diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0J_13TEV_PT/data.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0J_13TEV_PT/data.yaml index fd874e0693..602220e8df 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0J_13TEV_PT/data.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0J_13TEV_PT/data.yaml @@ -1,4 +1,6 @@ data_central: +- 0.0473835 +- 0.0405684 - 0.0343165 - 0.0291566 - 0.0248037 @@ -37,3 +39,4 @@ data_central: - 5.5219e-07 - 2.01646e-07 - 5.11526e-08 +- 2.51767e-06 diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0J_13TEV_PT/filter.py b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0J_13TEV_PT/filter.py index 80508b1da4..889e3ade68 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0J_13TEV_PT/filter.py +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0J_13TEV_PT/filter.py @@ -1,101 +1,94 @@ """ - +This file contains the piece of code needed to implement the ATLAS ZpT +measurement at 13 TeV. We consider the combined electron-muon measurement, for +which a total uncorrelated and a total correlated ucnertainties are given. The +measurement is normalised to the fiducial cross section, therefore there is no +luminosity ucnertainty. The first three bins in pT are cropped, because of +the impossiblity of producing theoretical predictions. """ -from filter_utils import get_data_values, get_kinematics, get_systematics import yaml -UNCORRELATED_SYS = ["Stat (Data)", "Stat (MC)", "Efficiencies (Uncorellated)"] - - -def filter_ATLAS_Z_13TEV_PT_data_kinetic(): +def get_tables(): """ - writes data central values and kinematics - to respective .yaml file + Get the Hepdata table """ - with open("metadata.yaml", "r") as file: - metadata = yaml.safe_load(file) - - version = metadata["hepdata"]["version"] - - # tables for Z->l+l- observable - tables = metadata["implemented_observables"][0]["tables"] + hepdata_tables = ["rawdata/HEPData-ins1768911-v3-Table_4a.yaml"] - kin = get_kinematics(tables, version) - central_values = get_data_values(tables, version) + return hepdata_tables +def get_all(): + """ + Returns data, kinematics and uncertainties for dumping in the .yaml files + """ + data_central = [] + kinematics = [] + uncertainties = [] + + hepdata_tables = get_tables() + for table in hepdata_tables: + with open(table, 'r') as f: + input = yaml.safe_load(f) + + # Central values + data_values = input["dependent_variables"][0]["values"] + for data_value in data_values: + data_central.append(data_value["value"]) + # Kinematic bins + kin_values = input["independent_variables"][0]["values"] + for kin_value in kin_values: + kin = { + 'pT': {'min': kin_value['low'], + 'mid': 0.5 * (kin_value['low'] + kin_value['high']), + 'max': kin_value['high']}, + 'm_Z2': {'min': None, 'mid': 8317.44, 'max': None}, + 'sqrts': {'min': None, 'mid': 13000, 'max': None}} + + kinematics.append(kin) + # Uncertainties + i = 0 + for data_value in data_values: + errors = data_value["errors"] + uncertainty = {} + for error in errors: + uncertainty[error["label"]] = float(error["symerror"].replace('%',''))*data_central[i]/100. + uncertainty.update(uncertainty) + + uncertainties.append(uncertainty) + i = i+1 + + n=3 + return (data_central[n:], kinematics[n:], uncertainties[n:]) + +def filter_ATLAS_Z0J_13TEV_PT(): + """ + Dumps data, kinematics, and uncertainties on .yaml files + """ + central_values, kinematics, uncertainties = get_all() + # Central values data_central_yaml = {"data_central": central_values} - kinematics_yaml = {"bins": kin} + # Kinematics + kinematics_yaml = {"bins": kinematics} + # Uncertainties + treatment = {"correlated uncertainty": "ADD", + "uncorrelated uncertainty": "ADD",} + correlation = {"correlated uncertainty": "CORR", + "uncorrelated uncertainty": "UNCORR",} + definitions = {} + for key,value in uncertainties[0].items(): + definition = {key : + {"description": key, + "treatment": treatment[key], + "type": correlation[key]}} + definitions.update(definition) + uncertainties_yaml = {"definitions": definitions,"bins": uncertainties} - # write central values and kinematics to yaml file with open("data.yaml", "w") as file: yaml.dump(data_central_yaml, file, sort_keys=False) - with open("kinematics.yaml", "w") as file: yaml.dump(kinematics_yaml, file, sort_keys=False) - - -def filter_ATLAS_Z_13TEV_PT_uncertainties(): - """ - writes uncertainties to respective .yaml file - """ - - with open("metadata.yaml", "r") as file: - metadata = yaml.safe_load(file) - - version = metadata["hepdata"]["version"] - # tables for Z->l+l- observable - tables = metadata["implemented_observables"][0]["tables"] - - systematics_LL = get_systematics(tables, version) - - systematics = {"LL": systematics_LL} - - # error definition - error_definitions = {} - errors = {} - - for obs in ["LL"]: - - error_definitions[obs] = {} - - for sys in systematics[obs]: - - if sys[0]['name'] in UNCORRELATED_SYS: - error_definitions[obs][sys[0]['name']] = { - "description": f"{sys[0]['name']} from HEPDATA", - "treatment": "ADD", - "type": "UNCORR", - } - - else: - error_definitions[obs][sys[0]['name']] = { - "description": f"{sys[0]['name']} from HEPDATA", - "treatment": "ADD", - "type": "CORR", - } - - # TODO: - # store error in dict - errors[obs] = [] - - central_values = get_data_values(tables, version) - - for i in range(len(central_values)): - error_value = {} - - for sys in systematics[obs]: - error_value[sys[0]['name']] = float(sys[0]['values'][i]) - - errors[obs].append(error_value) - - uncertainties_yaml = {"definitions": error_definitions[obs], "bins": errors[obs]} - - # write uncertainties - with open(f"uncertainties.yaml", 'w') as file: - yaml.dump(uncertainties_yaml, file, sort_keys=False) - - + with open("uncertainties.yaml", "w") as file: + yaml.dump(uncertainties_yaml, file, sort_keys=False) + if __name__ == "__main__": - filter_ATLAS_Z_13TEV_PT_data_kinetic() - filter_ATLAS_Z_13TEV_PT_uncertainties() + filter_ATLAS_Z0J_13TEV_PT() diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0J_13TEV_PT/filter_utils.py b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0J_13TEV_PT/filter_utils.py deleted file mode 100644 index f65397c1ce..0000000000 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0J_13TEV_PT/filter_utils.py +++ /dev/null @@ -1,105 +0,0 @@ -import yaml - - -def get_kinematics(table, version): - """ - returns the relevant kinematics values. - - Parameters - ---------- - table : list - - version : int - integer read from metadata.yaml that - indicated the version of the hepdata - tables - - Returns - ------- - list - list containing the kinematic values for all - hepdata tables - """ - kin = [] - - hepdata_table = f"rawdata/HEPData-ins1768911-v3-Tabulated_Figure_6.yaml" - - with open(hepdata_table, 'r') as file: - input = yaml.safe_load(file) - - for pt in input["independent_variables"][0]['values']: - kin_value = { - 'pT': {'min': pt['low'], 'mid': 0.5 * (pt['low'] + pt['high']), 'max': pt['high']}, - 'm_Z2': {'min': None, 'mid': 8317.44, 'max': None}, - 'sqrts': {'min': None, 'mid': 13000.0, 'max': None}, - } - - kin.append(kin_value) - - return kin - - -def get_data_values(tables, version): - """ - returns the central data. - - Parameters - ---------- - tables : list - list that enumerates the table number - - version : int - integer read from metadata.yaml that - indicated the version of the hepdata - tables - - Returns - ------- - list - list containing the central values for all - hepdata tables - - """ - - data_central = [] - - hepdata_table = f"rawdata/HEPData-ins1768911-v3-Tabulated_Figure_6.yaml" - - with open(hepdata_table, 'r') as file: - input = yaml.safe_load(file) - - values = input['dependent_variables'][0]['values'] - - for value in values: - data_central.append(value['value']) - - return data_central - - -def get_systematics(tables, version): - """ """ - uncertainties = [] - - hepdata_table = f"rawdata/HEPData-ins1768911-v{version}-Table_{tables[0]}.yaml" - - with open(hepdata_table, 'r') as file: - input = yaml.safe_load(file) - - dependent_vars = input['dependent_variables'] - - # skip 1st entry as these are central data values - for dep_var in dependent_vars[1:]: - - name = dep_var['header']['name'] - # skip first 4 and last entry as these central values are not contained - # in Tabulated Figure 6 - values = [d['value'] for d in dep_var['values'][4:-1]] - uncertainties.append([{"name": name, "values": values}]) - - return uncertainties - - -if __name__ == "__main__": - # get_kinematics(tables=[7], version=3) - # get_data_values(tables=[7], version=3) - get_systematics(tables=[5], version=3) diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0J_13TEV_PT/kinematics.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0J_13TEV_PT/kinematics.yaml index b9fc4971f5..c432416082 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0J_13TEV_PT/kinematics.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0J_13TEV_PT/kinematics.yaml @@ -1,4 +1,28 @@ bins: +- pT: + min: 6 + mid: 7.0 + max: 8 + m_Z2: + min: null + mid: 8317.44 + max: null + sqrts: + min: null + mid: 13000 + max: null +- pT: + min: 8 + mid: 9.0 + max: 10 + m_Z2: + min: null + mid: 8317.44 + max: null + sqrts: + min: null + mid: 13000 + max: null - pT: min: 10 mid: 11.0 @@ -9,7 +33,7 @@ bins: max: null sqrts: min: null - mid: 13000.0 + mid: 13000 max: null - pT: min: 12 @@ -21,7 +45,7 @@ bins: max: null sqrts: min: null - mid: 13000.0 + mid: 13000 max: null - pT: min: 14 @@ -33,7 +57,7 @@ bins: max: null sqrts: min: null - mid: 13000.0 + mid: 13000 max: null - pT: min: 16 @@ -45,7 +69,7 @@ bins: max: null sqrts: min: null - mid: 13000.0 + mid: 13000 max: null - pT: min: 18 @@ -57,7 +81,7 @@ bins: max: null sqrts: min: null - mid: 13000.0 + mid: 13000 max: null - pT: min: 20 @@ -69,7 +93,7 @@ bins: max: null sqrts: min: null - mid: 13000.0 + mid: 13000 max: null - pT: min: 22.5 @@ -81,7 +105,7 @@ bins: max: null sqrts: min: null - mid: 13000.0 + mid: 13000 max: null - pT: min: 25 @@ -93,7 +117,7 @@ bins: max: null sqrts: min: null - mid: 13000.0 + mid: 13000 max: null - pT: min: 27.5 @@ -105,7 +129,7 @@ bins: max: null sqrts: min: null - mid: 13000.0 + mid: 13000 max: null - pT: min: 30 @@ -117,7 +141,7 @@ bins: max: null sqrts: min: null - mid: 13000.0 + mid: 13000 max: null - pT: min: 33 @@ -129,7 +153,7 @@ bins: max: null sqrts: min: null - mid: 13000.0 + mid: 13000 max: null - pT: min: 36 @@ -141,7 +165,7 @@ bins: max: null sqrts: min: null - mid: 13000.0 + mid: 13000 max: null - pT: min: 39 @@ -153,7 +177,7 @@ bins: max: null sqrts: min: null - mid: 13000.0 + mid: 13000 max: null - pT: min: 42 @@ -165,7 +189,7 @@ bins: max: null sqrts: min: null - mid: 13000.0 + mid: 13000 max: null - pT: min: 45 @@ -177,7 +201,7 @@ bins: max: null sqrts: min: null - mid: 13000.0 + mid: 13000 max: null - pT: min: 48 @@ -189,7 +213,7 @@ bins: max: null sqrts: min: null - mid: 13000.0 + mid: 13000 max: null - pT: min: 51 @@ -201,7 +225,7 @@ bins: max: null sqrts: min: null - mid: 13000.0 + mid: 13000 max: null - pT: min: 54 @@ -213,7 +237,7 @@ bins: max: null sqrts: min: null - mid: 13000.0 + mid: 13000 max: null - pT: min: 57 @@ -225,7 +249,7 @@ bins: max: null sqrts: min: null - mid: 13000.0 + mid: 13000 max: null - pT: min: 61 @@ -237,7 +261,7 @@ bins: max: null sqrts: min: null - mid: 13000.0 + mid: 13000 max: null - pT: min: 65 @@ -249,7 +273,7 @@ bins: max: null sqrts: min: null - mid: 13000.0 + mid: 13000 max: null - pT: min: 70 @@ -261,7 +285,7 @@ bins: max: null sqrts: min: null - mid: 13000.0 + mid: 13000 max: null - pT: min: 75 @@ -273,7 +297,7 @@ bins: max: null sqrts: min: null - mid: 13000.0 + mid: 13000 max: null - pT: min: 80 @@ -285,7 +309,7 @@ bins: max: null sqrts: min: null - mid: 13000.0 + mid: 13000 max: null - pT: min: 85 @@ -297,7 +321,7 @@ bins: max: null sqrts: min: null - mid: 13000.0 + mid: 13000 max: null - pT: min: 95 @@ -309,7 +333,7 @@ bins: max: null sqrts: min: null - mid: 13000.0 + mid: 13000 max: null - pT: min: 105 @@ -321,7 +345,7 @@ bins: max: null sqrts: min: null - mid: 13000.0 + mid: 13000 max: null - pT: min: 125 @@ -333,7 +357,7 @@ bins: max: null sqrts: min: null - mid: 13000.0 + mid: 13000 max: null - pT: min: 150 @@ -345,7 +369,7 @@ bins: max: null sqrts: min: null - mid: 13000.0 + mid: 13000 max: null - pT: min: 175 @@ -357,7 +381,7 @@ bins: max: null sqrts: min: null - mid: 13000.0 + mid: 13000 max: null - pT: min: 200 @@ -369,7 +393,7 @@ bins: max: null sqrts: min: null - mid: 13000.0 + mid: 13000 max: null - pT: min: 250 @@ -381,7 +405,7 @@ bins: max: null sqrts: min: null - mid: 13000.0 + mid: 13000 max: null - pT: min: 300 @@ -393,7 +417,7 @@ bins: max: null sqrts: min: null - mid: 13000.0 + mid: 13000 max: null - pT: min: 350 @@ -405,7 +429,7 @@ bins: max: null sqrts: min: null - mid: 13000.0 + mid: 13000 max: null - pT: min: 400 @@ -417,7 +441,7 @@ bins: max: null sqrts: min: null - mid: 13000.0 + mid: 13000 max: null - pT: min: 470 @@ -429,7 +453,7 @@ bins: max: null sqrts: min: null - mid: 13000.0 + mid: 13000 max: null - pT: min: 550 @@ -441,7 +465,7 @@ bins: max: null sqrts: min: null - mid: 13000.0 + mid: 13000 max: null - pT: min: 650 @@ -453,5 +477,17 @@ bins: max: null sqrts: min: null - mid: 13000.0 + mid: 13000 + max: null +- pT: + min: 900 + mid: 1700.0 + max: 2500 + m_Z2: + min: null + mid: 8317.44 + max: null + sqrts: + min: null + mid: 13000 max: null diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0J_13TEV_PT/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0J_13TEV_PT/metadata.yaml index cc93946fd8..d2868e04c4 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0J_13TEV_PT/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0J_13TEV_PT/metadata.yaml @@ -24,7 +24,7 @@ implemented_observables: label: r"$1/\sigma_{fid}d\\sigma/dp_{T}^{\\l\\l}$" units: "[1/GeV]" - ndata: 38 + ndata: 41 tables: [5] process_type: DY_NC_PT @@ -51,8 +51,6 @@ implemented_observables: # Theory theory: - shifts: - ATLAS_Z0J_13TEV_PT_LL: 9 FK_tables: - - ATLAS_Z0J_13TEV_PT_LL - - ATLAS_Z0_13TEV_TOT diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0J_13TEV_PT/rawdata/HEPData-ins1768911-v3-Table_4a.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0J_13TEV_PT/rawdata/HEPData-ins1768911-v3-Table_4a.yaml new file mode 100644 index 0000000000..ffcac3a194 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0J_13TEV_PT/rawdata/HEPData-ins1768911-v3-Table_4a.yaml @@ -0,0 +1,272 @@ +dependent_variables: +- header: {name: '$1/\sigma_{fid} \times d\sigma/dp_{T}^{ll}$', units: 1/GEV} + values: + - errors: + - {label: correlated uncertainty, symerror: 0.146737%} + - {label: uncorrelated uncertainty, symerror: 0.182654%} + value: 0.024189 + - errors: + - {label: correlated uncertainty, symerror: 0.0545108%} + - {label: uncorrelated uncertainty, symerror: 0.0780657%} + value: 0.0511438 + - errors: + - {label: correlated uncertainty, symerror: 0.0506089%} + - {label: uncorrelated uncertainty, symerror: 0.0749981%} + value: 0.0532324 + - errors: + - {label: correlated uncertainty, symerror: 0.0455932%} + - {label: uncorrelated uncertainty, symerror: 0.0802127%} + value: 0.0473835 + - errors: + - {label: correlated uncertainty, symerror: 0.042823%} + - {label: uncorrelated uncertainty, symerror: 0.0902423%} + value: 0.0405684 + - errors: + - {label: correlated uncertainty, symerror: 0.0600343%} + - {label: uncorrelated uncertainty, symerror: 0.107591%} + value: 0.0343165 + - errors: + - {label: correlated uncertainty, symerror: 0.0707218%} + - {label: uncorrelated uncertainty, symerror: 0.124372%} + value: 0.0291566 + - errors: + - {label: correlated uncertainty, symerror: 0.0609953%} + - {label: uncorrelated uncertainty, symerror: 0.136582%} + value: 0.0248037 + - errors: + - {label: correlated uncertainty, symerror: 0.0461217%} + - {label: uncorrelated uncertainty, symerror: 0.145373%} + value: 0.021268 + - errors: + - {label: correlated uncertainty, symerror: 0.034637%} + - {label: uncorrelated uncertainty, symerror: 0.156366%} + value: 0.018325 + - errors: + - {label: correlated uncertainty, symerror: 0.025768%} + - {label: uncorrelated uncertainty, symerror: 0.1367%} + value: 0.0156045 + - errors: + - {label: correlated uncertainty, symerror: 0.0339854%} + - {label: uncorrelated uncertainty, symerror: 0.152269%} + value: 0.01318 + - errors: + - {label: correlated uncertainty, symerror: 0.0411065%} + - {label: uncorrelated uncertainty, symerror: 0.168553%} + value: 0.0112073 + - errors: + - {label: correlated uncertainty, symerror: 0.0508971%} + - {label: uncorrelated uncertainty, symerror: 0.186374%} + value: 0.00955676 + - errors: + - {label: correlated uncertainty, symerror: 0.0594864%} + - {label: uncorrelated uncertainty, symerror: 0.172167%} + value: 0.00810287 + - errors: + - {label: correlated uncertainty, symerror: 0.0779726%} + - {label: uncorrelated uncertainty, symerror: 0.194268%} + value: 0.00678809 + - errors: + - {label: correlated uncertainty, symerror: 0.0936059%} + - {label: uncorrelated uncertainty, symerror: 0.213769%} + value: 0.00575628 + - errors: + - {label: correlated uncertainty, symerror: 0.115529%} + - {label: uncorrelated uncertainty, symerror: 0.231418%} + value: 0.00487686 + - errors: + - {label: correlated uncertainty, symerror: 0.12481%} + - {label: uncorrelated uncertainty, symerror: 0.254212%} + value: 0.00416884 + - errors: + - {label: correlated uncertainty, symerror: 0.144971%} + - {label: uncorrelated uncertainty, symerror: 0.282523%} + value: 0.00352131 + - errors: + - {label: correlated uncertainty, symerror: 0.167357%} + - {label: uncorrelated uncertainty, symerror: 0.314478%} + value: 0.00297507 + - errors: + - {label: correlated uncertainty, symerror: 0.182218%} + - {label: uncorrelated uncertainty, symerror: 0.345915%} + value: 0.00254333 + - errors: + - {label: correlated uncertainty, symerror: 0.199666%} + - {label: uncorrelated uncertainty, symerror: 0.378715%} + value: 0.00218319 + - errors: + - {label: correlated uncertainty, symerror: 0.15297%} + - {label: uncorrelated uncertainty, symerror: 0.309867%} + value: 0.00187701 + - errors: + - {label: correlated uncertainty, symerror: 0.165993%} + - {label: uncorrelated uncertainty, symerror: 0.351415%} + value: 0.0015932 + - errors: + - {label: correlated uncertainty, symerror: 0.155726%} + - {label: uncorrelated uncertainty, symerror: 0.320541%} + value: 0.00135193 + - errors: + - {label: correlated uncertainty, symerror: 0.173562%} + - {label: uncorrelated uncertainty, symerror: 0.373781%} + value: 0.0011323 + - errors: + - {label: correlated uncertainty, symerror: 0.20141%} + - {label: uncorrelated uncertainty, symerror: 0.429775%} + value: 0.00095743 + - errors: + - {label: correlated uncertainty, symerror: 0.222191%} + - {label: uncorrelated uncertainty, symerror: 0.489079%} + value: 0.000814977 + - errors: + - {label: correlated uncertainty, symerror: 0.140104%} + - {label: uncorrelated uncertainty, symerror: 0.286435%} + value: 0.000653718 + - errors: + - {label: correlated uncertainty, symerror: 0.176807%} + - {label: uncorrelated uncertainty, symerror: 0.365727%} + value: 0.000484859 + - errors: + - {label: correlated uncertainty, symerror: 0.123019%} + - {label: uncorrelated uncertainty, symerror: 0.24768%} + value: 0.000329051 + - errors: + - {label: correlated uncertainty, symerror: 0.157454%} + - {label: uncorrelated uncertainty, symerror: 0.318812%} + value: 0.000186048 + - errors: + - {label: correlated uncertainty, symerror: 0.23722%} + - {label: uncorrelated uncertainty, symerror: 0.507926%} + value: 0.000104998 + - errors: + - {label: correlated uncertainty, symerror: 0.302697%} + - {label: uncorrelated uncertainty, symerror: 0.781114%} + value: 6.12794e-05 + - errors: + - {label: correlated uncertainty, symerror: 0.219307%} + - {label: uncorrelated uncertainty, symerror: 0.65891%} + value: 3.0584e-05 + - errors: + - {label: correlated uncertainty, symerror: 0.344574%} + - {label: uncorrelated uncertainty, symerror: 1.38523%} + value: 1.22113e-05 + - errors: + - {label: correlated uncertainty, symerror: 0.561799%} + - {label: uncorrelated uncertainty, symerror: 2.25044%} + value: 5.90263e-06 + - errors: + - {label: correlated uncertainty, symerror: 0.897993%} + - {label: uncorrelated uncertainty, symerror: 3.75137%} + value: 2.77421e-06 + - errors: + - {label: correlated uncertainty, symerror: 0.824661%} + - {label: uncorrelated uncertainty, symerror: 4.87351%} + value: 1.25134e-06 + - errors: + - {label: correlated uncertainty, symerror: 1.15515%} + - {label: uncorrelated uncertainty, symerror: 7.90601%} + value: 5.5219e-07 + - errors: + - {label: correlated uncertainty, symerror: 1.54467%} + - {label: uncorrelated uncertainty, symerror: 12.8626%} + value: 2.01646e-07 + - errors: + - {label: correlated uncertainty, symerror: 1.82228%} + - {label: uncorrelated uncertainty, symerror: 15.7307%} + value: 5.11526e-08 + - errors: + - {label: correlated uncertainty, symerror: 6.30741%} + - {label: uncorrelated uncertainty, symerror: 60.3046%} + value: 2.51767e-06 +- header: {name: '$k_{dressed}$'} + values: + - {value: 0.978339} + - {value: 0.984972} + - {value: 0.994351} + - {value: 1.0028} + - {value: 1.00782} + - {value: 1.01148} + - {value: 1.01278} + - {value: 1.01303} + - {value: 1.01202} + - {value: 1.00898} + - {value: 1.00616} + - {value: 1.00317} + - {value: 0.999679} + - {value: 0.999156} + - {value: 0.997824} + - {value: 0.99582} + - {value: 0.993993} + - {value: 0.992858} + - {value: 0.991661} + - {value: 0.99251} + - {value: 0.991217} + - {value: 0.992147} + - {value: 0.993846} + - {value: 0.994163} + - {value: 0.993764} + - {value: 0.99512} + - {value: 0.995087} + - {value: 0.9953} + - {value: 0.994741} + - {value: 0.995926} + - {value: 0.995122} + - {value: 0.995673} + - {value: 0.994211} + - {value: 0.993365} + - {value: 0.992277} + - {value: 0.995338} + - {value: 0.997277} + - {value: 0.99423} + - {value: 0.991436} + - {value: 0.990586} + - {value: 0.993825} + - {value: 0.995003} + - {value: 0.989972} + - {value: 0.963637} +independent_variables: +- header: {name: 'Bin $p_{T}^{ll}$', units: GEV} + values: + - {high: 2, low: 0} + - {high: 4, low: 2} + - {high: 6, low: 4} + - {high: 8, low: 6} + - {high: 10, low: 8} + - {high: 12, low: 10} + - {high: 14, low: 12} + - {high: 16, low: 14} + - {high: 18, low: 16} + - {high: 20, low: 18} + - {high: 22.5, low: 20} + - {high: 25, low: 22.5} + - {high: 27.5, low: 25} + - {high: 30, low: 27.5} + - {high: 33, low: 30} + - {high: 36, low: 33} + - {high: 39, low: 36} + - {high: 42, low: 39} + - {high: 45, low: 42} + - {high: 48, low: 45} + - {high: 51, low: 48} + - {high: 54, low: 51} + - {high: 57, low: 54} + - {high: 61, low: 57} + - {high: 65, low: 61} + - {high: 70, low: 65} + - {high: 75, low: 70} + - {high: 80, low: 75} + - {high: 85, low: 80} + - {high: 95, low: 85} + - {high: 105, low: 95} + - {high: 125, low: 105} + - {high: 150, low: 125} + - {high: 175, low: 150} + - {high: 200, low: 175} + - {high: 250, low: 200} + - {high: 300, low: 250} + - {high: 350, low: 300} + - {high: 400, low: 350} + - {high: 470, low: 400} + - {high: 550, low: 470} + - {high: 650, low: 550} + - {high: 900, low: 650} + - {high: 2500, low: 900} diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0J_13TEV_PT/rawdata/HEPData-ins1768911-v3-Table_5.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0J_13TEV_PT/rawdata/HEPData-ins1768911-v3-Table_5.yaml deleted file mode 100644 index b6490ec293..0000000000 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0J_13TEV_PT/rawdata/HEPData-ins1768911-v3-Table_5.yaml +++ /dev/null @@ -1,738 +0,0 @@ -dependent_variables: -- header: {name: '$1/\sigma_{fid}d\sigma/dp_{T}^{\mu\mu}$', units: 1/GEV} - values: - - {value: 0.0483485} - - {value: 0.102336} - - {value: 0.106454} - - {value: 0.0949447} - - {value: 0.0811024} - - {value: 0.068568} - - {value: 0.0583926} - - {value: 0.0495932} - - {value: 0.0426003} - - {value: 0.0365929} - - {value: 0.039024} - - {value: 0.0328605} - - {value: 0.0280475} - - {value: 0.0238817} - - {value: 0.0242942} - - {value: 0.0203863} - - {value: 0.0172779} - - {value: 0.0146252} - - {value: 0.0124869} - - {value: 0.0105421} - - {value: 0.00896744} - - {value: 0.00760829} - - {value: 0.00648499} - - {value: 0.00752818} - - {value: 0.00635331} - - {value: 0.00675757} - - {value: 0.00565293} - - {value: 0.00477561} - - {value: 0.00405529} - - {value: 0.00652509} - - {value: 0.00486299} - - {value: 0.00656466} - - {value: 0.00463292} - - {value: 0.0026228} - - {value: 0.00151905} - - {value: 0.00152326} - - {value: 0.000600594} - - {value: 0.000295887} - - {value: 0.00014254} - - {value: 8.61709e-05} - - {value: 4.60894e-05} - - {value: 2.04842e-05} - - {value: 1.25171e-05} - - {value: 2.59777e-06} -- header: {name: Stat (Data)} - values: - - {value: 8.35956e-05} - - {value: 7.67909e-05} - - {value: 7.58289e-05} - - {value: 7.48749e-05} - - {value: 7.33895e-05} - - {value: 7.17653e-05} - - {value: 6.94675e-05} - - {value: 6.63969e-05} - - {value: 6.17612e-05} - - {value: 5.77664e-05} - - {value: 5.39635e-05} - - {value: 5.06942e-05} - - {value: 4.75316e-05} - - {value: 4.48241e-05} - - {value: 4.20221e-05} - - {value: 4.00194e-05} - - {value: 3.7446e-05} - - {value: 3.4088e-05} - - {value: 3.18739e-05} - - {value: 3.01246e-05} - - {value: 2.84876e-05} - - {value: 2.70051e-05} - - {value: 2.53968e-05} - - {value: 2.38027e-05} - - {value: 2.30294e-05} - - {value: 2.23957e-05} - - {value: 2.19764e-05} - - {value: 2.13142e-05} - - {value: 2.07709e-05} - - {value: 1.94042e-05} - - {value: 1.84027e-05} - - {value: 1.68795e-05} - - {value: 1.51898e-05} - - {value: 1.35198e-05} - - {value: 1.20941e-05} - - {value: 1.02064e-05} - - {value: 8.57885e-06} - - {value: 6.71408e-06} - - {value: 5.30023e-06} - - {value: 4.3265e-06} - - {value: 3.51926e-06} - - {value: 2.7789e-06} - - {value: 2.16589e-06} - - {value: 1.74143e-06} -- header: {name: Stat (MC)} - values: - - {value: 6.37438e-05} - - {value: 5.83828e-05} - - {value: 5.82812e-05} - - {value: 5.73778e-05} - - {value: 5.61428e-05} - - {value: 5.474e-05} - - {value: 5.2111e-05} - - {value: 4.86351e-05} - - {value: 4.51803e-05} - - {value: 4.23546e-05} - - {value: 3.97985e-05} - - {value: 3.74849e-05} - - {value: 3.53303e-05} - - {value: 3.3345e-05} - - {value: 3.14638e-05} - - {value: 2.96676e-05} - - {value: 2.75656e-05} - - {value: 2.56061e-05} - - {value: 2.40094e-05} - - {value: 2.25086e-05} - - {value: 2.1003e-05} - - {value: 1.96268e-05} - - {value: 1.8331e-05} - - {value: 1.71423e-05} - - {value: 1.64036e-05} - - {value: 1.56341e-05} - - {value: 1.51939e-05} - - {value: 1.46701e-05} - - {value: 1.40044e-05} - - {value: 1.30219e-05} - - {value: 1.21705e-05} - - {value: 1.10661e-05} - - {value: 9.98235e-06} - - {value: 8.93984e-06} - - {value: 7.9546e-06} - - {value: 6.66204e-06} - - {value: 5.54456e-06} - - {value: 4.25548e-06} - - {value: 3.18385e-06} - - {value: 2.61206e-06} - - {value: 2.15748e-06} - - {value: 1.6112e-06} - - {value: 1.26463e-06} - - {value: 1.00279e-06} -- header: {name: Efficiencies (Uncorellated)} - values: - - {value: 9.95475e-06} - - {value: 8.43697e-06} - - {value: 8.39228e-06} - - {value: 8.02855e-06} - - {value: 7.62052e-06} - - {value: 7.12003e-06} - - {value: 6.10127e-06} - - {value: 4.94684e-06} - - {value: 3.89108e-06} - - {value: 2.98307e-06} - - {value: 2.29224e-06} - - {value: 1.84072e-06} - - {value: 1.47619e-06} - - {value: 1.19656e-06} - - {value: 1.05868e-06} - - {value: 1.01334e-06} - - {value: 9.52163e-07} - - {value: 9.32742e-07} - - {value: 1.0063e-06} - - {value: 1.12277e-06} - - {value: 1.26063e-06} - - {value: 1.33511e-06} - - {value: 1.37111e-06} - - {value: 1.39809e-06} - - {value: 1.50361e-06} - - {value: 1.6905e-06} - - {value: 2.25177e-06} - - {value: 2.9503e-06} - - {value: 3.4922e-06} - - {value: 3.90433e-06} - - {value: 4.5605e-06} - - {value: 4.88845e-06} - - {value: 5.02588e-06} - - {value: 5.0556e-06} - - {value: 5.01282e-06} - - {value: 4.83028e-06} - - {value: 4.5748e-06} - - {value: 3.9375e-06} - - {value: 3.44839e-06} - - {value: 3.04439e-06} - - {value: 2.66722e-06} - - {value: 1.80584e-06} - - {value: 1.20132e-06} - - {value: 0} -- header: {name: Scale} - values: - - {value: 8.06284e-05} - - {value: 6.27959e-05} - - {value: 6.48323e-05} - - {value: 5.68417e-05} - - {value: 3.77564e-05} - - {value: 1.98692e-05} - - {value: 6.02976e-06} - - {value: -2.79757e-06} - - {value: -6.10522e-06} - - {value: -1.10568e-05} - - {value: -1.23219e-05} - - {value: -1.52471e-05} - - {value: -1.60245e-05} - - {value: -1.56591e-05} - - {value: -1.70632e-05} - - {value: -1.85262e-05} - - {value: -1.85507e-05} - - {value: -1.98298e-05} - - {value: -1.78683e-05} - - {value: -1.78014e-05} - - {value: -1.74292e-05} - - {value: -1.61827e-05} - - {value: -1.48547e-05} - - {value: -1.26621e-05} - - {value: -1.08967e-05} - - {value: -9.89894e-06} - - {value: -9.34883e-06} - - {value: -8.15195e-06} - - {value: -6.65262e-06} - - {value: -6.49504e-06} - - {value: -5.68654e-06} - - {value: -5.25178e-06} - - {value: -4.52099e-06} - - {value: -3.3474e-06} - - {value: -2.65642e-06} - - {value: -1.86636e-06} - - {value: -1.01055e-06} - - {value: -7.28519e-07} - - {value: -4.23367e-07} - - {value: -2.73916e-07} - - {value: -1.28097e-07} - - {value: -9.40508e-08} - - {value: -6.31804e-08} - - {value: -4.99628e-08} -- header: {name: Resolution} - values: - - {value: -4.28443e-05} - - {value: -7.05279e-05} - - {value: -7.26597e-05} - - {value: -3.63975e-05} - - {value: 1.97555e-05} - - {value: 5.84463e-05} - - {value: 6.11683e-05} - - {value: 4.96738e-05} - - {value: 3.30354e-05} - - {value: 2.60181e-05} - - {value: 2.03084e-05} - - {value: 1.38317e-05} - - {value: 1.20235e-05} - - {value: 8.07986e-06} - - {value: 4.19756e-06} - - {value: 1.49509e-06} - - {value: 7.40895e-07} - - {value: 2.58524e-06} - - {value: 4.52804e-06} - - {value: 2.34797e-06} - - {value: 1.90124e-06} - - {value: 1.68493e-06} - - {value: 8.46977e-07} - - {value: 1.00756e-06} - - {value: 9.59722e-07} - - {value: -6.45403e-08} - - {value: -1.17319e-07} - - {value: 1.33488e-06} - - {value: 1.17755e-06} - - {value: 4.24838e-07} - - {value: 5.09838e-07} - - {value: 2.18449e-08} - - {value: 3.78211e-07} - - {value: 1.48667e-06} - - {value: 3.6665e-07} - - {value: 1.29541e-07} - - {value: 3.58043e-07} - - {value: 7.01139e-08} - - {value: 1.97343e-07} - - {value: 1.35954e-07} - - {value: -3.82766e-08} - - {value: 3.78e-08} - - {value: 9.05661e-08} - - {value: 1.15136e-07} -- header: {name: Muon Saggita} - values: - - {value: 7.43367e-07} - - {value: -7.73359e-06} - - {value: -8.38056e-07} - - {value: -1.86534e-06} - - {value: 1.3535e-06} - - {value: 4.87774e-06} - - {value: 3.25268e-06} - - {value: 9.75616e-07} - - {value: 2.83518e-06} - - {value: 1.95059e-06} - - {value: 1.12455e-06} - - {value: 1.54483e-06} - - {value: 1.77062e-06} - - {value: 1.6488e-06} - - {value: 3.16e-06} - - {value: 2.9723e-06} - - {value: 1.76665e-06} - - {value: 6.17704e-07} - - {value: 5.04182e-07} - - {value: -1.57807e-07} - - {value: 7.91841e-07} - - {value: -5.67574e-07} - - {value: -1.53013e-06} - - {value: -7.67405e-07} - - {value: -5.12532e-07} - - {value: -8.38272e-08} - - {value: 1.17481e-07} - - {value: -6.24295e-07} - - {value: -1.88947e-07} - - {value: -5.19957e-07} - - {value: -1.45038e-07} - - {value: 1.67385e-07} - - {value: 1.90734e-07} - - {value: -1.2971e-07} - - {value: 2.11125e-07} - - {value: -7.20025e-09} - - {value: 5.50235e-07} - - {value: -7.57883e-08} - - {value: 2.2637e-08} - - {value: 4.65252e-08} - - {value: -6.08179e-08} - - {value: -8.05586e-08} - - {value: -2.08975e-07} - - {value: -1.48298e-07} -- header: {name: Efficiencies (Corellated)} - values: - - {value: 3.87313e-07} - - {value: 3.34268e-07} - - {value: 3.31919e-07} - - {value: 3.07232e-07} - - {value: 2.53077e-07} - - {value: 1.95681e-07} - - {value: 1.52499e-07} - - {value: 1.32704e-07} - - {value: 1.27998e-07} - - {value: 1.23313e-07} - - {value: 1.21131e-07} - - {value: 1.17825e-07} - - {value: 1.21933e-07} - - {value: 1.27991e-07} - - {value: 1.24853e-07} - - {value: 1.15733e-07} - - {value: 1.13246e-07} - - {value: 1.05721e-07} - - {value: 9.42208e-08} - - {value: 7.8914e-08} - - {value: 7.02334e-08} - - {value: 6.0653e-08} - - {value: 5.48623e-08} - - {value: 4.72786e-08} - - {value: 4.34535e-08} - - {value: 4.19056e-08} - - {value: 4.39376e-08} - - {value: 4.28303e-08} - - {value: 4.68971e-08} - - {value: 5.24325e-08} - - {value: 5.77501e-08} - - {value: 5.8729e-08} - - {value: 6.20607e-08} - - {value: 6.06227e-08} - - {value: 5.81755e-08} - - {value: 5.07157e-08} - - {value: 4.06072e-08} - - {value: 3.23173e-08} - - {value: 2.60259e-08} - - {value: 1.76095e-08} - - {value: 1.34607e-08} - - {value: 1.04764e-08} - - {value: 8.54736e-09} - - {value: 0} -- header: {name: Isolation} - values: - - {value: -4.18797e-07} - - {value: -2.568e-07} - - {value: -2.84694e-07} - - {value: -3.05259e-07} - - {value: -3.21406e-07} - - {value: -2.92554e-07} - - {value: -2.18755e-07} - - {value: -1.42078e-07} - - {value: -7.13211e-08} - - {value: -1.24541e-08} - - {value: 3.40861e-08} - - {value: 7.36893e-08} - - {value: 1.05107e-07} - - {value: 1.3236e-07} - - {value: 1.53502e-07} - - {value: 1.65516e-07} - - {value: 1.67276e-07} - - {value: 1.6175e-07} - - {value: 1.46781e-07} - - {value: 1.28402e-07} - - {value: 1.06839e-07} - - {value: 8.23239e-08} - - {value: 5.7094e-08} - - {value: 3.51944e-08} - - {value: 1.79093e-08} - - {value: 4.49587e-09} - - {value: -1.10006e-08} - - {value: -2.44197e-08} - - {value: -3.42587e-08} - - {value: -3.45687e-08} - - {value: -2.76893e-08} - - {value: -1.45591e-08} - - {value: 5.49643e-09} - - {value: 2.20514e-08} - - {value: 3.55273e-08} - - {value: 5.03334e-08} - - {value: 5.54564e-08} - - {value: 5.67922e-08} - - {value: 6.69081e-08} - - {value: 6.70416e-08} - - {value: 6.52608e-08} - - {value: 6.94277e-08} - - {value: 7.33839e-08} - - {value: 8.46319e-08} -- header: {name: Trigger} - values: - - {value: 3.75372e-07} - - {value: 2.52567e-07} - - {value: 2.76859e-07} - - {value: 2.37779e-07} - - {value: 2.10548e-07} - - {value: 1.15319e-07} - - {value: 9.71047e-08} - - {value: 8.05904e-08} - - {value: 8.29725e-08} - - {value: 5.55809e-08} - - {value: 8.62634e-08} - - {value: 9.41138e-08} - - {value: 9.55364e-08} - - {value: 9.55465e-08} - - {value: 9.70565e-08} - - {value: 1.00412e-07} - - {value: 1.12278e-07} - - {value: 8.81191e-08} - - {value: 8.81487e-08} - - {value: 9.25549e-08} - - {value: 1.04588e-07} - - {value: 9.02184e-08} - - {value: 8.77286e-08} - - {value: 7.78705e-08} - - {value: 6.66279e-08} - - {value: 5.70898e-08} - - {value: 6.6948e-08} - - {value: 5.68307e-08} - - {value: 4.72464e-08} - - {value: 3.84579e-08} - - {value: 2.90513e-08} - - {value: 2.99702e-08} - - {value: 2.97613e-08} - - {value: 1.31443e-08} - - {value: 5.87751e-09} - - {value: 4.42277e-09} - - {value: 3.94941e-09} - - {value: 3.41196e-09} - - {value: 1.96811e-09} - - {value: 1.48804e-09} - - {value: 1.47186e-09} - - {value: 1.43169e-09} - - {value: 1.04108e-09} - - {value: 1.23154e-09} -- header: {name: Muon (TTVA)} - values: - - {value: 1.31656e-07} - - {value: 1.10606e-07} - - {value: 1.16966e-07} - - {value: 9.84276e-08} - - {value: 6.50403e-08} - - {value: 3.40175e-08} - - {value: 2.47162e-08} - - {value: 2.73643e-08} - - {value: 3.07492e-08} - - {value: 3.15496e-08} - - {value: 4.03474e-08} - - {value: 4.85094e-08} - - {value: 6.22857e-08} - - {value: 6.6568e-08} - - {value: 6.23622e-08} - - {value: 6.4541e-08} - - {value: 6.18923e-08} - - {value: 5.92534e-08} - - {value: 5.41781e-08} - - {value: 4.11462e-08} - - {value: 3.44895e-08} - - {value: 2.86764e-08} - - {value: 2.41059e-08} - - {value: 2.10892e-08} - - {value: 1.48838e-08} - - {value: 1.43036e-08} - - {value: 1.85314e-08} - - {value: 1.78049e-08} - - {value: 1.88156e-08} - - {value: 1.87857e-08} - - {value: 1.83084e-08} - - {value: 1.78685e-08} - - {value: 1.60882e-08} - - {value: 1.0181e-08} - - {value: 7.66417e-09} - - {value: 5.04696e-09} - - {value: 3.29871e-09} - - {value: 2.47786e-09} - - {value: 1.53263e-09} - - {value: 7.49586e-10} - - {value: 3.26564e-10} - - {value: 3.50994e-10} - - {value: 3.04279e-10} - - {value: 3.20122e-10} -- header: {name: Z-vertex reweighting} - values: - - {value: 6.07862e-07} - - {value: -9.78373e-07} - - {value: -7.84356e-08} - - {value: -3.15197e-07} - - {value: 6.92879e-08} - - {value: 1.45025e-07} - - {value: -1.00394e-07} - - {value: -1.59619e-07} - - {value: 1.00215e-07} - - {value: 2.27018e-08} - - {value: -1.27428e-07} - - {value: -1.52972e-07} - - {value: -2.7066e-07} - - {value: -1.97182e-08} - - {value: 8.22088e-08} - - {value: 8.99594e-08} - - {value: 3.73921e-08} - - {value: 1.61865e-07} - - {value: 2.84696e-07} - - {value: 3.49903e-07} - - {value: 6.95854e-08} - - {value: -4.72017e-08} - - {value: -6.21159e-08} - - {value: 5.48967e-08} - - {value: 6.94822e-08} - - {value: 7.28613e-08} - - {value: 2.04456e-08} - - {value: 3.99906e-08} - - {value: 1.90233e-07} - - {value: 1.9247e-07} - - {value: 2.09709e-07} - - {value: 1.87948e-07} - - {value: 1.36273e-07} - - {value: 1.56472e-07} - - {value: 1.86299e-07} - - {value: 1.21902e-07} - - {value: 7.91474e-08} - - {value: 1.98127e-08} - - {value: 1.32503e-08} - - {value: 3.37543e-08} - - {value: 1.28093e-08} - - {value: 5.65969e-09} - - {value: -7.63006e-09} - - {value: -6.05567e-09} -- header: {name: Pile-Up} - values: - - {value: 2.9157e-05} - - {value: -1.17836e-05} - - {value: 1.58838e-05} - - {value: -2.24518e-06} - - {value: -1.71301e-06} - - {value: 5.05812e-07} - - {value: -7.96941e-06} - - {value: -6.7597e-06} - - {value: -5.00779e-07} - - {value: 3.02638e-06} - - {value: -2.07097e-06} - - {value: 7.05864e-07} - - {value: -1.85933e-06} - - {value: -2.63947e-06} - - {value: -6.2528e-06} - - {value: 2.01307e-06} - - {value: 3.8748e-06} - - {value: 4.30215e-06} - - {value: 5.96245e-06} - - {value: 3.93887e-06} - - {value: 1.66478e-06} - - {value: 1.86437e-06} - - {value: -1.53326e-06} - - {value: -2.54874e-06} - - {value: -4.28194e-06} - - {value: -6.36055e-06} - - {value: -4.71622e-06} - - {value: -3.52917e-06} - - {value: -2.83033e-06} - - {value: -1.92523e-06} - - {value: -2.24286e-06} - - {value: -1.31029e-06} - - {value: -1.44537e-06} - - {value: -3.4362e-07} - - {value: 1.57331e-07} - - {value: -1.60957e-06} - - {value: -4.53731e-07} - - {value: -2.60461e-08} - - {value: 2.11241e-07} - - {value: -3.27592e-07} - - {value: -4.9854e-07} - - {value: 2.46545e-07} - - {value: -1.12114e-07} - - {value: 3.25105e-09} -- header: {name: Model} - values: - - {value: 2.25619e-05} - - {value: -4.51831e-05} - - {value: 8.19483e-07} - - {value: -1.03865e-05} - - {value: 1.17742e-05} - - {value: -1.11864e-05} - - {value: -1.47197e-05} - - {value: -3.52029e-06} - - {value: 8.49558e-06} - - {value: -5.49603e-06} - - {value: 2.01242e-06} - - {value: -6.19182e-06} - - {value: 1.60522e-06} - - {value: -2.45685e-06} - - {value: -4.081e-07} - - {value: -3.29613e-06} - - {value: 2.62187e-06} - - {value: 2.60744e-08} - - {value: 1.08053e-06} - - {value: 2.94885e-06} - - {value: 2.81772e-06} - - {value: 4.04169e-06} - - {value: 4.70821e-06} - - {value: 4.38535e-06} - - {value: 5.17698e-06} - - {value: 6.56265e-06} - - {value: 5.13726e-06} - - {value: 7.06317e-06} - - {value: 6.57973e-06} - - {value: 7.42633e-06} - - {value: 6.24654e-06} - - {value: 6.94908e-06} - - {value: 5.20604e-06} - - {value: 5.02928e-06} - - {value: 3.53347e-06} - - {value: 2.413e-06} - - {value: 1.38539e-06} - - {value: 1.11055e-06} - - {value: 4.41613e-07} - - {value: 4.21401e-07} - - {value: -1.26955e-08} - - {value: 1.62069e-07} - - {value: 1.12009e-07} - - {value: -7.93151e-08} -- header: {name: Background} - values: - - {value: 2.89323e-06} - - {value: 2.39593e-06} - - {value: 2.58874e-06} - - {value: 2.56676e-06} - - {value: 2.6144e-06} - - {value: 2.53068e-06} - - {value: 2.40286e-06} - - {value: 2.39151e-06} - - {value: 2.44995e-06} - - {value: 2.43522e-06} - - {value: 2.50026e-06} - - {value: 2.64906e-06} - - {value: 2.75984e-06} - - {value: 2.92749e-06} - - {value: 3.035e-06} - - {value: 3.12866e-06} - - {value: 3.22543e-06} - - {value: 3.35076e-06} - - {value: 3.3264e-06} - - {value: 3.3412e-06} - - {value: 3.53285e-06} - - {value: 3.6471e-06} - - {value: 3.85463e-06} - - {value: 4.07802e-06} - - {value: 4.19639e-06} - - {value: 4.29432e-06} - - {value: 5.11883e-06} - - {value: 5.61711e-06} - - {value: 6.48474e-06} - - {value: 6.60558e-06} - - {value: 6.3272e-06} - - {value: 5.94929e-06} - - {value: 5.65289e-06} - - {value: 4.50194e-06} - - {value: 3.39571e-06} - - {value: 1.95583e-06} - - {value: 1.1472e-06} - - {value: 7.45763e-07} - - {value: 5.08448e-07} - - {value: 2.68876e-07} - - {value: 1.52496e-07} - - {value: 1.01672e-07} - - {value: 7.4095e-08} - - {value: 5.26604e-08} -independent_variables: -- header: {name: 'Bin $p_{T}^{\mu\mu}$', units: GEV} - values: - - {high: 2, low: 0} - - {high: 4, low: 2} - - {high: 6, low: 4} - - {high: 8, low: 6} - - {high: 10, low: 8} - - {high: 12, low: 10} - - {high: 14, low: 12} - - {high: 16, low: 14} - - {high: 18, low: 16} - - {high: 20, low: 18} - - {high: 22.5, low: 20} - - {high: 25, low: 22.5} - - {high: 27.5, low: 25} - - {high: 30, low: 27.5} - - {high: 33, low: 30} - - {high: 36, low: 33} - - {high: 39, low: 36} - - {high: 42, low: 39} - - {high: 45, low: 42} - - {high: 48, low: 45} - - {high: 51, low: 48} - - {high: 54, low: 51} - - {high: 57, low: 54} - - {high: 61, low: 57} - - {high: 65, low: 61} - - {high: 70, low: 65} - - {high: 75, low: 70} - - {high: 80, low: 75} - - {high: 85, low: 80} - - {high: 95, low: 85} - - {high: 105, low: 95} - - {high: 125, low: 105} - - {high: 150, low: 125} - - {high: 175, low: 150} - - {high: 200, low: 175} - - {high: 250, low: 200} - - {high: 300, low: 250} - - {high: 350, low: 300} - - {high: 400, low: 350} - - {high: 470, low: 400} - - {high: 550, low: 470} - - {high: 650, low: 550} - - {high: 900, low: 650} - - {high: 2500, low: 900} diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0J_13TEV_PT/rawdata/HEPData-ins1768911-v3-Table_7.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0J_13TEV_PT/rawdata/HEPData-ins1768911-v3-Table_7.yaml deleted file mode 100644 index 7fdd74a753..0000000000 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0J_13TEV_PT/rawdata/HEPData-ins1768911-v3-Table_7.yaml +++ /dev/null @@ -1,738 +0,0 @@ -dependent_variables: -- header: {name: '$1/\sigma_{fid}d\sigma/dp_{T}^{ee}$', units: 1/GEV} - values: - - {value: 0.0483395} - - {value: 0.102195} - - {value: 0.106443} - - {value: 0.0944305} - - {value: 0.081111} - - {value: 0.0686732} - - {value: 0.0581359} - - {value: 0.0495928} - - {value: 0.0424074} - - {value: 0.0367425} - - {value: 0.0389868} - - {value: 0.0331081} - - {value: 0.0279712} - - {value: 0.0239159} - - {value: 0.0243428} - - {value: 0.020337} - - {value: 0.0172603} - - {value: 0.0146538} - - {value: 0.0125492} - - {value: 0.0106034} - - {value: 0.00886316} - - {value: 0.00766768} - - {value: 0.00666047} - - {value: 0.00748112} - - {value: 0.00641097} - - {value: 0.00676931} - - {value: 0.00568527} - - {value: 0.00481647} - - {value: 0.00411745} - - {value: 0.00656875} - - {value: 0.00484376} - - {value: 0.00661927} - - {value: 0.0046954} - - {value: 0.00264589} - - {value: 0.00156345} - - {value: 0.00154866} - - {value: 0.000631177} - - {value: 0.000300889} - - {value: 0.000140033} - - {value: 9.14383e-05} - - {value: 4.30812e-05} - - {value: 2.06103e-05} - - {value: 1.37714e-05} - - {value: 2.7636e-06} -- header: {name: Stat (Data)} - values: - - {value: 0.000102371} - - {value: 9.49075e-05} - - {value: 9.27015e-05} - - {value: 9.4858e-05} - - {value: 9.29048e-05} - - {value: 9.13038e-05} - - {value: 8.77165e-05} - - {value: 8.51632e-05} - - {value: 8.03754e-05} - - {value: 7.4751e-05} - - {value: 6.91288e-05} - - {value: 6.55885e-05} - - {value: 6.20441e-05} - - {value: 5.84111e-05} - - {value: 5.43868e-05} - - {value: 5.09393e-05} - - {value: 4.77284e-05} - - {value: 4.33461e-05} - - {value: 4.06221e-05} - - {value: 3.78764e-05} - - {value: 3.5859e-05} - - {value: 3.34094e-05} - - {value: 3.16998e-05} - - {value: 2.97563e-05} - - {value: 2.84602e-05} - - {value: 2.76552e-05} - - {value: 2.67771e-05} - - {value: 2.56738e-05} - - {value: 2.45876e-05} - - {value: 2.29524e-05} - - {value: 2.13104e-05} - - {value: 1.91321e-05} - - {value: 1.70873e-05} - - {value: 1.50925e-05} - - {value: 1.32953e-05} - - {value: 1.08143e-05} - - {value: 8.74212e-06} - - {value: 6.65678e-06} - - {value: 5.13199e-06} - - {value: 4.25983e-06} - - {value: 3.40444e-06} - - {value: 2.45674e-06} - - {value: 2.00646e-06} - - {value: 1.61831e-06} -- header: {name: Stat (MC)} - values: - - {value: 8.09829e-05} - - {value: 7.44497e-05} - - {value: 7.4079e-05} - - {value: 7.31161e-05} - - {value: 7.17112e-05} - - {value: 7.00266e-05} - - {value: 6.69025e-05} - - {value: 6.27443e-05} - - {value: 5.84981e-05} - - {value: 5.49052e-05} - - {value: 5.15031e-05} - - {value: 4.83938e-05} - - {value: 4.55475e-05} - - {value: 4.29211e-05} - - {value: 4.04721e-05} - - {value: 3.81011e-05} - - {value: 3.54582e-05} - - {value: 3.30128e-05} - - {value: 3.10321e-05} - - {value: 2.92111e-05} - - {value: 2.7404e-05} - - {value: 2.57572e-05} - - {value: 2.42184e-05} - - {value: 2.27957e-05} - - {value: 2.19838e-05} - - {value: 2.11016e-05} - - {value: 2.07621e-05} - - {value: 2.02587e-05} - - {value: 1.94961e-05} - - {value: 1.83752e-05} - - {value: 1.73845e-05} - - {value: 1.59935e-05} - - {value: 1.46043e-05} - - {value: 1.32128e-05} - - {value: 1.18844e-05} - - {value: 1.00768e-05} - - {value: 8.52524e-06} - - {value: 6.65474e-06} - - {value: 5.07138e-06} - - {value: 4.22219e-06} - - {value: 3.51076e-06} - - {value: 2.64566e-06} - - {value: 2.07519e-06} - - {value: 1.63666e-06} -- header: {name: Efficiencies (Uncorellated)} - values: - - {value: 7.22891e-06} - - {value: 7.18163e-06} - - {value: 6.08446e-06} - - {value: 6.70296e-06} - - {value: 6.31176e-06} - - {value: 6.08136e-06} - - {value: 5.77708e-06} - - {value: 6.05748e-06} - - {value: 6.39294e-06} - - {value: 5.81985e-06} - - {value: 5.24487e-06} - - {value: 4.93536e-06} - - {value: 5.05399e-06} - - {value: 5.20552e-06} - - {value: 5.1138e-06} - - {value: 5.25854e-06} - - {value: 4.90172e-06} - - {value: 4.85719e-06} - - {value: 4.58636e-06} - - {value: 4.13876e-06} - - {value: 3.85815e-06} - - {value: 3.71002e-06} - - {value: 3.52942e-06} - - {value: 3.40751e-06} - - {value: 2.90491e-06} - - {value: 2.80487e-06} - - {value: 2.44491e-06} - - {value: 2.45262e-06} - - {value: 2.20911e-06} - - {value: 2.28263e-06} - - {value: 2.09001e-06} - - {value: 1.90618e-06} - - {value: 1.68432e-06} - - {value: 1.52197e-06} - - {value: 1.18985e-06} - - {value: 9.87466e-07} - - {value: 8.21905e-07} - - {value: 7.32572e-07} - - {value: 5.91105e-07} - - {value: 5.09875e-07} - - {value: 2.53065e-07} - - {value: 1.92831e-07} - - {value: 1.67278e-07} - - {value: 1.30595e-07} -- header: {name: Scale} - values: - - {value: 5.74042e-05} - - {value: 4.26257e-05} - - {value: 4.63821e-05} - - {value: 4.32444e-05} - - {value: 3.29997e-05} - - {value: 2.51705e-05} - - {value: 1.53554e-05} - - {value: 8.25684e-06} - - {value: 1.7743e-06} - - {value: -2.52894e-06} - - {value: -4.44667e-06} - - {value: -7.91584e-06} - - {value: -1.17235e-05} - - {value: -1.4944e-05} - - {value: -1.71182e-05} - - {value: -1.7969e-05} - - {value: -1.97807e-05} - - {value: -2.14742e-05} - - {value: -2.20046e-05} - - {value: -2.13968e-05} - - {value: -2.11376e-05} - - {value: -1.97205e-05} - - {value: -1.74363e-05} - - {value: -1.48847e-05} - - {value: -1.21268e-05} - - {value: -9.62642e-06} - - {value: -7.33729e-06} - - {value: -4.80769e-06} - - {value: -3.10729e-06} - - {value: -1.64398e-06} - - {value: -4.0303e-07} - - {value: 2.24266e-07} - - {value: 5.28301e-07} - - {value: 9.48076e-07} - - {value: 1.27241e-06} - - {value: 1.22838e-06} - - {value: 9.02861e-07} - - {value: 5.16388e-07} - - {value: 3.74232e-07} - - {value: 1.99243e-07} - - {value: 1.21779e-07} - - {value: 5.24385e-08} - - {value: 5.68144e-08} - - {value: 2.68711e-08} -- header: {name: Resolution} - values: - - {value: -8.73084e-06} - - {value: 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b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0J_13TEV_PT/rawdata/HEPData-ins1768911-v3-Tabulated_Figure_6.yaml deleted file mode 100644 index d610160f04..0000000000 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0J_13TEV_PT/rawdata/HEPData-ins1768911-v3-Tabulated_Figure_6.yaml +++ /dev/null @@ -1,466 +0,0 @@ -dependent_variables: -- header: {name: Data} - values: - - errors: - - {label: systematic uncertainty, symerror: 4.22803e-05} - value: 0.0343165 - - errors: - - {label: systematic uncertainty, symerror: 4.17154e-05} - value: 0.0291566 - - errors: - - {label: systematic uncertainty, symerror: 3.71021e-05} - value: 0.0248037 - - errors: - - {label: systematic uncertainty, symerror: 3.24368e-05} - value: 0.021268 - - errors: - - {label: systematic uncertainty, symerror: 2.93486e-05} - value: 0.018325 - - errors: - - {label: systematic uncertainty, symerror: 2.1707e-05} - value: 0.0156045 - - errors: - - {label: systematic uncertainty, symerror: 2.05628e-05} - value: 0.01318 - - errors: - 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- label: systematic uncertainty - value: 4.6424e-08 -independent_variables: -- header: {name: 'Bin $p_{T}^{ll}$', units: GEV} - values: - - {high: 12, low: 10} - - {high: 14, low: 12} - - {high: 16, low: 14} - - {high: 18, low: 16} - - {high: 20, low: 18} - - {high: 22.5, low: 20} - - {high: 25, low: 22.5} - - {high: 27.5, low: 25} - - {high: 30, low: 27.5} - - {high: 33, low: 30} - - {high: 36, low: 33} - - {high: 39, low: 36} - - {high: 42, low: 39} - - {high: 45, low: 42} - - {high: 48, low: 45} - - {high: 51, low: 48} - - {high: 54, low: 51} - - {high: 57, low: 54} - - {high: 61, low: 57} - - {high: 65, low: 61} - - {high: 70, low: 65} - - {high: 75, low: 70} - - {high: 80, low: 75} - - {high: 85, low: 80} - - {high: 95, low: 85} - - {high: 105, low: 95} - - {high: 125, low: 105} - - {high: 150, low: 125} - - {high: 175, low: 150} - - {high: 200, low: 175} - - {high: 250, low: 200} - - {high: 300, low: 250} - - {high: 350, low: 300} - - {high: 400, low: 350} - - {high: 470, low: 400} - - {high: 550, low: 470} - - {high: 650, low: 550} - - {high: 900, low: 650} diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0J_13TEV_PT/uncertainties.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0J_13TEV_PT/uncertainties.yaml index 3e4edc38ff..985bd423e7 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0J_13TEV_PT/uncertainties.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0J_13TEV_PT/uncertainties.yaml @@ -1,590 +1,92 @@ definitions: - Stat (Data): - description: Stat (Data) from HEPDATA - treatment: ADD - type: UNCORR - Stat (MC): - description: Stat (MC) from HEPDATA - treatment: ADD - type: UNCORR - Efficiencies (Uncorellated): - description: Efficiencies (Uncorellated) from HEPDATA - treatment: ADD - type: UNCORR - Scale: - description: Scale from HEPDATA - treatment: ADD - type: CORR - Resolution: - description: Resolution from HEPDATA - treatment: ADD - type: CORR - Muon Saggita: - description: Muon Saggita from HEPDATA - treatment: ADD - type: CORR - Efficiencies (Corellated): - description: Efficiencies (Corellated) from HEPDATA - treatment: ADD - type: CORR - Isolation: - description: Isolation from HEPDATA - treatment: ADD - type: CORR - Trigger: - description: Trigger from HEPDATA - treatment: ADD - type: CORR - Muon (TTVA): - description: Muon (TTVA) from HEPDATA - treatment: ADD - type: CORR - Z-vertex reweighting: - description: Z-vertex reweighting from HEPDATA + correlated uncertainty: + description: correlated uncertainty treatment: ADD type: CORR - Pile-Up: - description: Pile-Up from HEPDATA + uncorrelated uncertainty: + description: uncorrelated uncertainty treatment: ADD - type: CORR - Model: - description: Model from HEPDATA - treatment: ADD - type: CORR - Background: - description: Background from HEPDATA - treatment: ADD - type: CORR + type: UNCORR bins: -- Stat (Data): 7.33895e-05 - Stat (MC): 5.61428e-05 - Efficiencies (Uncorellated): 7.62052e-06 - Scale: 3.77564e-05 - Resolution: 1.97555e-05 - Muon Saggita: 1.3535e-06 - Efficiencies (Corellated): 2.53077e-07 - Isolation: -3.21406e-07 - Trigger: 2.10548e-07 - Muon (TTVA): 6.50403e-08 - Z-vertex reweighting: 6.92879e-08 - Pile-Up: -1.71301e-06 - Model: 1.17742e-05 - Background: 2.6144e-06 -- Stat (Data): 7.17653e-05 - Stat (MC): 5.474e-05 - Efficiencies (Uncorellated): 7.12003e-06 - Scale: 1.98692e-05 - Resolution: 5.84463e-05 - Muon Saggita: 4.87774e-06 - Efficiencies (Corellated): 1.95681e-07 - Isolation: -2.92554e-07 - Trigger: 1.15319e-07 - Muon (TTVA): 3.40175e-08 - Z-vertex reweighting: 1.45025e-07 - Pile-Up: 5.05812e-07 - Model: -1.11864e-05 - Background: 2.53068e-06 -- Stat (Data): 6.94675e-05 - Stat (MC): 5.2111e-05 - Efficiencies (Uncorellated): 6.10127e-06 - Scale: 6.02976e-06 - Resolution: 6.11683e-05 - Muon Saggita: 3.25268e-06 - Efficiencies (Corellated): 1.52499e-07 - Isolation: -2.18755e-07 - Trigger: 9.71047e-08 - Muon (TTVA): 2.47162e-08 - Z-vertex reweighting: -1.00394e-07 - Pile-Up: -7.96941e-06 - Model: -1.47197e-05 - Background: 2.40286e-06 -- Stat (Data): 6.63969e-05 - Stat (MC): 4.86351e-05 - Efficiencies (Uncorellated): 4.94684e-06 - Scale: -2.79757e-06 - Resolution: 4.96738e-05 - Muon Saggita: 9.75616e-07 - Efficiencies (Corellated): 1.32704e-07 - Isolation: -1.42078e-07 - Trigger: 8.05904e-08 - Muon (TTVA): 2.73643e-08 - Z-vertex reweighting: -1.59619e-07 - Pile-Up: -6.7597e-06 - Model: -3.52029e-06 - Background: 2.39151e-06 -- Stat (Data): 6.17612e-05 - Stat (MC): 4.51803e-05 - Efficiencies (Uncorellated): 3.89108e-06 - Scale: -6.10522e-06 - Resolution: 3.30354e-05 - Muon Saggita: 2.83518e-06 - Efficiencies (Corellated): 1.27998e-07 - Isolation: -7.13211e-08 - Trigger: 8.29725e-08 - Muon (TTVA): 3.07492e-08 - Z-vertex reweighting: 1.00215e-07 - Pile-Up: -5.00779e-07 - Model: 8.49558e-06 - Background: 2.44995e-06 -- Stat (Data): 5.77664e-05 - Stat (MC): 4.23546e-05 - Efficiencies (Uncorellated): 2.98307e-06 - Scale: -1.10568e-05 - Resolution: 2.60181e-05 - Muon Saggita: 1.95059e-06 - Efficiencies (Corellated): 1.23313e-07 - Isolation: -1.24541e-08 - Trigger: 5.55809e-08 - Muon (TTVA): 3.15496e-08 - Z-vertex reweighting: 2.27018e-08 - Pile-Up: 3.02638e-06 - Model: -5.49603e-06 - Background: 2.43522e-06 -- Stat (Data): 5.39635e-05 - Stat (MC): 3.97985e-05 - Efficiencies (Uncorellated): 2.29224e-06 - Scale: -1.23219e-05 - Resolution: 2.03084e-05 - Muon Saggita: 1.12455e-06 - Efficiencies (Corellated): 1.21131e-07 - Isolation: 3.40861e-08 - Trigger: 8.62634e-08 - Muon (TTVA): 4.03474e-08 - Z-vertex reweighting: -1.27428e-07 - Pile-Up: -2.07097e-06 - Model: 2.01242e-06 - Background: 2.50026e-06 -- Stat (Data): 5.06942e-05 - Stat (MC): 3.74849e-05 - Efficiencies (Uncorellated): 1.84072e-06 - Scale: -1.52471e-05 - Resolution: 1.38317e-05 - Muon Saggita: 1.54483e-06 - Efficiencies (Corellated): 1.17825e-07 - Isolation: 7.36893e-08 - Trigger: 9.41138e-08 - Muon (TTVA): 4.85094e-08 - Z-vertex reweighting: -1.52972e-07 - Pile-Up: 7.05864e-07 - Model: -6.19182e-06 - Background: 2.64906e-06 -- Stat (Data): 4.75316e-05 - Stat (MC): 3.53303e-05 - Efficiencies (Uncorellated): 1.47619e-06 - Scale: -1.60245e-05 - Resolution: 1.20235e-05 - Muon Saggita: 1.77062e-06 - Efficiencies (Corellated): 1.21933e-07 - Isolation: 1.05107e-07 - Trigger: 9.55364e-08 - Muon (TTVA): 6.22857e-08 - Z-vertex reweighting: -2.7066e-07 - Pile-Up: -1.85933e-06 - Model: 1.60522e-06 - Background: 2.75984e-06 -- Stat (Data): 4.48241e-05 - Stat (MC): 3.3345e-05 - Efficiencies (Uncorellated): 1.19656e-06 - Scale: -1.56591e-05 - Resolution: 8.07986e-06 - Muon Saggita: 1.6488e-06 - Efficiencies (Corellated): 1.27991e-07 - Isolation: 1.3236e-07 - Trigger: 9.55465e-08 - Muon (TTVA): 6.6568e-08 - Z-vertex reweighting: -1.97182e-08 - Pile-Up: -2.63947e-06 - Model: -2.45685e-06 - Background: 2.92749e-06 -- Stat (Data): 4.20221e-05 - Stat (MC): 3.14638e-05 - Efficiencies (Uncorellated): 1.05868e-06 - Scale: -1.70632e-05 - Resolution: 4.19756e-06 - Muon Saggita: 3.16e-06 - Efficiencies 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Efficiencies (Uncorellated): 5.02588e-06 - Scale: -4.52099e-06 - Resolution: 3.78211e-07 - Muon Saggita: 1.90734e-07 - Efficiencies (Corellated): 6.20607e-08 - Isolation: 5.49643e-09 - Trigger: 2.97613e-08 - Muon (TTVA): 1.60882e-08 - Z-vertex reweighting: 1.36273e-07 - Pile-Up: -1.44537e-06 - Model: 5.20604e-06 - Background: 5.65289e-06 -- Stat (Data): 1.35198e-05 - Stat (MC): 8.93984e-06 - Efficiencies (Uncorellated): 5.0556e-06 - Scale: -3.3474e-06 - Resolution: 1.48667e-06 - Muon Saggita: -1.2971e-07 - Efficiencies (Corellated): 6.06227e-08 - Isolation: 2.20514e-08 - Trigger: 1.31443e-08 - Muon (TTVA): 1.0181e-08 - Z-vertex reweighting: 1.56472e-07 - Pile-Up: -3.4362e-07 - Model: 5.02928e-06 - Background: 4.50194e-06 -- Stat (Data): 1.20941e-05 - Stat (MC): 7.9546e-06 - Efficiencies (Uncorellated): 5.01282e-06 - Scale: -2.65642e-06 - Resolution: 3.6665e-07 - Muon Saggita: 2.11125e-07 - Efficiencies (Corellated): 5.81755e-08 - Isolation: 3.55273e-08 - Trigger: 5.87751e-09 - Muon (TTVA): 7.66417e-09 - Z-vertex reweighting: 1.86299e-07 - Pile-Up: 1.57331e-07 - Model: 3.53347e-06 - Background: 3.39571e-06 -- Stat (Data): 1.02064e-05 - Stat (MC): 6.66204e-06 - Efficiencies (Uncorellated): 4.83028e-06 - Scale: -1.86636e-06 - Resolution: 1.29541e-07 - Muon Saggita: -7.20025e-09 - Efficiencies (Corellated): 5.07157e-08 - Isolation: 5.03334e-08 - Trigger: 4.42277e-09 - Muon (TTVA): 5.04696e-09 - Z-vertex reweighting: 1.21902e-07 - Pile-Up: -1.60957e-06 - Model: 2.413e-06 - Background: 1.95583e-06 -- Stat (Data): 8.57885e-06 - Stat (MC): 5.54456e-06 - Efficiencies (Uncorellated): 4.5748e-06 - Scale: -1.01055e-06 - Resolution: 3.58043e-07 - Muon Saggita: 5.50235e-07 - Efficiencies (Corellated): 4.06072e-08 - Isolation: 5.54564e-08 - Trigger: 3.94941e-09 - Muon (TTVA): 3.29871e-09 - Z-vertex reweighting: 7.91474e-08 - Pile-Up: -4.53731e-07 - Model: 1.38539e-06 - Background: 1.1472e-06 -- Stat (Data): 6.71408e-06 - Stat (MC): 4.25548e-06 - Efficiencies (Uncorellated): 3.9375e-06 - Scale: -7.28519e-07 - Resolution: 7.01139e-08 - Muon Saggita: -7.57883e-08 - Efficiencies (Corellated): 3.23173e-08 - Isolation: 5.67922e-08 - Trigger: 3.41196e-09 - Muon (TTVA): 2.47786e-09 - Z-vertex reweighting: 1.98127e-08 - Pile-Up: -2.60461e-08 - Model: 1.11055e-06 - Background: 7.45763e-07 -- Stat (Data): 5.30023e-06 - Stat (MC): 3.18385e-06 - Efficiencies (Uncorellated): 3.44839e-06 - Scale: -4.23367e-07 - Resolution: 1.97343e-07 - Muon Saggita: 2.2637e-08 - Efficiencies (Corellated): 2.60259e-08 - Isolation: 6.69081e-08 - Trigger: 1.96811e-09 - Muon (TTVA): 1.53263e-09 - Z-vertex reweighting: 1.32503e-08 - Pile-Up: 2.11241e-07 - Model: 4.41613e-07 - Background: 5.08448e-07 -- Stat (Data): 4.3265e-06 - Stat (MC): 2.61206e-06 - Efficiencies (Uncorellated): 3.04439e-06 - Scale: -2.73916e-07 - Resolution: 1.35954e-07 - Muon Saggita: 4.65252e-08 - Efficiencies (Corellated): 1.76095e-08 - Isolation: 6.70416e-08 - Trigger: 1.48804e-09 - Muon (TTVA): 7.49586e-10 - Z-vertex reweighting: 3.37543e-08 - Pile-Up: -3.27592e-07 - Model: 4.21401e-07 - Background: 2.68876e-07 -- Stat (Data): 3.51926e-06 - Stat (MC): 2.15748e-06 - Efficiencies (Uncorellated): 2.66722e-06 - Scale: -1.28097e-07 - Resolution: -3.82766e-08 - Muon Saggita: -6.08179e-08 - Efficiencies (Corellated): 1.34607e-08 - Isolation: 6.52608e-08 - Trigger: 1.47186e-09 - Muon (TTVA): 3.26564e-10 - Z-vertex reweighting: 1.28093e-08 - Pile-Up: -4.9854e-07 - Model: -1.26955e-08 - Background: 1.52496e-07 -- Stat (Data): 2.7789e-06 - Stat (MC): 1.6112e-06 - Efficiencies (Uncorellated): 1.80584e-06 - Scale: -9.40508e-08 - Resolution: 3.78e-08 - Muon Saggita: -8.05586e-08 - Efficiencies (Corellated): 1.04764e-08 - Isolation: 6.94277e-08 - Trigger: 1.43169e-09 - Muon (TTVA): 3.50994e-10 - Z-vertex reweighting: 5.65969e-09 - Pile-Up: 2.46545e-07 - Model: 1.62069e-07 - Background: 1.01672e-07 +- correlated uncertainty: 2.1603653922e-05 + uncorrelated uncertainty: 3.8007584704500004e-05 +- correlated uncertainty: 1.7372605932e-05 + uncorrelated uncertainty: 3.6609857233199994e-05 +- correlated uncertainty: 2.0601670559499998e-05 + uncorrelated uncertainty: 3.6921465515e-05 +- correlated uncertainty: 2.0620072338800002e-05 + uncorrelated uncertainty: 3.6262646552e-05 +- correlated uncertainty: 1.5129091226100001e-05 + uncorrelated uncertainty: 3.3877389534e-05 +- correlated uncertainty: 9.809163156e-06 + uncorrelated uncertainty: 3.091792964e-05 +- correlated uncertainty: 6.34723025e-06 + uncorrelated uncertainty: 2.86540695e-05 +- correlated uncertainty: 4.02096756e-06 + uncorrelated uncertainty: 2.1331351499999998e-05 +- correlated uncertainty: 4.4792757200000005e-06 + uncorrelated uncertainty: 2.0069054199999998e-05 +- correlated uncertainty: 4.6069287745e-06 + uncorrelated uncertainty: 1.8890240369e-05 +- correlated uncertainty: 4.864113693959999e-06 + uncorrelated uncertainty: 1.78113158824e-05 +- correlated uncertainty: 4.82010565968e-06 + uncorrelated uncertainty: 1.3950468192899997e-05 +- correlated uncertainty: 5.29285026334e-06 + uncorrelated uncertainty: 1.31870866812e-05 +- correlated uncertainty: 5.38821770052e-06 + uncorrelated uncertainty: 1.2305142193199999e-05 +- correlated uncertainty: 5.6341875894e-06 + uncorrelated uncertainty: 1.12859318748e-05 +- correlated uncertainty: 5.203129204e-06 + uncorrelated uncertainty: 1.05976915408e-05 +- correlated uncertainty: 5.1048783201e-06 + uncorrelated uncertainty: 9.9485106513e-06 +- correlated uncertainty: 4.978987899899999e-06 + uncorrelated uncertainty: 9.355940634599999e-06 +- correlated uncertainty: 4.634405059399999e-06 + uncorrelated uncertainty: 8.7977599695e-06 +- correlated uncertainty: 4.3590881454e-06 + uncorrelated uncertainty: 8.2680680085e-06 +- correlated uncertainty: 2.8712621969999995e-06 + uncorrelated uncertainty: 5.816234576699999e-06 +- correlated uncertainty: 2.644600476e-06 + uncorrelated uncertainty: 5.5987437799999994e-06 +- correlated uncertainty: 2.1053065118e-06 + uncorrelated uncertainty: 4.3334899413e-06 +- correlated uncertainty: 1.9652425259999997e-06 + uncorrelated uncertainty: 4.232322262999999e-06 +- correlated uncertainty: 1.928359763e-06 + uncorrelated uncertainty: 4.1147947825e-06 +- correlated uncertainty: 1.8108055460700002e-06 + uncorrelated uncertainty: 3.98588136183e-06 +- correlated uncertainty: 9.158850667200001e-07 + uncorrelated uncertainty: 1.8724771533e-06 +- correlated uncertainty: 8.5726465213e-07 + uncorrelated uncertainty: 1.7732602749300002e-06 +- correlated uncertainty: 4.0479524969e-07 + uncorrelated uncertainty: 8.149935168000001e-07 +- correlated uncertainty: 2.9294001792e-07 + uncorrelated uncertainty: 5.9314334976e-07 +- correlated uncertainty: 2.490762556e-07 + uncorrelated uncertainty: 5.3331214148e-07 +- correlated uncertainty: 1.8549090541799996e-07 + uncorrelated uncertainty: 4.78661972516e-07 +- correlated uncertainty: 6.707285288e-08 + uncorrelated uncertainty: 2.0152103439999997e-07 +- correlated uncertainty: 4.2076964861999995e-08 + uncorrelated uncertainty: 1.6915459099e-07 +- correlated uncertainty: 3.31609163137e-08 + uncorrelated uncertainty: 1.32835146572e-07 +- correlated uncertainty: 2.49122116053e-08 + uncorrelated uncertainty: 1.04070881677e-07 +- correlated uncertainty: 1.0319312957399998e-08 + uncorrelated uncertainty: 6.0984180034e-08 +- correlated uncertainty: 6.3786227849999995e-09 + uncorrelated uncertainty: 4.3656196619000005e-08 +- correlated uncertainty: 3.1147652682e-09 + uncorrelated uncertainty: 2.5936918396e-08 +- correlated uncertainty: 9.321435992799998e-10 + uncorrelated uncertainty: 8.0466620482e-09 +- correlated uncertainty: 1.5879976934700002e-07 + uncorrelated uncertainty: 1.51827082282e-06 diff --git a/nnpdf_data/nnpdf_data/commondata/CMS_Z0J_13TEV/data.yaml b/nnpdf_data/nnpdf_data/commondata/CMS_Z0J_13TEV/data.yaml new file mode 100644 index 0000000000..ee309de4ae --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CMS_Z0J_13TEV/data.yaml @@ -0,0 +1,84 @@ +data_central: +- 1.8444 +- 1.7141 +- 1.5243 +- 1.329 +- 1.1897 +- 0.99489 +- 0.75792 +- 0.49533 +- 0.26635 +- 0.12569 +- 0.046018 +- 0.0091988 +- 0.0011748 +- 3.5385e-05 +- 37.237 +- 36.608 +- 34.621 +- 32.542 +- 30.324 +- 28.162 +- 25.957 +- 24.036 +- 22.098 +- 20.7 +- 18.4 +- 15.824 +- 13.912 +- 12.011 +- 10.329 +- 8.5419 +- 7.0432 +- 5.547 +- 4.2406 +- 3.0556 +- 1.9436 +- 1.0362 +- 0.40703 +- 0.14152 +- 0.059995 +- 0.032086 +- 0.018046 +- 0.0090947 +- 0.0040887 +- 0.0019895 +- 0.0010353 +- 0.0005749 +- 8.2356e-05 +- 0.81127 +- 0.75465 +- 0.67379 +- 0.59073 +- 0.52103 +- 0.42299 +- 0.32974 +- 0.24939 +- 0.17329 +- 0.10268 +- 0.046168 +- 0.011162 +- 0.0017995 +- 6.0169e-05 +- 0.090178 +- 0.087088 +- 0.082663 +- 0.07576 +- 0.065335 +- 0.054814 +- 0.046471 +- 0.035346 +- 0.020531 +- 0.0043687 +- 0.00010193 +- 0.0069927 +- 0.0068868 +- 0.0061386 +- 0.0060243 +- 0.0052844 +- 0.0051086 +- 0.0045253 +- 0.004045 +- 0.0021176 +- 0.00057801 +- 2.4683e-05 diff --git a/nnpdf_data/nnpdf_data/commondata/CMS_Z0J_13TEV/filter.py b/nnpdf_data/nnpdf_data/commondata/CMS_Z0J_13TEV/filter.py new file mode 100644 index 0000000000..c30978098e --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CMS_Z0J_13TEV/filter.py @@ -0,0 +1,130 @@ +""" +This file contains the piece of code needed to implement the CMS ZpT measurement +at 13 TeV. Systematic uncertainties are implemented starting from the breakdown +available on HepData. The correlation treatment follows the approach mentioned +in the paper (see the lines immediately before Sect. 6): "The systematic +and statistical uncertainties are obtained using the linear combination method +described in Ref. [77], considering as fully correlated the uncertainties in +the jet energy scale and resolution, the pileup, the background subtraction, +b tagging, and the integrated luminosity. Other uncertainties are considered +as uncorrelated." Note that correlations are kept not only across different +pT(ll) bins, but also across different m(ll) bins. Covariance matrices, albeit +only for covariances across pT(ll) bins, are available on HepData. These are +disregarded, because they do not include any correlations in m(ll). Their +inspection confirms that indeed the aforementioned uncertainties are fully +correlated. The other uncertainties are weakly correlated or anti-correlated. +""" + +import yaml, re + +def get_tables(): + """ + Get the Hepdata tables, given the tables and version specified in metadata + """ + prefix = "rawdata/HEPData-ins2079374" + with open("metadata.yaml", "r") as file: + metadata = yaml.safe_load(file) + + version = metadata["hepdata"]["version"] + tables = metadata["implemented_observables"][0]["tables"] + hepdata_tables = [] + + for table in tables: + hepdata_tables.append(f"{prefix}-v{version}-pT_ll_mass_{table}.yaml") + + return hepdata_tables + +def get_all(): + """ + Returns data, kinematics and uncertainties for dumping in the .yaml files + """ + data_central = [] + kinematics = [] + uncertainties = [] + + hepdata_tables = get_tables() + for table in hepdata_tables: + if (table=="rawdata/HEPData-ins2079374-v1-pT_ll_mass_76-106.yaml"): + n = 4 + else: + n=2 + with open(table, 'r') as f: + input = yaml.safe_load(f) + ranges = list(map(int, re.search(r"mass_(\d+)-(\d+)", table).groups())) + + min_mll = ranges[0] + mid_mll = 0.5 * (ranges[0] + ranges[1]) + max_mll = ranges[1] + + # Central values + data_values = input["dependent_variables"][0]["values"] + for data_value in data_values[n:]: + data_central.append(data_value["value"]) + + # Kinematic bins + kin_values = input["independent_variables"][0]["values"] + for kin_value in kin_values[n:]: + kin = { + 'pT': {'min': kin_value['low'], + 'mid': 0.5 * (kin_value['low'] + kin_value['high']), + 'max': kin_value['high']}, + 'm_ll': {'min': min_mll, 'mid': mid_mll, 'max': max_mll},} + kinematics.append(kin) + # Uncertainties + for data_value in data_values[n:]: + errors = data_value["errors"] + uncertainty = {} + for error in errors: + uncertainty[error["label"]] = error["symerror"] + uncertainty.update(uncertainty) + + uncertainties.append(uncertainty) + + return (data_central, kinematics, uncertainties) + +def filter_CMS_Z0J_13TEV_PT(): + """ + Dumps data, kinematics, and uncertainties on .yaml files + """ + central_values, kinematics, uncertainties = get_all() + # Central values + data_central_yaml = {"data_central": central_values} + # Kinematics + kinematics_yaml = {"bins": kinematics} + # Uncertainties + treatment = {"Data stat.": "ADD", + "Unfolding stat.": "ADD", + "Unfolding model": "ADD", + "Int. luminosity": "MULT", + "Lepton energy": "ADD", + "Efficiency": "ADD", + "Backgrounds": "MULT", + "Jet energy": "MULT", + "Others": "MULT"} + correlation = {"Data stat.": "UNCORR", + "Unfolding stat.": "UNCORR", + "Unfolding model": "UNCORR", + "Int. luminosity": "CMSLUMI16", + "Lepton energy": "UNCORR", + "Efficiency": "UNCORR", + "Backgrounds": "CORR", + "Jet energy": "CORR", + "Others": "CORR"} + definitions = {} + for key,value in uncertainties[0].items(): + definition = {key : + {"description": key + " unc. from HepData", + "treatment": treatment[key], + "type": correlation[key]}} + definitions.update(definition) + uncertainties_yaml = {"definitions": definitions,"bins": uncertainties} + + with open("data.yaml", "w") as file: + yaml.dump(data_central_yaml, file, sort_keys=False) + with open("kinematics.yaml", "w") as file: + yaml.dump(kinematics_yaml, file, sort_keys=False) + with open("uncertainties.yaml", "w") as file: + yaml.dump(uncertainties_yaml, file, sort_keys=False) + +if __name__ == "__main__": + filter_CMS_Z0J_13TEV_PT() diff --git a/nnpdf_data/nnpdf_data/commondata/CMS_Z0J_13TEV/kinematics.yaml b/nnpdf_data/nnpdf_data/commondata/CMS_Z0J_13TEV/kinematics.yaml new file mode 100644 index 0000000000..32ffc770f0 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CMS_Z0J_13TEV/kinematics.yaml @@ -0,0 +1,665 @@ +bins: +- pT: + min: 4.0 + mid: 5.0 + max: 6.0 + m_ll: + min: 50 + mid: 63.0 + max: 76 +- pT: + min: 6.0 + mid: 7.0 + max: 8.0 + m_ll: + min: 50 + mid: 63.0 + max: 76 +- pT: + min: 8.0 + mid: 9.0 + max: 10.0 + m_ll: + min: 50 + mid: 63.0 + max: 76 +- pT: + min: 10.0 + mid: 11.0 + max: 12.0 + m_ll: + min: 50 + mid: 63.0 + max: 76 +- pT: + min: 12.0 + mid: 13.0 + max: 14.0 + m_ll: + min: 50 + mid: 63.0 + max: 76 +- pT: + min: 14.0 + mid: 16.0 + max: 18.0 + m_ll: + min: 50 + mid: 63.0 + max: 76 +- pT: + min: 18.0 + mid: 20.0 + max: 22.0 + m_ll: + min: 50 + mid: 63.0 + max: 76 +- pT: + min: 22.0 + mid: 25.0 + max: 28.0 + m_ll: + min: 50 + mid: 63.0 + max: 76 +- pT: + min: 28.0 + mid: 32.5 + max: 37.0 + m_ll: + min: 50 + mid: 63.0 + max: 76 +- pT: + min: 37.0 + mid: 44.5 + max: 52.0 + m_ll: + min: 50 + mid: 63.0 + max: 76 +- pT: + min: 52.0 + mid: 68.5 + max: 85.0 + m_ll: + min: 50 + mid: 63.0 + max: 76 +- pT: + min: 85.0 + mid: 122.5 + max: 160.0 + m_ll: + min: 50 + mid: 63.0 + max: 76 +- pT: + min: 160.0 + mid: 205.0 + max: 250.0 + m_ll: + min: 50 + mid: 63.0 + max: 76 +- pT: + min: 250.0 + mid: 625.0 + max: 1000.0 + m_ll: + min: 50 + mid: 63.0 + max: 76 +- pT: + min: 4.0 + mid: 4.5 + max: 5.0 + m_ll: + min: 76 + mid: 91.0 + max: 106 +- pT: + min: 5.0 + mid: 5.5 + max: 6.0 + m_ll: + min: 76 + mid: 91.0 + max: 106 +- pT: + min: 6.0 + mid: 6.5 + max: 7.0 + m_ll: + min: 76 + mid: 91.0 + max: 106 +- pT: + min: 7.0 + mid: 7.5 + max: 8.0 + m_ll: + min: 76 + mid: 91.0 + max: 106 +- pT: + min: 8.0 + mid: 8.5 + max: 9.0 + m_ll: + min: 76 + mid: 91.0 + max: 106 +- pT: + min: 9.0 + mid: 9.5 + max: 10.0 + m_ll: + min: 76 + mid: 91.0 + max: 106 +- pT: + min: 10.0 + mid: 10.5 + max: 11.0 + m_ll: + min: 76 + mid: 91.0 + max: 106 +- pT: + min: 11.0 + mid: 11.5 + max: 12.0 + m_ll: + min: 76 + mid: 91.0 + max: 106 +- pT: + min: 12.0 + mid: 12.5 + max: 13.0 + m_ll: + min: 76 + mid: 91.0 + max: 106 +- pT: + min: 13.0 + mid: 13.5 + max: 14.0 + m_ll: + min: 76 + mid: 91.0 + max: 106 +- pT: + min: 14.0 + mid: 15.0 + max: 16.0 + m_ll: + min: 76 + mid: 91.0 + max: 106 +- pT: + min: 16.0 + mid: 17.0 + max: 18.0 + m_ll: + min: 76 + mid: 91.0 + max: 106 +- pT: + min: 18.0 + mid: 19.0 + max: 20.0 + m_ll: + min: 76 + mid: 91.0 + max: 106 +- pT: + min: 20.0 + mid: 21.0 + max: 22.0 + m_ll: + 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min: 170 + mid: 260.0 + max: 350 +- pT: + min: 8.0 + mid: 9.0 + max: 10.0 + m_ll: + min: 170 + mid: 260.0 + max: 350 +- pT: + min: 10.0 + mid: 11.0 + max: 12.0 + m_ll: + min: 170 + mid: 260.0 + max: 350 +- pT: + min: 12.0 + mid: 13.0 + max: 14.0 + m_ll: + min: 170 + mid: 260.0 + max: 350 +- pT: + min: 14.0 + mid: 16.0 + max: 18.0 + m_ll: + min: 170 + mid: 260.0 + max: 350 +- pT: + min: 18.0 + mid: 20.0 + max: 22.0 + m_ll: + min: 170 + mid: 260.0 + max: 350 +- pT: + min: 22.0 + mid: 25.0 + max: 28.0 + m_ll: + min: 170 + mid: 260.0 + max: 350 +- pT: + min: 28.0 + mid: 40.0 + max: 52.0 + m_ll: + min: 170 + mid: 260.0 + max: 350 +- pT: + min: 52.0 + mid: 106.0 + max: 160.0 + m_ll: + min: 170 + mid: 260.0 + max: 350 +- pT: + min: 160.0 + mid: 580.0 + max: 1000.0 + m_ll: + min: 170 + mid: 260.0 + max: 350 +- pT: + min: 4.0 + mid: 5.0 + max: 6.0 + m_ll: + min: 350 + mid: 675.0 + max: 1000 +- pT: + min: 6.0 + mid: 7.0 + max: 8.0 + m_ll: + min: 350 + mid: 675.0 + max: 1000 +- pT: + min: 8.0 + mid: 9.0 + max: 10.0 + m_ll: + min: 350 + mid: 675.0 + max: 1000 +- pT: + min: 10.0 + mid: 11.0 + max: 12.0 + m_ll: + min: 350 + mid: 675.0 + max: 1000 +- pT: + min: 12.0 + mid: 13.0 + max: 14.0 + m_ll: + min: 350 + mid: 675.0 + max: 1000 +- pT: + min: 14.0 + mid: 16.0 + max: 18.0 + m_ll: + min: 350 + mid: 675.0 + max: 1000 +- pT: + min: 18.0 + mid: 20.0 + max: 22.0 + m_ll: + min: 350 + mid: 675.0 + max: 1000 +- pT: + min: 22.0 + mid: 25.0 + max: 28.0 + m_ll: + min: 350 + mid: 675.0 + max: 1000 +- pT: + min: 28.0 + mid: 40.0 + max: 52.0 + m_ll: + min: 350 + mid: 675.0 + max: 1000 +- pT: + min: 52.0 + mid: 106.0 + max: 160.0 + m_ll: + min: 350 + mid: 675.0 + max: 1000 +- pT: + min: 160.0 + mid: 580.0 + max: 1000.0 + m_ll: + min: 350 + mid: 675.0 + max: 1000 diff --git a/nnpdf_data/nnpdf_data/commondata/CMS_Z0J_13TEV/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/CMS_Z0J_13TEV/metadata.yaml new file mode 100644 index 0000000000..ad22992cc0 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CMS_Z0J_13TEV/metadata.yaml @@ -0,0 +1,63 @@ +setname: "CMS_Z0J_13TEV" + +version: 1 +version_comment: "Initial implementation" + +# References +arXiv: + url: "https://arxiv.org/pdf/2205.04897.pdf" + journal: Eur.Phys.J.C 83 (2023) 628 +iNSPIRE: + url: "https://inspirehep.net/literature/2079374" +hepdata: + url: "https://www.hepdata.net/record/ins2079374" + version: 1 + +nnpdf_metadata: + nnpdf31_process: "DY NC" + experiment: "CMS" + +implemented_observables: +- observable_name: "PT-M" + observable: + description: "CMS 13 TeV, Drell-Yan Transverse Momentum Distribution" + label: CMS $Z$ $p_T$ 13 TeV $(p_T^{ll},m_{ll})$ + units: "[pb/GeV]" + + ndata: 83 + tables: ["50-76","76-106","106-170","170-350","350-1000"] + process_type: DY_NC_PT + + plotting: + dataset_label: CMS $Z$ $p_T$ 13 TeV $(p_T^{ll},M_{ll})$ + y_label: $d\sigma/dp_T(\ell\ell)$ (pb/GeV) + figure_by: + - m_ll + x_scale: log + plot_x: pT + kinematic_coverage: [pT, m_ll] + kinematics: + variables: + pT: + description: "lepton pair transverse momentum" + label: '$p_T$' + units: "GeV" + m_ll: + description: "Z boson mass squared" + label: '$m^2_{\ell \ell}$' + units: "GeV^2" + file: kinematics.yaml + + data_central: data.yaml + data_uncertainties: + - uncertainties.yaml + + theory: + conversion_factor: 1e-3 + operation: 'null' + FK_tables: + - - CMS_Z0J_13TEV_PT-MLLBIN1 + - CMS_Z0J_13TEV_PT-MLLBIN2 + - CMS_Z0J_13TEV_PT-MLLBIN3 + - CMS_Z0J_13TEV_PT-MLLBIN4 + - CMS_Z0J_13TEV_PT-MLLBIN5 diff --git a/nnpdf_data/nnpdf_data/commondata/CMS_Z0J_13TEV/rawdata/HEPData-ins2079374-v1-pT_ll_mass_106-170.yaml b/nnpdf_data/nnpdf_data/commondata/CMS_Z0J_13TEV/rawdata/HEPData-ins2079374-v1-pT_ll_mass_106-170.yaml new file mode 100644 index 0000000000..af92077806 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CMS_Z0J_13TEV/rawdata/HEPData-ins2079374-v1-pT_ll_mass_106-170.yaml @@ -0,0 +1,362 @@ +dependent_variables: +- header: + name: $\mathrm{d}\sigma/\mathrm{d}p_T(ll)$ + units: pb/GeV + values: + - errors: + - label: Data stat. + symerror: 0.0024144 + - label: Unfolding stat. + symerror: 0.0016044 + - label: Unfolding model + symerror: 0.0009968 + - label: Int. luminosity + symerror: 0.0042776 + - label: Lepton energy + symerror: 0.0025046 + - label: Efficiency + symerror: 0.0033588 + - label: Backgrounds + symerror: 0.0022937 + - label: Jet energy + symerror: 6.8547e-05 + - label: Others + symerror: 0.0010266 + value: 0.33161 + - errors: + - label: Data stat. + symerror: 0.0032749 + - label: Unfolding stat. + symerror: 0.0022634 + - label: Unfolding model + symerror: 0.00067199 + - label: Int. luminosity + symerror: 0.0090521 + - label: Lepton energy + symerror: 0.005342 + - label: Efficiency + symerror: 0.007863 + - label: Backgrounds + symerror: 0.0014098 + - label: Jet energy + symerror: 0.00014384 + - label: Others + symerror: 0.0028117 + value: 0.74306 + - errors: + - label: Data stat. + symerror: 0.0035125 + - label: Unfolding stat. + symerror: 0.002462 + - label: Unfolding model + symerror: 0.0018979 + - label: Int. luminosity + symerror: 0.0097947 + - label: Lepton energy + symerror: 0.0051728 + - label: Efficiency + symerror: 0.008657 + - label: Backgrounds + symerror: 0.0010456 + - label: Jet energy + symerror: 8.9214e-05 + - label: Others + symerror: 0.0031866 + value: 0.81127 + - errors: + - label: Data stat. + symerror: 0.003395 + - label: Unfolding stat. + symerror: 0.0024032 + - label: Unfolding model + symerror: 0.0021942 + - label: Int. luminosity + symerror: 0.0091268 + - label: Lepton energy + symerror: 0.0052122 + - label: Efficiency + symerror: 0.0081917 + - label: Backgrounds + symerror: 0.0012183 + - label: Jet energy + symerror: 0.00013846 + - label: Others + symerror: 0.0026279 + value: 0.75465 + - errors: + - label: Data stat. + symerror: 0.0032096 + - label: Unfolding stat. + symerror: 0.0022813 + - label: Unfolding model + symerror: 0.001903 + - label: Int. luminosity + symerror: 0.0081601 + - label: Lepton energy + symerror: 0.0047889 + - label: Efficiency + symerror: 0.0073849 + - label: Backgrounds + symerror: 0.0010033 + - label: Jet energy + symerror: 6.9431e-05 + - label: Others + symerror: 0.0021957 + value: 0.67379 + - errors: + - label: Data stat. + symerror: 0.0030141 + - label: Unfolding stat. + symerror: 0.0021434 + - label: Unfolding model + symerror: 0.0014933 + - label: Int. luminosity + symerror: 0.007173 + - label: Lepton energy + symerror: 0.0050791 + - label: Efficiency + symerror: 0.0064786 + - label: Backgrounds + symerror: 0.0012061 + - label: Jet energy + symerror: 0.0002903 + - label: Others + symerror: 0.0020411 + value: 0.59073 + - errors: + - label: Data stat. + symerror: 0.002918 + - label: Unfolding stat. + symerror: 0.0020711 + - label: Unfolding model + symerror: 0.0010854 + - label: Int. luminosity + symerror: 0.0063346 + - label: Lepton energy + symerror: 0.0040648 + - label: Efficiency + symerror: 0.0058424 + - label: Backgrounds + symerror: 0.0011499 + - label: Jet energy + symerror: 8.0622e-05 + - label: Others + symerror: 0.0010741 + value: 0.52103 + - errors: + - label: Data stat. + symerror: 0.0018603 + - label: Unfolding stat. + symerror: 0.0013177 + - label: Unfolding model + symerror: 0.0014108 + - label: Int. luminosity + symerror: 0.0051661 + - label: Lepton energy + symerror: 0.0031033 + - label: Efficiency + symerror: 0.0048475 + - label: Backgrounds + symerror: 0.0011655 + - label: Jet energy + symerror: 7.955e-05 + - label: Others + symerror: 0.0015099 + value: 0.42299 + - errors: + - label: Data stat. + symerror: 0.0016925 + - label: Unfolding stat. + symerror: 0.0012155 + - label: Unfolding model + symerror: 0.00054787 + - label: Int. luminosity + symerror: 0.0040487 + - label: Lepton energy + symerror: 0.0026776 + - label: Efficiency + symerror: 0.0039587 + - label: Backgrounds + symerror: 0.00098403 + - label: Jet energy + symerror: 0.00015217 + - label: Others + symerror: 0.0013108 + value: 0.32974 + - errors: + - label: Data stat. + symerror: 0.0011715 + - label: Unfolding stat. + symerror: 0.00085867 + - label: Unfolding model + symerror: 0.0012856 + - label: Int. luminosity + symerror: 0.00309 + - label: Lepton energy + symerror: 0.0021439 + - label: Efficiency + symerror: 0.003014 + - label: Backgrounds + symerror: 0.00096891 + - label: Jet energy + symerror: 0.00012765 + - label: Others + symerror: 0.00078747 + value: 0.24939 + - errors: + - label: Data stat. + symerror: 0.00077314 + - label: Unfolding stat. + symerror: 0.00061538 + - label: Unfolding model + symerror: 0.00010483 + - label: Int. luminosity + symerror: 0.0021829 + - label: Lepton energy + symerror: 0.0015795 + - label: Efficiency + symerror: 0.0022071 + - label: Backgrounds + symerror: 0.00085223 + - label: Jet energy + symerror: 0.00017585 + - label: Others + symerror: 0.00060373 + value: 0.17329 + - errors: + - label: Data stat. + symerror: 0.00045268 + - label: Unfolding stat. + symerror: 0.00038664 + - label: 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Lepton energy: 3.4583e-06 + Efficiency: 2.3021e-06 + Backgrounds: 2.395e-06 + Jet energy: 3.8535e-07 + Others: 1.5562e-07 +- Data stat.: 0.00037839 + Unfolding stat.: 0.00011649 + Unfolding model: 0.00014386 + Int. luminosity: 9.0336e-05 + Lepton energy: 0.00014317 + Efficiency: 0.00015637 + Backgrounds: 4.397e-05 + Jet energy: 4.5782e-07 + Others: 4.0138e-05 +- Data stat.: 0.00036654 + Unfolding stat.: 0.0001121 + Unfolding model: 3.0691e-05 + Int. luminosity: 8.6017e-05 + Lepton energy: 0.0001234 + Efficiency: 0.00015053 + Backgrounds: 2.2779e-05 + Jet energy: 3.5745e-06 + Others: 3.9597e-05 +- Data stat.: 0.00033726 + Unfolding stat.: 0.00010504 + Unfolding model: 0.00011385 + Int. luminosity: 7.5391e-05 + Lepton energy: 6.3459e-05 + Efficiency: 0.00013504 + Backgrounds: 1.9512e-05 + Jet energy: 8.4474e-06 + Others: 4.0985e-05 +- Data stat.: 0.00035578 + Unfolding stat.: 0.0001074 + Unfolding model: 0.00018158 + Int. luminosity: 7.4391e-05 + Lepton energy: 3.4407e-05 + Efficiency: 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energy: 9.2384e-06 + Others: 1.3277e-05 +- Data stat.: 9.1275e-05 + Unfolding stat.: 3.0305e-05 + Unfolding model: 5.1798e-05 + Int. luminosity: 3.1416e-05 + Lepton energy: 2.411e-05 + Efficiency: 3.9469e-05 + Backgrounds: 5.1012e-05 + Jet energy: 5.1131e-06 + Others: 1.5135e-05 +- Data stat.: 2.4725e-05 + Unfolding stat.: 7.8213e-06 + Unfolding model: 3.964e-07 + Int. luminosity: 1.1015e-05 + Lepton energy: 6.2416e-06 + Efficiency: 1.0517e-05 + Backgrounds: 2.6267e-05 + Jet energy: 2.2636e-06 + Others: 1.5407e-06 +- Data stat.: 1.6817e-06 + Unfolding stat.: 6.0878e-07 + Unfolding model: 1.0253e-08 + Int. luminosity: 4.3891e-07 + Lepton energy: 8.2358e-07 + Efficiency: 4.5956e-07 + Backgrounds: 9.6731e-07 + Jet energy: 2.9718e-08 + Others: 1.0503e-07 diff --git a/nnpdf_data/nnpdf_data/process_options.py b/nnpdf_data/nnpdf_data/process_options.py index 73e3dba6fe..189b1a65e3 100644 --- a/nnpdf_data/nnpdf_data/process_options.py +++ b/nnpdf_data/nnpdf_data/process_options.py @@ -279,8 +279,10 @@ def _dybosonpt_xq2map(kin_dict): Here pT refers to the transverse momentum of the boson. """ pT = kin_dict[_Vars.pT] - m_Z2 = kin_dict.get_one_of(_Vars.m_Z2, _Vars.m_W2, _Vars.m_ll2) - + try: + m_Z2 = kin_dict.get_one_of(_Vars.m_ll, _Vars.m_Z, _Vars.m_W) ** 2 + except KeyError: + m_Z2 = kin_dict.get_one_of(_Vars.m_ll2, _Vars.m_Z2, _Vars.m_W2) sqrts = kin_dict[_Vars.sqrts] ET2 = m_Z2 + pT * pT x = (np.sqrt(ET2) + pT) / sqrts @@ -294,7 +296,10 @@ def _dybosonptrap_xq2map(kin_info): """ pT = kin_info[_Vars.pT] eta = kin_info.get_one_of(_Vars.eta, _Vars.y, _Vars.abs_y) - m_ll2 = kin_info.get_one_of(_Vars.m_ll2, _Vars.m_Z2) + try: + m_ll2 = kin_info.get_one_of(_Vars.m_ll, _Vars.m_Z, _Vars.m_W) ** 2 + except KeyError: + m_ll2 = kin_info.get_one_of(_Vars.m_ll2, _Vars.m_Z2, _Vars.m_W2) sqrts = kin_info[_Vars.sqrts] ET2 = m_ll2 + pT * pT x1 = (np.sqrt(ET2) + pT) / sqrts * np.exp(-eta) @@ -460,7 +465,17 @@ def _dymll_xq2map(kin_info): DY_PT = _Process( "DY_PT", "DY W or Z (2 leptons) + j boson transverse momentum", - accepted_variables=(_Vars.pT, _Vars.m_W2, _Vars.m_Z2, _Vars.sqrts, _Vars.y, _Vars.m_ll2), + accepted_variables=( + _Vars.pT, + _Vars.m_W2, + _Vars.m_Z2, + _Vars.m_Z, + _Vars.m_W, + _Vars.sqrts, + _Vars.y, + _Vars.m_ll2, + _Vars.m_ll, + ), xq2map_function=_dybosonpt_xq2map, ) @@ -471,11 +486,14 @@ def _dymll_xq2map(kin_info): _Vars.pT, _Vars.m_W2, _Vars.m_Z2, + _Vars.m_W, + _Vars.m_Z, _Vars.sqrts, _Vars.y, _Vars.abs_y, _Vars.eta, _Vars.m_ll2, + _Vars.m_ll, ), xq2map_function=_dybosonptrap_xq2map, ) diff --git a/validphys2/src/validphys/cuts/filters.yaml b/validphys2/src/validphys/cuts/filters.yaml index ffb44c674d..b147702542 100644 --- a/validphys2/src/validphys/cuts/filters.yaml +++ b/validphys2/src/validphys/cuts/filters.yaml @@ -254,7 +254,7 @@ - dataset: ATLAS_Z0J_13TEV_PT_LL reason: Avoid the large pT region where the statistics are not very good. - rule: "pT <= 600" + rule: "pT <= 1000" - dataset: CMS_Z0J_8TEV_PT-Y reason: Avoid the region where resummation effects become important. @@ -270,6 +270,10 @@ description due to unknown reasons. rule: "abs_y <= 1.6" +- dataset: CMS_Z0J_13TEV_PT-M + reason: Avoid the region where resummation effects become important. + rule: "pT >= 30 and m_ll >= 76" + - dataset: ATLAS_Z0_8TEV_LOWMASS_M-Y reason: Avoid overlap with the high mass ATLAS2DDY8TEV dataset. local_variables: