muon IsoEff'} + - {symerror: -0.11, label: 'sys,Muon D0Eff'} + - {symerror: -0.02, label: 'sys,Muon RecoEff Stat'} + - {symerror: 0.26, label: 'sys,SoftTrkScale'} + - {symerror: 0.39, label: 'sys,SoftTrkResoCorr'} + - {symerror: 0.10, label: 'sys,MET Jet Syst 0'} + - {symerror: -0.02, label: 'sys,MET Jet Syst 1'} + - {symerror: -0.01, label: 'sys,MET Jet Syst 2'} + - {symerror: -0.01, label: 'sys,MET Jet Syst 3'} + - {symerror: -0.00, label: 'sys,MET Jet Syst 4'} + - {symerror: 0.01, label: 'sys,MET Jet Syst 5'} + - {symerror: 0.03, label: 'sys,MET Jet Syst 6'} + - {symerror: 0.03, label: 'sys,MET Jet Syst 7'} + - {symerror: 0.00, label: 'sys,MET Jet Syst 8'} + - {symerror: 0.00, label: 'sys,MET Jet Syst 9'} + - {symerror: -0.01, label: 'sys,MET Jet Syst 10'} + - {symerror: -0.02, label: 'sys,MET Jet Syst 11'} + - {symerror: -0.00, label: 'sys,MET Jet Syst 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value: 486 + - errors: + - {symerror: 0.02, label: 'sys,Muon ID Smearing'} + - {symerror: 0.01, label: 'sys,Muon MS Smearing'} + - {symerror: -0.05, label: 'sys,Muon Scale'} + - {symerror: 0.03, label: 'sys,Muon TrigEff Isolation'} + - {symerror: 0.01, label: 'sys,Muon TrigEff Mass Win'} + - {symerror: 0.00, label: 'sys,Muon TrigEff Stat.'} + - {symerror: -0.19, label: 'sys,Muon RecoEff Syst'} + - {symerror: 0.00, label: 'sys,Muon Sagitta'} + - {symerror: -0.02, label: 'sys,Muon IsoEff'} + - {symerror: -0.11, label: 'sys,Muon D0Eff'} + - {symerror: -0.02, label: 'sys,Muon RecoEff Stat'} + - {symerror: 0.29, label: 'sys,SoftTrkScale'} + - {symerror: 0.47, label: 'sys,SoftTrkResoCorr'} + - {symerror: 0.13, label: 'sys,MET Jet Syst 0'} + - {symerror: -0.03, label: 'sys,MET Jet Syst 1'} + - {symerror: 0.00, label: 'sys,MET Jet Syst 2'} + - {symerror: 0.01, label: 'sys,MET Jet Syst 3'} + - {symerror: -0.00, label: 'sys,MET Jet Syst 4'} + - {symerror: 0.01, label: 'sys,MET Jet Syst 5'} + - {symerror: 0.04, label: 'sys,MET Jet Syst 6'} + - {symerror: 0.04, label: 'sys,MET Jet Syst 7'} + - {symerror: 0.00, label: 'sys,MET Jet Syst 8'} + - {symerror: 0.00, label: 'sys,MET Jet Syst 9'} + - {symerror: -0.04, label: 'sys,MET Jet Syst 10'} + - {symerror: -0.02, label: 'sys,MET Jet Syst 11'} + - {symerror: 0.01, label: 'sys,MET Jet Syst 12'} + - {symerror: 0.01, label: 'sys,MET Jet Syst 13'} + - {symerror: -0.01, label: 'sys,WW'} + - {symerror: -0.00, label: 'sys,WZ'} + - {symerror: -0.00, label: 'sys,ZZ'} + - {symerror: -0.11, label: 'sys,Wtaunu'} + - {symerror: -0.00, label: 'sys,Ztautau'} + - {symerror: -0.10, label: 'sys,Zmumu'} + - {symerror: -0.04, label: 'sys,ttbar'} + - {symerror: -0.00, label: 'sys,photon'} + - {symerror: -0.01, label: 'sys,single top'} + - {symerror: 0.01, label: 'sys,Z-vertex'} + - {symerror: 0.02, label: 'sys,PDF CT14'} + - {symerror: 0.02, label: 'sys,PDF MSTW'} + - {symerror: -0.14, label: 'sys,Pileup'} + - {symerror: 0.55, label: 'sys,Modelling'} 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{symerror: 0.42, label: 'sys,SoftTrkResoCorr'} + - {symerror: 0.14, label: 'sys,MET Jet Syst 0'} + - {symerror: -0.02, label: 'sys,MET Jet Syst 1'} + - {symerror: -0.00, label: 'sys,MET Jet Syst 2'} + - {symerror: 0.01, label: 'sys,MET Jet Syst 3'} + - {symerror: 0.00, label: 'sys,MET Jet Syst 4'} + - {symerror: 0.01, label: 'sys,MET Jet Syst 5'} + - {symerror: 0.04, label: 'sys,MET Jet Syst 6'} + - {symerror: 0.03, label: 'sys,MET Jet Syst 7'} + - {symerror: 0.00, label: 'sys,MET Jet Syst 8'} + - {symerror: 0.00, label: 'sys,MET Jet Syst 9'} + - {symerror: -0.03, label: 'sys,MET Jet Syst 10'} + - {symerror: -0.02, label: 'sys,MET Jet Syst 11'} + - {symerror: 0.00, label: 'sys,MET Jet Syst 12'} + - {symerror: 0.00, label: 'sys,MET Jet Syst 13'} + - {symerror: -0.01, label: 'sys,WW'} + - {symerror: -0.00, label: 'sys,WZ'} + - {symerror: -0.00, label: 'sys,ZZ'} + - {symerror: -0.12, label: 'sys,Wtaunu'} + - {symerror: -0.00, label: 'sys,Ztautau'} + - {symerror: -0.14, label: 'sys,Zmumu'} + - {symerror: -0.04, label: 'sys,ttbar'} + - {symerror: -0.00, label: 'sys,photon'} + - {symerror: -0.01, label: 'sys,single top'} + - {symerror: 0.01, label: 'sys,Z-vertex'} + - {symerror: 0.03, label: 'sys,PDF CT14'} + - {symerror: 0.03, label: 'sys,PDF MSTW'} + - {symerror: -0.11, label: 'sys,Pileup'} + - {symerror: 0.67, label: 'sys,Modelling'} + - {symerror: -0.34, label: 'sys,MJ - Extrap Bkg'} + - {symerror: -0.09, label: 'sys,MJ - Method Corr'} + - {symerror: -0.09, label: 'sys,MJ - Method Uncorr'} + - {symerror: -0.10, label: 'sys,MJ - Uncorr'} + - {symerror: 0.22, label: 'sys,F/B Compatibility'} + - {symerror: 0.16, label: 'sys,MC stat. unc'} + - {symerror: 0.07, label: stat} + value: 465 + - errors: + - {symerror: 0.01, label: 'sys,Muon ID Smearing'} + - {symerror: 0.00, label: 'sys,Muon MS Smearing'} + - {symerror: -0.09, label: 'sys,Muon Scale'} + - {symerror: 0.01, label: 'sys,Muon TrigEff Isolation'} + - {symerror: -0.03, label: 'sys,Muon TrigEff Mass Win'} + - {symerror: 0.00, label: 'sys,Muon TrigEff Stat.'} + - {symerror: -0.19, label: 'sys,Muon RecoEff Syst'} + - {symerror: 0.02, label: 'sys,Muon Sagitta'} + - {symerror: -0.02, label: 'sys,Muon IsoEff'} + - {symerror: -0.11, label: 'sys,Muon D0Eff'} + - {symerror: -0.02, label: 'sys,Muon RecoEff Stat'} + - {symerror: 0.33, label: 'sys,SoftTrkScale'} + - {symerror: 0.51, label: 'sys,SoftTrkResoCorr'} + - {symerror: 0.12, label: 'sys,MET Jet Syst 0'} + - {symerror: -0.02, label: 'sys,MET Jet Syst 1'} + - {symerror: -0.00, label: 'sys,MET Jet Syst 2'} + - {symerror: 0.01, label: 'sys,MET Jet Syst 3'} + - {symerror: -0.00, label: 'sys,MET Jet Syst 4'} + - {symerror: 0.01, label: 'sys,MET Jet Syst 5'} + - {symerror: 0.04, label: 'sys,MET Jet Syst 6'} + - {symerror: 0.02, label: 'sys,MET Jet Syst 7'} + - {symerror: 0.00, label: 'sys,MET Jet Syst 8'} + - {symerror: 0.00, label: 'sys,MET Jet Syst 9'} + - {symerror: -0.01, label: 'sys,MET Jet Syst 10'} + - {symerror: -0.01, label: 'sys,MET Jet 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'sys,MC stat. unc'} + - {symerror: 0.05, label: stat} + value: 456 + - errors: + - {symerror: -0.05, label: 'sys,Muon ID Smearing'} + - {symerror: -0.03, label: 'sys,Muon MS Smearing'} + - {symerror: -0.09, label: 'sys,Muon Scale'} + - {symerror: 0.00, label: 'sys,Muon TrigEff Isolation'} + - {symerror: 0.01, label: 'sys,Muon TrigEff Mass Win'} + - {symerror: 0.00, label: 'sys,Muon TrigEff Stat.'} + - {symerror: -0.17, label: 'sys,Muon RecoEff Syst'} + - {symerror: 0.02, label: 'sys,Muon Sagitta'} + - {symerror: -0.02, label: 'sys,Muon IsoEff'} + - {symerror: -0.11, label: 'sys,Muon D0Eff'} + - {symerror: -0.02, label: 'sys,Muon RecoEff Stat'} + - {symerror: 0.37, label: 'sys,SoftTrkScale'} + - {symerror: 0.49, label: 'sys,SoftTrkResoCorr'} + - {symerror: 0.13, label: 'sys,MET Jet Syst 0'} + - {symerror: -0.04, label: 'sys,MET Jet Syst 1'} + - {symerror: -0.01, label: 'sys,MET Jet Syst 2'} + - {symerror: -0.02, label: 'sys,MET Jet Syst 3'} + - {symerror: -0.01, label: 'sys,MET Jet Syst 4'} + - {symerror: 0.01, label: 'sys,MET Jet Syst 5'} + - {symerror: -0.04, label: 'sys,MET Jet Syst 6'} + - {symerror: -0.03, label: 'sys,MET Jet Syst 7'} + - {symerror: -0.00, label: 'sys,MET Jet Syst 8'} + - {symerror: -0.00, label: 'sys,MET Jet Syst 9'} + - {symerror: -0.04, label: 'sys,MET Jet Syst 10'} + - {symerror: -0.03, label: 'sys,MET Jet Syst 11'} + - {symerror: -0.00, label: 'sys,MET Jet Syst 12'} + - {symerror: -0.00, label: 'sys,MET Jet Syst 13'} + - {symerror: -0.01, label: 'sys,WW'} + - {symerror: -0.00, label: 'sys,WZ'} + - {symerror: -0.00, label: 'sys,ZZ'} + - {symerror: -0.12, label: 'sys,Wtaunu'} + - {symerror: -0.00, label: 'sys,Ztautau'} + - {symerror: -0.25, label: 'sys,Zmumu'} + - {symerror: -0.03, label: 'sys,ttbar'} + - {symerror: -0.00, label: 'sys,photon'} + - {symerror: -0.01, label: 'sys,single top'} + - {symerror: 0.01, label: 'sys,Z-vertex'} + - {symerror: 0.01, label: 'sys,PDF CT14'} + - {symerror: 0.01, label: 'sys,PDF MSTW'} + - {symerror: -0.09, label: 'sys,Pileup'} + - {symerror: 0.68, label: 'sys,Modelling'} + - {symerror: -0.34, label: 'sys,MJ - Extrap Bkg'} + - {symerror: -0.07, label: 'sys,MJ - Method Corr'} + - {symerror: -0.07, label: 'sys,MJ - Method Uncorr'} + - {symerror: -0.11, label: 'sys,MJ - Uncorr'} + - {symerror: 0.00, label: 'sys,F/B Compatibility'} + - {symerror: 0.14, label: 'sys,MC stat. unc'} + - {symerror: 0.07, label: stat} + value: 440 + - errors: + - {symerror: -0.02, label: 'sys,Muon ID Smearing'} + - {symerror: -0.03, label: 'sys,Muon MS Smearing'} + - {symerror: -0.08, label: 'sys,Muon Scale'} + - {symerror: 0.01, label: 'sys,Muon TrigEff Isolation'} + - {symerror: -0.02, label: 'sys,Muon TrigEff Mass Win'} + - {symerror: 0.00, label: 'sys,Muon TrigEff Stat.'} + - {symerror: -0.17, label: 'sys,Muon RecoEff Syst'} + - {symerror: 0.02, label: 'sys,Muon Sagitta'} + - {symerror: -0.02, label: 'sys,Muon IsoEff'} + - {symerror: -0.11, label: 'sys,Muon D0Eff'} + - {symerror: -0.02, label: 'sys,Muon RecoEff 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label: 'sys,Ztautau'} + - {symerror: -0.30, label: 'sys,Zmumu'} + - {symerror: -0.03, label: 'sys,ttbar'} + - {symerror: -0.00, label: 'sys,photon'} + - {symerror: -0.01, label: 'sys,single top'} + - {symerror: 0.02, label: 'sys,Z-vertex'} + - {symerror: 0.03, label: 'sys,PDF CT14'} + - {symerror: 0.03, label: 'sys,PDF MSTW'} + - {symerror: -0.12, label: 'sys,Pileup'} + - {symerror: 0.65, label: 'sys,Modelling'} + - {symerror: -0.29, label: 'sys,MJ - Extrap Bkg'} + - {symerror: -0.23, label: 'sys,MJ - Method Corr'} + - {symerror: -0.23, label: 'sys,MJ - Method Uncorr'} + - {symerror: -0.09, label: 'sys,MJ - Uncorr'} + - {symerror: 0.16, label: 'sys,F/B Compatibility'} + - {symerror: 0.12, label: 'sys,MC stat. unc'} + - {symerror: 0.06, label: stat} + value: 427 + - errors: + - {symerror: -0.05, label: 'sys,Muon ID Smearing'} + - {symerror: -0.03, label: 'sys,Muon MS Smearing'} + - {symerror: -0.09, label: 'sys,Muon Scale'} + - {symerror: 0.01, label: 'sys,Muon TrigEff Isolation'} + - {symerror: 0.03, label: 'sys,Muon TrigEff Mass Win'} + - {symerror: 0.00, label: 'sys,Muon TrigEff Stat.'} + - {symerror: -0.23, label: 'sys,Muon RecoEff Syst'} + - {symerror: -0.01, label: 'sys,Muon Sagitta'} + - {symerror: -0.02, label: 'sys,Muon IsoEff'} + - {symerror: -0.11, label: 'sys,Muon D0Eff'} + - {symerror: -0.02, label: 'sys,Muon RecoEff Stat'} + - {symerror: 0.36, label: 'sys,SoftTrkScale'} + - {symerror: 0.56, label: 'sys,SoftTrkResoCorr'} + - {symerror: 0.12, label: 'sys,MET Jet Syst 0'} + - {symerror: -0.03, label: 'sys,MET Jet Syst 1'} + - {symerror: -0.01, label: 'sys,MET Jet Syst 2'} + - {symerror: -0.01, label: 'sys,MET Jet Syst 3'} + - {symerror: -0.00, label: 'sys,MET Jet Syst 4'} + - {symerror: 0.01, label: 'sys,MET Jet Syst 5'} + - {symerror: 0.06, label: 'sys,MET Jet Syst 6'} + - {symerror: 0.04, label: 'sys,MET Jet Syst 7'} + - {symerror: 0.00, label: 'sys,MET Jet Syst 8'} + - {symerror: 0.00, label: 'sys,MET Jet Syst 9'} + - {symerror: -0.02, label: 'sys,MET Jet Syst 10'} + - {symerror: -0.04, label: 'sys,MET Jet Syst 11'} + - {symerror: -0.01, label: 'sys,MET Jet Syst 12'} + - {symerror: -0.01, label: 'sys,MET Jet Syst 13'} + - {symerror: -0.01, label: 'sys,WW'} + - {symerror: -0.00, label: 'sys,WZ'} + - {symerror: -0.00, label: 'sys,ZZ'} + - {symerror: -0.11, label: 'sys,Wtaunu'} + - {symerror: -0.00, label: 'sys,Ztautau'} + - {symerror: -0.36, label: 'sys,Zmumu'} + - {symerror: -0.02, label: 'sys,ttbar'} + - {symerror: -0.00, label: 'sys,photon'} + - {symerror: -0.01, label: 'sys,single top'} + - {symerror: 0.03, label: 'sys,Z-vertex'} + - {symerror: 0.02, label: 'sys,PDF CT14'} + - {symerror: 0.02, label: 'sys,PDF MSTW'} + - {symerror: -0.11, label: 'sys,Pileup'} + - {symerror: 0.74, label: 'sys,Modelling'} + - {symerror: -0.29, label: 'sys,MJ - Extrap Bkg'} + - {symerror: -0.22, label: 'sys,MJ - Method Corr'} + - {symerror: -0.22, label: 'sys,MJ - Method Uncorr'} + - {symerror: -0.09, label: 'sys,MJ - Uncorr'} + - {symerror: 0.34, label: 'sys,F/B Compatibility'} + - {symerror: 0.12, label: 'sys,MC stat. unc'} + - {symerror: 0.06, label: stat} + value: 410 + - errors: + - {symerror: 0.02, label: 'sys,Muon ID Smearing'} + - {symerror: -0.01, label: 'sys,Muon MS Smearing'} + - {symerror: -0.12, label: 'sys,Muon Scale'} + - {symerror: 0.00, label: 'sys,Muon TrigEff Isolation'} + - {symerror: 0.04, label: 'sys,Muon TrigEff Mass Win'} + - {symerror: 0.00, label: 'sys,Muon TrigEff Stat.'} + - {symerror: -0.23, label: 'sys,Muon RecoEff Syst'} + - {symerror: -0.04, label: 'sys,Muon Sagitta'} + - {symerror: -0.02, label: 'sys,Muon IsoEff'} + - {symerror: -0.11, label: 'sys,Muon D0Eff'} + - {symerror: -0.02, label: 'sys,Muon RecoEff Stat'} + - {symerror: 0.30, label: 'sys,SoftTrkScale'} + - {symerror: 0.58, label: 'sys,SoftTrkResoCorr'} + - {symerror: 0.13, label: 'sys,MET Jet Syst 0'} + - {symerror: -0.03, label: 'sys,MET Jet Syst 1'} + - {symerror: -0.01, label: 'sys,MET Jet Syst 2'} + - {symerror: -0.01, label: 'sys,MET Jet Syst 3'} + - {symerror: -0.00, label: 'sys,MET Jet Syst 4'} + - {symerror: 0.01, label: 'sys,MET Jet Syst 5'} + - {symerror: 0.05, label: 'sys,MET Jet Syst 6'} + - {symerror: 0.03, label: 'sys,MET Jet Syst 7'} + - {symerror: 0.00, label: 'sys,MET Jet Syst 8'} + - {symerror: 0.00, label: 'sys,MET Jet Syst 9'} + - {symerror: -0.02, label: 'sys,MET Jet Syst 10'} + - {symerror: -0.03, label: 'sys,MET Jet Syst 11'} + - {symerror: -0.00, label: 'sys,MET Jet Syst 12'} + - {symerror: -0.00, label: 'sys,MET Jet Syst 13'} + - {symerror: -0.01, label: 'sys,WW'} + - {symerror: -0.00, label: 'sys,WZ'} + - {symerror: -0.00, label: 'sys,ZZ'} + - {symerror: -0.12, label: 'sys,Wtaunu'} + - {symerror: -0.00, label: 'sys,Ztautau'} + - {symerror: -0.42, label: 'sys,Zmumu'} + - {symerror: -0.02, label: 'sys,ttbar'} + - {symerror: -0.00, label: 'sys,photon'} + - {symerror: -0.00, label: 'sys,single top'} + - {symerror: 0.03, label: 'sys,Z-vertex'} + - {symerror: 0.03, label: 'sys,PDF CT14'} + - {symerror: 0.03, label: 'sys,PDF MSTW'} + - {symerror: -0.15, label: 'sys,Pileup'} + - {symerror: 0.95, label: 'sys,Modelling'} + - {symerror: -0.23, label: 'sys,MJ - Extrap Bkg'} + - {symerror: -0.08, label: 'sys,MJ - Method Corr'} + - {symerror: -0.08, label: 'sys,MJ - Method Uncorr'} + - {symerror: -0.09, label: 'sys,MJ - Uncorr'} + - {symerror: 0.39, label: 'sys,F/B Compatibility'} + - {symerror: 0.13, label: 'sys,MC stat. unc'} + - {symerror: 0.06, label: stat} + value: 389 + - errors: + - {symerror: 0.05, label: 'sys,Muon ID Smearing'} + - {symerror: -0.03, label: 'sys,Muon MS Smearing'} + - {symerror: -0.19, label: 'sys,Muon Scale'} + - {symerror: 0.00, label: 'sys,Muon TrigEff Isolation'} + - {symerror: 0.02, label: 'sys,Muon TrigEff Mass Win'} + - {symerror: 0.00, label: 'sys,Muon TrigEff Stat.'} + - {symerror: -0.33, label: 'sys,Muon RecoEff Syst'} + - {symerror: -0.03, label: 'sys,Muon Sagitta'} + - {symerror: -0.02, label: 'sys,Muon IsoEff'} + - {symerror: -0.11, label: 'sys,Muon D0Eff'} + - {symerror: -0.03, label: 'sys,Muon RecoEff Stat'} + - {symerror: 0.30, label: 'sys,SoftTrkScale'} + - {symerror: 0.55, label: 'sys,SoftTrkResoCorr'} + - {symerror: 0.14, label: 'sys,MET Jet Syst 0'} + - {symerror: -0.02, label: 'sys,MET Jet Syst 1'} + - {symerror: -0.00, label: 'sys,MET Jet Syst 2'} + - {symerror: 0.01, label: 'sys,MET Jet Syst 3'} + - {symerror: -0.00, label: 'sys,MET Jet Syst 4'} + - {symerror: 0.01, label: 'sys,MET Jet Syst 5'} + - {symerror: 0.05, label: 'sys,MET Jet Syst 6'} + - {symerror: 0.03, label: 'sys,MET Jet Syst 7'} + - {symerror: 0.00, label: 'sys,MET Jet Syst 8'} + - {symerror: 0.00, label: 'sys,MET Jet Syst 9'} + - {symerror: -0.03, label: 'sys,MET Jet Syst 10'} + - {symerror: -0.04, label: 'sys,MET Jet Syst 11'} + - {symerror: -0.01, label: 'sys,MET Jet Syst 12'} + - {symerror: -0.01, label: 'sys,MET Jet Syst 13'} + - {symerror: -0.01, label: 'sys,WW'} + - {symerror: -0.00, label: 'sys,WZ'} + - {symerror: -0.00, label: 'sys,ZZ'} + - {symerror: -0.11, label: 'sys,Wtaunu'} + - {symerror: -0.00, label: 'sys,Ztautau'} + - {symerror: -0.47, label: 'sys,Zmumu'} + - {symerror: -0.01, label: 'sys,ttbar'} + - {symerror: -0.00, label: 'sys,photon'} + - {symerror: -0.00, label: 'sys,single top'} + - {symerror: -0.03, label: 'sys,Z-vertex'} + - {symerror: 0.03, label: 'sys,PDF CT14'} + - {symerror: 0.02, label: 'sys,PDF MSTW'} + - {symerror: -0.12, label: 'sys,Pileup'} + - {symerror: 1.21, label: 'sys,Modelling'} + - {symerror: -0.20, label: 'sys,MJ - Extrap Bkg'} + - {symerror: -0.17, label: 'sys,MJ - Method Corr'} + - {symerror: -0.17, label: 'sys,MJ - Method Uncorr'} + - {symerror: -0.10, label: 'sys,MJ - Uncorr'} + - {symerror: 0.00, label: 'sys,F/B Compatibility'} + - {symerror: 0.13, label: 'sys,MC stat. unc'} + - {symerror: 0.07, label: stat} + value: 368 +independent_variables: +- header: {name: Absolute muon $\eta$} + values: + - {high: 0.21, low: 0.00} + - {high: 0.42, low: 0.21} + - {high: 0.63, low: 0.42} + - {high: 0.84, low: 0.63} + - {high: 1.05, low: 0.84} + - {high: 1.37, low: 1.05} + - {high: 1.52, low: 1.37} + - {high: 1.74, low: 1.52} + - {high: 1.95, low: 1.74} + - {high: 2.18, low: 1.95} + - {high: 2.40, low: 2.18} diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_8TEV/uncertainties.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_8TEV/uncertainties.yaml new file mode 100644 index 0000000000..25524e7b86 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_8TEV/uncertainties.yaml @@ -0,0 +1,1250 @@ +definitions: + stat: + description: Uncorrelated statistical uncertainties + treatment: ADD + type: UNCORR + sys_corr_1: + description: sys,Muon MS Smearing + treatment: MULT + type: CORR + sys_corr_2: + description: sys,Muon Scale + treatment: MULT + type: CORR + sys_corr_3: + description: sys,Muon TrigEff Isolation + treatment: MULT + type: CORR + sys_corr_4: + description: sys,Muon TrigEff Mass Win + treatment: MULT + type: CORR + sys_corr_5: + description: sys,Muon TrigEff Stat. + treatment: MULT + type: CORR + sys_corr_6: + description: sys,Muon RecoEff Syst + treatment: MULT + type: CORR + sys_corr_7: + description: sys,Muon Sagitta + treatment: MULT + type: CORR + sys_corr_8: + description: sys,Muon IsoEff + treatment: MULT + type: CORR + sys_corr_9: + description: sys,Muon D0Eff + treatment: MULT + type: CORR + sys_corr_10: + description: sys,Muon RecoEff Stat + treatment: MULT + type: CORR + sys_corr_11: + description: sys,SoftTrkScale + treatment: MULT + type: CORR + sys_corr_12: + description: sys,SoftTrkResoCorr + treatment: MULT + type: CORR + sys_corr_13: + description: sys,MET Jet Syst 0 + treatment: MULT + type: CORR + sys_corr_14: + description: sys,MET Jet Syst 1 + treatment: MULT + type: CORR + sys_corr_15: + description: sys,MET Jet Syst 2 + treatment: MULT + type: CORR + sys_corr_16: + description: sys,MET Jet Syst 3 + treatment: MULT + type: CORR + sys_corr_17: + description: sys,MET Jet Syst 4 + treatment: MULT + type: CORR + sys_corr_18: + description: sys,MET Jet Syst 5 + treatment: MULT + type: CORR + sys_corr_19: + description: sys,MET Jet Syst 6 + treatment: MULT + type: CORR + sys_corr_20: + description: sys,MET Jet Syst 7 + treatment: MULT + type: CORR + sys_corr_21: + description: sys,MET Jet Syst 8 + treatment: MULT + type: CORR + sys_corr_22: + description: sys,MET Jet Syst 9 + treatment: MULT + type: CORR + sys_corr_23: + description: sys,MET Jet Syst 10 + treatment: MULT + type: CORR + sys_corr_24: + description: sys,MET Jet Syst 11 + treatment: MULT + type: CORR + sys_corr_25: + description: sys,MET Jet Syst 12 + treatment: MULT + type: CORR + sys_corr_26: + description: sys,MET Jet Syst 13 + treatment: MULT + type: CORR + sys_corr_27: + description: sys,WW + treatment: MULT + type: CORR + sys_corr_28: + description: sys,WZ + treatment: MULT + type: CORR + sys_corr_29: + description: sys,ZZ + treatment: MULT + type: CORR + sys_corr_30: + description: sys,Wtaunu + treatment: MULT + type: CORR + sys_corr_31: + description: sys,Ztautau + treatment: MULT + type: CORR + sys_corr_32: + description: sys,Zmumu + treatment: MULT + type: CORR + sys_corr_33: + description: sys,ttbar + treatment: MULT + type: CORR + sys_corr_34: + description: sys,photon + treatment: MULT + type: CORR + sys_corr_35: + description: sys,single top + treatment: MULT + type: CORR + sys_corr_36: + description: sys,Z-vertex + treatment: MULT + type: CORR + sys_corr_37: + description: sys,PDF CT14 + treatment: MULT + type: CORR + sys_corr_38: + description: sys,PDF MSTW + treatment: MULT + type: CORR + sys_corr_39: + description: sys,Pileup + treatment: MULT + type: CORR + sys_corr_40: + description: sys,Modelling + treatment: MULT + type: CORR + sys_corr_41: + description: sys,MJ - Extrap Bkg + treatment: MULT + type: CORR + sys_corr_42: + description: sys,MJ - Method Corr + treatment: MULT + type: CORR + sys_corr_43: + description: sys,MJ - Method Uncorr + treatment: MULT + type: CORR + sys_corr_44: + description: sys,MJ - Uncorr + treatment: MULT + type: CORR + sys_corr_45: + description: sys,F/B Compatibility + treatment: MULT + type: CORR + sys_corr_46: + description: sys,MC stat. unc + treatment: MULT + type: UNCORR + sys_corr_47: + description: stat + treatment: MULT + type: CORR +bins: +- stat: -0.02 + sys_corr_1: -0.03 + sys_corr_2: -0.08 + sys_corr_3: 0.01 + sys_corr_4: 0.06 + sys_corr_5: 0.0 + sys_corr_6: -0.37 + sys_corr_7: 0.02 + sys_corr_8: -0.02 + sys_corr_9: -0.1 + sys_corr_10: -0.08 + sys_corr_11: 0.26 + sys_corr_12: 0.35 + sys_corr_13: 0.1 + sys_corr_14: -0.02 + sys_corr_15: 0.0 + sys_corr_16: 0.01 + sys_corr_17: 0.0 + sys_corr_18: 0.01 + sys_corr_19: 0.04 + sys_corr_20: 0.03 + sys_corr_21: 0.0 + sys_corr_22: 0.0 + sys_corr_23: -0.02 + sys_corr_24: -0.01 + sys_corr_25: 0.01 + sys_corr_26: 0.01 + sys_corr_27: -0.01 + sys_corr_28: -0.0 + sys_corr_29: -0.0 + sys_corr_30: -0.11 + sys_corr_31: -0.0 + sys_corr_32: -0.04 + sys_corr_33: -0.04 + sys_corr_34: -0.0 + sys_corr_35: -0.01 + sys_corr_36: 0.01 + sys_corr_37: 0.02 + sys_corr_38: 0.01 + sys_corr_39: -0.13 + sys_corr_40: 0.67 + sys_corr_41: -0.4 + sys_corr_42: -0.14 + sys_corr_43: -0.14 + sys_corr_44: -0.1 + sys_corr_45: 0.0 + sys_corr_46: 0.17 + sys_corr_47: 0.06 +- stat: -0.02 + sys_corr_1: 0.01 + sys_corr_2: -0.06 + sys_corr_3: -0.01 + sys_corr_4: -0.02 + sys_corr_5: 0.0 + sys_corr_6: -0.16 + sys_corr_7: -0.0 + sys_corr_8: -0.02 + sys_corr_9: -0.1 + sys_corr_10: -0.02 + sys_corr_11: 0.27 + sys_corr_12: 0.39 + sys_corr_13: 0.09 + sys_corr_14: -0.02 + sys_corr_15: 0.0 + sys_corr_16: 0.0 + sys_corr_17: 0.0 + sys_corr_18: 0.01 + sys_corr_19: 0.02 + sys_corr_20: 0.02 + sys_corr_21: 0.0 + sys_corr_22: 0.0 + sys_corr_23: -0.01 + sys_corr_24: -0.01 + sys_corr_25: -0.0 + sys_corr_26: -0.0 + sys_corr_27: -0.01 + sys_corr_28: -0.0 + sys_corr_29: -0.0 + sys_corr_30: -0.11 + sys_corr_31: -0.0 + sys_corr_32: -0.04 + sys_corr_33: -0.04 + sys_corr_34: -0.0 + sys_corr_35: -0.01 + sys_corr_36: 0.03 + sys_corr_37: 0.01 + sys_corr_38: 0.0 + sys_corr_39: -0.09 + sys_corr_40: 0.4 + sys_corr_41: -0.39 + sys_corr_42: -0.06 + sys_corr_43: -0.06 + sys_corr_44: -0.08 + sys_corr_45: 0.0 + sys_corr_46: 0.13 + sys_corr_47: 0.05 +- stat: -0.03 + sys_corr_1: -0.03 + sys_corr_2: -0.07 + sys_corr_3: 0.0 + sys_corr_4: -0.02 + sys_corr_5: 0.0 + sys_corr_6: -0.17 + sys_corr_7: -0.02 + sys_corr_8: -0.02 + sys_corr_9: -0.1 + sys_corr_10: -0.02 + sys_corr_11: 0.27 + sys_corr_12: 0.38 + sys_corr_13: 0.1 + sys_corr_14: -0.02 + sys_corr_15: -0.0 + sys_corr_16: 0.01 + sys_corr_17: -0.0 + sys_corr_18: 0.01 + sys_corr_19: 0.03 + sys_corr_20: 0.03 + sys_corr_21: 0.0 + sys_corr_22: 0.0 + sys_corr_23: -0.02 + sys_corr_24: -0.02 + sys_corr_25: -0.0 + sys_corr_26: -0.0 + sys_corr_27: -0.01 + sys_corr_28: -0.0 + sys_corr_29: -0.0 + sys_corr_30: -0.1 + sys_corr_31: -0.0 + sys_corr_32: -0.06 + sys_corr_33: -0.04 + sys_corr_34: -0.0 + sys_corr_35: -0.01 + sys_corr_36: 0.01 + sys_corr_37: 0.01 + sys_corr_38: 0.0 + sys_corr_39: -0.1 + sys_corr_40: 0.31 + sys_corr_41: -0.37 + sys_corr_42: -0.05 + sys_corr_43: -0.05 + sys_corr_44: -0.08 + sys_corr_45: 0.39 + sys_corr_46: 0.13 + sys_corr_47: 0.05 +- stat: 0.04 + sys_corr_1: -0.01 + sys_corr_2: -0.06 + sys_corr_3: -0.03 + sys_corr_4: 0.04 + sys_corr_5: 0.0 + sys_corr_6: -0.17 + sys_corr_7: 0.01 + sys_corr_8: -0.02 + sys_corr_9: -0.11 + sys_corr_10: -0.02 + sys_corr_11: 0.25 + sys_corr_12: 0.44 + sys_corr_13: 0.09 + sys_corr_14: -0.01 + sys_corr_15: 0.0 + sys_corr_16: 0.0 + sys_corr_17: -0.0 + sys_corr_18: 0.01 + sys_corr_19: 0.02 + sys_corr_20: 0.02 + sys_corr_21: 0.0 + sys_corr_22: 0.0 + sys_corr_23: -0.02 + sys_corr_24: -0.01 + sys_corr_25: -0.0 + sys_corr_26: -0.0 + sys_corr_27: -0.01 + sys_corr_28: -0.0 + sys_corr_29: -0.0 + sys_corr_30: -0.1 + sys_corr_31: -0.0 + sys_corr_32: -0.08 + sys_corr_33: -0.03 + sys_corr_34: -0.0 + sys_corr_35: -0.01 + sys_corr_36: 0.03 + sys_corr_37: 0.02 + sys_corr_38: 0.01 + sys_corr_39: -0.12 + sys_corr_40: 0.31 + sys_corr_41: -0.39 + sys_corr_42: -0.08 + sys_corr_43: -0.08 + sys_corr_44: -0.09 + sys_corr_45: 0.0 + sys_corr_46: 0.14 + sys_corr_47: 0.06 +- stat: -0.02 + sys_corr_1: -0.01 + sys_corr_2: -0.06 + sys_corr_3: 0.05 + sys_corr_4: 0.09 + sys_corr_5: 0.0 + sys_corr_6: -0.17 + sys_corr_7: 0.0 + sys_corr_8: -0.02 + sys_corr_9: -0.11 + sys_corr_10: -0.02 + sys_corr_11: 0.28 + sys_corr_12: 0.52 + sys_corr_13: 0.09 + sys_corr_14: -0.02 + sys_corr_15: -0.0 + sys_corr_16: -0.01 + sys_corr_17: -0.0 + sys_corr_18: 0.01 + sys_corr_19: 0.03 + sys_corr_20: 0.02 + sys_corr_21: 0.0 + sys_corr_22: 0.0 + sys_corr_23: -0.01 + sys_corr_24: -0.02 + sys_corr_25: -0.0 + sys_corr_26: -0.0 + sys_corr_27: -0.01 + sys_corr_28: -0.0 + sys_corr_29: -0.0 + sys_corr_30: -0.1 + sys_corr_31: -0.0 + sys_corr_32: -0.11 + sys_corr_33: -0.03 + sys_corr_34: -0.0 + sys_corr_35: -0.01 + sys_corr_36: 0.0 + sys_corr_37: 0.0 + sys_corr_38: 0.02 + sys_corr_39: -0.1 + sys_corr_40: 0.37 + sys_corr_41: -0.35 + sys_corr_42: -0.1 + sys_corr_43: -0.1 + sys_corr_44: -0.09 + sys_corr_45: 0.22 + sys_corr_46: 0.14 + sys_corr_47: 0.06 +- stat: 0.0 + sys_corr_1: -0.0 + sys_corr_2: -0.1 + sys_corr_3: 0.01 + sys_corr_4: 0.02 + sys_corr_5: 0.0 + sys_corr_6: -0.19 + sys_corr_7: -0.02 + sys_corr_8: -0.02 + sys_corr_9: -0.11 + sys_corr_10: -0.02 + sys_corr_11: 0.27 + sys_corr_12: 0.48 + sys_corr_13: 0.1 + sys_corr_14: -0.02 + sys_corr_15: 0.0 + sys_corr_16: 0.0 + sys_corr_17: -0.0 + sys_corr_18: 0.01 + sys_corr_19: 0.04 + sys_corr_20: 0.02 + sys_corr_21: 0.0 + sys_corr_22: 0.0 + sys_corr_23: -0.01 + sys_corr_24: -0.01 + sys_corr_25: 0.0 + sys_corr_26: 0.0 + sys_corr_27: -0.01 + sys_corr_28: -0.0 + sys_corr_29: -0.0 + sys_corr_30: -0.1 + sys_corr_31: -0.0 + sys_corr_32: -0.15 + sys_corr_33: -0.02 + sys_corr_34: -0.0 + sys_corr_35: -0.01 + sys_corr_36: 0.02 + sys_corr_37: 0.01 + sys_corr_38: -0.0 + sys_corr_39: -0.11 + sys_corr_40: 0.57 + sys_corr_41: -0.33 + sys_corr_42: -0.07 + sys_corr_43: -0.07 + sys_corr_44: -0.06 + 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+ sys_corr_20: -0.03 + sys_corr_21: -0.0 + sys_corr_22: -0.0 + sys_corr_23: -0.04 + sys_corr_24: -0.03 + sys_corr_25: -0.0 + sys_corr_26: -0.0 + sys_corr_27: -0.01 + sys_corr_28: -0.0 + sys_corr_29: -0.0 + sys_corr_30: -0.12 + sys_corr_31: -0.0 + sys_corr_32: -0.25 + sys_corr_33: -0.03 + sys_corr_34: -0.0 + sys_corr_35: -0.01 + sys_corr_36: 0.01 + sys_corr_37: 0.01 + sys_corr_38: 0.01 + sys_corr_39: -0.09 + sys_corr_40: 0.68 + sys_corr_41: -0.34 + sys_corr_42: -0.07 + sys_corr_43: -0.07 + sys_corr_44: -0.11 + sys_corr_45: 0.0 + sys_corr_46: 0.14 + sys_corr_47: 0.07 +- stat: -0.02 + sys_corr_1: -0.03 + sys_corr_2: -0.08 + sys_corr_3: 0.01 + sys_corr_4: -0.02 + sys_corr_5: 0.0 + sys_corr_6: -0.17 + sys_corr_7: 0.02 + sys_corr_8: -0.02 + sys_corr_9: -0.11 + sys_corr_10: -0.02 + sys_corr_11: 0.33 + sys_corr_12: 0.49 + sys_corr_13: 0.12 + sys_corr_14: -0.03 + sys_corr_15: -0.0 + sys_corr_16: 0.01 + sys_corr_17: -0.0 + sys_corr_18: 0.01 + sys_corr_19: 0.04 + sys_corr_20: 0.03 + sys_corr_21: 0.0 + sys_corr_22: 0.0 + sys_corr_23: -0.01 + sys_corr_24: -0.02 + sys_corr_25: 0.01 + sys_corr_26: 0.01 + sys_corr_27: -0.01 + sys_corr_28: -0.0 + sys_corr_29: -0.0 + sys_corr_30: -0.11 + sys_corr_31: -0.0 + sys_corr_32: -0.3 + sys_corr_33: -0.03 + sys_corr_34: -0.0 + sys_corr_35: -0.01 + sys_corr_36: 0.02 + sys_corr_37: 0.03 + sys_corr_38: 0.03 + sys_corr_39: -0.12 + sys_corr_40: 0.65 + sys_corr_41: -0.29 + sys_corr_42: -0.23 + sys_corr_43: -0.23 + sys_corr_44: -0.09 + sys_corr_45: 0.16 + sys_corr_46: 0.12 + sys_corr_47: 0.06 +- stat: -0.05 + sys_corr_1: -0.03 + sys_corr_2: -0.09 + sys_corr_3: 0.01 + sys_corr_4: 0.03 + sys_corr_5: 0.0 + sys_corr_6: -0.23 + sys_corr_7: -0.01 + sys_corr_8: -0.02 + sys_corr_9: -0.11 + sys_corr_10: -0.02 + sys_corr_11: 0.36 + sys_corr_12: 0.56 + sys_corr_13: 0.12 + sys_corr_14: -0.03 + sys_corr_15: -0.01 + sys_corr_16: -0.01 + sys_corr_17: -0.0 + sys_corr_18: 0.01 + sys_corr_19: 0.06 + sys_corr_20: 0.04 + sys_corr_21: 0.0 + sys_corr_22: 0.0 + sys_corr_23: -0.02 + sys_corr_24: -0.04 + sys_corr_25: -0.01 + sys_corr_26: -0.01 + sys_corr_27: -0.01 + sys_corr_28: -0.0 + sys_corr_29: -0.0 + sys_corr_30: -0.11 + sys_corr_31: -0.0 + sys_corr_32: -0.36 + sys_corr_33: -0.02 + sys_corr_34: -0.0 + sys_corr_35: -0.01 + sys_corr_36: 0.03 + sys_corr_37: 0.02 + sys_corr_38: 0.02 + sys_corr_39: -0.11 + sys_corr_40: 0.74 + sys_corr_41: -0.29 + sys_corr_42: -0.22 + sys_corr_43: -0.22 + sys_corr_44: -0.09 + sys_corr_45: 0.34 + sys_corr_46: 0.12 + sys_corr_47: 0.06 +- stat: 0.02 + sys_corr_1: -0.01 + sys_corr_2: -0.12 + sys_corr_3: 0.0 + sys_corr_4: 0.04 + sys_corr_5: 0.0 + sys_corr_6: -0.23 + sys_corr_7: -0.04 + sys_corr_8: -0.02 + sys_corr_9: -0.11 + sys_corr_10: -0.02 + sys_corr_11: 0.3 + sys_corr_12: 0.58 + sys_corr_13: 0.13 + sys_corr_14: -0.03 + sys_corr_15: -0.01 + sys_corr_16: -0.01 + sys_corr_17: -0.0 + sys_corr_18: 0.01 + sys_corr_19: 0.05 + sys_corr_20: 0.03 + sys_corr_21: 0.0 + sys_corr_22: 0.0 + sys_corr_23: -0.02 + sys_corr_24: -0.03 + sys_corr_25: -0.0 + sys_corr_26: -0.0 + sys_corr_27: -0.01 + sys_corr_28: -0.0 + sys_corr_29: -0.0 + sys_corr_30: -0.12 + sys_corr_31: -0.0 + sys_corr_32: -0.42 + sys_corr_33: -0.02 + sys_corr_34: -0.0 + sys_corr_35: -0.0 + sys_corr_36: 0.03 + sys_corr_37: 0.03 + sys_corr_38: 0.03 + sys_corr_39: -0.15 + sys_corr_40: 0.95 + sys_corr_41: -0.23 + sys_corr_42: -0.08 + sys_corr_43: -0.08 + sys_corr_44: -0.09 + sys_corr_45: 0.39 + sys_corr_46: 0.13 + sys_corr_47: 0.06 +- stat: 0.05 + sys_corr_1: -0.03 + sys_corr_2: -0.19 + sys_corr_3: 0.0 + sys_corr_4: 0.02 + sys_corr_5: 0.0 + sys_corr_6: -0.33 + sys_corr_7: -0.03 + sys_corr_8: -0.02 + sys_corr_9: -0.11 + sys_corr_10: -0.03 + sys_corr_11: 0.3 + sys_corr_12: 0.55 + sys_corr_13: 0.14 + sys_corr_14: -0.02 + sys_corr_15: -0.0 + sys_corr_16: 0.01 + sys_corr_17: -0.0 + sys_corr_18: 0.01 + sys_corr_19: 0.05 + sys_corr_20: 0.03 + sys_corr_21: 0.0 + sys_corr_22: 0.0 + sys_corr_23: -0.03 + sys_corr_24: -0.04 + sys_corr_25: -0.01 + sys_corr_26: -0.01 + sys_corr_27: -0.01 + sys_corr_28: -0.0 + sys_corr_29: -0.0 + sys_corr_30: -0.11 + sys_corr_31: -0.0 + sys_corr_32: -0.47 + sys_corr_33: -0.01 + sys_corr_34: -0.0 + sys_corr_35: -0.0 + sys_corr_36: -0.03 + sys_corr_37: 0.03 + sys_corr_38: 0.02 + sys_corr_39: -0.12 + sys_corr_40: 1.21 + sys_corr_41: -0.2 + sys_corr_42: -0.17 + sys_corr_43: -0.17 + sys_corr_44: -0.1 + sys_corr_45: 0.0 + sys_corr_46: 0.13 + sys_corr_47: 0.07 From dcbf7aa83f453e9a1a30d6c4c29af3d1be0954f5 Mon Sep 17 00:00:00 2001 From: vschutze-alt Date: Tue, 16 Dec 2025 14:03:02 +0000 Subject: [PATCH 2/4] update filter.py and uncertatinties --- .../commondata/ATLAS_WPWM_8TEV/filter.py | 57 +- .../ATLAS_WPWM_8TEV/uncertainties.yaml | 2046 ++++++++--------- 2 files changed, 1062 insertions(+), 1041 deletions(-) diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_8TEV/filter.py b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_8TEV/filter.py index 1b0c6fcf3a..32b45bf8f9 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_8TEV/filter.py +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_8TEV/filter.py @@ -108,31 +108,52 @@ def get_errors(hepdata: dict) -> tuple: (central_values, df_errors) where df_errors is a pandas DataFrame """ central_values = [] - df_errors = pd.DataFrame() + stat_errors = [] + sys_errors_list = [] + sys_names = [] for i, bin in enumerate(hepdata["dependent_variables"][0]["values"]): - error_sources = [] shift_cv = 0 - error_names = [] + bin_sys_errors = [] + # First pass: collect systematic names from first bin + if i == 0: + for source in bin["errors"]: + if source["label"] != "stat": + sys_names.append(source["label"]) + + # Process errors for source in bin["errors"]: - error_names.append(source["label"]) - - if "asymerror" in source: - delta_min = source["asymerror"]["minus"] - delta_plus = source["asymerror"]["plus"] - se_delta, se_sigma = se(delta_plus, delta_min) - error_sources.append(se_sigma) - shift_cv += se_delta - elif "symerror" in source: - se_sigma = source["symerror"] - error_sources.append(se_sigma) + if source["label"] == "stat": + # Statistical uncertainty + if "asymerror" in source: + delta_min = source["asymerror"]["minus"] + delta_plus = source["asymerror"]["plus"] + se_delta, se_sigma = se(delta_plus, delta_min) + stat_errors.append(se_sigma) + shift_cv += se_delta + elif "symerror" in source: + stat_errors.append(source["symerror"]) + else: + # Systematic uncertainty + if "asymerror" in source: + delta_min = source["asymerror"]["minus"] + delta_plus = source["asymerror"]["plus"] + se_delta, se_sigma = se(delta_plus, delta_min) + bin_sys_errors.append(se_sigma) + shift_cv += se_delta + elif "symerror" in source: + bin_sys_errors.append(source["symerror"]) - df_bin = pd.DataFrame([error_sources], columns=error_names, index=[f"bin {i}"]) - df_errors = pd.concat([df_errors, df_bin]) + sys_errors_list.append(bin_sys_errors) cv_i = bin["value"] + shift_cv central_values.append(cv_i * 1000) # Convert to fb + # Create DataFrame with stat as first column, then systematics + df_errors = pd.DataFrame(sys_errors_list, columns=sys_names) + df_errors.insert(0, 'stat', stat_errors) + df_errors.index = [f"bin {i}" for i in range(len(central_values))] + return central_values, df_errors @@ -155,10 +176,10 @@ def format_uncertainties(uncs: dict) -> list: for i in range(n_bins): errors = {} if "statistics" in uncs: - errors["stat"] = float(uncs["statistics"].loc[f"bin {i}"].values.item()) + errors["stat"] = float(abs(uncs["statistics"].loc[f"bin {i}"].values.item())) for j, unc in enumerate(uncs["systematics"].loc[f"bin {i}"].values): - errors[f"sys_corr_{j + 1}"] = float(unc) + errors[f"sys_corr_{j + 1}"] = float(abs(unc)) combined_errors.append(errors) diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_8TEV/uncertainties.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_8TEV/uncertainties.yaml index 25524e7b86..837d22841a 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_8TEV/uncertainties.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_8TEV/uncertainties.yaml @@ -4,1247 +4,1247 @@ definitions: treatment: ADD type: UNCORR sys_corr_1: - description: sys,Muon MS Smearing + description: sys,Muon ID Smearing treatment: MULT type: CORR sys_corr_2: - description: sys,Muon Scale + description: sys,Muon MS Smearing treatment: MULT type: CORR sys_corr_3: - description: sys,Muon TrigEff Isolation + description: sys,Muon Scale treatment: MULT type: CORR sys_corr_4: - description: sys,Muon TrigEff Mass Win + description: sys,Muon TrigEff Isolation treatment: MULT type: CORR sys_corr_5: - description: sys,Muon TrigEff Stat. + description: sys,Muon TrigEff Mass Win treatment: MULT type: CORR sys_corr_6: - description: sys,Muon RecoEff Syst + description: sys,Muon TrigEff Stat. treatment: MULT type: CORR sys_corr_7: - description: sys,Muon Sagitta + description: sys,Muon RecoEff Syst treatment: MULT type: CORR sys_corr_8: - description: sys,Muon IsoEff + description: sys,Muon Sagitta treatment: MULT type: CORR sys_corr_9: - description: sys,Muon D0Eff + description: sys,Muon IsoEff treatment: MULT type: CORR sys_corr_10: - description: sys,Muon RecoEff Stat + description: sys,Muon D0Eff treatment: MULT type: CORR sys_corr_11: - description: sys,SoftTrkScale + description: sys,Muon RecoEff Stat treatment: MULT type: CORR sys_corr_12: - description: sys,SoftTrkResoCorr + description: sys,SoftTrkScale treatment: MULT type: CORR sys_corr_13: - description: sys,MET Jet Syst 0 + description: sys,SoftTrkResoCorr treatment: MULT type: CORR sys_corr_14: - description: sys,MET Jet Syst 1 + description: sys,MET Jet Syst 0 treatment: MULT type: CORR sys_corr_15: - description: sys,MET Jet Syst 2 + description: sys,MET Jet Syst 1 treatment: MULT type: CORR sys_corr_16: - description: sys,MET Jet Syst 3 + description: sys,MET Jet Syst 2 treatment: MULT type: CORR sys_corr_17: - description: sys,MET Jet Syst 4 + description: sys,MET Jet Syst 3 treatment: MULT type: CORR sys_corr_18: - description: sys,MET Jet Syst 5 + description: sys,MET Jet Syst 4 treatment: MULT type: CORR sys_corr_19: - description: sys,MET Jet Syst 6 + description: sys,MET Jet Syst 5 treatment: MULT type: CORR sys_corr_20: - description: sys,MET Jet Syst 7 + description: sys,MET Jet Syst 6 treatment: MULT type: CORR sys_corr_21: - description: sys,MET Jet Syst 8 + description: sys,MET Jet Syst 7 treatment: MULT type: CORR sys_corr_22: - description: sys,MET Jet Syst 9 + description: sys,MET Jet Syst 8 treatment: MULT type: CORR sys_corr_23: - description: sys,MET Jet Syst 10 + description: sys,MET Jet Syst 9 treatment: MULT type: CORR sys_corr_24: - description: sys,MET Jet Syst 11 + description: sys,MET Jet Syst 10 treatment: MULT type: CORR sys_corr_25: - description: sys,MET Jet Syst 12 + description: sys,MET Jet Syst 11 treatment: MULT type: CORR sys_corr_26: - description: sys,MET Jet Syst 13 + description: sys,MET Jet Syst 12 treatment: MULT type: CORR sys_corr_27: - description: sys,WW + description: sys,MET Jet Syst 13 treatment: MULT type: CORR sys_corr_28: - description: sys,WZ + description: sys,WW treatment: MULT type: CORR sys_corr_29: - description: sys,ZZ + description: sys,WZ treatment: MULT type: CORR sys_corr_30: - description: sys,Wtaunu + description: sys,ZZ treatment: MULT type: CORR sys_corr_31: - description: sys,Ztautau + description: sys,Wtaunu treatment: MULT type: CORR sys_corr_32: - description: sys,Zmumu + description: sys,Ztautau treatment: MULT type: CORR sys_corr_33: - description: sys,ttbar + description: sys,Zmumu treatment: MULT type: CORR sys_corr_34: - description: sys,photon + description: sys,ttbar treatment: MULT type: CORR sys_corr_35: - description: sys,single top + description: sys,photon treatment: MULT type: CORR sys_corr_36: - description: sys,Z-vertex + description: sys,single top treatment: MULT type: CORR sys_corr_37: - description: sys,PDF CT14 + description: sys,Z-vertex treatment: MULT type: CORR sys_corr_38: - description: sys,PDF MSTW + description: sys,PDF CT14 treatment: MULT type: CORR sys_corr_39: - description: sys,Pileup + description: sys,PDF MSTW treatment: MULT type: CORR sys_corr_40: - description: sys,Modelling + description: sys,Pileup treatment: MULT type: CORR sys_corr_41: - description: sys,MJ - Extrap Bkg + description: sys,Modelling treatment: MULT type: CORR sys_corr_42: - description: sys,MJ - Method Corr + description: sys,MJ - Extrap Bkg treatment: MULT type: CORR sys_corr_43: - description: sys,MJ - Method Uncorr + description: sys,MJ - Method Corr treatment: MULT type: CORR sys_corr_44: - description: sys,MJ - Uncorr + description: sys,MJ - Method Uncorr treatment: MULT type: CORR sys_corr_45: - description: sys,F/B Compatibility + description: sys,MJ - Uncorr treatment: MULT type: CORR sys_corr_46: - description: sys,MC stat. unc + description: sys,F/B Compatibility treatment: MULT - type: UNCORR + type: CORR sys_corr_47: - description: stat + description: sys,MC stat. unc treatment: MULT - type: CORR + type: UNCORR bins: -- stat: -0.02 - sys_corr_1: -0.03 - sys_corr_2: -0.08 - sys_corr_3: 0.01 - sys_corr_4: 0.06 - sys_corr_5: 0.0 - sys_corr_6: -0.37 - sys_corr_7: 0.02 - sys_corr_8: -0.02 - sys_corr_9: -0.1 - sys_corr_10: -0.08 - sys_corr_11: 0.26 - sys_corr_12: 0.35 - sys_corr_13: 0.1 - sys_corr_14: -0.02 - sys_corr_15: 0.0 - sys_corr_16: 0.01 - sys_corr_17: 0.0 - sys_corr_18: 0.01 - sys_corr_19: 0.04 - sys_corr_20: 0.03 - sys_corr_21: 0.0 +- stat: 0.06 + sys_corr_1: 0.02 + sys_corr_2: 0.03 + sys_corr_3: 0.08 + sys_corr_4: 0.01 + sys_corr_5: 0.06 + sys_corr_6: 0.0 + sys_corr_7: 0.37 + sys_corr_8: 0.02 + sys_corr_9: 0.02 + sys_corr_10: 0.1 + sys_corr_11: 0.08 + sys_corr_12: 0.26 + sys_corr_13: 0.35 + sys_corr_14: 0.1 + sys_corr_15: 0.02 + sys_corr_16: 0.0 + sys_corr_17: 0.01 + sys_corr_18: 0.0 + sys_corr_19: 0.01 + sys_corr_20: 0.04 + sys_corr_21: 0.03 sys_corr_22: 0.0 - sys_corr_23: -0.02 - sys_corr_24: -0.01 + sys_corr_23: 0.0 + sys_corr_24: 0.02 sys_corr_25: 0.01 sys_corr_26: 0.01 - sys_corr_27: -0.01 - sys_corr_28: -0.0 - sys_corr_29: -0.0 - sys_corr_30: -0.11 - sys_corr_31: -0.0 - sys_corr_32: -0.04 - sys_corr_33: -0.04 - sys_corr_34: -0.0 - sys_corr_35: -0.01 + sys_corr_27: 0.01 + sys_corr_28: 0.01 + sys_corr_29: 0.0 + sys_corr_30: 0.0 + sys_corr_31: 0.11 + sys_corr_32: 0.0 + sys_corr_33: 0.04 + sys_corr_34: 0.04 + sys_corr_35: 0.0 sys_corr_36: 0.01 - sys_corr_37: 0.02 - sys_corr_38: 0.01 - sys_corr_39: -0.13 - sys_corr_40: 0.67 - sys_corr_41: -0.4 - sys_corr_42: -0.14 - sys_corr_43: -0.14 - sys_corr_44: -0.1 - sys_corr_45: 0.0 - sys_corr_46: 0.17 - sys_corr_47: 0.06 -- stat: -0.02 - sys_corr_1: 0.01 - sys_corr_2: -0.06 - sys_corr_3: -0.01 - sys_corr_4: -0.02 - sys_corr_5: 0.0 - sys_corr_6: -0.16 - sys_corr_7: -0.0 - sys_corr_8: -0.02 - sys_corr_9: -0.1 - sys_corr_10: -0.02 - sys_corr_11: 0.27 - sys_corr_12: 0.39 - sys_corr_13: 0.09 - sys_corr_14: -0.02 - sys_corr_15: 0.0 + sys_corr_37: 0.01 + sys_corr_38: 0.02 + sys_corr_39: 0.01 + sys_corr_40: 0.13 + sys_corr_41: 0.67 + sys_corr_42: 0.4 + sys_corr_43: 0.14 + sys_corr_44: 0.14 + sys_corr_45: 0.1 + sys_corr_46: 0.0 + sys_corr_47: 0.17 +- stat: 0.05 + sys_corr_1: 0.02 + sys_corr_2: 0.01 + sys_corr_3: 0.06 + sys_corr_4: 0.01 + sys_corr_5: 0.02 + sys_corr_6: 0.0 + sys_corr_7: 0.16 + sys_corr_8: 0.0 + sys_corr_9: 0.02 + sys_corr_10: 0.1 + sys_corr_11: 0.02 + sys_corr_12: 0.27 + sys_corr_13: 0.39 + sys_corr_14: 0.09 + sys_corr_15: 0.02 sys_corr_16: 0.0 sys_corr_17: 0.0 - sys_corr_18: 0.01 - sys_corr_19: 0.02 + sys_corr_18: 0.0 + sys_corr_19: 0.01 sys_corr_20: 0.02 - sys_corr_21: 0.0 + sys_corr_21: 0.02 sys_corr_22: 0.0 - sys_corr_23: -0.01 - sys_corr_24: -0.01 - sys_corr_25: -0.0 - sys_corr_26: -0.0 - sys_corr_27: -0.01 - sys_corr_28: -0.0 - sys_corr_29: -0.0 - sys_corr_30: -0.11 - sys_corr_31: -0.0 - sys_corr_32: -0.04 - sys_corr_33: -0.04 - sys_corr_34: -0.0 - sys_corr_35: -0.01 - sys_corr_36: 0.03 - sys_corr_37: 0.01 - sys_corr_38: 0.0 - sys_corr_39: -0.09 - sys_corr_40: 0.4 - sys_corr_41: -0.39 - sys_corr_42: -0.06 - sys_corr_43: -0.06 - sys_corr_44: -0.08 - sys_corr_45: 0.0 - sys_corr_46: 0.13 - sys_corr_47: 0.05 -- stat: -0.03 - sys_corr_1: -0.03 - sys_corr_2: -0.07 - sys_corr_3: 0.0 - sys_corr_4: -0.02 - sys_corr_5: 0.0 - sys_corr_6: -0.17 - sys_corr_7: -0.02 - sys_corr_8: -0.02 - sys_corr_9: -0.1 - sys_corr_10: -0.02 - sys_corr_11: 0.27 - sys_corr_12: 0.38 - sys_corr_13: 0.1 - sys_corr_14: -0.02 - sys_corr_15: -0.0 - sys_corr_16: 0.01 - sys_corr_17: -0.0 - sys_corr_18: 0.01 - sys_corr_19: 0.03 + sys_corr_23: 0.0 + sys_corr_24: 0.01 + sys_corr_25: 0.01 + sys_corr_26: 0.0 + sys_corr_27: 0.0 + sys_corr_28: 0.01 + sys_corr_29: 0.0 + sys_corr_30: 0.0 + sys_corr_31: 0.11 + sys_corr_32: 0.0 + sys_corr_33: 0.04 + sys_corr_34: 0.04 + sys_corr_35: 0.0 + sys_corr_36: 0.01 + sys_corr_37: 0.03 + sys_corr_38: 0.01 + sys_corr_39: 0.0 + sys_corr_40: 0.09 + sys_corr_41: 0.4 + sys_corr_42: 0.39 + sys_corr_43: 0.06 + sys_corr_44: 0.06 + sys_corr_45: 0.08 + sys_corr_46: 0.0 + sys_corr_47: 0.13 +- stat: 0.05 + sys_corr_1: 0.03 + sys_corr_2: 0.03 + sys_corr_3: 0.07 + sys_corr_4: 0.0 + sys_corr_5: 0.02 + sys_corr_6: 0.0 + sys_corr_7: 0.17 + sys_corr_8: 0.02 + sys_corr_9: 0.02 + sys_corr_10: 0.1 + sys_corr_11: 0.02 + sys_corr_12: 0.27 + sys_corr_13: 0.38 + sys_corr_14: 0.1 + sys_corr_15: 0.02 + sys_corr_16: 0.0 + sys_corr_17: 0.01 + sys_corr_18: 0.0 + sys_corr_19: 0.01 sys_corr_20: 0.03 - sys_corr_21: 0.0 + sys_corr_21: 0.03 sys_corr_22: 0.0 - sys_corr_23: -0.02 - sys_corr_24: -0.02 - sys_corr_25: -0.0 - sys_corr_26: -0.0 - sys_corr_27: -0.01 - sys_corr_28: -0.0 - sys_corr_29: -0.0 - sys_corr_30: -0.1 - sys_corr_31: -0.0 - sys_corr_32: -0.06 - sys_corr_33: -0.04 - sys_corr_34: -0.0 - sys_corr_35: -0.01 + sys_corr_23: 0.0 + sys_corr_24: 0.02 + sys_corr_25: 0.02 + sys_corr_26: 0.0 + sys_corr_27: 0.0 + sys_corr_28: 0.01 + sys_corr_29: 0.0 + sys_corr_30: 0.0 + sys_corr_31: 0.1 + sys_corr_32: 0.0 + sys_corr_33: 0.06 + sys_corr_34: 0.04 + sys_corr_35: 0.0 sys_corr_36: 0.01 sys_corr_37: 0.01 + sys_corr_38: 0.01 + sys_corr_39: 0.0 + sys_corr_40: 0.1 + sys_corr_41: 0.31 + sys_corr_42: 0.37 + sys_corr_43: 0.05 + sys_corr_44: 0.05 + sys_corr_45: 0.08 + sys_corr_46: 0.39 + sys_corr_47: 0.13 +- stat: 0.06 + sys_corr_1: 0.04 + sys_corr_2: 0.01 + sys_corr_3: 0.06 + sys_corr_4: 0.03 + sys_corr_5: 0.04 + sys_corr_6: 0.0 + sys_corr_7: 0.17 + sys_corr_8: 0.01 + sys_corr_9: 0.02 + sys_corr_10: 0.11 + sys_corr_11: 0.02 + sys_corr_12: 0.25 + sys_corr_13: 0.44 + sys_corr_14: 0.09 + sys_corr_15: 0.01 + sys_corr_16: 0.0 + sys_corr_17: 0.0 + sys_corr_18: 0.0 + sys_corr_19: 0.01 + sys_corr_20: 0.02 + sys_corr_21: 0.02 + sys_corr_22: 0.0 + sys_corr_23: 0.0 + sys_corr_24: 0.02 + sys_corr_25: 0.01 + sys_corr_26: 0.0 + sys_corr_27: 0.0 + sys_corr_28: 0.01 + sys_corr_29: 0.0 + sys_corr_30: 0.0 + sys_corr_31: 0.1 + sys_corr_32: 0.0 + sys_corr_33: 0.08 + sys_corr_34: 0.03 + sys_corr_35: 0.0 + sys_corr_36: 0.01 + sys_corr_37: 0.03 + sys_corr_38: 0.02 + sys_corr_39: 0.01 + sys_corr_40: 0.12 + sys_corr_41: 0.31 + sys_corr_42: 0.39 + sys_corr_43: 0.08 + sys_corr_44: 0.08 + sys_corr_45: 0.09 + sys_corr_46: 0.0 + sys_corr_47: 0.14 +- stat: 0.06 + sys_corr_1: 0.02 + sys_corr_2: 0.01 + sys_corr_3: 0.06 + sys_corr_4: 0.05 + sys_corr_5: 0.09 + sys_corr_6: 0.0 + sys_corr_7: 0.17 + sys_corr_8: 0.0 + sys_corr_9: 0.02 + sys_corr_10: 0.11 + sys_corr_11: 0.02 + sys_corr_12: 0.28 + sys_corr_13: 0.52 + sys_corr_14: 0.09 + sys_corr_15: 0.02 + sys_corr_16: 0.0 + sys_corr_17: 0.01 + sys_corr_18: 0.0 + sys_corr_19: 0.01 + sys_corr_20: 0.03 + sys_corr_21: 0.02 + sys_corr_22: 0.0 + sys_corr_23: 0.0 + sys_corr_24: 0.01 + sys_corr_25: 0.02 + sys_corr_26: 0.0 + sys_corr_27: 0.0 + sys_corr_28: 0.01 + sys_corr_29: 0.0 + sys_corr_30: 0.0 + sys_corr_31: 0.1 + sys_corr_32: 0.0 + sys_corr_33: 0.11 + sys_corr_34: 0.03 + sys_corr_35: 0.0 + sys_corr_36: 0.01 + sys_corr_37: 0.0 sys_corr_38: 0.0 - sys_corr_39: -0.1 - sys_corr_40: 0.31 - sys_corr_41: -0.37 - sys_corr_42: -0.05 - sys_corr_43: -0.05 - sys_corr_44: -0.08 - sys_corr_45: 0.39 - sys_corr_46: 0.13 - sys_corr_47: 0.05 + sys_corr_39: 0.02 + sys_corr_40: 0.1 + sys_corr_41: 0.37 + sys_corr_42: 0.35 + sys_corr_43: 0.1 + sys_corr_44: 0.1 + sys_corr_45: 0.09 + sys_corr_46: 0.22 + sys_corr_47: 0.14 - stat: 0.04 - sys_corr_1: -0.01 - sys_corr_2: -0.06 - sys_corr_3: -0.03 - sys_corr_4: 0.04 - sys_corr_5: 0.0 - sys_corr_6: -0.17 - sys_corr_7: 0.01 - sys_corr_8: -0.02 - sys_corr_9: -0.11 - sys_corr_10: -0.02 - sys_corr_11: 0.25 - sys_corr_12: 0.44 - sys_corr_13: 0.09 - sys_corr_14: -0.01 - sys_corr_15: 0.0 + sys_corr_1: 0.0 + sys_corr_2: 0.0 + sys_corr_3: 0.1 + sys_corr_4: 0.01 + sys_corr_5: 0.02 + sys_corr_6: 0.0 + sys_corr_7: 0.19 + sys_corr_8: 0.02 + sys_corr_9: 0.02 + sys_corr_10: 0.11 + sys_corr_11: 0.02 + sys_corr_12: 0.27 + sys_corr_13: 0.48 + sys_corr_14: 0.1 + sys_corr_15: 0.02 sys_corr_16: 0.0 - sys_corr_17: -0.0 - sys_corr_18: 0.01 - sys_corr_19: 0.02 - sys_corr_20: 0.02 - sys_corr_21: 0.0 + sys_corr_17: 0.0 + sys_corr_18: 0.0 + sys_corr_19: 0.01 + sys_corr_20: 0.04 + sys_corr_21: 0.02 sys_corr_22: 0.0 - sys_corr_23: -0.02 - sys_corr_24: -0.01 - sys_corr_25: -0.0 - sys_corr_26: -0.0 - sys_corr_27: -0.01 - sys_corr_28: -0.0 - sys_corr_29: -0.0 - sys_corr_30: -0.1 - sys_corr_31: -0.0 - sys_corr_32: -0.08 - sys_corr_33: -0.03 - sys_corr_34: -0.0 - sys_corr_35: -0.01 - sys_corr_36: 0.03 + sys_corr_23: 0.0 + sys_corr_24: 0.01 + sys_corr_25: 0.01 + sys_corr_26: 0.0 + sys_corr_27: 0.0 + sys_corr_28: 0.01 + sys_corr_29: 0.0 + sys_corr_30: 0.0 + sys_corr_31: 0.1 + sys_corr_32: 0.0 + sys_corr_33: 0.15 + sys_corr_34: 0.02 + sys_corr_35: 0.0 + sys_corr_36: 0.01 sys_corr_37: 0.02 sys_corr_38: 0.01 - sys_corr_39: -0.12 - sys_corr_40: 0.31 - sys_corr_41: -0.39 - sys_corr_42: -0.08 - sys_corr_43: -0.08 - sys_corr_44: -0.09 - sys_corr_45: 0.0 - sys_corr_46: 0.14 - sys_corr_47: 0.06 -- stat: -0.02 - sys_corr_1: -0.01 - sys_corr_2: -0.06 - sys_corr_3: 0.05 - sys_corr_4: 0.09 - sys_corr_5: 0.0 - sys_corr_6: -0.17 - sys_corr_7: 0.0 - sys_corr_8: -0.02 - sys_corr_9: -0.11 - sys_corr_10: -0.02 - sys_corr_11: 0.28 - sys_corr_12: 0.52 - sys_corr_13: 0.09 - sys_corr_14: -0.02 - sys_corr_15: -0.0 - sys_corr_16: -0.01 - sys_corr_17: -0.0 - sys_corr_18: 0.01 - sys_corr_19: 0.03 - sys_corr_20: 0.02 - sys_corr_21: 0.0 - sys_corr_22: 0.0 - sys_corr_23: -0.01 - sys_corr_24: -0.02 - sys_corr_25: -0.0 - sys_corr_26: -0.0 - sys_corr_27: -0.01 - sys_corr_28: -0.0 - sys_corr_29: -0.0 - sys_corr_30: -0.1 - sys_corr_31: -0.0 - sys_corr_32: -0.11 - sys_corr_33: -0.03 - sys_corr_34: -0.0 - sys_corr_35: -0.01 - sys_corr_36: 0.0 - sys_corr_37: 0.0 - sys_corr_38: 0.02 - sys_corr_39: -0.1 - sys_corr_40: 0.37 - sys_corr_41: -0.35 - sys_corr_42: -0.1 - sys_corr_43: -0.1 - sys_corr_44: -0.09 - sys_corr_45: 0.22 - sys_corr_46: 0.14 - sys_corr_47: 0.06 -- stat: 0.0 - sys_corr_1: -0.0 - sys_corr_2: -0.1 - sys_corr_3: 0.01 - sys_corr_4: 0.02 - sys_corr_5: 0.0 - sys_corr_6: -0.19 - sys_corr_7: -0.02 - sys_corr_8: -0.02 - sys_corr_9: -0.11 - sys_corr_10: -0.02 - sys_corr_11: 0.27 - sys_corr_12: 0.48 - sys_corr_13: 0.1 - sys_corr_14: -0.02 - sys_corr_15: 0.0 + sys_corr_39: 0.0 + sys_corr_40: 0.11 + sys_corr_41: 0.57 + sys_corr_42: 0.33 + sys_corr_43: 0.07 + sys_corr_44: 0.07 + sys_corr_45: 0.06 + sys_corr_46: 0.24 + sys_corr_47: 0.09 +- stat: 0.06 + sys_corr_1: 0.02 + sys_corr_2: 0.01 + sys_corr_3: 0.07 + sys_corr_4: 0.0 + sys_corr_5: 0.05 + sys_corr_6: 0.0 + sys_corr_7: 0.16 + sys_corr_8: 0.04 + sys_corr_9: 0.02 + sys_corr_10: 0.11 + sys_corr_11: 0.02 + sys_corr_12: 0.26 + sys_corr_13: 0.48 + sys_corr_14: 0.09 + sys_corr_15: 0.02 sys_corr_16: 0.0 - sys_corr_17: -0.0 - sys_corr_18: 0.01 - sys_corr_19: 0.04 - sys_corr_20: 0.02 - sys_corr_21: 0.0 + sys_corr_17: 0.01 + sys_corr_18: 0.0 + sys_corr_19: 0.01 + sys_corr_20: 0.04 + sys_corr_21: 0.03 sys_corr_22: 0.0 - sys_corr_23: -0.01 - sys_corr_24: -0.01 - sys_corr_25: 0.0 + sys_corr_23: 0.0 + sys_corr_24: 0.01 + sys_corr_25: 0.02 sys_corr_26: 0.0 - sys_corr_27: -0.01 - sys_corr_28: -0.0 - sys_corr_29: -0.0 - sys_corr_30: -0.1 - sys_corr_31: -0.0 - sys_corr_32: -0.15 - sys_corr_33: -0.02 - sys_corr_34: -0.0 - sys_corr_35: -0.01 - sys_corr_36: 0.02 + sys_corr_27: 0.0 + sys_corr_28: 0.01 + sys_corr_29: 0.0 + sys_corr_30: 0.0 + sys_corr_31: 0.1 + sys_corr_32: 0.0 + sys_corr_33: 0.19 + sys_corr_34: 0.02 + sys_corr_35: 0.0 + sys_corr_36: 0.01 sys_corr_37: 0.01 - sys_corr_38: -0.0 - sys_corr_39: -0.11 - sys_corr_40: 0.57 - sys_corr_41: -0.33 - sys_corr_42: -0.07 - sys_corr_43: -0.07 - sys_corr_44: -0.06 - sys_corr_45: 0.24 - sys_corr_46: 0.09 - sys_corr_47: 0.04 -- stat: 0.02 - sys_corr_1: -0.01 - sys_corr_2: -0.07 - sys_corr_3: 0.0 - sys_corr_4: -0.05 - sys_corr_5: 0.0 - sys_corr_6: -0.16 - sys_corr_7: -0.04 - sys_corr_8: -0.02 - sys_corr_9: -0.11 - sys_corr_10: -0.02 - sys_corr_11: 0.26 - sys_corr_12: 0.48 - sys_corr_13: 0.09 - sys_corr_14: -0.02 - sys_corr_15: 0.0 - sys_corr_16: 0.01 - sys_corr_17: -0.0 - sys_corr_18: 0.01 - sys_corr_19: 0.04 + sys_corr_38: 0.0 + sys_corr_39: 0.01 + sys_corr_40: 0.12 + sys_corr_41: 0.86 + sys_corr_42: 0.34 + sys_corr_43: 0.06 + sys_corr_44: 0.06 + sys_corr_45: 0.09 + sys_corr_46: 0.0 + sys_corr_47: 0.12 +- stat: 0.05 + sys_corr_1: 0.01 + sys_corr_2: 0.03 + sys_corr_3: 0.09 + sys_corr_4: 0.02 + sys_corr_5: 0.02 + sys_corr_6: 0.0 + sys_corr_7: 0.16 + sys_corr_8: 0.02 + sys_corr_9: 0.02 + sys_corr_10: 0.11 + sys_corr_11: 0.02 + sys_corr_12: 0.25 + sys_corr_13: 0.56 + sys_corr_14: 0.08 + sys_corr_15: 0.01 + sys_corr_16: 0.0 + sys_corr_17: 0.0 + sys_corr_18: 0.0 + sys_corr_19: 0.01 sys_corr_20: 0.03 - sys_corr_21: 0.0 + sys_corr_21: 0.02 sys_corr_22: 0.0 - sys_corr_23: -0.01 - sys_corr_24: -0.02 - sys_corr_25: 0.0 + sys_corr_23: 0.0 + sys_corr_24: 0.01 + sys_corr_25: 0.01 sys_corr_26: 0.0 - sys_corr_27: -0.01 - sys_corr_28: -0.0 - sys_corr_29: -0.0 - sys_corr_30: -0.1 - sys_corr_31: -0.0 - sys_corr_32: -0.19 - sys_corr_33: -0.02 - sys_corr_34: -0.0 - sys_corr_35: -0.01 + sys_corr_27: 0.0 + sys_corr_28: 0.0 + sys_corr_29: 0.0 + sys_corr_30: 0.0 + sys_corr_31: 0.1 + sys_corr_32: 0.0 + sys_corr_33: 0.22 + sys_corr_34: 0.02 + sys_corr_35: 0.0 sys_corr_36: 0.01 - sys_corr_37: -0.0 + sys_corr_37: 0.03 sys_corr_38: 0.01 - sys_corr_39: -0.12 - sys_corr_40: 0.86 - sys_corr_41: -0.34 - sys_corr_42: -0.06 - sys_corr_43: -0.06 - sys_corr_44: -0.09 - sys_corr_45: 0.0 - sys_corr_46: 0.12 - sys_corr_47: 0.06 -- stat: 0.01 - sys_corr_1: 0.03 - sys_corr_2: -0.09 - sys_corr_3: 0.02 - sys_corr_4: -0.02 - sys_corr_5: 0.0 - sys_corr_6: -0.16 - sys_corr_7: -0.02 - sys_corr_8: -0.02 - sys_corr_9: -0.11 - sys_corr_10: -0.02 - sys_corr_11: 0.25 - sys_corr_12: 0.56 - sys_corr_13: 0.08 - sys_corr_14: -0.01 - sys_corr_15: 0.0 + sys_corr_39: 0.0 + sys_corr_40: 0.13 + sys_corr_41: 0.97 + sys_corr_42: 0.24 + sys_corr_43: 0.14 + sys_corr_44: 0.14 + sys_corr_45: 0.07 + sys_corr_46: 0.16 + sys_corr_47: 0.1 +- stat: 0.05 + sys_corr_1: 0.05 + sys_corr_2: 0.03 + sys_corr_3: 0.08 + sys_corr_4: 0.01 + sys_corr_5: 0.02 + sys_corr_6: 0.0 + sys_corr_7: 0.22 + sys_corr_8: 0.02 + sys_corr_9: 0.02 + sys_corr_10: 0.11 + sys_corr_11: 0.02 + sys_corr_12: 0.24 + sys_corr_13: 0.55 + sys_corr_14: 0.1 + sys_corr_15: 0.02 + sys_corr_16: 0.0 + sys_corr_17: 0.01 + sys_corr_18: 0.0 + sys_corr_19: 0.01 + sys_corr_20: 0.05 + sys_corr_21: 0.02 + sys_corr_22: 0.0 + sys_corr_23: 0.0 + sys_corr_24: 0.02 + sys_corr_25: 0.02 + sys_corr_26: 0.0 + sys_corr_27: 0.0 + sys_corr_28: 0.0 + sys_corr_29: 0.0 + sys_corr_30: 0.0 + sys_corr_31: 0.1 + sys_corr_32: 0.0 + sys_corr_33: 0.25 + sys_corr_34: 0.01 + sys_corr_35: 0.0 + sys_corr_36: 0.01 + sys_corr_37: 0.02 + sys_corr_38: 0.01 + sys_corr_39: 0.02 + sys_corr_40: 0.14 + sys_corr_41: 0.85 + sys_corr_42: 0.23 + sys_corr_43: 0.1 + sys_corr_44: 0.1 + sys_corr_45: 0.07 + sys_corr_46: 0.34 + sys_corr_47: 0.1 +- stat: 0.05 + sys_corr_1: 0.02 + sys_corr_2: 0.01 + sys_corr_3: 0.14 + sys_corr_4: 0.03 + sys_corr_5: 0.06 + sys_corr_6: 0.0 + sys_corr_7: 0.21 + sys_corr_8: 0.04 + sys_corr_9: 0.02 + sys_corr_10: 0.11 + sys_corr_11: 0.02 + sys_corr_12: 0.18 + sys_corr_13: 0.5 + sys_corr_14: 0.08 + sys_corr_15: 0.02 sys_corr_16: 0.0 sys_corr_17: 0.0 - sys_corr_18: 0.01 - sys_corr_19: 0.03 - sys_corr_20: 0.02 - sys_corr_21: 0.0 + sys_corr_18: 0.0 + sys_corr_19: 0.01 + sys_corr_20: 0.04 + sys_corr_21: 0.03 sys_corr_22: 0.0 - sys_corr_23: -0.01 - sys_corr_24: -0.01 - sys_corr_25: 0.0 + sys_corr_23: 0.0 + sys_corr_24: 0.0 + sys_corr_25: 0.02 sys_corr_26: 0.0 - sys_corr_27: -0.0 - sys_corr_28: -0.0 - sys_corr_29: -0.0 - sys_corr_30: -0.1 - sys_corr_31: -0.0 - sys_corr_32: -0.22 - sys_corr_33: -0.02 - sys_corr_34: -0.0 - sys_corr_35: -0.01 - sys_corr_36: 0.03 - sys_corr_37: -0.01 - sys_corr_38: 0.0 - sys_corr_39: -0.13 - sys_corr_40: 0.97 - sys_corr_41: -0.24 - sys_corr_42: -0.14 - sys_corr_43: -0.14 - sys_corr_44: -0.07 - sys_corr_45: 0.16 - sys_corr_46: 0.1 - sys_corr_47: 0.05 + sys_corr_27: 0.0 + sys_corr_28: 0.0 + sys_corr_29: 0.0 + sys_corr_30: 0.0 + sys_corr_31: 0.11 + sys_corr_32: 0.0 + sys_corr_33: 0.28 + sys_corr_34: 0.01 + sys_corr_35: 0.0 + sys_corr_36: 0.0 + sys_corr_37: 0.03 + sys_corr_38: 0.01 + sys_corr_39: 0.02 + sys_corr_40: 0.16 + sys_corr_41: 0.76 + sys_corr_42: 0.26 + sys_corr_43: 0.09 + sys_corr_44: 0.09 + sys_corr_45: 0.07 + sys_corr_46: 0.39 + sys_corr_47: 0.1 - stat: 0.05 - sys_corr_1: 0.03 - sys_corr_2: -0.08 - sys_corr_3: 0.01 + sys_corr_1: 0.07 + sys_corr_2: 0.02 + sys_corr_3: 0.24 sys_corr_4: 0.02 - sys_corr_5: 0.0 - sys_corr_6: -0.22 - sys_corr_7: 0.02 - sys_corr_8: -0.02 - sys_corr_9: -0.11 - sys_corr_10: -0.02 - sys_corr_11: 0.24 - sys_corr_12: 0.55 - sys_corr_13: 0.1 - sys_corr_14: -0.02 - sys_corr_15: -0.0 - sys_corr_16: -0.01 - sys_corr_17: -0.0 - sys_corr_18: 0.01 - sys_corr_19: 0.05 - sys_corr_20: 0.02 - sys_corr_21: 0.0 + sys_corr_5: 0.06 + sys_corr_6: 0.0 + sys_corr_7: 0.31 + sys_corr_8: 0.04 + sys_corr_9: 0.02 + sys_corr_10: 0.11 + sys_corr_11: 0.02 + sys_corr_12: 0.13 + sys_corr_13: 0.45 + sys_corr_14: 0.09 + sys_corr_15: 0.02 + sys_corr_16: 0.0 + sys_corr_17: 0.0 + sys_corr_18: 0.0 + sys_corr_19: 0.0 + sys_corr_20: 0.05 + sys_corr_21: 0.03 sys_corr_22: 0.0 - sys_corr_23: -0.02 - sys_corr_24: -0.02 - sys_corr_25: 0.0 + sys_corr_23: 0.0 + sys_corr_24: 0.01 + sys_corr_25: 0.03 sys_corr_26: 0.0 - sys_corr_27: -0.0 - sys_corr_28: -0.0 - sys_corr_29: -0.0 - sys_corr_30: -0.1 - sys_corr_31: -0.0 - sys_corr_32: -0.25 - sys_corr_33: -0.01 - sys_corr_34: -0.0 - sys_corr_35: -0.01 - sys_corr_36: 0.02 - sys_corr_37: -0.01 - sys_corr_38: 0.02 - sys_corr_39: -0.14 - sys_corr_40: 0.85 - sys_corr_41: -0.23 - sys_corr_42: -0.1 - sys_corr_43: -0.1 - sys_corr_44: -0.07 - sys_corr_45: 0.34 - sys_corr_46: 0.1 - sys_corr_47: 0.05 -- stat: 0.02 - sys_corr_1: 0.01 - sys_corr_2: -0.14 - sys_corr_3: 0.03 - sys_corr_4: 0.06 - sys_corr_5: 0.0 - sys_corr_6: -0.21 - sys_corr_7: 0.04 - sys_corr_8: -0.02 - sys_corr_9: -0.11 - sys_corr_10: -0.02 - sys_corr_11: 0.18 - sys_corr_12: 0.5 - sys_corr_13: 0.08 - sys_corr_14: -0.02 - sys_corr_15: 0.0 - sys_corr_16: -0.0 - sys_corr_17: -0.0 + sys_corr_27: 0.0 + sys_corr_28: 0.0 + sys_corr_29: 0.0 + sys_corr_30: 0.0 + sys_corr_31: 0.1 + sys_corr_32: 0.0 + sys_corr_33: 0.3 + sys_corr_34: 0.01 + sys_corr_35: 0.0 + sys_corr_36: 0.0 + sys_corr_37: 0.04 + sys_corr_38: 0.01 + sys_corr_39: 0.01 + sys_corr_40: 0.11 + sys_corr_41: 0.88 + sys_corr_42: 0.21 + sys_corr_43: 0.09 + sys_corr_44: 0.09 + sys_corr_45: 0.07 + sys_corr_46: 0.0 + sys_corr_47: 0.1 +- stat: 0.07 + sys_corr_1: 0.03 + sys_corr_2: 0.01 + sys_corr_3: 0.06 + sys_corr_4: 0.0 + sys_corr_5: 0.03 + sys_corr_6: 0.0 + sys_corr_7: 0.37 + sys_corr_8: 0.02 + sys_corr_9: 0.02 + sys_corr_10: 0.1 + sys_corr_11: 0.08 + sys_corr_12: 0.26 + sys_corr_13: 0.28 + sys_corr_14: 0.12 + sys_corr_15: 0.03 + sys_corr_16: 0.0 + sys_corr_17: 0.0 sys_corr_18: 0.01 - sys_corr_19: 0.04 + sys_corr_19: 0.01 sys_corr_20: 0.03 - sys_corr_21: 0.0 + sys_corr_21: 0.03 sys_corr_22: 0.0 - sys_corr_23: -0.0 - sys_corr_24: -0.02 - sys_corr_25: -0.0 - sys_corr_26: -0.0 - sys_corr_27: -0.0 - sys_corr_28: -0.0 - sys_corr_29: -0.0 - sys_corr_30: -0.11 - sys_corr_31: -0.0 - sys_corr_32: -0.28 - sys_corr_33: -0.01 - sys_corr_34: -0.0 - sys_corr_35: -0.0 - sys_corr_36: 0.03 + sys_corr_23: 0.0 + sys_corr_24: 0.03 + sys_corr_25: 0.02 + sys_corr_26: 0.0 + sys_corr_27: 0.0 + sys_corr_28: 0.01 + sys_corr_29: 0.0 + sys_corr_30: 0.0 + sys_corr_31: 0.11 + sys_corr_32: 0.0 + sys_corr_33: 0.05 + sys_corr_34: 0.05 + sys_corr_35: 0.0 + sys_corr_36: 0.01 + sys_corr_37: 0.02 + sys_corr_38: 0.01 + sys_corr_39: 0.01 + sys_corr_40: 0.12 + sys_corr_41: 0.47 + sys_corr_42: 0.42 + sys_corr_43: 0.12 + sys_corr_44: 0.12 + sys_corr_45: 0.11 + sys_corr_46: 0.0 + sys_corr_47: 0.18 +- stat: 0.06 + sys_corr_1: 0.0 + sys_corr_2: 0.01 + sys_corr_3: 0.05 + sys_corr_4: 0.01 + sys_corr_5: 0.04 + sys_corr_6: 0.0 + sys_corr_7: 0.16 + sys_corr_8: 0.01 + sys_corr_9: 0.02 + sys_corr_10: 0.11 + sys_corr_11: 0.02 + sys_corr_12: 0.25 + sys_corr_13: 0.33 + sys_corr_14: 0.11 + sys_corr_15: 0.02 + sys_corr_16: 0.0 + sys_corr_17: 0.01 + sys_corr_18: 0.0 + sys_corr_19: 0.01 + sys_corr_20: 0.04 + sys_corr_21: 0.03 + sys_corr_22: 0.0 + sys_corr_23: 0.0 + sys_corr_24: 0.01 + sys_corr_25: 0.02 + sys_corr_26: 0.01 + sys_corr_27: 0.01 + sys_corr_28: 0.01 + sys_corr_29: 0.0 + sys_corr_30: 0.0 + sys_corr_31: 0.11 + sys_corr_32: 0.0 + sys_corr_33: 0.05 + sys_corr_34: 0.05 + sys_corr_35: 0.0 + sys_corr_36: 0.01 sys_corr_37: 0.01 - sys_corr_38: 0.02 - sys_corr_39: -0.16 - sys_corr_40: 0.76 - sys_corr_41: -0.26 - sys_corr_42: -0.09 - sys_corr_43: -0.09 - sys_corr_44: -0.07 - sys_corr_45: 0.39 - sys_corr_46: 0.1 - sys_corr_47: 0.05 -- stat: 0.07 + sys_corr_38: 0.0 + sys_corr_39: 0.0 + sys_corr_40: 0.08 + sys_corr_41: 0.47 + sys_corr_42: 0.39 + sys_corr_43: 0.07 + sys_corr_44: 0.07 + sys_corr_45: 0.1 + sys_corr_46: 0.0 + sys_corr_47: 0.14 +- stat: 0.06 sys_corr_1: 0.02 - sys_corr_2: -0.24 - sys_corr_3: -0.02 - sys_corr_4: 0.06 + sys_corr_2: 0.01 + sys_corr_3: 0.04 + sys_corr_4: 0.04 sys_corr_5: 0.0 - sys_corr_6: -0.31 - sys_corr_7: 0.04 - sys_corr_8: -0.02 - sys_corr_9: -0.11 - sys_corr_10: -0.02 - sys_corr_11: 0.13 - sys_corr_12: 0.45 - sys_corr_13: 0.09 - sys_corr_14: -0.02 - sys_corr_15: 0.0 - sys_corr_16: 0.0 - sys_corr_17: -0.0 + sys_corr_6: 0.0 + sys_corr_7: 0.19 + sys_corr_8: 0.01 + sys_corr_9: 0.02 + sys_corr_10: 0.11 + sys_corr_11: 0.02 + sys_corr_12: 0.26 + sys_corr_13: 0.39 + sys_corr_14: 0.1 + sys_corr_15: 0.02 + sys_corr_16: 0.01 + sys_corr_17: 0.01 sys_corr_18: 0.0 - sys_corr_19: 0.05 + sys_corr_19: 0.01 sys_corr_20: 0.03 - sys_corr_21: 0.0 + sys_corr_21: 0.03 sys_corr_22: 0.0 - sys_corr_23: -0.01 - sys_corr_24: -0.03 - sys_corr_25: 0.0 + sys_corr_23: 0.0 + sys_corr_24: 0.01 + sys_corr_25: 0.02 sys_corr_26: 0.0 - sys_corr_27: -0.0 - sys_corr_28: -0.0 - sys_corr_29: -0.0 - sys_corr_30: -0.1 - sys_corr_31: -0.0 - sys_corr_32: -0.3 - sys_corr_33: -0.01 - sys_corr_34: -0.0 - sys_corr_35: -0.0 - sys_corr_36: -0.04 + sys_corr_27: 0.0 + sys_corr_28: 0.01 + sys_corr_29: 0.0 + sys_corr_30: 0.0 + sys_corr_31: 0.11 + sys_corr_32: 0.0 + sys_corr_33: 0.07 + sys_corr_34: 0.05 + sys_corr_35: 0.0 + sys_corr_36: 0.01 sys_corr_37: 0.01 sys_corr_38: 0.01 - sys_corr_39: -0.11 - sys_corr_40: 0.88 - sys_corr_41: -0.21 - sys_corr_42: -0.09 - sys_corr_43: -0.09 - sys_corr_44: -0.07 - sys_corr_45: 0.0 - sys_corr_46: 0.1 - sys_corr_47: 0.05 -- stat: 0.03 - sys_corr_1: -0.01 - sys_corr_2: -0.06 - sys_corr_3: 0.0 + sys_corr_39: 0.0 + sys_corr_40: 0.1 + sys_corr_41: 0.48 + sys_corr_42: 0.39 + sys_corr_43: 0.07 + sys_corr_44: 0.07 + sys_corr_45: 0.09 + sys_corr_46: 0.39 + sys_corr_47: 0.14 +- stat: 0.07 + sys_corr_1: 0.02 + sys_corr_2: 0.01 + sys_corr_3: 0.05 sys_corr_4: 0.03 - sys_corr_5: 0.0 - sys_corr_6: -0.37 - sys_corr_7: -0.02 - sys_corr_8: -0.02 - sys_corr_9: -0.1 - sys_corr_10: -0.08 - sys_corr_11: 0.26 - sys_corr_12: 0.28 - sys_corr_13: 0.12 - sys_corr_14: -0.03 - sys_corr_15: 0.0 + sys_corr_5: 0.01 + sys_corr_6: 0.0 + sys_corr_7: 0.19 + sys_corr_8: 0.0 + sys_corr_9: 0.02 + sys_corr_10: 0.11 + sys_corr_11: 0.02 + sys_corr_12: 0.29 + sys_corr_13: 0.47 + sys_corr_14: 0.13 + sys_corr_15: 0.03 sys_corr_16: 0.0 - sys_corr_17: -0.01 - sys_corr_18: 0.01 - sys_corr_19: 0.03 - sys_corr_20: 0.03 - sys_corr_21: 0.0 - sys_corr_22: 0.0 - sys_corr_23: -0.03 - sys_corr_24: -0.02 - sys_corr_25: 0.0 - sys_corr_26: 0.0 - sys_corr_27: -0.01 - sys_corr_28: -0.0 - sys_corr_29: -0.0 - sys_corr_30: -0.11 - sys_corr_31: -0.0 - sys_corr_32: -0.05 - sys_corr_33: -0.05 - sys_corr_34: -0.0 - sys_corr_35: -0.01 - sys_corr_36: 0.02 - sys_corr_37: -0.01 - sys_corr_38: -0.01 - sys_corr_39: -0.12 - sys_corr_40: 0.47 - sys_corr_41: -0.42 - sys_corr_42: -0.12 - sys_corr_43: -0.12 - sys_corr_44: -0.11 - sys_corr_45: 0.0 - sys_corr_46: 0.18 - sys_corr_47: 0.07 -- stat: 0.0 - sys_corr_1: 0.01 - sys_corr_2: -0.05 - sys_corr_3: 0.01 - sys_corr_4: 0.04 - sys_corr_5: 0.0 - sys_corr_6: -0.16 - sys_corr_7: 0.01 - sys_corr_8: -0.02 - sys_corr_9: -0.11 - sys_corr_10: -0.02 - sys_corr_11: 0.25 - sys_corr_12: 0.33 - sys_corr_13: 0.11 - sys_corr_14: -0.02 - sys_corr_15: -0.0 - sys_corr_16: 0.01 - sys_corr_17: -0.0 - sys_corr_18: 0.01 - sys_corr_19: 0.04 - sys_corr_20: 0.03 - sys_corr_21: 0.0 + sys_corr_17: 0.01 + sys_corr_18: 0.0 + sys_corr_19: 0.01 + sys_corr_20: 0.04 + sys_corr_21: 0.04 sys_corr_22: 0.0 - sys_corr_23: -0.01 - sys_corr_24: -0.02 - sys_corr_25: 0.01 + sys_corr_23: 0.0 + sys_corr_24: 0.04 + sys_corr_25: 0.02 sys_corr_26: 0.01 - sys_corr_27: -0.01 - sys_corr_28: -0.0 - sys_corr_29: -0.0 - sys_corr_30: -0.11 - sys_corr_31: -0.0 - sys_corr_32: -0.05 - sys_corr_33: -0.05 - sys_corr_34: -0.0 - sys_corr_35: -0.01 + sys_corr_27: 0.01 + sys_corr_28: 0.01 + sys_corr_29: 0.0 + sys_corr_30: 0.0 + sys_corr_31: 0.11 + sys_corr_32: 0.0 + sys_corr_33: 0.1 + sys_corr_34: 0.04 + sys_corr_35: 0.0 sys_corr_36: 0.01 - sys_corr_37: -0.0 - sys_corr_38: 0.0 - sys_corr_39: -0.08 - sys_corr_40: 0.47 - sys_corr_41: -0.39 - sys_corr_42: -0.07 - sys_corr_43: -0.07 - sys_corr_44: -0.1 - sys_corr_45: 0.0 - sys_corr_46: 0.14 - sys_corr_47: 0.06 -- stat: 0.02 - sys_corr_1: -0.01 - sys_corr_2: -0.04 - sys_corr_3: 0.04 - sys_corr_4: 0.0 - sys_corr_5: 0.0 - sys_corr_6: -0.19 - sys_corr_7: 0.01 - sys_corr_8: -0.02 - sys_corr_9: -0.11 - sys_corr_10: -0.02 - sys_corr_11: 0.26 - sys_corr_12: 0.39 - sys_corr_13: 0.1 - sys_corr_14: -0.02 - sys_corr_15: -0.01 - sys_corr_16: -0.01 - sys_corr_17: -0.0 - sys_corr_18: 0.01 - sys_corr_19: 0.03 - sys_corr_20: 0.03 - sys_corr_21: 0.0 + sys_corr_37: 0.01 + sys_corr_38: 0.02 + sys_corr_39: 0.02 + sys_corr_40: 0.14 + sys_corr_41: 0.55 + sys_corr_42: 0.4 + sys_corr_43: 0.09 + sys_corr_44: 0.09 + sys_corr_45: 0.1 + sys_corr_46: 0.0 + sys_corr_47: 0.16 +- stat: 0.07 + sys_corr_1: 0.01 + sys_corr_2: 0.01 + sys_corr_3: 0.06 + sys_corr_4: 0.01 + sys_corr_5: 0.01 + sys_corr_6: 0.0 + sys_corr_7: 0.18 + sys_corr_8: 0.0 + sys_corr_9: 0.02 + sys_corr_10: 0.11 + sys_corr_11: 0.02 + sys_corr_12: 0.33 + sys_corr_13: 0.42 + sys_corr_14: 0.14 + sys_corr_15: 0.02 + sys_corr_16: 0.0 + sys_corr_17: 0.01 + sys_corr_18: 0.0 + sys_corr_19: 0.01 + sys_corr_20: 0.04 + sys_corr_21: 0.03 sys_corr_22: 0.0 - sys_corr_23: -0.01 - sys_corr_24: -0.02 - sys_corr_25: -0.0 - sys_corr_26: -0.0 - sys_corr_27: -0.01 - sys_corr_28: -0.0 - sys_corr_29: -0.0 - sys_corr_30: -0.11 - sys_corr_31: -0.0 - sys_corr_32: -0.07 - sys_corr_33: -0.05 - sys_corr_34: -0.0 - sys_corr_35: -0.01 + sys_corr_23: 0.0 + sys_corr_24: 0.03 + sys_corr_25: 0.02 + sys_corr_26: 0.0 + sys_corr_27: 0.0 + sys_corr_28: 0.01 + sys_corr_29: 0.0 + sys_corr_30: 0.0 + sys_corr_31: 0.12 + sys_corr_32: 0.0 + sys_corr_33: 0.14 + sys_corr_34: 0.04 + sys_corr_35: 0.0 sys_corr_36: 0.01 sys_corr_37: 0.01 - sys_corr_38: -0.0 - sys_corr_39: -0.1 - sys_corr_40: 0.48 - sys_corr_41: -0.39 - sys_corr_42: -0.07 - sys_corr_43: -0.07 - sys_corr_44: -0.09 - sys_corr_45: 0.39 - sys_corr_46: 0.14 - sys_corr_47: 0.06 -- stat: 0.02 + sys_corr_38: 0.03 + sys_corr_39: 0.03 + sys_corr_40: 0.11 + sys_corr_41: 0.67 + sys_corr_42: 0.34 + sys_corr_43: 0.09 + sys_corr_44: 0.09 + sys_corr_45: 0.1 + sys_corr_46: 0.22 + sys_corr_47: 0.16 +- stat: 0.05 sys_corr_1: 0.01 - sys_corr_2: -0.05 - sys_corr_3: 0.03 + sys_corr_2: 0.0 + sys_corr_3: 0.09 sys_corr_4: 0.01 - sys_corr_5: 0.0 - sys_corr_6: -0.19 - sys_corr_7: 0.0 - sys_corr_8: -0.02 - sys_corr_9: -0.11 - sys_corr_10: -0.02 - sys_corr_11: 0.29 - sys_corr_12: 0.47 - sys_corr_13: 0.13 - sys_corr_14: -0.03 - sys_corr_15: 0.0 - sys_corr_16: 0.01 - sys_corr_17: -0.0 - sys_corr_18: 0.01 - sys_corr_19: 0.04 + sys_corr_5: 0.03 + sys_corr_6: 0.0 + sys_corr_7: 0.19 + sys_corr_8: 0.02 + sys_corr_9: 0.02 + sys_corr_10: 0.11 + sys_corr_11: 0.02 + sys_corr_12: 0.33 + sys_corr_13: 0.51 + sys_corr_14: 0.12 + sys_corr_15: 0.02 + sys_corr_16: 0.0 + sys_corr_17: 0.01 + sys_corr_18: 0.0 + sys_corr_19: 0.01 sys_corr_20: 0.04 - sys_corr_21: 0.0 + sys_corr_21: 0.02 sys_corr_22: 0.0 - sys_corr_23: -0.04 - sys_corr_24: -0.02 + sys_corr_23: 0.0 + sys_corr_24: 0.01 sys_corr_25: 0.01 sys_corr_26: 0.01 - sys_corr_27: -0.01 - sys_corr_28: -0.0 - sys_corr_29: -0.0 - sys_corr_30: -0.11 - sys_corr_31: -0.0 - sys_corr_32: -0.1 - sys_corr_33: -0.04 - sys_corr_34: -0.0 - sys_corr_35: -0.01 + sys_corr_27: 0.01 + sys_corr_28: 0.01 + sys_corr_29: 0.0 + sys_corr_30: 0.0 + sys_corr_31: 0.11 + sys_corr_32: 0.0 + sys_corr_33: 0.2 + sys_corr_34: 0.04 + sys_corr_35: 0.0 sys_corr_36: 0.01 - sys_corr_37: 0.02 + sys_corr_37: 0.03 sys_corr_38: 0.02 - sys_corr_39: -0.14 - sys_corr_40: 0.55 - sys_corr_41: -0.4 - sys_corr_42: -0.09 - sys_corr_43: -0.09 - sys_corr_44: -0.1 - sys_corr_45: 0.0 - sys_corr_46: 0.16 - sys_corr_47: 0.07 -- stat: 0.01 - sys_corr_1: -0.01 - sys_corr_2: -0.06 - sys_corr_3: -0.01 - sys_corr_4: -0.01 - sys_corr_5: 0.0 - sys_corr_6: -0.18 - sys_corr_7: -0.0 - sys_corr_8: -0.02 - sys_corr_9: -0.11 - sys_corr_10: -0.02 - sys_corr_11: 0.33 - sys_corr_12: 0.42 - sys_corr_13: 0.14 - sys_corr_14: -0.02 - sys_corr_15: -0.0 + sys_corr_39: 0.02 + sys_corr_40: 0.11 + sys_corr_41: 0.73 + sys_corr_42: 0.31 + sys_corr_43: 0.12 + sys_corr_44: 0.12 + sys_corr_45: 0.08 + sys_corr_46: 0.24 + sys_corr_47: 0.1 +- stat: 0.07 + sys_corr_1: 0.05 + sys_corr_2: 0.03 + sys_corr_3: 0.09 + sys_corr_4: 0.0 + sys_corr_5: 0.01 + sys_corr_6: 0.0 + sys_corr_7: 0.17 + sys_corr_8: 0.02 + sys_corr_9: 0.02 + sys_corr_10: 0.11 + sys_corr_11: 0.02 + sys_corr_12: 0.37 + sys_corr_13: 0.49 + sys_corr_14: 0.13 + sys_corr_15: 0.04 sys_corr_16: 0.01 - sys_corr_17: 0.0 + sys_corr_17: 0.02 sys_corr_18: 0.01 - sys_corr_19: 0.04 - sys_corr_20: 0.03 - sys_corr_21: 0.0 + sys_corr_19: 0.01 + sys_corr_20: 0.04 + sys_corr_21: 0.03 sys_corr_22: 0.0 - sys_corr_23: -0.03 - sys_corr_24: -0.02 - sys_corr_25: 0.0 + sys_corr_23: 0.0 + sys_corr_24: 0.04 + sys_corr_25: 0.03 sys_corr_26: 0.0 - sys_corr_27: -0.01 - sys_corr_28: -0.0 - sys_corr_29: -0.0 - sys_corr_30: -0.12 - sys_corr_31: -0.0 - sys_corr_32: -0.14 - sys_corr_33: -0.04 - sys_corr_34: -0.0 - sys_corr_35: -0.01 + sys_corr_27: 0.0 + sys_corr_28: 0.01 + sys_corr_29: 0.0 + sys_corr_30: 0.0 + sys_corr_31: 0.12 + sys_corr_32: 0.0 + sys_corr_33: 0.25 + sys_corr_34: 0.03 + sys_corr_35: 0.0 sys_corr_36: 0.01 - sys_corr_37: 0.03 - sys_corr_38: 0.03 - sys_corr_39: -0.11 - sys_corr_40: 0.67 - sys_corr_41: -0.34 - sys_corr_42: -0.09 - sys_corr_43: -0.09 - sys_corr_44: -0.1 - sys_corr_45: 0.22 - sys_corr_46: 0.16 - sys_corr_47: 0.07 -- stat: 0.01 - sys_corr_1: 0.0 - sys_corr_2: -0.09 - sys_corr_3: 0.01 - sys_corr_4: -0.03 - sys_corr_5: 0.0 - sys_corr_6: -0.19 - sys_corr_7: 0.02 - sys_corr_8: -0.02 - sys_corr_9: -0.11 - sys_corr_10: -0.02 - sys_corr_11: 0.33 - sys_corr_12: 0.51 - sys_corr_13: 0.12 - sys_corr_14: -0.02 - sys_corr_15: -0.0 - sys_corr_16: 0.01 - sys_corr_17: -0.0 - sys_corr_18: 0.01 - sys_corr_19: 0.04 - sys_corr_20: 0.02 - sys_corr_21: 0.0 + sys_corr_37: 0.01 + sys_corr_38: 0.01 + sys_corr_39: 0.01 + sys_corr_40: 0.09 + sys_corr_41: 0.68 + sys_corr_42: 0.34 + sys_corr_43: 0.07 + sys_corr_44: 0.07 + sys_corr_45: 0.11 + sys_corr_46: 0.0 + sys_corr_47: 0.14 +- stat: 0.06 + sys_corr_1: 0.02 + sys_corr_2: 0.03 + sys_corr_3: 0.08 + sys_corr_4: 0.01 + sys_corr_5: 0.02 + sys_corr_6: 0.0 + sys_corr_7: 0.17 + sys_corr_8: 0.02 + sys_corr_9: 0.02 + sys_corr_10: 0.11 + sys_corr_11: 0.02 + sys_corr_12: 0.33 + sys_corr_13: 0.49 + sys_corr_14: 0.12 + sys_corr_15: 0.03 + sys_corr_16: 0.0 + sys_corr_17: 0.01 + sys_corr_18: 0.0 + sys_corr_19: 0.01 + sys_corr_20: 0.04 + sys_corr_21: 0.03 sys_corr_22: 0.0 - sys_corr_23: -0.01 - sys_corr_24: -0.01 - sys_corr_25: 0.01 + sys_corr_23: 0.0 + sys_corr_24: 0.01 + sys_corr_25: 0.02 sys_corr_26: 0.01 - sys_corr_27: -0.01 - sys_corr_28: -0.0 - sys_corr_29: -0.0 - sys_corr_30: -0.11 - sys_corr_31: -0.0 - sys_corr_32: -0.2 - sys_corr_33: -0.04 - sys_corr_34: -0.0 - sys_corr_35: -0.01 - sys_corr_36: 0.03 + sys_corr_27: 0.01 + sys_corr_28: 0.01 + sys_corr_29: 0.0 + sys_corr_30: 0.0 + sys_corr_31: 0.11 + sys_corr_32: 0.0 + sys_corr_33: 0.3 + sys_corr_34: 0.03 + sys_corr_35: 0.0 + sys_corr_36: 0.01 sys_corr_37: 0.02 - sys_corr_38: 0.02 - sys_corr_39: -0.11 - sys_corr_40: 0.73 - sys_corr_41: -0.31 - sys_corr_42: -0.12 - sys_corr_43: -0.12 - sys_corr_44: -0.08 - sys_corr_45: 0.24 - sys_corr_46: 0.1 - sys_corr_47: 0.05 -- stat: -0.05 - sys_corr_1: -0.03 - sys_corr_2: -0.09 - sys_corr_3: 0.0 + sys_corr_38: 0.03 + sys_corr_39: 0.03 + sys_corr_40: 0.12 + sys_corr_41: 0.65 + sys_corr_42: 0.29 + sys_corr_43: 0.23 + sys_corr_44: 0.23 + sys_corr_45: 0.09 + sys_corr_46: 0.16 + sys_corr_47: 0.12 +- stat: 0.06 + sys_corr_1: 0.05 + sys_corr_2: 0.03 + sys_corr_3: 0.09 sys_corr_4: 0.01 - sys_corr_5: 0.0 - sys_corr_6: -0.17 - sys_corr_7: 0.02 - sys_corr_8: -0.02 - sys_corr_9: -0.11 - sys_corr_10: -0.02 - sys_corr_11: 0.37 - sys_corr_12: 0.49 - sys_corr_13: 0.13 - sys_corr_14: -0.04 - sys_corr_15: -0.01 - sys_corr_16: -0.02 - sys_corr_17: -0.01 - sys_corr_18: 0.01 - sys_corr_19: -0.04 - sys_corr_20: -0.03 - sys_corr_21: -0.0 - sys_corr_22: -0.0 - sys_corr_23: -0.04 - sys_corr_24: -0.03 - sys_corr_25: -0.0 - sys_corr_26: -0.0 - sys_corr_27: -0.01 - sys_corr_28: -0.0 - sys_corr_29: -0.0 - sys_corr_30: -0.12 - sys_corr_31: -0.0 - sys_corr_32: -0.25 - sys_corr_33: -0.03 - sys_corr_34: -0.0 - sys_corr_35: -0.01 - sys_corr_36: 0.01 - sys_corr_37: 0.01 - sys_corr_38: 0.01 - sys_corr_39: -0.09 - sys_corr_40: 0.68 - sys_corr_41: -0.34 - sys_corr_42: -0.07 - sys_corr_43: -0.07 - sys_corr_44: -0.11 - sys_corr_45: 0.0 - sys_corr_46: 0.14 - sys_corr_47: 0.07 -- stat: -0.02 - sys_corr_1: -0.03 - sys_corr_2: -0.08 - sys_corr_3: 0.01 - sys_corr_4: -0.02 - sys_corr_5: 0.0 - sys_corr_6: -0.17 - sys_corr_7: 0.02 - sys_corr_8: -0.02 - sys_corr_9: -0.11 - sys_corr_10: -0.02 - sys_corr_11: 0.33 - sys_corr_12: 0.49 - sys_corr_13: 0.12 - sys_corr_14: -0.03 - sys_corr_15: -0.0 + sys_corr_5: 0.03 + sys_corr_6: 0.0 + sys_corr_7: 0.23 + sys_corr_8: 0.01 + sys_corr_9: 0.02 + sys_corr_10: 0.11 + sys_corr_11: 0.02 + sys_corr_12: 0.36 + sys_corr_13: 0.56 + sys_corr_14: 0.12 + sys_corr_15: 0.03 sys_corr_16: 0.01 - sys_corr_17: -0.0 - sys_corr_18: 0.01 - sys_corr_19: 0.04 - sys_corr_20: 0.03 - sys_corr_21: 0.0 + sys_corr_17: 0.01 + sys_corr_18: 0.0 + sys_corr_19: 0.01 + sys_corr_20: 0.06 + sys_corr_21: 0.04 sys_corr_22: 0.0 - sys_corr_23: -0.01 - sys_corr_24: -0.02 - sys_corr_25: 0.01 + sys_corr_23: 0.0 + sys_corr_24: 0.02 + sys_corr_25: 0.04 sys_corr_26: 0.01 - sys_corr_27: -0.01 - sys_corr_28: -0.0 - sys_corr_29: -0.0 - sys_corr_30: -0.11 - sys_corr_31: -0.0 - sys_corr_32: -0.3 - sys_corr_33: -0.03 - sys_corr_34: -0.0 - sys_corr_35: -0.01 - sys_corr_36: 0.02 + sys_corr_27: 0.01 + sys_corr_28: 0.01 + sys_corr_29: 0.0 + sys_corr_30: 0.0 + sys_corr_31: 0.11 + sys_corr_32: 0.0 + sys_corr_33: 0.36 + sys_corr_34: 0.02 + sys_corr_35: 0.0 + sys_corr_36: 0.01 sys_corr_37: 0.03 - sys_corr_38: 0.03 - sys_corr_39: -0.12 - sys_corr_40: 0.65 - sys_corr_41: -0.29 - sys_corr_42: -0.23 - sys_corr_43: -0.23 - sys_corr_44: -0.09 - sys_corr_45: 0.16 - sys_corr_46: 0.12 - sys_corr_47: 0.06 -- stat: -0.05 - sys_corr_1: -0.03 - sys_corr_2: -0.09 - sys_corr_3: 0.01 - sys_corr_4: 0.03 - sys_corr_5: 0.0 - sys_corr_6: -0.23 - sys_corr_7: -0.01 - sys_corr_8: -0.02 - sys_corr_9: -0.11 - sys_corr_10: -0.02 - sys_corr_11: 0.36 - sys_corr_12: 0.56 - sys_corr_13: 0.12 - sys_corr_14: -0.03 - sys_corr_15: -0.01 - sys_corr_16: -0.01 - sys_corr_17: -0.0 - sys_corr_18: 0.01 - sys_corr_19: 0.06 - sys_corr_20: 0.04 - sys_corr_21: 0.0 - sys_corr_22: 0.0 - sys_corr_23: -0.02 - sys_corr_24: -0.04 - sys_corr_25: -0.01 - sys_corr_26: -0.01 - sys_corr_27: -0.01 - sys_corr_28: -0.0 - sys_corr_29: -0.0 - sys_corr_30: -0.11 - sys_corr_31: -0.0 - sys_corr_32: -0.36 - sys_corr_33: -0.02 - sys_corr_34: -0.0 - sys_corr_35: -0.01 - sys_corr_36: 0.03 - sys_corr_37: 0.02 sys_corr_38: 0.02 - sys_corr_39: -0.11 - sys_corr_40: 0.74 - sys_corr_41: -0.29 - sys_corr_42: -0.22 - sys_corr_43: -0.22 - sys_corr_44: -0.09 - sys_corr_45: 0.34 - sys_corr_46: 0.12 - sys_corr_47: 0.06 -- stat: 0.02 - sys_corr_1: -0.01 - sys_corr_2: -0.12 - sys_corr_3: 0.0 - sys_corr_4: 0.04 - sys_corr_5: 0.0 - sys_corr_6: -0.23 - sys_corr_7: -0.04 - sys_corr_8: -0.02 - sys_corr_9: -0.11 - sys_corr_10: -0.02 - sys_corr_11: 0.3 - sys_corr_12: 0.58 - sys_corr_13: 0.13 - sys_corr_14: -0.03 - sys_corr_15: -0.01 - sys_corr_16: -0.01 - sys_corr_17: -0.0 - sys_corr_18: 0.01 - sys_corr_19: 0.05 - sys_corr_20: 0.03 - sys_corr_21: 0.0 + sys_corr_39: 0.02 + sys_corr_40: 0.11 + sys_corr_41: 0.74 + sys_corr_42: 0.29 + sys_corr_43: 0.22 + sys_corr_44: 0.22 + sys_corr_45: 0.09 + sys_corr_46: 0.34 + sys_corr_47: 0.12 +- stat: 0.06 + sys_corr_1: 0.02 + sys_corr_2: 0.01 + sys_corr_3: 0.12 + sys_corr_4: 0.0 + sys_corr_5: 0.04 + sys_corr_6: 0.0 + sys_corr_7: 0.23 + sys_corr_8: 0.04 + sys_corr_9: 0.02 + sys_corr_10: 0.11 + sys_corr_11: 0.02 + sys_corr_12: 0.3 + sys_corr_13: 0.58 + sys_corr_14: 0.13 + sys_corr_15: 0.03 + sys_corr_16: 0.01 + sys_corr_17: 0.01 + sys_corr_18: 0.0 + sys_corr_19: 0.01 + sys_corr_20: 0.05 + sys_corr_21: 0.03 sys_corr_22: 0.0 - sys_corr_23: -0.02 - sys_corr_24: -0.03 - sys_corr_25: -0.0 - sys_corr_26: -0.0 - sys_corr_27: -0.01 - sys_corr_28: -0.0 - sys_corr_29: -0.0 - sys_corr_30: -0.12 - sys_corr_31: -0.0 - sys_corr_32: -0.42 - sys_corr_33: -0.02 - sys_corr_34: -0.0 - sys_corr_35: -0.0 - sys_corr_36: 0.03 + sys_corr_23: 0.0 + sys_corr_24: 0.02 + sys_corr_25: 0.03 + sys_corr_26: 0.0 + sys_corr_27: 0.0 + sys_corr_28: 0.01 + sys_corr_29: 0.0 + sys_corr_30: 0.0 + sys_corr_31: 0.12 + sys_corr_32: 0.0 + sys_corr_33: 0.42 + sys_corr_34: 0.02 + sys_corr_35: 0.0 + sys_corr_36: 0.0 sys_corr_37: 0.03 sys_corr_38: 0.03 - sys_corr_39: -0.15 - sys_corr_40: 0.95 - sys_corr_41: -0.23 - sys_corr_42: -0.08 - sys_corr_43: -0.08 - sys_corr_44: -0.09 - sys_corr_45: 0.39 - sys_corr_46: 0.13 - sys_corr_47: 0.06 -- stat: 0.05 - sys_corr_1: -0.03 - sys_corr_2: -0.19 - sys_corr_3: 0.0 - sys_corr_4: 0.02 - sys_corr_5: 0.0 - sys_corr_6: -0.33 - sys_corr_7: -0.03 - sys_corr_8: -0.02 - sys_corr_9: -0.11 - sys_corr_10: -0.03 - sys_corr_11: 0.3 - sys_corr_12: 0.55 - sys_corr_13: 0.14 - sys_corr_14: -0.02 - sys_corr_15: -0.0 - sys_corr_16: 0.01 - sys_corr_17: -0.0 - sys_corr_18: 0.01 - sys_corr_19: 0.05 - sys_corr_20: 0.03 - sys_corr_21: 0.0 + sys_corr_39: 0.03 + sys_corr_40: 0.15 + sys_corr_41: 0.95 + sys_corr_42: 0.23 + sys_corr_43: 0.08 + sys_corr_44: 0.08 + sys_corr_45: 0.09 + sys_corr_46: 0.39 + sys_corr_47: 0.13 +- stat: 0.07 + sys_corr_1: 0.05 + sys_corr_2: 0.03 + sys_corr_3: 0.19 + sys_corr_4: 0.0 + sys_corr_5: 0.02 + sys_corr_6: 0.0 + sys_corr_7: 0.33 + sys_corr_8: 0.03 + sys_corr_9: 0.02 + sys_corr_10: 0.11 + sys_corr_11: 0.03 + sys_corr_12: 0.3 + sys_corr_13: 0.55 + sys_corr_14: 0.14 + sys_corr_15: 0.02 + sys_corr_16: 0.0 + sys_corr_17: 0.01 + sys_corr_18: 0.0 + sys_corr_19: 0.01 + sys_corr_20: 0.05 + sys_corr_21: 0.03 sys_corr_22: 0.0 - sys_corr_23: -0.03 - sys_corr_24: -0.04 - sys_corr_25: -0.01 - sys_corr_26: -0.01 - sys_corr_27: -0.01 - sys_corr_28: -0.0 - sys_corr_29: -0.0 - sys_corr_30: -0.11 - sys_corr_31: -0.0 - sys_corr_32: -0.47 - sys_corr_33: -0.01 - sys_corr_34: -0.0 - sys_corr_35: -0.0 - sys_corr_36: -0.03 + sys_corr_23: 0.0 + sys_corr_24: 0.03 + sys_corr_25: 0.04 + sys_corr_26: 0.01 + sys_corr_27: 0.01 + sys_corr_28: 0.01 + sys_corr_29: 0.0 + sys_corr_30: 0.0 + sys_corr_31: 0.11 + sys_corr_32: 0.0 + sys_corr_33: 0.47 + sys_corr_34: 0.01 + sys_corr_35: 0.0 + sys_corr_36: 0.0 sys_corr_37: 0.03 - sys_corr_38: 0.02 - sys_corr_39: -0.12 - sys_corr_40: 1.21 - sys_corr_41: -0.2 - sys_corr_42: -0.17 - sys_corr_43: -0.17 - sys_corr_44: -0.1 - sys_corr_45: 0.0 - sys_corr_46: 0.13 - sys_corr_47: 0.07 + sys_corr_38: 0.03 + sys_corr_39: 0.02 + sys_corr_40: 0.12 + sys_corr_41: 1.21 + sys_corr_42: 0.2 + sys_corr_43: 0.17 + sys_corr_44: 0.17 + sys_corr_45: 0.1 + sys_corr_46: 0.0 + sys_corr_47: 0.13 From 5e0fde6c492644e700a841c15f9696e8237ee5ae Mon Sep 17 00:00:00 2001 From: vschutze-alt Date: Tue, 16 Dec 2025 14:41:32 +0000 Subject: [PATCH 3/4] update uncertainty classification --- .../ATLAS_WPWM_8TEV/uncertainties.yaml | 18 +++++++++--------- 1 file changed, 9 insertions(+), 9 deletions(-) diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_8TEV/uncertainties.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_8TEV/uncertainties.yaml index 837d22841a..919f35d916 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_8TEV/uncertainties.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_8TEV/uncertainties.yaml @@ -24,8 +24,8 @@ definitions: treatment: MULT type: CORR sys_corr_6: - description: sys,Muon TrigEff Stat. - treatment: MULT + description: stat,Muon TrigEff Stat. + treatment: ADD type: CORR sys_corr_7: description: sys,Muon RecoEff Syst @@ -44,17 +44,17 @@ definitions: treatment: MULT type: CORR sys_corr_11: - description: sys,Muon RecoEff Stat - treatment: MULT + description: stat,Muon RecoEff Stat + treatment: ADD type: CORR sys_corr_12: description: sys,SoftTrkScale treatment: MULT - type: CORR + type: UNCORR sys_corr_13: description: sys,SoftTrkResoCorr treatment: MULT - type: CORR + type: UNCORR sys_corr_14: description: sys,MET Jet Syst 0 treatment: MULT @@ -186,10 +186,10 @@ definitions: sys_corr_46: description: sys,F/B Compatibility treatment: MULT - type: CORR + type: UNCORR sys_corr_47: - description: sys,MC stat. unc - treatment: MULT + description: stat,MC stat. unc + treatment: ADD type: UNCORR bins: - stat: 0.06 From d0008b18acd51006a7f511a0f3117f816bd96eaa Mon Sep 17 00:00:00 2001 From: Regenerate Commondata <> Date: Mon, 22 Dec 2025 17:30:18 +0000 Subject: [PATCH 4/4] Automatically regenerated commondata from PR 2411, branch implement_ATLAS_WPWM_8TEV. --- .../ATLAS_WPWM_8TEV/uncertainties.yaml | 18 +++++++++--------- 1 file changed, 9 insertions(+), 9 deletions(-) diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_8TEV/uncertainties.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_8TEV/uncertainties.yaml index 919f35d916..837d22841a 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_8TEV/uncertainties.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_8TEV/uncertainties.yaml @@ -24,8 +24,8 @@ definitions: treatment: MULT type: CORR sys_corr_6: - description: stat,Muon TrigEff Stat. - treatment: ADD + description: sys,Muon TrigEff Stat. + treatment: MULT type: CORR sys_corr_7: description: sys,Muon RecoEff Syst @@ -44,17 +44,17 @@ definitions: treatment: MULT type: CORR sys_corr_11: - description: stat,Muon RecoEff Stat - treatment: ADD + description: sys,Muon RecoEff Stat + treatment: MULT type: CORR sys_corr_12: description: sys,SoftTrkScale treatment: MULT - type: UNCORR + type: CORR sys_corr_13: description: sys,SoftTrkResoCorr treatment: MULT - type: UNCORR + type: CORR sys_corr_14: description: sys,MET Jet Syst 0 treatment: MULT @@ -186,10 +186,10 @@ definitions: sys_corr_46: description: sys,F/B Compatibility treatment: MULT - type: UNCORR + type: CORR sys_corr_47: - description: stat,MC stat. unc - treatment: ADD + description: sys,MC stat. unc + treatment: MULT type: UNCORR bins: - stat: 0.06