diff --git a/nnpdf_data/nnpdf_data/commondata/HERA_CC_318GEV/data_legacy_EM-SIGMARED.yaml b/nnpdf_data/nnpdf_data/commondata/HERA_CC_318GEV/data_EM-SIGMARED.yaml similarity index 100% rename from nnpdf_data/nnpdf_data/commondata/HERA_CC_318GEV/data_legacy_EM-SIGMARED.yaml rename to nnpdf_data/nnpdf_data/commondata/HERA_CC_318GEV/data_EM-SIGMARED.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/HERA_CC_318GEV/data_legacy_EP-SIGMARED.yaml b/nnpdf_data/nnpdf_data/commondata/HERA_CC_318GEV/data_EP-SIGMARED.yaml similarity index 100% rename from nnpdf_data/nnpdf_data/commondata/HERA_CC_318GEV/data_legacy_EP-SIGMARED.yaml rename to nnpdf_data/nnpdf_data/commondata/HERA_CC_318GEV/data_EP-SIGMARED.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/HERA_CC_318GEV/filter.py b/nnpdf_data/nnpdf_data/commondata/HERA_CC_318GEV/filter.py new file mode 100644 index 0000000000..166cfd9dc6 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/HERA_CC_318GEV/filter.py @@ -0,0 +1,68 @@ +from nnpdf_data.filter_utils.hera_utils import commondata #, covmat_is_close +from pathlib import Path +from dataclasses import dataclass +import typing +from typing import List +import numpy as np +import pandas as pd +from os import PathLike +import yaml + +@dataclass +class hera_commondata(commondata): + def __init__(self, filename: str | PathLike, dataset_name: str, + process: str): + # Read the data. + file = Path(filename) + df = pd.read_table(file, sep=r"\s+") + + # Kinematic quantieties. + self.central_values = df["Sigma"].to_numpy() + self.kinematics = df[["x", "Q2", "y"]].to_numpy() + self.kinematic_quantities = ["x", "Q2", "y"] + + # Statistical uncertainties. + statistical_uncertainties = df["stat"].to_numpy() + for iunc,unc in enumerate(statistical_uncertainties): + unc = self.central_values[iunc]*unc/100 + statistical_uncertainties[iunc] = unc + self.statistical_uncertainties = statistical_uncertainties + + # Systematic uncertainties. + # remove the column containing the total uncertainty excluding + # procedural uncertainties. + df = df.drop(columns=["tot_noproc"]) + sys_uncert_col_names = list(df.columns.values)[5:] + self.systematic_uncertainties = df[sys_uncert_col_names].to_numpy() + systematic_uncertainties = df[sys_uncert_col_names].to_numpy() + for iunc,unc in enumerate(systematic_uncertainties): + unc = self.central_values[iunc]*unc/100 + systematic_uncertainties[iunc] = unc + self.systematic_uncertainties = systematic_uncertainties + + # All uncertainties are treated as multiplicative. + systypes = [] + for name in sys_uncert_col_names: + if(name == "uncor"): + systypes.append(("MULT", "UNCORR")) + else: + systypes.append(("MULT", f"HC_{name}")) + self.systypes = systypes + self.process = process + self.dataset_name = dataset_name + +def main(): + hera_em = hera_commondata("./rawdata/HERA1+2_CCem.dat","HERACOMBCCEM", "DIS_CC") + hera_em.write_new_commondata(Path("data_EM-SIGMARED.yaml"), + Path("kinematics_EM-SIGMARED.yaml"), + Path("uncertainties_EM-SIGMARED.yaml")) + hera_ep = hera_commondata("./rawdata/HERA1+2_CCep.dat","HERACOMBCCEP", "DIS_CC") + hera_ep.write_new_commondata(Path("data_EP-SIGMARED.yaml"), + Path("kinematics_EP-SIGMARED.yaml"), + Path("uncertainties_EP-SIGMARED.yaml")) + +if __name__ == "__main__": + main() + + + diff --git a/nnpdf_data/nnpdf_data/commondata/HERA_CC_318GEV/kinematics_EM-SIGMARED.yaml b/nnpdf_data/nnpdf_data/commondata/HERA_CC_318GEV/kinematics_EM-SIGMARED.yaml index 7c05c2e5bf..b827bd2896 100644 --- a/nnpdf_data/nnpdf_data/commondata/HERA_CC_318GEV/kinematics_EM-SIGMARED.yaml +++ b/nnpdf_data/nnpdf_data/commondata/HERA_CC_318GEV/kinematics_EM-SIGMARED.yaml @@ -1,505 +1,505 @@ bins: -- k1: +- x: min: null mid: 0.008 max: null - k2: + Q2: min: null mid: 300.0 max: null - k3: + y: min: null mid: 0.37055 max: null -- k1: +- x: min: null mid: 0.013 max: null - k2: + Q2: min: null mid: 300.0 max: null - k3: + y: min: null mid: 0.22803 max: null -- k1: +- x: min: null mid: 0.032 max: null - k2: + Q2: min: null mid: 300.0 max: null - k3: + y: min: null mid: 0.092638 max: null -- k1: +- x: min: null mid: 0.08 max: null - k2: + Q2: min: null mid: 300.0 max: null - k3: + y: min: null mid: 0.037055 max: null -- k1: +- x: min: null mid: 0.13 max: null - k2: + Q2: min: null mid: 300.0 max: null - k3: + y: min: null mid: 0.022803 max: null -- k1: +- x: min: null mid: 0.013 max: null - k2: + Q2: min: null mid: 500.0 max: null - k3: + y: min: null mid: 0.38005 max: null -- k1: +- x: min: null mid: 0.032 max: null - k2: + Q2: min: null mid: 500.0 max: null - k3: + y: min: null mid: 0.1544 max: null -- k1: +- x: min: null mid: 0.08 max: null - k2: + Q2: min: null mid: 500.0 max: null - k3: + y: min: null mid: 0.061759 max: null -- k1: +- x: min: null mid: 0.13 max: null - k2: + Q2: min: null mid: 500.0 max: null - k3: + y: min: null mid: 0.038005 max: null -- k1: +- x: min: null mid: 0.013 max: null - k2: + Q2: min: null mid: 1000.0 max: null - k3: + y: min: null mid: 0.76011 max: null -- k1: +- x: min: null mid: 0.032 max: null - k2: + Q2: min: null mid: 1000.0 max: null - k3: + y: min: null mid: 0.30879 max: null -- k1: +- x: min: null mid: 0.08 max: null - k2: + Q2: min: null mid: 1000.0 max: null - k3: + y: min: null mid: 0.12352 max: null -- k1: +- x: min: null mid: 0.13 max: null - k2: + Q2: min: null mid: 1000.0 max: null - k3: + y: min: null mid: 0.076011 max: null -- k1: +- x: min: null mid: 0.25 max: null - k2: + Q2: min: null mid: 1000.0 max: null - k3: + y: min: null mid: 0.039526 max: null -- k1: +- x: min: null mid: 0.032 max: null - k2: + Q2: min: null mid: 1500.0 max: null - k3: + y: min: null mid: 0.46319 max: null -- k1: +- x: min: null mid: 0.08 max: null - k2: + Q2: min: null mid: 1500.0 max: null - k3: + y: min: null mid: 0.18528 max: null -- k1: +- x: min: null mid: 0.13 max: null - k2: + Q2: min: null mid: 1500.0 max: null - k3: + y: min: null mid: 0.11402 max: null -- k1: +- x: min: null mid: 0.25 max: null - k2: + Q2: min: null mid: 1500.0 max: null - k3: + y: min: null mid: 0.059289 max: null -- k1: +- x: min: null mid: 0.4 max: null - k2: + Q2: min: null mid: 1500.0 max: null - k3: + y: min: null mid: 0.037055 max: null -- k1: +- x: min: null mid: 0.032 max: null - k2: + Q2: min: null mid: 2000.0 max: null - k3: + y: min: null mid: 0.61759 max: null -- k1: +- x: min: null mid: 0.08 max: null - k2: + Q2: min: null mid: 2000.0 max: null - k3: + y: min: null mid: 0.24704 max: null -- k1: +- x: min: null mid: 0.13 max: null - k2: + Q2: min: null mid: 2000.0 max: null - k3: + y: min: null mid: 0.15202 max: null -- k1: +- x: min: null mid: 0.25 max: null - k2: + Q2: min: null mid: 2000.0 max: null - k3: + y: min: null mid: 0.079051 max: null -- k1: +- x: min: null mid: 0.032 max: null - k2: + Q2: min: null mid: 3000.0 max: null - k3: + y: min: null mid: 0.92638 max: null -- k1: +- x: min: null mid: 0.08 max: null - k2: + Q2: min: null mid: 3000.0 max: null - k3: + y: min: null mid: 0.37055 max: null -- k1: +- x: min: null mid: 0.13 max: null - k2: + Q2: min: null mid: 3000.0 max: null - k3: + y: min: null mid: 0.22803 max: null -- k1: +- x: min: null mid: 0.25 max: null - k2: + Q2: min: null mid: 3000.0 max: null - k3: + y: min: null mid: 0.11858 max: null -- k1: +- x: min: null mid: 0.4 max: null - k2: + Q2: min: null mid: 3000.0 max: null - k3: + y: min: null mid: 0.074111 max: null -- k1: +- x: min: null mid: 0.08 max: null - k2: + Q2: min: null mid: 5000.0 max: null - k3: + y: min: null mid: 0.61759 max: null -- k1: +- x: min: null mid: 0.13 max: null - k2: + Q2: min: null mid: 5000.0 max: null - k3: + y: min: null mid: 0.38005 max: null -- k1: +- x: min: null mid: 0.25 max: null - k2: + Q2: min: null mid: 5000.0 max: null - k3: + y: min: null mid: 0.19763 max: null -- k1: +- x: min: null mid: 0.4 max: null - k2: + Q2: min: null mid: 5000.0 max: null - k3: + y: min: null mid: 0.12352 max: null -- k1: +- x: min: null mid: 0.65 max: null - k2: + Q2: min: null mid: 5000.0 max: null - k3: + y: min: null mid: 0.076011 max: null -- k1: +- x: min: null mid: 0.13 max: null - k2: + Q2: min: null mid: 8000.0 max: null - k3: + y: min: null mid: 0.60809 max: null -- k1: +- x: min: null mid: 0.25 max: null - k2: + Q2: min: null mid: 8000.0 max: null - k3: + y: min: null mid: 0.31621 max: null -- k1: +- x: min: null mid: 0.4 max: null - k2: + Q2: min: null mid: 8000.0 max: null - k3: + y: min: null mid: 0.19763 max: null -- k1: +- x: min: null mid: 0.65 max: null - k2: + Q2: min: null mid: 8000.0 max: null - k3: + y: min: null mid: 0.12162 max: null -- k1: +- x: min: null mid: 0.25 max: null - k2: + Q2: min: null mid: 15000.0 max: null - k3: + y: min: null mid: 0.59289 max: null -- k1: +- x: min: null mid: 0.4 max: null - k2: + Q2: min: null mid: 15000.0 max: null - k3: + y: min: null mid: 0.37055 max: null -- k1: +- x: min: null mid: 0.65 max: null - k2: + Q2: min: null mid: 15000.0 max: null - k3: + y: min: null mid: 0.22803 max: null -- k1: +- x: min: null mid: 0.4 max: null - k2: + Q2: min: null mid: 30000.0 max: null - k3: + y: min: null mid: 0.74111 max: null -- k1: +- x: min: null mid: 0.65 max: null - k2: + Q2: min: null mid: 30000.0 max: null - k3: + y: min: null mid: 0.45607 max: null diff --git a/nnpdf_data/nnpdf_data/commondata/HERA_CC_318GEV/kinematics_EP-SIGMARED.yaml b/nnpdf_data/nnpdf_data/commondata/HERA_CC_318GEV/kinematics_EP-SIGMARED.yaml index 9b88c40e96..4a73aa007d 100644 --- a/nnpdf_data/nnpdf_data/commondata/HERA_CC_318GEV/kinematics_EP-SIGMARED.yaml +++ b/nnpdf_data/nnpdf_data/commondata/HERA_CC_318GEV/kinematics_EP-SIGMARED.yaml @@ -1,469 +1,469 @@ bins: -- k1: +- x: min: null mid: 0.008 max: null - k2: + Q2: min: null mid: 300.0 max: null - k3: + y: min: null mid: 0.37055 max: null -- k1: +- x: min: null mid: 0.013 max: null - k2: + Q2: min: null mid: 300.0 max: null - k3: + y: min: null mid: 0.22803 max: null -- k1: +- x: min: null mid: 0.032 max: null - k2: + Q2: min: null mid: 300.0 max: null - k3: + y: min: null mid: 0.092638 max: null -- k1: +- x: min: null mid: 0.08 max: null - k2: + Q2: min: null mid: 300.0 max: null - k3: + y: min: null mid: 0.037055 max: null -- k1: +- x: min: null mid: 0.13 max: null - k2: + Q2: min: null mid: 300.0 max: null - k3: + y: min: null mid: 0.022803 max: null -- k1: +- x: min: null mid: 0.008 max: null - k2: + Q2: min: null mid: 500.0 max: null - k3: + y: min: null mid: 0.61759 max: null -- k1: +- x: min: null mid: 0.013 max: null - k2: + Q2: min: null mid: 500.0 max: null - k3: + y: min: null mid: 0.38005 max: null -- k1: +- x: min: null mid: 0.032 max: null - k2: + Q2: min: null mid: 500.0 max: null - k3: + y: min: null mid: 0.1544 max: null -- k1: +- x: min: null mid: 0.08 max: null - k2: + Q2: min: null mid: 500.0 max: null - k3: + y: min: null mid: 0.061759 max: null -- k1: +- x: min: null mid: 0.13 max: null - k2: + Q2: min: null mid: 500.0 max: null - k3: + y: min: null mid: 0.038005 max: null -- k1: +- x: min: null mid: 0.013 max: null - k2: + Q2: min: null mid: 1000.0 max: null - k3: + y: min: null mid: 0.76011 max: null -- k1: +- x: min: null mid: 0.032 max: null - k2: + Q2: min: null mid: 1000.0 max: null - k3: + y: min: null mid: 0.30879 max: null -- k1: +- x: min: null mid: 0.08 max: null - k2: + Q2: min: null mid: 1000.0 max: null - k3: + y: min: null mid: 0.12352 max: null -- k1: +- x: min: null mid: 0.13 max: null - k2: + Q2: min: null mid: 1000.0 max: null - k3: + y: min: null mid: 0.076011 max: null -- k1: +- x: min: null mid: 0.25 max: null - k2: + Q2: min: null mid: 1000.0 max: null - k3: + y: min: null mid: 0.039526 max: null -- k1: +- x: min: null mid: 0.032 max: null - k2: + Q2: min: null mid: 1500.0 max: null - k3: + y: min: null mid: 0.46319 max: null -- k1: +- x: min: null mid: 0.08 max: null - k2: + Q2: min: null mid: 1500.0 max: null - k3: + y: min: null mid: 0.18528 max: null -- k1: +- x: min: null mid: 0.13 max: null - k2: + Q2: min: null mid: 1500.0 max: null - k3: + y: min: null mid: 0.11402 max: null -- k1: +- x: min: null mid: 0.25 max: null - k2: + Q2: min: null mid: 1500.0 max: null - k3: + y: min: null mid: 0.059289 max: null -- k1: +- x: min: null mid: 0.4 max: null - k2: + Q2: min: null mid: 1500.0 max: null - k3: + y: min: null mid: 0.037055 max: null -- k1: +- x: min: null mid: 0.032 max: null - k2: + Q2: min: null mid: 2000.0 max: null - k3: + y: min: null mid: 0.61759 max: null -- k1: +- x: min: null mid: 0.08 max: null - k2: + Q2: min: null mid: 2000.0 max: null - k3: + y: min: null mid: 0.24704 max: null -- k1: +- x: min: null mid: 0.13 max: null - k2: + Q2: min: null mid: 2000.0 max: null - k3: + y: min: null mid: 0.15202 max: null -- k1: +- x: min: null mid: 0.25 max: null - k2: + Q2: min: null mid: 2000.0 max: null - k3: + y: min: null mid: 0.079051 max: null -- k1: +- x: min: null mid: 0.032 max: null - k2: + Q2: min: null mid: 3000.0 max: null - k3: + y: min: null mid: 0.92638 max: null -- k1: +- x: min: null mid: 0.08 max: null - k2: + Q2: min: null mid: 3000.0 max: null - k3: + y: min: null mid: 0.37055 max: null -- k1: +- x: min: null mid: 0.13 max: null - k2: + Q2: min: null mid: 3000.0 max: null - k3: + y: min: null mid: 0.22803 max: null -- k1: +- x: min: null mid: 0.25 max: null - k2: + Q2: min: null mid: 3000.0 max: null - k3: + y: min: null mid: 0.11858 max: null -- k1: +- x: min: null mid: 0.4 max: null - k2: + Q2: min: null mid: 3000.0 max: null - k3: + y: min: null mid: 0.074111 max: null -- k1: +- x: min: null mid: 0.08 max: null - k2: + Q2: min: null mid: 5000.0 max: null - k3: + y: min: null mid: 0.61759 max: null -- k1: +- x: min: null mid: 0.13 max: null - k2: + Q2: min: null mid: 5000.0 max: null - k3: + y: min: null mid: 0.38005 max: null -- k1: +- x: min: null mid: 0.25 max: null - k2: + Q2: min: null mid: 5000.0 max: null - k3: + y: min: null mid: 0.19763 max: null -- k1: +- x: min: null mid: 0.4 max: null - k2: + Q2: min: null mid: 5000.0 max: null - k3: + y: min: null mid: 0.12352 max: null -- k1: +- x: min: null mid: 0.13 max: null - k2: + Q2: min: null mid: 8000.0 max: null - k3: + y: min: null mid: 0.60809 max: null -- k1: +- x: min: null mid: 0.25 max: null - k2: + Q2: min: null mid: 8000.0 max: null - k3: + y: min: null mid: 0.31621 max: null -- k1: +- x: min: null mid: 0.4 max: null - k2: + Q2: min: null mid: 8000.0 max: null - k3: + y: min: null mid: 0.19763 max: null -- k1: +- x: min: null mid: 0.25 max: null - k2: + Q2: min: null mid: 15000.0 max: null - k3: + y: min: null mid: 0.59289 max: null -- k1: +- x: min: null mid: 0.4 max: null - k2: + Q2: min: null mid: 15000.0 max: null - k3: + y: min: null mid: 0.37055 max: null -- k1: +- x: min: null mid: 0.4 max: null - k2: + Q2: min: null mid: 30000.0 max: null - k3: + y: min: null mid: 0.74111 max: null diff --git a/nnpdf_data/nnpdf_data/commondata/HERA_CC_318GEV/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/HERA_CC_318GEV/metadata.yaml index f5afc605bb..c33cfe7c61 100644 --- a/nnpdf_data/nnpdf_data/commondata/HERA_CC_318GEV/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/HERA_CC_318GEV/metadata.yaml @@ -1,6 +1,6 @@ setname: HERA_CC_318GEV version: 1 -version_comment: Port of old commondata +version_comment: Reimplementation of HERA dataset in new commondata format nnpdf_metadata: nnpdf31_process: DIS CC experiment: HERACOMB @@ -18,7 +18,7 @@ implemented_observables: description: Deep Inelastic Scattering label: HERA I+II inclusive CC $e^-p$ units: '' - process_type: DIS_CCE + process_type: DIS_CC tables: [] npoints: [] ndata: 42 @@ -31,30 +31,30 @@ implemented_observables: x_scale: log y_scale: log line_by: - - k2 + - Q2 normalize: y_scale: linear line_by: [] figure_by: - - k2 - plot_x: k1 + - Q2 + plot_x: x kinematic_coverage: - - k1 - - k2 - - k3 + - x + - Q2 + - y kinematics: variables: - k1: - description: Variable k1 - label: k1 + x: + description: Bjorken x + label: "$x$" units: '' - k2: - description: Variable k2 - label: k2 - units: '' - k3: - description: Variable k3 - label: k3 + Q2: + description: Square of momentum transfer + label: "$Q2$" + units: '$GeV^2$' + y: + description: Inelasticity y + label: "$y$" units: '' file: kinematics_EM-SIGMARED.yaml theory: @@ -62,23 +62,24 @@ implemented_observables: operation: 'null' FK_tables: - - HERA_CC_318GEV_EM_SIGMARED - data_uncertainties: [] + data_uncertainties: [uncertainties_EM-SIGMARED.yaml] variants: legacy: data_uncertainties: - - uncertainties_legacy_EM-SIGMARED.yaml - data_central: data_legacy_EM-SIGMARED.yaml + - uncertainties_EM-SIGMARED.yaml + data_central: data_EM-SIGMARED.yaml ported_from: HERACOMBCCEM - observable_name: EP-SIGMARED observable: description: Deep Inelastic Scattering label: HERA I+II inclusive CC $e^+p$ units: '' - process_type: DIS_CCP + process_type: DIS_CC tables: [] npoints: [] ndata: 39 plotting: + #kinematics_override: dis_sqrt_scale kinematics_override: dis_sqrt_scale theory_reference: Bertone:2013vaa dataset_label: HERA I+II inclusive CC $e^+p$ @@ -87,30 +88,30 @@ implemented_observables: x_scale: log y_scale: log line_by: - - k2 + - Q2 normalize: y_scale: linear line_by: [] figure_by: - - k2 - plot_x: k1 + - Q2 + plot_x: x kinematic_coverage: - - k1 - - k2 - - k3 + - x + - Q2 + - y kinematics: variables: - k1: - description: Variable k1 - label: k1 - units: '' - k2: - description: Variable k2 - label: k2 + x: + description: Bjorken x + label: "$x$" units: '' - k3: - description: Variable k3 - label: k3 + Q2: + description: Square of momentum transfer + label: "$Q2$" + units: '$GeV^2$' + y: + description: Inelasticity y + label: "$y$" units: '' file: kinematics_EP-SIGMARED.yaml theory: @@ -118,10 +119,10 @@ implemented_observables: operation: 'null' FK_tables: - - HERA_CC_318GEV_EP_SIGMARED - data_uncertainties: [] + data_uncertainties: [uncertainties_EP-SIGMARED.yaml] variants: legacy: data_uncertainties: - - uncertainties_legacy_EP-SIGMARED.yaml - data_central: data_legacy_EP-SIGMARED.yaml + - uncertainties_EP-SIGMARED.yaml + data_central: data_EP-SIGMARED.yaml ported_from: HERACOMBCCEP diff --git a/nnpdf_data/nnpdf_data/commondata/HERA_CC_318GEV/rawdata/HERA1+2_CCem.dat b/nnpdf_data/nnpdf_data/commondata/HERA_CC_318GEV/rawdata/HERA1+2_CCem.dat new file mode 100644 index 0000000000..d132d28a2e --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/HERA_CC_318GEV/rawdata/HERA1+2_CCem.dat @@ -0,0 +1,44 @@ +Q2 x y Sigma stat uncor sys1 sys2 sys3 sys4 sys5 sys6 sys7 sys8 sys9 sys10 sys11 sys12 sys13 sys14 sys15 sys16 sys17 sys18 sys19 sys20 sys21 sys22 sys23 sys24 sys25 sys26 sys27 sys28 sys29 sys30 sys31 sys32 sys33 sys34 sys35 sys36 sys37 sys38 sys39 sys40 sys41 sys42 sys43 sys44 sys45 sys46 sys47 sys48 sys49 sys50 sys51 sys52 sys53 sys54 sys55 sys56 sys57 sys58 sys59 sys60 sys61 sys62 sys63 sys64 sys65 sys66 sys67 sys68 sys69 sys70 sys71 sys72 sys73 sys74 sys75 sys76 sys77 sys78 sys79 sys80 sys81 sys82 sys83 sys84 sys85 sys86 sys87 sys88 sys89 sys90 sys91 sys92 sys93 sys94 sys95 sys96 sys97 sys98 sys99 sys100 sys101 sys102 sys103 sys104 sys105 sys106 sys107 sys108 sys109 sys110 sys111 sys112 sys113 sys114 sys115 sys116 sys117 sys118 sys119 sys120 sys121 sys122 sys123 sys124 sys125 sys126 sys127 sys128 sys129 sys130 sys131 sys132 sys133 sys134 sys135 sys136 sys137 sys138 sys139 sys140 sys141 sys142 sys143 sys144 sys145 sys146 sys147 sys148 sys149 sys150 sys151 sys152 sys153 sys154 sys155 sys156 sys157 sys158 sys159 sys160 sys161 sys162 tot_noproc delta_rel delta_1 delta_2 delta_3 delta_4 delta_gp delta_had + +3.0000E+02 8.0000E-03 3.7055E-01 1.93442 3.1939E+01 2.3822E+01 0.344 0.070 -0.043 0.437 0.723 -0.175 -0.001 -0.004 -0.003 0.006 -0.030 -0.026 -0.001 -0.011 0.004 -0.015 0.031 -0.020 0.000 0.017 0.017 0.028 -0.029 -0.341 -0.003 0.001 -0.032 0.037 0.062 -0.127 0.066 0.027 -0.197 0.095 0.065 -0.024 -0.013 -0.032 -0.053 -0.052 -0.000 -0.172 -0.113 0.053 0.180 0.116 -0.090 -0.023 -0.213 0.120 -0.105 0.240 -0.038 -0.033 -0.260 0.641 -0.564 -0.277 0.270 -0.288 -0.013 0.208 -0.047 -0.072 0.095 0.114 0.183 0.229 -0.393 0.302 0.264 -0.226 0.117 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uncor sys1 sys2 sys3 sys4 sys5 sys6 sys7 sys8 sys9 sys10 sys11 sys12 sys13 sys14 sys15 sys16 sys17 sys18 sys19 sys20 sys21 sys22 sys23 sys24 sys25 sys26 sys27 sys28 sys29 sys30 sys31 sys32 sys33 sys34 sys35 sys36 sys37 sys38 sys39 sys40 sys41 sys42 sys43 sys44 sys45 sys46 sys47 sys48 sys49 sys50 sys51 sys52 sys53 sys54 sys55 sys56 sys57 sys58 sys59 sys60 sys61 sys62 sys63 sys64 sys65 sys66 sys67 sys68 sys69 sys70 sys71 sys72 sys73 sys74 sys75 sys76 sys77 sys78 sys79 sys80 sys81 sys82 sys83 sys84 sys85 sys86 sys87 sys88 sys89 sys90 sys91 sys92 sys93 sys94 sys95 sys96 sys97 sys98 sys99 sys100 sys101 sys102 sys103 sys104 sys105 sys106 sys107 sys108 sys109 sys110 sys111 sys112 sys113 sys114 sys115 sys116 sys117 sys118 sys119 sys120 sys121 sys122 sys123 sys124 sys125 sys126 sys127 sys128 sys129 sys130 sys131 sys132 sys133 sys134 sys135 sys136 sys137 sys138 sys139 sys140 sys141 sys142 sys143 sys144 sys145 sys146 sys147 sys148 sys149 sys150 sys151 sys152 sys153 sys154 sys155 sys156 sys157 sys158 sys159 sys160 sys161 sys162 tot_noproc delta_rel delta_1 delta_2 delta_3 delta_4 delta_gp delta_had + +3.0000E+02 8.0000E-03 3.7055E-01 1.18675 1.1559E+01 3.5638E+00 0.059 -0.055 0.071 -0.220 0.403 -0.410 -0.001 -0.009 0.001 0.010 -0.086 -0.062 -0.011 -0.011 0.010 0.011 0.066 0.012 -0.016 0.035 0.034 0.075 -0.005 -0.293 0.007 0.004 -0.007 -0.003 -0.034 -0.061 0.017 -0.011 -0.126 0.070 0.002 0.017 0.006 0.020 -0.082 -0.020 0.061 -0.079 -0.172 0.004 0.223 0.238 -0.167 -0.020 -0.403 0.174 -0.057 0.112 -0.063 -0.004 -0.072 0.241 -0.326 -0.116 0.045 -0.067 -0.029 -0.042 -0.013 -0.062 0.103 0.129 0.052 0.001 -0.008 0.081 0.047 -0.001 0.063 0.025 0.005 0.015 -0.019 0.029 0.001 -0.065 -0.036 0.089 -0.148 -0.481 0.196 -0.019 0.063 -0.002 0.069 0.118 0.201 -0.109 0.135 -0.002 0.450 -0.534 -0.092 -0.246 -0.145 0.121 -0.226 0.165 -0.139 -0.032 0.018 -0.140 0.164 -0.119 0.029 -0.144 -0.135 0.043 0.052 0.383 -0.197 0.193 1.802 -0.005 0.022 -0.585 0.002 0.158 0.164 0.160 -0.264 -0.013 -0.016 0.027 0.048 -0.125 -0.022 -0.082 0.129 -0.018 0.039 -0.034 -0.105 -0.440 -0.116 -0.081 -0.003 0.041 0.010 -0.068 0.004 0.005 -0.058 0.025 -0.016 0.036 -0.002 0.053 -0.062 0.021 -0.016 -0.008 -0.007 -0.000 0.000 -0.053 0.016 0.021 1.23657E+01 1.19068 0.00875503 -0.0437752 1.60217 0.227631 -0.492568 -0.105143 +3.0000E+02 1.3000E-02 2.2803E-01 1.22518 5.9155E+00 1.9652E+00 0.059 -0.055 0.071 -0.219 0.402 -0.411 -0.001 -0.009 0.001 0.011 -0.087 -0.062 -0.010 -0.012 0.010 0.009 0.068 0.013 0.000 0.024 0.033 0.070 0.001 -0.232 0.008 0.016 -0.023 0.010 -0.009 -0.097 0.032 -0.000 -0.164 0.076 0.034 0.013 0.005 0.017 -0.085 -0.022 0.056 -0.084 -0.150 0.003 0.172 0.187 -0.099 -0.021 -0.262 0.102 -0.017 0.066 -0.064 -0.012 -0.044 0.187 -0.307 -0.085 -0.014 -0.070 -0.016 -0.016 -0.008 -0.039 0.067 0.086 0.026 -0.009 0.004 0.085 0.003 0.012 0.046 -0.007 -0.158 0.007 0.037 0.041 0.001 -0.057 -0.115 0.020 0.008 -0.143 -0.030 -0.030 0.098 0.000 0.061 0.061 0.150 -0.197 0.064 -0.002 0.371 -0.108 -0.374 -0.455 -0.381 0.266 -0.365 0.322 -0.297 -0.003 -0.110 -0.051 0.393 -0.105 0.027 -0.138 -0.194 0.028 -0.064 0.171 -0.139 0.234 1.223 -0.005 0.033 -0.233 0.010 0.184 0.138 0.229 -0.252 -0.004 0.036 0.000 0.081 -0.029 -0.004 -0.113 0.136 -0.018 0.016 -0.014 -0.062 -0.743 -0.233 -0.185 -0.003 0.038 0.016 -0.091 0.004 0.005 -0.059 0.025 0.010 -0.015 -0.001 0.019 0.001 0.003 -0.000 -0.009 0.003 0.037 0.000 -0.071 0.006 0.008 6.61047E+00 1.62475 0 -0.0427203 1.10659 0.201199 -0.709043 -0.284633 +3.0000E+02 3.2000E-02 9.2638E-02 0.859383 5.3995E+00 1.4866E+00 0.059 -0.055 0.071 -0.219 0.402 -0.413 -0.001 -0.009 0.001 0.010 -0.086 -0.062 -0.010 -0.010 0.012 0.010 0.063 0.012 0.016 0.008 0.032 0.066 0.006 -0.138 0.012 0.015 -0.016 0.001 -0.035 -0.051 0.011 -0.018 -0.090 0.037 0.023 0.022 0.005 0.029 -0.068 0.004 0.030 -0.052 -0.082 -0.018 0.078 0.120 -0.082 0.007 -0.146 0.057 -0.002 0.034 -0.047 -0.006 -0.002 0.082 -0.161 -0.030 -0.014 -0.038 -0.017 0.006 -0.016 -0.023 0.045 0.084 0.038 0.013 -0.055 0.128 0.036 -0.000 0.068 -0.001 0.017 0.026 0.002 0.027 -0.011 -0.016 -0.051 0.001 -0.065 -0.250 0.106 -0.031 0.057 -0.001 0.035 0.038 0.063 -0.163 0.014 -0.002 0.217 -0.054 -0.247 -0.324 -0.275 0.188 -0.339 0.226 -0.190 -0.011 -0.027 -0.098 0.264 -0.112 0.025 -0.121 -0.134 0.040 0.083 0.171 -0.107 0.211 0.783 -0.000 0.033 0.135 0.004 0.079 0.079 0.138 -0.315 -0.013 0.040 -0.020 0.066 -0.053 -0.011 -0.033 0.113 -0.010 0.014 0.005 -0.050 -0.326 -0.091 -0.036 -0.001 0.013 0.008 -0.013 0.001 0.003 -0.035 0.015 -0.029 0.019 -0.001 0.021 -0.022 0.019 0.001 -0.009 0.001 0.007 0.000 -0.049 0.007 -0.012 5.80842E+00 1.00106 0.00483606 -0.0435245 0.677048 0.203114 -0.720721 -0.101636 +3.0000E+02 8.0000E-02 3.7055E-02 0.486058 7.0715E+00 1.9138E+00 0.059 -0.055 0.071 -0.219 0.402 -0.413 -0.001 -0.009 0.001 0.010 -0.086 -0.062 -0.010 -0.010 0.011 0.010 0.062 0.011 0.021 0.003 0.032 0.063 0.012 -0.090 0.012 0.016 -0.015 -0.002 -0.043 -0.030 0.001 -0.023 -0.044 0.014 0.012 0.026 0.009 0.039 -0.054 0.019 0.017 -0.021 -0.036 -0.033 0.020 0.077 -0.087 0.036 -0.082 0.034 -0.003 0.013 -0.027 0.007 0.025 -0.014 -0.011 0.014 -0.006 -0.012 -0.015 0.012 -0.019 -0.032 0.052 0.093 0.058 0.037 -0.087 0.135 0.109 -0.031 0.090 0.029 0.161 0.032 -0.020 0.023 0.002 0.006 0.022 -0.018 0.037 0.069 -0.016 0.041 0.048 -0.002 0.052 0.089 0.111 -0.088 0.064 -0.002 0.304 -0.313 -0.101 -0.238 -0.188 0.128 -0.241 0.189 -0.171 -0.006 -0.047 -0.054 0.261 -0.088 0.022 -0.109 -0.147 0.015 -0.440 0.226 -0.089 0.183 0.463 0.002 0.032 -0.226 0.003 0.180 0.018 0.133 -0.174 -0.006 0.054 -0.024 0.010 -0.067 -0.047 -0.019 0.089 -0.009 0.014 0.004 -0.033 -0.139 -0.027 0.023 0.000 -0.006 -0.006 0.007 0.001 0.002 -0.029 0.013 -0.025 0.040 -0.001 0.030 -0.040 0.027 -0.001 -0.008 -0.002 -0.009 0.000 -0.037 0.009 -0.018 7.44975E+00 0.951241 0.00427524 -0.0470276 -0.461726 0.237276 -0.725433 -0.360329 +3.0000E+02 1.3000E-01 2.2803E-02 0.568986 2.7420E+01 1.5006E+00 0.059 -0.055 0.071 -0.219 0.402 -0.415 -0.000 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0.026 0.057 2.75208E+01 0.682493 0.00593472 -0.0563798 0.474777 0.379822 -0.106914 -0.00593366 +5.0000E+02 8.0000E-03 6.1759E-01 0.733295 2.4793E+01 5.5665E+00 0.059 -0.055 0.071 -0.220 0.403 -0.411 -0.001 -0.009 0.002 0.010 -0.086 -0.063 -0.010 -0.011 0.012 0.012 0.067 0.011 -0.069 0.076 0.035 0.080 -0.008 -0.347 0.005 0.006 -0.013 0.005 -0.008 -0.115 0.039 0.002 -0.234 0.133 0.015 0.006 -0.005 -0.004 -0.113 -0.050 0.095 -0.134 -0.265 0.037 0.346 0.328 -0.147 -0.089 -0.558 0.233 -0.065 0.173 -0.103 -0.031 -0.148 0.502 -0.680 -0.237 0.079 -0.138 -0.038 -0.032 -0.016 -0.080 0.107 0.107 0.035 0.001 0.015 -0.038 -0.060 0.039 0.040 0.007 -0.128 0.019 0.067 0.051 -0.013 0.109 -0.050 -0.163 0.049 -0.028 0.093 -0.126 0.050 -0.002 -0.070 -0.119 -0.123 -0.156 -0.122 -0.002 0.021 0.147 -0.231 -0.302 -0.213 0.154 -0.287 0.194 -0.157 -0.038 0.069 -0.211 0.151 -0.149 0.038 -0.176 -0.205 0.068 0.324 0.570 -0.310 0.247 2.850 -0.005 0.032 -2.139 -0.005 0.545 -0.145 -0.046 0.448 -0.014 0.107 -0.024 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a/nnpdf_data/nnpdf_data/commondata/HERA_CC_318GEV/uncertainties_EM-SIGMARED.yaml b/nnpdf_data/nnpdf_data/commondata/HERA_CC_318GEV/uncertainties_EM-SIGMARED.yaml new file mode 100644 index 0000000000..dc6e8fe85e --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/HERA_CC_318GEV/uncertainties_EM-SIGMARED.yaml @@ -0,0 +1,7868 @@ +definitions: + stat: + description: Statistical uncertainty. + treatment: ADD + type: UNCORR + sys_corr_0: + description: Systematic uncertainty 0 + treatment: MULT + type: UNCORR + sys_corr_1: + description: Systematic uncertainty 1 + treatment: MULT + type: HC_sys1 + sys_corr_2: + description: Systematic uncertainty 2 + treatment: MULT + type: HC_sys2 + sys_corr_3: + description: Systematic uncertainty 3 + treatment: MULT + type: HC_sys3 + sys_corr_4: + description: Systematic uncertainty 4 + treatment: MULT + type: HC_sys4 + sys_corr_5: + description: Systematic uncertainty 5 + treatment: MULT + type: HC_sys5 + sys_corr_6: + description: Systematic uncertainty 6 + treatment: MULT + type: HC_sys6 + sys_corr_7: + description: Systematic uncertainty 7 + treatment: MULT + type: HC_sys7 + sys_corr_8: + description: Systematic uncertainty 8 + treatment: MULT + type: HC_sys8 + sys_corr_9: + description: Systematic uncertainty 9 + treatment: MULT + type: HC_sys9 + sys_corr_10: + description: Systematic uncertainty 10 + treatment: MULT + type: HC_sys10 + sys_corr_11: + description: Systematic uncertainty 11 + treatment: MULT + type: HC_sys11 + sys_corr_12: + description: Systematic uncertainty 12 + treatment: MULT + type: HC_sys12 + sys_corr_13: + description: Systematic uncertainty 13 + treatment: MULT + type: HC_sys13 + sys_corr_14: + description: Systematic uncertainty 14 + treatment: MULT + type: HC_sys14 + sys_corr_15: + description: Systematic uncertainty 15 + treatment: MULT + type: HC_sys15 + sys_corr_16: + description: Systematic uncertainty 16 + treatment: MULT + type: HC_sys16 + sys_corr_17: + description: Systematic uncertainty 17 + treatment: MULT + type: HC_sys17 + sys_corr_18: + description: Systematic uncertainty 18 + treatment: MULT + type: HC_sys18 + sys_corr_19: + description: Systematic uncertainty 19 + treatment: MULT + type: HC_sys19 + sys_corr_20: + description: Systematic uncertainty 20 + treatment: MULT + type: HC_sys20 + sys_corr_21: + description: Systematic uncertainty 21 + treatment: MULT + type: HC_sys21 + sys_corr_22: + description: Systematic uncertainty 22 + treatment: MULT + type: HC_sys22 + sys_corr_23: + description: Systematic uncertainty 23 + treatment: MULT + type: HC_sys23 + sys_corr_24: + description: Systematic uncertainty 24 + treatment: MULT + type: HC_sys24 + sys_corr_25: + description: Systematic uncertainty 25 + treatment: MULT + type: HC_sys25 + sys_corr_26: + description: Systematic uncertainty 26 + treatment: MULT + type: HC_sys26 + sys_corr_27: + description: Systematic uncertainty 27 + treatment: MULT + type: HC_sys27 + sys_corr_28: + description: Systematic 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uncertainty 94 + treatment: MULT + type: HC_sys94 + sys_corr_95: + description: Systematic uncertainty 95 + treatment: MULT + type: HC_sys95 + sys_corr_96: + description: Systematic uncertainty 96 + treatment: MULT + type: HC_sys96 + sys_corr_97: + description: Systematic uncertainty 97 + treatment: MULT + type: HC_sys97 + sys_corr_98: + description: Systematic uncertainty 98 + treatment: MULT + type: HC_sys98 + sys_corr_99: + description: Systematic uncertainty 99 + treatment: MULT + type: HC_sys99 + sys_corr_100: + description: Systematic uncertainty 100 + treatment: MULT + type: HC_sys100 + sys_corr_101: + description: Systematic uncertainty 101 + treatment: MULT + type: HC_sys101 + sys_corr_102: + description: Systematic uncertainty 102 + treatment: MULT + type: HC_sys102 + sys_corr_103: + description: Systematic uncertainty 103 + treatment: MULT + type: HC_sys103 + sys_corr_104: + description: Systematic uncertainty 104 + treatment: MULT + type: HC_sys104 + sys_corr_105: + description: Systematic uncertainty 105 + treatment: MULT + type: HC_sys105 + sys_corr_106: + description: Systematic uncertainty 106 + treatment: MULT + type: HC_sys106 + sys_corr_107: + description: Systematic uncertainty 107 + treatment: MULT + type: HC_sys107 + sys_corr_108: + description: Systematic uncertainty 108 + treatment: MULT + type: HC_sys108 + sys_corr_109: + description: Systematic uncertainty 109 + treatment: MULT + type: HC_sys109 + sys_corr_110: + description: Systematic uncertainty 110 + treatment: MULT + type: HC_sys110 + sys_corr_111: + description: Systematic uncertainty 111 + treatment: MULT + type: HC_sys111 + sys_corr_112: + description: Systematic uncertainty 112 + treatment: MULT + type: HC_sys112 + sys_corr_113: + description: Systematic uncertainty 113 + treatment: MULT + type: HC_sys113 + sys_corr_114: + description: Systematic uncertainty 114 + treatment: MULT + type: HC_sys114 + sys_corr_115: + description: Systematic uncertainty 115 + treatment: MULT + type: HC_sys115 + sys_corr_116: + description: Systematic uncertainty 116 + treatment: MULT + type: HC_sys116 + sys_corr_117: + description: Systematic uncertainty 117 + treatment: MULT + type: HC_sys117 + sys_corr_118: + description: Systematic uncertainty 118 + treatment: MULT + type: HC_sys118 + sys_corr_119: + description: Systematic uncertainty 119 + treatment: MULT + type: HC_sys119 + sys_corr_120: + description: Systematic uncertainty 120 + treatment: MULT + type: HC_sys120 + sys_corr_121: + description: Systematic uncertainty 121 + treatment: MULT + type: HC_sys121 + sys_corr_122: + description: Systematic uncertainty 122 + treatment: MULT + type: HC_sys122 + sys_corr_123: + description: Systematic uncertainty 123 + treatment: MULT + type: HC_sys123 + sys_corr_124: + description: Systematic uncertainty 124 + treatment: MULT + type: HC_sys124 + sys_corr_125: + description: Systematic uncertainty 125 + treatment: MULT + type: HC_sys125 + sys_corr_126: + description: Systematic uncertainty 126 + treatment: MULT + type: HC_sys126 + sys_corr_127: + description: Systematic uncertainty 127 + treatment: MULT + type: HC_sys127 + sys_corr_128: + description: Systematic uncertainty 128 + treatment: MULT + type: HC_sys128 + sys_corr_129: + description: Systematic uncertainty 129 + treatment: MULT + type: HC_sys129 + sys_corr_130: + description: Systematic uncertainty 130 + treatment: MULT + type: HC_sys130 + sys_corr_131: + description: Systematic uncertainty 131 + treatment: MULT + type: HC_sys131 + sys_corr_132: + description: Systematic uncertainty 132 + treatment: MULT + type: HC_sys132 + sys_corr_133: + description: Systematic uncertainty 133 + treatment: MULT + type: HC_sys133 + sys_corr_134: + description: Systematic uncertainty 134 + treatment: MULT + type: HC_sys134 + sys_corr_135: + description: Systematic uncertainty 135 + treatment: MULT + type: HC_sys135 + sys_corr_136: + description: Systematic uncertainty 136 + treatment: MULT + type: HC_sys136 + sys_corr_137: + description: Systematic uncertainty 137 + treatment: MULT + type: HC_sys137 + sys_corr_138: + description: Systematic uncertainty 138 + treatment: MULT + type: HC_sys138 + sys_corr_139: + description: Systematic uncertainty 139 + treatment: MULT + type: HC_sys139 + sys_corr_140: + description: Systematic uncertainty 140 + treatment: MULT + type: HC_sys140 + sys_corr_141: + description: Systematic uncertainty 141 + treatment: MULT + type: HC_sys141 + sys_corr_142: + description: Systematic uncertainty 142 + treatment: MULT + type: HC_sys142 + sys_corr_143: + description: Systematic uncertainty 143 + treatment: MULT + type: HC_sys143 + sys_corr_144: + description: Systematic uncertainty 144 + treatment: MULT + type: HC_sys144 + sys_corr_145: + description: Systematic uncertainty 145 + treatment: MULT + type: HC_sys145 + sys_corr_146: + description: Systematic uncertainty 146 + treatment: MULT + type: HC_sys146 + sys_corr_147: + description: Systematic uncertainty 147 + treatment: MULT + type: HC_sys147 + sys_corr_148: + description: Systematic uncertainty 148 + treatment: MULT + type: HC_sys148 + sys_corr_149: + description: Systematic uncertainty 149 + treatment: MULT + type: HC_sys149 + sys_corr_150: + description: Systematic uncertainty 150 + treatment: MULT + type: HC_sys150 + sys_corr_151: + description: Systematic uncertainty 151 + treatment: MULT + type: HC_sys151 + sys_corr_152: + description: Systematic uncertainty 152 + treatment: MULT + type: HC_sys152 + sys_corr_153: + description: Systematic uncertainty 153 + treatment: MULT + type: HC_sys153 + sys_corr_154: + description: Systematic uncertainty 154 + treatment: MULT + type: HC_sys154 + sys_corr_155: + description: Systematic uncertainty 155 + treatment: MULT + type: HC_sys155 + sys_corr_156: + description: Systematic uncertainty 156 + treatment: MULT + type: HC_sys156 + sys_corr_157: + description: Systematic uncertainty 157 + treatment: MULT + type: HC_sys157 + sys_corr_158: + description: Systematic uncertainty 158 + treatment: MULT + type: HC_sys158 + sys_corr_159: + description: Systematic uncertainty 159 + treatment: MULT + type: HC_sys159 + sys_corr_160: + description: Systematic uncertainty 160 + treatment: MULT + type: HC_sys160 + sys_corr_161: + description: Systematic uncertainty 161 + treatment: MULT + type: HC_sys161 + sys_corr_162: + description: Systematic uncertainty 162 + treatment: MULT + type: HC_sys162 + sys_corr_163: + description: Systematic uncertainty 163 + treatment: MULT + type: HC_delta_rel + sys_corr_164: + description: Systematic uncertainty 164 + treatment: MULT + type: HC_delta_1 + sys_corr_165: + description: Systematic uncertainty 165 + treatment: MULT + type: HC_delta_2 + sys_corr_166: + description: Systematic uncertainty 166 + treatment: MULT + type: HC_delta_3 + sys_corr_167: + description: Systematic uncertainty 167 + treatment: MULT + type: HC_delta_4 + sys_corr_168: + description: Systematic uncertainty 168 + treatment: 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-2.9203503999999997e-05 + sys_corr_161: 7.200863999999999e-06 + sys_corr_162: 2.1202544e-05 + sys_corr_163: 0.00122371082768 + sys_corr_164: 4.9046684896e-06 + sys_corr_165: -1.4713965464e-05 + sys_corr_166: 0.0027833899667199995 + sys_corr_167: -3.923722790239999e-05 + sys_corr_168: 0.000330718481456 + sys_corr_169: 0.00040774092304000003 diff --git a/nnpdf_data/nnpdf_data/commondata/HERA_CC_318GEV/uncertainties_EP-SIGMARED.yaml b/nnpdf_data/nnpdf_data/commondata/HERA_CC_318GEV/uncertainties_EP-SIGMARED.yaml new file mode 100644 index 0000000000..c13ec6b316 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/HERA_CC_318GEV/uncertainties_EP-SIGMARED.yaml @@ -0,0 +1,7355 @@ +definitions: + stat: + description: Statistical uncertainty. + treatment: ADD + type: UNCORR + sys_corr_0: + description: Systematic uncertainty 0 + treatment: MULT + type: UNCORR + sys_corr_1: + description: Systematic uncertainty 1 + treatment: MULT + type: HC_sys1 + sys_corr_2: + description: Systematic uncertainty 2 + treatment: MULT + type: HC_sys2 + sys_corr_3: + description: Systematic uncertainty 3 + treatment: MULT + type: HC_sys3 + sys_corr_4: + description: Systematic uncertainty 4 + treatment: MULT + type: HC_sys4 + sys_corr_5: + description: Systematic uncertainty 5 + treatment: MULT + type: HC_sys5 + sys_corr_6: + description: Systematic uncertainty 6 + treatment: MULT + type: HC_sys6 + sys_corr_7: + description: Systematic uncertainty 7 + treatment: MULT + type: HC_sys7 + sys_corr_8: + description: Systematic uncertainty 8 + treatment: MULT + type: HC_sys8 + sys_corr_9: + description: Systematic uncertainty 9 + treatment: MULT + type: HC_sys9 + sys_corr_10: + description: Systematic uncertainty 10 + treatment: MULT + type: HC_sys10 + sys_corr_11: + description: Systematic uncertainty 11 + treatment: MULT + type: HC_sys11 + sys_corr_12: + description: Systematic uncertainty 12 + treatment: MULT + type: HC_sys12 + sys_corr_13: + description: Systematic uncertainty 13 + treatment: MULT + type: HC_sys13 + sys_corr_14: + description: Systematic uncertainty 14 + treatment: MULT + type: HC_sys14 + sys_corr_15: + description: Systematic uncertainty 15 + treatment: MULT + type: HC_sys15 + sys_corr_16: + description: Systematic uncertainty 16 + treatment: MULT + type: HC_sys16 + sys_corr_17: + description: Systematic uncertainty 17 + treatment: MULT + type: HC_sys17 + sys_corr_18: + description: Systematic uncertainty 18 + treatment: MULT + type: HC_sys18 + sys_corr_19: + description: Systematic uncertainty 19 + treatment: MULT + type: HC_sys19 + sys_corr_20: + description: Systematic uncertainty 20 + treatment: MULT + type: HC_sys20 + sys_corr_21: + description: Systematic uncertainty 21 + treatment: MULT + type: HC_sys21 + sys_corr_22: + description: Systematic uncertainty 22 + treatment: MULT + type: HC_sys22 + sys_corr_23: + description: Systematic uncertainty 23 + treatment: MULT + type: HC_sys23 + sys_corr_24: + description: Systematic uncertainty 24 + treatment: MULT + type: HC_sys24 + sys_corr_25: + description: Systematic uncertainty 25 + treatment: MULT + type: HC_sys25 + sys_corr_26: + description: Systematic uncertainty 26 + treatment: MULT + type: HC_sys26 + sys_corr_27: + description: Systematic uncertainty 27 + treatment: MULT + type: HC_sys27 + sys_corr_28: + description: Systematic uncertainty 28 + treatment: MULT + type: HC_sys28 + sys_corr_29: + description: Systematic uncertainty 29 + treatment: MULT + type: HC_sys29 + sys_corr_30: + description: Systematic uncertainty 30 + treatment: MULT + type: HC_sys30 + sys_corr_31: + description: Systematic uncertainty 31 + treatment: MULT + type: HC_sys31 + sys_corr_32: + description: Systematic uncertainty 32 + treatment: MULT + type: HC_sys32 + sys_corr_33: + description: Systematic uncertainty 33 + treatment: MULT + type: HC_sys33 + sys_corr_34: + description: Systematic uncertainty 34 + treatment: MULT + type: HC_sys34 + sys_corr_35: + description: Systematic uncertainty 35 + treatment: MULT + type: HC_sys35 + sys_corr_36: + description: Systematic uncertainty 36 + treatment: MULT + type: HC_sys36 + sys_corr_37: + description: Systematic uncertainty 37 + treatment: MULT + type: HC_sys37 + sys_corr_38: + description: Systematic uncertainty 38 + treatment: MULT + type: HC_sys38 + sys_corr_39: + description: Systematic uncertainty 39 + treatment: MULT + type: HC_sys39 + sys_corr_40: + description: Systematic uncertainty 40 + treatment: MULT + type: HC_sys40 + sys_corr_41: + description: Systematic uncertainty 41 + treatment: MULT + type: HC_sys41 + sys_corr_42: + description: Systematic uncertainty 42 + treatment: MULT + type: HC_sys42 + sys_corr_43: + description: Systematic uncertainty 43 + treatment: MULT + type: HC_sys43 + sys_corr_44: + description: Systematic uncertainty 44 + treatment: MULT + type: HC_sys44 + sys_corr_45: + description: Systematic uncertainty 45 + treatment: MULT + type: HC_sys45 + sys_corr_46: + description: Systematic uncertainty 46 + treatment: MULT + type: HC_sys46 + sys_corr_47: + description: Systematic uncertainty 47 + treatment: MULT + type: HC_sys47 + sys_corr_48: + description: Systematic uncertainty 48 + treatment: MULT + type: HC_sys48 + sys_corr_49: + description: Systematic uncertainty 49 + treatment: MULT + type: HC_sys49 + sys_corr_50: + description: Systematic uncertainty 50 + treatment: MULT + type: HC_sys50 + sys_corr_51: + description: Systematic uncertainty 51 + treatment: MULT + type: HC_sys51 + sys_corr_52: + description: Systematic uncertainty 52 + treatment: MULT + type: HC_sys52 + sys_corr_53: + description: Systematic uncertainty 53 + treatment: MULT + type: HC_sys53 + sys_corr_54: + description: Systematic uncertainty 54 + treatment: MULT + type: HC_sys54 + sys_corr_55: + description: Systematic uncertainty 55 + treatment: MULT + type: HC_sys55 + sys_corr_56: + description: Systematic uncertainty 56 + treatment: MULT + type: HC_sys56 + sys_corr_57: + description: Systematic uncertainty 57 + treatment: MULT + type: HC_sys57 + sys_corr_58: + description: Systematic uncertainty 58 + treatment: MULT + type: HC_sys58 + sys_corr_59: + description: Systematic uncertainty 59 + treatment: MULT + type: HC_sys59 + sys_corr_60: + description: Systematic uncertainty 60 + treatment: MULT + type: HC_sys60 + sys_corr_61: + description: Systematic uncertainty 61 + treatment: MULT + type: HC_sys61 + sys_corr_62: + description: Systematic uncertainty 62 + treatment: MULT + type: HC_sys62 + sys_corr_63: + description: Systematic uncertainty 63 + treatment: MULT + type: HC_sys63 + sys_corr_64: + description: Systematic uncertainty 64 + treatment: MULT + type: HC_sys64 + sys_corr_65: + description: Systematic uncertainty 65 + treatment: MULT + type: HC_sys65 + sys_corr_66: + description: Systematic uncertainty 66 + treatment: MULT + type: HC_sys66 + sys_corr_67: + description: Systematic uncertainty 67 + treatment: MULT + type: HC_sys67 + sys_corr_68: + description: Systematic uncertainty 68 + treatment: MULT + type: HC_sys68 + sys_corr_69: + description: Systematic uncertainty 69 + treatment: MULT + type: HC_sys69 + sys_corr_70: + description: Systematic uncertainty 70 + treatment: MULT + type: HC_sys70 + sys_corr_71: + description: Systematic uncertainty 71 + treatment: MULT + type: HC_sys71 + sys_corr_72: + description: Systematic uncertainty 72 + treatment: MULT + type: HC_sys72 + sys_corr_73: + description: Systematic uncertainty 73 + treatment: MULT + type: HC_sys73 + sys_corr_74: + description: Systematic uncertainty 74 + treatment: MULT + type: HC_sys74 + sys_corr_75: + description: Systematic uncertainty 75 + treatment: MULT + type: HC_sys75 + sys_corr_76: + description: Systematic uncertainty 76 + treatment: MULT + type: HC_sys76 + sys_corr_77: + description: Systematic uncertainty 77 + treatment: MULT + type: HC_sys77 + sys_corr_78: + description: Systematic uncertainty 78 + treatment: MULT + type: HC_sys78 + sys_corr_79: + description: Systematic uncertainty 79 + treatment: MULT + type: HC_sys79 + sys_corr_80: + description: Systematic uncertainty 80 + treatment: MULT + type: HC_sys80 + sys_corr_81: + description: Systematic uncertainty 81 + treatment: MULT + type: HC_sys81 + sys_corr_82: + description: Systematic uncertainty 82 + treatment: MULT + type: HC_sys82 + sys_corr_83: + description: Systematic uncertainty 83 + treatment: MULT + type: HC_sys83 + sys_corr_84: + description: Systematic uncertainty 84 + treatment: MULT + type: HC_sys84 + sys_corr_85: + description: Systematic uncertainty 85 + treatment: MULT + type: HC_sys85 + sys_corr_86: + description: Systematic uncertainty 86 + treatment: MULT + type: HC_sys86 + sys_corr_87: + description: Systematic uncertainty 87 + treatment: MULT + type: HC_sys87 + sys_corr_88: + description: Systematic uncertainty 88 + treatment: MULT + type: HC_sys88 + sys_corr_89: + description: Systematic uncertainty 89 + treatment: MULT + type: HC_sys89 + sys_corr_90: + description: Systematic uncertainty 90 + treatment: MULT + type: HC_sys90 + sys_corr_91: + description: Systematic uncertainty 91 + treatment: MULT + type: HC_sys91 + sys_corr_92: + description: Systematic uncertainty 92 + treatment: MULT + type: HC_sys92 + sys_corr_93: + description: Systematic uncertainty 93 + treatment: MULT + type: HC_sys93 + sys_corr_94: + description: Systematic uncertainty 94 + treatment: MULT + type: HC_sys94 + sys_corr_95: + description: Systematic uncertainty 95 + treatment: MULT + type: HC_sys95 + sys_corr_96: + description: Systematic uncertainty 96 + treatment: MULT + type: HC_sys96 + sys_corr_97: + description: Systematic uncertainty 97 + treatment: MULT + type: HC_sys97 + sys_corr_98: + description: Systematic uncertainty 98 + treatment: MULT + type: HC_sys98 + sys_corr_99: + description: Systematic uncertainty 99 + treatment: MULT + type: HC_sys99 + sys_corr_100: + description: Systematic uncertainty 100 + treatment: MULT + type: HC_sys100 + sys_corr_101: + description: Systematic uncertainty 101 + treatment: MULT + type: HC_sys101 + sys_corr_102: + description: Systematic uncertainty 102 + treatment: MULT + type: HC_sys102 + sys_corr_103: + description: Systematic uncertainty 103 + treatment: MULT + type: HC_sys103 + sys_corr_104: + description: Systematic uncertainty 104 + treatment: MULT + type: HC_sys104 + sys_corr_105: + description: Systematic uncertainty 105 + treatment: MULT + type: HC_sys105 + sys_corr_106: + description: Systematic uncertainty 106 + treatment: MULT + type: HC_sys106 + sys_corr_107: + description: Systematic uncertainty 107 + treatment: MULT + type: HC_sys107 + sys_corr_108: + description: Systematic uncertainty 108 + treatment: MULT + type: HC_sys108 + sys_corr_109: + description: Systematic uncertainty 109 + treatment: MULT + type: HC_sys109 + sys_corr_110: + description: Systematic uncertainty 110 + treatment: MULT + type: HC_sys110 + sys_corr_111: + description: Systematic uncertainty 111 + treatment: MULT + type: HC_sys111 + sys_corr_112: + description: Systematic uncertainty 112 + treatment: MULT + type: HC_sys112 + sys_corr_113: + description: Systematic uncertainty 113 + treatment: MULT + type: HC_sys113 + sys_corr_114: + description: Systematic uncertainty 114 + treatment: MULT + type: HC_sys114 + sys_corr_115: + description: Systematic uncertainty 115 + treatment: MULT + type: HC_sys115 + sys_corr_116: + description: Systematic uncertainty 116 + treatment: MULT + type: HC_sys116 + sys_corr_117: + description: Systematic uncertainty 117 + treatment: MULT + type: HC_sys117 + sys_corr_118: + description: Systematic uncertainty 118 + treatment: MULT + type: HC_sys118 + sys_corr_119: + description: Systematic uncertainty 119 + treatment: MULT + type: HC_sys119 + sys_corr_120: + description: Systematic uncertainty 120 + treatment: MULT + type: HC_sys120 + sys_corr_121: + description: Systematic uncertainty 121 + treatment: MULT + type: HC_sys121 + sys_corr_122: + description: Systematic uncertainty 122 + treatment: MULT + type: HC_sys122 + sys_corr_123: + description: Systematic uncertainty 123 + treatment: MULT + type: HC_sys123 + sys_corr_124: + description: Systematic uncertainty 124 + treatment: MULT + type: HC_sys124 + sys_corr_125: + description: Systematic uncertainty 125 + treatment: MULT + type: HC_sys125 + sys_corr_126: + description: Systematic uncertainty 126 + treatment: MULT + type: HC_sys126 + sys_corr_127: + description: Systematic uncertainty 127 + treatment: MULT + type: HC_sys127 + sys_corr_128: + description: Systematic uncertainty 128 + treatment: MULT + type: HC_sys128 + sys_corr_129: + description: Systematic uncertainty 129 + treatment: MULT + type: HC_sys129 + sys_corr_130: + description: Systematic uncertainty 130 + treatment: MULT + type: HC_sys130 + sys_corr_131: + description: Systematic uncertainty 131 + treatment: MULT + type: HC_sys131 + sys_corr_132: + description: Systematic uncertainty 132 + treatment: MULT + type: HC_sys132 + sys_corr_133: + description: Systematic uncertainty 133 + treatment: MULT + type: HC_sys133 + sys_corr_134: + description: Systematic uncertainty 134 + treatment: MULT + type: HC_sys134 + sys_corr_135: + description: Systematic uncertainty 135 + treatment: MULT + type: HC_sys135 + sys_corr_136: + description: Systematic uncertainty 136 + treatment: MULT + type: HC_sys136 + sys_corr_137: + description: Systematic uncertainty 137 + treatment: MULT + type: HC_sys137 + sys_corr_138: + description: Systematic uncertainty 138 + treatment: MULT + type: HC_sys138 + sys_corr_139: + description: Systematic uncertainty 139 + treatment: MULT + type: HC_sys139 + sys_corr_140: + description: Systematic uncertainty 140 + treatment: MULT + type: HC_sys140 + sys_corr_141: + description: Systematic uncertainty 141 + treatment: MULT + type: HC_sys141 + sys_corr_142: + description: Systematic uncertainty 142 + treatment: MULT + type: HC_sys142 + sys_corr_143: + description: Systematic uncertainty 143 + treatment: MULT + type: HC_sys143 + sys_corr_144: + description: Systematic uncertainty 144 + treatment: MULT + type: HC_sys144 + sys_corr_145: + description: Systematic uncertainty 145 + treatment: MULT + type: HC_sys145 + sys_corr_146: + description: Systematic uncertainty 146 + treatment: MULT + type: HC_sys146 + sys_corr_147: + description: Systematic uncertainty 147 + treatment: MULT + type: HC_sys147 + sys_corr_148: + description: Systematic uncertainty 148 + treatment: MULT + type: HC_sys148 + sys_corr_149: + description: Systematic uncertainty 149 + treatment: MULT + type: HC_sys149 + sys_corr_150: + description: Systematic uncertainty 150 + treatment: MULT + type: HC_sys150 + sys_corr_151: + description: Systematic uncertainty 151 + treatment: MULT + type: HC_sys151 + sys_corr_152: + description: Systematic uncertainty 152 + treatment: MULT + type: HC_sys152 + sys_corr_153: + description: Systematic uncertainty 153 + treatment: MULT + type: HC_sys153 + sys_corr_154: + description: Systematic uncertainty 154 + treatment: MULT + type: HC_sys154 + sys_corr_155: + description: Systematic uncertainty 155 + treatment: MULT + type: HC_sys155 + sys_corr_156: + description: Systematic uncertainty 156 + treatment: MULT + type: HC_sys156 + sys_corr_157: + description: Systematic uncertainty 157 + treatment: MULT + type: HC_sys157 + sys_corr_158: + description: Systematic uncertainty 158 + treatment: MULT + type: HC_sys158 + sys_corr_159: + description: Systematic uncertainty 159 + treatment: MULT + type: HC_sys159 + sys_corr_160: + description: Systematic uncertainty 160 + treatment: MULT + type: HC_sys160 + sys_corr_161: + description: Systematic uncertainty 161 + treatment: MULT + type: HC_sys161 + sys_corr_162: + description: Systematic uncertainty 162 + treatment: MULT + type: HC_sys162 + sys_corr_163: + description: Systematic uncertainty 163 + treatment: MULT + type: HC_delta_rel + sys_corr_164: + description: Systematic uncertainty 164 + treatment: MULT + type: HC_delta_1 + sys_corr_165: + description: Systematic uncertainty 165 + treatment: MULT + type: HC_delta_2 + sys_corr_166: + description: Systematic uncertainty 166 + treatment: MULT + type: HC_delta_3 + sys_corr_167: + description: Systematic uncertainty 167 + treatment: MULT + type: HC_delta_4 + sys_corr_168: + description: Systematic uncertainty 168 + treatment: MULT + type: HC_delta_gp + sys_corr_169: + description: Systematic uncertainty 169 + treatment: MULT + type: HC_delta_had +bins: +- stat: 0.13717643249999997 + sys_corr_0: 0.0422933965 + sys_corr_1: 0.0007001824999999999 + sys_corr_2: -0.0006527125 + sys_corr_3: 0.0008425924999999999 + sys_corr_4: -0.00261085 + sys_corr_5: 0.0047826025 + sys_corr_6: -0.004865675 + sys_corr_7: -1.1867500000000001e-05 + sys_corr_8: -0.00010680749999999999 + sys_corr_9: 1.1867500000000001e-05 + sys_corr_10: 0.000118675 + sys_corr_11: -0.001020605 + sys_corr_12: -0.0007357849999999999 + sys_corr_13: -0.0001305425 + sys_corr_14: -0.0001305425 + sys_corr_15: 0.000118675 + 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+ sys_corr_152: 8.0454374e-06 + sys_corr_153: -6.649800300000001e-06 + sys_corr_154: -8.209630000000002e-07 + sys_corr_155: -4.761585400000001e-06 + sys_corr_156: 3.5301409e-06 + sys_corr_157: -9.030593e-07 + sys_corr_158: 1.9703112000000004e-06 + sys_corr_159: 0.0 + sys_corr_160: -9.2768819e-06 + sys_corr_161: 2.4628890000000005e-06 + sys_corr_162: 5.418355800000001e-06 + sys_corr_163: 0.0007762927612440002 + sys_corr_164: 1.9618634907300002e-06 + sys_corr_165: 1.05638234988e-06 + sys_corr_166: -0.00024100682405800002 + sys_corr_167: -5.689396734450001e-05 + sys_corr_168: -4.10891160537e-05 + sys_corr_169: 0.000106175965753 diff --git a/nnpdf_data/nnpdf_data/commondata/HERA_NC_225GEV/data_legacy_EP-SIGMARED.yaml b/nnpdf_data/nnpdf_data/commondata/HERA_NC_225GEV/data_EP-SIGMARED.yaml similarity index 100% rename from nnpdf_data/nnpdf_data/commondata/HERA_NC_225GEV/data_legacy_EP-SIGMARED.yaml rename to nnpdf_data/nnpdf_data/commondata/HERA_NC_225GEV/data_EP-SIGMARED.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/HERA_NC_225GEV/filter.py b/nnpdf_data/nnpdf_data/commondata/HERA_NC_225GEV/filter.py new file mode 100644 index 0000000000..bce0dc1c93 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/HERA_NC_225GEV/filter.py @@ -0,0 +1,63 @@ +from nnpdf_data.filter_utils.hera_utils import commondata #, covmat_is_close +from pathlib import Path +from dataclasses import dataclass +import typing +from typing import List +import numpy as np +import pandas as pd +from os import PathLike +import yaml + +@dataclass +class hera_commondata(commondata): + def __init__(self, filename: str | PathLike, dataset_name: str, + process: str): + # Read the data. + file = Path(filename) + df = pd.read_table(file, sep=r"\s+") + + # Kinematic quantieties. + self.central_values = df["Sigma"].to_numpy() + self.kinematics = df[["x", "Q2", "y"]].to_numpy() + self.kinematic_quantities = ["x", "Q2", "y"] + + # Statistical uncertainties. + statistical_uncertainties = df["stat"].to_numpy() + for iunc,unc in enumerate(statistical_uncertainties): + unc = self.central_values[iunc]*unc/100 + statistical_uncertainties[iunc] = unc + self.statistical_uncertainties = statistical_uncertainties + + # Systematic uncertainties. + # remove the column containing the total uncertainty excluding + # procedural uncertainties. + df = df.drop(columns=["tot_noproc"]) + sys_uncert_col_names = list(df.columns.values)[5:] + self.systematic_uncertainties = df[sys_uncert_col_names].to_numpy() + systematic_uncertainties = df[sys_uncert_col_names].to_numpy() + for iunc,unc in enumerate(systematic_uncertainties): + unc = self.central_values[iunc]*unc/100 + systematic_uncertainties[iunc] = unc + self.systematic_uncertainties = systematic_uncertainties + + # All uncertainties are treated as multiplicative. + systypes = [] + for name in sys_uncert_col_names: + if(name == "uncor"): + systypes.append(("MULT", "UNCORR")) + else: + systypes.append(("MULT", "HC_" + name)) + self.systypes = systypes + self.process = process + self.dataset_name = dataset_name + +def main(): + hera_ep = hera_commondata("./rawdata/HERA1+2_NCep_460.dat","HERACOMBNCEP460", "DIS_NCE") + hera_ep.write_new_commondata(Path("data_EP-SIGMARED.yaml"), + Path("kinematics_EP-SIGMARED.yaml"), + Path("uncertainties_EP-SIGMARED.yaml")) +if __name__ == "__main__": + main() + + + diff --git a/nnpdf_data/nnpdf_data/commondata/HERA_NC_225GEV/kinematics_EP-SIGMARED.yaml b/nnpdf_data/nnpdf_data/commondata/HERA_NC_225GEV/kinematics_EP-SIGMARED.yaml index d2b4305730..95d1e80c11 100644 --- a/nnpdf_data/nnpdf_data/commondata/HERA_NC_225GEV/kinematics_EP-SIGMARED.yaml +++ b/nnpdf_data/nnpdf_data/commondata/HERA_NC_225GEV/kinematics_EP-SIGMARED.yaml @@ -1,2509 +1,2509 @@ bins: -- k1: +- x: min: null mid: 4.64e-05 max: null - k2: + Q2: min: null mid: 2.0 max: null - k3: + y: min: null mid: 0.85185 max: null -- k1: +- x: min: null mid: 5.26e-05 max: null - k2: + Q2: min: null mid: 2.0 max: null - k3: + y: min: null mid: 0.75144 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min: null mid: 0.05 max: null - k2: + Q2: min: null mid: 650.0 max: null - k3: + y: min: null mid: 0.25692 max: null -- k1: +- x: min: null mid: 0.08 max: null - k2: + Q2: min: null mid: 650.0 max: null - k3: + y: min: null mid: 0.16057 max: null -- k1: +- x: min: null mid: 0.13 max: null - k2: + Q2: min: null mid: 650.0 max: null - k3: + y: min: null mid: 0.098814 max: null -- k1: +- x: min: null mid: 0.18 max: null - k2: + Q2: min: null mid: 650.0 max: null - k3: + y: min: null mid: 0.071366 max: null -- k1: +- x: min: null mid: 0.25 max: null - k2: + Q2: min: null mid: 650.0 max: null - k3: + y: min: null mid: 0.051383 max: null -- k1: +- x: min: null mid: 0.4 max: null - k2: + Q2: min: null mid: 650.0 max: null - k3: + y: min: null mid: 0.032115 max: null -- k1: +- x: min: null mid: 0.65 max: null - k2: + Q2: min: null mid: 650.0 max: null - k3: + y: min: null mid: 0.019763 max: null -- k1: +- x: min: null mid: 0.0185 max: null - k2: + Q2: min: null mid: 800.0 max: null - k3: + y: min: null mid: 0.85461 max: null -- k1: +- x: min: null mid: 0.021 max: null - k2: + Q2: min: null mid: 800.0 max: null - k3: + y: min: null mid: 0.75287 max: null -- k1: +- x: min: null mid: 0.0242 max: null - k2: + Q2: min: null mid: 800.0 max: null - k3: + y: min: null mid: 0.65332 max: null -- k1: +- x: min: null mid: 0.0322 max: null - k2: + Q2: min: null mid: 800.0 max: null - k3: + y: min: null mid: 0.491 max: null -- k1: +- x: min: null mid: 0.05 max: null - k2: + Q2: min: null mid: 800.0 max: null - k3: + y: min: null mid: 0.31621 max: null -- k1: +- x: min: null mid: 0.08 max: null - k2: + Q2: min: null mid: 800.0 max: null - k3: + y: min: null mid: 0.19763 max: null -- k1: +- x: min: null mid: 0.13 max: null - k2: + Q2: min: null mid: 800.0 max: null - k3: + y: min: null mid: 0.12162 max: null -- k1: +- x: min: null mid: 0.18 max: null - k2: + Q2: min: null mid: 800.0 max: null - k3: + y: min: null mid: 0.087835 max: null -- k1: +- x: min: null mid: 0.25 max: null - k2: + Q2: min: null mid: 800.0 max: null - k3: + y: min: null mid: 0.063241 max: null -- k1: +- x: min: null mid: 0.4 max: null - k2: + Q2: min: null mid: 800.0 max: null - k3: + y: min: null mid: 0.039526 max: null -- k1: +- x: min: null mid: 0.65 max: null - k2: + Q2: min: null mid: 800.0 max: null - k3: + y: min: null mid: 0.024324 max: null diff --git a/nnpdf_data/nnpdf_data/commondata/HERA_NC_225GEV/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/HERA_NC_225GEV/metadata.yaml index 7a81ec9f2c..41325cc7fc 100644 --- a/nnpdf_data/nnpdf_data/commondata/HERA_NC_225GEV/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/HERA_NC_225GEV/metadata.yaml @@ -1,6 +1,6 @@ setname: HERA_NC_225GEV version: 1 -version_comment: Port of old commondata +version_comment: Reimplementation of HERA dataset in new commondata format. nnpdf_metadata: nnpdf31_process: DIS NC experiment: HERACOMB @@ -18,7 +18,7 @@ implemented_observables: description: Deep Inelastic Scattering label: HERA I+II inclusive NC $e^+p$ 460 GeV units: '' - process_type: DIS_NCP + process_type: DIS_NC tables: [] npoints: [] ndata: 209 @@ -31,7 +31,7 @@ implemented_observables: x_scale: log y_scale: log line_by: - - k2 + - Q2 figure_by: - k2bins6 normalize: @@ -39,7 +39,7 @@ implemented_observables: line_by: [] figure_by: - k2bins6 - - k2 + - Q2 extra_labels: qplot: - 0 @@ -251,24 +251,24 @@ implemented_observables: - 2 - 2 - 2 - plot_x: k1 + plot_x: x kinematic_coverage: - - k1 - - k2 - - k3 + - x + - Q2 + - y kinematics: variables: - k1: - description: Variable k1 - label: k1 + x: + description: Bjorken x + label: "$x$" units: '' - k2: - description: Variable k2 - label: k2 - units: '' - k3: - description: Variable k3 - label: k3 + Q2: + description: Square of momentum transfer + label: "$Q2$" + units: '$GeV^2$' + y: + description: Inelasticity y + label: "$y$" units: '' file: kinematics_EP-SIGMARED.yaml theory: @@ -276,10 +276,10 @@ implemented_observables: operation: 'null' FK_tables: - - HERA_NC_225GEV_EP_SIGMARED - data_uncertainties: [] + data_uncertainties: [uncertainties_EP-SIGMARED.yaml] variants: legacy: data_uncertainties: - - uncertainties_legacy_EP-SIGMARED.yaml - data_central: data_legacy_EP-SIGMARED.yaml + - uncertainties_EP-SIGMARED.yaml + data_central: data_EP-SIGMARED.yaml ported_from: HERACOMBNCEP460 diff --git a/nnpdf_data/nnpdf_data/commondata/HERA_NC_225GEV/rawdata/HERA1+2_NCep_460.dat b/nnpdf_data/nnpdf_data/commondata/HERA_NC_225GEV/rawdata/HERA1+2_NCep_460.dat new file mode 100644 index 0000000000..7940895f0f --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/HERA_NC_225GEV/rawdata/HERA1+2_NCep_460.dat @@ -0,0 +1,211 @@ +Q2 x y Sigma stat uncor sys1 sys2 sys3 sys4 sys5 sys6 sys7 sys8 sys9 sys10 sys11 sys12 sys13 sys14 sys15 sys16 sys17 sys18 sys19 sys20 sys21 sys22 sys23 sys24 sys25 sys26 sys27 sys28 sys29 sys30 sys31 sys32 sys33 sys34 sys35 sys36 sys37 sys38 sys39 sys40 sys41 sys42 sys43 sys44 sys45 sys46 sys47 sys48 sys49 sys50 sys51 sys52 sys53 sys54 sys55 sys56 sys57 sys58 sys59 sys60 sys61 sys62 sys63 sys64 sys65 sys66 sys67 sys68 sys69 sys70 sys71 sys72 sys73 sys74 sys75 sys76 sys77 sys78 sys79 sys80 sys81 sys82 sys83 sys84 sys85 sys86 sys87 sys88 sys89 sys90 sys91 sys92 sys93 sys94 sys95 sys96 sys97 sys98 sys99 sys100 sys101 sys102 sys103 sys104 sys105 sys106 sys107 sys108 sys109 sys110 sys111 sys112 sys113 sys114 sys115 sys116 sys117 sys118 sys119 sys120 sys121 sys122 sys123 sys124 sys125 sys126 sys127 sys128 sys129 sys130 sys131 sys132 sys133 sys134 sys135 sys136 sys137 sys138 sys139 sys140 sys141 sys142 sys143 sys144 sys145 sys146 sys147 sys148 sys149 sys150 sys151 sys152 sys153 sys154 sys155 sys156 sys157 sys158 sys159 sys160 sys161 sys162 tot_noproc delta_rel delta_1 delta_2 delta_3 delta_4 delta_gp delta_had + +2.0000E+00 4.6400E-05 8.5185E-01 7.3269E-01 4.4774E+00 4.3064E+00 0.149 0.294 -0.747 -0.211 0.579 -0.227 -0.001 -0.010 0.001 0.012 -0.036 -0.040 0.004 -0.022 -0.010 -0.038 0.023 -0.284 0.057 0.009 -0.018 -0.005 0.101 -0.015 -0.041 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7.5144E-01 7.3679E-01 4.5254E+00 3.9279E+00 0.149 0.294 -0.748 -0.211 0.580 -0.227 0.000 -0.004 -0.007 -0.079 -0.048 -0.032 -0.001 -0.018 -0.002 -0.020 0.023 -0.137 0.026 0.006 -0.006 0.017 0.035 0.007 -0.010 0.221 0.202 -0.158 0.206 -0.145 -0.682 -0.149 -0.073 0.084 0.067 0.003 0.007 0.102 0.091 0.007 -0.209 0.004 -0.014 -0.055 -0.039 0.032 -0.006 0.018 -0.012 0.049 0.004 0.024 -0.075 0.010 -0.036 -0.042 -0.001 0.017 0.028 -0.032 -0.015 -0.009 0.006 0.022 0.031 0.072 0.031 -0.028 -0.032 -0.015 -0.020 -0.028 0.005 0.051 0.012 0.021 -0.023 0.016 -0.032 -0.039 0.062 0.063 -0.096 -0.038 -0.171 -0.097 -0.046 0.051 0.092 -0.046 0.004 -0.005 0.116 0.018 -0.015 0.135 -0.051 -0.429 0.652 -0.291 -0.104 -0.010 0.155 -0.098 -0.593 -0.037 0.005 0.020 0.041 -0.120 -0.152 0.045 0.038 0.151 0.226 0.058 -0.004 -0.008 0.028 -0.000 0.002 0.016 0.014 -0.129 -0.035 0.004 -0.060 -0.038 -0.068 0.142 -0.098 -0.042 -0.065 0.063 -0.133 0.121 -0.033 -0.020 -0.010 0.012 -0.001 -0.007 -0.001 0.064 0.002 0.015 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treatment: MULT + type: HC_sys2 + sys_corr_3: + description: Systematic uncertainty 3 + treatment: MULT + type: HC_sys3 + sys_corr_4: + description: Systematic uncertainty 4 + treatment: MULT + type: HC_sys4 + sys_corr_5: + description: Systematic uncertainty 5 + treatment: MULT + type: HC_sys5 + sys_corr_6: + description: Systematic uncertainty 6 + treatment: MULT + type: HC_sys6 + sys_corr_7: + description: Systematic uncertainty 7 + treatment: MULT + type: HC_sys7 + sys_corr_8: + description: Systematic uncertainty 8 + treatment: MULT + type: HC_sys8 + sys_corr_9: + description: Systematic uncertainty 9 + treatment: MULT + type: HC_sys9 + sys_corr_10: + description: Systematic uncertainty 10 + treatment: MULT + type: HC_sys10 + sys_corr_11: + description: Systematic uncertainty 11 + treatment: MULT + type: HC_sys11 + sys_corr_12: + description: Systematic uncertainty 12 + treatment: MULT + type: HC_sys12 + sys_corr_13: + description: Systematic uncertainty 13 + treatment: MULT + type: HC_sys13 + sys_corr_14: + description: Systematic uncertainty 14 + treatment: MULT + type: HC_sys14 + sys_corr_15: + description: Systematic uncertainty 15 + treatment: MULT + type: HC_sys15 + sys_corr_16: + description: Systematic uncertainty 16 + treatment: MULT + type: HC_sys16 + sys_corr_17: + description: Systematic uncertainty 17 + treatment: MULT + type: HC_sys17 + sys_corr_18: + description: Systematic uncertainty 18 + treatment: MULT + type: HC_sys18 + sys_corr_19: + description: Systematic uncertainty 19 + treatment: MULT + type: HC_sys19 + sys_corr_20: + description: Systematic uncertainty 20 + treatment: MULT + type: HC_sys20 + sys_corr_21: + description: Systematic uncertainty 21 + treatment: MULT + type: HC_sys21 + sys_corr_22: + description: Systematic uncertainty 22 + treatment: MULT + type: HC_sys22 + sys_corr_23: + description: Systematic uncertainty 23 + treatment: MULT + type: HC_sys23 + sys_corr_24: + description: Systematic uncertainty 24 + treatment: MULT + type: HC_sys24 + sys_corr_25: + description: Systematic uncertainty 25 + treatment: MULT + type: HC_sys25 + sys_corr_26: + description: Systematic uncertainty 26 + treatment: MULT + type: HC_sys26 + sys_corr_27: + description: Systematic uncertainty 27 + treatment: MULT + type: HC_sys27 + sys_corr_28: + description: Systematic uncertainty 28 + treatment: MULT + type: HC_sys28 + sys_corr_29: + description: Systematic uncertainty 29 + treatment: MULT + type: HC_sys29 + sys_corr_30: + description: Systematic uncertainty 30 + treatment: MULT + type: HC_sys30 + sys_corr_31: + description: Systematic uncertainty 31 + treatment: MULT + type: HC_sys31 + sys_corr_32: + description: Systematic uncertainty 32 + treatment: MULT + type: HC_sys32 + sys_corr_33: + description: Systematic uncertainty 33 + treatment: MULT + type: HC_sys33 + sys_corr_34: + description: Systematic uncertainty 34 + treatment: MULT + type: HC_sys34 + sys_corr_35: + description: Systematic uncertainty 35 + treatment: MULT + type: HC_sys35 + sys_corr_36: + description: Systematic uncertainty 36 + treatment: MULT + type: HC_sys36 + sys_corr_37: + description: Systematic uncertainty 37 + treatment: MULT + type: HC_sys37 + sys_corr_38: + description: Systematic uncertainty 38 + treatment: MULT + type: HC_sys38 + sys_corr_39: + description: Systematic uncertainty 39 + treatment: MULT + type: HC_sys39 + sys_corr_40: + description: Systematic uncertainty 40 + treatment: MULT + type: HC_sys40 + sys_corr_41: + description: Systematic uncertainty 41 + treatment: MULT + type: HC_sys41 + sys_corr_42: + description: Systematic uncertainty 42 + treatment: MULT + type: HC_sys42 + sys_corr_43: + description: Systematic uncertainty 43 + treatment: MULT + type: HC_sys43 + sys_corr_44: + description: Systematic uncertainty 44 + treatment: MULT + type: HC_sys44 + sys_corr_45: + description: Systematic uncertainty 45 + treatment: MULT + type: HC_sys45 + sys_corr_46: + description: Systematic uncertainty 46 + treatment: MULT + type: HC_sys46 + sys_corr_47: + description: Systematic uncertainty 47 + treatment: MULT + type: HC_sys47 + sys_corr_48: + description: Systematic uncertainty 48 + treatment: MULT + type: HC_sys48 + sys_corr_49: + description: Systematic uncertainty 49 + treatment: MULT + type: HC_sys49 + sys_corr_50: + description: Systematic uncertainty 50 + treatment: MULT + type: HC_sys50 + sys_corr_51: + description: Systematic uncertainty 51 + treatment: MULT + type: HC_sys51 + sys_corr_52: + description: Systematic uncertainty 52 + treatment: MULT + type: HC_sys52 + sys_corr_53: + description: Systematic uncertainty 53 + treatment: MULT + type: HC_sys53 + sys_corr_54: + description: Systematic uncertainty 54 + treatment: MULT + type: HC_sys54 + sys_corr_55: + description: Systematic uncertainty 55 + treatment: MULT + type: HC_sys55 + sys_corr_56: + description: Systematic uncertainty 56 + treatment: MULT + type: HC_sys56 + sys_corr_57: + description: Systematic uncertainty 57 + treatment: MULT + type: HC_sys57 + sys_corr_58: + description: Systematic uncertainty 58 + treatment: MULT + type: HC_sys58 + sys_corr_59: + description: Systematic uncertainty 59 + treatment: MULT + type: HC_sys59 + sys_corr_60: + description: Systematic uncertainty 60 + treatment: MULT + type: HC_sys60 + sys_corr_61: + description: Systematic uncertainty 61 + treatment: MULT + type: HC_sys61 + sys_corr_62: + description: Systematic uncertainty 62 + treatment: MULT + type: HC_sys62 + sys_corr_63: + description: Systematic uncertainty 63 + treatment: MULT + type: HC_sys63 + sys_corr_64: + description: Systematic uncertainty 64 + treatment: MULT + type: HC_sys64 + sys_corr_65: + description: Systematic uncertainty 65 + treatment: MULT + type: HC_sys65 + sys_corr_66: + description: Systematic uncertainty 66 + treatment: MULT + type: HC_sys66 + sys_corr_67: + description: Systematic uncertainty 67 + treatment: MULT + type: HC_sys67 + sys_corr_68: + description: Systematic uncertainty 68 + treatment: MULT + type: HC_sys68 + sys_corr_69: + description: Systematic uncertainty 69 + treatment: MULT + type: HC_sys69 + sys_corr_70: + description: Systematic uncertainty 70 + treatment: MULT + type: HC_sys70 + sys_corr_71: + description: Systematic uncertainty 71 + treatment: MULT + type: HC_sys71 + sys_corr_72: + description: Systematic uncertainty 72 + treatment: MULT + type: HC_sys72 + sys_corr_73: + description: Systematic uncertainty 73 + treatment: MULT + type: HC_sys73 + sys_corr_74: + description: Systematic uncertainty 74 + treatment: MULT + type: HC_sys74 + sys_corr_75: + description: Systematic uncertainty 75 + treatment: MULT + type: HC_sys75 + sys_corr_76: + description: Systematic uncertainty 76 + treatment: MULT + type: HC_sys76 + sys_corr_77: + description: Systematic uncertainty 77 + treatment: MULT + type: HC_sys77 + sys_corr_78: + description: Systematic uncertainty 78 + treatment: MULT + type: HC_sys78 + sys_corr_79: + description: Systematic uncertainty 79 + treatment: MULT + type: HC_sys79 + sys_corr_80: + description: Systematic uncertainty 80 + treatment: MULT + type: HC_sys80 + sys_corr_81: + description: Systematic uncertainty 81 + treatment: MULT + type: HC_sys81 + sys_corr_82: + description: Systematic uncertainty 82 + treatment: MULT + type: HC_sys82 + sys_corr_83: + description: Systematic uncertainty 83 + treatment: MULT + type: HC_sys83 + sys_corr_84: + description: Systematic uncertainty 84 + treatment: MULT + type: HC_sys84 + sys_corr_85: + description: Systematic uncertainty 85 + treatment: MULT + type: HC_sys85 + sys_corr_86: + description: Systematic uncertainty 86 + treatment: MULT + type: HC_sys86 + sys_corr_87: + description: Systematic uncertainty 87 + treatment: MULT + type: HC_sys87 + sys_corr_88: + description: Systematic uncertainty 88 + treatment: MULT + type: HC_sys88 + sys_corr_89: + description: Systematic uncertainty 89 + treatment: MULT + type: HC_sys89 + sys_corr_90: + description: Systematic uncertainty 90 + treatment: MULT + type: HC_sys90 + sys_corr_91: + description: Systematic uncertainty 91 + treatment: MULT + type: HC_sys91 + sys_corr_92: + description: Systematic uncertainty 92 + treatment: MULT + type: HC_sys92 + sys_corr_93: + description: Systematic uncertainty 93 + treatment: MULT + type: HC_sys93 + sys_corr_94: + description: Systematic uncertainty 94 + treatment: MULT + type: HC_sys94 + sys_corr_95: + description: Systematic uncertainty 95 + treatment: MULT + type: HC_sys95 + sys_corr_96: + description: Systematic uncertainty 96 + treatment: MULT + type: HC_sys96 + sys_corr_97: + description: Systematic uncertainty 97 + treatment: MULT + type: HC_sys97 + sys_corr_98: + description: Systematic uncertainty 98 + treatment: MULT + type: HC_sys98 + sys_corr_99: + description: Systematic uncertainty 99 + treatment: MULT + type: HC_sys99 + sys_corr_100: + description: Systematic uncertainty 100 + treatment: MULT + type: HC_sys100 + sys_corr_101: + description: Systematic uncertainty 101 + treatment: MULT + type: HC_sys101 + sys_corr_102: + description: Systematic uncertainty 102 + treatment: MULT + type: HC_sys102 + sys_corr_103: + description: Systematic uncertainty 103 + treatment: MULT + type: HC_sys103 + sys_corr_104: + description: Systematic uncertainty 104 + treatment: MULT + type: HC_sys104 + sys_corr_105: + description: Systematic uncertainty 105 + treatment: MULT + type: HC_sys105 + sys_corr_106: + description: Systematic uncertainty 106 + treatment: MULT + type: HC_sys106 + sys_corr_107: + description: Systematic uncertainty 107 + treatment: MULT + type: HC_sys107 + sys_corr_108: + description: Systematic uncertainty 108 + treatment: MULT + type: HC_sys108 + sys_corr_109: + description: Systematic uncertainty 109 + treatment: MULT + type: HC_sys109 + sys_corr_110: + description: Systematic uncertainty 110 + treatment: MULT + type: HC_sys110 + sys_corr_111: + description: Systematic uncertainty 111 + treatment: MULT + type: HC_sys111 + sys_corr_112: + description: Systematic uncertainty 112 + treatment: MULT + type: HC_sys112 + sys_corr_113: + description: Systematic uncertainty 113 + treatment: MULT + type: HC_sys113 + sys_corr_114: + description: Systematic uncertainty 114 + treatment: MULT + type: HC_sys114 + sys_corr_115: + description: Systematic uncertainty 115 + treatment: MULT + type: HC_sys115 + sys_corr_116: + description: Systematic uncertainty 116 + treatment: MULT + type: HC_sys116 + sys_corr_117: + description: Systematic uncertainty 117 + treatment: MULT + type: HC_sys117 + sys_corr_118: + description: Systematic uncertainty 118 + treatment: MULT + type: HC_sys118 + sys_corr_119: + description: Systematic uncertainty 119 + treatment: MULT + type: HC_sys119 + sys_corr_120: + description: Systematic uncertainty 120 + treatment: MULT + type: HC_sys120 + sys_corr_121: + description: Systematic uncertainty 121 + treatment: MULT + type: HC_sys121 + sys_corr_122: + description: Systematic uncertainty 122 + treatment: MULT + type: HC_sys122 + sys_corr_123: + description: Systematic uncertainty 123 + treatment: MULT + type: HC_sys123 + sys_corr_124: + description: Systematic uncertainty 124 + treatment: MULT + type: HC_sys124 + sys_corr_125: + description: Systematic uncertainty 125 + treatment: MULT + type: HC_sys125 + sys_corr_126: + description: Systematic uncertainty 126 + treatment: MULT + type: HC_sys126 + sys_corr_127: + description: Systematic uncertainty 127 + treatment: MULT + type: HC_sys127 + sys_corr_128: + description: Systematic uncertainty 128 + treatment: MULT + type: HC_sys128 + sys_corr_129: + description: Systematic uncertainty 129 + treatment: MULT + type: HC_sys129 + sys_corr_130: + description: Systematic uncertainty 130 + treatment: MULT + type: HC_sys130 + sys_corr_131: + description: Systematic uncertainty 131 + treatment: MULT + type: HC_sys131 + sys_corr_132: + description: Systematic uncertainty 132 + treatment: MULT + type: HC_sys132 + sys_corr_133: + description: Systematic uncertainty 133 + treatment: MULT + type: HC_sys133 + sys_corr_134: + description: Systematic uncertainty 134 + treatment: MULT + type: HC_sys134 + sys_corr_135: + description: Systematic uncertainty 135 + treatment: MULT + type: HC_sys135 + sys_corr_136: + description: Systematic uncertainty 136 + treatment: MULT + type: HC_sys136 + sys_corr_137: + description: Systematic uncertainty 137 + treatment: MULT + type: HC_sys137 + sys_corr_138: + description: Systematic uncertainty 138 + treatment: MULT + type: HC_sys138 + sys_corr_139: + description: Systematic uncertainty 139 + treatment: MULT + type: HC_sys139 + sys_corr_140: + description: Systematic uncertainty 140 + treatment: MULT + type: HC_sys140 + sys_corr_141: + description: Systematic uncertainty 141 + treatment: MULT + type: HC_sys141 + sys_corr_142: + description: Systematic uncertainty 142 + treatment: MULT + type: HC_sys142 + sys_corr_143: + description: Systematic uncertainty 143 + treatment: MULT + type: HC_sys143 + 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treatment: MULT + type: HC_sys154 + sys_corr_155: + description: Systematic uncertainty 155 + treatment: MULT + type: HC_sys155 + sys_corr_156: + description: Systematic uncertainty 156 + treatment: MULT + type: HC_sys156 + sys_corr_157: + description: Systematic uncertainty 157 + treatment: MULT + type: HC_sys157 + sys_corr_158: + description: Systematic uncertainty 158 + treatment: MULT + type: HC_sys158 + sys_corr_159: + description: Systematic uncertainty 159 + treatment: MULT + type: HC_sys159 + sys_corr_160: + description: Systematic uncertainty 160 + treatment: MULT + type: HC_sys160 + sys_corr_161: + description: Systematic uncertainty 161 + treatment: MULT + type: HC_sys161 + sys_corr_162: + description: Systematic uncertainty 162 + treatment: MULT + type: HC_sys162 + sys_corr_163: + description: Systematic uncertainty 163 + treatment: MULT + type: HC_delta_rel + sys_corr_164: + description: Systematic uncertainty 164 + treatment: MULT + type: HC_delta_1 + sys_corr_165: + 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4.158528e-05 + sys_corr_161: -5.41475e-06 + sys_corr_162: 1.7543790000000002e-05 + sys_corr_163: 0.0006040002012000001 + sys_corr_164: 4.0000057790000006e-06 + sys_corr_165: 0.00018999989547000004 + sys_corr_166: -0.00010800000442000002 + sys_corr_167: 5.899998236e-05 + sys_corr_168: -2.302546631e-05 + sys_corr_169: 5.685292569e-05 diff --git a/nnpdf_data/nnpdf_data/commondata/HERA_NC_251GEV/data_legacy_EP-SIGMARED.yaml b/nnpdf_data/nnpdf_data/commondata/HERA_NC_251GEV/data_EP-SIGMARED.yaml similarity index 100% rename from nnpdf_data/nnpdf_data/commondata/HERA_NC_251GEV/data_legacy_EP-SIGMARED.yaml rename to nnpdf_data/nnpdf_data/commondata/HERA_NC_251GEV/data_EP-SIGMARED.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/HERA_NC_251GEV/filter.py b/nnpdf_data/nnpdf_data/commondata/HERA_NC_251GEV/filter.py new file mode 100644 index 0000000000..d634ad2d03 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/HERA_NC_251GEV/filter.py @@ -0,0 +1,65 @@ +from nnpdf_data.filter_utils.hera_utils import commondata #, covmat_is_close +from pathlib import Path +from dataclasses import dataclass +import typing +from typing import List +import numpy as np +import pandas as pd +from os import PathLike +import yaml + +@dataclass +class hera_commondata(commondata): + def __init__(self, filename: str | PathLike, dataset_name: str, + process: str): + # Read the data. + file = Path(filename) + df = pd.read_table(file, sep=r"\s+") + + # Kinematic quantieties. + self.central_values = df["Sigma"].to_numpy() + self.kinematics = df[["x", "Q2", "y"]].to_numpy() + self.kinematic_quantities = ["x", "Q2", "y"] + + # Statistical uncertainties. + statistical_uncertainties = df["stat"].to_numpy() + for iunc,unc in enumerate(statistical_uncertainties): + unc = self.central_values[iunc]*unc/100 + statistical_uncertainties[iunc] = unc + self.statistical_uncertainties = statistical_uncertainties + + # Systematic uncertainties. + # remove the column containing the total uncertainty excluding + # procedural uncertainties. + df = df.drop(columns=["tot_noproc"]) + sys_uncert_col_names = list(df.columns.values)[5:] + self.systematic_uncertainties = df[sys_uncert_col_names].to_numpy() + systematic_uncertainties = df[sys_uncert_col_names].to_numpy() + for iunc,unc in enumerate(systematic_uncertainties): + unc = self.central_values[iunc]*unc/100 + systematic_uncertainties[iunc] = unc + self.systematic_uncertainties = systematic_uncertainties + + # All uncertainties are treated as multiplicative. + systypes = [] + for name in sys_uncert_col_names: + if(name == "uncor"): + systypes.append(("MULT", "UNCORR")) + else: + systypes.append(("MULT", "HC_" + name)) + self.systypes = systypes + self.process = process + self.dataset_name = dataset_name + +def main(): + hera_ep = hera_commondata("./rawdata/HERA1+2_NCep_575.dat","HERACOMBNCEP575", "DIS_NCE") + hera_ep.write_new_commondata(Path("data_EP-SIGMARED.yaml"), + Path("kinematics_EP-SIGMARED.yaml"), + Path("uncertainties_EP-SIGMARED.yaml")) + + +if __name__ == "__main__": + main() + + + diff --git a/nnpdf_data/nnpdf_data/commondata/HERA_NC_251GEV/kinematics_EP-SIGMARED.yaml b/nnpdf_data/nnpdf_data/commondata/HERA_NC_251GEV/kinematics_EP-SIGMARED.yaml index ab2c363819..2f98342883 100644 --- a/nnpdf_data/nnpdf_data/commondata/HERA_NC_251GEV/kinematics_EP-SIGMARED.yaml +++ b/nnpdf_data/nnpdf_data/commondata/HERA_NC_251GEV/kinematics_EP-SIGMARED.yaml @@ -1,3121 +1,3121 @@ bins: -- k1: +- x: min: null mid: 2.79e-05 max: null - k2: + Q2: min: null mid: 1.5 max: null - k3: + y: min: null mid: 0.85002 max: null -- k1: +- x: min: null mid: 3.72e-05 max: null - k2: + Q2: min: null mid: 2.0 max: null - k3: + y: min: null mid: 0.85002 max: null -- k1: +- x: min: null mid: 4.15e-05 max: null - k2: + Q2: min: null mid: 2.0 max: null - k3: + y: min: null mid: 0.76194 max: null -- k1: +- x: min: null mid: 4.65e-05 max: null - k2: + Q2: min: null mid: 2.5 max: null - k3: + y: min: null mid: 0.85002 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06376f7cde..e329982302 100644 --- a/nnpdf_data/nnpdf_data/commondata/HERA_NC_251GEV/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/HERA_NC_251GEV/metadata.yaml @@ -1,6 +1,6 @@ setname: HERA_NC_251GEV version: 1 -version_comment: Port of old commondata +version_comment: Reimplementation of HERA dataset in new commondata format. nnpdf_metadata: nnpdf31_process: DIS NC experiment: HERACOMB @@ -18,7 +18,7 @@ implemented_observables: description: Deep Inelastic Scattering label: HERA I+II inclusive NC $e^+p$ 575 GeV units: '' - process_type: DIS_NCP + process_type: DIS_NC tables: [] npoints: [] ndata: 260 @@ -31,7 +31,7 @@ implemented_observables: x_scale: log y_scale: log line_by: - - k2 + - Q2 figure_by: - k2bins6 normalize: @@ -39,7 +39,7 @@ implemented_observables: line_by: [] figure_by: - k2bins6 - - k2 + - Q2 extra_labels: qplot: - 0 @@ -302,24 +302,24 @@ implemented_observables: - 3 - 3 - 3 - plot_x: k1 + plot_x: x kinematic_coverage: - - k1 - - k2 - - k3 + - x + - Q2 + - y kinematics: variables: - k1: - description: Variable k1 - label: k1 + x: + description: Bjorken x + label: "$x$" units: '' - k2: - description: Variable k2 - label: k2 - units: '' - k3: - description: Variable k3 - label: k3 + Q2: + description: Square of momentum transfer + label: "$Q^2$" + units: '$GeV^2$' + y: + description: Inelasticity y + label: "$y$" units: '' file: kinematics_EP-SIGMARED.yaml theory: @@ -327,10 +327,10 @@ implemented_observables: operation: 'null' FK_tables: - - HERA_NC_251GEV_EP_SIGMARED - data_uncertainties: [] + data_uncertainties: [uncertainties_EP-SIGMARED.yaml] variants: legacy: data_uncertainties: - - uncertainties_legacy_EP-SIGMARED.yaml - data_central: data_legacy_EP-SIGMARED.yaml + - uncertainties_EP-SIGMARED.yaml + data_central: data_EP-SIGMARED.yaml ported_from: HERACOMBNCEP575 diff --git a/nnpdf_data/nnpdf_data/commondata/HERA_NC_251GEV/rawdata/HERA1+2_NCep_575.dat b/nnpdf_data/nnpdf_data/commondata/HERA_NC_251GEV/rawdata/HERA1+2_NCep_575.dat new file mode 100644 index 0000000000..002e227c77 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/HERA_NC_251GEV/rawdata/HERA1+2_NCep_575.dat @@ -0,0 +1,262 @@ +Q2 x y Sigma stat uncor sys1 sys2 sys3 sys4 sys5 sys6 sys7 sys8 sys9 sys10 sys11 sys12 sys13 sys14 sys15 sys16 sys17 sys18 sys19 sys20 sys21 sys22 sys23 sys24 sys25 sys26 sys27 sys28 sys29 sys30 sys31 sys32 sys33 sys34 sys35 sys36 sys37 sys38 sys39 sys40 sys41 sys42 sys43 sys44 sys45 sys46 sys47 sys48 sys49 sys50 sys51 sys52 sys53 sys54 sys55 sys56 sys57 sys58 sys59 sys60 sys61 sys62 sys63 sys64 sys65 sys66 sys67 sys68 sys69 sys70 sys71 sys72 sys73 sys74 sys75 sys76 sys77 sys78 sys79 sys80 sys81 sys82 sys83 sys84 sys85 sys86 sys87 sys88 sys89 sys90 sys91 sys92 sys93 sys94 sys95 sys96 sys97 sys98 sys99 sys100 sys101 sys102 sys103 sys104 sys105 sys106 sys107 sys108 sys109 sys110 sys111 sys112 sys113 sys114 sys115 sys116 sys117 sys118 sys119 sys120 sys121 sys122 sys123 sys124 sys125 sys126 sys127 sys128 sys129 sys130 sys131 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-0.136167 -0.0247658 0.218233 diff --git a/nnpdf_data/nnpdf_data/commondata/HERA_NC_251GEV/uncertainties_EP-SIGMARED.yaml b/nnpdf_data/nnpdf_data/commondata/HERA_NC_251GEV/uncertainties_EP-SIGMARED.yaml new file mode 100644 index 0000000000..e4b3594aed --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/HERA_NC_251GEV/uncertainties_EP-SIGMARED.yaml @@ -0,0 +1,45146 @@ +definitions: + stat: + description: Statistical uncertainty. + treatment: ADD + type: UNCORR + sys_corr_0: + description: Systematic uncertainty 0 + treatment: MULT + type: UNCORR + sys_corr_1: + description: Systematic uncertainty 1 + treatment: MULT + type: HC_sys1 + sys_corr_2: + description: Systematic uncertainty 2 + treatment: MULT + type: HC_sys2 + sys_corr_3: + description: Systematic uncertainty 3 + treatment: MULT + type: HC_sys3 + sys_corr_4: + description: Systematic uncertainty 4 + treatment: MULT + type: HC_sys4 + sys_corr_5: + description: Systematic uncertainty 5 + treatment: MULT + type: HC_sys5 + sys_corr_6: + description: Systematic uncertainty 6 + treatment: MULT + type: HC_sys6 + sys_corr_7: + description: Systematic uncertainty 7 + treatment: MULT + type: HC_sys7 + sys_corr_8: + description: Systematic uncertainty 8 + treatment: MULT + type: HC_sys8 + sys_corr_9: + description: Systematic uncertainty 9 + treatment: MULT + type: HC_sys9 + sys_corr_10: + description: Systematic uncertainty 10 + treatment: MULT + type: HC_sys10 + sys_corr_11: + description: Systematic uncertainty 11 + treatment: MULT + type: HC_sys11 + sys_corr_12: + description: Systematic uncertainty 12 + treatment: MULT + type: HC_sys12 + sys_corr_13: + description: Systematic uncertainty 13 + treatment: MULT + type: HC_sys13 + sys_corr_14: + description: Systematic uncertainty 14 + treatment: MULT + type: HC_sys14 + sys_corr_15: + description: Systematic uncertainty 15 + treatment: MULT + type: HC_sys15 + sys_corr_16: + description: Systematic uncertainty 16 + treatment: MULT + type: HC_sys16 + sys_corr_17: + description: Systematic uncertainty 17 + treatment: MULT + type: HC_sys17 + sys_corr_18: + description: Systematic uncertainty 18 + treatment: MULT + type: HC_sys18 + sys_corr_19: + description: Systematic uncertainty 19 + treatment: MULT + type: HC_sys19 + sys_corr_20: + description: Systematic uncertainty 20 + treatment: MULT + type: HC_sys20 + sys_corr_21: + description: Systematic uncertainty 21 + treatment: MULT + type: HC_sys21 + sys_corr_22: + description: Systematic uncertainty 22 + treatment: MULT + type: HC_sys22 + sys_corr_23: + description: Systematic uncertainty 23 + treatment: MULT + type: HC_sys23 + sys_corr_24: + description: Systematic uncertainty 24 + treatment: MULT + type: HC_sys24 + sys_corr_25: + description: Systematic uncertainty 25 + treatment: MULT + type: HC_sys25 + sys_corr_26: + description: Systematic uncertainty 26 + treatment: MULT + type: HC_sys26 + sys_corr_27: + description: Systematic uncertainty 27 + treatment: MULT + type: HC_sys27 + sys_corr_28: + description: Systematic uncertainty 28 + treatment: MULT + type: HC_sys28 + sys_corr_29: + description: Systematic uncertainty 29 + treatment: MULT + type: HC_sys29 + sys_corr_30: + description: Systematic uncertainty 30 + treatment: MULT + type: HC_sys30 + sys_corr_31: + description: Systematic uncertainty 31 + treatment: MULT + type: HC_sys31 + sys_corr_32: + description: Systematic uncertainty 32 + treatment: MULT + type: HC_sys32 + sys_corr_33: + description: Systematic uncertainty 33 + treatment: MULT + type: HC_sys33 + sys_corr_34: + description: Systematic uncertainty 34 + treatment: MULT + type: HC_sys34 + sys_corr_35: + description: Systematic uncertainty 35 + treatment: MULT + type: HC_sys35 + sys_corr_36: + description: Systematic uncertainty 36 + treatment: MULT + type: HC_sys36 + sys_corr_37: + description: Systematic uncertainty 37 + treatment: MULT + type: HC_sys37 + sys_corr_38: + description: Systematic uncertainty 38 + treatment: MULT + type: HC_sys38 + sys_corr_39: + description: Systematic uncertainty 39 + treatment: MULT + type: HC_sys39 + sys_corr_40: + description: Systematic uncertainty 40 + treatment: MULT + type: HC_sys40 + sys_corr_41: + description: Systematic uncertainty 41 + treatment: MULT + type: HC_sys41 + sys_corr_42: + description: Systematic uncertainty 42 + treatment: MULT + type: HC_sys42 + sys_corr_43: + description: Systematic uncertainty 43 + treatment: MULT + type: HC_sys43 + sys_corr_44: + description: Systematic uncertainty 44 + treatment: MULT + type: HC_sys44 + sys_corr_45: + description: Systematic uncertainty 45 + treatment: MULT + type: HC_sys45 + sys_corr_46: + description: Systematic uncertainty 46 + treatment: MULT + type: HC_sys46 + sys_corr_47: + description: Systematic uncertainty 47 + treatment: MULT + type: HC_sys47 + sys_corr_48: + description: Systematic uncertainty 48 + treatment: MULT + type: HC_sys48 + sys_corr_49: + description: Systematic uncertainty 49 + treatment: MULT + type: HC_sys49 + sys_corr_50: + description: Systematic uncertainty 50 + treatment: MULT + type: HC_sys50 + sys_corr_51: + description: Systematic uncertainty 51 + treatment: MULT + type: HC_sys51 + sys_corr_52: + description: Systematic uncertainty 52 + treatment: MULT + type: HC_sys52 + sys_corr_53: + description: Systematic uncertainty 53 + treatment: MULT + type: HC_sys53 + sys_corr_54: + description: Systematic uncertainty 54 + treatment: MULT + type: HC_sys54 + sys_corr_55: + description: Systematic uncertainty 55 + treatment: MULT + type: HC_sys55 + sys_corr_56: + description: Systematic uncertainty 56 + treatment: MULT + type: HC_sys56 + sys_corr_57: + description: Systematic uncertainty 57 + treatment: MULT + type: HC_sys57 + sys_corr_58: + description: Systematic uncertainty 58 + treatment: MULT + type: HC_sys58 + sys_corr_59: + description: Systematic uncertainty 59 + treatment: MULT + type: HC_sys59 + sys_corr_60: + description: Systematic uncertainty 60 + treatment: MULT + type: HC_sys60 + sys_corr_61: + description: Systematic uncertainty 61 + treatment: MULT + type: HC_sys61 + sys_corr_62: + description: Systematic uncertainty 62 + treatment: MULT + type: HC_sys62 + sys_corr_63: + description: Systematic uncertainty 63 + treatment: MULT + type: HC_sys63 + sys_corr_64: + description: Systematic uncertainty 64 + treatment: MULT + type: HC_sys64 + sys_corr_65: + description: Systematic uncertainty 65 + treatment: MULT + type: HC_sys65 + sys_corr_66: + description: Systematic uncertainty 66 + treatment: MULT + type: HC_sys66 + sys_corr_67: + description: Systematic uncertainty 67 + treatment: MULT + type: HC_sys67 + sys_corr_68: + description: Systematic uncertainty 68 + treatment: MULT + type: HC_sys68 + sys_corr_69: + description: Systematic uncertainty 69 + treatment: MULT + type: HC_sys69 + sys_corr_70: + description: Systematic uncertainty 70 + treatment: MULT + type: HC_sys70 + sys_corr_71: + description: Systematic uncertainty 71 + treatment: MULT + type: HC_sys71 + sys_corr_72: + description: Systematic uncertainty 72 + treatment: MULT + type: HC_sys72 + sys_corr_73: + description: Systematic uncertainty 73 + treatment: MULT + type: HC_sys73 + sys_corr_74: + description: Systematic uncertainty 74 + treatment: MULT + type: HC_sys74 + sys_corr_75: + description: Systematic uncertainty 75 + treatment: MULT + type: HC_sys75 + sys_corr_76: + description: Systematic uncertainty 76 + treatment: MULT + type: HC_sys76 + sys_corr_77: + description: Systematic uncertainty 77 + treatment: MULT + type: HC_sys77 + sys_corr_78: + description: Systematic uncertainty 78 + treatment: MULT + type: HC_sys78 + sys_corr_79: + description: Systematic uncertainty 79 + treatment: MULT + type: HC_sys79 + sys_corr_80: + description: Systematic uncertainty 80 + treatment: MULT + type: HC_sys80 + sys_corr_81: + description: Systematic uncertainty 81 + treatment: MULT + type: HC_sys81 + sys_corr_82: + description: Systematic uncertainty 82 + treatment: MULT + type: HC_sys82 + sys_corr_83: + description: Systematic uncertainty 83 + treatment: MULT + type: HC_sys83 + sys_corr_84: + description: Systematic uncertainty 84 + treatment: MULT + type: HC_sys84 + sys_corr_85: + description: Systematic uncertainty 85 + treatment: MULT + type: HC_sys85 + sys_corr_86: + description: Systematic uncertainty 86 + treatment: MULT + type: HC_sys86 + sys_corr_87: + description: Systematic uncertainty 87 + treatment: MULT + type: HC_sys87 + sys_corr_88: + description: Systematic uncertainty 88 + treatment: MULT + type: HC_sys88 + sys_corr_89: + description: Systematic uncertainty 89 + treatment: MULT + type: HC_sys89 + sys_corr_90: + description: Systematic uncertainty 90 + treatment: MULT + type: HC_sys90 + sys_corr_91: + description: Systematic uncertainty 91 + treatment: MULT + type: HC_sys91 + sys_corr_92: + description: Systematic uncertainty 92 + treatment: MULT + type: HC_sys92 + sys_corr_93: + description: Systematic uncertainty 93 + treatment: MULT + type: HC_sys93 + sys_corr_94: + description: Systematic uncertainty 94 + treatment: MULT + type: HC_sys94 + sys_corr_95: + description: Systematic uncertainty 95 + treatment: MULT + type: HC_sys95 + sys_corr_96: + description: Systematic uncertainty 96 + treatment: MULT + type: HC_sys96 + sys_corr_97: + description: Systematic uncertainty 97 + treatment: MULT + type: HC_sys97 + sys_corr_98: + description: Systematic uncertainty 98 + treatment: MULT + type: HC_sys98 + sys_corr_99: + description: Systematic uncertainty 99 + treatment: MULT + type: HC_sys99 + sys_corr_100: + description: Systematic uncertainty 100 + treatment: MULT + type: HC_sys100 + sys_corr_101: + description: Systematic uncertainty 101 + treatment: MULT + type: HC_sys101 + sys_corr_102: + description: Systematic uncertainty 102 + treatment: MULT + type: HC_sys102 + sys_corr_103: + description: Systematic uncertainty 103 + treatment: MULT + type: HC_sys103 + sys_corr_104: + description: Systematic uncertainty 104 + treatment: MULT + type: HC_sys104 + sys_corr_105: + description: Systematic uncertainty 105 + treatment: MULT + type: HC_sys105 + sys_corr_106: + description: Systematic uncertainty 106 + treatment: MULT + type: HC_sys106 + sys_corr_107: + description: Systematic uncertainty 107 + treatment: MULT + type: HC_sys107 + sys_corr_108: + description: Systematic uncertainty 108 + treatment: MULT + type: HC_sys108 + sys_corr_109: + description: Systematic uncertainty 109 + treatment: MULT + type: HC_sys109 + sys_corr_110: + description: Systematic uncertainty 110 + treatment: MULT + type: HC_sys110 + sys_corr_111: + description: Systematic uncertainty 111 + treatment: MULT + type: HC_sys111 + sys_corr_112: + description: Systematic uncertainty 112 + treatment: MULT + type: HC_sys112 + sys_corr_113: + description: Systematic uncertainty 113 + treatment: MULT + type: HC_sys113 + sys_corr_114: + description: Systematic uncertainty 114 + treatment: MULT + type: HC_sys114 + sys_corr_115: + description: Systematic uncertainty 115 + treatment: MULT + type: HC_sys115 + sys_corr_116: + description: Systematic uncertainty 116 + treatment: MULT + type: HC_sys116 + sys_corr_117: + description: Systematic uncertainty 117 + treatment: MULT + type: HC_sys117 + sys_corr_118: + description: Systematic uncertainty 118 + treatment: MULT + type: HC_sys118 + sys_corr_119: + description: Systematic uncertainty 119 + treatment: MULT + type: HC_sys119 + sys_corr_120: + description: Systematic uncertainty 120 + treatment: MULT + type: HC_sys120 + sys_corr_121: + description: Systematic uncertainty 121 + treatment: MULT + type: HC_sys121 + sys_corr_122: + description: Systematic uncertainty 122 + treatment: MULT + type: HC_sys122 + sys_corr_123: + description: Systematic uncertainty 123 + treatment: MULT + type: HC_sys123 + sys_corr_124: + description: Systematic uncertainty 124 + treatment: MULT + type: HC_sys124 + sys_corr_125: + description: Systematic uncertainty 125 + treatment: MULT + type: HC_sys125 + sys_corr_126: + description: Systematic uncertainty 126 + treatment: MULT + type: HC_sys126 + sys_corr_127: + description: Systematic uncertainty 127 + treatment: MULT + type: HC_sys127 + sys_corr_128: + description: Systematic uncertainty 128 + treatment: MULT + type: HC_sys128 + sys_corr_129: + description: Systematic uncertainty 129 + treatment: MULT + type: HC_sys129 + sys_corr_130: + description: Systematic uncertainty 130 + treatment: MULT + type: HC_sys130 + sys_corr_131: + description: Systematic uncertainty 131 + treatment: MULT + type: HC_sys131 + sys_corr_132: + description: Systematic uncertainty 132 + treatment: MULT + type: HC_sys132 + sys_corr_133: + description: Systematic uncertainty 133 + treatment: MULT + type: HC_sys133 + sys_corr_134: + description: Systematic uncertainty 134 + treatment: MULT + type: HC_sys134 + sys_corr_135: + description: Systematic uncertainty 135 + treatment: MULT + type: HC_sys135 + sys_corr_136: + description: Systematic uncertainty 136 + treatment: MULT + type: HC_sys136 + sys_corr_137: + description: Systematic uncertainty 137 + treatment: MULT + type: HC_sys137 + sys_corr_138: + description: Systematic uncertainty 138 + treatment: MULT + type: HC_sys138 + sys_corr_139: + description: Systematic uncertainty 139 + treatment: MULT + type: HC_sys139 + sys_corr_140: + description: Systematic uncertainty 140 + treatment: MULT + type: HC_sys140 + sys_corr_141: + description: Systematic uncertainty 141 + treatment: MULT + type: HC_sys141 + sys_corr_142: + description: Systematic uncertainty 142 + treatment: MULT + type: HC_sys142 + sys_corr_143: + description: Systematic uncertainty 143 + treatment: MULT + type: HC_sys143 + sys_corr_144: + description: Systematic uncertainty 144 + treatment: MULT + type: HC_sys144 + sys_corr_145: + description: Systematic uncertainty 145 + treatment: MULT + type: HC_sys145 + sys_corr_146: + description: Systematic uncertainty 146 + treatment: MULT + type: HC_sys146 + sys_corr_147: + description: Systematic uncertainty 147 + treatment: MULT + type: HC_sys147 + sys_corr_148: + description: Systematic uncertainty 148 + treatment: MULT + type: HC_sys148 + sys_corr_149: + description: Systematic uncertainty 149 + treatment: MULT + type: HC_sys149 + sys_corr_150: + description: Systematic uncertainty 150 + treatment: MULT + type: HC_sys150 + sys_corr_151: + description: Systematic uncertainty 151 + treatment: MULT + type: HC_sys151 + sys_corr_152: + description: Systematic uncertainty 152 + treatment: MULT + type: HC_sys152 + sys_corr_153: + description: Systematic uncertainty 153 + treatment: MULT + type: HC_sys153 + sys_corr_154: + description: Systematic uncertainty 154 + treatment: MULT + type: HC_sys154 + sys_corr_155: + description: Systematic uncertainty 155 + treatment: MULT + type: HC_sys155 + sys_corr_156: + description: Systematic uncertainty 156 + treatment: MULT + type: HC_sys156 + sys_corr_157: + description: Systematic uncertainty 157 + treatment: MULT + type: HC_sys157 + sys_corr_158: + description: Systematic uncertainty 158 + treatment: MULT + type: HC_sys158 + sys_corr_159: + description: Systematic uncertainty 159 + treatment: MULT + type: HC_sys159 + sys_corr_160: + description: Systematic uncertainty 160 + treatment: MULT + type: HC_sys160 + sys_corr_161: + description: Systematic uncertainty 161 + treatment: MULT + type: HC_sys161 + sys_corr_162: + description: Systematic uncertainty 162 + treatment: MULT + type: HC_sys162 + sys_corr_163: + description: Systematic uncertainty 163 + treatment: MULT + type: HC_delta_rel + sys_corr_164: + description: Systematic uncertainty 164 + treatment: MULT + type: HC_delta_1 + sys_corr_165: + description: Systematic uncertainty 165 + treatment: MULT + type: HC_delta_2 + sys_corr_166: + description: Systematic uncertainty 166 + treatment: MULT + type: HC_delta_3 + sys_corr_167: + description: Systematic uncertainty 167 + treatment: MULT + type: HC_delta_4 + sys_corr_168: + description: Systematic uncertainty 168 + treatment: MULT + type: HC_delta_gp + sys_corr_169: + description: Systematic uncertainty 169 + treatment: MULT + type: HC_delta_had +bins: +- stat: 0.06372050347 + sys_corr_0: 0.03461497602 + sys_corr_1: 0.0010458757 + sys_corr_2: 0.0020636742 + sys_corr_3: -0.005243417100000001 + sys_corr_4: -0.0014810723 + sys_corr_5: 0.0040641747 + sys_corr_6: -0.0015933811 + sys_corr_7: -7.0193e-06 + sys_corr_8: -6.31737e-05 + sys_corr_9: 2.80772e-05 + sys_corr_10: 0.0001123088 + sys_corr_11: -0.0002526948 + sys_corr_12: -0.00028077200000000004 + sys_corr_13: 7.0193e-06 + sys_corr_14: -0.00011932810000000001 + sys_corr_15: -3.5096500000000005e-05 + sys_corr_16: -0.00021057900000000002 + sys_corr_17: 0.0001263474 + sys_corr_18: -0.0019232882000000005 + sys_corr_19: 0.00040010010000000006 + sys_corr_20: 3.5096500000000005e-05 + sys_corr_21: -7.019300000000001e-05 + sys_corr_22: -0.0001544246 + sys_corr_23: 0.0011371266 + sys_corr_24: -0.0001684632 + sys_corr_25: 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sys_corr_77: 7.02815e-06 + sys_corr_78: 9.2093e-06 + sys_corr_79: 5.8164e-06 + sys_corr_80: -4.60465e-06 + sys_corr_81: -2.3507950000000002e-05 + sys_corr_82: -1.914565e-05 + sys_corr_83: 1.11481e-05 + sys_corr_84: 6.54345e-06 + sys_corr_85: 8.96695e-06 + sys_corr_86: 1.429865e-05 + sys_corr_87: 1.1875150000000001e-05 + sys_corr_88: -3.8776e-06 + sys_corr_89: -2.1811499999999996e-05 + sys_corr_90: -1.4540999999999999e-05 + sys_corr_91: -6.082985e-05 + sys_corr_92: 4.60465e-06 + sys_corr_93: -1.6964500000000003e-05 + sys_corr_94: -7.2705e-07 + sys_corr_95: -4.871235e-05 + sys_corr_96: -8.38531e-05 + sys_corr_97: 1.4540999999999999e-05 + sys_corr_98: 4.55618e-05 + sys_corr_99: -0.00012481025 + sys_corr_100: 0.00015825454999999998 + sys_corr_101: 1.16328e-05 + sys_corr_102: -8.409544999999999e-05 + sys_corr_103: 0.00013668539999999997 + sys_corr_104: -4.1684199999999996e-05 + sys_corr_105: -0.0001328078 + sys_corr_106: -2.4235000000000004e-05 + sys_corr_107: 0.0001875789 + sys_corr_108: 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sys_corr_140: 2.6900850000000002e-05 + sys_corr_141: 2.399265e-05 + sys_corr_142: -0.00034777225 + sys_corr_143: -0.00036182855 + sys_corr_144: -0.00012868785000000002 + sys_corr_145: 4.60465e-06 + sys_corr_146: 1.69645e-06 + sys_corr_147: 7.17356e-05 + sys_corr_148: 2.66585e-05 + sys_corr_149: -0.00030729980000000003 + sys_corr_150: 4.847e-06 + sys_corr_151: 7.02815e-06 + sys_corr_152: -0.0001235985 + sys_corr_153: -3.53831e-05 + sys_corr_154: 1.720685e-05 + sys_corr_155: 1.89033e-05 + sys_corr_156: -6.54345e-06 + sys_corr_157: -7.5128499999999996e-06 + sys_corr_158: 4.60465e-06 + sys_corr_159: -0.0 + sys_corr_160: 1.1875150000000001e-05 + sys_corr_161: -2.4235e-06 + sys_corr_162: 2.5204399999999995e-05 + sys_corr_163: 0.0005909995569999999 + sys_corr_164: 4.9999955550000005e-06 + sys_corr_165: 7.50000545e-05 + sys_corr_166: -0.000150000109 + sys_corr_167: -3.300007245e-05 + sys_corr_168: -6.001991630000001e-06 + sys_corr_169: 5.2888767550000005e-05 diff --git a/nnpdf_data/nnpdf_data/commondata/HERA_NC_300GEV/data_legacy_EP-SIGMARED.yaml b/nnpdf_data/nnpdf_data/commondata/HERA_NC_300GEV/data_EP-SIGMARED.yaml similarity index 100% rename from nnpdf_data/nnpdf_data/commondata/HERA_NC_300GEV/data_legacy_EP-SIGMARED.yaml rename to nnpdf_data/nnpdf_data/commondata/HERA_NC_300GEV/data_EP-SIGMARED.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/HERA_NC_300GEV/filter.py b/nnpdf_data/nnpdf_data/commondata/HERA_NC_300GEV/filter.py new file mode 100644 index 0000000000..968265df82 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/HERA_NC_300GEV/filter.py @@ -0,0 +1,65 @@ +from nnpdf_data.filter_utils.hera_utils import commondata #, covmat_is_close +from pathlib import Path +from dataclasses import dataclass +import typing +from typing import List +import numpy as np +import pandas as pd +from os import PathLike +import yaml + +@dataclass +class hera_commondata(commondata): + def __init__(self, filename: str | PathLike, dataset_name: str, + process: str): + # Read the data. + file = Path(filename) + df = pd.read_table(file, sep=r"\s+") + + # Kinematic quantieties. + self.central_values = df["Sigma"].to_numpy() + self.kinematics = df[["x", "Q2", "y"]].to_numpy() + self.kinematic_quantities = ["x", "Q2", "y"] + + # Statistical uncertainties. + statistical_uncertainties = df["stat"].to_numpy() + for iunc,unc in enumerate(statistical_uncertainties): + unc = self.central_values[iunc]*unc/100 + statistical_uncertainties[iunc] = unc + self.statistical_uncertainties = statistical_uncertainties + + # Systematic uncertainties. + # remove the column containing the total uncertainty excluding + # procedural uncertainties. + df = df.drop(columns=["tot_noproc"]) + sys_uncert_col_names = list(df.columns.values)[5:] + self.systematic_uncertainties = df[sys_uncert_col_names].to_numpy() + systematic_uncertainties = df[sys_uncert_col_names].to_numpy() + for iunc,unc in enumerate(systematic_uncertainties): + unc = self.central_values[iunc]*unc/100 + systematic_uncertainties[iunc] = unc + self.systematic_uncertainties = systematic_uncertainties + + # All uncertainties are treated as multiplicative. + systypes = [] + for name in sys_uncert_col_names: + if(name == "uncor"): + systypes.append(("MULT", "UNCORR")) + else: + systypes.append(("MULT", "HC_" + name)) + self.systypes = systypes + self.process = process + self.dataset_name = dataset_name + + +def main(): + hera_ep = hera_commondata("./rawdata/HERA1+2_NCep_820.dat","HERACOMBNCEP820", "DIS_NCE") + hera_ep.write_new_commondata(Path("data_EP-SIGMARED.yaml"), + Path("kinematics_EP-SIGMARED.yaml"), + Path("uncertainties_EP-SIGMARED.yaml")) + +if __name__ == "__main__": + main() + + + diff --git a/nnpdf_data/nnpdf_data/commondata/HERA_NC_300GEV/kinematics_EP-SIGMARED.yaml b/nnpdf_data/nnpdf_data/commondata/HERA_NC_300GEV/kinematics_EP-SIGMARED.yaml index 369a4e781f..7dc0fa531a 100644 --- a/nnpdf_data/nnpdf_data/commondata/HERA_NC_300GEV/kinematics_EP-SIGMARED.yaml +++ b/nnpdf_data/nnpdf_data/commondata/HERA_NC_300GEV/kinematics_EP-SIGMARED.yaml @@ -1,1345 +1,1345 @@ bins: -- k1: +- x: min: null mid: 6.21e-07 max: null - k2: + Q2: min: null mid: 0.045 max: null - k3: + y: min: null mid: 0.80337 max: null -- k1: +- x: min: null mid: 8.97e-07 max: null - k2: + Q2: min: null mid: 0.065 max: null - k3: + y: min: null mid: 0.80337 max: null -- k1: +- x: min: null mid: 1.02e-06 max: null - k2: + Q2: min: null mid: 0.065 max: null - k3: + y: min: null mid: 0.70649 max: null -- k1: +- x: min: null mid: 1.17e-06 max: null - k2: + Q2: min: null mid: 0.085 max: null - k3: + y: min: null mid: 0.80543 max: null -- k1: +- x: min: null mid: 1.34e-06 max: null - k2: + Q2: min: null mid: 0.085 max: null - k3: + y: min: null mid: 0.70325 max: null -- k1: +- x: min: null mid: 1.56e-06 max: null - k2: + Q2: min: null mid: 0.085 max: null - k3: + y: min: null mid: 0.60407 max: null -- k1: 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0.66519 max: null -- k1: +- x: min: null mid: 0.008 max: null - k2: + Q2: min: null mid: 300.0 max: null - k3: + y: min: null mid: 0.41574 max: null -- k1: +- x: min: null mid: 0.008 max: null - k2: + Q2: min: null mid: 400.0 max: null - k3: + y: min: null mid: 0.55432 max: null -- k1: +- x: min: null mid: 0.013 max: null - k2: + Q2: min: null mid: 400.0 max: null - k3: + y: min: null mid: 0.34112 max: null -- k1: +- x: min: null mid: 0.008 max: null - k2: + Q2: min: null mid: 500.0 max: null - k3: + y: min: null mid: 0.6929 max: null -- k1: +- x: min: null mid: 0.013 max: null - k2: + Q2: min: null mid: 500.0 max: null - k3: + y: min: null mid: 0.4264 max: null -- k1: +- x: min: null mid: 0.0085 max: null - k2: + Q2: min: null mid: 650.0 max: null - k3: + y: min: null mid: 0.84779 max: null -- k1: +- x: min: null mid: 0.013 max: null - k2: + Q2: min: null mid: 650.0 max: null - k3: + y: min: null mid: 0.55432 max: null -- k1: +- x: min: null mid: 0.02 max: null - k2: + Q2: min: null mid: 650.0 max: null - k3: + y: min: null mid: 0.36031 max: null -- k1: +- x: min: null mid: 0.013 max: null - k2: + Q2: min: null mid: 800.0 max: null - k3: + y: min: null mid: 0.68224 max: null -- k1: +- x: min: null mid: 0.02 max: null - k2: + Q2: min: null mid: 800.0 max: null - k3: + y: min: null mid: 0.44346 max: null -- k1: +- x: min: null mid: 0.02 max: null - k2: + Q2: min: null mid: 1000.0 max: null - k3: + y: min: null mid: 0.55432 max: null -- k1: +- x: min: null mid: 0.014 max: null - k2: + Q2: min: null mid: 1200.0 max: null - k3: + y: min: null mid: 0.95027 max: null -- k1: +- x: min: null mid: 0.02 max: null - k2: + Q2: min: null mid: 1200.0 max: null - k3: + y: min: null mid: 0.66519 max: null -- k1: +- x: min: null mid: 0.032 max: null - k2: + Q2: min: null mid: 1200.0 max: null - k3: + y: min: null mid: 0.41574 max: null -- k1: +- x: min: null mid: 0.02 max: null - k2: + Q2: min: null mid: 1500.0 max: null - k3: + y: min: null mid: 0.83149 max: null -- k1: +- x: min: null mid: 0.032 max: null - k2: + Q2: min: null mid: 1500.0 max: null - k3: + y: min: null mid: 0.51968 max: null -- k1: +- x: min: null mid: 0.032 max: null - k2: + Q2: min: null mid: 2000.0 max: null - k3: + y: min: null mid: 0.6929 max: null -- k1: +- x: min: null mid: 0.05 max: null - k2: + Q2: min: null mid: 2000.0 max: null - k3: + y: min: null mid: 0.44346 max: null -- k1: +- x: min: null mid: 0.05 max: null - k2: + Q2: min: null mid: 3000.0 max: null - k3: + y: min: null mid: 0.66519 max: null -- k1: +- x: min: null mid: 0.08 max: null - k2: + Q2: min: null mid: 3000.0 max: null - k3: + y: min: null mid: 0.41574 max: null -- k1: +- x: min: null mid: 0.08 max: null - k2: + Q2: min: null mid: 5000.0 max: null - k3: + y: min: null mid: 0.6929 max: null -- k1: +- x: min: null mid: 0.13 max: null - k2: + Q2: min: null mid: 5000.0 max: null - k3: + y: min: null mid: 0.4264 max: null -- k1: +- x: min: null mid: 0.13 max: null - k2: + Q2: min: null mid: 8000.0 max: null - k3: + y: min: null mid: 0.68224 max: null -- k1: +- x: min: null mid: 0.18 max: null - k2: + Q2: min: null mid: 8000.0 max: null - k3: + y: min: null mid: 0.49273 max: null -- k1: +- x: min: null mid: 0.25 max: null - k2: + Q2: min: null mid: 8000.0 max: null - k3: + y: min: null mid: 0.35477 max: null -- k1: +- x: min: null mid: 0.18 max: null - k2: + Q2: min: null mid: 12000.0 max: null - k3: + y: min: null mid: 0.7391 max: null -- k1: +- x: min: null mid: 0.25 max: null - k2: + Q2: min: null mid: 12000.0 max: null - k3: + y: min: null mid: 0.53215 max: null -- k1: +- x: min: null mid: 0.25 max: null - k2: + Q2: min: null mid: 20000.0 max: null - k3: + y: min: null mid: 0.88692 max: null -- k1: +- x: min: null mid: 0.4 max: null - k2: + Q2: min: null mid: 20000.0 max: null - k3: + y: min: null mid: 0.55432 max: null -- k1: +- x: min: null mid: 0.4 max: null - k2: + Q2: min: null mid: 30000.0 max: null - k3: + y: min: null mid: 0.83149 max: null diff --git a/nnpdf_data/nnpdf_data/commondata/HERA_NC_300GEV/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/HERA_NC_300GEV/metadata.yaml index 7ff53510a1..0fc06b636b 100644 --- a/nnpdf_data/nnpdf_data/commondata/HERA_NC_300GEV/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/HERA_NC_300GEV/metadata.yaml @@ -1,6 +1,6 @@ setname: HERA_NC_300GEV version: 1 -version_comment: Port of old commondata +version_comment: Reimplementation of HERA dataset in new commondata format. nnpdf_metadata: nnpdf31_process: DIS NC experiment: HERACOMB @@ -18,7 +18,7 @@ implemented_observables: description: Deep Inelastic Scattering label: HERA I+II inclusive NC $e^+p$ 820 GeV units: '' - process_type: DIS_NCP + process_type: DIS_NC tables: [] npoints: [] ndata: 112 @@ -31,7 +31,7 @@ implemented_observables: x_scale: log y_scale: log line_by: - - k2 + - Q2 figure_by: - k2bins10 normalize: @@ -39,7 +39,7 @@ implemented_observables: line_by: [] figure_by: - k2bins10 - - k2 + - Q2 extra_labels: qplot: - 0 @@ -154,24 +154,24 @@ implemented_observables: - 1 - 1 - 1 - plot_x: k1 + plot_x: x kinematic_coverage: - - k1 - - k2 - - k3 + - x + - Q2 + - y kinematics: variables: - k1: - description: Variable k1 - label: k1 + x: + description: Bjorken x + label: "$x$" units: '' - k2: - description: Variable k2 - label: k2 - units: '' - k3: - description: Variable k3 - label: k3 + Q2: + description: Square of momentum transfer + label: "$Q2$" + units: '$GeV^2$' + y: + description: Inelasticity y + label: "$y$" units: '' file: kinematics_EP-SIGMARED.yaml theory: @@ -179,10 +179,10 @@ implemented_observables: operation: 'null' FK_tables: - - HERA_NC_300GEV_EP_SIGMARED - data_uncertainties: [] + data_uncertainties: [uncertainties_EP-SIGMARED.yaml] variants: legacy: data_uncertainties: - - uncertainties_legacy_EP-SIGMARED.yaml - data_central: data_legacy_EP-SIGMARED.yaml + - uncertainties_EP-SIGMARED.yaml + data_central: data_EP-SIGMARED.yaml ported_from: HERACOMBNCEP820 diff --git a/nnpdf_data/nnpdf_data/commondata/HERA_NC_300GEV/rawdata/HERA1+2_NCep_820.dat b/nnpdf_data/nnpdf_data/commondata/HERA_NC_300GEV/rawdata/HERA1+2_NCep_820.dat new file mode 100644 index 0000000000..98f5d49af0 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/HERA_NC_300GEV/rawdata/HERA1+2_NCep_820.dat @@ -0,0 +1,114 @@ +Q2 x y Sigma stat uncor sys1 sys2 sys3 sys4 sys5 sys6 sys7 sys8 sys9 sys10 sys11 sys12 sys13 sys14 sys15 sys16 sys17 sys18 sys19 sys20 sys21 sys22 sys23 sys24 sys25 sys26 sys27 sys28 sys29 sys30 sys31 sys32 sys33 sys34 sys35 sys36 sys37 sys38 sys39 sys40 sys41 sys42 sys43 sys44 sys45 sys46 sys47 sys48 sys49 sys50 sys51 sys52 sys53 sys54 sys55 sys56 sys57 sys58 sys59 sys60 sys61 sys62 sys63 sys64 sys65 sys66 sys67 sys68 sys69 sys70 sys71 sys72 sys73 sys74 sys75 sys76 sys77 sys78 sys79 sys80 sys81 sys82 sys83 sys84 sys85 sys86 sys87 sys88 sys89 sys90 sys91 sys92 sys93 sys94 sys95 sys96 sys97 sys98 sys99 sys100 sys101 sys102 sys103 sys104 sys105 sys106 sys107 sys108 sys109 sys110 sys111 sys112 sys113 sys114 sys115 sys116 sys117 sys118 sys119 sys120 sys121 sys122 sys123 sys124 sys125 sys126 sys127 sys128 sys129 sys130 sys131 sys132 sys133 sys134 sys135 sys136 sys137 sys138 sys139 sys140 sys141 sys142 sys143 sys144 sys145 sys146 sys147 sys148 sys149 sys150 sys151 sys152 sys153 sys154 sys155 sys156 sys157 sys158 sys159 sys160 sys161 sys162 tot_noproc delta_rel delta_1 delta_2 delta_3 delta_4 delta_gp delta_had + +4.5000E-02 6.2100E-07 8.0337E-01 7.8496E-02 5.0622E+00 1.4974E+00 0.059 -0.055 0.070 -0.219 0.401 -0.414 -0.020 0.045 -0.002 -0.032 0.028 -0.416 -0.119 0.414 -0.674 -0.147 -0.220 0.016 0.030 0.061 0.198 -1.020 -0.119 0.045 0.275 -0.762 0.694 -0.479 0.378 -0.426 0.196 1.289 1.257 1.597 0.621 1.342 -1.633 2.073 -2.868 -0.127 -0.790 0.530 -0.162 0.162 -1.152 1.515 0.181 0.359 -0.447 -0.900 1.005 -0.329 0.874 0.225 -1.302 0.125 0.474 -0.447 0.220 -0.067 0.018 -0.120 0.093 -0.856 -0.810 0.672 0.604 -1.378 -0.555 -0.478 0.420 -0.218 -0.571 -1.497 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-0.022 0.023 0.018 -0.042 -0.065 0.029 -0.049 0.019 -0.019 0.011 0.044 -0.036 -0.043 -0.015 0.075 -0.075 0.002 -0.011 0.093 -0.037 -0.044 0.001 -0.017 -0.082 0.081 0.092 0.053 0.001 0.025 0.029 0.088 -0.040 0.088 0.073 0.199 0.028 -0.078 0.029 -0.004 0.042 0.074 -0.038 0.006 -0.005 0.125 0.148 -0.006 -0.005 0.165 0.233 -0.234 -0.163 -0.077 -0.005 0.006 0.009 0.054 -0.116 -0.124 0.062 -0.190 0.074 -0.040 -0.090 0.120 -0.280 -0.106 -0.214 0.029 -0.194 -0.047 0.033 0.020 0.263 -0.126 0.129 -0.077 0.001 0.027 0.067 0.024 0.063 -0.103 0.087 0.008 -0.018 0.088 0.020 0.398 0.045 -0.615 -0.171 -0.200 -0.017 -0.116 -0.209 0.172 0.002 -0.010 -0.017 0.010 -0.037 -0.030 -0.023 0.001 0.012 0.005 0.091 0.091 -0.009 -0.005 0.003 0.014 -0.013 -0.002 -0.005 0.083 0.002 0.000 -0.012 -0.097 0.007 6.57297E+01 -0.413818 -0.00899604 -0.0269881 -0.0809644 0.269881 -0.52427 -0.0719878 diff --git a/nnpdf_data/nnpdf_data/commondata/HERA_NC_300GEV/uncertainties_EP-SIGMARED.yaml b/nnpdf_data/nnpdf_data/commondata/HERA_NC_300GEV/uncertainties_EP-SIGMARED.yaml new file mode 100644 index 0000000000..4b16e3f13b --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/HERA_NC_300GEV/uncertainties_EP-SIGMARED.yaml @@ -0,0 +1,19838 @@ +definitions: + stat: + description: Statistical uncertainty. + treatment: ADD + type: UNCORR + sys_corr_0: + description: Systematic uncertainty 0 + treatment: MULT + type: UNCORR + sys_corr_1: + description: Systematic uncertainty 1 + treatment: MULT + type: HC_sys1 + sys_corr_2: + description: Systematic uncertainty 2 + treatment: MULT + type: HC_sys2 + sys_corr_3: + description: Systematic uncertainty 3 + treatment: MULT + type: HC_sys3 + sys_corr_4: + description: Systematic uncertainty 4 + treatment: MULT + type: HC_sys4 + sys_corr_5: + description: Systematic uncertainty 5 + treatment: MULT + type: HC_sys5 + sys_corr_6: + description: Systematic uncertainty 6 + treatment: MULT + type: HC_sys6 + sys_corr_7: + description: Systematic uncertainty 7 + treatment: MULT + type: HC_sys7 + sys_corr_8: + description: Systematic uncertainty 8 + treatment: MULT + type: HC_sys8 + sys_corr_9: + description: Systematic uncertainty 9 + treatment: MULT + type: HC_sys9 + sys_corr_10: + description: Systematic uncertainty 10 + treatment: MULT + type: HC_sys10 + sys_corr_11: + description: Systematic uncertainty 11 + treatment: MULT + type: HC_sys11 + sys_corr_12: + description: Systematic uncertainty 12 + treatment: MULT + type: HC_sys12 + sys_corr_13: + description: Systematic uncertainty 13 + treatment: MULT + type: HC_sys13 + sys_corr_14: + description: Systematic uncertainty 14 + treatment: MULT + type: HC_sys14 + sys_corr_15: + description: Systematic uncertainty 15 + treatment: MULT + type: HC_sys15 + sys_corr_16: + description: Systematic uncertainty 16 + treatment: MULT + type: HC_sys16 + sys_corr_17: + description: Systematic uncertainty 17 + treatment: MULT + type: HC_sys17 + sys_corr_18: + description: Systematic uncertainty 18 + treatment: MULT + type: HC_sys18 + sys_corr_19: + description: Systematic uncertainty 19 + treatment: MULT + type: HC_sys19 + sys_corr_20: + description: Systematic uncertainty 20 + treatment: MULT + type: HC_sys20 + sys_corr_21: + description: Systematic uncertainty 21 + treatment: MULT + type: HC_sys21 + sys_corr_22: + description: Systematic uncertainty 22 + treatment: MULT + type: HC_sys22 + sys_corr_23: + description: Systematic uncertainty 23 + treatment: MULT + type: HC_sys23 + sys_corr_24: + description: Systematic uncertainty 24 + treatment: MULT + type: HC_sys24 + sys_corr_25: + description: Systematic uncertainty 25 + treatment: MULT + type: HC_sys25 + sys_corr_26: + description: Systematic uncertainty 26 + treatment: MULT + type: HC_sys26 + sys_corr_27: + description: Systematic uncertainty 27 + treatment: MULT + type: HC_sys27 + sys_corr_28: + description: Systematic uncertainty 28 + treatment: MULT + type: HC_sys28 + sys_corr_29: + description: Systematic uncertainty 29 + treatment: MULT + type: HC_sys29 + sys_corr_30: + description: Systematic uncertainty 30 + treatment: MULT + type: HC_sys30 + sys_corr_31: + description: Systematic uncertainty 31 + treatment: MULT + type: HC_sys31 + sys_corr_32: + description: Systematic uncertainty 32 + treatment: MULT + type: HC_sys32 + sys_corr_33: + description: Systematic uncertainty 33 + treatment: MULT + type: HC_sys33 + sys_corr_34: + description: Systematic uncertainty 34 + treatment: MULT + type: HC_sys34 + sys_corr_35: + description: Systematic uncertainty 35 + treatment: MULT + type: HC_sys35 + sys_corr_36: + description: Systematic uncertainty 36 + treatment: MULT + type: HC_sys36 + sys_corr_37: + description: Systematic uncertainty 37 + treatment: MULT + type: HC_sys37 + sys_corr_38: + description: Systematic uncertainty 38 + treatment: MULT + type: HC_sys38 + sys_corr_39: + description: Systematic uncertainty 39 + treatment: MULT + type: HC_sys39 + sys_corr_40: + description: Systematic uncertainty 40 + treatment: MULT + type: HC_sys40 + sys_corr_41: + description: Systematic uncertainty 41 + treatment: MULT + type: HC_sys41 + sys_corr_42: + description: Systematic uncertainty 42 + treatment: MULT + type: HC_sys42 + sys_corr_43: + description: Systematic uncertainty 43 + treatment: MULT + type: HC_sys43 + sys_corr_44: + description: Systematic uncertainty 44 + treatment: MULT + type: HC_sys44 + sys_corr_45: + description: Systematic uncertainty 45 + treatment: MULT + type: HC_sys45 + sys_corr_46: + description: Systematic uncertainty 46 + treatment: MULT + type: HC_sys46 + sys_corr_47: + description: Systematic uncertainty 47 + treatment: MULT + type: HC_sys47 + sys_corr_48: + description: Systematic uncertainty 48 + treatment: MULT + type: HC_sys48 + sys_corr_49: + description: Systematic uncertainty 49 + treatment: MULT + type: HC_sys49 + sys_corr_50: + description: Systematic uncertainty 50 + treatment: MULT + type: HC_sys50 + sys_corr_51: + description: Systematic uncertainty 51 + treatment: MULT + type: HC_sys51 + sys_corr_52: + description: Systematic uncertainty 52 + treatment: MULT + type: HC_sys52 + sys_corr_53: + description: Systematic uncertainty 53 + treatment: MULT + type: HC_sys53 + sys_corr_54: + description: Systematic uncertainty 54 + treatment: MULT + type: HC_sys54 + sys_corr_55: + description: Systematic uncertainty 55 + treatment: MULT + type: HC_sys55 + sys_corr_56: + description: Systematic uncertainty 56 + treatment: MULT + type: HC_sys56 + sys_corr_57: + description: Systematic uncertainty 57 + treatment: MULT + type: HC_sys57 + sys_corr_58: + description: Systematic uncertainty 58 + treatment: MULT + type: HC_sys58 + sys_corr_59: + description: Systematic uncertainty 59 + treatment: MULT + type: HC_sys59 + sys_corr_60: + description: Systematic uncertainty 60 + treatment: MULT + type: HC_sys60 + sys_corr_61: + description: Systematic uncertainty 61 + treatment: MULT + type: HC_sys61 + sys_corr_62: + description: Systematic uncertainty 62 + treatment: MULT + type: HC_sys62 + sys_corr_63: + description: Systematic uncertainty 63 + treatment: MULT + type: HC_sys63 + sys_corr_64: + description: Systematic uncertainty 64 + treatment: MULT + type: HC_sys64 + sys_corr_65: + description: Systematic uncertainty 65 + treatment: MULT + type: HC_sys65 + sys_corr_66: + description: Systematic uncertainty 66 + treatment: MULT + type: HC_sys66 + sys_corr_67: + description: Systematic uncertainty 67 + treatment: MULT + type: HC_sys67 + sys_corr_68: + description: Systematic uncertainty 68 + treatment: MULT + type: HC_sys68 + sys_corr_69: + description: Systematic uncertainty 69 + treatment: MULT + type: HC_sys69 + sys_corr_70: + description: Systematic uncertainty 70 + treatment: MULT + type: HC_sys70 + sys_corr_71: + description: Systematic uncertainty 71 + treatment: MULT + type: HC_sys71 + sys_corr_72: + description: Systematic uncertainty 72 + treatment: MULT + type: HC_sys72 + sys_corr_73: + description: Systematic uncertainty 73 + treatment: MULT + type: HC_sys73 + sys_corr_74: + description: Systematic uncertainty 74 + treatment: MULT + type: HC_sys74 + sys_corr_75: + description: Systematic uncertainty 75 + treatment: MULT + type: HC_sys75 + sys_corr_76: + description: Systematic uncertainty 76 + treatment: MULT + type: HC_sys76 + sys_corr_77: + description: Systematic uncertainty 77 + treatment: MULT + type: HC_sys77 + sys_corr_78: + description: Systematic uncertainty 78 + treatment: MULT + type: HC_sys78 + sys_corr_79: + description: Systematic uncertainty 79 + treatment: MULT + type: HC_sys79 + sys_corr_80: + description: Systematic uncertainty 80 + treatment: MULT + type: HC_sys80 + sys_corr_81: + description: Systematic uncertainty 81 + treatment: MULT + type: HC_sys81 + sys_corr_82: + description: Systematic uncertainty 82 + treatment: MULT + type: HC_sys82 + sys_corr_83: + description: Systematic uncertainty 83 + treatment: MULT + type: HC_sys83 + sys_corr_84: + description: Systematic uncertainty 84 + treatment: MULT + type: HC_sys84 + sys_corr_85: + description: Systematic uncertainty 85 + treatment: MULT + type: HC_sys85 + sys_corr_86: + description: Systematic uncertainty 86 + treatment: MULT + type: HC_sys86 + sys_corr_87: + description: Systematic uncertainty 87 + treatment: MULT + type: HC_sys87 + sys_corr_88: + description: Systematic uncertainty 88 + treatment: MULT + type: HC_sys88 + sys_corr_89: + description: Systematic uncertainty 89 + treatment: MULT + type: HC_sys89 + sys_corr_90: + description: Systematic uncertainty 90 + treatment: MULT + type: HC_sys90 + sys_corr_91: + description: Systematic uncertainty 91 + treatment: MULT + type: HC_sys91 + sys_corr_92: + description: Systematic uncertainty 92 + treatment: MULT + type: HC_sys92 + sys_corr_93: + description: Systematic uncertainty 93 + treatment: MULT + type: HC_sys93 + sys_corr_94: + description: Systematic uncertainty 94 + treatment: MULT + type: HC_sys94 + sys_corr_95: + description: Systematic uncertainty 95 + treatment: MULT + type: HC_sys95 + sys_corr_96: + description: Systematic uncertainty 96 + treatment: MULT + type: HC_sys96 + sys_corr_97: + description: Systematic uncertainty 97 + treatment: MULT + type: HC_sys97 + sys_corr_98: + description: Systematic uncertainty 98 + treatment: MULT + type: HC_sys98 + sys_corr_99: + description: Systematic uncertainty 99 + treatment: MULT + type: HC_sys99 + sys_corr_100: + description: Systematic uncertainty 100 + treatment: MULT + type: HC_sys100 + sys_corr_101: + description: Systematic uncertainty 101 + treatment: MULT + type: HC_sys101 + sys_corr_102: + description: Systematic uncertainty 102 + treatment: MULT + type: HC_sys102 + sys_corr_103: + description: Systematic uncertainty 103 + treatment: MULT + type: HC_sys103 + sys_corr_104: + description: Systematic uncertainty 104 + treatment: MULT + type: HC_sys104 + sys_corr_105: + description: Systematic uncertainty 105 + treatment: MULT + type: HC_sys105 + sys_corr_106: + description: Systematic uncertainty 106 + treatment: MULT + type: HC_sys106 + sys_corr_107: + description: Systematic uncertainty 107 + treatment: MULT + type: HC_sys107 + sys_corr_108: + description: Systematic uncertainty 108 + treatment: MULT + type: HC_sys108 + sys_corr_109: + description: Systematic uncertainty 109 + treatment: MULT + type: HC_sys109 + sys_corr_110: + description: Systematic uncertainty 110 + treatment: MULT + type: HC_sys110 + sys_corr_111: + description: Systematic uncertainty 111 + treatment: MULT + type: HC_sys111 + sys_corr_112: + description: Systematic uncertainty 112 + treatment: MULT + type: HC_sys112 + sys_corr_113: + description: Systematic uncertainty 113 + treatment: MULT + type: HC_sys113 + sys_corr_114: + description: Systematic uncertainty 114 + treatment: MULT + type: HC_sys114 + sys_corr_115: + description: Systematic uncertainty 115 + treatment: MULT + type: HC_sys115 + sys_corr_116: + description: Systematic uncertainty 116 + treatment: MULT + type: HC_sys116 + sys_corr_117: + description: Systematic uncertainty 117 + treatment: MULT + type: HC_sys117 + sys_corr_118: + description: Systematic uncertainty 118 + treatment: MULT + type: HC_sys118 + sys_corr_119: + description: Systematic uncertainty 119 + treatment: MULT + type: HC_sys119 + sys_corr_120: + description: Systematic uncertainty 120 + treatment: MULT + type: HC_sys120 + sys_corr_121: + description: Systematic uncertainty 121 + treatment: MULT + type: HC_sys121 + sys_corr_122: + description: Systematic uncertainty 122 + treatment: MULT + type: HC_sys122 + sys_corr_123: + description: Systematic uncertainty 123 + treatment: MULT + type: HC_sys123 + sys_corr_124: + description: Systematic uncertainty 124 + treatment: MULT + type: HC_sys124 + sys_corr_125: + description: Systematic uncertainty 125 + treatment: MULT + type: HC_sys125 + sys_corr_126: + description: Systematic uncertainty 126 + treatment: MULT + type: HC_sys126 + sys_corr_127: + description: Systematic uncertainty 127 + treatment: MULT + type: HC_sys127 + sys_corr_128: + description: Systematic uncertainty 128 + treatment: MULT + type: HC_sys128 + sys_corr_129: + description: Systematic uncertainty 129 + treatment: MULT + type: HC_sys129 + sys_corr_130: + description: Systematic uncertainty 130 + treatment: MULT + type: HC_sys130 + sys_corr_131: + description: Systematic uncertainty 131 + treatment: MULT + type: HC_sys131 + sys_corr_132: + description: Systematic uncertainty 132 + treatment: MULT + type: HC_sys132 + sys_corr_133: + description: Systematic uncertainty 133 + treatment: MULT + type: HC_sys133 + sys_corr_134: + description: Systematic uncertainty 134 + treatment: MULT + type: HC_sys134 + sys_corr_135: + description: Systematic uncertainty 135 + treatment: MULT + type: HC_sys135 + sys_corr_136: + description: Systematic uncertainty 136 + treatment: MULT + type: HC_sys136 + sys_corr_137: + description: Systematic uncertainty 137 + treatment: MULT + type: HC_sys137 + sys_corr_138: + description: Systematic uncertainty 138 + treatment: MULT + type: HC_sys138 + sys_corr_139: + description: Systematic uncertainty 139 + treatment: MULT + type: HC_sys139 + sys_corr_140: + description: Systematic uncertainty 140 + treatment: MULT + type: HC_sys140 + sys_corr_141: + description: Systematic uncertainty 141 + treatment: MULT + type: HC_sys141 + sys_corr_142: + description: Systematic uncertainty 142 + treatment: MULT + type: HC_sys142 + sys_corr_143: + description: Systematic uncertainty 143 + treatment: MULT + type: HC_sys143 + sys_corr_144: + description: Systematic uncertainty 144 + treatment: MULT + type: HC_sys144 + sys_corr_145: + description: Systematic uncertainty 145 + treatment: MULT + type: HC_sys145 + sys_corr_146: + description: Systematic uncertainty 146 + treatment: MULT + type: HC_sys146 + sys_corr_147: + description: Systematic uncertainty 147 + treatment: MULT + type: HC_sys147 + sys_corr_148: + description: Systematic uncertainty 148 + treatment: MULT + type: HC_sys148 + sys_corr_149: + description: Systematic uncertainty 149 + treatment: MULT + type: HC_sys149 + sys_corr_150: + description: Systematic uncertainty 150 + treatment: MULT + type: HC_sys150 + sys_corr_151: + description: Systematic uncertainty 151 + treatment: MULT + type: HC_sys151 + sys_corr_152: + description: Systematic uncertainty 152 + treatment: MULT + type: HC_sys152 + sys_corr_153: + description: Systematic uncertainty 153 + treatment: MULT + type: HC_sys153 + sys_corr_154: + description: Systematic uncertainty 154 + treatment: MULT + type: HC_sys154 + sys_corr_155: + description: Systematic uncertainty 155 + treatment: MULT + type: HC_sys155 + sys_corr_156: + description: Systematic uncertainty 156 + treatment: MULT + type: HC_sys156 + sys_corr_157: + description: Systematic uncertainty 157 + treatment: MULT + type: HC_sys157 + sys_corr_158: + description: Systematic uncertainty 158 + treatment: MULT + type: HC_sys158 + sys_corr_159: + description: Systematic uncertainty 159 + treatment: MULT + type: HC_sys159 + sys_corr_160: + description: Systematic uncertainty 160 + treatment: MULT + type: HC_sys160 + sys_corr_161: + description: Systematic uncertainty 161 + treatment: MULT + type: HC_sys161 + sys_corr_162: + description: Systematic uncertainty 162 + treatment: MULT + type: HC_sys162 + sys_corr_163: + description: Systematic uncertainty 163 + treatment: MULT + type: HC_delta_rel + sys_corr_164: + description: Systematic uncertainty 164 + treatment: MULT + type: HC_delta_1 + sys_corr_165: + description: Systematic uncertainty 165 + treatment: MULT + type: HC_delta_2 + sys_corr_166: + description: Systematic uncertainty 166 + treatment: MULT + type: HC_delta_3 + sys_corr_167: + description: Systematic uncertainty 167 + treatment: MULT + type: HC_delta_4 + sys_corr_168: + description: Systematic uncertainty 168 + treatment: MULT + type: HC_delta_gp + sys_corr_169: + description: Systematic uncertainty 169 + treatment: MULT + type: HC_delta_had +bins: +- stat: 0.003973624512 + sys_corr_0: 0.001175399104 + sys_corr_1: 4.631264e-05 + sys_corr_2: -4.3172799999999994e-05 + sys_corr_3: 5.494720000000001e-05 + sys_corr_4: -0.00017190623999999998 + sys_corr_5: 0.00031476895999999995 + sys_corr_6: -0.00032497343999999997 + sys_corr_7: -1.56992e-05 + sys_corr_8: 3.53232e-05 + sys_corr_9: -1.5699200000000001e-06 + sys_corr_10: -2.5118720000000002e-05 + sys_corr_11: 2.197888e-05 + sys_corr_12: -0.00032654335999999996 + sys_corr_13: -9.341024e-05 + sys_corr_14: 0.00032497343999999997 + sys_corr_15: -0.00052906304 + sys_corr_16: -0.00011538911999999998 + sys_corr_17: -0.00017269119999999998 + sys_corr_18: 1.2559360000000001e-05 + sys_corr_19: 2.3548799999999997e-05 + sys_corr_20: 4.788255999999999e-05 + sys_corr_21: 0.00015542208 + sys_corr_22: -0.0008006592 + sys_corr_23: -9.341024e-05 + sys_corr_24: 3.53232e-05 + sys_corr_25: 0.00021586400000000002 + sys_corr_26: -0.00059813952 + sys_corr_27: 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0.0 + sys_corr_160: -1.33392e-05 + sys_corr_161: -0.0001078252 + sys_corr_162: 7.7812e-06 + sys_corr_163: -0.0004600000888 + sys_corr_164: -9.999998064e-06 + sys_corr_165: -2.999997196e-05 + sys_corr_166: -9.000002704e-05 + sys_corr_167: 0.0002999997196 + sys_corr_168: -0.000582778532 + sys_corr_169: -8.002163848e-05 diff --git a/nnpdf_data/nnpdf_data/commondata/HERA_NC_318GEV/data_legacy_EM-SIGMARED.yaml b/nnpdf_data/nnpdf_data/commondata/HERA_NC_318GEV/data_EM-SIGMARED.yaml similarity index 100% rename from nnpdf_data/nnpdf_data/commondata/HERA_NC_318GEV/data_legacy_EM-SIGMARED.yaml rename to nnpdf_data/nnpdf_data/commondata/HERA_NC_318GEV/data_EM-SIGMARED.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/HERA_NC_318GEV/data_legacy_EP-SIGMARED.yaml b/nnpdf_data/nnpdf_data/commondata/HERA_NC_318GEV/data_EP-SIGMARED.yaml similarity index 100% rename from nnpdf_data/nnpdf_data/commondata/HERA_NC_318GEV/data_legacy_EP-SIGMARED.yaml rename to nnpdf_data/nnpdf_data/commondata/HERA_NC_318GEV/data_EP-SIGMARED.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/HERA_NC_318GEV/filter.py b/nnpdf_data/nnpdf_data/commondata/HERA_NC_318GEV/filter.py new file mode 100644 index 0000000000..df486a068a --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/HERA_NC_318GEV/filter.py @@ -0,0 +1,69 @@ +from nnpdf_data.filter_utils.hera_utils import commondata #, covmat_is_close +from pathlib import Path +from dataclasses import dataclass +import typing +from typing import List +import numpy as np +import pandas as pd +from os import PathLike +import yaml + +@dataclass +class hera_commondata(commondata): + def __init__(self, filename: str | PathLike, dataset_name: str, + process: str): + # Read the data. + file = Path(filename) + df = pd.read_table(file, sep=r"\s+") + + # Kinematic quantieties. + self.central_values = df["Sigma"].to_numpy() + self.kinematics = df[["x", "Q2", "y"]].to_numpy() + self.kinematic_quantities = ["x", "Q2", "y"] + + # Statistical uncertainties. + statistical_uncertainties = df["stat"].to_numpy() + for iunc,unc in enumerate(statistical_uncertainties): + unc = self.central_values[iunc]*unc/100 + statistical_uncertainties[iunc] = unc + self.statistical_uncertainties = statistical_uncertainties + + # Systematic uncertainties. + # remove the column containing the total uncertainty excluding + # procedural uncertainties. + df = df.drop(columns=["tot_noproc"]) + sys_uncert_col_names = list(df.columns.values)[5:] + self.systematic_uncertainties = df[sys_uncert_col_names].to_numpy() + systematic_uncertainties = df[sys_uncert_col_names].to_numpy() + for iunc,unc in enumerate(systematic_uncertainties): + unc = self.central_values[iunc]*unc/100 + systematic_uncertainties[iunc] = unc + self.systematic_uncertainties = systematic_uncertainties + + # All uncertainties are treated as multiplicative. + systypes = [] + for name in sys_uncert_col_names: + if(name == "uncor"): + systypes.append(("MULT", "UNCORR")) + else: + systypes.append(("MULT", "HC_" + name)) + self.systypes = systypes + self.process = process + self.dataset_name = dataset_name + +def main(): + hera_em = hera_commondata("./rawdata/HERA1+2_NCem.dat","HERACOMBNCEM", "DIS_NCE") + hera_em.write_new_commondata(Path("data_EM-SIGMARED.yaml"), + Path("kinematics_EM-SIGMARED.yaml"), + Path("uncertainties_EM-SIGMARED.yaml")) + hera_ep = hera_commondata("./rawdata/HERA1+2_NCep_920.dat","HERACOMBNCEP", "DIS_NCE") + hera_ep.write_new_commondata(Path("data_EP-SIGMARED.yaml"), + Path("kinematics_EP-SIGMARED.yaml"), + Path("uncertainties_EP-SIGMARED.yaml")) + + +if __name__ == "__main__": + main() + + + diff --git a/nnpdf_data/nnpdf_data/commondata/HERA_NC_318GEV/kinematics_EM-SIGMARED.yaml b/nnpdf_data/nnpdf_data/commondata/HERA_NC_318GEV/kinematics_EM-SIGMARED.yaml index 037a67cfd3..cf35184a87 100644 --- a/nnpdf_data/nnpdf_data/commondata/HERA_NC_318GEV/kinematics_EM-SIGMARED.yaml +++ b/nnpdf_data/nnpdf_data/commondata/HERA_NC_318GEV/kinematics_EM-SIGMARED.yaml @@ -1,1909 +1,1909 @@ bins: -- k1: +- x: min: null mid: 0.0008 max: null - k2: + Q2: min: null mid: 60.0 max: null - k3: + y: min: null mid: 0.74111 max: null -- k1: +- x: min: null mid: 0.0013 max: null - k2: + Q2: min: null mid: 90.0 max: null - k3: + y: min: null mid: 0.6841 max: null -- k1: +- x: min: null mid: 0.0015 max: null - k2: + Q2: min: null mid: 90.0 max: null - k3: + y: min: null mid: 0.59289 max: null -- k1: +- x: min: null mid: 0.002 max: null - k2: + Q2: min: null mid: 90.0 max: null - k3: + y: min: null mid: 0.44466 max: null -- k1: +- x: min: null mid: 0.0016 max: null - k2: + Q2: min: null mid: 120.0 max: null - k3: + y: min: null mid: 0.74111 max: null -- k1: +- x: min: null mid: 0.002 max: null - k2: + Q2: min: null mid: 120.0 max: null - k3: + y: min: null mid: 0.59289 max: null -- k1: +- x: min: null mid: 0.0032 max: null - k2: + Q2: min: null mid: 120.0 max: null - k3: + y: min: null 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k3: + y: min: null mid: 0.74111 max: null -- k1: +- x: min: null mid: 0.65 max: null - k2: + Q2: min: null mid: 30000.0 max: null - k3: + y: min: null mid: 0.45607 max: null diff --git a/nnpdf_data/nnpdf_data/commondata/HERA_NC_318GEV/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/HERA_NC_318GEV/metadata.yaml index 8ea96f2843..69a9cbb287 100644 --- a/nnpdf_data/nnpdf_data/commondata/HERA_NC_318GEV/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/HERA_NC_318GEV/metadata.yaml @@ -1,6 +1,6 @@ setname: HERA_NC_318GEV version: 1 -version_comment: Port of old commondata +version_comment: Reimplementation of HERA dataset in new commondata format. nnpdf_metadata: nnpdf31_process: DIS NC experiment: HERACOMB @@ -18,7 +18,7 @@ implemented_observables: description: Deep Inelastic Scattering label: HERA I+II inclusive NC $e^-p$ units: '' - process_type: DIS_NCE + process_type: DIS_NC tables: [] npoints: [] ndata: 159 @@ -31,7 +31,7 @@ implemented_observables: x_scale: log y_scale: log line_by: - - k2 + - Q2 figure_by: - qplot normalize: @@ -39,7 +39,7 @@ implemented_observables: line_by: [] figure_by: - qplot - - k2 + - Q2 extra_labels: qplot: - 0 @@ -201,24 +201,24 @@ implemented_observables: - 1 - 1 - 1 - plot_x: k1 + plot_x: x kinematic_coverage: - - k1 - - k2 - - k3 + - x + - Q2 + - y kinematics: variables: - k1: - description: Variable k1 - label: k1 + x: + description: Variable x + label: x units: '' - k2: - description: Variable k2 - label: k2 + Q2: + description: Variable Q2 + label: Q2 units: '' - k3: - description: Variable k3 - label: k3 + y: + description: Variable y + label: y units: '' file: kinematics_EM-SIGMARED.yaml theory: @@ -226,19 +226,19 @@ implemented_observables: operation: 'null' FK_tables: - - HERA_NC_318GEV_EM_SIGMARED - data_uncertainties: [] + data_uncertainties: [uncertainties_EM-SIGMARED.yaml] variants: legacy: data_uncertainties: - - uncertainties_legacy_EM-SIGMARED.yaml - data_central: data_legacy_EM-SIGMARED.yaml + - uncertainties_EM-SIGMARED.yaml + data_central: data_EM-SIGMARED.yaml ported_from: HERACOMBNCEM - observable_name: EP-SIGMARED observable: description: Deep Inelastic Scattering label: HERA I+II inclusive NC $e^+p$ 920 GeV units: '' - process_type: DIS_NCP + process_type: DIS_NC tables: [] npoints: [] ndata: 485 @@ -250,27 +250,27 @@ implemented_observables: x_scale: log y_scale: linear line_by: - - k2 + - Q2 figure_by: - - k2 - plot_x: k1 + - Q2 + plot_x: x kinematic_coverage: - - k1 - - k2 - - k3 + - x + - Q2 + - y kinematics: variables: - k1: - description: Variable k1 - label: k1 + x: + description: Bjorken x + label: "$x$" units: '' - k2: - description: Variable k2 - label: k2 - units: '' - k3: - description: Variable k3 - label: k3 + Q2: + description: Square of momentum transfer + label: "$Q^2$" + units: '$GeV^2$' + y: + description: Inelasticity y + label: "$y$" units: '' file: kinematics_EP-SIGMARED.yaml theory: @@ -278,10 +278,10 @@ implemented_observables: operation: 'null' FK_tables: - - HERA_NC_318GEV_EP_SIGMARED - data_uncertainties: [] + data_uncertainties: [uncertainties_EP-SIGMARED.yaml] variants: legacy: data_uncertainties: - - uncertainties_legacy_EP-SIGMARED.yaml - data_central: data_legacy_EP-SIGMARED.yaml + - uncertainties_EP-SIGMARED.yaml + data_central: data_EP-SIGMARED.yaml ported_from: HERACOMBNCEP920 diff --git a/nnpdf_data/nnpdf_data/commondata/HERA_NC_318GEV/rawdata/HERA1+2_NCem.dat b/nnpdf_data/nnpdf_data/commondata/HERA_NC_318GEV/rawdata/HERA1+2_NCem.dat new file mode 100644 index 0000000000..d5e1b60900 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/HERA_NC_318GEV/rawdata/HERA1+2_NCem.dat @@ -0,0 +1,161 @@ +Q2 x y Sigma stat uncor sys1 sys2 sys3 sys4 sys5 sys6 sys7 sys8 sys9 sys10 sys11 sys12 sys13 sys14 sys15 sys16 sys17 sys18 sys19 sys20 sys21 sys22 sys23 sys24 sys25 sys26 sys27 sys28 sys29 sys30 sys31 sys32 sys33 sys34 sys35 sys36 sys37 sys38 sys39 sys40 sys41 sys42 sys43 sys44 sys45 sys46 sys47 sys48 sys49 sys50 sys51 sys52 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0.107 0.001 0.020 -0.005 0.062 0.043 -0.018 -0.001 0.004 0.000 -0.084 0.018 -0.133 6.97497E+01 0.0176386 0.00587952 -0.0764337 -0.171682 0.472713 0.0446533 -0.157781 diff --git a/nnpdf_data/nnpdf_data/commondata/HERA_NC_318GEV/uncertainties_EM-SIGMARED.yaml b/nnpdf_data/nnpdf_data/commondata/HERA_NC_318GEV/uncertainties_EM-SIGMARED.yaml new file mode 100644 index 0000000000..6885a95b94 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/HERA_NC_318GEV/uncertainties_EM-SIGMARED.yaml @@ -0,0 +1,27875 @@ +definitions: + stat: + description: Statistical uncertainty. + treatment: ADD + type: UNCORR + sys_corr_0: + description: Systematic uncertainty 0 + treatment: MULT + type: UNCORR + sys_corr_1: + description: Systematic uncertainty 1 + treatment: MULT + type: HC_sys1 + sys_corr_2: + description: Systematic uncertainty 2 + treatment: MULT + type: HC_sys2 + sys_corr_3: + description: Systematic uncertainty 3 + treatment: MULT + type: HC_sys3 + sys_corr_4: + description: Systematic uncertainty 4 + treatment: MULT + type: HC_sys4 + sys_corr_5: + description: Systematic uncertainty 5 + treatment: MULT + type: HC_sys5 + sys_corr_6: + description: Systematic uncertainty 6 + treatment: MULT + type: HC_sys6 + sys_corr_7: + description: Systematic uncertainty 7 + treatment: MULT + type: HC_sys7 + sys_corr_8: + description: Systematic uncertainty 8 + treatment: MULT + type: HC_sys8 + sys_corr_9: + description: Systematic uncertainty 9 + treatment: MULT + type: HC_sys9 + sys_corr_10: + description: Systematic uncertainty 10 + treatment: MULT + type: HC_sys10 + sys_corr_11: + description: Systematic uncertainty 11 + treatment: MULT + type: HC_sys11 + sys_corr_12: + description: Systematic uncertainty 12 + treatment: MULT + type: HC_sys12 + sys_corr_13: + description: Systematic uncertainty 13 + treatment: MULT + type: HC_sys13 + sys_corr_14: + description: Systematic uncertainty 14 + treatment: MULT + type: HC_sys14 + sys_corr_15: + description: Systematic uncertainty 15 + treatment: MULT + type: HC_sys15 + sys_corr_16: + description: Systematic uncertainty 16 + treatment: MULT + type: HC_sys16 + sys_corr_17: + description: Systematic uncertainty 17 + treatment: MULT + type: HC_sys17 + sys_corr_18: + description: Systematic uncertainty 18 + treatment: MULT + type: HC_sys18 + sys_corr_19: + description: Systematic uncertainty 19 + treatment: MULT + type: HC_sys19 + sys_corr_20: + description: Systematic uncertainty 20 + treatment: MULT + type: HC_sys20 + sys_corr_21: + description: Systematic uncertainty 21 + treatment: MULT + type: HC_sys21 + sys_corr_22: + description: Systematic uncertainty 22 + treatment: MULT + type: HC_sys22 + sys_corr_23: + description: Systematic uncertainty 23 + treatment: MULT + type: HC_sys23 + sys_corr_24: + description: Systematic uncertainty 24 + treatment: MULT + type: HC_sys24 + sys_corr_25: + description: Systematic uncertainty 25 + treatment: MULT + type: HC_sys25 + sys_corr_26: + description: Systematic uncertainty 26 + treatment: MULT + type: HC_sys26 + sys_corr_27: + description: Systematic uncertainty 27 + treatment: MULT + type: HC_sys27 + sys_corr_28: + description: Systematic uncertainty 28 + treatment: MULT + type: HC_sys28 + sys_corr_29: + description: Systematic uncertainty 29 + treatment: MULT + type: HC_sys29 + sys_corr_30: + description: Systematic uncertainty 30 + treatment: MULT + type: HC_sys30 + sys_corr_31: + description: Systematic uncertainty 31 + treatment: MULT + type: HC_sys31 + sys_corr_32: + description: Systematic uncertainty 32 + treatment: MULT + type: HC_sys32 + sys_corr_33: + description: Systematic uncertainty 33 + treatment: MULT + type: HC_sys33 + sys_corr_34: + description: Systematic uncertainty 34 + treatment: MULT + type: HC_sys34 + sys_corr_35: + description: Systematic uncertainty 35 + treatment: MULT + type: HC_sys35 + sys_corr_36: + description: Systematic uncertainty 36 + treatment: MULT + type: HC_sys36 + sys_corr_37: + description: Systematic uncertainty 37 + treatment: MULT + type: HC_sys37 + sys_corr_38: + description: Systematic uncertainty 38 + treatment: MULT + type: HC_sys38 + sys_corr_39: + description: Systematic uncertainty 39 + treatment: MULT + type: HC_sys39 + sys_corr_40: + description: Systematic uncertainty 40 + treatment: MULT + type: HC_sys40 + sys_corr_41: + description: Systematic uncertainty 41 + treatment: MULT + type: HC_sys41 + sys_corr_42: + description: Systematic uncertainty 42 + treatment: MULT + type: HC_sys42 + sys_corr_43: + description: Systematic uncertainty 43 + treatment: MULT + type: HC_sys43 + sys_corr_44: + description: Systematic uncertainty 44 + treatment: MULT + type: HC_sys44 + sys_corr_45: + description: Systematic uncertainty 45 + treatment: MULT + type: HC_sys45 + sys_corr_46: + description: Systematic uncertainty 46 + treatment: MULT + type: HC_sys46 + sys_corr_47: + description: Systematic uncertainty 47 + treatment: MULT + type: HC_sys47 + sys_corr_48: + description: Systematic uncertainty 48 + treatment: MULT + type: HC_sys48 + sys_corr_49: + description: Systematic uncertainty 49 + treatment: MULT + type: HC_sys49 + sys_corr_50: + description: Systematic uncertainty 50 + treatment: MULT + type: HC_sys50 + sys_corr_51: + description: Systematic uncertainty 51 + treatment: MULT + type: HC_sys51 + sys_corr_52: + description: Systematic uncertainty 52 + treatment: MULT + type: HC_sys52 + sys_corr_53: + description: Systematic uncertainty 53 + treatment: MULT + type: HC_sys53 + sys_corr_54: + description: Systematic uncertainty 54 + treatment: MULT + type: HC_sys54 + sys_corr_55: + description: Systematic uncertainty 55 + treatment: MULT + type: HC_sys55 + sys_corr_56: + description: Systematic uncertainty 56 + treatment: MULT + type: HC_sys56 + sys_corr_57: + description: Systematic uncertainty 57 + treatment: MULT + type: HC_sys57 + sys_corr_58: + description: Systematic uncertainty 58 + treatment: MULT + type: HC_sys58 + sys_corr_59: + description: Systematic uncertainty 59 + treatment: MULT + type: HC_sys59 + sys_corr_60: + description: Systematic uncertainty 60 + treatment: MULT + type: HC_sys60 + sys_corr_61: + description: Systematic uncertainty 61 + treatment: MULT + type: HC_sys61 + sys_corr_62: + description: Systematic uncertainty 62 + treatment: MULT + type: HC_sys62 + sys_corr_63: + description: Systematic uncertainty 63 + treatment: MULT + type: HC_sys63 + sys_corr_64: + description: Systematic uncertainty 64 + treatment: MULT + type: HC_sys64 + sys_corr_65: + description: Systematic uncertainty 65 + treatment: MULT + type: HC_sys65 + sys_corr_66: + description: Systematic uncertainty 66 + treatment: MULT + type: HC_sys66 + sys_corr_67: + description: Systematic uncertainty 67 + treatment: MULT + type: HC_sys67 + sys_corr_68: + description: Systematic uncertainty 68 + treatment: MULT + type: HC_sys68 + sys_corr_69: + description: Systematic uncertainty 69 + treatment: MULT + type: HC_sys69 + sys_corr_70: + description: Systematic uncertainty 70 + treatment: MULT + type: HC_sys70 + sys_corr_71: + description: Systematic uncertainty 71 + treatment: MULT + type: HC_sys71 + sys_corr_72: + description: Systematic uncertainty 72 + treatment: MULT + type: HC_sys72 + sys_corr_73: + description: Systematic uncertainty 73 + treatment: MULT + type: HC_sys73 + sys_corr_74: + description: Systematic uncertainty 74 + treatment: MULT + type: HC_sys74 + sys_corr_75: + description: Systematic uncertainty 75 + treatment: MULT + type: HC_sys75 + sys_corr_76: + description: Systematic uncertainty 76 + treatment: MULT + type: HC_sys76 + sys_corr_77: + description: Systematic uncertainty 77 + treatment: MULT + type: HC_sys77 + sys_corr_78: + description: Systematic uncertainty 78 + treatment: MULT + type: HC_sys78 + sys_corr_79: + description: Systematic uncertainty 79 + treatment: MULT + type: HC_sys79 + sys_corr_80: + description: Systematic uncertainty 80 + treatment: MULT + type: HC_sys80 + sys_corr_81: + description: Systematic uncertainty 81 + treatment: MULT + type: HC_sys81 + sys_corr_82: + description: Systematic uncertainty 82 + treatment: MULT + type: HC_sys82 + sys_corr_83: + description: Systematic uncertainty 83 + treatment: MULT + type: HC_sys83 + sys_corr_84: + description: Systematic uncertainty 84 + treatment: MULT + type: HC_sys84 + sys_corr_85: + description: Systematic uncertainty 85 + treatment: MULT + type: HC_sys85 + sys_corr_86: + description: Systematic uncertainty 86 + treatment: MULT + type: HC_sys86 + sys_corr_87: + description: Systematic uncertainty 87 + treatment: MULT + type: HC_sys87 + sys_corr_88: + description: Systematic uncertainty 88 + treatment: MULT + type: HC_sys88 + sys_corr_89: + description: Systematic uncertainty 89 + treatment: MULT + type: HC_sys89 + sys_corr_90: + description: Systematic uncertainty 90 + treatment: MULT + type: HC_sys90 + sys_corr_91: + description: Systematic uncertainty 91 + treatment: MULT + type: HC_sys91 + sys_corr_92: + description: Systematic uncertainty 92 + treatment: MULT + type: HC_sys92 + sys_corr_93: + description: Systematic uncertainty 93 + treatment: MULT + type: HC_sys93 + sys_corr_94: + description: Systematic uncertainty 94 + treatment: MULT + type: HC_sys94 + sys_corr_95: + description: Systematic uncertainty 95 + treatment: MULT + type: HC_sys95 + sys_corr_96: + description: Systematic uncertainty 96 + treatment: MULT + type: HC_sys96 + sys_corr_97: + description: Systematic uncertainty 97 + treatment: MULT + type: HC_sys97 + sys_corr_98: + description: Systematic uncertainty 98 + treatment: MULT + type: HC_sys98 + sys_corr_99: + description: Systematic uncertainty 99 + treatment: MULT + type: HC_sys99 + sys_corr_100: + description: Systematic uncertainty 100 + treatment: MULT + type: HC_sys100 + sys_corr_101: + description: Systematic uncertainty 101 + treatment: MULT + type: HC_sys101 + sys_corr_102: + description: Systematic uncertainty 102 + treatment: MULT + type: HC_sys102 + sys_corr_103: + description: Systematic uncertainty 103 + treatment: MULT + type: HC_sys103 + sys_corr_104: + description: Systematic uncertainty 104 + treatment: MULT + type: HC_sys104 + sys_corr_105: + description: Systematic uncertainty 105 + treatment: MULT + type: HC_sys105 + sys_corr_106: + description: Systematic uncertainty 106 + treatment: MULT + type: HC_sys106 + sys_corr_107: + description: Systematic uncertainty 107 + treatment: MULT + type: HC_sys107 + sys_corr_108: + description: Systematic uncertainty 108 + treatment: MULT + type: HC_sys108 + sys_corr_109: + description: Systematic uncertainty 109 + treatment: MULT + type: HC_sys109 + sys_corr_110: + description: Systematic uncertainty 110 + treatment: MULT + type: HC_sys110 + sys_corr_111: + description: Systematic uncertainty 111 + treatment: MULT + type: HC_sys111 + sys_corr_112: + description: Systematic uncertainty 112 + treatment: MULT + type: HC_sys112 + sys_corr_113: + description: Systematic uncertainty 113 + treatment: MULT + type: HC_sys113 + sys_corr_114: + description: Systematic uncertainty 114 + treatment: MULT + type: HC_sys114 + sys_corr_115: + description: Systematic uncertainty 115 + treatment: MULT + type: HC_sys115 + sys_corr_116: + description: Systematic uncertainty 116 + treatment: MULT + type: HC_sys116 + sys_corr_117: + description: Systematic uncertainty 117 + treatment: MULT + type: HC_sys117 + sys_corr_118: + description: Systematic uncertainty 118 + treatment: MULT + type: HC_sys118 + sys_corr_119: + description: Systematic uncertainty 119 + treatment: MULT + type: HC_sys119 + sys_corr_120: + description: Systematic uncertainty 120 + treatment: MULT + type: HC_sys120 + sys_corr_121: + description: Systematic uncertainty 121 + treatment: MULT + type: HC_sys121 + sys_corr_122: + description: Systematic uncertainty 122 + treatment: MULT + type: HC_sys122 + sys_corr_123: + description: Systematic uncertainty 123 + treatment: MULT + type: HC_sys123 + sys_corr_124: + description: Systematic uncertainty 124 + treatment: MULT + type: HC_sys124 + sys_corr_125: + description: Systematic uncertainty 125 + treatment: MULT + type: HC_sys125 + sys_corr_126: + description: Systematic uncertainty 126 + treatment: MULT + type: HC_sys126 + sys_corr_127: + description: Systematic uncertainty 127 + treatment: MULT + type: HC_sys127 + sys_corr_128: + description: Systematic uncertainty 128 + treatment: MULT + type: HC_sys128 + sys_corr_129: + description: Systematic uncertainty 129 + treatment: MULT + type: HC_sys129 + sys_corr_130: + description: Systematic uncertainty 130 + treatment: MULT + type: HC_sys130 + sys_corr_131: + description: Systematic uncertainty 131 + treatment: MULT + type: HC_sys131 + sys_corr_132: + description: Systematic uncertainty 132 + treatment: MULT + type: HC_sys132 + sys_corr_133: + description: Systematic uncertainty 133 + treatment: MULT + type: HC_sys133 + sys_corr_134: + description: Systematic uncertainty 134 + treatment: MULT + type: HC_sys134 + sys_corr_135: + description: Systematic uncertainty 135 + treatment: MULT + type: HC_sys135 + sys_corr_136: + description: Systematic uncertainty 136 + treatment: MULT + type: HC_sys136 + sys_corr_137: + description: Systematic uncertainty 137 + treatment: MULT + type: HC_sys137 + sys_corr_138: + description: Systematic uncertainty 138 + treatment: MULT + type: HC_sys138 + sys_corr_139: + description: Systematic uncertainty 139 + treatment: MULT + type: HC_sys139 + sys_corr_140: + description: Systematic uncertainty 140 + treatment: MULT + type: HC_sys140 + sys_corr_141: + description: Systematic uncertainty 141 + treatment: MULT + type: HC_sys141 + sys_corr_142: + description: Systematic uncertainty 142 + treatment: MULT + type: HC_sys142 + sys_corr_143: + description: Systematic uncertainty 143 + treatment: MULT + type: HC_sys143 + sys_corr_144: + description: Systematic uncertainty 144 + treatment: MULT + type: HC_sys144 + sys_corr_145: + description: Systematic uncertainty 145 + treatment: MULT + type: HC_sys145 + sys_corr_146: + description: Systematic uncertainty 146 + treatment: MULT + type: HC_sys146 + sys_corr_147: + description: Systematic uncertainty 147 + treatment: MULT + type: HC_sys147 + sys_corr_148: + description: Systematic uncertainty 148 + treatment: MULT + type: HC_sys148 + sys_corr_149: + description: Systematic uncertainty 149 + treatment: MULT + type: HC_sys149 + sys_corr_150: + description: Systematic uncertainty 150 + treatment: MULT + type: HC_sys150 + sys_corr_151: + description: Systematic uncertainty 151 + treatment: MULT + type: HC_sys151 + sys_corr_152: + description: Systematic uncertainty 152 + treatment: MULT + type: HC_sys152 + sys_corr_153: + description: Systematic uncertainty 153 + treatment: MULT + type: HC_sys153 + sys_corr_154: + description: Systematic uncertainty 154 + treatment: MULT + type: HC_sys154 + sys_corr_155: + description: Systematic uncertainty 155 + treatment: MULT + type: HC_sys155 + sys_corr_156: + description: Systematic uncertainty 156 + treatment: MULT + type: HC_sys156 + sys_corr_157: + description: Systematic uncertainty 157 + treatment: MULT + type: HC_sys157 + sys_corr_158: + description: Systematic uncertainty 158 + treatment: MULT + type: HC_sys158 + sys_corr_159: + description: Systematic uncertainty 159 + treatment: MULT + type: HC_sys159 + sys_corr_160: + description: Systematic uncertainty 160 + treatment: MULT + type: HC_sys160 + sys_corr_161: + description: Systematic uncertainty 161 + treatment: MULT + type: HC_sys161 + sys_corr_162: + description: Systematic uncertainty 162 + treatment: MULT + type: HC_sys162 + sys_corr_163: + description: Systematic uncertainty 163 + treatment: MULT + type: HC_delta_rel + sys_corr_164: + description: Systematic uncertainty 164 + treatment: MULT + type: HC_delta_1 + sys_corr_165: + description: Systematic uncertainty 165 + treatment: MULT + type: HC_delta_2 + sys_corr_166: + description: Systematic uncertainty 166 + treatment: MULT + type: HC_delta_3 + sys_corr_167: + description: Systematic uncertainty 167 + treatment: MULT + type: HC_delta_4 + sys_corr_168: + description: Systematic uncertainty 168 + treatment: MULT + type: HC_delta_gp + sys_corr_169: + description: Systematic uncertainty 169 + treatment: MULT + type: HC_delta_had +bins: +- stat: 0.015010455100000002 + sys_corr_0: 0.0272845907 + sys_corr_1: 0.005116695 + sys_corr_2: 0.001053001 + sys_corr_3: -0.000637733 + sys_corr_4: 0.006495978 + sys_corr_5: 0.010752475000000001 + sys_corr_6: -0.002684411 + sys_corr_7: -1.4831000000000003e-05 + sys_corr_8: -0.0 + sys_corr_9: -2.9662000000000005e-05 + sys_corr_10: 1.4831000000000003e-05 + sys_corr_11: -0.0005042540000000001 + sys_corr_12: -0.000266958 + sys_corr_13: -0.000163141 + sys_corr_14: 0.00020763400000000002 + sys_corr_15: 0.00023729600000000004 + sys_corr_16: 0.0008305360000000001 + sys_corr_17: 0.000459761 + sys_corr_18: 0.007726951000000001 + sys_corr_19: -0.0012161420000000001 + sys_corr_20: -0.000192803 + sys_corr_21: 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sys_corr_62: -9.20752e-05 + sys_corr_63: 5.7547e-06 + sys_corr_64: 1.56199e-05 + sys_corr_65: -1.6442000000000003e-05 + sys_corr_66: 2.4663e-06 + sys_corr_67: -3.12398e-05 + sys_corr_68: -6.49459e-05 + sys_corr_69: 8.467630000000001e-05 + sys_corr_70: 2.21967e-05 + sys_corr_71: -6.741220000000001e-05 + sys_corr_72: 3.2884000000000006e-05 + sys_corr_73: -8.221e-07 + sys_corr_74: -9.8652e-06 + sys_corr_75: -0.0001052288 + sys_corr_76: 1.39757e-05 + sys_corr_77: 0.00020388080000000004 + sys_corr_78: 5.097020000000001e-05 + sys_corr_79: 9.8652e-06 + sys_corr_80: 0.00016442000000000003 + sys_corr_81: -0.000139757 + sys_corr_82: -0.0003165085 + sys_corr_83: 0.00011673819999999999 + sys_corr_84: 8.303210000000002e-05 + sys_corr_85: 0.00013564650000000002 + sys_corr_86: -0.00021785650000000003 + sys_corr_87: 6.5768e-06 + sys_corr_88: -5.7547e-06 + sys_corr_89: -0.00016770839999999997 + sys_corr_90: -0.00020799130000000003 + sys_corr_91: -0.00030417700000000004 + sys_corr_92: 9.0431e-05 + 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2.5485100000000004e-05 + sys_corr_126: 1.6442e-06 + sys_corr_127: 4.9326e-06 + sys_corr_128: 7.3989e-06 + sys_corr_129: 5.7547e-06 + sys_corr_130: -5.91912e-05 + sys_corr_131: -0.0003962522 + sys_corr_132: 0.0006223297 + sys_corr_133: -0.00023840899999999997 + sys_corr_134: -3.2884e-06 + sys_corr_135: 0.00028033610000000004 + sys_corr_136: 0.0001619537 + sys_corr_137: -0.00018579460000000002 + sys_corr_138: -4.27492e-05 + sys_corr_139: -2.30188e-05 + sys_corr_140: -2.63072e-05 + sys_corr_141: -3.2884e-06 + sys_corr_142: 5.50807e-05 + sys_corr_143: 0.00016277580000000004 + sys_corr_144: -7.64553e-05 + sys_corr_145: 4.9326e-06 + sys_corr_146: 6.5768e-06 + sys_corr_147: -3.69945e-05 + sys_corr_148: 3.78166e-05 + sys_corr_149: -8.87868e-05 + sys_corr_150: -5.097020000000001e-05 + sys_corr_151: -2.4663e-06 + sys_corr_152: 1.89083e-05 + sys_corr_153: -0.00010029620000000002 + sys_corr_154: -3.53503e-05 + sys_corr_155: -6.33017e-05 + sys_corr_156: 3.2884e-06 + sys_corr_157: -4.110500000000001e-06 + sys_corr_158: -8.221000000000001e-06 + sys_corr_159: 0.0 + sys_corr_160: -5.097020000000001e-05 + sys_corr_161: 9.0431e-06 + sys_corr_162: -0.00010194040000000002 + sys_corr_163: 9.20003889e-05 + sys_corr_164: 2.9999990990000003e-06 + sys_corr_165: -5.799997710000001e-05 + sys_corr_166: -0.00029100038120000003 + sys_corr_167: 9.20003889e-05 + sys_corr_168: 4.4971582930000006e-05 + sys_corr_169: -5.903730288e-05 diff --git a/nnpdf_data/nnpdf_data/commondata/HERA_NC_318GEV/uncertainties_EP-SIGMARED.yaml b/nnpdf_data/nnpdf_data/commondata/HERA_NC_318GEV/uncertainties_EP-SIGMARED.yaml new file mode 100644 index 0000000000..5e8a81b409 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/HERA_NC_318GEV/uncertainties_EP-SIGMARED.yaml @@ -0,0 +1,83621 @@ +definitions: + stat: + description: Statistical uncertainty. + treatment: ADD + type: UNCORR + sys_corr_0: + description: Systematic uncertainty 0 + treatment: MULT + type: UNCORR + sys_corr_1: + description: Systematic uncertainty 1 + treatment: MULT + type: HC_sys1 + sys_corr_2: + description: Systematic uncertainty 2 + treatment: MULT + type: HC_sys2 + sys_corr_3: + description: Systematic uncertainty 3 + treatment: MULT + type: HC_sys3 + sys_corr_4: + description: Systematic uncertainty 4 + treatment: MULT + type: HC_sys4 + sys_corr_5: + description: Systematic uncertainty 5 + treatment: MULT + type: HC_sys5 + sys_corr_6: + description: Systematic uncertainty 6 + treatment: MULT + type: HC_sys6 + sys_corr_7: + description: Systematic uncertainty 7 + treatment: MULT + type: HC_sys7 + sys_corr_8: + description: Systematic uncertainty 8 + treatment: MULT + type: HC_sys8 + sys_corr_9: + description: Systematic uncertainty 9 + treatment: MULT + type: HC_sys9 + sys_corr_10: + description: Systematic uncertainty 10 + treatment: MULT + type: HC_sys10 + sys_corr_11: + description: Systematic uncertainty 11 + treatment: MULT + type: HC_sys11 + sys_corr_12: + description: Systematic uncertainty 12 + treatment: MULT + type: HC_sys12 + sys_corr_13: + description: Systematic uncertainty 13 + treatment: MULT + type: HC_sys13 + sys_corr_14: + description: Systematic uncertainty 14 + treatment: MULT + type: HC_sys14 + sys_corr_15: + description: Systematic uncertainty 15 + treatment: MULT + type: HC_sys15 + sys_corr_16: + description: Systematic uncertainty 16 + treatment: MULT + type: HC_sys16 + sys_corr_17: + description: Systematic uncertainty 17 + treatment: MULT + type: HC_sys17 + sys_corr_18: + description: Systematic uncertainty 18 + treatment: MULT + type: HC_sys18 + sys_corr_19: + description: Systematic uncertainty 19 + treatment: MULT + type: HC_sys19 + sys_corr_20: + description: Systematic uncertainty 20 + treatment: MULT + type: HC_sys20 + sys_corr_21: + description: Systematic uncertainty 21 + treatment: MULT + type: HC_sys21 + sys_corr_22: + description: Systematic uncertainty 22 + treatment: MULT + type: HC_sys22 + sys_corr_23: + description: Systematic uncertainty 23 + treatment: MULT + type: HC_sys23 + sys_corr_24: + description: Systematic uncertainty 24 + treatment: MULT + type: HC_sys24 + sys_corr_25: + description: Systematic uncertainty 25 + treatment: MULT + type: HC_sys25 + sys_corr_26: + description: Systematic uncertainty 26 + treatment: MULT + type: HC_sys26 + sys_corr_27: + description: Systematic uncertainty 27 + treatment: MULT + type: HC_sys27 + sys_corr_28: + description: Systematic uncertainty 28 + treatment: MULT + type: HC_sys28 + sys_corr_29: + description: Systematic uncertainty 29 + treatment: MULT + type: HC_sys29 + sys_corr_30: + description: Systematic uncertainty 30 + treatment: MULT + type: HC_sys30 + sys_corr_31: + description: Systematic uncertainty 31 + treatment: MULT + type: HC_sys31 + sys_corr_32: + description: Systematic uncertainty 32 + treatment: MULT + type: HC_sys32 + sys_corr_33: + description: Systematic uncertainty 33 + treatment: MULT + type: HC_sys33 + sys_corr_34: + description: Systematic uncertainty 34 + treatment: MULT + type: HC_sys34 + sys_corr_35: + description: Systematic uncertainty 35 + treatment: MULT + type: HC_sys35 + sys_corr_36: + description: Systematic uncertainty 36 + treatment: MULT + type: HC_sys36 + sys_corr_37: + description: Systematic uncertainty 37 + treatment: MULT + type: HC_sys37 + sys_corr_38: + description: Systematic uncertainty 38 + treatment: MULT + type: HC_sys38 + sys_corr_39: + description: Systematic uncertainty 39 + treatment: MULT + type: HC_sys39 + sys_corr_40: + description: Systematic uncertainty 40 + treatment: MULT + type: HC_sys40 + sys_corr_41: + description: Systematic uncertainty 41 + treatment: MULT + type: HC_sys41 + sys_corr_42: + description: Systematic uncertainty 42 + treatment: MULT + type: HC_sys42 + sys_corr_43: + description: Systematic uncertainty 43 + treatment: MULT + type: HC_sys43 + sys_corr_44: + description: Systematic uncertainty 44 + treatment: MULT + type: HC_sys44 + sys_corr_45: + description: Systematic uncertainty 45 + treatment: MULT + type: HC_sys45 + sys_corr_46: + description: Systematic uncertainty 46 + treatment: MULT + type: HC_sys46 + sys_corr_47: + description: Systematic uncertainty 47 + treatment: MULT + type: HC_sys47 + sys_corr_48: + description: Systematic uncertainty 48 + treatment: MULT + type: HC_sys48 + sys_corr_49: + description: Systematic uncertainty 49 + treatment: MULT + type: HC_sys49 + sys_corr_50: + description: Systematic uncertainty 50 + treatment: MULT + type: HC_sys50 + sys_corr_51: + description: Systematic uncertainty 51 + treatment: MULT + type: HC_sys51 + sys_corr_52: + description: Systematic uncertainty 52 + treatment: MULT + type: HC_sys52 + sys_corr_53: + description: Systematic uncertainty 53 + treatment: MULT + type: HC_sys53 + sys_corr_54: + description: Systematic uncertainty 54 + treatment: MULT + type: HC_sys54 + sys_corr_55: + description: Systematic uncertainty 55 + treatment: MULT + type: HC_sys55 + sys_corr_56: + description: Systematic uncertainty 56 + treatment: MULT + type: HC_sys56 + sys_corr_57: + description: Systematic uncertainty 57 + treatment: MULT + type: HC_sys57 + sys_corr_58: + description: Systematic uncertainty 58 + treatment: MULT + type: HC_sys58 + sys_corr_59: + description: Systematic uncertainty 59 + treatment: MULT + type: HC_sys59 + sys_corr_60: + description: Systematic uncertainty 60 + treatment: MULT + type: HC_sys60 + sys_corr_61: + description: Systematic uncertainty 61 + treatment: MULT + type: HC_sys61 + sys_corr_62: + description: Systematic uncertainty 62 + treatment: MULT + type: HC_sys62 + sys_corr_63: + description: Systematic uncertainty 63 + treatment: MULT + type: HC_sys63 + sys_corr_64: + description: Systematic uncertainty 64 + treatment: MULT + type: HC_sys64 + sys_corr_65: + description: Systematic uncertainty 65 + treatment: MULT + type: HC_sys65 + sys_corr_66: + description: Systematic uncertainty 66 + treatment: MULT + type: HC_sys66 + sys_corr_67: + description: Systematic uncertainty 67 + treatment: MULT + type: HC_sys67 + sys_corr_68: + description: Systematic uncertainty 68 + treatment: MULT + type: HC_sys68 + sys_corr_69: + description: Systematic uncertainty 69 + treatment: MULT + type: HC_sys69 + sys_corr_70: + description: Systematic uncertainty 70 + treatment: MULT + type: HC_sys70 + sys_corr_71: + description: Systematic uncertainty 71 + treatment: MULT + type: HC_sys71 + sys_corr_72: + description: Systematic uncertainty 72 + treatment: MULT + type: HC_sys72 + sys_corr_73: + description: Systematic uncertainty 73 + treatment: MULT + type: HC_sys73 + sys_corr_74: + description: Systematic uncertainty 74 + treatment: MULT + type: HC_sys74 + sys_corr_75: + description: Systematic uncertainty 75 + treatment: MULT + type: HC_sys75 + sys_corr_76: + description: Systematic uncertainty 76 + treatment: MULT + type: HC_sys76 + sys_corr_77: + description: Systematic uncertainty 77 + treatment: MULT + type: HC_sys77 + sys_corr_78: + description: Systematic uncertainty 78 + treatment: MULT + type: HC_sys78 + sys_corr_79: + description: Systematic uncertainty 79 + treatment: MULT + type: HC_sys79 + sys_corr_80: + description: Systematic uncertainty 80 + treatment: MULT + type: HC_sys80 + sys_corr_81: + description: Systematic uncertainty 81 + treatment: MULT + type: HC_sys81 + sys_corr_82: + description: Systematic uncertainty 82 + treatment: MULT + type: HC_sys82 + sys_corr_83: + description: Systematic uncertainty 83 + treatment: MULT + type: HC_sys83 + sys_corr_84: + description: Systematic uncertainty 84 + treatment: MULT + type: HC_sys84 + sys_corr_85: + description: Systematic uncertainty 85 + treatment: MULT + type: HC_sys85 + sys_corr_86: + description: Systematic uncertainty 86 + treatment: MULT + type: HC_sys86 + sys_corr_87: + description: Systematic uncertainty 87 + treatment: MULT + type: HC_sys87 + sys_corr_88: + description: Systematic uncertainty 88 + treatment: MULT + type: HC_sys88 + sys_corr_89: + description: Systematic uncertainty 89 + treatment: MULT + type: HC_sys89 + sys_corr_90: + description: Systematic uncertainty 90 + treatment: MULT + type: HC_sys90 + sys_corr_91: + description: Systematic uncertainty 91 + treatment: MULT + type: HC_sys91 + sys_corr_92: + description: Systematic uncertainty 92 + treatment: MULT + type: HC_sys92 + sys_corr_93: + description: Systematic uncertainty 93 + treatment: MULT + type: HC_sys93 + sys_corr_94: + description: Systematic uncertainty 94 + treatment: MULT + type: HC_sys94 + sys_corr_95: + description: Systematic uncertainty 95 + treatment: MULT + type: HC_sys95 + sys_corr_96: + description: Systematic uncertainty 96 + treatment: MULT + type: HC_sys96 + sys_corr_97: + description: Systematic uncertainty 97 + treatment: MULT + type: HC_sys97 + sys_corr_98: + description: Systematic uncertainty 98 + treatment: MULT + type: HC_sys98 + sys_corr_99: + description: Systematic uncertainty 99 + treatment: MULT + type: HC_sys99 + sys_corr_100: + description: Systematic uncertainty 100 + treatment: MULT + type: HC_sys100 + sys_corr_101: + description: Systematic uncertainty 101 + treatment: MULT + type: HC_sys101 + sys_corr_102: + description: Systematic uncertainty 102 + treatment: MULT + type: HC_sys102 + sys_corr_103: + description: Systematic uncertainty 103 + treatment: MULT + type: HC_sys103 + sys_corr_104: + description: Systematic uncertainty 104 + treatment: MULT + type: HC_sys104 + sys_corr_105: + description: Systematic uncertainty 105 + treatment: MULT + type: HC_sys105 + sys_corr_106: + description: Systematic uncertainty 106 + treatment: MULT + type: HC_sys106 + sys_corr_107: + description: Systematic uncertainty 107 + treatment: MULT + type: HC_sys107 + sys_corr_108: + description: Systematic uncertainty 108 + treatment: MULT + type: HC_sys108 + sys_corr_109: + description: Systematic uncertainty 109 + treatment: MULT + type: HC_sys109 + sys_corr_110: + description: Systematic uncertainty 110 + treatment: MULT + type: HC_sys110 + sys_corr_111: + description: Systematic uncertainty 111 + treatment: MULT + type: HC_sys111 + sys_corr_112: + description: Systematic uncertainty 112 + treatment: MULT + type: HC_sys112 + sys_corr_113: + description: Systematic uncertainty 113 + treatment: MULT + type: HC_sys113 + sys_corr_114: + description: Systematic uncertainty 114 + treatment: MULT + type: HC_sys114 + sys_corr_115: + description: Systematic uncertainty 115 + treatment: MULT + type: HC_sys115 + sys_corr_116: + description: Systematic uncertainty 116 + treatment: MULT + type: HC_sys116 + sys_corr_117: + description: Systematic uncertainty 117 + treatment: MULT + type: HC_sys117 + sys_corr_118: + description: Systematic uncertainty 118 + treatment: MULT + type: HC_sys118 + sys_corr_119: + description: Systematic uncertainty 119 + treatment: MULT + type: HC_sys119 + sys_corr_120: + description: Systematic uncertainty 120 + treatment: MULT + type: HC_sys120 + sys_corr_121: + description: Systematic uncertainty 121 + treatment: MULT + type: HC_sys121 + sys_corr_122: + description: Systematic uncertainty 122 + treatment: MULT + type: HC_sys122 + sys_corr_123: + description: Systematic uncertainty 123 + treatment: MULT + type: HC_sys123 + sys_corr_124: + description: Systematic uncertainty 124 + treatment: MULT + type: HC_sys124 + sys_corr_125: + description: Systematic uncertainty 125 + treatment: MULT + type: HC_sys125 + sys_corr_126: + description: Systematic uncertainty 126 + treatment: MULT + type: HC_sys126 + sys_corr_127: + description: Systematic uncertainty 127 + treatment: MULT + type: HC_sys127 + sys_corr_128: + description: Systematic uncertainty 128 + treatment: MULT + type: HC_sys128 + sys_corr_129: + description: Systematic uncertainty 129 + treatment: MULT + type: HC_sys129 + sys_corr_130: + description: Systematic uncertainty 130 + treatment: MULT + type: HC_sys130 + sys_corr_131: + description: Systematic uncertainty 131 + treatment: MULT + type: HC_sys131 + sys_corr_132: + description: Systematic uncertainty 132 + treatment: MULT + type: HC_sys132 + sys_corr_133: + description: Systematic uncertainty 133 + treatment: MULT + type: HC_sys133 + sys_corr_134: + description: Systematic uncertainty 134 + treatment: MULT + type: HC_sys134 + sys_corr_135: + description: Systematic uncertainty 135 + treatment: MULT + type: HC_sys135 + sys_corr_136: + description: Systematic uncertainty 136 + treatment: MULT + type: HC_sys136 + sys_corr_137: + description: Systematic uncertainty 137 + treatment: MULT + type: HC_sys137 + sys_corr_138: + description: Systematic uncertainty 138 + treatment: MULT + type: HC_sys138 + sys_corr_139: + description: Systematic uncertainty 139 + treatment: MULT + type: HC_sys139 + sys_corr_140: + description: Systematic uncertainty 140 + treatment: MULT + type: HC_sys140 + sys_corr_141: + description: Systematic uncertainty 141 + treatment: MULT + type: HC_sys141 + sys_corr_142: + description: Systematic uncertainty 142 + treatment: MULT + type: HC_sys142 + sys_corr_143: + description: Systematic uncertainty 143 + treatment: MULT + type: HC_sys143 + sys_corr_144: + description: Systematic uncertainty 144 + treatment: MULT + type: HC_sys144 + sys_corr_145: + description: Systematic uncertainty 145 + treatment: MULT + type: HC_sys145 + sys_corr_146: + description: Systematic uncertainty 146 + treatment: MULT + type: HC_sys146 + sys_corr_147: + description: Systematic uncertainty 147 + treatment: MULT + type: HC_sys147 + sys_corr_148: + description: Systematic uncertainty 148 + treatment: MULT + type: HC_sys148 + sys_corr_149: + description: Systematic uncertainty 149 + treatment: MULT + type: HC_sys149 + sys_corr_150: + description: Systematic uncertainty 150 + treatment: MULT + type: HC_sys150 + sys_corr_151: + description: Systematic uncertainty 151 + treatment: MULT + type: HC_sys151 + sys_corr_152: + description: Systematic uncertainty 152 + treatment: MULT + type: HC_sys152 + sys_corr_153: + description: Systematic uncertainty 153 + treatment: MULT + type: HC_sys153 + sys_corr_154: + description: Systematic uncertainty 154 + treatment: MULT + type: HC_sys154 + sys_corr_155: + description: Systematic uncertainty 155 + treatment: MULT + type: HC_sys155 + sys_corr_156: + description: Systematic uncertainty 156 + treatment: MULT + type: HC_sys156 + sys_corr_157: + description: Systematic uncertainty 157 + treatment: MULT + type: HC_sys157 + sys_corr_158: + description: Systematic uncertainty 158 + treatment: MULT + type: HC_sys158 + sys_corr_159: + description: Systematic uncertainty 159 + treatment: MULT + type: HC_sys159 + sys_corr_160: + description: Systematic uncertainty 160 + treatment: MULT + type: HC_sys160 + sys_corr_161: + description: Systematic uncertainty 161 + treatment: MULT + type: HC_sys161 + sys_corr_162: + description: Systematic uncertainty 162 + treatment: MULT + type: HC_sys162 + sys_corr_163: + description: Systematic uncertainty 163 + treatment: MULT + type: HC_delta_rel + sys_corr_164: + description: Systematic uncertainty 164 + treatment: MULT + type: HC_delta_1 + sys_corr_165: + description: Systematic uncertainty 165 + treatment: MULT + type: HC_delta_2 + sys_corr_166: + description: Systematic uncertainty 166 + treatment: MULT + type: HC_delta_3 + sys_corr_167: + description: Systematic uncertainty 167 + treatment: MULT + type: HC_delta_4 + sys_corr_168: + description: Systematic uncertainty 168 + treatment: MULT + type: HC_delta_gp + sys_corr_169: + description: Systematic uncertainty 169 + treatment: MULT + type: HC_delta_had +bins: +- stat: 0.007012615450000001 + sys_corr_0: 0.0027725196200000003 + sys_corr_1: 0.0001090379 + sys_corr_2: -0.0001016455 + sys_corr_3: 0.0001312151 + sys_corr_4: -0.0004047339 + sys_corr_5: 0.0007429362000000001 + sys_corr_6: -0.0007669614999999999 + sys_corr_7: -8.31645e-05 + sys_corr_8: 1.2936700000000001e-05 + sys_corr_9: -5.5443000000000004e-06 + sys_corr_10: -6.83797e-05 + sys_corr_11: 7.57721e-05 + sys_corr_12: -0.0013047586 + 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b/nnpdf_data/nnpdf_data/commondata/HERA_NC_318GEV_EAVG/data_BOTTOM-SIGMARED.yaml similarity index 100% rename from nnpdf_data/nnpdf_data/commondata/HERA_NC_318GEV_EAVG/data_legacy_BOTTOM-SIGMARED.yaml rename to nnpdf_data/nnpdf_data/commondata/HERA_NC_318GEV_EAVG/data_BOTTOM-SIGMARED.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/HERA_NC_318GEV_EAVG/data_legacy_CHARM-SIGMARED.yaml b/nnpdf_data/nnpdf_data/commondata/HERA_NC_318GEV_EAVG/data_CHARM-SIGMARED.yaml similarity index 100% rename from nnpdf_data/nnpdf_data/commondata/HERA_NC_318GEV_EAVG/data_legacy_CHARM-SIGMARED.yaml rename to nnpdf_data/nnpdf_data/commondata/HERA_NC_318GEV_EAVG/data_CHARM-SIGMARED.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/HERA_NC_318GEV_EAVG/filter.py b/nnpdf_data/nnpdf_data/commondata/HERA_NC_318GEV_EAVG/filter.py new file mode 100644 index 0000000000..0c45dc48a9 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/HERA_NC_318GEV_EAVG/filter.py @@ -0,0 +1,69 @@ +from nnpdf_data.filter_utils.hera_utils import commondata #, covmat_is_close +from pathlib import Path +from dataclasses import dataclass +import typing +from typing import List +import numpy as np +import pandas as pd +from os import PathLike +import yaml + +@dataclass +class hera_cb_commondata(commondata): + def __init__(self, filename: str | PathLike, dataset_name: str, + process: str): + # Read the data. + file = Path(filename) + df = pd.read_table(file, sep=r"\s+",skiprows=36) + + # Kinematic quantieties. + self.central_values = df["Sigma"].to_numpy() + # compute y = Q2/x/S + S=318**2 # GeV**2 + y=df["Q2"]/df["x"]/S + df.insert(1,"y",y.to_list()) + self.kinematics = df[["x", "Q2", "y"]].to_numpy() + self.kinematic_quantities = ["x", "Q2", "y"] + + # Statistical uncertainties. + statistical_uncertainties = df["stat"].to_numpy() + for iunc,unc in enumerate(statistical_uncertainties): + unc = self.central_values[iunc]*unc/100 + statistical_uncertainties[iunc] = unc + self.statistical_uncertainties = statistical_uncertainties + + # Systematic uncertainties. + sys_uncert_col_names = list(df.columns.values)[5:] + self.systematic_uncertainties = df[sys_uncert_col_names].to_numpy() + systematic_uncertainties = df[sys_uncert_col_names].to_numpy() + for iunc,unc in enumerate(systematic_uncertainties): + unc = self.central_values[iunc]*unc/100 + systematic_uncertainties[iunc] = unc + self.systematic_uncertainties = systematic_uncertainties + + # All uncertainties are treated as multiplicative. + systypes = [] + for name in sys_uncert_col_names: + if(name == "uncor"): + systypes.append(("MULT", "UNCORR")) + else: + systypes.append(("MULT", "HC_" + name)) + self.systypes = systypes + self.process = process + self.dataset_name = dataset_name + + +def main(): + hera_b = hera_cb_commondata("./rawdata/d18-037.tableBeauty.txt","HERACOMBNCEP", "DIS_NCE") + hera_b.write_new_commondata(Path("data_BOTTOM-SIGMARED.yaml"), + Path("kinematics_BOTTOM-SIGMARED.yaml"), + Path("uncertainties_BOTTOM-SIGMARED.yaml")) + + hera_c = hera_cb_commondata("./rawdata/d18-037.tableCharm.txt","HERACOMBNCEP", "DIS_NCE") + hera_c.write_new_commondata(Path("data_CHARM-SIGMARED.yaml"), + Path("kinematics_CHARM-SIGMARED.yaml"), + Path("uncertainties_CHARM-SIGMARED.yaml")) + +if __name__ == "__main__": + main() + diff --git a/nnpdf_data/nnpdf_data/commondata/HERA_NC_318GEV_EAVG/kinematics_BOTTOM-SIGMARED.yaml b/nnpdf_data/nnpdf_data/commondata/HERA_NC_318GEV_EAVG/kinematics_BOTTOM-SIGMARED.yaml index d0bf4f02b6..e4db36f534 100644 --- a/nnpdf_data/nnpdf_data/commondata/HERA_NC_318GEV_EAVG/kinematics_BOTTOM-SIGMARED.yaml +++ b/nnpdf_data/nnpdf_data/commondata/HERA_NC_318GEV_EAVG/kinematics_BOTTOM-SIGMARED.yaml @@ -1,325 +1,325 @@ bins: -- k1: +- x: min: null mid: 0.00013 max: null - k2: + Q2: min: null mid: 2.5 max: null - k3: + y: min: null - mid: 0.1901701794902 + mid: 0.19017017949022225 max: null -- k1: +- x: min: null mid: 0.00018 max: null - k2: + Q2: min: null mid: 5.0 max: null - k3: + y: min: null - mid: 0.2746902592637 + mid: 0.2746902592636543 max: null -- k1: +- x: min: null mid: 0.00013 max: null - k2: + Q2: min: null mid: 7.0 max: null - k3: + y: min: null - mid: 0.5324765025726 + mid: 0.5324765025726222 max: null -- k1: +- x: min: null mid: 0.0003 max: null - k2: + Q2: min: null mid: 7.0 max: null - k3: + y: min: null - mid: 0.2307398177815 + mid: 0.23073981778146965 max: null -- k1: +- x: min: null mid: 0.00032 max: null - k2: + Q2: min: null mid: 12.0 max: null - k3: + y: min: null - mid: 0.3708318500059 + mid: 0.37083185000593333 max: null -- k1: +- x: min: null mid: 0.0008 max: null - k2: + Q2: min: null mid: 12.0 max: null - k3: + y: min: null - mid: 0.1483327400024 + mid: 0.14833274000237331 max: null -- k1: +- x: min: null mid: 0.0015 max: null - k2: + Q2: min: null mid: 12.0 max: null - k3: + y: min: null - mid: 0.07911079466793 + mid: 0.07911079466793244 max: null -- k1: +- x: min: null mid: 0.0008 max: null - k2: + Q2: min: null 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+ Q2: min: null mid: 650.0 max: null - k3: + y: min: null - mid: 0.2008672520865 + mid: 0.2008672520865472 max: null -- k1: +- x: min: null mid: 0.05 max: null - k2: + Q2: min: null mid: 2000.0 max: null - k3: + y: min: null - mid: 0.3955539733397 + mid: 0.3955539733396622 max: null diff --git a/nnpdf_data/nnpdf_data/commondata/HERA_NC_318GEV_EAVG/kinematics_CHARM-SIGMARED.yaml b/nnpdf_data/nnpdf_data/commondata/HERA_NC_318GEV_EAVG/kinematics_CHARM-SIGMARED.yaml index 2de83f3fdf..603d7a8d48 100644 --- a/nnpdf_data/nnpdf_data/commondata/HERA_NC_318GEV_EAVG/kinematics_CHARM-SIGMARED.yaml +++ b/nnpdf_data/nnpdf_data/commondata/HERA_NC_318GEV_EAVG/kinematics_CHARM-SIGMARED.yaml @@ -1,625 +1,625 @@ bins: -- k1: +- x: min: null mid: 3.0e-05 max: null - k2: + Q2: min: null mid: 2.5 max: null - k3: + y: min: null - mid: 0.824070777791 + mid: 0.8240707777909628 max: null -- k1: +- x: min: null mid: 7.0e-05 max: null - k2: + Q2: min: null mid: 2.5 max: null - k3: + y: min: null - mid: 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mid: 60.0 max: null - k3: + y: min: null - mid: 0.1186661920019 + mid: 0.11866619200189867 max: null -- k1: +- x: min: null mid: 0.008 max: null - k2: + Q2: min: null mid: 60.0 max: null - k3: + y: min: null - mid: 0.07416637000119 + mid: 0.07416637000118666 max: null -- k1: +- x: min: null mid: 0.015 max: null - k2: + Q2: min: null mid: 60.0 max: null - k3: + y: min: null - mid: 0.03955539733397 + mid: 0.03955539733396622 max: null -- k1: +- x: min: null mid: 0.002 max: null - k2: + Q2: min: null mid: 120.0 max: null - k3: + y: min: null - mid: 0.5933309600095 + mid: 0.5933309600094933 max: null -- k1: +- x: min: null mid: 0.0032 max: null - k2: + Q2: min: null mid: 120.0 max: null - k3: + y: min: null - mid: 0.3708318500059 + mid: 0.37083185000593333 max: null -- k1: +- x: min: null mid: 0.0055 max: null - k2: + Q2: min: null mid: 120.0 max: null - k3: + y: min: null - mid: 0.2157567127307 + mid: 0.21575671273072486 max: null -- k1: +- x: min: null mid: 0.01 max: null - k2: + Q2: min: null mid: 120.0 max: null - k3: + y: min: null - mid: 0.1186661920019 + mid: 0.11866619200189867 max: null -- k1: +- x: min: null mid: 0.025 max: null - k2: + Q2: min: null mid: 120.0 max: null - k3: + y: min: null - mid: 0.04746647680076 + mid: 0.047466476800759466 max: null -- k1: +- x: min: null mid: 0.005 max: null - k2: + Q2: min: null mid: 200.0 max: null - k3: + y: min: null - mid: 0.3955539733397 + mid: 0.3955539733396622 max: null -- k1: +- x: min: null mid: 0.013 max: null - k2: + Q2: min: null mid: 200.0 max: null - k3: + y: min: null - mid: 0.1521361435922 + mid: 0.15213614359217778 max: null -- k1: +- x: min: null mid: 0.01 max: null - k2: + Q2: min: null mid: 350.0 max: null - k3: + y: min: null - mid: 0.3461097266722 + mid: 0.3461097266722044 max: null -- k1: +- x: min: null mid: 0.025 max: null - k2: + Q2: min: null mid: 350.0 max: null - k3: + y: min: null - mid: 0.1384438906689 + mid: 0.13844389066888177 max: null -- k1: +- x: min: null mid: 0.013 max: null - k2: + Q2: min: null mid: 650.0 max: null - k3: + y: min: null - mid: 0.4944424666746 + mid: 0.49444246667457775 max: null -- k1: +- x: min: null mid: 0.032 max: null - k2: + Q2: min: null mid: 650.0 max: null - k3: + y: min: null - mid: 0.2008672520865 + mid: 0.2008672520865472 max: null -- k1: +- x: min: null mid: 0.05 max: null - k2: + Q2: min: null mid: 2000.0 max: null - k3: + y: min: null - mid: 0.3955539733397 + mid: 0.3955539733396622 max: null diff --git a/nnpdf_data/nnpdf_data/commondata/HERA_NC_318GEV_EAVG/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/HERA_NC_318GEV_EAVG/metadata.yaml index e236821d09..8626b9e20e 100644 --- a/nnpdf_data/nnpdf_data/commondata/HERA_NC_318GEV_EAVG/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/HERA_NC_318GEV_EAVG/metadata.yaml @@ -1,6 +1,6 @@ setname: HERA_NC_318GEV_EAVG version: 1 -version_comment: Port of old commondata +version_comment: Reimplementation of HERA dataset in new commondata. nnpdf_metadata: nnpdf31_process: DIS NC experiment: HERACOMB @@ -18,7 +18,7 @@ implemented_observables: description: Deep Inelastic Scattering label: HERA comb. $\sigma_{b\bar b}^{\rm red}$ units: '' - process_type: DIS_NCE_BT + process_type: DIS_NC tables: [] npoints: [] ndata: 27 @@ -31,30 +31,30 @@ implemented_observables: x_scale: log y_scale: log line_by: - - k2 + - Q2 normalize: y_scale: linear line_by: [] figure_by: - - k2 - plot_x: k1 + - Q2 + plot_x: x kinematic_coverage: - - k1 - - k2 - - k3 + - x + - Q2 + - y kinematics: variables: - k1: - description: Variable k1 - label: k1 + x: + description: Bjorken x + label: "$x$" units: '' - k2: - description: Variable k2 - label: k2 - units: '' - k3: - description: Variable k3 - label: k3 + Q2: + description: Square of momentum transfer + label: "$Q^2$" + units: '$GeV^2$' + y: + description: Inelasticity y + label: "$y$" units: '' file: kinematics_BOTTOM-SIGMARED.yaml theory: @@ -62,19 +62,19 @@ implemented_observables: operation: 'null' FK_tables: - - HERA_NC_318GEV_EAVG_SIGMARED_BOTTOM - data_uncertainties: [] + data_uncertainties: [uncertainties_BOTTOM-SIGMARED.yaml] variants: legacy: data_uncertainties: - - uncertainties_legacy_BOTTOM-SIGMARED.yaml - data_central: data_legacy_BOTTOM-SIGMARED.yaml + - uncertainties_BOTTOM-SIGMARED.yaml + data_central: data_BOTTOM-SIGMARED.yaml ported_from: HERACOMB_SIGMARED_B - observable_name: CHARM-SIGMARED observable: description: Deep Inelastic Scattering label: HERA comb. $\sigma_{c\bar c}^{\rm red}$ units: '' - process_type: DIS_NCP_CH + process_type: DIS_NC tables: [] npoints: [] ndata: 52 @@ -87,30 +87,30 @@ implemented_observables: x_scale: log y_scale: log line_by: - - k2 + - Q2 normalize: y_scale: linear line_by: [] figure_by: - - k2 - plot_x: k1 + - Q2 + plot_x: x kinematic_coverage: - - k1 - - k2 - - k3 + - x + - Q2 + - y kinematics: variables: - k1: - description: Variable k1 - label: k1 - units: '' - k2: - description: Variable k2 - label: k2 + x: + description: Bjorken x + label: "$x$" units: '' - k3: - description: Variable k3 - label: k3 + Q2: + description: Square of momentum transfer + label: "$Q^2$" + units: "$GeV^2$" + y: + description: Inelasticity y + label: "$y$" units: '' file: kinematics_CHARM-SIGMARED.yaml theory: @@ -118,10 +118,10 @@ implemented_observables: operation: 'null' FK_tables: - - HERA_NC_318GEV_EAVG_SIGMARED_CHARM - data_uncertainties: [] + data_uncertainties: [uncertainties_CHARM-SIGMARED.yaml] variants: legacy: data_uncertainties: - - uncertainties_legacy_CHARM-SIGMARED.yaml - data_central: data_legacy_CHARM-SIGMARED.yaml + - uncertainties_CHARM-SIGMARED.yaml + data_central: data_CHARM-SIGMARED.yaml ported_from: HERACOMB_SIGMARED_C diff --git a/nnpdf_data/nnpdf_data/commondata/HERA_NC_318GEV_EAVG/rawdata/d18-037.tableBeauty.txt b/nnpdf_data/nnpdf_data/commondata/HERA_NC_318GEV_EAVG/rawdata/d18-037.tableBeauty.txt new file mode 100644 index 0000000000..aa0626e628 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/HERA_NC_318GEV_EAVG/rawdata/d18-037.tableBeauty.txt @@ -0,0 +1,64 @@ + + !* File produced by HERAVerager + !* Created on 20161111 + +&Data + Name = "HERA b" + Reaction = "NC e+-p beauty" + NData = 27 + NColumn = 172 + ColumnType = 2*"Bin","Sigma", 169*"Error" + ColumnName = "Q2","x","Sigma", "stat", 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+ NInfo = 4 + CInfo = "sqrt(S)", "e charge", "reduced", "e polarity" + DataInfo = 0.3180E+03, 0.1000E+01, 0.1000E+01, 0.0000E+00, + IndexDataset = 112 + Percent = true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true, +&End +&PlotDesc + PlotN = 12 + PlotDefColumn = 'Q2' + PlotDefValue = 1.6, 2.6, 5.5, 7.5, 12.5, 18.5, 35., 65., 125., 205., 355., 655., 2005. + PlotVarColumn = 'x' + PlotOptions(1) = 'ExtraLabel: H1 ZEUS Beauty@Title:Q2 = 2.5 @XTitle: x @YTitle: #sigma^{bb}_{red} @Xmin:0.00001@Xmax:0.1@Ymin:0.001@Ymax:.005@YminR:0.4@YmaxR:1.6@Xlog' + PlotOptions(2) = 'ExtraLabel: H1 ZEUS Beauty@Title:Q2 = 5 @XTitle: x @YTitle: #sigma^{bb}_{red} @Xmin:0.00001@Xmax:0.1@Ymin:0.001@Ymax:.0075@YminR:0.4@YmaxR:1.6@Xlog' + PlotOptions(3) = 'ExtraLabel: H1 ZEUS Beauty@Title:Q2 = 7 @XTitle: x @YTitle: #sigma^{bb}_{red} @Xmin:0.00001@Xmax:0.1@Ymin:0.001@Ymax:.0075@YminR:0.4@YmaxR:1.6@Xlog' + PlotOptions(4) = 'ExtraLabel: H1 ZEUS Beauty@Title:Q2 = 12 @XTitle: x @YTitle: #sigma^{bb}_{red} @Xmin:0.00001@Xmax:0.1@Ymin:0.001@Ymax:.015@YminR:0.4@YmaxR:1.6@Xlog' + PlotOptions(5) = 'ExtraLabel: H1 ZEUS Beauty@Title:Q2 = 18 @XTitle: x @YTitle: #sigma^{bb}_{red} @Xmin:0.00001@Xmax:0.1@Ymin:0.001@Ymax:.015@YminR:0.4@YmaxR:1.6@Xlog' + PlotOptions(6) = 'ExtraLabel: H1 ZEUS Beauty@Title:Q2 = 32 @XTitle: x @YTitle: #sigma^{bb}_{red} @Xmin:0.00001@Xmax:0.1@Ymin:0.001@Ymax:.035@YminR:0.4@YmaxR:1.6@Xlog' + PlotOptions(7) = 'ExtraLabel: H1 ZEUS Beauty@Title:Q2 = 60 @XTitle: x @YTitle: #sigma^{bb}_{red} @Xmin:0.00001@Xmax:0.1@Ymin:0.001@Ymax:.04@YminR:0.4@YmaxR:1.6@Xlog' + PlotOptions(8) = 'ExtraLabel: H1 ZEUS Beauty@Title:Q2 = 120 @XTitle: x @YTitle: #sigma^{bb}_{red} @Xmin:0.00001@Xmax:0.1@Ymin:0.001@Ymax:.04@YminR:0.4@YmaxR:1.6@Xlog' + PlotOptions(9) = 'ExtraLabel: H1 ZEUS Beauty@Title:Q2 = 200 @XTitle: x @YTitle: #sigma^{bb}_{red} @Xmin:0.00001@Xmax:0.1@Ymin:0.001@Ymax:.04@YminR:0.4@YmaxR:1.6@Xlog' + PlotOptions(10) = 'ExtraLabel: H1 ZEUS Beauty@Title:Q2 = 350 @XTitle: x @YTitle: #sigma^{bb}_{red} @Xmin:0.00001@Xmax:0.1@Ymin:0.001@Ymax:.04@YminR:0.4@YmaxR:1.6@Xlog' + PlotOptions(11) = 'ExtraLabel: H1 ZEUS Beauty@Title:Q2 = 650 @XTitle: x @YTitle: #sigma^{bb}_{red} @Xmin:0.00001@Xmax:0.1@Ymin:0.001@Ymax:.04@YminR:0.4@YmaxR:1.6@Xlog' + PlotOptions(12) = 'ExtraLabel: H1 ZEUS Beauty@Title:Q2 = 2000@XTitle: x @YTitle: 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+ NInfo = 4 + CInfo = "sqrt(S)", "e charge", "reduced", "e polarity" + DataInfo = 0.3180E+03, 0.1000E+01, 0.1000E+01, 0.0000E+00, + IndexDataset = 111 + Percent = true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true,true, +&End +&PlotDesc + PlotN = 12 + PlotDefColumn = 'Q2' + PlotDefValue = 1.6, 2.6, 5.5, 7.5, 12.5, 18.5, 35., 65., 125., 205., 355., 655., 2005. + PlotVarColumn = 'x' + PlotOptions(1) = 'ExtraLabel: H1 ZEUS Charm@Title:Q2 = 2.5 @XTitle: x @YTitle: #sigma^{cc}_{red} @Xmin:0.00001@Xmax:0.1@Ymin:0.001@Ymax:.15@YminR:0.7@YmaxR:1.3@Xlog' + PlotOptions(2) = 'ExtraLabel: H1 ZEUS Charm@Title:Q2 = 5 @XTitle: x @YTitle: #sigma^{cc}_{red} @Xmin:0.00001@Xmax:0.1@Ymin:0.001@Ymax:.25@YminR:0.7@YmaxR:1.3@Xlog' + PlotOptions(3) = 'ExtraLabel: H1 ZEUS Charm@Title:Q2 = 7 @XTitle: x @YTitle: #sigma^{cc}_{red} @Xmin:0.00001@Xmax:0.1@Ymin:0.001@Ymax:.35@YminR:0.7@YmaxR:1.3@Xlog' + PlotOptions(4) = 'ExtraLabel: H1 ZEUS Charm@Title:Q2 = 12 @XTitle: x @YTitle: #sigma^{cc}_{red} @Xmin:0.00001@Xmax:0.1@Ymin:0.001@Ymax:.5@YminR:0.7@YmaxR:1.3@Xlog' + PlotOptions(5) = 'ExtraLabel: H1 ZEUS Charm@Title:Q2 = 18 @XTitle: x @YTitle: #sigma^{cc}_{red} @Xmin:0.00001@Xmax:0.1@Ymin:0.001@Ymax:.5@YminR:0.7@YmaxR:1.3@Xlog' + PlotOptions(6) = 'ExtraLabel: H1 ZEUS Charm@Title:Q2 = 32 @XTitle: x @YTitle: #sigma^{cc}_{red} @Xmin:0.00001@Xmax:0.1@Ymin:0.001@Ymax:.5@YminR:0.7@YmaxR:1.3@Xlog' + PlotOptions(7) = 'ExtraLabel: H1 ZEUS Charm@Title:Q2 = 60 @XTitle: x @YTitle: #sigma^{cc}_{red} @Xmin:0.00001@Xmax:0.1@Ymin:0.001@Ymax:.5@YminR:0.7@YmaxR:1.3@Xlog' + PlotOptions(8) = 'ExtraLabel: H1 ZEUS Charm@Title:Q2 = 120 @XTitle: x @YTitle: #sigma^{cc}_{red} @Xmin:0.00001@Xmax:0.1@Ymin:0.001@Ymax:.5@YminR:0.7@YmaxR:1.3@Xlog' + PlotOptions(9) = 'ExtraLabel: H1 ZEUS Charm@Title:Q2 = 200 @XTitle: x @YTitle: #sigma^{cc}_{red} @Xmin:0.00001@Xmax:0.1@Ymin:0.001@Ymax:.5@YminR:0.7@YmaxR:1.3@Xlog' + PlotOptions(10) = 'ExtraLabel: H1 ZEUS Charm@Title:Q2 = 350 @XTitle: x @YTitle: #sigma^{cc}_{red} @Xmin:0.00001@Xmax:0.1@Ymin:0.001@Ymax:.5@YminR:0.7@YmaxR:1.3@Xlog' + PlotOptions(11) = 'ExtraLabel: H1 ZEUS Charm@Title:Q2 = 650 @XTitle: x @YTitle: #sigma^{cc}_{red} @Xmin:0.00001@Xmax:0.1@Ymin:0.001@Ymax:.5@YminR:0.7@YmaxR:1.3@Xlog' + PlotOptions(12) = 'ExtraLabel: H1 ZEUS Charm@Title:Q2 = 2000@XTitle: x @YTitle: #sigma^{cc}_{red} @Xmin:0.00001@Xmax:0.1@Ymin:0.001@Ymax:.5@YminR:0.7@YmaxR:1.3@Xlog' +&End + + Q2 x Sigma stat uncor sysHERAcb1001 sysHERAcb1002 sysHERAcb1003 sysHERAcb1004 sysHERAcb1005 sysHERAcb1006 sysHERAcb1007 sysHERAcb1008 sysHERAcb1009 sysHERAcb1010 sysHERAcb1011 sysHERAcb1012 sysHERAcb1013 sysHERAcb1014 sysHERAcb1015 sysHERAcb1016 sysHERAcb1017 sysHERAcb1018 sysHERAcb1019 sysHERAcb1020 sysHERAcb1021 sysHERAcb1022 sysHERAcb1023 sysHERAcb1024 sysHERAcb1025 sysHERAcb1026 sysHERAcb1027 sysHERAcb1028 sysHERAcb1029 sysHERAcb1030 sysHERAcb1031 sysHERAcb1032 sysHERAcb1033 sysHERAcb1034 sysHERAcb1035 sysHERAcb1036 sysHERAcb1037 sysHERAcb1038 sysHERAcb1039 sysHERAcb1040 sysHERAcb1041 sysHERAcb1042 sysHERAcb1043 sysHERAcb1044 sysHERAcb1045 sysHERAcb1046 sysHERAcb1047 sysHERAcb1048 sysHERAcb1049 sysHERAcb1050 sysHERAcb1051 sysHERAcb1052 sysHERAcb1053 sysHERAcb1054 sysHERAcb1055 sysHERAcb1056 sysHERAcb1057 sysHERAcb1058 sysHERAcb1059 sysHERAcb1060 sysHERAcb1061 sysHERAcb1062 sysHERAcb1063 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0.423 0.074 -0.624 0.257 0.237 2.422 -0.524 1.190 -0.382 -1.269 1.668 -0.041 2.689 -1.402 -1.564 -0.006 0.128 1.123 1.112 1.884 -0.166 -0.306 -0.982 -0.332 -0.131 1.311 -0.296 2.200 0.262 -0.151 -1.247 0.661 1.354 0.120 -0.325 -0.100 1.374 -2.139 1.582 0.564 1.251 -0.366 -0.479 -1.090 -0.488 1.029 -0.159 1.159 -0.255 -2.070 -0.991 -1.061 0.449 -1.023 0.010 1.582 0.465 -0.706 -0.995 -0.481 -0.651 -0.412 -0.732 0.273 -0.227 1.009 2.377 0.741 0.389 2.036 0.462 0.134 0.330 1.219 -0.181 -1.566 diff --git a/nnpdf_data/nnpdf_data/commondata/HERA_NC_318GEV_EAVG/uncertainties_BOTTOM-SIGMARED.yaml b/nnpdf_data/nnpdf_data/commondata/HERA_NC_318GEV_EAVG/uncertainties_BOTTOM-SIGMARED.yaml new file mode 100644 index 0000000000..5ccd434f5d --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/HERA_NC_318GEV_EAVG/uncertainties_BOTTOM-SIGMARED.yaml @@ -0,0 +1,5241 @@ +definitions: + stat: + description: Statistical uncertainty. + treatment: ADD + type: UNCORR + sys_corr_0: + description: Systematic uncertainty 0 + treatment: MULT + type: UNCORR + sys_corr_1: + description: Systematic uncertainty 1 + treatment: MULT + type: HC_sysHERAcb1001 + sys_corr_2: + description: Systematic uncertainty 2 + treatment: MULT + type: HC_sysHERAcb1002 + sys_corr_3: + description: Systematic uncertainty 3 + treatment: MULT + type: HC_sysHERAcb1003 + sys_corr_4: + description: Systematic uncertainty 4 + treatment: MULT + type: HC_sysHERAcb1004 + sys_corr_5: + description: Systematic uncertainty 5 + treatment: MULT + type: HC_sysHERAcb1005 + sys_corr_6: + description: Systematic uncertainty 6 + treatment: MULT + type: HC_sysHERAcb1006 + sys_corr_7: + description: Systematic uncertainty 7 + treatment: MULT + type: HC_sysHERAcb1007 + sys_corr_8: + description: Systematic uncertainty 8 + treatment: MULT + type: HC_sysHERAcb1008 + sys_corr_9: + description: Systematic uncertainty 9 + treatment: MULT + type: HC_sysHERAcb1009 + sys_corr_10: + description: Systematic uncertainty 10 + treatment: MULT + type: HC_sysHERAcb1010 + sys_corr_11: + description: Systematic uncertainty 11 + treatment: MULT + type: HC_sysHERAcb1011 + sys_corr_12: + description: Systematic uncertainty 12 + treatment: MULT + type: HC_sysHERAcb1012 + sys_corr_13: + description: Systematic uncertainty 13 + treatment: MULT + type: HC_sysHERAcb1013 + sys_corr_14: + description: Systematic uncertainty 14 + treatment: MULT + type: HC_sysHERAcb1014 + sys_corr_15: + description: Systematic uncertainty 15 + treatment: MULT + type: HC_sysHERAcb1015 + sys_corr_16: + description: Systematic uncertainty 16 + treatment: MULT + type: HC_sysHERAcb1016 + sys_corr_17: + description: Systematic uncertainty 17 + treatment: MULT + type: HC_sysHERAcb1017 + sys_corr_18: + description: Systematic uncertainty 18 + treatment: MULT + type: HC_sysHERAcb1018 + sys_corr_19: + description: Systematic uncertainty 19 + treatment: MULT + type: HC_sysHERAcb1019 + sys_corr_20: + description: Systematic uncertainty 20 + treatment: MULT + type: HC_sysHERAcb1020 + sys_corr_21: + description: Systematic uncertainty 21 + treatment: MULT + type: HC_sysHERAcb1021 + sys_corr_22: + description: Systematic uncertainty 22 + treatment: MULT + type: HC_sysHERAcb1022 + sys_corr_23: + description: Systematic uncertainty 23 + treatment: MULT + type: HC_sysHERAcb1023 + sys_corr_24: + description: Systematic uncertainty 24 + treatment: MULT + type: HC_sysHERAcb1024 + sys_corr_25: + description: Systematic uncertainty 25 + treatment: MULT + type: HC_sysHERAcb1025 + sys_corr_26: + description: Systematic uncertainty 26 + treatment: MULT + type: HC_sysHERAcb1026 + sys_corr_27: + description: Systematic uncertainty 27 + treatment: MULT + type: HC_sysHERAcb1027 + sys_corr_28: + description: Systematic uncertainty 28 + treatment: MULT + type: HC_sysHERAcb1028 + sys_corr_29: + description: Systematic uncertainty 29 + treatment: MULT + type: HC_sysHERAcb1029 + sys_corr_30: + description: Systematic uncertainty 30 + treatment: MULT + type: HC_sysHERAcb1030 + sys_corr_31: + description: Systematic uncertainty 31 + treatment: MULT + type: HC_sysHERAcb1031 + sys_corr_32: + description: Systematic uncertainty 32 + treatment: MULT + type: HC_sysHERAcb1032 + sys_corr_33: + description: Systematic uncertainty 33 + treatment: MULT + type: HC_sysHERAcb1033 + sys_corr_34: + description: Systematic uncertainty 34 + treatment: MULT + type: HC_sysHERAcb1034 + sys_corr_35: + description: Systematic uncertainty 35 + treatment: MULT + type: HC_sysHERAcb1035 + sys_corr_36: + description: Systematic uncertainty 36 + treatment: MULT + type: HC_sysHERAcb1036 + sys_corr_37: + description: Systematic uncertainty 37 + treatment: MULT + type: HC_sysHERAcb1037 + sys_corr_38: + description: Systematic uncertainty 38 + treatment: MULT + type: HC_sysHERAcb1038 + sys_corr_39: + description: Systematic uncertainty 39 + treatment: MULT + type: HC_sysHERAcb1039 + sys_corr_40: + description: Systematic uncertainty 40 + treatment: MULT + type: HC_sysHERAcb1040 + sys_corr_41: + description: Systematic uncertainty 41 + treatment: MULT + type: HC_sysHERAcb1041 + sys_corr_42: + description: Systematic uncertainty 42 + treatment: MULT + type: HC_sysHERAcb1042 + sys_corr_43: + description: Systematic uncertainty 43 + treatment: MULT + type: HC_sysHERAcb1043 + sys_corr_44: + description: Systematic uncertainty 44 + treatment: MULT + type: HC_sysHERAcb1044 + sys_corr_45: + description: Systematic uncertainty 45 + treatment: MULT + type: HC_sysHERAcb1045 + sys_corr_46: + description: Systematic uncertainty 46 + treatment: MULT + type: HC_sysHERAcb1046 + sys_corr_47: + description: Systematic uncertainty 47 + treatment: MULT + type: HC_sysHERAcb1047 + sys_corr_48: + description: Systematic uncertainty 48 + treatment: MULT + type: HC_sysHERAcb1048 + sys_corr_49: + description: Systematic uncertainty 49 + treatment: MULT + type: HC_sysHERAcb1049 + sys_corr_50: + description: Systematic uncertainty 50 + treatment: MULT + type: HC_sysHERAcb1050 + sys_corr_51: + description: Systematic uncertainty 51 + treatment: MULT + type: HC_sysHERAcb1051 + sys_corr_52: + description: Systematic uncertainty 52 + treatment: MULT + type: HC_sysHERAcb1052 + sys_corr_53: + description: Systematic uncertainty 53 + treatment: MULT + type: HC_sysHERAcb1053 + sys_corr_54: + description: Systematic uncertainty 54 + treatment: MULT + type: HC_sysHERAcb1054 + sys_corr_55: + description: Systematic uncertainty 55 + treatment: MULT + type: HC_sysHERAcb1055 + sys_corr_56: + description: Systematic uncertainty 56 + treatment: MULT + type: HC_sysHERAcb1056 + sys_corr_57: + description: Systematic uncertainty 57 + treatment: MULT + type: HC_sysHERAcb1057 + sys_corr_58: + description: Systematic uncertainty 58 + treatment: MULT + type: HC_sysHERAcb1058 + sys_corr_59: + description: Systematic uncertainty 59 + treatment: MULT + type: HC_sysHERAcb1059 + sys_corr_60: + description: Systematic uncertainty 60 + treatment: MULT + type: HC_sysHERAcb1060 + sys_corr_61: + description: Systematic uncertainty 61 + treatment: MULT + type: HC_sysHERAcb1061 + sys_corr_62: + description: Systematic uncertainty 62 + treatment: MULT + type: HC_sysHERAcb1062 + sys_corr_63: + description: Systematic uncertainty 63 + treatment: MULT + type: HC_sysHERAcb1063 + sys_corr_64: + description: Systematic uncertainty 64 + treatment: MULT + type: HC_sysHERAcb1064 + sys_corr_65: + description: Systematic uncertainty 65 + treatment: MULT + type: HC_sysHERAcb1065 + sys_corr_66: + description: Systematic uncertainty 66 + treatment: MULT + type: HC_sysHERAcb1066 + sys_corr_67: + description: Systematic uncertainty 67 + treatment: MULT + type: HC_sysHERAcb1067 + sys_corr_68: + description: Systematic uncertainty 68 + treatment: MULT + type: HC_sysHERAcb1068 + sys_corr_69: + description: Systematic uncertainty 69 + treatment: MULT + type: HC_sysHERAcb1069 + sys_corr_70: + description: Systematic uncertainty 70 + treatment: MULT + type: HC_sysHERAcb1070 + sys_corr_71: + description: Systematic uncertainty 71 + treatment: MULT + type: HC_sysHERAcb1071 + sys_corr_72: + description: Systematic uncertainty 72 + treatment: MULT + type: HC_sysHERAcb1072 + sys_corr_73: + description: Systematic uncertainty 73 + treatment: MULT + type: HC_sysHERAcb1073 + sys_corr_74: + description: Systematic uncertainty 74 + treatment: MULT + type: HC_sysHERAcb1074 + sys_corr_75: + description: Systematic uncertainty 75 + treatment: MULT + type: HC_sysHERAcb1075 + sys_corr_76: + description: Systematic uncertainty 76 + treatment: MULT + type: HC_sysHERAcb1076 + sys_corr_77: + description: Systematic uncertainty 77 + treatment: MULT + type: HC_sysHERAcb1077 + sys_corr_78: + description: Systematic uncertainty 78 + treatment: MULT + type: HC_sysHERAcb1078 + sys_corr_79: + description: Systematic uncertainty 79 + treatment: MULT + type: HC_sysHERAcb1079 + sys_corr_80: + description: Systematic uncertainty 80 + treatment: MULT + type: HC_sysHERAcb1080 + sys_corr_81: + description: Systematic uncertainty 81 + treatment: MULT + type: HC_sysHERAcb1081 + sys_corr_82: + description: Systematic uncertainty 82 + treatment: MULT + type: HC_sysHERAcb1082 + sys_corr_83: + description: Systematic uncertainty 83 + treatment: MULT + type: HC_sysHERAcb1083 + sys_corr_84: + description: Systematic uncertainty 84 + treatment: MULT + type: HC_sysHERAcb1084 + sys_corr_85: + description: Systematic uncertainty 85 + treatment: MULT + type: HC_sysHERAcb1085 + sys_corr_86: + description: Systematic uncertainty 86 + treatment: MULT + type: HC_sysHERAcb1086 + sys_corr_87: + description: Systematic uncertainty 87 + treatment: MULT + type: HC_sysHERAcb1087 + sys_corr_88: + description: Systematic uncertainty 88 + treatment: MULT + type: HC_sysHERAcb1088 + sys_corr_89: + description: Systematic uncertainty 89 + treatment: MULT + type: HC_sysHERAcb1089 + sys_corr_90: + description: Systematic uncertainty 90 + treatment: MULT + type: HC_sysHERAcb1090 + sys_corr_91: + description: Systematic uncertainty 91 + treatment: MULT + type: HC_sysHERAcb1091 + sys_corr_92: + description: Systematic uncertainty 92 + treatment: MULT + type: HC_sysHERAcb1092 + sys_corr_93: + description: Systematic uncertainty 93 + treatment: MULT + type: HC_sysHERAcb1093 + sys_corr_94: + description: Systematic uncertainty 94 + treatment: MULT + type: HC_sysHERAcb1094 + sys_corr_95: + description: Systematic uncertainty 95 + treatment: MULT + type: HC_sysHERAcb1095 + sys_corr_96: + description: Systematic uncertainty 96 + treatment: MULT + type: HC_sysHERAcb1096 + sys_corr_97: + description: Systematic uncertainty 97 + treatment: MULT + type: HC_sysHERAcb1097 + sys_corr_98: + description: Systematic uncertainty 98 + treatment: MULT + type: HC_sysHERAcb1098 + sys_corr_99: + description: Systematic uncertainty 99 + treatment: MULT + type: HC_sysHERAcb1099 + sys_corr_100: + description: Systematic uncertainty 100 + treatment: MULT + type: HC_sysHERAcb1100 + sys_corr_101: + description: Systematic uncertainty 101 + treatment: MULT + type: HC_sysHERAcb1101 + sys_corr_102: + description: Systematic uncertainty 102 + treatment: MULT + type: HC_sysHERAcb1102 + sys_corr_103: + description: Systematic uncertainty 103 + treatment: MULT + type: HC_sysHERAcb1103 + sys_corr_104: + description: Systematic uncertainty 104 + treatment: MULT + type: HC_sysHERAcb1104 + sys_corr_105: + description: Systematic uncertainty 105 + treatment: MULT + type: HC_sysHERAcb1105 + sys_corr_106: + description: Systematic uncertainty 106 + treatment: MULT + type: HC_sysHERAcb1106 + sys_corr_107: + description: Systematic uncertainty 107 + treatment: MULT + type: HC_sysHERAcb1107 + sys_corr_108: + description: Systematic uncertainty 108 + treatment: MULT + type: HC_sysHERAcb1108 + sys_corr_109: + description: Systematic uncertainty 109 + treatment: MULT + type: HC_sysHERAcb1109 + sys_corr_110: + description: Systematic uncertainty 110 + treatment: MULT + type: HC_sysHERAcb1110 + sys_corr_111: + description: Systematic uncertainty 111 + treatment: MULT + type: HC_sysHERAcb1111 + sys_corr_112: + description: Systematic uncertainty 112 + treatment: MULT + type: HC_sysHERAcb1112 + sys_corr_113: + description: Systematic uncertainty 113 + treatment: MULT + type: HC_sysHERAcb1113 + sys_corr_114: + description: Systematic uncertainty 114 + treatment: MULT + type: HC_sysHERAcb1114 + sys_corr_115: + description: Systematic uncertainty 115 + treatment: MULT + type: HC_sysHERAcb1115 + sys_corr_116: + description: Systematic uncertainty 116 + treatment: MULT + type: HC_sysHERAcb1116 + sys_corr_117: + description: Systematic uncertainty 117 + treatment: MULT + type: HC_sysHERAcb1117 + sys_corr_118: + description: Systematic uncertainty 118 + treatment: MULT + type: HC_sysHERAcb1118 + sys_corr_119: + description: Systematic uncertainty 119 + treatment: MULT + type: HC_sysHERAcb1119 + sys_corr_120: + description: Systematic uncertainty 120 + treatment: MULT + type: HC_sysHERAcb1120 + sys_corr_121: + description: Systematic uncertainty 121 + treatment: MULT + type: HC_sysHERAcb1121 + sys_corr_122: + description: Systematic uncertainty 122 + treatment: MULT + type: HC_sysHERAcb1122 + sys_corr_123: + description: Systematic uncertainty 123 + treatment: MULT + type: HC_sysHERAcb1123 + sys_corr_124: + description: Systematic uncertainty 124 + treatment: MULT + type: HC_sysHERAcb1124 + sys_corr_125: + description: Systematic uncertainty 125 + treatment: MULT + type: HC_sysHERAcb1125 + sys_corr_126: + description: Systematic uncertainty 126 + treatment: MULT + type: HC_sysHERAcb1126 + sys_corr_127: + description: Systematic uncertainty 127 + treatment: MULT + type: HC_sysHERAcb1127 + sys_corr_128: + description: Systematic uncertainty 128 + treatment: MULT + type: HC_sysHERAcb1128 + sys_corr_129: + description: Systematic uncertainty 129 + treatment: MULT + type: HC_sysHERAcb1129 + sys_corr_130: + description: Systematic uncertainty 130 + treatment: MULT + type: HC_sysHERAcb1130 + sys_corr_131: + description: Systematic uncertainty 131 + treatment: MULT + type: HC_sysHERAcb1131 + sys_corr_132: + description: Systematic uncertainty 132 + treatment: MULT + type: HC_sysHERAcb1132 + sys_corr_133: + description: Systematic uncertainty 133 + treatment: MULT + type: HC_sysHERAcb1133 + sys_corr_134: + description: Systematic uncertainty 134 + treatment: MULT + type: HC_sysHERAcb1134 + sys_corr_135: + description: Systematic uncertainty 135 + treatment: MULT + type: HC_sysHERAcb1135 + sys_corr_136: + description: Systematic uncertainty 136 + treatment: MULT + type: HC_sysHERAcb1136 + sys_corr_137: + description: Systematic uncertainty 137 + treatment: MULT + type: HC_sysHERAcb1137 + sys_corr_138: + description: Systematic uncertainty 138 + treatment: MULT + type: HC_sysHERAcb1138 + sys_corr_139: + description: Systematic uncertainty 139 + treatment: MULT + type: HC_sysHERAcb1139 + sys_corr_140: + description: Systematic uncertainty 140 + treatment: MULT + type: HC_sysHERAcb1140 + sys_corr_141: + description: Systematic uncertainty 141 + treatment: MULT + type: HC_sysHERAcb1141 + sys_corr_142: + description: Systematic uncertainty 142 + treatment: MULT + type: HC_sysHERAcb1142 + sys_corr_143: + description: Systematic uncertainty 143 + treatment: MULT + type: HC_sysHERAcb1143 + sys_corr_144: + description: Systematic uncertainty 144 + treatment: MULT + type: HC_sysHERAcb1144 + sys_corr_145: + description: Systematic uncertainty 145 + treatment: MULT + type: HC_sysHERAcb1145 + sys_corr_146: + description: Systematic uncertainty 146 + treatment: MULT + type: HC_sysHERAcb1146 + sys_corr_147: + description: Systematic uncertainty 147 + treatment: MULT + type: HC_sysHERAcb1147 + sys_corr_148: + description: Systematic uncertainty 148 + treatment: MULT + type: HC_sysHERAcb1148 + sys_corr_149: + description: Systematic uncertainty 149 + treatment: MULT + type: HC_sysHERAcb1149 + sys_corr_150: + description: Systematic uncertainty 150 + treatment: MULT + type: HC_sysHERAcb1150 + sys_corr_151: + description: Systematic uncertainty 151 + treatment: MULT + type: HC_sysHERAcb1151 + sys_corr_152: + description: Systematic uncertainty 152 + treatment: MULT + type: HC_sysHERAcb1152 + sys_corr_153: + description: Systematic uncertainty 153 + treatment: MULT + type: HC_sysHERAcb1153 + sys_corr_154: + description: Systematic uncertainty 154 + treatment: MULT + type: HC_sysHERAcb1154 + sys_corr_155: + description: Systematic uncertainty 155 + treatment: MULT + type: HC_sysHERAcb1155 + sys_corr_156: + description: Systematic uncertainty 156 + treatment: MULT + type: HC_sysHERAcb1156 + sys_corr_157: + description: Systematic uncertainty 157 + treatment: MULT + type: HC_sysHERAcb1157 + sys_corr_158: + description: Systematic uncertainty 158 + treatment: MULT + type: HC_sysHERAcb1158 + sys_corr_159: + description: Systematic uncertainty 159 + treatment: MULT + type: HC_sysHERAcb1159 + sys_corr_160: + description: Systematic uncertainty 160 + treatment: MULT + type: HC_sysHERAcb1160 + sys_corr_161: + description: Systematic uncertainty 161 + treatment: MULT + type: HC_sysHERAcb1161 + sys_corr_162: + description: Systematic uncertainty 162 + treatment: MULT + type: HC_sysHERAcb1162 + sys_corr_163: + description: Systematic uncertainty 163 + treatment: MULT + type: HC_sysHERAcb1163 + sys_corr_164: + description: Systematic uncertainty 164 + treatment: MULT + type: HC_sysHERAcb1164 + sys_corr_165: + description: Systematic uncertainty 165 + treatment: MULT + type: HC_sysHERAcb1165 + sys_corr_166: + description: Systematic uncertainty 166 + treatment: MULT + type: HC_sysHERAcb1166 + sys_corr_167: + description: Systematic uncertainty 167 + treatment: MULT + type: HC_sysHERAcb1167" +bins: +- stat: 0.000523586319 + sys_corr_0: 0.000413104464 + sys_corr_1: 2.358912e-06 + sys_corr_2: 4.699395e-06 + sys_corr_3: 1.8613290000000002e-06 + sys_corr_4: 4.386102e-06 + sys_corr_5: 3.851661e-06 + sys_corr_6: 1.7323259999999998e-06 + sys_corr_7: 5.749848e-06 + sys_corr_8: 1.253172e-06 + sys_corr_9: -6.26586e-07 + sys_corr_10: -9.398789999999998e-07 + sys_corr_11: 8.200905e-06 + sys_corr_12: 3.022356e-06 + sys_corr_13: 1.898187e-06 + sys_corr_14: 5.7129899999999995e-06 + sys_corr_15: -7.74018e-07 + sys_corr_16: -1.10574e-06 + sys_corr_17: -7.92447e-07 + sys_corr_18: 1.8244710000000001e-06 + sys_corr_19: 4.459818e-06 + sys_corr_20: -1.6586099999999998e-07 + sys_corr_21: 4.6072500000000004e-07 + sys_corr_22: 4.6072500000000004e-07 + sys_corr_23: 3.2435039999999996e-06 + sys_corr_24: 1.013595e-06 + sys_corr_25: -9.58308e-07 + sys_corr_26: 4.79154e-07 + sys_corr_27: -1.6586099999999998e-07 + sys_corr_28: 1.7876130000000002e-06 + sys_corr_29: -8.477339999999999e-07 + sys_corr_30: -4.6072500000000004e-07 + sys_corr_31: -2.635347e-06 + sys_corr_32: -2.58006e-07 + sys_corr_33: -3.1882169999999996e-06 + sys_corr_34: -4.2386699999999997e-07 + sys_corr_35: 3.87009e-07 + 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diff --git a/nnpdf_data/nnpdf_data/commondata/HERA_NC_318GEV_EAVG/uncertainties_CHARM-SIGMARED.yaml b/nnpdf_data/nnpdf_data/commondata/HERA_NC_318GEV_EAVG/uncertainties_CHARM-SIGMARED.yaml new file mode 100644 index 0000000000..9b3c8fc166 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/HERA_NC_318GEV_EAVG/uncertainties_CHARM-SIGMARED.yaml @@ -0,0 +1,9466 @@ +definitions: + stat: + description: Statistical uncertainty. + treatment: ADD + type: UNCORR + sys_corr_0: + description: Systematic uncertainty 0 + treatment: MULT + type: UNCORR + sys_corr_1: + description: Systematic uncertainty 1 + treatment: MULT + type: HC_sysHERAcb1001 + sys_corr_2: + description: Systematic uncertainty 2 + treatment: MULT + type: HC_sysHERAcb1002 + sys_corr_3: + description: Systematic uncertainty 3 + treatment: MULT + type: HC_sysHERAcb1003 + sys_corr_4: + description: Systematic uncertainty 4 + treatment: MULT + type: HC_sysHERAcb1004 + sys_corr_5: + description: Systematic uncertainty 5 + treatment: MULT + type: HC_sysHERAcb1005 + sys_corr_6: + description: Systematic uncertainty 6 + treatment: MULT + type: HC_sysHERAcb1006 + sys_corr_7: + description: Systematic uncertainty 7 + treatment: MULT + type: HC_sysHERAcb1007 + sys_corr_8: + description: Systematic uncertainty 8 + treatment: MULT + type: HC_sysHERAcb1008 + sys_corr_9: + description: Systematic uncertainty 9 + treatment: MULT + type: HC_sysHERAcb1009 + sys_corr_10: + description: Systematic uncertainty 10 + treatment: MULT + type: HC_sysHERAcb1010 + sys_corr_11: + description: Systematic uncertainty 11 + treatment: MULT + type: HC_sysHERAcb1011 + sys_corr_12: + description: Systematic uncertainty 12 + treatment: MULT + type: HC_sysHERAcb1012 + sys_corr_13: + description: Systematic uncertainty 13 + treatment: MULT + type: HC_sysHERAcb1013 + sys_corr_14: + description: Systematic uncertainty 14 + treatment: MULT + type: HC_sysHERAcb1014 + sys_corr_15: + description: Systematic uncertainty 15 + treatment: MULT + type: HC_sysHERAcb1015 + sys_corr_16: + description: Systematic uncertainty 16 + treatment: MULT + type: HC_sysHERAcb1016 + sys_corr_17: + description: Systematic uncertainty 17 + treatment: MULT + type: HC_sysHERAcb1017 + sys_corr_18: + description: Systematic uncertainty 18 + treatment: MULT + type: HC_sysHERAcb1018 + sys_corr_19: + description: Systematic uncertainty 19 + treatment: MULT + type: HC_sysHERAcb1019 + sys_corr_20: + description: Systematic uncertainty 20 + treatment: MULT + type: HC_sysHERAcb1020 + sys_corr_21: + description: Systematic uncertainty 21 + treatment: MULT + type: HC_sysHERAcb1021 + sys_corr_22: + description: Systematic uncertainty 22 + treatment: MULT + type: HC_sysHERAcb1022 + sys_corr_23: + description: Systematic uncertainty 23 + treatment: MULT + type: HC_sysHERAcb1023 + sys_corr_24: + description: Systematic uncertainty 24 + treatment: MULT + type: HC_sysHERAcb1024 + sys_corr_25: + description: Systematic uncertainty 25 + treatment: MULT + type: HC_sysHERAcb1025 + sys_corr_26: + description: Systematic uncertainty 26 + treatment: MULT + type: HC_sysHERAcb1026 + sys_corr_27: + description: Systematic uncertainty 27 + treatment: MULT + type: HC_sysHERAcb1027 + sys_corr_28: + description: Systematic uncertainty 28 + treatment: MULT + type: HC_sysHERAcb1028 + sys_corr_29: + description: Systematic uncertainty 29 + treatment: MULT + type: HC_sysHERAcb1029 + sys_corr_30: + description: Systematic uncertainty 30 + treatment: MULT + type: HC_sysHERAcb1030 + sys_corr_31: + description: Systematic uncertainty 31 + treatment: MULT + type: HC_sysHERAcb1031 + sys_corr_32: + description: Systematic uncertainty 32 + treatment: MULT + type: HC_sysHERAcb1032 + sys_corr_33: + description: Systematic uncertainty 33 + treatment: MULT + type: HC_sysHERAcb1033 + sys_corr_34: + description: Systematic uncertainty 34 + treatment: MULT + type: HC_sysHERAcb1034 + sys_corr_35: + description: Systematic uncertainty 35 + treatment: MULT + type: HC_sysHERAcb1035 + sys_corr_36: + description: Systematic uncertainty 36 + treatment: MULT + type: HC_sysHERAcb1036 + sys_corr_37: + description: Systematic uncertainty 37 + treatment: MULT + type: HC_sysHERAcb1037 + sys_corr_38: + description: Systematic uncertainty 38 + treatment: MULT + type: HC_sysHERAcb1038 + sys_corr_39: + description: Systematic uncertainty 39 + treatment: MULT + type: HC_sysHERAcb1039 + sys_corr_40: + description: Systematic uncertainty 40 + treatment: MULT + type: HC_sysHERAcb1040 + sys_corr_41: + description: Systematic uncertainty 41 + treatment: MULT + type: HC_sysHERAcb1041 + sys_corr_42: + description: Systematic uncertainty 42 + treatment: MULT + type: HC_sysHERAcb1042 + sys_corr_43: + description: Systematic uncertainty 43 + treatment: MULT + type: HC_sysHERAcb1043 + sys_corr_44: + description: Systematic uncertainty 44 + treatment: MULT + type: HC_sysHERAcb1044 + sys_corr_45: + description: Systematic uncertainty 45 + treatment: MULT + type: HC_sysHERAcb1045 + sys_corr_46: + description: Systematic uncertainty 46 + treatment: MULT + type: HC_sysHERAcb1046 + sys_corr_47: + description: Systematic uncertainty 47 + treatment: MULT + type: HC_sysHERAcb1047 + sys_corr_48: + description: Systematic uncertainty 48 + treatment: MULT + type: HC_sysHERAcb1048 + sys_corr_49: + description: Systematic uncertainty 49 + treatment: MULT + type: HC_sysHERAcb1049 + sys_corr_50: + description: Systematic uncertainty 50 + treatment: MULT + type: HC_sysHERAcb1050 + sys_corr_51: + description: Systematic uncertainty 51 + treatment: MULT + type: HC_sysHERAcb1051 + sys_corr_52: + description: Systematic uncertainty 52 + treatment: MULT + type: HC_sysHERAcb1052 + sys_corr_53: + description: Systematic uncertainty 53 + treatment: MULT + type: HC_sysHERAcb1053 + sys_corr_54: + description: Systematic uncertainty 54 + treatment: MULT + type: HC_sysHERAcb1054 + sys_corr_55: + description: Systematic uncertainty 55 + treatment: MULT + type: HC_sysHERAcb1055 + sys_corr_56: + description: Systematic uncertainty 56 + treatment: MULT + type: HC_sysHERAcb1056 + sys_corr_57: + description: Systematic uncertainty 57 + treatment: MULT + type: HC_sysHERAcb1057 + sys_corr_58: + description: Systematic uncertainty 58 + treatment: MULT + type: HC_sysHERAcb1058 + sys_corr_59: + description: Systematic uncertainty 59 + treatment: MULT + type: HC_sysHERAcb1059 + sys_corr_60: + description: Systematic uncertainty 60 + treatment: MULT + type: HC_sysHERAcb1060 + sys_corr_61: + description: Systematic uncertainty 61 + treatment: MULT + type: HC_sysHERAcb1061 + sys_corr_62: + description: Systematic uncertainty 62 + treatment: MULT + type: HC_sysHERAcb1062 + sys_corr_63: + description: Systematic uncertainty 63 + treatment: MULT + type: HC_sysHERAcb1063 + sys_corr_64: + description: Systematic uncertainty 64 + treatment: MULT + type: HC_sysHERAcb1064 + sys_corr_65: + description: Systematic uncertainty 65 + treatment: MULT + type: HC_sysHERAcb1065 + sys_corr_66: + description: Systematic uncertainty 66 + treatment: MULT + type: HC_sysHERAcb1066 + sys_corr_67: + description: Systematic uncertainty 67 + treatment: MULT + type: HC_sysHERAcb1067 + sys_corr_68: + description: Systematic uncertainty 68 + treatment: MULT + type: HC_sysHERAcb1068 + sys_corr_69: + description: Systematic uncertainty 69 + treatment: MULT + type: HC_sysHERAcb1069 + sys_corr_70: + description: Systematic uncertainty 70 + treatment: MULT + type: HC_sysHERAcb1070 + sys_corr_71: + description: Systematic uncertainty 71 + treatment: MULT + type: HC_sysHERAcb1071 + sys_corr_72: + description: Systematic uncertainty 72 + treatment: MULT + type: HC_sysHERAcb1072 + sys_corr_73: + description: Systematic uncertainty 73 + treatment: MULT + type: HC_sysHERAcb1073 + sys_corr_74: + description: Systematic uncertainty 74 + treatment: MULT + type: HC_sysHERAcb1074 + sys_corr_75: + description: Systematic uncertainty 75 + treatment: MULT + type: HC_sysHERAcb1075 + sys_corr_76: + description: Systematic uncertainty 76 + treatment: MULT + type: HC_sysHERAcb1076 + sys_corr_77: + description: Systematic uncertainty 77 + treatment: MULT + type: HC_sysHERAcb1077 + sys_corr_78: + description: Systematic uncertainty 78 + treatment: MULT + type: HC_sysHERAcb1078 + sys_corr_79: + description: Systematic uncertainty 79 + treatment: MULT + type: HC_sysHERAcb1079 + sys_corr_80: + description: Systematic uncertainty 80 + treatment: MULT + type: HC_sysHERAcb1080 + sys_corr_81: + description: Systematic uncertainty 81 + treatment: MULT + type: HC_sysHERAcb1081 + sys_corr_82: + description: Systematic uncertainty 82 + treatment: MULT + type: HC_sysHERAcb1082 + sys_corr_83: + description: Systematic uncertainty 83 + treatment: MULT + type: HC_sysHERAcb1083 + sys_corr_84: + description: Systematic uncertainty 84 + treatment: MULT + type: HC_sysHERAcb1084 + sys_corr_85: + description: Systematic uncertainty 85 + treatment: MULT + type: HC_sysHERAcb1085 + sys_corr_86: + description: Systematic uncertainty 86 + treatment: MULT + type: HC_sysHERAcb1086 + sys_corr_87: + description: Systematic uncertainty 87 + treatment: MULT + type: HC_sysHERAcb1087 + sys_corr_88: + description: Systematic uncertainty 88 + treatment: MULT + type: HC_sysHERAcb1088 + sys_corr_89: + description: Systematic uncertainty 89 + treatment: MULT + type: HC_sysHERAcb1089 + sys_corr_90: + description: Systematic uncertainty 90 + treatment: MULT + type: HC_sysHERAcb1090 + sys_corr_91: + description: Systematic uncertainty 91 + treatment: MULT + type: HC_sysHERAcb1091 + sys_corr_92: + description: Systematic uncertainty 92 + treatment: MULT + type: HC_sysHERAcb1092 + sys_corr_93: + description: Systematic uncertainty 93 + treatment: MULT + type: HC_sysHERAcb1093 + sys_corr_94: + description: Systematic uncertainty 94 + treatment: MULT + type: HC_sysHERAcb1094 + sys_corr_95: + description: Systematic uncertainty 95 + treatment: MULT + type: HC_sysHERAcb1095 + sys_corr_96: + description: Systematic uncertainty 96 + treatment: MULT + type: HC_sysHERAcb1096 + sys_corr_97: + description: Systematic uncertainty 97 + treatment: MULT + type: HC_sysHERAcb1097 + sys_corr_98: + description: Systematic uncertainty 98 + treatment: MULT + type: HC_sysHERAcb1098 + sys_corr_99: + description: Systematic uncertainty 99 + treatment: MULT + type: HC_sysHERAcb1099 + sys_corr_100: + description: Systematic uncertainty 100 + treatment: MULT + type: HC_sysHERAcb1100 + sys_corr_101: + description: Systematic uncertainty 101 + treatment: MULT + type: HC_sysHERAcb1101 + sys_corr_102: + description: Systematic uncertainty 102 + treatment: MULT + type: HC_sysHERAcb1102 + sys_corr_103: + description: Systematic uncertainty 103 + treatment: MULT + type: HC_sysHERAcb1103 + sys_corr_104: + description: Systematic uncertainty 104 + treatment: MULT + type: HC_sysHERAcb1104 + sys_corr_105: + description: Systematic uncertainty 105 + treatment: MULT + type: HC_sysHERAcb1105 + sys_corr_106: + description: Systematic uncertainty 106 + treatment: MULT + type: HC_sysHERAcb1106 + sys_corr_107: + description: Systematic uncertainty 107 + treatment: MULT + type: HC_sysHERAcb1107 + sys_corr_108: + description: Systematic uncertainty 108 + treatment: MULT + type: HC_sysHERAcb1108 + sys_corr_109: + description: Systematic uncertainty 109 + treatment: MULT + type: HC_sysHERAcb1109 + sys_corr_110: + description: Systematic uncertainty 110 + treatment: MULT + type: HC_sysHERAcb1110 + sys_corr_111: + description: Systematic uncertainty 111 + treatment: MULT + type: HC_sysHERAcb1111 + sys_corr_112: + description: Systematic uncertainty 112 + treatment: MULT + type: HC_sysHERAcb1112 + sys_corr_113: + description: Systematic uncertainty 113 + treatment: MULT + type: HC_sysHERAcb1113 + sys_corr_114: + description: Systematic uncertainty 114 + treatment: MULT + type: HC_sysHERAcb1114 + sys_corr_115: + description: Systematic uncertainty 115 + treatment: MULT + type: HC_sysHERAcb1115 + sys_corr_116: + description: Systematic uncertainty 116 + treatment: MULT + type: HC_sysHERAcb1116 + sys_corr_117: + description: Systematic uncertainty 117 + treatment: MULT + type: HC_sysHERAcb1117 + sys_corr_118: + description: Systematic uncertainty 118 + treatment: MULT + type: HC_sysHERAcb1118 + sys_corr_119: + description: Systematic uncertainty 119 + treatment: MULT + type: HC_sysHERAcb1119 + sys_corr_120: + description: Systematic uncertainty 120 + treatment: MULT + type: HC_sysHERAcb1120 + sys_corr_121: + description: Systematic uncertainty 121 + treatment: MULT + type: HC_sysHERAcb1121 + sys_corr_122: + description: Systematic uncertainty 122 + treatment: MULT + type: HC_sysHERAcb1122 + sys_corr_123: + description: Systematic uncertainty 123 + treatment: MULT + type: HC_sysHERAcb1123 + sys_corr_124: + description: Systematic uncertainty 124 + treatment: MULT + type: HC_sysHERAcb1124 + sys_corr_125: + description: Systematic uncertainty 125 + treatment: MULT + type: HC_sysHERAcb1125 + sys_corr_126: + description: Systematic uncertainty 126 + treatment: MULT + type: HC_sysHERAcb1126 + sys_corr_127: + description: Systematic uncertainty 127 + treatment: MULT + type: HC_sysHERAcb1127 + sys_corr_128: + description: Systematic uncertainty 128 + treatment: MULT + type: HC_sysHERAcb1128 + sys_corr_129: + description: Systematic uncertainty 129 + treatment: MULT + type: HC_sysHERAcb1129 + sys_corr_130: + description: Systematic uncertainty 130 + treatment: MULT + type: HC_sysHERAcb1130 + sys_corr_131: + description: Systematic uncertainty 131 + treatment: MULT + type: HC_sysHERAcb1131 + sys_corr_132: + description: Systematic uncertainty 132 + treatment: MULT + type: HC_sysHERAcb1132 + sys_corr_133: + description: Systematic uncertainty 133 + treatment: MULT + type: HC_sysHERAcb1133 + sys_corr_134: + description: Systematic uncertainty 134 + treatment: MULT + type: HC_sysHERAcb1134 + sys_corr_135: + description: Systematic uncertainty 135 + treatment: MULT + type: HC_sysHERAcb1135 + sys_corr_136: + description: Systematic uncertainty 136 + treatment: MULT + type: HC_sysHERAcb1136 + sys_corr_137: + description: Systematic uncertainty 137 + treatment: MULT + type: HC_sysHERAcb1137 + sys_corr_138: + description: Systematic uncertainty 138 + treatment: MULT + type: HC_sysHERAcb1138 + sys_corr_139: + description: Systematic uncertainty 139 + treatment: MULT + type: HC_sysHERAcb1139 + sys_corr_140: + description: Systematic uncertainty 140 + treatment: MULT + type: HC_sysHERAcb1140 + sys_corr_141: + description: Systematic uncertainty 141 + treatment: MULT + type: HC_sysHERAcb1141 + sys_corr_142: + description: Systematic uncertainty 142 + treatment: MULT + type: HC_sysHERAcb1142 + sys_corr_143: + description: Systematic uncertainty 143 + treatment: MULT + type: HC_sysHERAcb1143 + sys_corr_144: + description: Systematic uncertainty 144 + treatment: MULT + type: HC_sysHERAcb1144 + sys_corr_145: + description: Systematic uncertainty 145 + treatment: MULT + type: HC_sysHERAcb1145 + sys_corr_146: + description: Systematic uncertainty 146 + treatment: MULT + type: HC_sysHERAcb1146 + sys_corr_147: + description: Systematic uncertainty 147 + treatment: MULT + type: HC_sysHERAcb1147 + sys_corr_148: + description: Systematic uncertainty 148 + treatment: MULT + type: HC_sysHERAcb1148 + sys_corr_149: + description: Systematic uncertainty 149 + treatment: MULT + type: HC_sysHERAcb1149 + sys_corr_150: + description: Systematic uncertainty 150 + treatment: MULT + type: HC_sysHERAcb1150 + sys_corr_151: + description: Systematic uncertainty 151 + treatment: MULT + type: HC_sysHERAcb1151 + sys_corr_152: + description: Systematic uncertainty 152 + treatment: MULT + type: HC_sysHERAcb1152 + sys_corr_153: + description: Systematic uncertainty 153 + treatment: MULT + type: HC_sysHERAcb1153 + sys_corr_154: + description: Systematic uncertainty 154 + treatment: MULT + type: HC_sysHERAcb1154 + sys_corr_155: + description: Systematic uncertainty 155 + treatment: MULT + type: HC_sysHERAcb1155 + sys_corr_156: + description: Systematic uncertainty 156 + treatment: MULT + type: HC_sysHERAcb1156 + sys_corr_157: + description: Systematic uncertainty 157 + treatment: MULT + type: HC_sysHERAcb1157 + sys_corr_158: + description: Systematic uncertainty 158 + treatment: MULT + type: HC_sysHERAcb1158 + sys_corr_159: + description: Systematic uncertainty 159 + treatment: MULT + type: HC_sysHERAcb1159 + sys_corr_160: + description: Systematic uncertainty 160 + treatment: MULT + type: HC_sysHERAcb1160 + sys_corr_161: + description: Systematic uncertainty 161 + treatment: MULT + type: HC_sysHERAcb1161 + sys_corr_162: + description: Systematic uncertainty 162 + treatment: MULT + type: HC_sysHERAcb1162 + sys_corr_163: + description: Systematic uncertainty 163 + treatment: MULT + type: HC_sysHERAcb1163 + sys_corr_164: + description: Systematic uncertainty 164 + treatment: MULT + type: HC_sysHERAcb1164 + sys_corr_165: + description: Systematic uncertainty 165 + treatment: MULT + type: HC_sysHERAcb1165 + sys_corr_166: + description: Systematic uncertainty 166 + treatment: MULT + type: HC_sysHERAcb1166 + sys_corr_167: + description: Systematic uncertainty 167 + treatment: MULT + type: HC_sysHERAcb1167" +bins: +- stat: 0.010199254009999999 + sys_corr_0: 0.012274013499999998 + sys_corr_1: 8.68148e-05 + sys_corr_2: 0.0003038518 + sys_corr_3: 0.0002912865 + sys_corr_4: 0.0003141325 + sys_corr_5: 0.0002410253 + sys_corr_6: 0.0001450721 + sys_corr_7: 0.0003975204 + sys_corr_8: 0.00010280700000000001 + sys_corr_9: -2.0561399999999996e-05 + sys_corr_10: -9.48109e-05 + sys_corr_11: 0.0005037543 + sys_corr_12: 0.0002078986 + sys_corr_13: -3.4268999999999997e-06 + sys_corr_14: 0.00019647559999999998 + sys_corr_15: -9.138399999999999e-05 + sys_corr_16: -0.0002752943 + sys_corr_17: -0.0001896218 + sys_corr_18: 0.00022389080000000003 + sys_corr_19: 3.8838200000000004e-05 + sys_corr_20: -1.2565299999999998e-05 + sys_corr_21: 1.59922e-05 + sys_corr_22: -1.0280699999999998e-05 + sys_corr_23: 9.1384e-06 + sys_corr_24: -5.4830399999999996e-05 + sys_corr_25: -0.000159922 + sys_corr_26: 0.0001130877 + sys_corr_27: 6.62534e-05 + sys_corr_28: -2.2845999999999998e-05 + sys_corr_29: 2.7415199999999998e-05 + sys_corr_30: 1.1423e-06 + sys_corr_31: -3.76959e-05 + sys_corr_32: -1.1422999999999999e-05 + sys_corr_33: -0.00019304870000000002 + sys_corr_34: 9.1384e-06 + sys_corr_35: 7.9961e-05 + sys_corr_36: -9.595320000000001e-05 + sys_corr_37: 0.00021817929999999998 + sys_corr_38: 8.79571e-05 + sys_corr_39: 3.426899999999999e-05 + sys_corr_40: 5.597270000000001e-05 + sys_corr_41: 8.110329999999999e-05 + sys_corr_42: 0.0003906666 + sys_corr_43: 0.0002832904 + sys_corr_44: 0.00033469389999999993 + sys_corr_45: 6.73957e-05 + sys_corr_46: 0.0001245107 + sys_corr_47: -1.2565299999999998e-05 + sys_corr_48: 0.00018391029999999999 + sys_corr_49: 0.00039409349999999994 + 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sys_corr_156: -0.00013679247 + sys_corr_157: 0.0006080334899999999 + sys_corr_158: 0.0014324039699999999 + sys_corr_159: 0.00044653401 + sys_corr_160: 0.00023441529000000003 + sys_corr_161: 0.0012269139600000001 + sys_corr_162: 0.00027840582000000005 + sys_corr_163: 8.074974e-05 + sys_corr_164: 0.0001988613 + sys_corr_165: 0.0007345815900000001 + sys_corr_166: -0.00010907241 + sys_corr_167: -0.00094368726 diff --git a/nnpdf_data/nnpdf_data/filter_utils/hera_utils.py b/nnpdf_data/nnpdf_data/filter_utils/hera_utils.py new file mode 100644 index 0000000000..e76eaef8f2 --- /dev/null +++ b/nnpdf_data/nnpdf_data/filter_utils/hera_utils.py @@ -0,0 +1,105 @@ +from pathlib import Path +from dataclasses import dataclass +import typing +from typing import List +import numpy as np +import pandas as pd +from os import PathLike +import yaml +#from validphys.api import API + +@dataclass +class commondata: + central_values: np.ndarray + kinematics: np.ndarray + statistical_uncertainties: np.ndarray + systematic_uncertainties: np.ndarray + systypes: List[tuple[str, str]] + process: str + dataset_name: str + kinematic_quantities: List[str] + + + # Procedure to create data_*.yaml, kinematics_*.yaml and uncertainties_*.yaml + def write_new_commondata(self, data_filename: str | PathLike, + kinematics_filename: str | PathLike, + uncertainties_filename: str | PathLike): + # central data values + data = {"data_central": self.central_values.tolist()} + with data_filename.open("w+") as f: + yaml.dump(data, f, default_flow_style=False, sort_keys=False) + + # kinematic quantieties + # TODO add arrays for min and max values to derived type? + bins = [] + for kin in self.kinematics.tolist(): + bins.append( + {self.kinematic_quantities[0]: + { + "min": None, + "mid": kin[0], + "max": None + }, + self.kinematic_quantities[1]: + { + "min": None, + "mid": kin[1], + "max": None + }, + self.kinematic_quantities[2]: + { + "min": None, + "mid": kin[2], + "max": None + } + }) + data = {"bins": bins} + with kinematics_filename.open("w+") as f: + yaml.dump(data, f, default_flow_style=False, sort_keys=False) + + # uncertainties + # There is only one statistical uncertainty per datapoint. + definitions = {"stat": + { + "description": "Statistical uncertainty.", + "treatment": "ADD", + "type": "UNCORR" + } + } + for isys, sys in enumerate(self.systypes): + definitions.update( + {f"sys_corr_{isys}": + { + "description": f"Systematic uncertainty {isys}", + "treatment": sys[0], + "type": sys[1] + } + }) + bins = {"bins": [] } + for i, _ in enumerate(self.central_values): + systematics = {"stat": self.statistical_uncertainties.tolist()[i]} + for isys, sys in enumerate(self.systematic_uncertainties[i].tolist()): + systematics.update({f"sys_corr_{isys}": sys}) + bins["bins"].append(systematics) + data = {"definitions": definitions } + # TODO Notation of reals is inconsistent from yaml.safe_dump + # sometimes it is in scientific notation sometimes not... + with uncertainties_filename.open("w+") as f: + yaml.safe_dump(data, f, default_flow_style=False, sort_keys=False) + yaml.safe_dump(bins, f, default_flow_style=False, sort_keys=False) + + +# Subroutines for testing the implementation of the commondata. + +## Obtain the covariance matrix for a given variant. +#def _covmat(name: str, var: str): +# inp = {"dataset_input": {"dataset": name, "variant": var}, "theoryid": 700, "use_cuts": "internal"} +# return API.covmat_from_systematics(**inp) +# +## Compare the covariance matrices of two different variants. True if close. +#def covmat_is_close(name: str, var1: str, var2: str) -> bool: +# return np.isclose(_covmat(name,var1),_covmat(name,var2)).all() + + + +