From 4342b3dacf3d8e86681ae5a960728708e0066cc0 Mon Sep 17 00:00:00 2001 From: peterkrack Date: Sun, 8 Dec 2024 16:26:17 +0100 Subject: [PATCH 1/3] initial commit --- .../commondata/DYE605_Z0_38P8GEV_DW/filter.py | 76 +++++++++++++ .../DYE605_Z0_38P8GEV_DW/rawdata/Table1.csv | 31 ++++++ .../DYE605_Z0_38P8GEV_DW/rawdata/Table2.csv | 31 ++++++ .../DYE605_Z0_38P8GEV_DW/rawdata/Table3.csv | 31 ++++++ .../DYE605_Z0_38P8GEV_DW/rawdata/Table4.csv | 31 ++++++ .../DYE605_Z0_38P8GEV_DW/rawdata/Table5.csv | 31 ++++++ .../DYE605_Z0_38P8GEV_DW/rawdata/Table6.csv | 31 ++++++ .../DYE605_Z0_38P8GEV_DW/rawdata/Table7.csv | 25 +++++ .../nnpdf_data/filter_utils/hera_utils.py | 105 ++++++++++++++++++ 9 files changed, 392 insertions(+) create mode 100644 nnpdf_data/nnpdf_data/commondata/DYE605_Z0_38P8GEV_DW/filter.py create mode 100644 nnpdf_data/nnpdf_data/commondata/DYE605_Z0_38P8GEV_DW/rawdata/Table1.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/DYE605_Z0_38P8GEV_DW/rawdata/Table2.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/DYE605_Z0_38P8GEV_DW/rawdata/Table3.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/DYE605_Z0_38P8GEV_DW/rawdata/Table4.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/DYE605_Z0_38P8GEV_DW/rawdata/Table5.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/DYE605_Z0_38P8GEV_DW/rawdata/Table6.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/DYE605_Z0_38P8GEV_DW/rawdata/Table7.csv create mode 100644 nnpdf_data/nnpdf_data/filter_utils/hera_utils.py diff --git a/nnpdf_data/nnpdf_data/commondata/DYE605_Z0_38P8GEV_DW/filter.py b/nnpdf_data/nnpdf_data/commondata/DYE605_Z0_38P8GEV_DW/filter.py new file mode 100644 index 0000000000..fea2fe5ad7 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/DYE605_Z0_38P8GEV_DW/filter.py @@ -0,0 +1,76 @@ +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 + +def mergetables() -> pd.DataFrame: + + table_paths = [] + for i in range(1,8): + table_paths.append(Path(f"./rawdata/Table{i}.csv")) + + # List with the rapidity bins for tables 1 to 7. + yrap = [-0.2, -0.1, 0.0, 0.1, 0.2, 0.3, 0.4] + + col_names = ["M2","dsig","statp","statm","normp","normm","sysp","sysm"] + col_names_all = col_names + ["y", "sqrts"] + + combined_df = pd.DataFrame(columns=col_names_all) + for i, path in enumerate(table_paths): + df = pd.read_csv(path, header=11, names=col_names) + df["y"]=yrap[i] + df["sqrts"]=38.8 + df = df[pd.to_numeric(df['dsig'], errors='coerce').notnull()] + combined_df = pd.concat([combined_df,df],ignore_index=True) + + # In the table we have sqrt(tau) not M2; compute M2=tau*s + combined_df["M2"] = (combined_df["M2"]*38.8)**2 + + return combined_df + +@dataclass +class E605_commondata(commondata): + def __init__(self, data: pd.DataFrame, dataset_name: str, process: str): + + # Kinematic quantities. + self.central_values = data["dsig"].astype(float).to_numpy() + self.kinematics = data[["y", "M2", "sqrts"]].astype(float).to_numpy() + self.kinematic_quantities = ["y", "M2", "sqrts"] + + # Statistical uncertainties. + self.statistical_uncertainties = data["statp"] + + # Systematic uncertainties. + norm = data["normp"].str.strip("%").astype(float).to_numpy()/100 + stat = norm/norm*0.1 # overall 10% uncertainty + + # the overall 10% statistical uncertainty is treated as + # additive, while normalisation uncertainty is always treated + # multiplicatively + stat = stat * self.central_values + + self.systematic_uncertainties = np.dstack((stat,norm))[0] + self.systypes = [("ADD", "UNCORR"),("MULT", "CORR")] + + self.process = process + self.dataset_name = dataset_name + +def main(): + data = mergetables() + # First create the commondata variant without the nuclear uncertainties. + DYE605 = E605_commondata(data, "DYE605_Z0_38P8GEV", "Z0") + DYE605.write_new_commondata(Path("data_reimplemented_PXSEC.yaml"), + Path("kinematics_reimplemented_PXSEC.yaml"), + Path("uncertainties_reimplemented_PXSEC.yaml")) + +if __name__ == "__main__": + main() + + + + diff --git a/nnpdf_data/nnpdf_data/commondata/DYE605_Z0_38P8GEV_DW/rawdata/Table1.csv b/nnpdf_data/nnpdf_data/commondata/DYE605_Z0_38P8GEV_DW/rawdata/Table1.csv new file mode 100644 index 0000000000..095a5d5e25 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/DYE605_Z0_38P8GEV_DW/rawdata/Table1.csv @@ -0,0 +1,31 @@ +#: table_doi: 10.17182/hepdata.22831.v1/t1 +#: name: Table 1 +#: description: No description provided. +#: data_file: Table1.yaml +#: keyword reactions: P CU --> MU+ MU- X | P NUCLEUS --> MU+ MU- X +#: keyword observables: D2SIG/DSQRTTAU/DYRAP +#: keyword phrases: Inclusive | Double Differential Cross Section | Rapidity Dependence | Di-Muon Production | Muon production +#: keyword cmenergies: 38.8 +#: RE,P CU --> MU+ MU- X +#: SQRT(S) [GeV],38.8 +#: YRAP,-0.2 +SQRT(TAU),S*D2(SIG)/D(SQRT(TAU))/DYRAP [NB*GEV**2/NUCLEON],error +,error -,"sys,Normalisation error +","sys,Normalisation error -","sys,Point-to-point systematic error +","sys,Point-to-point systematic error -" +0.1831,364.0,106.0,-106.0,15.0%,-15.0%,5.0%,-5.0% +0.1883,209.0,45.9,-45.9,15.0%,-15.0%,5.0%,-5.0% +0.1935,220.0,40.3,-40.3,15.0%,-15.0%,5.0%,-5.0% +0.1986,243.0,45.5,-45.5,15.0%,-15.0%,5.0%,-5.0% +0.2038,119.0,21.5,-21.5,15.0%,-15.0%,5.0%,-5.0% +0.2089,176.0,31.2,-31.2,15.0%,-15.0%,5.0%,-5.0% +0.2141,174.0,28.5,-28.5,15.0%,-15.0%,5.0%,-5.0% +0.2192,140.0,19.8,-19.8,15.0%,-15.0%,5.0%,-5.0% +0.2244,105.0,13.4,-13.4,15.0%,-15.0%,5.0%,-5.0% +0.2296,123.0,13.9,-13.9,15.0%,-15.0%,5.0%,-5.0% +0.2708,34.9,4.32,-4.32,15.0%,-15.0%,5.0%,-5.0% +0.276,28.9,4.31,-4.31,15.0%,-15.0%,5.0%,-5.0% +0.2812,27.4,4.33,-4.33,15.0%,-15.0%,5.0%,-5.0% +0.2915,16.2,1.62,-1.62,15.0%,-15.0%,5.0%,-5.0% +0.3121,10.7,1.1,-1.1,15.0%,-15.0%,5.0%,-5.0% +0.3431,3.57,0.566,-0.566,15.0%,-15.0%,5.0%,-5.0% +0.3843,1.7,0.467,-0.467,15.0%,-15.0%,5.0%,-5.0% +0.4359,-,0,0,0,0,0,0 + diff --git a/nnpdf_data/nnpdf_data/commondata/DYE605_Z0_38P8GEV_DW/rawdata/Table2.csv b/nnpdf_data/nnpdf_data/commondata/DYE605_Z0_38P8GEV_DW/rawdata/Table2.csv new file mode 100644 index 0000000000..7e2075b044 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/DYE605_Z0_38P8GEV_DW/rawdata/Table2.csv @@ -0,0 +1,31 @@ +#: table_doi: 10.17182/hepdata.22831.v1/t2 +#: name: Table 2 +#: description: No description provided. +#: data_file: Table2.yaml +#: keyword reactions: P CU --> MU+ MU- X | P NUCLEUS --> MU+ MU- X +#: keyword observables: D2SIG/DSQRTTAU/DYRAP +#: keyword phrases: Inclusive | Double Differential Cross Section | Rapidity Dependence | Di-Muon Production | Muon production +#: keyword cmenergies: 38.8 +#: RE,P CU --> MU+ MU- X +#: SQRT(S) [GeV],38.8 +#: YRAP,-0.1 +SQRT(TAU),S*D2(SIG)/D(SQRT(TAU))/DYRAP [NB*GEV**2/NUCLEON],error +,error -,"sys,Normalisation error +","sys,Normalisation error -","sys,Point-to-point systematic error +","sys,Point-to-point systematic error -" +0.1831,399.0,85.1,-85.1,15.0%,-15.0%,5.0%,-5.0% +0.1883,315.0,55.5,-55.5,15.0%,-15.0%,5.0%,-5.0% +0.1935,277.0,45.4,-45.4,15.0%,-15.0%,5.0%,-5.0% +0.1986,244.0,35.0,-35.0,15.0%,-15.0%,5.0%,-5.0% +0.2038,237.0,35.4,-35.4,15.0%,-15.0%,5.0%,-5.0% +0.2089,192.0,24.9,-24.9,15.0%,-15.0%,5.0%,-5.0% +0.2141,166.0,19.2,-19.2,15.0%,-15.0%,5.0%,-5.0% +0.2192,161.0,17.9,-17.9,15.0%,-15.0%,5.0%,-5.0% +0.2244,145.0,12.9,-12.9,15.0%,-15.0%,5.0%,-5.0% +0.2296,127.0,10.4,-10.4,15.0%,-15.0%,5.0%,-5.0% +0.2708,45.6,3.95,-3.95,15.0%,-15.0%,5.0%,-5.0% +0.276,28.9,3.04,-3.04,15.0%,-15.0%,5.0%,-5.0% +0.2812,30.9,3.2,-3.2,15.0%,-15.0%,5.0%,-5.0% +0.2915,19.9,1.35,-1.35,15.0%,-15.0%,5.0%,-5.0% +0.3121,12.5,0.828,-0.828,15.0%,-15.0%,5.0%,-5.0% +0.3431,5.8,0.47,-0.47,15.0%,-15.0%,5.0%,-5.0% +0.3843,1.79,0.272,-0.272,15.0%,-15.0%,5.0%,-5.0% +0.4359,0.474,0.18,-0.18,15.0%,-15.0%,5.0%,-5.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/DYE605_Z0_38P8GEV_DW/rawdata/Table3.csv b/nnpdf_data/nnpdf_data/commondata/DYE605_Z0_38P8GEV_DW/rawdata/Table3.csv new file mode 100644 index 0000000000..9dcf49710d --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/DYE605_Z0_38P8GEV_DW/rawdata/Table3.csv @@ -0,0 +1,31 @@ +#: table_doi: 10.17182/hepdata.22831.v1/t3 +#: name: Table 3 +#: description: No description provided. +#: data_file: Table3.yaml +#: keyword reactions: P CU --> MU+ MU- X | P NUCLEUS --> MU+ MU- X +#: keyword observables: D2SIG/DSQRTTAU/DYRAP +#: keyword phrases: Inclusive | Double Differential Cross Section | Rapidity Dependence | Di-Muon Production | Muon production +#: keyword cmenergies: 38.8 +#: RE,P CU --> MU+ MU- X +#: SQRT(S) [GeV],38.8 +#: YRAP,0.0 +SQRT(TAU),S*D2(SIG)/D(SQRT(TAU))/DYRAP [NB*GEV**2/NUCLEON],error +,error -,"sys,Normalisation error +","sys,Normalisation error -","sys,Point-to-point systematic error +","sys,Point-to-point systematic error -" +0.1831,424.0,77.1,-77.1,15.0%,-15.0%,5.0%,-5.0% +0.1883,350.0,57.7,-57.7,15.0%,-15.0%,5.0%,-5.0% +0.1935,363.0,55.7,-55.7,15.0%,-15.0%,5.0%,-5.0% +0.1986,248.0,34.0,-34.0,15.0%,-15.0%,5.0%,-5.0% +0.2038,208.0,26.9,-26.9,15.0%,-15.0%,5.0%,-5.0% +0.2089,212.0,23.4,-23.4,15.0%,-15.0%,5.0%,-5.0% +0.2141,148.0,13.3,-13.3,15.0%,-15.0%,5.0%,-5.0% +0.2192,144.0,11.9,-11.9,15.0%,-15.0%,5.0%,-5.0% +0.2244,143.0,11.1,-11.1,15.0%,-15.0%,5.0%,-5.0% +0.2296,114.0,7.69,-7.69,15.0%,-15.0%,5.0%,-5.0% +0.2708,39.7,3.05,-3.05,15.0%,-15.0%,5.0%,-5.0% +0.276,33.1,2.8,-2.8,15.0%,-15.0%,5.0%,-5.0% +0.2812,27.4,2.42,-2.42,15.0%,-15.0%,5.0%,-5.0% +0.2915,21.6,1.3,-1.3,15.0%,-15.0%,5.0%,-5.0% +0.3121,15.1,0.903,-0.903,15.0%,-15.0%,5.0%,-5.0% +0.3431,6.05,0.372,-0.372,15.0%,-15.0%,5.0%,-5.0% +0.3843,1.86,0.194,-0.194,15.0%,-15.0%,5.0%,-5.0% +0.4359,0.404,0.101,-0.101,15.0%,-15.0%,5.0%,-5.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/DYE605_Z0_38P8GEV_DW/rawdata/Table4.csv b/nnpdf_data/nnpdf_data/commondata/DYE605_Z0_38P8GEV_DW/rawdata/Table4.csv new file mode 100644 index 0000000000..0128d856a1 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/DYE605_Z0_38P8GEV_DW/rawdata/Table4.csv @@ -0,0 +1,31 @@ +#: table_doi: 10.17182/hepdata.22831.v1/t4 +#: name: Table 4 +#: description: No description provided. +#: data_file: Table4.yaml +#: keyword reactions: P CU --> MU+ MU- X | P NUCLEUS --> MU+ MU- X +#: keyword observables: D2SIG/DSQRTTAU/DYRAP +#: keyword phrases: Inclusive | Double Differential Cross Section | Rapidity Dependence | Di-Muon Production | Muon production +#: keyword cmenergies: 38.8 +#: RE,P CU --> MU+ MU- X +#: SQRT(S) [GeV],38.8 +#: YRAP,0.1 +SQRT(TAU),S*D2(SIG)/D(SQRT(TAU))/DYRAP [NB*GEV**2/NUCLEON],error +,error -,"sys,Normalisation error +","sys,Normalisation error -","sys,Point-to-point systematic error +","sys,Point-to-point systematic error -" +0.1831,431.0,75.3,-75.3,15.0%,-15.0%,5.0%,-5.0% +0.1883,347.0,52.5,-52.5,15.0%,-15.0%,5.0%,-5.0% +0.1935,386.0,58.5,-58.5,15.0%,-15.0%,5.0%,-5.0% +0.1986,274.0,36.6,-36.6,15.0%,-15.0%,5.0%,-5.0% +0.2038,294.0,39.4,-39.4,15.0%,-15.0%,5.0%,-5.0% +0.2089,223.0,19.4,-19.4,15.0%,-15.0%,5.0%,-5.0% +0.2141,169.0,12.7,-12.7,15.0%,-15.0%,5.0%,-5.0% +0.2192,137.0,9.91,-9.91,15.0%,-15.0%,5.0%,-5.0% +0.2244,137.0,9.28,-9.28,15.0%,-15.0%,5.0%,-5.0% +0.2296,126.0,7.99,-7.99,15.0%,-15.0%,5.0%,-5.0% +0.2708,46.0,3.25,-3.25,15.0%,-15.0%,5.0%,-5.0% +0.276,37.0,2.93,-2.93,15.0%,-15.0%,5.0%,-5.0% +0.2812,30.2,2.58,-2.58,15.0%,-15.0%,5.0%,-5.0% +0.2915,23.1,1.39,-1.39,15.0%,-15.0%,5.0%,-5.0% +0.3121,14.7,0.884,-0.884,15.0%,-15.0%,5.0%,-5.0% +0.3431,7.0,0.42,-0.42,15.0%,-15.0%,5.0%,-5.0% +0.3843,2.24,0.176,-0.176,15.0%,-15.0%,5.0%,-5.0% +0.4359,0.495,0.0853,-0.0853,15.0%,-15.0%,5.0%,-5.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/DYE605_Z0_38P8GEV_DW/rawdata/Table5.csv b/nnpdf_data/nnpdf_data/commondata/DYE605_Z0_38P8GEV_DW/rawdata/Table5.csv new file mode 100644 index 0000000000..8d5f0b84f6 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/DYE605_Z0_38P8GEV_DW/rawdata/Table5.csv @@ -0,0 +1,31 @@ +#: table_doi: 10.17182/hepdata.22831.v1/t5 +#: name: Table 5 +#: description: No description provided. +#: data_file: Table5.yaml +#: keyword reactions: P CU --> MU+ MU- X | P NUCLEUS --> MU+ MU- X +#: keyword observables: D2SIG/DSQRTTAU/DYRAP +#: keyword phrases: Inclusive | Double Differential Cross Section | Rapidity Dependence | Di-Muon Production | Muon production +#: keyword cmenergies: 38.8 +#: RE,P CU --> MU+ MU- X +#: SQRT(S) [GeV],38.8 +#: YRAP,0.2 +SQRT(TAU),S*D2(SIG)/D(SQRT(TAU))/DYRAP [NB*GEV**2/NUCLEON],error +,error -,"sys,Normalisation error +","sys,Normalisation error -","sys,Point-to-point systematic error +","sys,Point-to-point systematic error -" +0.1831,560.0,110.0,-110.0,15.0%,-15.0%,5.0%,-5.0% +0.1883,405.0,64.4,-64.4,15.0%,-15.0%,5.0%,-5.0% +0.1935,315.0,49.8,-49.8,15.0%,-15.0%,5.0%,-5.0% 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b/nnpdf_data/nnpdf_data/commondata/DYE605_Z0_38P8GEV_DW/rawdata/Table6.csv @@ -0,0 +1,31 @@ +#: table_doi: 10.17182/hepdata.22831.v1/t6 +#: name: Table 6 +#: description: No description provided. +#: data_file: Table6.yaml +#: keyword reactions: P CU --> MU+ MU- X | P NUCLEUS --> MU+ MU- X +#: keyword observables: D2SIG/DSQRTTAU/DYRAP +#: keyword phrases: Inclusive | Double Differential Cross Section | Rapidity Dependence | Di-Muon Production | Muon production +#: keyword cmenergies: 38.8 +#: RE,P CU --> MU+ MU- X +#: SQRT(S) [GeV],38.8 +#: YRAP,0.3 +SQRT(TAU),S*D2(SIG)/D(SQRT(TAU))/DYRAP [NB*GEV**2/NUCLEON],error +,error -,"sys,Normalisation error +","sys,Normalisation error -","sys,Point-to-point systematic error +","sys,Point-to-point systematic error -" +0.1831,419.0,98.8,-98.8,15.0%,-15.0%,5.0%,-5.0% +0.1883,396.0,89.7,-89.7,15.0%,-15.0%,5.0%,-5.0% +0.1935,331.0,70.2,-70.2,15.0%,-15.0%,5.0%,-5.0% +0.1986,377.0,79.3,-79.3,15.0%,-15.0%,5.0%,-5.0% +0.2038,401.0,84.8,-84.8,15.0%,-15.0%,5.0%,-5.0% +0.2089,193.0,17.1,-17.1,15.0%,-15.0%,5.0%,-5.0% +0.2141,153.0,12.7,-12.7,15.0%,-15.0%,5.0%,-5.0% +0.2192,151.0,12.6,-12.6,15.0%,-15.0%,5.0%,-5.0% +0.2244,134.0,10.4,-10.4,15.0%,-15.0%,5.0%,-5.0% +0.2296,149.0,11.6,-11.6,15.0%,-15.0%,5.0%,-5.0% +0.2708,59.5,5.31,-5.31,15.0%,-15.0%,5.0%,-5.0% +0.276,40.3,4.35,-4.35,15.0%,-15.0%,5.0%,-5.0% +0.2812,31.3,3.44,-3.44,15.0%,-15.0%,5.0%,-5.0% +0.2915,23.2,1.6,-1.6,15.0%,-15.0%,5.0%,-5.0% +0.3121,15.9,0.957,-0.957,15.0%,-15.0%,5.0%,-5.0% +0.3431,6.3,0.449,-0.449,15.0%,-15.0%,5.0%,-5.0% +0.3843,2.38,0.223,-0.223,15.0%,-15.0%,5.0%,-5.0% +0.4359,0.607,0.11,-0.11,15.0%,-15.0%,5.0%,-5.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/DYE605_Z0_38P8GEV_DW/rawdata/Table7.csv b/nnpdf_data/nnpdf_data/commondata/DYE605_Z0_38P8GEV_DW/rawdata/Table7.csv new file mode 100644 index 0000000000..730b39bdda --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/DYE605_Z0_38P8GEV_DW/rawdata/Table7.csv @@ -0,0 +1,25 @@ +#: table_doi: 10.17182/hepdata.22831.v1/t7 +#: name: Table 7 +#: description: No description provided. +#: data_file: Table7.yaml +#: keyword reactions: P CU --> MU+ MU- X | P NUCLEUS --> MU+ MU- X +#: keyword observables: D2SIG/DSQRTTAU/DYRAP +#: keyword phrases: Inclusive | Double Differential Cross Section | Rapidity Dependence | Di-Muon Production | Muon production +#: keyword cmenergies: 38.8 +#: RE,P CU --> MU+ MU- X +#: SQRT(S) [GeV],38.8 +#: YRAP,0.4 +SQRT(TAU),S*D2(SIG)/D(SQRT(TAU))/DYRAP [NB*GEV**2/NUCLEON],error +,error -,"sys,Normalisation error +","sys,Normalisation error -","sys,Point-to-point systematic error +","sys,Point-to-point systematic error -" +0.2141,198.0,33.3,-33.3,15.0%,-15.0%,5.0%,-5.0% +0.2192,173.0,26.8,-26.8,15.0%,-15.0%,5.0%,-5.0% +0.2244,149.0,25.6,-25.6,15.0%,-15.0%,5.0%,-5.0% +0.2296,98.6,14.8,-14.8,15.0%,-15.0%,5.0%,-5.0% +0.2708,71.1,11.3,-11.3,15.0%,-15.0%,5.0%,-5.0% +0.276,28.7,6.61,-6.61,15.0%,-15.0%,5.0%,-5.0% +0.2812,36.8,8.08,-8.08,15.0%,-15.0%,5.0%,-5.0% +0.2915,24.7,3.03,-3.03,15.0%,-15.0%,5.0%,-5.0% +0.3121,14.6,1.55,-1.55,15.0%,-15.0%,5.0%,-5.0% +0.3431,6.14,0.709,-0.709,15.0%,-15.0%,5.0%,-5.0% +0.3843,1.95,0.342,-0.342,15.0%,-15.0%,5.0%,-5.0% +0.4359,0.423,0.142,-0.142,15.0%,-15.0%,5.0%,-5.0% + 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() + + + + From c8fbac568bd78f0fe29aa441d6584d07b9c25680 Mon Sep 17 00:00:00 2001 From: peterkrack Date: Sun, 8 Dec 2024 16:40:51 +0100 Subject: [PATCH 2/3] add tables for uncertainties to rawdata --- .../rawdata/nuclear/nuclear.yaml | 15 +++ .../output/tables/group_result_table.csv | 120 ++++++++++++++++++ .../output/tables/group_result_table.csv | 120 ++++++++++++++++++ .../rawdata/proton/proton.yaml | 16 +++ 4 files changed, 271 insertions(+) create mode 100644 nnpdf_data/nnpdf_data/commondata/DYE605_Z0_38P8GEV_DW/rawdata/nuclear/nuclear.yaml create mode 100644 nnpdf_data/nnpdf_data/commondata/DYE605_Z0_38P8GEV_DW/rawdata/nuclear/output/tables/group_result_table.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/DYE605_Z0_38P8GEV_DW/rawdata/proton/output/tables/group_result_table.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/DYE605_Z0_38P8GEV_DW/rawdata/proton/proton.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/DYE605_Z0_38P8GEV_DW/rawdata/nuclear/nuclear.yaml b/nnpdf_data/nnpdf_data/commondata/DYE605_Z0_38P8GEV_DW/rawdata/nuclear/nuclear.yaml new file mode 100644 index 0000000000..cf55837079 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/DYE605_Z0_38P8GEV_DW/rawdata/nuclear/nuclear.yaml @@ -0,0 +1,15 @@ +meta: + author: Rosalyn Pearson + title: Theoretical predictions + +theoryid: 200 + +use_cuts: nocuts + +pdf: nNNPDF20_nlo_as_0118_p_A64_Z32 + +dataset_inputs: + - { dataset: DYE605, cfac: [QCD] } + +actions_: + - group_result_table diff --git a/nnpdf_data/nnpdf_data/commondata/DYE605_Z0_38P8GEV_DW/rawdata/nuclear/output/tables/group_result_table.csv b/nnpdf_data/nnpdf_data/commondata/DYE605_Z0_38P8GEV_DW/rawdata/nuclear/output/tables/group_result_table.csv new file mode 100644 index 0000000000..66f8f07f9c --- /dev/null +++ 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25.77227020263672 22.036767959594727 22.086597442626953 26.603145599365234 20.553443908691406 20.29706573486328 24.698165893554688 24.404815673828125 22.339977264404297 23.384578704833984 24.53665542602539 23.416078567504883 18.018383026123047 22.294178009033203 20.583660125732422 22.321640014648438 19.362266540527344 28.07769775390625 24.823951721191406 23.762165069580078 21.569095611572266 25.798721313476562 22.784740447998047 24.645708084106445 20.774328231811523 22.487300872802734 20.626506805419922 24.68790054321289 22.493507385253906 24.429611206054688 25.10536003112793 22.49312400817871 22.863388061523438 23.05477523803711 21.549528121948242 21.08696174621582 20.101402282714844 18.239580154418945 24.254762649536133 24.20645523071289 20.568462371826172 22.287601470947266 21.02621078491211 23.066951751708984 23.639026641845703 22.212913513183594 25.08170509338379 25.227256774902344 23.270214080810547 23.278881072998047 24.893178939819336 23.441326141357422 19.13515853881836 20.640430450439453 22.837512969970703 20.97911834716797 23.492355346679688 24.216716766357422 25.323945999145508 25.023765563964844 24.53488540649414 23.980873107910156 24.732810974121094 23.11019515991211 23.053958892822266 24.108985900878906 25.266746520996094 19.677600860595703 22.13153076171875 21.113868713378906 23.316925048828125 22.349502563476562 20.515422821044922 +DYE605 DYE605 115 14.6 13.202679634094238 12.953361511230469 14.782527923583984 11.563051223754883 11.73902702331543 12.299400329589844 13.632673263549805 13.994207382202148 13.394172668457031 13.287914276123047 13.984027862548828 12.174386978149414 11.961678504943848 13.147385597229004 12.274394989013672 11.306251525878906 13.399160385131836 13.321252822875977 13.789798736572266 14.810651779174805 13.668152809143066 12.109180450439453 13.751185417175293 11.504941940307617 14.07879638671875 14.042337417602539 12.017452239990234 13.631170272827148 16.024341583251953 12.338998794555664 13.639714241027832 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5.49207878112793 5.183995723724365 5.964156150817871 5.192624092102051 4.584716320037842 5.548588752746582 4.228890895843506 5.357335090637207 4.078587055206299 6.569303035736084 6.725846767425537 5.905666828155518 5.331173419952393 6.281883716583252 5.334437370300293 5.9389238357543945 5.202083587646484 5.569512367248535 4.736305236816406 6.204372406005859 4.881654739379883 6.159648895263672 6.443687438964844 5.450153827667236 5.1717848777771 5.640724182128906 5.15196418762207 5.316420555114746 4.62581205368042 4.162877082824707 6.202780723571777 5.607997894287109 5.07097053527832 5.989808082580566 5.120244979858398 5.997323989868164 5.53354024887085 4.767364501953125 5.867995262145996 6.027833938598633 5.873082637786865 5.755910396575928 5.127012252807617 5.708594799041748 4.865650177001953 4.197891712188721 5.58941650390625 4.970355033874512 5.861901760101318 5.100311279296875 6.399436950683594 6.2133684158325195 6.035162448883057 4.605654716491699 5.636999607086182 5.820885181427002 6.029391288757324 5.58064079284668 5.322972297668457 5.147961616516113 5.179257392883301 5.13868522644043 5.698114395141602 4.949134826660156 4.84942626953125 +DYE605 DYE605 117 1.95 1.779341697692871 1.760807991027832 2.105664014816284 1.5236878395080566 1.5451068878173828 1.6606544256210327 1.800196647644043 1.93072509765625 1.5150542259216309 1.8897192478179932 2.0909507274627686 1.6158051490783691 1.6071720123291016 1.5254437923431396 1.6595474481582642 1.7763031721115112 2.047902822494507 1.6577396392822266 1.559822678565979 2.138970375061035 1.7746703624725342 1.4799801111221313 2.407172203063965 1.5484901666641235 1.63600492477417 1.8073840141296387 1.5428516864776611 1.8358583450317383 1.8999991416931152 1.6660256385803223 1.6877062320709229 1.973281979560852 1.6091302633285522 1.3886641263961792 1.5624375343322754 1.8643627166748047 1.786217212677002 1.5314090251922607 2.038146495819092 1.8692278861999512 1.6480998992919922 1.7658202648162842 1.5550353527069092 1.721813678741455 1.4135183095932007 1.8314392566680908 2.390855312347412 1.999616026878357 1.6757845878601074 1.9848198890686035 1.706809401512146 2.085846424102783 1.6588075160980225 1.8567622900009155 1.4868299961090088 2.053363800048828 1.350179672241211 2.0208816528320312 2.1586203575134277 1.7459949254989624 1.8381681442260742 1.6692540645599365 1.778158187866211 1.692730188369751 1.4229665994644165 1.3474881649017334 1.9326263666152954 2.045551300048828 1.6685261726379395 1.9879281520843506 1.6414575576782227 2.079836845397949 1.7629790306091309 1.8512428998947144 1.7768608331680298 2.0260415077209473 2.038576364517212 1.6752269268035889 1.5682780742645264 1.886003017425537 1.4482648372650146 1.6201722621917725 1.9300482273101807 1.5044941902160645 1.8378307819366455 1.8908817768096924 2.2064080238342285 2.01200532913208 1.87575101852417 2.085408926010132 1.8787304162979126 1.901033639907837 2.040846824645996 1.7513787746429443 1.732055902481079 1.585425853729248 1.6323238611221313 1.6477543115615845 1.9639129638671875 1.686657190322876 1.5816969871520996 +DYE605 DYE605 118 0.4229999999999999 0.457826167345047 0.39506709575653076 0.6010185480117798 0.3585771918296814 0.37908363342285156 0.3496636748313904 0.4064001441001892 0.4186926484107971 0.3921746611595154 0.4686807692050934 0.5101910829544067 0.3686434030532837 0.36866533756256104 0.355130672454834 0.35044801235198975 0.5599079132080078 0.7620915174484253 0.45418769121170044 0.37067997455596924 0.499144047498703 0.49440568685531616 0.39156559109687805 0.7540707588195801 0.4667036235332489 0.3516014814376831 0.4057667553424835 0.35015541315078735 0.4811260402202606 0.47399768233299255 0.4306774139404297 0.4713453948497772 0.4528402090072632 0.38753852248191833 0.36993974447250366 0.42888396978378296 0.4023365378379822 0.43564116954803467 0.3165545165538788 0.5850889682769775 0.6505317091941833 0.44785359501838684 0.4101535975933075 0.608854353427887 0.6109744310379028 0.32056981325149536 0.47461217641830444 0.6009414196014404 0.6077728867530823 0.521996796131134 0.4714534878730774 0.3464652895927429 0.605888843536377 0.4489666819572449 0.4972532093524933 0.38961583375930786 0.531740665435791 0.22668962180614471 0.5324259400367737 0.5169230699539185 0.4214223027229309 0.4653901755809784 0.4121081829071045 0.371217280626297 0.3896051049232483 0.3175986707210541 0.3337900638580322 0.6032893657684326 0.5730459690093994 0.4293905198574066 0.849579930305481 0.3680618405342102 0.5219171643257141 0.40947777032852173 0.417559415102005 0.4299947917461395 0.5375779867172241 0.5023943781852722 0.48712068796157837 0.44887953996658325 0.5060755014419556 0.3274151682853699 0.3179510831832886 0.5098620653152466 0.3573099672794342 0.4012003242969513 0.3927658498287201 0.6151643991470337 0.5238680839538574 0.3601369857788086 0.5736222267150879 0.3699452877044678 0.44566261768341064 0.7758409976959229 0.4335792660713196 0.5218108892440796 0.3363918364048004 0.3524274230003357 0.3898019790649414 0.5159810185432434 0.4401572644710541 0.3858467936515808 diff --git a/nnpdf_data/nnpdf_data/commondata/DYE605_Z0_38P8GEV_DW/rawdata/proton/proton.yaml b/nnpdf_data/nnpdf_data/commondata/DYE605_Z0_38P8GEV_DW/rawdata/proton/proton.yaml new file mode 100644 index 0000000000..bd74cdc67f --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/DYE605_Z0_38P8GEV_DW/rawdata/proton/proton.yaml @@ -0,0 +1,16 @@ +meta: + author: Rosalyn Pearson + title: Theoretical predictions + +theoryid: 53 + +use_cuts: nocuts + +fit: 201130-jcm-001 +pdf: 201130-jcm-001 + +dataset_inputs: + - dataset: DYE605 + +actions_: + - group_result_table From da07ef2f36c8958c77c2f99fa74c1216d6283e3c Mon Sep 17 00:00:00 2001 From: peterkrack Date: Wed, 11 Dec 2024 15:08:40 +0100 Subject: [PATCH 3/3] initial commit --- .../commondata/DYE605_Z0_38P8GEV_DW/filter.py | 39 +- .../kinematics_PXSEC.yaml | 912 +++++----- .../DYE605_Z0_38P8GEV_DW/metadata.yaml | 37 +- .../output/tables/group_result_table.csv | 120 ++ .../rawdata/proton_ite/proton.yaml | 15 + .../commondata/DYE866_Z0_800GEV/filter.py | 76 + .../DYE866_Z0_800GEV/kinematics_PXSEC.yaml | 1572 ++++++++--------- .../commondata/DYE866_Z0_800GEV/metadata.yaml | 31 +- .../rawdata/Drell-Yan_cross_sections_pp.txt | 297 ++++ .../DYE866_Z0_800GEV/rawdata/README | 4 + .../DYE866_Z0_800GEV/rawdata/table.csv | 184 ++ .../DYE866_Z0_800GEV_DW_RATIO/filter.py | 78 + .../DYE866_Z0_800GEV_DW_RATIO/metadata.yaml | 33 +- .../rawdata/nuclear/nuclear.yaml | 16 + .../output/tables/group_result_table.csv | 16 + .../rawdata/nuclear_ite/nuclear.yaml | 15 + .../output/tables/group_result_table.csv | 16 + .../output/tables/group_result_table.csv | 16 + .../rawdata/proton/proton.yaml | 17 + .../output/tables/group_result_table.csv | 16 + .../rawdata/proton_ite/proton.yaml | 16 + .../rawdata/table11.csv | 72 + .../commondata/DYE906_Z0_120GEV_DW/filter.py | 107 ++ .../kinematics_PDXSECRATIO.yaml | 64 +- .../DYE906_Z0_120GEV_DW/metadata.yaml | 33 +- .../DYE906_Z0_120GEV_DW/rawdata/covmat.csv | 6 + .../rawdata/nuclear_ite/nuclear.yaml | 15 + .../output/tables/group_result_table.csv | 7 + .../output/tables/group_result_table.csv | 7 + .../rawdata/proton_ite/proton.yaml | 16 + .../DYE906_Z0_120GEV_DW/rawdata/table.csv | 7 + 31 files changed, 2517 insertions(+), 1343 deletions(-) create mode 100644 nnpdf_data/nnpdf_data/commondata/DYE605_Z0_38P8GEV_DW/rawdata/proton_ite/output/tables/group_result_table.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/DYE605_Z0_38P8GEV_DW/rawdata/proton_ite/proton.yaml create mode 100644 nnpdf_data/nnpdf_data/commondata/DYE866_Z0_800GEV/filter.py create mode 100644 nnpdf_data/nnpdf_data/commondata/DYE866_Z0_800GEV/rawdata/Drell-Yan_cross_sections_pp.txt create mode 100644 nnpdf_data/nnpdf_data/commondata/DYE866_Z0_800GEV/rawdata/README create mode 100644 nnpdf_data/nnpdf_data/commondata/DYE866_Z0_800GEV/rawdata/table.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/DYE866_Z0_800GEV_DW_RATIO/filter.py create mode 100644 nnpdf_data/nnpdf_data/commondata/DYE866_Z0_800GEV_DW_RATIO/rawdata/nuclear/nuclear.yaml create mode 100644 nnpdf_data/nnpdf_data/commondata/DYE866_Z0_800GEV_DW_RATIO/rawdata/nuclear/output/tables/group_result_table.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/DYE866_Z0_800GEV_DW_RATIO/rawdata/nuclear_ite/nuclear.yaml create mode 100644 nnpdf_data/nnpdf_data/commondata/DYE866_Z0_800GEV_DW_RATIO/rawdata/nuclear_ite/output/tables/group_result_table.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/DYE866_Z0_800GEV_DW_RATIO/rawdata/proton/output/tables/group_result_table.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/DYE866_Z0_800GEV_DW_RATIO/rawdata/proton/proton.yaml create mode 100644 nnpdf_data/nnpdf_data/commondata/DYE866_Z0_800GEV_DW_RATIO/rawdata/proton_ite/output/tables/group_result_table.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/DYE866_Z0_800GEV_DW_RATIO/rawdata/proton_ite/proton.yaml create mode 100644 nnpdf_data/nnpdf_data/commondata/DYE866_Z0_800GEV_DW_RATIO/rawdata/table11.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/DYE906_Z0_120GEV_DW/filter.py create mode 100644 nnpdf_data/nnpdf_data/commondata/DYE906_Z0_120GEV_DW/rawdata/covmat.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/DYE906_Z0_120GEV_DW/rawdata/nuclear_ite/nuclear.yaml create mode 100644 nnpdf_data/nnpdf_data/commondata/DYE906_Z0_120GEV_DW/rawdata/nuclear_ite/output/tables/group_result_table.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/DYE906_Z0_120GEV_DW/rawdata/proton_ite/output/tables/group_result_table.csv create mode 100644 nnpdf_data/nnpdf_data/commondata/DYE906_Z0_120GEV_DW/rawdata/proton_ite/proton.yaml create mode 100644 nnpdf_data/nnpdf_data/commondata/DYE906_Z0_120GEV_DW/rawdata/table.csv diff --git a/nnpdf_data/nnpdf_data/commondata/DYE605_Z0_38P8GEV_DW/filter.py b/nnpdf_data/nnpdf_data/commondata/DYE605_Z0_38P8GEV_DW/filter.py index fea2fe5ad7..6a93e5a4a1 100644 --- a/nnpdf_data/nnpdf_data/commondata/DYE605_Z0_38P8GEV_DW/filter.py +++ b/nnpdf_data/nnpdf_data/commondata/DYE605_Z0_38P8GEV_DW/filter.py @@ -1,4 +1,4 @@ -from nnpdf_data.filter_utils.hera_utils import commondata #, covmat_is_close +from nnpdf_data.filter_utils.hera_utils import commondata, covmat_is_close from pathlib import Path from dataclasses import dataclass import typing @@ -33,6 +33,11 @@ def mergetables() -> pd.DataFrame: return combined_df +def nuclear_uncert_dw(tableN: PathLike, tablep: PathLike): + dfN = pd.read_table(tableN) + dfp = pd.read_table(tablep) + return dfN, dfp + @dataclass class E605_commondata(commondata): def __init__(self, data: pd.DataFrame, dataset_name: str, process: str): @@ -45,17 +50,31 @@ def __init__(self, data: pd.DataFrame, dataset_name: str, process: str): # Statistical uncertainties. self.statistical_uncertainties = data["statp"] - # Systematic uncertainties. - norm = data["normp"].str.strip("%").astype(float).to_numpy()/100 - stat = norm/norm*0.1 # overall 10% uncertainty - # the overall 10% statistical uncertainty is treated as # additive, while normalisation uncertainty is always treated # multiplicatively - stat = stat * self.central_values + syst = pd.DataFrame(0.1 * self.central_values) + + # Systematic uncertainties. + syst["norm"] = (self.central_values + *data["normp"].str.strip("%").astype(float)/100) + + + #self.systematic_uncertainties = np.dstack((stat,norm))[0] + self.systypes = [("ADD","UNCORR"),("MULT", "CORR")] + + # Compute the point-to-point uncertainties + nrep=999 + norm=np.sqrt(nrep) + dfN, dfp = nuclear_uncert_dw("rawdata/nuclear/output/tables/group_result_table.csv", + "rawdata/proton_ite/output/tables/group_result_table.csv") + + for rep in range(1,nrep+1): + Delta = (dfN[f"rep_{rep:05d}"]-dfp["theory_central"])/norm + syst[f"NUCLEAR{rep:05d}"]=Delta + self.systypes.append(("ADD", f"NUCLEAR{rep:05d}")) - self.systematic_uncertainties = np.dstack((stat,norm))[0] - self.systypes = [("ADD", "UNCORR"),("MULT", "CORR")] + self.systematic_uncertainties = syst.to_numpy() self.process = process self.dataset_name = dataset_name @@ -67,6 +86,10 @@ def main(): DYE605.write_new_commondata(Path("data_reimplemented_PXSEC.yaml"), Path("kinematics_reimplemented_PXSEC.yaml"), Path("uncertainties_reimplemented_PXSEC.yaml")) + if(covmat_is_close("DYE605_Z0_38P8GEV_DW_PXSEC", "legacy", "reimplemented")): + print("covmat is close") + else: + print("covmat is different.") if __name__ == "__main__": main() diff --git a/nnpdf_data/nnpdf_data/commondata/DYE605_Z0_38P8GEV_DW/kinematics_PXSEC.yaml b/nnpdf_data/nnpdf_data/commondata/DYE605_Z0_38P8GEV_DW/kinematics_PXSEC.yaml index bb9f654393..be590c42c9 100644 --- a/nnpdf_data/nnpdf_data/commondata/DYE605_Z0_38P8GEV_DW/kinematics_PXSEC.yaml +++ b/nnpdf_data/nnpdf_data/commondata/DYE605_Z0_38P8GEV_DW/kinematics_PXSEC.yaml @@ -1,1429 +1,1429 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max: null - k3: + sqrts: min: null mid: 38.8 max: null -- k1: +- y: min: null mid: 0.4 max: null - k2: + M2: min: null - mid: 286.0468629264 + mid: 286.04686292639997 max: null - k3: + sqrts: min: null mid: 38.8 max: null diff --git a/nnpdf_data/nnpdf_data/commondata/DYE605_Z0_38P8GEV_DW/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/DYE605_Z0_38P8GEV_DW/metadata.yaml index 39535e8374..560b609af8 100644 --- a/nnpdf_data/nnpdf_data/commondata/DYE605_Z0_38P8GEV_DW/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/DYE605_Z0_38P8GEV_DW/metadata.yaml @@ -1,6 +1,6 @@ setname: DYE605_Z0_38P8GEV_DW version: 1 -version_comment: Port of old commondata +version_comment: Reimplementation in new commondata format. nnpdf_metadata: nnpdf31_process: DY NC experiment: NUCLEAR @@ -29,26 +29,26 @@ implemented_observables: y_scale: log result_transform: qbindyp line_by: - - k1 - plot_x: k2 + - y + plot_x: M2 kinematic_coverage: - - k1 - - k2 - - k3 + - y + - M2 + - sqrts kinematics: variables: - k1: - description: Variable k1 - label: k1 - units: '' - k2: - description: Variable k2 - label: k2 - units: '' - k3: - description: Variable k3 - label: k3 + y: + description: Rapidity of the lepton pair. + label: y units: '' + M2: + description: Invariant mass-squared. + label: M2 + units: '$GeV^2$' + sqrts: + description: Center of mass energy + label: sqrts + units: 'GeV' file: kinematics_PXSEC.yaml theory: operation: 'null' @@ -59,5 +59,8 @@ implemented_observables: legacy: data_uncertainties: - uncertainties_legacy_PXSEC.yaml + reimplemented: + data_uncertainties: + - uncertainties_reimplemented_PXSEC.yaml data_central: data_legacy_PXSEC.yaml ported_from: DYE605_dw_ite diff --git a/nnpdf_data/nnpdf_data/commondata/DYE605_Z0_38P8GEV_DW/rawdata/proton_ite/output/tables/group_result_table.csv b/nnpdf_data/nnpdf_data/commondata/DYE605_Z0_38P8GEV_DW/rawdata/proton_ite/output/tables/group_result_table.csv new file mode 100644 index 0000000000..05aa4848ef --- /dev/null +++ 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0.5818133354187012 0.8063861131668091 0.662460207939148 0.5922116637229919 0.8069748878479004 0.7420255541801453 0.9034117460250854 0.5297115445137024 0.47145190834999084 0.5187665820121765 0.578924298286438 0.5546062588691711 0.8291754126548767 0.8730358481407166 0.8587547540664673 0.782014012336731 0.44567739963531494 0.7495796084403992 1.0184831619262695 0.681255578994751 0.6886773109436035 0.7521131634712219 0.6647745370864868 0.4509209990501404 0.6616355776786804 0.9387896060943604 0.8034679889678955 0.885612964630127 diff --git a/nnpdf_data/nnpdf_data/commondata/DYE605_Z0_38P8GEV_DW/rawdata/proton_ite/proton.yaml b/nnpdf_data/nnpdf_data/commondata/DYE605_Z0_38P8GEV_DW/rawdata/proton_ite/proton.yaml new file mode 100644 index 0000000000..55f7a29d30 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/DYE605_Z0_38P8GEV_DW/rawdata/proton_ite/proton.yaml @@ -0,0 +1,15 @@ +meta: + author: Rosalyn Pearson + title: Theoretical predictions + +theoryid: 200 + +use_cuts: nocuts + +pdf: 210219-01-rs-nnpdf40-baseline + +dataset_inputs: + - { dataset: DYE605, cfac: [QCD] } + +actions_: + - group_result_table diff --git a/nnpdf_data/nnpdf_data/commondata/DYE866_Z0_800GEV/filter.py b/nnpdf_data/nnpdf_data/commondata/DYE866_Z0_800GEV/filter.py new file mode 100644 index 0000000000..b0db5bf59b --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/DYE866_Z0_800GEV/filter.py @@ -0,0 +1,76 @@ +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 + +def readdata() -> pd.DataFrame: + col_names = ["xF","Mmin","Mmax","Mavg","xFavg","pt","dsig","stat","syst","kfact","rsig","rstat","rsyst"] + table_path = Path(f"./rawdata/table.csv") + df = pd.read_csv(table_path,names=col_names) + return df + +@dataclass +class E866commondata(commondata): + def __init__(self, data: pd.DataFrame, dataset_name: str, process: str): + + # Definitions, compute Jacobian, get dsig/dy/dM + M = (data["Mmax"]+data["Mmin"])/2 + M2=M*M + sqrts=M/M*38.8 + s=sqrts**2 + tau=M**2/s + tau=tau.to_numpy() + xF=data["xF"] + y=np.arcsinh(xF/np.sqrt(tau)/2) + jac=np.sqrt(xF**2+4*tau) + dsigdydM = data["dsig"]*jac + + + # Set the central values + self.central_values = dsigdydM.astype(float).to_numpy() + + # Pick the the kinematic quantities + kin=pd.concat([y,M2,sqrts],axis=1) + kin=kin.set_axis(["y","M2","sqrts"],axis=1) + self.kinematics = kin.astype(float).to_numpy() + self.kinematic_quantities = ["y", "M2", "sqrts"] + + # Statistical uncertainties. + self.statistical_uncertainties = data["stat"]*jac + + # Systematic uncertainty + syst = data["syst"]*jac + + # Normalisation uncertainty of 6.5% from beam intensity calibration. + norm = 6.5/100 + norm = norm * self.central_values + + self.systematic_uncertainties = np.dstack((syst,norm))[0] + self.systypes = [("ADD", "UNCORR"),("MULT","CORR")] + + self.process = process + self.dataset_name = dataset_name + +def main(): + data = readdata() + # First create the commondata variant without the nuclear uncertainties. + DYE866 = E866commondata(data, "DYE866_Z0", "Z0") + DYE866.write_new_commondata(Path("data_reimplemented_PXSEC.yaml"), + Path("kinematics_reimplemented_PXSEC.yaml"), + Path("uncertainties_reimplemented_PXSEC.yaml")) + + if(covmat_is_close("DYE866_Z0_800GEV_PXSEC", "legacy", "reimplemented")): + print("covmat is close") + else: + print("covmat is different.") +if __name__ == "__main__": + main() + + + + diff --git a/nnpdf_data/nnpdf_data/commondata/DYE866_Z0_800GEV/kinematics_PXSEC.yaml b/nnpdf_data/nnpdf_data/commondata/DYE866_Z0_800GEV/kinematics_PXSEC.yaml index 43e5c07180..dc665c85f5 100644 --- a/nnpdf_data/nnpdf_data/commondata/DYE866_Z0_800GEV/kinematics_PXSEC.yaml +++ b/nnpdf_data/nnpdf_data/commondata/DYE866_Z0_800GEV/kinematics_PXSEC.yaml @@ -1,2209 +1,2209 @@ bins: -- k1: +- y: min: null mid: 0.0 max: null - k2: + M2: min: null - mid: 19.8025 + mid: 19.802500000000002 max: null - k3: + sqrts: min: null mid: 38.8 max: null -- k1: +- y: min: null mid: 0.0 max: null - k2: + M2: min: null mid: 24.5025 max: null - k3: + sqrts: min: null mid: 38.8 max: null -- k1: +- y: min: null mid: 0.0 max: null - k2: + M2: min: null mid: 29.7025 max: null - k3: + sqrts: min: null mid: 38.8 max: null -- k1: +- y: min: null mid: 0.0 max: null - k2: + M2: min: null mid: 35.4025 max: null - k3: + sqrts: min: null mid: 38.8 max: null -- k1: +- y: min: null mid: 0.0 max: null - k2: + M2: min: null mid: 41.6025 max: null - k3: + sqrts: min: null mid: 38.8 max: null -- k1: +- y: min: null mid: 0.0 max: null - k2: + M2: min: null mid: 48.3025 max: null - k3: + sqrts: min: null mid: 38.8 max: null -- k1: +- y: min: null mid: 0.0 max: null - k2: + M2: min: null - mid: 55.5025 + mid: 55.502500000000005 max: null - k3: + sqrts: min: null mid: 38.8 max: null -- k1: +- y: min: null mid: 0.0 max: null - k2: + M2: min: null - mid: 63.20249999999999 + mid: 63.202499999999986 max: null - k3: + sqrts: min: null mid: 38.8 max: null -- k1: +- y: min: null mid: 0.0 max: null - k2: + M2: min: null mid: 71.40249999999999 max: null - k3: + sqrts: min: null mid: 38.8 max: null -- k1: +- y: min: null mid: 0.0 max: null - k2: + M2: min: null mid: 128.8225 max: null - k3: + sqrts: min: null mid: 38.8 max: null -- k1: +- y: min: null - mid: 0.3168504080556726 + mid: 0.3214041016057536 max: null - k2: + M2: min: null - mid: 19.8025 + mid: 19.802500000000002 max: null - k3: + sqrts: min: null mid: 38.8 max: null -- k1: +- y: min: null - mid: 0.286595445201948 + mid: 0.2898632228654964 max: null - k2: + M2: min: null mid: 24.5025 max: null - k3: + sqrts: min: null mid: 38.8 max: null -- k1: +- y: min: null - mid: 0.2607448076421367 + mid: 0.26389869809173416 max: null - k2: + M2: min: null mid: 29.7025 max: null - k3: + sqrts: min: null mid: 38.8 max: null -- k1: +- y: min: null - mid: 0.2392530096181323 + mid: 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mid: 71.40249999999999 max: null - k3: + sqrts: min: null mid: 38.8 max: null -- k1: +- y: min: null - mid: 0.1271975626255146 + mid: 0.12784528841612353 max: null - k2: + M2: min: null mid: 128.8225 max: null - k3: + sqrts: min: null mid: 38.8 max: null -- k1: +- y: min: null - mid: 0.5113211107333467 + mid: 0.5210454178050102 max: null - k2: + M2: min: null - mid: 19.8025 + mid: 19.802500000000002 max: null - k3: + sqrts: min: null mid: 38.8 max: null -- k1: +- y: min: null - mid: 0.4650516475703431 + mid: 0.47215900512523235 max: null - k2: + M2: min: null mid: 24.5025 max: null - k3: + sqrts: min: null mid: 38.8 max: null -- k1: +- y: min: null - mid: 0.4257661096110695 + mid: 0.4314438937737122 max: null - k2: + M2: min: null mid: 29.7025 max: null - k3: + sqrts: min: null mid: 38.8 max: null -- k1: +- y: min: null - mid: 0.3927065155868166 + mid: 0.3970482222244842 max: null - k2: + M2: min: null mid: 35.4025 max: null - k3: + sqrts: min: null mid: 38.8 max: null -- k1: +- y: 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M2: min: null mid: 71.40249999999999 max: null - k3: + sqrts: min: null mid: 38.8 max: null -- k1: +- y: min: null - mid: 0.9252453880540884 + mid: 0.928841600280477 max: null - k2: + M2: min: null mid: 128.8225 max: null - k3: + sqrts: min: null mid: 38.8 max: null -- k1: +- y: min: null - mid: 0.8643385857846262 + mid: 0.8684322224839687 max: null - k2: + M2: min: null - mid: 152.5225 + mid: 152.52249999999998 max: null - k3: + sqrts: min: null mid: 38.8 max: null -- k1: +- y: min: null - mid: 0.7897387169409626 + mid: 0.7905082978617681 max: null - k2: + M2: min: null mid: 191.8225 max: null - k3: + sqrts: min: null mid: 38.8 max: null -- k1: +- y: min: null - mid: 1.778219089216777 + mid: 1.800168078540639 max: null - k2: + M2: min: null - mid: 19.8025 + mid: 19.802500000000002 max: null - k3: + sqrts: min: null mid: 38.8 max: null -- k1: +- y: min: null - mid: 1.684741762388341 + mid: 1.6999372794198526 max: null - k2: + M2: min: null mid: 24.5025 max: null - k3: + sqrts: min: null mid: 38.8 max: null -- k1: +- y: min: null - mid: 1.598626334512658 + mid: 1.6104959700039452 max: null - k2: + M2: min: null mid: 29.7025 max: null - k3: + sqrts: min: null mid: 38.8 max: null -- k1: +- y: min: null - mid: 1.519945036917966 + mid: 1.5300081736273223 max: null - k2: + M2: min: null mid: 35.4025 max: null - k3: + sqrts: min: null mid: 38.8 max: null -- k1: +- y: min: null - mid: 1.448049674846082 + mid: 1.4570747078582627 max: null - k2: + M2: min: null mid: 41.6025 max: null - k3: + sqrts: min: null mid: 38.8 max: null -- k1: +- y: min: null - mid: 1.381018916708294 + mid: 1.3906027054981285 max: null - k2: + M2: min: null mid: 48.3025 max: null - k3: + sqrts: min: null mid: 38.8 max: null -- k1: +- y: min: null - mid: 1.321021350604118 + mid: 1.3297206733251878 max: null - k2: + M2: min: null - mid: 55.5025 + mid: 55.502500000000005 max: null - k3: + sqrts: min: null mid: 38.8 max: null -- k1: +- y: min: null - mid: 1.265915146048277 + mid: 1.2737212685261476 max: null - k2: + M2: min: null - mid: 63.20249999999999 + mid: 63.202499999999986 max: null - k3: + sqrts: min: null mid: 38.8 max: null -- k1: +- y: min: null - mid: 1.215346408191764 + mid: 1.2220216048843446 max: null - k2: + M2: min: null mid: 71.40249999999999 max: null - k3: + sqrts: min: null mid: 38.8 max: null -- k1: +- y: min: null - mid: 0.9816859089219546 + mid: 0.986020934597779 max: null - k2: + M2: min: null mid: 128.8225 max: null - k3: + sqrts: min: null mid: 38.8 max: null -- k1: +- y: min: null - mid: 0.9195706853783648 + mid: 0.9233923337919617 max: null - k2: + M2: min: null - mid: 152.5225 + mid: 152.52249999999998 max: null - k3: + sqrts: min: null mid: 38.8 max: null -- k1: +- y: min: null - mid: 0.8410664745666491 + mid: 0.8422973503826493 max: null - k2: + M2: min: null mid: 191.8225 max: null - k3: + sqrts: min: null mid: 38.8 max: null -- k1: +- y: min: null - mid: 1.852915498186481 + mid: 1.868067535327353 max: null - k2: + M2: min: null - mid: 19.8025 + mid: 19.802500000000002 max: null - k3: + sqrts: min: null mid: 38.8 max: null -- k1: +- y: min: null - mid: 1.751741884508123 + mid: 1.7670673678136586 max: null - k2: + M2: min: null mid: 24.5025 max: null - k3: + sqrts: min: null mid: 38.8 max: null -- k1: +- y: min: null - mid: 1.663150739379325 + mid: 1.6768046218082695 max: null - k2: + M2: min: null mid: 29.7025 max: null - k3: + sqrts: min: null mid: 38.8 max: null -- k1: +- y: min: null - mid: 1.581608097884873 + mid: 1.595450197409173 max: null - k2: + M2: min: null mid: 35.4025 max: null - k3: + sqrts: min: null mid: 38.8 max: null -- k1: +- y: min: null - mid: 1.510827529557996 + mid: 1.521611656430537 max: null - k2: + M2: min: null mid: 41.6025 max: null - k3: + sqrts: min: null mid: 38.8 max: null -- k1: +- y: min: null - mid: 1.447396065453343 + mid: 1.454202641132899 max: null - k2: + M2: min: null mid: 48.3025 max: null - k3: + sqrts: min: null mid: 38.8 max: null -- k1: +- y: min: null - mid: 1.384475665038857 + mid: 1.3923578509961665 max: null - k2: + M2: min: null - mid: 55.5025 + mid: 55.502500000000005 max: null - k3: + sqrts: min: null mid: 38.8 max: null -- k1: +- y: min: null - mid: 1.327569868880677 + mid: 1.335375757143371 max: null - k2: + M2: min: null - mid: 63.20249999999999 + mid: 63.202499999999986 max: null - k3: + sqrts: min: null mid: 38.8 max: null -- k1: +- y: min: null - mid: 1.275090871465362 + mid: 1.28267886524677 max: null - k2: + M2: min: null mid: 71.40249999999999 max: null - k3: + sqrts: min: null mid: 38.8 max: null -- k1: +- y: min: null - mid: 1.035767995030366 + mid: 1.0408329182794542 max: null - k2: + M2: min: null mid: 128.8225 max: null - k3: + sqrts: min: null mid: 38.8 max: null -- k1: +- y: min: null - mid: 0.8890412771752678 + mid: 0.892307846437605 max: null - k2: + M2: min: null mid: 191.8225 max: null - k3: + sqrts: min: null mid: 38.8 max: null -- k1: +- y: min: null - mid: 1.907780082546149 + mid: 1.9318380320903097 max: null - k2: + M2: min: null - mid: 19.8025 + mid: 19.802500000000002 max: null - k3: + sqrts: min: null mid: 38.8 max: null -- k1: +- y: min: null - mid: 1.81672555416077 + mid: 1.8301992811326604 max: null - k2: + M2: min: null mid: 24.5025 max: null - k3: + sqrts: min: null mid: 38.8 max: null -- k1: +- y: min: null - mid: 1.73261530352428 + mid: 1.7392519196443366 max: null - k2: + M2: min: null mid: 29.7025 max: null - k3: + sqrts: min: null mid: 38.8 max: null -- k1: +- y: min: null - mid: 1.645234631334406 + mid: 1.6571720813830466 max: null - k2: + M2: min: null mid: 35.4025 max: null - k3: + sqrts: min: null mid: 38.8 max: null -- k1: +- y: min: null - mid: 1.575209830088839 + mid: 1.5825725293323138 max: null - k2: + M2: min: null mid: 41.6025 max: null - k3: + sqrts: min: null mid: 38.8 max: null -- k1: +- y: min: null - mid: 1.507948757628727 + mid: 1.514371996953251 max: null - k2: + M2: min: null mid: 48.3025 max: null - k3: + sqrts: min: null mid: 38.8 max: null -- k1: +- y: min: null - mid: 1.444185092242427 + mid: 1.4517100996689736 max: null - k2: + M2: min: null - mid: 55.5025 + mid: 55.502500000000005 max: null - k3: + sqrts: min: null mid: 38.8 max: null -- k1: +- y: min: null - mid: 1.38003239780099 + mid: 1.3938899965398472 max: null - k2: + M2: min: null - mid: 63.20249999999999 + mid: 63.202499999999986 max: null - k3: + sqrts: min: null mid: 38.8 max: null -- k1: +- y: min: null - mid: 1.336451222854431 + mid: 1.3403386127027446 max: null - k2: + M2: min: null mid: 71.40249999999999 max: null - k3: + sqrts: min: null mid: 38.8 max: null -- k1: +- y: min: null - mid: 1.08632110159199 + mid: 1.0934032205593935 max: null - k2: + M2: min: null mid: 128.8225 max: null - k3: + sqrts: min: null mid: 38.8 max: null diff --git a/nnpdf_data/nnpdf_data/commondata/DYE866_Z0_800GEV/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/DYE866_Z0_800GEV/metadata.yaml index ff6be862cf..f99b38ad83 100644 --- a/nnpdf_data/nnpdf_data/commondata/DYE866_Z0_800GEV/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/DYE866_Z0_800GEV/metadata.yaml @@ -1,6 +1,6 @@ setname: DYE866_Z0_800GEV version: 1 -version_comment: Port of old commondata +version_comment: Reimplementation in new commondata format. nnpdf_metadata: nnpdf31_process: DY NC experiment: DYE886 @@ -402,24 +402,24 @@ implemented_observables: - 15 - 15 - 15 - plot_x: k2 + plot_x: M2 kinematic_coverage: - - k1 - - k2 - - k3 + - y + - M2 + - sqrts kinematics: variables: - k1: - description: Variable k1 - label: k1 + y: + description: Rapidity of the lepton pair. + label: y units: '' - k2: - description: Variable k2 - label: k2 + M2: + description: Invariant mass-squared. + label: M2 units: '' - k3: - description: Variable k3 - label: k3 + sqrts: + description: Center of mass energy + label: sqrts units: '' file: kinematics_PXSEC.yaml theory: @@ -431,5 +431,8 @@ implemented_observables: legacy: data_uncertainties: - uncertainties_legacy_PXSEC.yaml + reimplemented: + data_uncertainties: + - uncertainties_reimplemented_PXSEC.yaml data_central: data_legacy_PXSEC.yaml ported_from: DYE886P diff --git a/nnpdf_data/nnpdf_data/commondata/DYE866_Z0_800GEV/rawdata/Drell-Yan_cross_sections_pp.txt b/nnpdf_data/nnpdf_data/commondata/DYE866_Z0_800GEV/rawdata/Drell-Yan_cross_sections_pp.txt new file mode 100644 index 0000000000..6113ccc737 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/DYE866_Z0_800GEV/rawdata/Drell-Yan_cross_sections_pp.txt @@ -0,0 +1,297 @@ +d2sigma / dM dxF (pp, measured) in units of nb GeV^2/nucleon + + Uncorrected Cross Sections Radiatively Corr. Cross Section +Mass [GeV] Uncertainty Uncertainty + Min. Max. Sigma Stat. Syst. Rad. Corr. Sigma Stat. Syst. + -0.05 \leq x_F \leq 0.05 + 4.2 4.7 4.64 0.046 0.65 7.92E+01 5.60E+01 1.06E+01 0.984 7.79E+01 5.51E+01 1.04E+01 + 4.7 5.2 5.01 0.044 0.36 1.23E+01 6.75E+00 1.11E+00 0.985 1.21E+01 6.65E+00 1.09E+00 + 5.2 5.7 5.45 0.039 0.48 3.01E+01 1.81E+01 3.84E+00 0.986 2.97E+01 1.78E+01 3.79E+00 + 5.7 6.2 6.07 0.036 1.10 4.02E+01 1.47E+01 3.06E+00 0.987 3.97E+01 1.45E+01 3.02E+00 + 6.2 6.7 6.46 0.029 0.93 1.08E+01 3.52E+00 5.38E-01 0.988 1.07E+01 3.48E+00 5.32E-01 + 6.7 7.2 6.89 0.019 0.68 7.46E+00 2.07E+00 2.78E-01 0.989 7.38E+00 2.05E+00 2.75E-01 + 7.2 7.7 7.54 0.024 0.84 6.17E+00 2.56E+00 4.24E-01 0.990 6.11E+00 2.53E+00 4.20E-01 + 7.7 8.2 8.04 0.028 0.94 5.50E+00 9.03E-01 1.91E-01 0.991 5.45E+00 8.95E-01 1.89E-01 + 8.2 8.7 8.46 0.016 0.85 3.70E+00 4.69E-01 1.07E-01 0.993 3.67E+00 4.66E-01 1.06E-01 + +10.85 11.85 10.86 0.047 1.43 8.02E+00 8.02E+00 8.85E-01 0.997 8.00E+00 8.00E+00 8.83E-01 + + + Uncorrected Cross Sections Radiatively Corr. Cross Section +Mass [GeV] Uncertainty Uncertainty + Min. Max. Sigma Stat. Syst. Rad. Corr. Sigma Stat. Syst. + 0.05 \leq x_F \leq 0.10 + 4.2 4.7 4.46 0.083 0.77 2.67E+01 2.76E+00 7.73E-01 1.008 2.69E+01 2.78E+00 7.79E-01 + 4.7 5.2 4.90 0.080 0.76 1.54E+01 2.28E+00 7.09E-01 1.007 1.55E+01 2.30E+00 7.14E-01 + 5.2 5.7 5.43 0.083 0.86 1.06E+01 2.83E+00 1.03E+00 1.008 1.07E+01 2.85E+00 1.04E+00 + 5.7 6.2 5.95 0.083 0.94 1.24E+01 2.59E+00 7.74E-01 1.008 1.25E+01 2.61E+00 7.80E-01 + 6.2 6.7 6.48 0.078 0.98 6.37E+00 1.82E+00 4.82E-01 1.008 6.42E+00 1.83E+00 4.86E-01 + 6.7 7.2 6.93 0.076 0.86 6.13E+00 2.08E+00 2.29E-01 1.008 6.18E+00 2.10E+00 2.31E-01 + 7.2 7.7 7.50 0.080 0.98 6.60E+00 1.95E+00 4.68E-01 1.008 6.65E+00 1.97E+00 4.72E-01 + 7.7 8.2 7.95 0.078 1.04 4.17E+00 5.43E-01 2.23E-01 1.009 4.21E+00 5.48E-01 2.25E-01 + 8.2 8.7 8.44 0.077 1.03 3.71E+00 4.83E-01 1.75E-01 1.008 3.74E+00 4.87E-01 1.76E-01 + +10.85 11.85 11.17 0.081 1.15 3.46E+00 1.51E+00 7.66E-02 1.012 3.50E+00 1.53E+00 7.75E-02 + + + Uncorrected Cross Sections Radiatively Corr. Cross Section +Mass [GeV] Uncertainty Uncertainty + Min. Max. Sigma Stat. Syst. Rad. Corr. Sigma Stat. Syst. + 0.10 \leq x_F \leq 0.15 + 4.2 4.7 4.43 0.129 0.91 2.34E+01 1.38E+00 5.31E-01 1.022 2.39E+01 1.41E+00 5.43E-01 + 4.7 5.2 4.92 0.127 0.90 1.59E+01 1.26E+00 4.18E-01 1.021 1.62E+01 1.29E+00 4.27E-01 + 5.2 5.7 5.41 0.130 0.92 1.54E+01 1.58E+00 5.82E-01 1.021 1.57E+01 1.61E+00 5.94E-01 + 5.7 6.2 5.95 0.128 0.91 1.26E+01 1.45E+00 3.60E-01 1.020 1.29E+01 1.48E+00 3.67E-01 + 6.2 6.7 6.44 0.130 1.04 9.98E+00 1.22E+00 2.94E-01 1.020 1.02E+01 1.24E+00 3.00E-01 + 6.7 7.2 6.97 0.130 0.99 6.86E+00 1.05E+00 3.05E-01 1.020 7.00E+00 1.07E+00 3.11E-01 + 7.2 7.7 7.46 0.128 1.10 5.06E+00 4.80E-01 1.84E-01 1.020 5.16E+00 4.90E-01 1.88E-01 + 7.7 8.2 7.95 0.127 1.10 4.56E+00 3.67E-01 1.47E-01 1.020 4.65E+00 3.74E-01 1.50E-01 + 8.2 8.7 8.44 0.127 1.12 3.11E+00 2.61E-01 9.49E-02 1.020 3.17E+00 2.66E-01 9.68E-02 + +10.85 11.85 11.22 0.129 1.10 1.36E+00 3.42E-01 5.81E-02 1.022 1.39E+00 3.50E-01 5.94E-02 + + + Uncorrected Cross Sections Radiatively Corr. Cross Section +Mass [GeV] Uncertainty Uncertainty + Min. Max. Sigma Stat. Syst. Rad. Corr. Sigma Stat. Syst. + 0.15 \leq x_F \leq 0.20 + 4.2 4.7 4.43 0.177 1.00 1.92E+01 9.66E-01 1.21E+00 1.032 1.98E+01 9.97E-01 1.25E+00 + 4.7 5.2 4.94 0.177 0.96 1.45E+01 7.20E-01 2.55E-01 1.031 1.49E+01 7.42E-01 2.63E-01 + 5.2 5.7 5.43 0.177 1.02 1.20E+01 9.89E-01 2.71E-01 1.030 1.24E+01 1.02E+00 2.79E-01 + 5.7 6.2 5.91 0.178 1.02 8.96E+00 7.88E-01 1.99E-01 1.030 9.23E+00 8.12E-01 2.05E-01 + 6.2 6.7 6.45 0.179 1.02 8.04E+00 8.68E-01 3.04E-01 1.029 8.28E+00 8.94E-01 3.13E-01 + 6.7 7.2 6.96 0.179 1.06 6.22E+00 4.59E-01 1.98E-01 1.030 6.40E+00 4.73E-01 2.04E-01 + 7.2 7.7 7.46 0.177 1.12 4.82E+00 2.98E-01 1.18E-01 1.030 4.96E+00 3.07E-01 1.21E-01 + 7.7 8.2 7.94 0.176 1.12 3.61E+00 2.45E-01 9.41E-02 1.030 3.72E+00 2.52E-01 9.69E-02 + 8.2 8.7 8.44 0.176 1.19 3.00E+00 1.98E-01 6.28E-02 1.030 3.09E+00 2.04E-01 6.47E-02 + +10.85 11.85 11.18 0.178 1.09 1.08E+00 2.41E-01 7.37E-02 1.030 1.11E+00 2.48E-01 7.59E-02 +11.85 12.85 12.23 0.177 1.37 1.25E+00 5.62E-01 1.54E-01 1.031 1.29E+00 5.79E-01 1.59E-01 +12.85 14.85 13.31 0.185 1.24 1.17E+01 1.03E+01 3.13E-01 1.032 1.21E+01 1.06E+01 3.23E-01 + + + Uncorrected Cross Sections Radiatively Corr. Cross Section +Mass [GeV] Uncertainty Uncertainty + Min. Max. Sigma Stat. Syst. Rad. Corr. Sigma Stat. Syst. + 0.20 \leq x_F \leq 0.25 + 4.2 4.7 4.43 0.226 1.02 1.68E+01 6.71E-01 2.97E-01 1.038 1.74E+01 6.97E-01 3.08E-01 + 4.7 5.2 4.93 0.225 1.02 1.26E+01 6.54E-01 2.35E-01 1.038 1.31E+01 6.79E-01 2.44E-01 + 5.2 5.7 5.43 0.225 1.00 9.38E+00 5.79E-01 1.77E-01 1.037 9.73E+00 6.01E-01 1.84E-01 + 5.7 6.2 5.95 0.228 1.05 8.45E+00 5.19E-01 2.48E-01 1.037 8.76E+00 5.38E-01 2.57E-01 + 6.2 6.7 6.46 0.228 0.99 7.22E+00 3.73E-01 1.88E-01 1.037 7.48E+00 3.87E-01 1.95E-01 + 6.7 7.2 6.95 0.227 1.09 5.18E+00 2.72E-01 1.09E-01 1.037 5.37E+00 2.82E-01 1.13E-01 + 7.2 7.7 7.45 0.227 1.12 3.91E+00 2.28E-01 1.13E-01 1.036 4.05E+00 2.36E-01 1.17E-01 + 7.7 8.2 7.94 0.225 1.16 3.73E+00 1.97E-01 8.98E-02 1.036 3.87E+00 2.04E-01 9.31E-02 + 8.2 8.7 8.44 0.224 1.19 2.76E+00 1.89E-01 6.10E-02 1.037 2.86E+00 1.96E-01 6.32E-02 + +10.85 11.85 11.22 0.231 1.45 7.48E-01 1.34E-01 4.23E-02 1.038 7.76E-01 1.39E-01 4.39E-02 +11.85 12.85 12.33 0.226 1.33 2.02E+00 7.89E-01 6.25E-01 1.038 2.10E+00 8.19E-01 6.49E-01 +12.85 14.85 13.22 0.226 1.04 2.36E+00 1.82E+00 3.90E-01 1.039 2.45E+00 1.89E+00 4.05E-01 + + + Uncorrected Cross Sections Radiatively Corr. Cross Section +Mass [GeV] Uncertainty Uncertainty + Min. Max. Sigma Stat. Syst. Rad. Corr. Sigma Stat. Syst. + 0.25 \leq x_F \leq 0.30 + 4.2 4.7 4.44 0.274 1.04 1.23E+01 5.17E-01 2.79E-01 1.042 1.28E+01 5.39E-01 2.91E-01 + 4.7 5.2 4.95 0.276 1.04 1.01E+01 4.91E-01 1.74E-01 1.042 1.05E+01 5.12E-01 1.81E-01 + 5.2 5.7 5.44 0.276 1.04 7.25E+00 4.24E-01 2.03E-01 1.042 7.55E+00 4.42E-01 2.11E-01 + 5.7 6.2 5.94 0.277 1.01 7.53E+00 3.04E-01 1.93E-01 1.042 7.84E+00 3.17E-01 2.01E-01 + 6.2 6.7 6.45 0.276 1.04 5.64E+00 2.62E-01 1.49E-01 1.041 5.87E+00 2.73E-01 1.55E-01 + 6.7 7.2 6.94 0.276 1.09 4.46E+00 2.09E-01 8.33E-02 1.042 4.65E+00 2.18E-01 8.68E-02 + 7.2 7.7 7.43 0.275 1.12 3.31E+00 1.77E-01 7.80E-02 1.042 3.45E+00 1.84E-01 8.12E-02 + 7.7 8.2 7.94 0.276 1.17 2.93E+00 1.67E-01 5.92E-02 1.041 3.05E+00 1.74E-01 6.16E-02 + 8.2 8.7 8.44 0.275 1.26 2.69E+00 1.53E-01 5.86E-02 1.042 2.80E+00 1.59E-01 6.10E-02 + +10.85 11.85 11.23 0.278 1.19 6.93E-01 1.09E-01 5.55E-02 1.043 7.23E-01 1.14E-01 5.79E-02 +11.85 12.85 12.29 0.282 1.31 4.83E-01 1.71E-01 5.21E-02 1.044 5.04E-01 1.78E-01 5.44E-02 +12.85 14.85 13.31 0.278 1.57 4.68E-01 3.33E-01 5.77E-02 1.044 4.89E-01 3.48E-01 6.03E-02 + + + Uncorrected Cross Sections Radiatively Corr. Cross Section +Mass [GeV] Uncertainty Uncertainty + Min. Max. Sigma Stat. Syst. Rad. Corr. Sigma Stat. Syst. + 0.30 \leq x_F \leq 0.35 + 4.2 4.7 4.45 0.324 1.03 1.00E+01 4.63E-01 2.09E-01 1.045 1.04E+01 4.84E-01 2.18E-01 + 4.7 5.2 4.95 0.325 1.01 8.85E+00 4.15E-01 2.02E-01 1.045 9.25E+00 4.34E-01 2.11E-01 + 5.2 5.7 5.45 0.326 1.02 6.91E+00 3.03E-01 1.89E-01 1.045 7.22E+00 3.17E-01 1.97E-01 + 5.7 6.2 5.95 0.325 1.02 5.86E+00 2.31E-01 1.21E-01 1.045 6.12E+00 2.41E-01 1.26E-01 + 6.2 6.7 6.44 0.324 1.03 4.72E+00 1.98E-01 8.29E-02 1.045 4.93E+00 2.07E-01 8.66E-02 + 6.7 7.2 6.94 0.325 1.11 4.03E+00 1.78E-01 1.01E-01 1.045 4.21E+00 1.86E-01 1.06E-01 + 7.2 7.7 7.45 0.325 1.15 3.37E+00 1.50E-01 7.64E-02 1.045 3.52E+00 1.57E-01 7.98E-02 + 7.7 8.2 7.93 0.325 1.17 2.51E+00 1.41E-01 4.85E-02 1.045 2.62E+00 1.47E-01 5.07E-02 + 8.2 8.7 8.43 0.325 1.19 2.22E+00 1.33E-01 4.33E-02 1.046 2.32E+00 1.39E-01 4.53E-02 + +10.85 11.85 11.32 0.326 1.27 6.56E-01 8.22E-02 5.27E-02 1.047 6.87E-01 8.61E-02 5.52E-02 +11.85 12.85 12.26 0.328 1.12 9.65E-01 4.94E-01 4.78E-02 1.047 1.01E+00 5.17E-01 5.01E-02 +12.85 14.85 13.30 0.329 1.31 4.92E-01 1.78E-01 4.26E-02 1.048 5.16E-01 1.87E-01 4.46E-02 + + + Uncorrected Cross Sections Radiatively Corr. Cross Section +Mass [GeV] Uncertainty Uncertainty + Min. Max. Sigma Stat. Syst. Rad. Corr. Sigma Stat. Syst. + 0.35 \leq x_F \leq 0.40 + 4.2 4.7 4.46 0.374 1.02 7.82E+00 4.14E-01 2.43E-01 1.046 8.18E+00 4.33E-01 2.54E-01 + 4.7 5.2 4.95 0.376 1.04 6.54E+00 3.20E-01 2.26E-01 1.046 6.84E+00 3.35E-01 2.36E-01 + 5.2 5.7 5.45 0.375 1.02 5.87E+00 3.87E-01 4.67E-01 1.046 6.14E+00 4.05E-01 4.88E-01 + 5.7 6.2 5.96 0.375 0.99 4.78E+00 2.64E-01 1.63E-01 1.046 5.00E+00 2.76E-01 1.71E-01 + 6.2 6.7 6.45 0.375 1.05 3.86E+00 1.62E-01 6.75E-02 1.046 4.04E+00 1.70E-01 7.06E-02 + 6.7 7.2 6.94 0.375 1.10 3.30E+00 1.48E-01 9.22E-02 1.047 3.46E+00 1.55E-01 9.65E-02 + 7.2 7.7 7.44 0.376 1.17 2.67E+00 1.21E-01 8.27E-02 1.047 2.80E+00 1.27E-01 8.66E-02 + 7.7 8.2 7.95 0.375 1.13 2.21E+00 1.24E-01 6.03E-02 1.047 2.31E+00 1.30E-01 6.32E-02 + 8.2 8.7 8.44 0.374 1.16 1.90E+00 1.09E-01 4.06E-02 1.048 1.99E+00 1.14E-01 4.26E-02 + +10.85 11.85 11.32 0.375 1.15 4.27E-01 7.23E-02 5.12E-03 1.050 4.48E-01 7.59E-02 5.37E-03 +11.85 12.85 12.26 0.374 1.29 3.45E-01 6.23E-02 1.31E-02 1.050 3.62E-01 6.54E-02 1.38E-02 +12.85 14.85 13.43 0.377 1.31 3.77E-01 1.91E-01 1.30E-02 1.050 3.96E-01 2.01E-01 1.37E-02 + + + Uncorrected Cross Sections Radiatively Corr. Cross Section +Mass [GeV] Uncertainty Uncertainty + Min. Max. Sigma Stat. Syst. Rad. Corr. Sigma Stat. Syst. + 0.40 \leq x_F \leq 0.45 + 4.2 4.7 4.46 0.424 0.99 6.45E+00 3.68E-01 2.25E-01 1.046 6.75E+00 3.85E-01 2.35E-01 + 4.7 5.2 4.97 0.423 1.01 5.32E+00 2.50E-01 1.52E-01 1.046 5.57E+00 2.62E-01 1.59E-01 + 5.2 5.7 5.46 0.424 0.97 4.13E+00 1.93E-01 1.28E-01 1.047 4.32E+00 2.02E-01 1.34E-01 + 5.7 6.2 5.95 0.425 1.01 3.76E+00 1.53E-01 8.14E-02 1.047 3.94E+00 1.60E-01 8.52E-02 + 6.2 6.7 6.45 0.424 1.02 3.20E+00 1.24E-01 8.05E-02 1.047 3.35E+00 1.30E-01 8.43E-02 + 6.7 7.2 6.95 0.424 1.12 2.50E+00 1.16E-01 6.28E-02 1.048 2.62E+00 1.22E-01 6.58E-02 + 7.2 7.7 7.45 0.424 1.12 2.04E+00 1.02E-01 5.64E-02 1.048 2.14E+00 1.07E-01 5.91E-02 + 7.7 8.2 7.94 0.424 1.15 1.64E+00 9.63E-02 5.20E-02 1.048 1.72E+00 1.01E-01 5.45E-02 + 8.2 8.7 8.44 0.424 1.20 1.50E+00 9.25E-02 5.29E-02 1.049 1.57E+00 9.70E-02 5.55E-02 + +10.85 11.85 11.28 0.423 1.36 3.63E-01 4.95E-02 8.00E-03 1.051 3.81E-01 5.20E-02 8.41E-03 +11.85 12.85 12.24 0.424 1.29 2.46E-01 5.32E-02 2.24E-02 1.051 2.59E-01 5.59E-02 2.35E-02 +12.85 14.85 13.46 0.429 1.41 6.71E-01 5.45E-01 2.18E-02 1.052 7.06E-01 5.73E-01 2.29E-02 + + + + Uncorrected Cross Sections Radiatively Corr. Cross Section +Mass [GeV] Uncertainty Uncertainty + Min. Max. Sigma Stat. Syst. Rad. Corr. Sigma Stat. Syst. + 0.45 \leq x_F \leq 0.50 + 4.2 4.7 4.46 0.473 0.95 4.20E+00 2.80E-01 1.27E-01 1.046 4.39E+00 2.93E-01 1.33E-01 + 4.7 5.2 4.95 0.475 0.99 3.55E+00 2.12E-01 9.38E-02 1.046 3.71E+00 2.22E-01 9.81E-02 + 5.2 5.7 5.46 0.475 0.99 3.22E+00 1.54E-01 6.59E-02 1.046 3.37E+00 1.61E-01 6.90E-02 + 5.7 6.2 5.95 0.474 0.97 2.54E+00 1.20E-01 5.07E-02 1.047 2.66E+00 1.26E-01 5.31E-02 + 6.2 6.7 6.44 0.474 1.03 1.89E+00 9.63E-02 3.76E-02 1.047 1.98E+00 1.01E-01 3.94E-02 + 6.7 7.2 6.94 0.474 1.09 1.88E+00 9.42E-02 5.12E-02 1.048 1.97E+00 9.87E-02 5.36E-02 + 7.2 7.7 7.43 0.474 1.06 1.50E+00 8.66E-02 5.23E-02 1.048 1.57E+00 9.08E-02 5.48E-02 + 7.7 8.2 7.94 0.473 1.08 1.21E+00 8.03E-02 2.65E-02 1.048 1.27E+00 8.42E-02 2.78E-02 + 8.2 8.7 8.44 0.474 1.24 8.83E-01 7.12E-02 2.05E-02 1.049 9.26E-01 7.47E-02 2.15E-02 + +10.85 11.85 11.29 0.472 1.24 2.50E-01 4.24E-02 8.17E-03 1.051 2.63E-01 4.46E-02 8.59E-03 +11.85 12.85 12.33 0.471 1.18 1.74E-01 4.25E-02 6.59E-03 1.051 1.83E-01 4.47E-02 6.93E-03 +12.85 14.85 13.49 0.474 0.90 9.36E-02 3.83E-02 8.91E-03 1.052 9.84E-02 4.03E-02 9.37E-03 + + + Uncorrected Cross Sections Radiatively Corr. Cross Section +Mass [GeV] Uncertainty Uncertainty + Min. Max. Sigma Stat. Syst. Rad. Corr. Sigma Stat. Syst. + 0.50 \leq x_F \leq 0.55 + 4.2 4.7 4.48 0.524 1.04 2.81E+00 2.42E-01 1.13E-01 1.045 2.94E+00 2.53E-01 1.18E-01 + 4.7 5.2 4.97 0.524 1.01 2.56E+00 1.76E-01 1.14E-01 1.045 2.68E+00 1.84E-01 1.19E-01 + 5.2 5.7 5.46 0.523 1.01 2.28E+00 1.23E-01 6.86E-02 1.046 2.38E+00 1.29E-01 7.17E-02 + 5.7 6.2 5.94 0.524 1.00 1.83E+00 9.65E-02 6.27E-02 1.046 1.91E+00 1.01E-01 6.56E-02 + 6.2 6.7 6.45 0.525 1.03 1.51E+00 7.93E-02 3.54E-02 1.046 1.58E+00 8.30E-02 3.70E-02 + 6.7 7.2 6.93 0.523 1.07 1.27E+00 7.58E-02 3.37E-02 1.047 1.33E+00 7.94E-02 3.53E-02 + 7.2 7.7 7.44 0.523 1.07 9.84E-01 7.11E-02 2.33E-02 1.048 1.03E+00 7.45E-02 2.44E-02 + 7.7 8.2 7.94 0.523 1.14 9.85E-01 7.06E-02 2.27E-02 1.048 1.03E+00 7.40E-02 2.38E-02 + 8.2 8.7 8.45 0.523 1.18 8.52E-01 6.21E-02 1.93E-02 1.048 8.93E-01 6.51E-02 2.02E-02 + +10.85 11.85 11.23 0.527 1.14 1.84E-01 3.27E-02 1.28E-03 1.051 1.93E-01 3.44E-02 1.35E-03 +11.85 12.85 12.16 0.525 1.24 7.93E-02 2.51E-02 2.80E-03 1.051 8.34E-02 2.64E-02 2.94E-03 +12.85 14.85 13.46 0.524 1.12 1.69E-01 7.29E-02 1.30E-02 1.051 1.78E-01 7.66E-02 1.37E-02 +14.85 16.85 14.87 0.531 0.77 1.80E+00 1.80E+00 6.50E-01 1.052 1.89E+00 1.89E+00 6.84E-01 + + + Uncorrected Cross Sections Radiatively Corr. Cross Section +Mass [GeV] Uncertainty Uncertainty + Min. Max. Sigma Stat. Syst. Rad. Corr. Sigma Stat. Syst. + 0.55 \leq x_F \leq 0.60 + 4.2 4.7 4.46 0.571 0.97 1.45E+00 1.61E-01 6.48E-02 1.044 1.51E+00 1.68E-01 6.76E-02 + 4.7 5.2 4.96 0.575 0.97 1.57E+00 1.20E-01 6.31E-02 1.044 1.64E+00 1.25E-01 6.59E-02 + 5.2 5.7 5.45 0.573 0.91 1.44E+00 9.82E-02 3.99E-02 1.044 1.50E+00 1.03E-01 4.17E-02 + 5.7 6.2 5.96 0.573 0.89 1.16E+00 7.25E-02 3.03E-02 1.045 1.21E+00 7.58E-02 3.17E-02 + 6.2 6.7 6.44 0.573 1.00 1.15E+00 7.83E-02 2.50E-02 1.046 1.20E+00 8.19E-02 2.61E-02 + 6.7 7.2 6.94 0.572 1.06 8.69E-01 6.05E-02 1.99E-02 1.046 9.09E-01 6.33E-02 2.08E-02 + 7.2 7.7 7.42 0.573 1.09 7.86E-01 5.48E-02 1.84E-02 1.047 8.23E-01 5.74E-02 1.93E-02 + 7.7 8.2 7.94 0.572 1.16 6.01E-01 5.13E-02 2.25E-02 1.047 6.29E-01 5.37E-02 2.36E-02 + 8.2 8.7 8.44 0.573 1.03 5.52E-01 5.05E-02 1.82E-02 1.048 5.78E-01 5.29E-02 1.91E-02 + +10.85 11.85 11.26 0.570 1.16 1.16E-01 2.27E-02 4.33E-03 1.050 1.22E-01 2.38E-02 4.55E-03 +11.85 12.85 12.21 0.576 1.03 9.16E-02 2.83E-02 6.40E-03 1.051 9.62E-02 2.97E-02 6.72E-03 +12.85 14.85 13.28 0.570 1.14 2.50E-01 2.02E-01 5.16E-03 1.051 2.63E-01 2.12E-01 5.42E-03 + + + Uncorrected Cross Sections Radiatively Corr. Cross Section +Mass [GeV] Uncertainty Uncertainty + Min. Max. Sigma Stat. Syst. Rad. Corr. Sigma Stat. Syst. + 0.60 \leq x_F \leq 0.65 + 4.2 4.7 4.49 0.622 0.95 1.41E+00 1.74E-01 1.14E-01 1.042 1.47E+00 1.81E-01 1.18E-01 + 4.7 5.2 4.96 0.623 0.94 9.66E-01 1.14E-01 7.55E-02 1.042 1.01E+00 1.19E-01 7.87E-02 + 5.2 5.7 5.46 0.622 0.93 8.05E-01 8.03E-02 5.18E-02 1.043 8.40E-01 8.38E-02 5.40E-02 + 5.7 6.2 5.96 0.623 0.95 7.15E-01 5.35E-02 4.25E-02 1.044 7.46E-01 5.58E-02 4.43E-02 + 6.2 6.7 6.43 0.623 1.02 6.39E-01 5.76E-02 3.92E-02 1.044 6.67E-01 6.02E-02 4.09E-02 + 6.7 7.2 6.93 0.624 1.02 6.79E-01 5.35E-02 4.23E-02 1.045 7.10E-01 5.59E-02 4.42E-02 + 7.2 7.7 7.44 0.623 1.02 5.44E-01 6.51E-02 4.09E-02 1.045 5.69E-01 6.80E-02 4.27E-02 + 7.7 8.2 7.93 0.624 1.03 3.85E-01 4.04E-02 2.26E-02 1.046 4.03E-01 4.23E-02 2.37E-02 + 8.2 8.7 8.45 0.624 1.08 3.08E-01 3.93E-02 1.86E-02 1.047 3.22E-01 4.11E-02 1.95E-02 + +10.85 11.85 11.24 0.625 1.13 1.09E-01 3.33E-02 8.52E-03 1.049 1.14E-01 3.49E-02 8.94E-03 +11.85 12.85 12.18 0.620 1.34 6.14E-02 2.93E-02 5.96E-03 1.049 6.44E-02 3.07E-02 6.26E-03 +12.85 14.85 13.16 0.609 0.67 2.48E-02 1.13E-02 2.51E-03 1.049 2.60E-02 1.19E-02 2.63E-03 + + + Uncorrected Cross Sections Radiatively Corr. Cross Section +Mass [GeV] Uncertainty Uncertainty + Min. Max. Sigma Stat. Syst. Rad. Corr. Sigma Stat. Syst. + 0.65 \leq x_F \leq 0.70 + 4.2 4.7 4.47 0.673 0.97 6.90E-01 1.18E-01 7.25E-02 1.040 7.18E-01 1.23E-01 7.55E-02 + 4.7 5.2 4.97 0.670 0.90 5.91E-01 7.45E-02 4.30E-02 1.041 6.15E-01 7.75E-02 4.48E-02 + 5.2 5.7 5.45 0.670 0.88 6.39E-01 7.28E-02 5.04E-02 1.041 6.65E-01 7.58E-02 5.25E-02 + 5.7 6.2 5.95 0.673 0.89 4.48E-01 6.71E-02 2.84E-02 1.042 4.67E-01 6.99E-02 2.96E-02 + 6.2 6.7 6.46 0.671 0.92 3.80E-01 5.04E-02 2.54E-02 1.043 3.96E-01 5.26E-02 2.64E-02 + 6.7 7.2 6.94 0.669 1.03 2.48E-01 3.91E-02 1.87E-02 1.043 2.59E-01 4.08E-02 1.95E-02 + 7.2 7.7 7.43 0.673 1.06 1.97E-01 4.09E-02 1.92E-02 1.044 2.06E-01 4.27E-02 2.01E-02 + 7.7 8.2 7.95 0.670 1.08 2.21E-01 3.71E-02 1.68E-02 1.044 2.31E-01 3.88E-02 1.76E-02 + 8.2 8.7 8.43 0.669 1.07 1.04E-01 2.42E-02 7.23E-03 1.045 1.09E-01 2.53E-02 7.56E-03 + +10.85 11.85 11.30 0.674 1.22 5.25E-02 1.52E-02 3.83E-03 1.048 5.50E-02 1.59E-02 4.01E-03 +11.85 12.85 12.42 0.679 1.27 3.87E-02 2.09E-02 4.18E-03 1.048 4.05E-02 2.19E-02 4.37E-03 +12.85 14.85 13.77 0.677 0.83 9.03E-02 4.41E-02 5.44E-03 1.048 9.46E-02 4.62E-02 5.70E-03 + + + Uncorrected Cross Sections Radiatively Corr. Cross Section +Mass [GeV] Uncertainty Uncertainty + Min. Max. Sigma Stat. Syst. Rad. Corr. Sigma Stat. Syst. + 0.70 \leq x_F \leq 0.75 + 4.2 4.7 4.53 0.720 0.80 5.31E-01 1.26E-01 5.44E-02 1.038 5.51E-01 1.31E-01 5.65E-02 + 4.7 5.2 5.01 0.720 0.90 4.21E-01 8.97E-02 3.35E-02 1.039 4.37E-01 9.32E-02 3.47E-02 + 5.2 5.7 5.45 0.719 0.94 2.44E-01 3.87E-02 1.68E-02 1.039 2.54E-01 4.02E-02 1.75E-02 + 5.7 6.2 5.94 0.723 1.04 2.68E-01 4.36E-02 2.67E-02 1.040 2.79E-01 4.54E-02 2.78E-02 + 6.2 6.7 6.45 0.720 1.00 2.04E-01 4.72E-02 1.91E-02 1.041 2.12E-01 4.91E-02 1.99E-02 + 6.7 7.2 6.93 0.720 0.86 1.62E-01 2.65E-02 1.48E-02 1.042 1.69E-01 2.76E-02 1.54E-02 + 7.2 7.7 7.41 0.726 1.00 1.78E-01 3.30E-02 1.38E-02 1.042 1.86E-01 3.44E-02 1.44E-02 + 7.7 8.2 7.95 0.719 1.07 3.54E-01 1.61E-01 2.14E-02 1.043 3.69E-01 1.68E-01 2.24E-02 + 8.2 8.7 8.42 0.717 1.13 1.05E-01 2.43E-02 1.17E-02 1.043 1.10E-01 2.54E-02 1.22E-02 + +10.85 11.85 11.28 0.728 1.30 3.61E-02 2.34E-02 1.86E-03 1.046 3.78E-02 2.45E-02 1.94E-03 +12.85 14.85 13.14 0.723 1.33 3.83E-01 2.72E-01 4.63E-02 1.046 4.01E-01 2.84E-01 4.84E-02 + + + Uncorrected Cross Sections Radiatively Corr. Cross Section +Mass [GeV] Uncertainty Uncertainty + Min. Max. Sigma Stat. Syst. Rad. Corr. Sigma Stat. Syst. + 0.75 \leq x_F \leq 0.80 + 4.2 4.7 4.48 0.770 1.01 3.20E-01 1.11E-01 5.56E-02 1.036 3.31E-01 1.15E-01 5.76E-02 + 4.7 5.2 4.96 0.767 0.84 4.98E-01 2.48E-01 4.69E-02 1.037 5.16E-01 2.57E-01 4.87E-02 + 5.2 5.7 5.45 0.768 0.65 1.28E-01 2.67E-02 1.16E-02 1.037 1.33E-01 2.77E-02 1.20E-02 + 5.7 6.2 5.95 0.771 0.96 1.76E-01 4.18E-02 1.63E-02 1.038 1.83E-01 4.34E-02 1.69E-02 + 6.2 6.7 6.43 0.769 0.82 9.89E-02 2.22E-02 7.27E-03 1.039 1.03E-01 2.31E-02 7.55E-03 + 6.7 7.2 6.94 0.767 0.83 8.01E-02 2.43E-02 6.91E-03 1.040 8.33E-02 2.53E-02 7.18E-03 + 7.2 7.7 7.45 0.773 0.97 1.09E-01 4.14E-02 1.99E-02 1.040 1.13E-01 4.31E-02 2.07E-02 + 7.7 8.2 7.93 0.772 1.42 1.04E-01 3.55E-02 1.07E-02 1.041 1.08E-01 3.69E-02 1.12E-02 + 8.2 8.7 8.47 0.776 0.80 7.31E-02 2.44E-02 7.20E-03 1.042 7.61E-02 2.54E-02 7.50E-03 + +10.85 11.85 11.39 0.765 1.52 6.65E-02 4.97E-02 6.63E-03 1.043 6.94E-02 5.19E-02 6.92E-03 diff --git a/nnpdf_data/nnpdf_data/commondata/DYE866_Z0_800GEV/rawdata/README b/nnpdf_data/nnpdf_data/commondata/DYE866_Z0_800GEV/rawdata/README new file mode 100644 index 0000000000..990c6aa2ae --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/DYE866_Z0_800GEV/rawdata/README @@ -0,0 +1,4 @@ +Data obtained from +https://p25ext.lanl.gov/e866/papers/e866dyabs/E866_Drell-Yan_Cross_Sections/Drell-Yan_cross_sections_pp.txt +the table.csv contains a stripped version of the data with xF bin in the first column. + diff --git a/nnpdf_data/nnpdf_data/commondata/DYE866_Z0_800GEV/rawdata/table.csv b/nnpdf_data/nnpdf_data/commondata/DYE866_Z0_800GEV/rawdata/table.csv new file mode 100644 index 0000000000..211aa5851f --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/DYE866_Z0_800GEV/rawdata/table.csv @@ -0,0 +1,184 @@ +0.0, 4.2, 4.7, 4.64, 0.046, 0.65, 7.92E+01, 5.60E+01, 1.06E+01, 0.984, 7.79E+01, 5.51E+01, 1.04E+01 +0.0, 4.7, 5.2, 5.01, 0.044, 0.36, 1.23E+01, 6.75E+00, 1.11E+00, 0.985, 1.21E+01, 6.65E+00, 1.09E+00 +0.0, 5.2, 5.7, 5.45, 0.039, 0.48, 3.01E+01, 1.81E+01, 3.84E+00, 0.986, 2.97E+01, 1.78E+01, 3.79E+00 +0.0, 5.7, 6.2, 6.07, 0.036, 1.10, 4.02E+01, 1.47E+01, 3.06E+00, 0.987, 3.97E+01, 1.45E+01, 3.02E+00 +0.0, 6.2, 6.7, 6.46, 0.029, 0.93, 1.08E+01, 3.52E+00, 5.38E-01, 0.988, 1.07E+01, 3.48E+00, 5.32E-01 +0.0, 6.7, 7.2, 6.89, 0.019, 0.68, 7.46E+00, 2.07E+00, 2.78E-01, 0.989, 7.38E+00, 2.05E+00, 2.75E-01 +0.0, 7.2, 7.7, 7.54, 0.024, 0.84, 6.17E+00, 2.56E+00, 4.24E-01, 0.990, 6.11E+00, 2.53E+00, 4.20E-01 +0.0, 7.7, 8.2, 8.04, 0.028, 0.94, 5.50E+00, 9.03E-01, 1.91E-01, 0.991, 5.45E+00, 8.95E-01, 1.89E-01 +0.0, 8.2, 8.7, 8.46, 0.016, 0.85, 3.70E+00, 4.69E-01, 1.07E-01, 0.993, 3.67E+00, 4.66E-01, 1.06E-01 +0.0, 10.85, 11.85, 10.86, 0.047, 1.43, 8.02E+00, 8.02E+00, 8.85E-01, 0.997, 8.00E+00, 8.00E+00, 8.83E-01 +0.075, 4.2, 4.7, 4.46, 0.083, 0.77, 2.67E+01, 2.76E+00, 7.73E-01, 1.008, 2.69E+01, 2.78E+00, 7.79E-01 +0.075, 4.7, 5.2, 4.90, 0.080, 0.76, 1.54E+01, 2.28E+00, 7.09E-01, 1.007, 1.55E+01, 2.30E+00, 7.14E-01 +0.075, 5.2, 5.7, 5.43, 0.083, 0.86, 1.06E+01, 2.83E+00, 1.03E+00, 1.008, 1.07E+01, 2.85E+00, 1.04E+00 +0.075, 5.7, 6.2, 5.95, 0.083, 0.94, 1.24E+01, 2.59E+00, 7.74E-01, 1.008, 1.25E+01, 2.61E+00, 7.80E-01 +0.075, 6.2, 6.7, 6.48, 0.078, 0.98, 6.37E+00, 1.82E+00, 4.82E-01, 1.008, 6.42E+00, 1.83E+00, 4.86E-01 +0.075, 6.7, 7.2, 6.93, 0.076, 0.86, 6.13E+00, 2.08E+00, 2.29E-01, 1.008, 6.18E+00, 2.10E+00, 2.31E-01 +0.075, 7.2, 7.7, 7.50, 0.080, 0.98, 6.60E+00, 1.95E+00, 4.68E-01, 1.008, 6.65E+00, 1.97E+00, 4.72E-01 +0.075, 7.7, 8.2, 7.95, 0.078, 1.04, 4.17E+00, 5.43E-01, 2.23E-01, 1.009, 4.21E+00, 5.48E-01, 2.25E-01 +0.075, 8.2, 8.7, 8.44, 0.077, 1.03, 3.71E+00, 4.83E-01, 1.75E-01, 1.008, 3.74E+00, 4.87E-01, 1.76E-01 +0.075, 10.85, 11.85, 11.17, 0.081, 1.15, 3.46E+00, 1.51E+00, 7.66E-02, 1.012, 3.50E+00, 1.53E+00, 7.75E-02 +0.125, 4.2, 4.7, 4.43, 0.129, 0.91, 2.34E+01, 1.38E+00, 5.31E-01, 1.022, 2.39E+01, 1.41E+00, 5.43E-01 +0.125, 4.7, 5.2, 4.92, 0.127, 0.90, 1.59E+01, 1.26E+00, 4.18E-01, 1.021, 1.62E+01, 1.29E+00, 4.27E-01 +0.125, 5.2, 5.7, 5.41, 0.130, 0.92, 1.54E+01, 1.58E+00, 5.82E-01, 1.021, 1.57E+01, 1.61E+00, 5.94E-01 +0.125, 5.7, 6.2, 5.95, 0.128, 0.91, 1.26E+01, 1.45E+00, 3.60E-01, 1.020, 1.29E+01, 1.48E+00, 3.67E-01 +0.125, 6.2, 6.7, 6.44, 0.130, 1.04, 9.98E+00, 1.22E+00, 2.94E-01, 1.020, 1.02E+01, 1.24E+00, 3.00E-01 +0.125, 6.7, 7.2, 6.97, 0.130, 0.99, 6.86E+00, 1.05E+00, 3.05E-01, 1.020, 7.00E+00, 1.07E+00, 3.11E-01 +0.125, 7.2, 7.7, 7.46, 0.128, 1.10, 5.06E+00, 4.80E-01, 1.84E-01, 1.020, 5.16E+00, 4.90E-01, 1.88E-01 +0.125, 7.7, 8.2, 7.95, 0.127, 1.10, 4.56E+00, 3.67E-01, 1.47E-01, 1.020, 4.65E+00, 3.74E-01, 1.50E-01 +0.125, 8.2, 8.7, 8.44, 0.127, 1.12, 3.11E+00, 2.61E-01, 9.49E-02, 1.020, 3.17E+00, 2.66E-01, 9.68E-02 +0.125, 10.85, 11.85, 11.22, 0.129, 1.10, 1.36E+00, 3.42E-01, 5.81E-02, 1.022, 1.39E+00, 3.50E-01, 5.94E-02 +0.175, 4.2, 4.7, 4.43, 0.177, 1.00, 1.92E+01, 9.66E-01, 1.21E+00, 1.032, 1.98E+01, 9.97E-01, 1.25E+00 +0.175, 4.7, 5.2, 4.94, 0.177, 0.96, 1.45E+01, 7.20E-01, 2.55E-01, 1.031, 1.49E+01, 7.42E-01, 2.63E-01 +0.175, 5.2, 5.7, 5.43, 0.177, 1.02, 1.20E+01, 9.89E-01, 2.71E-01, 1.030, 1.24E+01, 1.02E+00, 2.79E-01 +0.175, 5.7, 6.2, 5.91, 0.178, 1.02, 8.96E+00, 7.88E-01, 1.99E-01, 1.030, 9.23E+00, 8.12E-01, 2.05E-01 +0.175, 6.2, 6.7, 6.45, 0.179, 1.02, 8.04E+00, 8.68E-01, 3.04E-01, 1.029, 8.28E+00, 8.94E-01, 3.13E-01 +0.175, 6.7, 7.2, 6.96, 0.179, 1.06, 6.22E+00, 4.59E-01, 1.98E-01, 1.030, 6.40E+00, 4.73E-01, 2.04E-01 +0.175, 7.2, 7.7, 7.46, 0.177, 1.12, 4.82E+00, 2.98E-01, 1.18E-01, 1.030, 4.96E+00, 3.07E-01, 1.21E-01 +0.175, 7.7, 8.2, 7.94, 0.176, 1.12, 3.61E+00, 2.45E-01, 9.41E-02, 1.030, 3.72E+00, 2.52E-01, 9.69E-02 +0.175, 8.2, 8.7, 8.44, 0.176, 1.19, 3.00E+00, 1.98E-01, 6.28E-02, 1.030, 3.09E+00, 2.04E-01, 6.47E-02 +0.175, 10.85, 11.85, 11.18, 0.178, 1.09, 1.08E+00, 2.41E-01, 7.37E-02, 1.030, 1.11E+00, 2.48E-01, 7.59E-02 +0.175, 11.85, 12.85, 12.23, 0.177, 1.37, 1.25E+00, 5.62E-01, 1.54E-01, 1.031, 1.29E+00, 5.79E-01, 1.59E-01 +0.175, 12.85, 14.85, 13.31, 0.185, 1.24, 1.17E+01, 1.03E+01, 3.13E-01, 1.032, 1.21E+01, 1.06E+01, 3.23E-01 +0.225, 4.2, 4.7, 4.43, 0.226, 1.02, 1.68E+01, 6.71E-01, 2.97E-01, 1.038, 1.74E+01, 6.97E-01, 3.08E-01 +0.225, 4.7, 5.2, 4.93, 0.225, 1.02, 1.26E+01, 6.54E-01, 2.35E-01, 1.038, 1.31E+01, 6.79E-01, 2.44E-01 +0.225, 5.2, 5.7, 5.43, 0.225, 1.00, 9.38E+00, 5.79E-01, 1.77E-01, 1.037, 9.73E+00, 6.01E-01, 1.84E-01 +0.225, 5.7, 6.2, 5.95, 0.228, 1.05, 8.45E+00, 5.19E-01, 2.48E-01, 1.037, 8.76E+00, 5.38E-01, 2.57E-01 +0.225, 6.2, 6.7, 6.46, 0.228, 0.99, 7.22E+00, 3.73E-01, 1.88E-01, 1.037, 7.48E+00, 3.87E-01, 1.95E-01 +0.225, 6.7, 7.2, 6.95, 0.227, 1.09, 5.18E+00, 2.72E-01, 1.09E-01, 1.037, 5.37E+00, 2.82E-01, 1.13E-01 +0.225, 7.2, 7.7, 7.45, 0.227, 1.12, 3.91E+00, 2.28E-01, 1.13E-01, 1.036, 4.05E+00, 2.36E-01, 1.17E-01 +0.225, 7.7, 8.2, 7.94, 0.225, 1.16, 3.73E+00, 1.97E-01, 8.98E-02, 1.036, 3.87E+00, 2.04E-01, 9.31E-02 +0.225, 8.2, 8.7, 8.44, 0.224, 1.19, 2.76E+00, 1.89E-01, 6.10E-02, 1.037, 2.86E+00, 1.96E-01, 6.32E-02 +0.225, 10.85, 11.85, 11.22, 0.231, 1.45, 7.48E-01, 1.34E-01, 4.23E-02, 1.038, 7.76E-01, 1.39E-01, 4.39E-02 +0.225, 11.85, 12.85, 12.33, 0.226, 1.33, 2.02E+00, 7.89E-01, 6.25E-01, 1.038, 2.10E+00, 8.19E-01, 6.49E-01 +0.225, 12.85, 14.85, 13.22, 0.226, 1.04, 2.36E+00, 1.82E+00, 3.90E-01, 1.039, 2.45E+00, 1.89E+00, 4.05E-01 +0.275, 4.2, 4.7, 4.44, 0.274, 1.04, 1.23E+01, 5.17E-01, 2.79E-01, 1.042, 1.28E+01, 5.39E-01, 2.91E-01 +0.275, 4.7, 5.2, 4.95, 0.276, 1.04, 1.01E+01, 4.91E-01, 1.74E-01, 1.042, 1.05E+01, 5.12E-01, 1.81E-01 +0.275, 5.2, 5.7, 5.44, 0.276, 1.04, 7.25E+00, 4.24E-01, 2.03E-01, 1.042, 7.55E+00, 4.42E-01, 2.11E-01 +0.275, 5.7, 6.2, 5.94, 0.277, 1.01, 7.53E+00, 3.04E-01, 1.93E-01, 1.042, 7.84E+00, 3.17E-01, 2.01E-01 +0.275, 6.2, 6.7, 6.45, 0.276, 1.04, 5.64E+00, 2.62E-01, 1.49E-01, 1.041, 5.87E+00, 2.73E-01, 1.55E-01 +0.275, 6.7, 7.2, 6.94, 0.276, 1.09, 4.46E+00, 2.09E-01, 8.33E-02, 1.042, 4.65E+00, 2.18E-01, 8.68E-02 +0.275, 7.2, 7.7, 7.43, 0.275, 1.12, 3.31E+00, 1.77E-01, 7.80E-02, 1.042, 3.45E+00, 1.84E-01, 8.12E-02 +0.275, 7.7, 8.2, 7.94, 0.276, 1.17, 2.93E+00, 1.67E-01, 5.92E-02, 1.041, 3.05E+00, 1.74E-01, 6.16E-02 +0.275, 8.2, 8.7, 8.44, 0.275, 1.26, 2.69E+00, 1.53E-01, 5.86E-02, 1.042, 2.80E+00, 1.59E-01, 6.10E-02 +0.275, 10.85, 11.85, 11.23, 0.278, 1.19, 6.93E-01, 1.09E-01, 5.55E-02, 1.043, 7.23E-01, 1.14E-01, 5.79E-02 +0.275, 11.85, 12.85, 12.29, 0.282, 1.31, 4.83E-01, 1.71E-01, 5.21E-02, 1.044, 5.04E-01, 1.78E-01, 5.44E-02 +0.275, 12.85, 14.85, 13.31, 0.278, 1.57, 4.68E-01, 3.33E-01, 5.77E-02, 1.044, 4.89E-01, 3.48E-01, 6.03E-02 +0.325, 4.2, 4.7, 4.45, 0.324, 1.03, 1.00E+01, 4.63E-01, 2.09E-01, 1.045, 1.04E+01, 4.84E-01, 2.18E-01 +0.325, 4.7, 5.2, 4.95, 0.325, 1.01, 8.85E+00, 4.15E-01, 2.02E-01, 1.045, 9.25E+00, 4.34E-01, 2.11E-01 +0.325, 5.2, 5.7, 5.45, 0.326, 1.02, 6.91E+00, 3.03E-01, 1.89E-01, 1.045, 7.22E+00, 3.17E-01, 1.97E-01 +0.325, 5.7, 6.2, 5.95, 0.325, 1.02, 5.86E+00, 2.31E-01, 1.21E-01, 1.045, 6.12E+00, 2.41E-01, 1.26E-01 +0.325, 6.2, 6.7, 6.44, 0.324, 1.03, 4.72E+00, 1.98E-01, 8.29E-02, 1.045, 4.93E+00, 2.07E-01, 8.66E-02 +0.325, 6.7, 7.2, 6.94, 0.325, 1.11, 4.03E+00, 1.78E-01, 1.01E-01, 1.045, 4.21E+00, 1.86E-01, 1.06E-01 +0.325, 7.2, 7.7, 7.45, 0.325, 1.15, 3.37E+00, 1.50E-01, 7.64E-02, 1.045, 3.52E+00, 1.57E-01, 7.98E-02 +0.325, 7.7, 8.2, 7.93, 0.325, 1.17, 2.51E+00, 1.41E-01, 4.85E-02, 1.045, 2.62E+00, 1.47E-01, 5.07E-02 +0.325, 8.2, 8.7, 8.43, 0.325, 1.19, 2.22E+00, 1.33E-01, 4.33E-02, 1.046, 2.32E+00, 1.39E-01, 4.53E-02 +0.325, 10.85, 11.85, 11.32, 0.326, 1.27, 6.56E-01, 8.22E-02, 5.27E-02, 1.047, 6.87E-01, 8.61E-02, 5.52E-02 +0.325, 11.85, 12.85, 12.26, 0.328, 1.12, 9.65E-01, 4.94E-01, 4.78E-02, 1.047, 1.01E+00, 5.17E-01, 5.01E-02 +0.325, 12.85, 14.85, 13.30, 0.329, 1.31, 4.92E-01, 1.78E-01, 4.26E-02, 1.048, 5.16E-01, 1.87E-01, 4.46E-02 +0.375, 4.2, 4.7, 4.46, 0.374, 1.02, 7.82E+00, 4.14E-01, 2.43E-01, 1.046, 8.18E+00, 4.33E-01, 2.54E-01 +0.375, 4.7, 5.2, 4.95, 0.376, 1.04, 6.54E+00, 3.20E-01, 2.26E-01, 1.046, 6.84E+00, 3.35E-01, 2.36E-01 +0.375, 5.2, 5.7, 5.45, 0.375, 1.02, 5.87E+00, 3.87E-01, 4.67E-01, 1.046, 6.14E+00, 4.05E-01, 4.88E-01 +0.375, 5.7, 6.2, 5.96, 0.375, 0.99, 4.78E+00, 2.64E-01, 1.63E-01, 1.046, 5.00E+00, 2.76E-01, 1.71E-01 +0.375, 6.2, 6.7, 6.45, 0.375, 1.05, 3.86E+00, 1.62E-01, 6.75E-02, 1.046, 4.04E+00, 1.70E-01, 7.06E-02 +0.375, 6.7, 7.2, 6.94, 0.375, 1.10, 3.30E+00, 1.48E-01, 9.22E-02, 1.047, 3.46E+00, 1.55E-01, 9.65E-02 +0.375, 7.2, 7.7, 7.44, 0.376, 1.17, 2.67E+00, 1.21E-01, 8.27E-02, 1.047, 2.80E+00, 1.27E-01, 8.66E-02 +0.375, 7.7, 8.2, 7.95, 0.375, 1.13, 2.21E+00, 1.24E-01, 6.03E-02, 1.047, 2.31E+00, 1.30E-01, 6.32E-02 +0.375, 8.2, 8.7, 8.44, 0.374, 1.16, 1.90E+00, 1.09E-01, 4.06E-02, 1.048, 1.99E+00, 1.14E-01, 4.26E-02 +0.375, 10.85, 11.85, 11.32, 0.375, 1.15, 4.27E-01, 7.23E-02, 5.12E-03, 1.050, 4.48E-01, 7.59E-02, 5.37E-03 +0.375, 11.85, 12.85, 12.26, 0.374, 1.29, 3.45E-01, 6.23E-02, 1.31E-02, 1.050, 3.62E-01, 6.54E-02, 1.38E-02 +0.375, 12.85, 14.85, 13.43, 0.377, 1.31, 3.77E-01, 1.91E-01, 1.30E-02, 1.050, 3.96E-01, 2.01E-01, 1.37E-02 +0.425, 4.2, 4.7, 4.46, 0.424, 0.99, 6.45E+00, 3.68E-01, 2.25E-01, 1.046, 6.75E+00, 3.85E-01, 2.35E-01 +0.425, 4.7, 5.2, 4.97, 0.423, 1.01, 5.32E+00, 2.50E-01, 1.52E-01, 1.046, 5.57E+00, 2.62E-01, 1.59E-01 +0.425, 5.2, 5.7, 5.46, 0.424, 0.97, 4.13E+00, 1.93E-01, 1.28E-01, 1.047, 4.32E+00, 2.02E-01, 1.34E-01 +0.425, 5.7, 6.2, 5.95, 0.425, 1.01, 3.76E+00, 1.53E-01, 8.14E-02, 1.047, 3.94E+00, 1.60E-01, 8.52E-02 +0.425, 6.2, 6.7, 6.45, 0.424, 1.02, 3.20E+00, 1.24E-01, 8.05E-02, 1.047, 3.35E+00, 1.30E-01, 8.43E-02 +0.425, 6.7, 7.2, 6.95, 0.424, 1.12, 2.50E+00, 1.16E-01, 6.28E-02, 1.048, 2.62E+00, 1.22E-01, 6.58E-02 +0.425, 7.2, 7.7, 7.45, 0.424, 1.12, 2.04E+00, 1.02E-01, 5.64E-02, 1.048, 2.14E+00, 1.07E-01, 5.91E-02 +0.425, 7.7, 8.2, 7.94, 0.424, 1.15, 1.64E+00, 9.63E-02, 5.20E-02, 1.048, 1.72E+00, 1.01E-01, 5.45E-02 +0.425, 8.2, 8.7, 8.44, 0.424, 1.20, 1.50E+00, 9.25E-02, 5.29E-02, 1.049, 1.57E+00, 9.70E-02, 5.55E-02 +0.425, 10.85, 11.85, 11.28, 0.423, 1.36, 3.63E-01, 4.95E-02, 8.00E-03, 1.051, 3.81E-01, 5.20E-02, 8.41E-03 +0.425, 11.85, 12.85, 12.24, 0.424, 1.29, 2.46E-01, 5.32E-02, 2.24E-02, 1.051, 2.59E-01, 5.59E-02, 2.35E-02 +0.425, 12.85, 14.85, 13.46, 0.429, 1.41, 6.71E-01, 5.45E-01, 2.18E-02, 1.052, 7.06E-01, 5.73E-01, 2.29E-02 +0.475, 4.2, 4.7, 4.46, 0.473, 0.95, 4.20E+00, 2.80E-01, 1.27E-01, 1.046, 4.39E+00, 2.93E-01, 1.33E-01 +0.475, 4.7, 5.2, 4.95, 0.475, 0.99, 3.55E+00, 2.12E-01, 9.38E-02, 1.046, 3.71E+00, 2.22E-01, 9.81E-02 +0.475, 5.2, 5.7, 5.46, 0.475, 0.99, 3.22E+00, 1.54E-01, 6.59E-02, 1.046, 3.37E+00, 1.61E-01, 6.90E-02 +0.475, 5.7, 6.2, 5.95, 0.474, 0.97, 2.54E+00, 1.20E-01, 5.07E-02, 1.047, 2.66E+00, 1.26E-01, 5.31E-02 +0.475, 6.2, 6.7, 6.44, 0.474, 1.03, 1.89E+00, 9.63E-02, 3.76E-02, 1.047, 1.98E+00, 1.01E-01, 3.94E-02 +0.475, 6.7, 7.2, 6.94, 0.474, 1.09, 1.88E+00, 9.42E-02, 5.12E-02, 1.048, 1.97E+00, 9.87E-02, 5.36E-02 +0.475, 7.2, 7.7, 7.43, 0.474, 1.06, 1.50E+00, 8.66E-02, 5.23E-02, 1.048, 1.57E+00, 9.08E-02, 5.48E-02 +0.475, 7.7, 8.2, 7.94, 0.473, 1.08, 1.21E+00, 8.03E-02, 2.65E-02, 1.048, 1.27E+00, 8.42E-02, 2.78E-02 +0.475, 8.2, 8.7, 8.44, 0.474, 1.24, 8.83E-01, 7.12E-02, 2.05E-02, 1.049, 9.26E-01, 7.47E-02, 2.15E-02 +0.475, 10.85, 11.85, 11.29, 0.472, 1.24, 2.50E-01, 4.24E-02, 8.17E-03, 1.051, 2.63E-01, 4.46E-02, 8.59E-03 +0.475, 11.85, 12.85, 12.33, 0.471, 1.18, 1.74E-01, 4.25E-02, 6.59E-03, 1.051, 1.83E-01, 4.47E-02, 6.93E-03 +0.475, 12.85, 14.85, 13.49, 0.474, 0.90, 9.36E-02, 3.83E-02, 8.91E-03, 1.052, 9.84E-02, 4.03E-02, 9.37E-03 +0.525, 4.2, 4.7, 4.48, 0.524, 1.04, 2.81E+00, 2.42E-01, 1.13E-01, 1.045, 2.94E+00, 2.53E-01, 1.18E-01 +0.525, 4.7, 5.2, 4.97, 0.524, 1.01, 2.56E+00, 1.76E-01, 1.14E-01, 1.045, 2.68E+00, 1.84E-01, 1.19E-01 +0.525, 5.2, 5.7, 5.46, 0.523, 1.01, 2.28E+00, 1.23E-01, 6.86E-02, 1.046, 2.38E+00, 1.29E-01, 7.17E-02 +0.525, 5.7, 6.2, 5.94, 0.524, 1.00, 1.83E+00, 9.65E-02, 6.27E-02, 1.046, 1.91E+00, 1.01E-01, 6.56E-02 +0.525, 6.2, 6.7, 6.45, 0.525, 1.03, 1.51E+00, 7.93E-02, 3.54E-02, 1.046, 1.58E+00, 8.30E-02, 3.70E-02 +0.525, 6.7, 7.2, 6.93, 0.523, 1.07, 1.27E+00, 7.58E-02, 3.37E-02, 1.047, 1.33E+00, 7.94E-02, 3.53E-02 +0.525, 7.2, 7.7, 7.44, 0.523, 1.07, 9.84E-01, 7.11E-02, 2.33E-02, 1.048, 1.03E+00, 7.45E-02, 2.44E-02 +0.525, 7.7, 8.2, 7.94, 0.523, 1.14, 9.85E-01, 7.06E-02, 2.27E-02, 1.048, 1.03E+00, 7.40E-02, 2.38E-02 +0.525, 8.2, 8.7, 8.45, 0.523, 1.18, 8.52E-01, 6.21E-02, 1.93E-02, 1.048, 8.93E-01, 6.51E-02, 2.02E-02 +0.525, 10.85, 11.85, 11.23, 0.527, 1.14, 1.84E-01, 3.27E-02, 1.28E-03, 1.051, 1.93E-01, 3.44E-02, 1.35E-03 +0.525, 11.85, 12.85, 12.16, 0.525, 1.24, 7.93E-02, 2.51E-02, 2.80E-03, 1.051, 8.34E-02, 2.64E-02, 2.94E-03 +0.525, 12.85, 14.85, 13.46, 0.524, 1.12, 1.69E-01, 7.29E-02, 1.30E-02, 1.051, 1.78E-01, 7.66E-02, 1.37E-02 +0.525, 14.85, 16.85, 14.87, 0.531, 0.77, 1.80E+00, 1.80E+00, 6.50E-01, 1.052, 1.89E+00, 1.89E+00, 6.84E-01 +0.575, 4.2, 4.7, 4.46, 0.571, 0.97, 1.45E+00, 1.61E-01, 6.48E-02, 1.044, 1.51E+00, 1.68E-01, 6.76E-02 +0.575, 4.7, 5.2, 4.96, 0.575, 0.97, 1.57E+00, 1.20E-01, 6.31E-02, 1.044, 1.64E+00, 1.25E-01, 6.59E-02 +0.575, 5.2, 5.7, 5.45, 0.573, 0.91, 1.44E+00, 9.82E-02, 3.99E-02, 1.044, 1.50E+00, 1.03E-01, 4.17E-02 +0.575, 5.7, 6.2, 5.96, 0.573, 0.89, 1.16E+00, 7.25E-02, 3.03E-02, 1.045, 1.21E+00, 7.58E-02, 3.17E-02 +0.575, 6.2, 6.7, 6.44, 0.573, 1.00, 1.15E+00, 7.83E-02, 2.50E-02, 1.046, 1.20E+00, 8.19E-02, 2.61E-02 +0.575, 6.7, 7.2, 6.94, 0.572, 1.06, 8.69E-01, 6.05E-02, 1.99E-02, 1.046, 9.09E-01, 6.33E-02, 2.08E-02 +0.575, 7.2, 7.7, 7.42, 0.573, 1.09, 7.86E-01, 5.48E-02, 1.84E-02, 1.047, 8.23E-01, 5.74E-02, 1.93E-02 +0.575, 7.7, 8.2, 7.94, 0.572, 1.16, 6.01E-01, 5.13E-02, 2.25E-02, 1.047, 6.29E-01, 5.37E-02, 2.36E-02 +0.575, 8.2, 8.7, 8.44, 0.573, 1.03, 5.52E-01, 5.05E-02, 1.82E-02, 1.048, 5.78E-01, 5.29E-02, 1.91E-02 +0.575, 10.85, 11.85, 11.26, 0.570, 1.16, 1.16E-01, 2.27E-02, 4.33E-03, 1.050, 1.22E-01, 2.38E-02, 4.55E-03 +0.575, 11.85, 12.85, 12.21, 0.576, 1.03, 9.16E-02, 2.83E-02, 6.40E-03, 1.051, 9.62E-02, 2.97E-02, 6.72E-03 +0.575, 12.85, 14.85, 13.28, 0.570, 1.14, 2.50E-01, 2.02E-01, 5.16E-03, 1.051, 2.63E-01, 2.12E-01, 5.42E-03 +0.625, 4.2, 4.7, 4.49, 0.622, 0.95, 1.41E+00, 1.74E-01, 1.14E-01, 1.042, 1.47E+00, 1.81E-01, 1.18E-01 +0.625, 4.7, 5.2, 4.96, 0.623, 0.94, 9.66E-01, 1.14E-01, 7.55E-02, 1.042, 1.01E+00, 1.19E-01, 7.87E-02 +0.625, 5.2, 5.7, 5.46, 0.622, 0.93, 8.05E-01, 8.03E-02, 5.18E-02, 1.043, 8.40E-01, 8.38E-02, 5.40E-02 +0.625, 5.7, 6.2, 5.96, 0.623, 0.95, 7.15E-01, 5.35E-02, 4.25E-02, 1.044, 7.46E-01, 5.58E-02, 4.43E-02 +0.625, 6.2, 6.7, 6.43, 0.623, 1.02, 6.39E-01, 5.76E-02, 3.92E-02, 1.044, 6.67E-01, 6.02E-02, 4.09E-02 +0.625, 6.7, 7.2, 6.93, 0.624, 1.02, 6.79E-01, 5.35E-02, 4.23E-02, 1.045, 7.10E-01, 5.59E-02, 4.42E-02 +0.625, 7.2, 7.7, 7.44, 0.623, 1.02, 5.44E-01, 6.51E-02, 4.09E-02, 1.045, 5.69E-01, 6.80E-02, 4.27E-02 +0.625, 7.7, 8.2, 7.93, 0.624, 1.03, 3.85E-01, 4.04E-02, 2.26E-02, 1.046, 4.03E-01, 4.23E-02, 2.37E-02 +0.625, 8.2, 8.7, 8.45, 0.624, 1.08, 3.08E-01, 3.93E-02, 1.86E-02, 1.047, 3.22E-01, 4.11E-02, 1.95E-02 +0.625, 10.85, 11.85, 11.24, 0.625, 1.13, 1.09E-01, 3.33E-02, 8.52E-03, 1.049, 1.14E-01, 3.49E-02, 8.94E-03 +0.625, 11.85, 12.85, 12.18, 0.620, 1.34, 6.14E-02, 2.93E-02, 5.96E-03, 1.049, 6.44E-02, 3.07E-02, 6.26E-03 +0.625, 12.85, 14.85, 13.16, 0.609, 0.67, 2.48E-02, 1.13E-02, 2.51E-03, 1.049, 2.60E-02, 1.19E-02, 2.63E-03 +0.675, 4.2, 4.7, 4.47, 0.673, 0.97, 6.90E-01, 1.18E-01, 7.25E-02, 1.040, 7.18E-01, 1.23E-01, 7.55E-02 +0.675, 4.7, 5.2, 4.97, 0.670, 0.90, 5.91E-01, 7.45E-02, 4.30E-02, 1.041, 6.15E-01, 7.75E-02, 4.48E-02 +0.675, 5.2, 5.7, 5.45, 0.670, 0.88, 6.39E-01, 7.28E-02, 5.04E-02, 1.041, 6.65E-01, 7.58E-02, 5.25E-02 +0.675, 5.7, 6.2, 5.95, 0.673, 0.89, 4.48E-01, 6.71E-02, 2.84E-02, 1.042, 4.67E-01, 6.99E-02, 2.96E-02 +0.675, 6.2, 6.7, 6.46, 0.671, 0.92, 3.80E-01, 5.04E-02, 2.54E-02, 1.043, 3.96E-01, 5.26E-02, 2.64E-02 +0.675, 6.7, 7.2, 6.94, 0.669, 1.03, 2.48E-01, 3.91E-02, 1.87E-02, 1.043, 2.59E-01, 4.08E-02, 1.95E-02 +0.675, 7.2, 7.7, 7.43, 0.673, 1.06, 1.97E-01, 4.09E-02, 1.92E-02, 1.044, 2.06E-01, 4.27E-02, 2.01E-02 +0.675, 7.7, 8.2, 7.95, 0.670, 1.08, 2.21E-01, 3.71E-02, 1.68E-02, 1.044, 2.31E-01, 3.88E-02, 1.76E-02 +0.675, 8.2, 8.7, 8.43, 0.669, 1.07, 1.04E-01, 2.42E-02, 7.23E-03, 1.045, 1.09E-01, 2.53E-02, 7.56E-03 +0.675, 10.85, 11.85, 11.30, 0.674, 1.22, 5.25E-02, 1.52E-02, 3.83E-03, 1.048, 5.50E-02, 1.59E-02, 4.01E-03 +0.675, 11.85, 12.85, 12.42, 0.679, 1.27, 3.87E-02, 2.09E-02, 4.18E-03, 1.048, 4.05E-02, 2.19E-02, 4.37E-03 +0.675, 12.85, 14.85, 13.77, 0.677, 0.83, 9.03E-02, 4.41E-02, 5.44E-03, 1.048, 9.46E-02, 4.62E-02, 5.70E-03 +0.725, 4.2, 4.7, 4.53, 0.720, 0.80, 5.31E-01, 1.26E-01, 5.44E-02, 1.038, 5.51E-01, 1.31E-01, 5.65E-02 +0.725, 4.7, 5.2, 5.01, 0.720, 0.90, 4.21E-01, 8.97E-02, 3.35E-02, 1.039, 4.37E-01, 9.32E-02, 3.47E-02 +0.725, 5.2, 5.7, 5.45, 0.719, 0.94, 2.44E-01, 3.87E-02, 1.68E-02, 1.039, 2.54E-01, 4.02E-02, 1.75E-02 +0.725, 5.7, 6.2, 5.94, 0.723, 1.04, 2.68E-01, 4.36E-02, 2.67E-02, 1.040, 2.79E-01, 4.54E-02, 2.78E-02 +0.725, 6.2, 6.7, 6.45, 0.720, 1.00, 2.04E-01, 4.72E-02, 1.91E-02, 1.041, 2.12E-01, 4.91E-02, 1.99E-02 +0.725, 6.7, 7.2, 6.93, 0.720, 0.86, 1.62E-01, 2.65E-02, 1.48E-02, 1.042, 1.69E-01, 2.76E-02, 1.54E-02 +0.725, 7.2, 7.7, 7.41, 0.726, 1.00, 1.78E-01, 3.30E-02, 1.38E-02, 1.042, 1.86E-01, 3.44E-02, 1.44E-02 +0.725, 7.7, 8.2, 7.95, 0.719, 1.07, 3.54E-01, 1.61E-01, 2.14E-02, 1.043, 3.69E-01, 1.68E-01, 2.24E-02 +0.725, 8.2, 8.7, 8.42, 0.717, 1.13, 1.05E-01, 2.43E-02, 1.17E-02, 1.043, 1.10E-01, 2.54E-02, 1.22E-02 +0.725, 10.85, 11.85, 11.28, 0.728, 1.30, 3.61E-02, 2.34E-02, 1.86E-03, 1.046, 3.78E-02, 2.45E-02, 1.94E-03 +0.725, 12.85, 14.85, 13.14, 0.723, 1.33, 3.83E-01, 2.72E-01, 4.63E-02, 1.046, 4.01E-01, 2.84E-01, 4.84E-02 +0.775, 4.2, 4.7, 4.48, 0.770, 1.01, 3.20E-01, 1.11E-01, 5.56E-02, 1.036, 3.31E-01, 1.15E-01, 5.76E-02 +0.775, 4.7, 5.2, 4.96, 0.767, 0.84, 4.98E-01, 2.48E-01, 4.69E-02, 1.037, 5.16E-01, 2.57E-01, 4.87E-02 +0.775, 5.2, 5.7, 5.45, 0.768, 0.65, 1.28E-01, 2.67E-02, 1.16E-02, 1.037, 1.33E-01, 2.77E-02, 1.20E-02 +0.775, 5.7, 6.2, 5.95, 0.771, 0.96, 1.76E-01, 4.18E-02, 1.63E-02, 1.038, 1.83E-01, 4.34E-02, 1.69E-02 +0.775, 6.2, 6.7, 6.43, 0.769, 0.82, 9.89E-02, 2.22E-02, 7.27E-03, 1.039, 1.03E-01, 2.31E-02, 7.55E-03 +0.775, 6.7, 7.2, 6.94, 0.767, 0.83, 8.01E-02, 2.43E-02, 6.91E-03, 1.040, 8.33E-02, 2.53E-02, 7.18E-03 +0.775, 7.2, 7.7, 7.45, 0.773, 0.97, 1.09E-01, 4.14E-02, 1.99E-02, 1.040, 1.13E-01, 4.31E-02, 2.07E-02 +0.775, 7.7, 8.2, 7.93, 0.772, 1.42, 1.04E-01, 3.55E-02, 1.07E-02, 1.041, 1.08E-01, 3.69E-02, 1.12E-02 +0.775, 8.2, 8.7, 8.47, 0.776, 0.80, 7.31E-02, 2.44E-02, 7.20E-03, 1.042, 7.61E-02, 2.54E-02, 7.50E-03 +0.775, 10.85, 11.85, 11.39, 0.765, 1.52, 6.65E-02, 4.97E-02, 6.63E-03, 1.043, 6.94E-02, 5.19E-02, 6.92E-03 diff --git a/nnpdf_data/nnpdf_data/commondata/DYE866_Z0_800GEV_DW_RATIO/filter.py b/nnpdf_data/nnpdf_data/commondata/DYE866_Z0_800GEV_DW_RATIO/filter.py new file mode 100644 index 0000000000..ca82e7b83b --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/DYE866_Z0_800GEV_DW_RATIO/filter.py @@ -0,0 +1,78 @@ +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 + +def readdata() -> pd.DataFrame: + col_names = ["x2","xlow","xhigh","xf","pt","M","sig","errp","errm"] + table_path = Path(f"./rawdata/table11.csv") + df = pd.read_csv(table_path,header=12,names=col_names, nrows=15) + return df + +def nuclear_uncert_dw(tableN: PathLike, tablep: PathLike): + dfN = pd.read_table(tableN) + dfp = pd.read_table(tablep) + return dfN, dfp + +@dataclass +class E866_DW_RATIO_commondata(commondata): + def __init__(self, data: pd.DataFrame, dataset_name: str, process: str): + + # Kinematic quantities. + self.central_values = data["sig"].astype(float).to_numpy() + x2 = 0.5*(data["xhigh"]+data["xlow"]) + x1 = data["xf"]+data["x2"] + s=x2/x2*38.8*38.8 + tau = data["M"]**2/38.8**2 + y = np.log((data["M"]/np.sqrt(s))/data["x2"]) + kin=pd.concat([y,data["M"]**2,np.sqrt(s)],axis=1) + kin=kin.set_axis(["y","M2","s"],axis=1) + self.kinematics = kin.astype(float).to_numpy() + self.kinematic_quantities = ["y", "M2", "sqrts"] + + # Statistical uncertainties. + self.statistical_uncertainties = data["errp"].astype(float).to_numpy() + + # Systematic uncertainties. Taken from Phys. Rev. D. Vol. 64, 052002 table 10 + syst = 0.97/100 + syst = pd.DataFrame(syst * data["sig"]) + systypes = [("ADD", "CORR")] + + # Compute the point-to-point uncertainties + nrep=100 + norm=np.sqrt(nrep) + dfN, dfp = nuclear_uncert_dw("rawdata/nuclear_ite/output/tables/group_result_table.csv", + "rawdata/proton_ite/output/tables/group_result_table.csv") + for rep in range(1,nrep+1): + Delta = (dfN[f"rep_{rep:05d}"]-dfp["theory_central"])/norm + syst[f"NUCLEAR{rep:03d}"]=Delta + systypes.append(("ADD", f"NUCLEAR{rep:03d}")) + + self.systematic_uncertainties = syst.astype(float).to_numpy() + self.systypes = systypes + self.process = process + self.dataset_name = dataset_name + +def main(): + data = readdata() + # First create the commondata variant without the nuclear uncertainties. + DYE866 = E866_DW_RATIO_commondata(data, "DYE866_Z0_DW_RATIO", "Z0") + DYE866.write_new_commondata(Path("data_reimplemented_PDXSECRATIO.yaml"), + Path("kinematics_reimplemented_PDXSECRATIO.yaml"), + Path("uncertainties_reimplemented_PDXSECRATIO.yaml")) + if(covmat_is_close("DYE866_Z0_800GEV_DW_RATIO_PDXSECRATIO", "legacy", "reimplemented")): + print("covmat is close") + else: + print("covmat is different.") + +if __name__ == "__main__": + main() + + + + diff --git a/nnpdf_data/nnpdf_data/commondata/DYE866_Z0_800GEV_DW_RATIO/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/DYE866_Z0_800GEV_DW_RATIO/metadata.yaml index 46a1006891..bff37a1378 100644 --- a/nnpdf_data/nnpdf_data/commondata/DYE866_Z0_800GEV_DW_RATIO/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/DYE866_Z0_800GEV_DW_RATIO/metadata.yaml @@ -1,6 +1,6 @@ setname: DYE866_Z0_800GEV_DW_RATIO version: 1 -version_comment: Port of old commondata +version_comment: Reimplementation in new commondata format. nnpdf_metadata: nnpdf31_process: DY NC experiment: DEUTERON @@ -45,23 +45,23 @@ implemented_observables: - 0.315 plot_x: $x_2$ kinematic_coverage: - - k1 - - k2 - - k3 + - y + - M2 + - sqrts kinematics: variables: - k1: - description: Variable k1 - label: k1 - units: '' - k2: - description: Variable k2 - label: k2 - units: '' - k3: - description: Variable k3 - label: k3 + y: + description: Rapidity of the lepton pair. + label: y units: '' + M2: + description: Invariant mass-squared. + label: M2 + units: '$GeV^2$' + sqrts: + description: Center of mass energy + label: sqrts + units: 'GeV' file: kinematics_PDXSECRATIO.yaml theory: operation: ratio @@ -73,5 +73,8 @@ implemented_observables: legacy: data_uncertainties: - uncertainties_legacy_PDXSECRATIO.yaml + reimplemented: + data_uncertainties: + - uncertainties_reimplemented_PDXSECRATIO.yaml data_central: data_legacy_PDXSECRATIO.yaml ported_from: DYE886R_dw_ite diff --git a/nnpdf_data/nnpdf_data/commondata/DYE866_Z0_800GEV_DW_RATIO/rawdata/nuclear/nuclear.yaml b/nnpdf_data/nnpdf_data/commondata/DYE866_Z0_800GEV_DW_RATIO/rawdata/nuclear/nuclear.yaml new file mode 100644 index 0000000000..ba81357c7f --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/DYE866_Z0_800GEV_DW_RATIO/rawdata/nuclear/nuclear.yaml @@ -0,0 +1,16 @@ +meta: + author: Rosalyn Pearson + title: Theoretical predictions + +theoryid: 53 + +use_cuts: nocuts + +fit: NNPDF31_nnlo_as_0118_deuteron_only_ite +pdf: NNPDF31_nnlo_as_0118_deuteron_only_ite + +dataset_inputs: + - { dataset: DYE886_D, cfac: [DEU1] } + +actions_: + - group_result_table \ No newline at end of file diff --git a/nnpdf_data/nnpdf_data/commondata/DYE866_Z0_800GEV_DW_RATIO/rawdata/nuclear/output/tables/group_result_table.csv b/nnpdf_data/nnpdf_data/commondata/DYE866_Z0_800GEV_DW_RATIO/rawdata/nuclear/output/tables/group_result_table.csv new file mode 100644 index 0000000000..9db1cf6767 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/DYE866_Z0_800GEV_DW_RATIO/rawdata/nuclear/output/tables/group_result_table.csv @@ -0,0 +1,16 @@ +group dataset id data_central theory_central rep_00001 rep_00002 rep_00003 rep_00004 rep_00005 rep_00006 rep_00007 rep_00008 rep_00009 rep_00010 rep_00011 rep_00012 rep_00013 rep_00014 rep_00015 rep_00016 rep_00017 rep_00018 rep_00019 rep_00020 rep_00021 rep_00022 rep_00023 rep_00024 rep_00025 rep_00026 rep_00027 rep_00028 rep_00029 rep_00030 rep_00031 rep_00032 rep_00033 rep_00034 rep_00035 rep_00036 rep_00037 rep_00038 rep_00039 rep_00040 rep_00041 rep_00042 rep_00043 rep_00044 rep_00045 rep_00046 rep_00047 rep_00048 rep_00049 rep_00050 rep_00051 rep_00052 rep_00053 rep_00054 rep_00055 rep_00056 rep_00057 rep_00058 rep_00059 rep_00060 rep_00061 rep_00062 rep_00063 rep_00064 rep_00065 rep_00066 rep_00067 rep_00068 rep_00069 rep_00070 rep_00071 rep_00072 rep_00073 rep_00074 rep_00075 rep_00076 rep_00077 rep_00078 rep_00079 rep_00080 rep_00081 rep_00082 rep_00083 rep_00084 rep_00085 rep_00086 rep_00087 rep_00088 rep_00089 rep_00090 rep_00091 rep_00092 rep_00093 rep_00094 rep_00095 rep_00096 rep_00097 rep_00098 rep_00099 rep_00100 +DYE886 DYE886_D 0 1.038 1.0307369232177734 1.0492792129516602 1.0300861597061157 1.049092411994934 0.9929153323173523 1.0582162141799927 0.9670648574829102 1.0492935180664062 1.002821683883667 1.0273873805999756 0.9955863356590271 1.0136032104492188 1.0450961589813232 1.012556552886963 1.012477159500122 1.048161268234253 1.0333077907562256 1.0283890962600708 1.0324259996414185 0.9925206899642944 1.0445476770401 1.0182725191116333 1.048513650894165 1.005865454673767 1.0290396213531494 1.050675868988037 1.0326110124588013 1.0086791515350342 1.0053622722625732 0.9692894220352173 1.051796317100525 1.0364365577697754 1.0390431880950928 1.0144137144088745 0.985546886920929 0.9980372190475464 1.0258148908615112 1.0599756240844727 1.0362125635147095 1.0412929058074951 1.0823694467544556 1.0487860441207886 1.080008625984192 1.0077918767929077 1.026195764541626 1.0372129678726196 1.0398783683776855 1.0158681869506836 1.043879747390747 1.0421839952468872 1.0317606925964355 1.0260504484176636 1.0077263116836548 1.0138565301895142 1.0440850257873535 1.045433759689331 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14 0.729 0.7555387020111084 0.8529407978057861 1.1229841709136963 0.7047052383422852 0.6403027772903442 0.8205459117889404 0.6844395399093628 0.6678797602653503 1.087564468383789 0.8259745836257935 0.7142890095710754 0.7327532768249512 0.7098751068115234 0.9158052802085876 0.7093717455863953 0.807220458984375 0.7923051714897156 0.810784101486206 0.677459180355072 0.6423160433769226 0.48633909225463867 0.5411431193351746 0.8413791656494141 0.7505751848220825 0.8242757320404053 0.7412513494491577 0.7494608163833618 0.7367382049560547 0.8870573043823242 0.785525918006897 0.6970875263214111 0.7696034908294678 0.7552171349525452 0.8719160556793213 0.8030449748039246 0.5722194910049438 0.8005541563034058 0.6772466897964478 0.5329335331916809 0.7104775905609131 0.8298670649528503 0.7372859716415405 0.6281720995903015 0.6524255275726318 0.7880836129188538 0.7130815386772156 0.5487408638000488 0.729910135269165 0.8307311534881592 0.9717459678649902 0.6134549379348755 0.7129285335540771 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a/nnpdf_data/nnpdf_data/commondata/DYE866_Z0_800GEV_DW_RATIO/rawdata/nuclear_ite/nuclear.yaml b/nnpdf_data/nnpdf_data/commondata/DYE866_Z0_800GEV_DW_RATIO/rawdata/nuclear_ite/nuclear.yaml new file mode 100644 index 0000000000..858323481f --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/DYE866_Z0_800GEV_DW_RATIO/rawdata/nuclear_ite/nuclear.yaml @@ -0,0 +1,15 @@ +meta: + author: Rosalyn Pearson + title: Theoretical predictions + +theoryid: 200 + +use_cuts: nocuts + +pdf: 210525-ern-002 + +dataset_inputs: + - { dataset: DYE886_D, cfac: [QCD,DEU1] } + +actions_: + - group_result_table \ No newline at end of file diff --git a/nnpdf_data/nnpdf_data/commondata/DYE866_Z0_800GEV_DW_RATIO/rawdata/nuclear_ite/output/tables/group_result_table.csv b/nnpdf_data/nnpdf_data/commondata/DYE866_Z0_800GEV_DW_RATIO/rawdata/nuclear_ite/output/tables/group_result_table.csv new file mode 100644 index 0000000000..68cf18b9cc --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/DYE866_Z0_800GEV_DW_RATIO/rawdata/nuclear_ite/output/tables/group_result_table.csv @@ -0,0 +1,16 @@ +group dataset id data_central theory_central rep_00001 rep_00002 rep_00003 rep_00004 rep_00005 rep_00006 rep_00007 rep_00008 rep_00009 rep_00010 rep_00011 rep_00012 rep_00013 rep_00014 rep_00015 rep_00016 rep_00017 rep_00018 rep_00019 rep_00020 rep_00021 rep_00022 rep_00023 rep_00024 rep_00025 rep_00026 rep_00027 rep_00028 rep_00029 rep_00030 rep_00031 rep_00032 rep_00033 rep_00034 rep_00035 rep_00036 rep_00037 rep_00038 rep_00039 rep_00040 rep_00041 rep_00042 rep_00043 rep_00044 rep_00045 rep_00046 rep_00047 rep_00048 rep_00049 rep_00050 rep_00051 rep_00052 rep_00053 rep_00054 rep_00055 rep_00056 rep_00057 rep_00058 rep_00059 rep_00060 rep_00061 rep_00062 rep_00063 rep_00064 rep_00065 rep_00066 rep_00067 rep_00068 rep_00069 rep_00070 rep_00071 rep_00072 rep_00073 rep_00074 rep_00075 rep_00076 rep_00077 rep_00078 rep_00079 rep_00080 rep_00081 rep_00082 rep_00083 rep_00084 rep_00085 rep_00086 rep_00087 rep_00088 rep_00089 rep_00090 rep_00091 rep_00092 rep_00093 rep_00094 rep_00095 rep_00096 rep_00097 rep_00098 rep_00099 rep_00100 +DEUTERON DYE886_D 0 1.038 0.9757410287857056 0.9961791634559631 0.9796929359436035 0.9548423290252686 0.9984089732170105 0.9478579163551331 0.9824860095977783 1.0229358673095703 0.9417812824249268 0.9813930988311768 0.9476607441902161 1.0373930931091309 0.9622682929039001 0.9804965257644653 1.0221251249313354 0.9886113405227661 0.9940510988235474 0.9810569286346436 0.9683244228363037 0.9749858975410461 0.982363224029541 0.9599859118461609 1.0480642318725586 1.0101176500320435 0.9268057346343994 0.9107227325439453 0.7963573932647705 1.0403653383255005 0.9680465459823608 0.9842312932014465 0.9945667386054993 1.022262454032898 1.0541555881500244 0.9247848391532898 0.9827296733856201 0.9773014783859253 0.938001811504364 0.862837553024292 0.9926350712776184 0.9903490543365479 1.0174700021743774 0.9390647411346436 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0.9527671337127686 0.9635608196258545 0.9787044525146484 1.0211000442504883 0.9817295074462891 0.9903451800346375 +DEUTERON DYE886_D 1 1.056 1.043108344078064 1.0580631494522095 1.0365103483200073 1.0492740869522095 1.0588250160217285 1.0284885168075562 1.0285084247589111 1.0800243616104126 1.0270426273345947 1.04350745677948 1.012335181236267 1.07094407081604 1.0603010654449463 1.0553076267242432 1.046910047531128 1.0540989637374878 1.0572996139526367 1.0455046892166138 1.0530920028686523 1.0407015085220337 1.031126618385315 1.0348472595214844 1.0671594142913818 1.0418354272842407 1.0258347988128662 1.0520811080932617 0.9773578643798828 1.0543763637542725 1.0402699708938599 1.0554285049438477 1.0487749576568604 1.056006669998169 1.0469369888305664 0.9777222871780396 1.0480889081954956 1.0607895851135254 1.0333013534545898 1.003173828125 1.055629849433899 1.0434399843215942 1.054518699645996 1.0416078567504883 1.0769850015640259 1.0336583852767944 1.0577528476715088 1.0361560583114624 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1.0461357831954956 1.0444974899291992 +DEUTERON DYE886_D 2 1.081 1.0752440690994263 1.1009242534637451 1.0637112855911255 1.100286841392517 1.0820746421813965 1.0665309429168701 1.05568265914917 1.1057815551757812 1.0572779178619385 1.069029688835144 1.0600659847259521 1.0971643924713135 1.100816249847412 1.0758715867996216 1.075574517250061 1.0890555381774902 1.0877952575683594 1.0773632526397705 1.0918684005737305 1.0753436088562012 1.0642273426055908 1.0739386081695557 1.083794116973877 1.0655403137207031 1.0704423189163208 1.097861409187317 1.0598429441452026 1.0713038444519043 1.0732781887054443 1.095131754875183 1.0719882249832153 1.070170283317566 1.0693079233169556 1.0180917978286743 1.071131944656372 1.1003495454788208 1.080567717552185 1.066827654838562 1.073474407196045 1.0823988914489746 1.0743117332458496 1.0880999565124512 1.0871530771255493 1.0669816732406616 1.0662648677825928 1.0737268924713135 1.078407883644104 1.0963711738586426 1.0695093870162964 1.0604534149169922 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1.1186277866363525 1.0755544900894165 1.0982929468154907 1.1279468536376953 1.1035003662109375 1.1202983856201172 1.1294101476669312 1.0875775814056396 1.1405688524246216 1.0792536735534668 1.1283206939697266 1.1103591918945312 1.1067441701889038 1.0896003246307373 1.1419131755828857 1.101223349571228 1.1073119640350342 1.1092324256896973 1.1187291145324707 1.068218469619751 1.115073800086975 1.119253396987915 1.105476975440979 1.1220623254776 1.1080690622329712 1.1160928010940552 1.12514066696167 1.0615671873092651 1.1310042142868042 1.131181001663208 1.125476360321045 +DEUTERON DYE886_D 9 1.124 1.108563780784607 1.1544756889343262 1.1081801652908325 1.1275193691253662 1.0777474641799927 1.091883897781372 1.0657050609588623 1.0635703802108765 1.0938948392868042 1.0660301446914673 1.0450348854064941 1.135297179222107 1.1156296730041504 1.1027920246124268 1.1102875471115112 1.1163744926452637 1.127454161643982 1.1356477737426758 1.099987506866455 1.1677788496017456 1.1311187744140625 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1.1011269092559814 1.1127550601959229 1.1278618574142456 1.0697728395462036 1.1398608684539795 1.0690557956695557 1.1309189796447754 1.1097283363342285 1.093936562538147 1.0853921175003052 1.1305954456329346 1.0956954956054688 1.0926363468170166 1.10214364528656 1.1077885627746582 1.0539530515670776 1.109419822692871 1.1112070083618164 1.0979725122451782 1.1185286045074463 1.0999510288238525 1.1093922853469849 1.1258282661437988 1.0502474308013916 1.1225045919418335 1.1306729316711426 1.1169254779815674 +DEUTERON DYE886_D 10 1.144 1.0939879417419434 1.1519761085510254 1.0947928428649902 1.12440824508667 1.0570259094238281 1.0906431674957275 1.0515975952148438 1.0441443920135498 1.089950680732727 1.0570317506790161 1.0056825876235962 1.1283564567565918 1.0952787399291992 1.0650660991668701 1.0993982553482056 1.1235538721084595 1.1201221942901611 1.1031551361083984 1.082533359527588 1.1732863187789917 1.1250088214874268 1.093172311782837 1.1296229362487793 1.0467960834503174 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1.033461570739746 1.1406104564666748 1.034588098526001 1.131646990776062 1.1157805919647217 1.0665781497955322 1.0818700790405273 1.1135640144348145 1.0817275047302246 1.0626096725463867 1.0830931663513184 1.090093970298767 1.0308316946029663 1.1021127700805664 1.0901634693145752 1.084811806678772 1.1047353744506836 1.0843303203582764 1.0910848379135132 1.1231415271759033 1.0309157371520996 1.1039557456970215 1.1377770900726318 1.095820665359497 +DEUTERON DYE886_D 11 1.091 1.0744295120239258 1.1553921699523926 1.0641236305236816 1.1233811378479004 1.0315488576889038 1.0896159410476685 1.0412251949310303 1.0174155235290527 1.0787726640701294 1.0476683378219604 0.9724180698394775 1.1232924461364746 1.068499207496643 1.0078036785125732 1.081211805343628 1.135092854499817 1.1126976013183594 1.059383749961853 1.0679681301116943 1.156233787536621 1.1169852018356323 1.054856300354004 1.1268038749694824 1.032670497894287 1.1020605564117432 1.0578033924102783 1.0779871940612793 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@@ -0,0 +1,17 @@ +meta: + author: Rosalyn Pearson + title: Theoretical predictions + +theoryid: 53 + +use_cuts: nocuts + +fit: 201130-jcm-001 +pdf: 201130-jcm-001 + +dataset_inputs: + - dataset: DYE886R + +actions_: + - group_result_table + diff --git a/nnpdf_data/nnpdf_data/commondata/DYE866_Z0_800GEV_DW_RATIO/rawdata/proton_ite/output/tables/group_result_table.csv b/nnpdf_data/nnpdf_data/commondata/DYE866_Z0_800GEV_DW_RATIO/rawdata/proton_ite/output/tables/group_result_table.csv new file mode 100644 index 0000000000..65bf13417b --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/DYE866_Z0_800GEV_DW_RATIO/rawdata/proton_ite/output/tables/group_result_table.csv @@ -0,0 +1,16 @@ +group dataset id data_central theory_central rep_00001 rep_00002 rep_00003 rep_00004 rep_00005 rep_00006 rep_00007 rep_00008 rep_00009 rep_00010 rep_00011 rep_00012 rep_00013 rep_00014 rep_00015 rep_00016 rep_00017 rep_00018 rep_00019 rep_00020 rep_00021 rep_00022 rep_00023 rep_00024 rep_00025 rep_00026 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1.1068428754806519 1.0875471830368042 1.1722501516342163 1.0995821952819824 1.122293472290039 1.0954073667526245 1.1462818384170532 1.1731271743774414 1.0997868776321411 1.1286506652832031 1.1505008935928345 1.0742437839508057 1.083914041519165 1.0537710189819336 1.065578818321228 1.1056931018829346 1.1129112243652344 1.1343674659729004 1.1916368007659912 1.0819560289382935 1.123165488243103 1.0526543855667114 1.1804300546646118 1.1373610496520996 1.0625702142715454 1.107984185218811 1.1491297483444214 1.131328821182251 1.03125 1.0821120738983154 1.190991997718811 1.15835702419281 1.152766466140747 1.0529963970184326 1.1011685132980347 1.0868315696716309 1.0626704692840576 1.0735453367233276 1.073695421218872 1.0448949337005615 0.9886194467544556 1.02375328540802 1.0714826583862305 +DYE886 DYE886R 13 0.935 1.038561224937439 1.0804606676101685 1.0735160112380981 0.9611364006996155 0.9472366571426392 0.9606353044509888 0.9837659001350403 1.1278938055038452 1.0553029775619507 1.0664052963256836 1.0685958862304688 1.0319708585739136 1.0921660661697388 1.0301613807678223 1.0094184875488281 1.0536664724349976 1.043204426765442 1.1163272857666016 1.0075862407684326 1.026719570159912 1.1173510551452637 1.0291399955749512 1.1420806646347046 1.0963948965072632 0.999407947063446 1.0321636199951172 1.1281936168670654 1.025917410850525 1.119766354560852 1.1058145761489868 0.9398567080497742 0.9290099143981934 0.9963023662567139 1.1856751441955566 0.9997901916503906 1.153594732284546 1.2109028100967407 1.0517303943634033 1.061825156211853 1.0752267837524414 1.0787787437438965 1.0404843091964722 0.912125289440155 1.1465522050857544 1.0314472913742065 1.047931432723999 0.9815974831581116 0.9217804074287415 1.1169390678405762 1.1136362552642822 0.9503875374794006 1.027856469154358 0.9647654294967651 1.0054653882980347 1.0338499546051025 0.9389554858207703 1.0680454969406128 1.0080180168151855 1.0715997219085693 0.9791763424873352 1.1718600988388062 1.036440372467041 1.0288403034210205 1.0454339981079102 1.1352794170379639 1.097926139831543 0.9887169599533081 1.0580382347106934 1.0794357061386108 1.0233150720596313 1.0081613063812256 0.9430501461029053 0.9823230504989624 1.0188477039337158 1.0118601322174072 1.0697014331817627 1.227695107460022 1.0302997827529907 1.0528430938720703 0.9926227927207947 1.1269911527633667 1.078051209449768 0.9913397431373596 1.0433591604232788 1.1022335290908813 1.0241870880126953 0.926573634147644 1.0151867866516113 1.1176395416259766 1.0886496305465698 1.0976295471191406 0.9657918810844421 1.0271339416503906 0.9917168617248535 0.984104573726654 1.0154205560684204 0.9420290589332581 0.9226232171058655 0.921663224697113 0.9071874618530273 0.9882348775863647 +DYE886 DYE886R 14 0.729 0.9975576996803284 1.033982515335083 1.0285570621490479 0.8625529408454895 0.9235011339187622 0.8869895339012146 0.964595377445221 1.1120821237564087 1.0043432712554932 1.0110663175582886 1.0055519342422485 1.0208858251571655 1.0828827619552612 1.003109097480774 0.9393430352210999 0.9845746159553528 0.9935948252677917 1.1234965324401855 0.9539066553115845 0.947496235370636 1.0897243022918701 0.9759109020233154 1.151885986328125 1.0426393747329712 0.9979755282402039 0.9932240843772888 1.0812125205993652 0.9267048239707947 1.0947285890579224 1.0400749444961548 0.8664335012435913 0.8516902923583984 0.9596819877624512 1.1742045879364014 0.9522693157196045 1.1280224323272705 1.2078851461410522 1.0293567180633545 1.0249743461608887 1.073706030845642 1.0768494606018066 0.9834003448486328 0.8469191193580627 1.121178388595581 0.9457376003265381 0.9978072047233582 0.9158051013946533 0.8285396695137024 1.1451787948608398 1.087605595588684 0.8929813504219055 0.9899994134902954 0.8701762557029724 0.9597711563110352 0.994753897190094 0.8714735507965088 1.061948537826538 1.0645335912704468 1.0599101781845093 0.915525496006012 1.199225902557373 1.0492228269577026 0.9636549353599548 1.0403861999511719 1.1890559196472168 1.02414071559906 0.8956910371780396 1.0104925632476807 1.014902114868164 1.0114461183547974 0.9713807106018066 0.8720171451568604 0.9412209987640381 0.9569242000579834 0.9560579657554626 1.019440770149231 1.2998543977737427 1.029234528541565 1.0133554935455322 0.9719536900520325 1.0878478288650513 1.0459730625152588 0.943221390247345 0.9775914549827576 1.077952265739441 0.9371871948242188 0.85296630859375 0.970387876033783 1.0602550506591797 1.038940191268921 1.0704327821731567 0.9077733159065247 0.9809414148330688 0.9269897937774658 0.9095051288604736 0.9923557043075562 0.8525139689445496 0.8314220309257507 0.8879536390304565 0.8473238945007324 0.9516568183898926 diff --git a/nnpdf_data/nnpdf_data/commondata/DYE866_Z0_800GEV_DW_RATIO/rawdata/proton_ite/proton.yaml b/nnpdf_data/nnpdf_data/commondata/DYE866_Z0_800GEV_DW_RATIO/rawdata/proton_ite/proton.yaml new file mode 100644 index 0000000000..2f9f0e4426 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/DYE866_Z0_800GEV_DW_RATIO/rawdata/proton_ite/proton.yaml @@ -0,0 +1,16 @@ +meta: + author: Rosalyn Pearson + title: Theoretical predictions + +theoryid: 200 + +use_cuts: nocuts + +pdf: 210219-01-rs-nnpdf40-baseline + +dataset_inputs: + - { dataset: DYE886R, cfac: [QCD] } + +actions_: + - group_result_table + diff --git a/nnpdf_data/nnpdf_data/commondata/DYE866_Z0_800GEV_DW_RATIO/rawdata/table11.csv b/nnpdf_data/nnpdf_data/commondata/DYE866_Z0_800GEV_DW_RATIO/rawdata/table11.csv new file mode 100644 index 0000000000..d6b0c5f22d --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/DYE866_Z0_800GEV_DW_RATIO/rawdata/table11.csv @@ -0,0 +1,72 @@ +#: table_doi: 10.17182/hepdata.22184.v1/t4 +#: name: Table 4 +#: description: The cross section ratio and the ratio and differences between the parton distribution functions (PDF) for the dbar and ubar sea quarks determined from the combination of all data sets. The quantities extracted from the cross section ratio are given for a mean Q**2 of 54 GeV**2. The systematic unxcertainty on the ratio is ledd than 1 PCT. + +#: data_file: Table4.yaml +#: keyword reactions: P DEUT --> MU+ MU- X | P P --> MU+ MU- X +#: keyword observables: PDF | SIG +#: keyword phrases: Inclusive | Integrated Cross Section | Cross Section | Proton-Proton Scattering | Di-Muon Production | Muon production +#: keyword cmenergies: 38.763 +#: P [GeV],,,800.0 +#: RE(Q=DEUT),,,P DEUT --> MU+ MU- X +#: RE(Q=P),,,P P --> MU+ MU- X +#: SQRT(S) [GeV],,,38.763 +X(C=TARGET PARTON),X(C=TARGET PARTON) LOW,X(C=TARGET PARTON) HIGH,XL(P=3 4),PT(P=3 4) [GEV],M(P=3 4) [GEV],SIG(Q=DEUT)2*SIG(Q=P),error +,error - +0.026,0.015,0.03,0.534,1.004,4.6,1.038,0.022,-0.022 +0.038,0.03,0.045,0.415,1.045,5.1,1.056,0.011,-0.011 +0.052,0.045,0.06,0.356,1.076,5.6,1.081,0.01,-0.01 +0.067,0.06,0.075,0.326,1.103,6.2,1.086,0.011,-0.011 +0.082,0.075,0.09,0.296,1.122,6.8,1.118,0.013,-0.013 +0.097,0.09,0.105,0.261,1.141,7.2,1.116,0.015,-0.015 +0.112,0.105,0.12,0.227,1.156,7.5,1.115,0.018,-0.018 +0.127,0.12,0.135,0.199,1.168,7.8,1.161,0.023,-0.023 +0.142,0.135,0.15,0.182,1.161,8.2,1.132,0.027,-0.027 +0.161,0.15,0.175,0.164,1.156,8.7,1.124,0.027,-0.027 +0.186,0.175,0.2,0.146,1.146,9.5,1.144,0.038,-0.038 +0.211,0.2,0.225,0.133,1.146,10.3,1.091,0.047,-0.047 +0.236,0.225,0.25,0.12,1.178,11.1,1.039,0.063,-0.063 +0.269,0.25,0.3,0.097,1.177,12.0,0.935,0.067,-0.067 +0.315,0.3,0.35,0.046,1.078,12.9,0.729,0.124,-0.124 + +#: P [GeV],,,800.0 +#: RE(Q=DEUT),,,P DEUT --> MU+ MU- X +#: RE(Q=P),,,P P --> MU+ MU- X +#: SQRT(S) [GeV],,,38.763 +X(C=TARGET PARTON),X(C=TARGET PARTON) LOW,X(C=TARGET PARTON) HIGH,XL(P=3 4),PT(P=3 4) [GEV],M(P=3 4) [GEV],PDF(N=DQBAR)/PDF(N=UQBAR),stat +,stat -,sys +,sys - +0.026,0.015,0.03,0.534,1.004,4.6,1.085,0.05,-0.05,0.017,-0.017 +0.038,0.03,0.045,0.415,1.045,5.1,1.14,0.027,-0.027,0.018,-0.018 +0.052,0.045,0.06,0.356,1.076,5.6,1.215,0.026,-0.026,0.02,-0.02 +0.067,0.06,0.075,0.326,1.103,6.2,1.249,0.028,-0.028,0.021,-0.021 +0.082,0.075,0.09,0.296,1.122,6.8,1.355,0.036,-0.036,0.023,-0.023 +0.097,0.09,0.105,0.261,1.141,7.2,1.385,0.046,-0.046,0.025,-0.025 +0.112,0.105,0.12,0.227,1.156,7.5,1.419,0.06,-0.06,0.027,-0.027 +0.127,0.12,0.135,0.199,1.168,7.8,1.63,0.085,-0.085,0.031,-0.031 +0.142,0.135,0.15,0.182,1.161,8.2,1.625,0.11,-0.11,0.033,-0.033 +0.161,0.15,0.175,0.164,1.156,8.7,1.585,0.111,-0.111,0.032,-0.032 +0.186,0.175,0.2,0.146,1.146,9.5,1.709,0.158,-0.158,0.036,-0.036 +0.211,0.2,0.225,0.133,1.146,10.3,1.56,0.194,-0.194,0.034,-0.034 +0.236,0.225,0.25,0.12,1.178,11.1,1.419,0.264,-0.264,0.036,-0.036 +0.269,0.25,0.3,0.097,1.177,12.0,1.082,0.256,-0.256,0.032,-0.032 +0.315,0.3,0.35,0.046,1.078,12.9,0.346,0.395,-0.395,0.022,-0.022 + +#: P [GeV],,,800.0 +#: RE(Q=DEUT),,,P DEUT --> MU+ MU- X +#: RE(Q=P),,,P P --> MU+ MU- X +#: SQRT(S) [GeV],,,38.763 +X(C=TARGET PARTON),X(C=TARGET PARTON) LOW,X(C=TARGET PARTON) HIGH,XL(P=3 4),PT(P=3 4) [GEV],M(P=3 4) [GEV],PDF(N=DQBAR)-PDF(N=UQBAR),stat +,stat -,sys +,sys - +0.026,0.015,0.03,0.534,1.004,4.6,0.862,0.489,-0.489,0.167,-0.167 +0.038,0.03,0.045,0.415,1.045,5.1,0.779,0.142,-0.142,0.096,-0.096 +0.052,0.045,0.06,0.356,1.076,5.6,0.711,0.077,-0.077,0.06,-0.06 +0.067,0.06,0.075,0.326,1.103,6.2,0.538,0.055,-0.055,0.041,-0.041 +0.082,0.075,0.09,0.296,1.122,6.8,0.512,0.044,-0.044,0.028,-0.028 +0.097,0.09,0.105,0.261,1.141,7.2,0.4,0.04,-0.04,0.022,-0.022 +0.112,0.105,0.12,0.227,1.156,7.5,0.321,0.038,-0.038,0.017,-0.017 +0.127,0.12,0.135,0.199,1.168,7.8,0.338,0.034,-0.034,0.013,-0.013 +0.142,0.135,0.15,0.182,1.161,8.2,0.259,0.035,-0.035,0.01,-0.01 +0.161,0.15,0.175,0.164,1.156,8.7,0.18,0.027,-0.027,0.008,-0.008 +0.186,0.175,0.2,0.146,1.146,9.5,0.142,0.023,-0.023,0.005,-0.005 +0.211,0.2,0.225,0.133,1.146,10.3,0.081,0.022,-0.022,0.004,-0.004 +0.236,0.225,0.25,0.12,1.178,11.1,0.045,0.023,-0.023,0.003,-0.003 +0.269,0.25,0.3,0.097,1.177,12.0,0.006,0.019,-0.019,0.002,-0.002 +0.315,0.3,0.35,0.046,1.078,12.9,-0.04,0.036,-0.036,0.002,-0.002 + diff --git a/nnpdf_data/nnpdf_data/commondata/DYE906_Z0_120GEV_DW/filter.py b/nnpdf_data/nnpdf_data/commondata/DYE906_Z0_120GEV_DW/filter.py new file mode 100644 index 0000000000..c2e27b2241 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/DYE906_Z0_120GEV_DW/filter.py @@ -0,0 +1,107 @@ +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 +# TODO the same function might be placed differently depending on the version of the code. +try: + from validphys.newcommondata_utils import covmat_to_artunc +except ModuleNotFoundError: + from nnpdf_data.filter_utils.correlations import covmat_to_artunc + +def readdata() -> pd.DataFrame: + col_names = ["xtlow", "xtup", "xt", "xb", "M", "pt", "sigr", "stat", "sys", "dx"] + table_path = Path(f"./rawdata/table.csv") + df = pd.read_csv(table_path, names=col_names,header=0) + return df + +def nuclear_uncert_dw(tableN: PathLike, tablep: PathLike): + dfN = pd.read_table(tableN) + dfp = pd.read_table(tablep) + return dfN, dfp + +def get_covmat_list(covmat_filename: PathLike): + covmat = np.loadtxt(covmat_filename, delimiter=",") + return covmat + +def is_symmetric(mat: np.ndarray) -> bool: + return np.all(np.isclose(mat, mat.T)) + +@dataclass +class E906_DW_RATIO_commondata(commondata): + def __init__(self, data: pd.DataFrame, dataset_name: str, process: str): + + self.central_values = data["sigr"].astype(float).to_numpy() + # Kinematic quantities. + y = 0.5*np.log(data["xb"]/data["xt"]) + Ebeam = 120 + MP = 0.938 + s = 2*MP*(Ebeam+MP)*y/y + + kin=pd.concat([y,data["M"]**2,s],axis=1) + kin=kin.set_axis(["y","M2","s"],axis=1) + self.kinematics = kin.astype(float).to_numpy() + self.kinematic_quantities = ["y", "M2", "sqrts"] + + # Statistical uncertainties. + self.statistical_uncertainties = np.zeros(len(data["stat"])) + + # Systematic uncertainties. + syst = pd.DataFrame(data["sys"]) + syst = syst.set_axis(["sys_unc_0"], axis=1) + systypes = [("ADD", "CORR")] + + # Compute the artificial uncertainties from the + # covariance matrix found in equation 9 of + # https://arxiv.org/abs/2103.04024 + covmat = get_covmat_list("rawdata/covmat.csv") + if(not is_symmetric(covmat)): + raise ValueError("The covariance matrix is not symmetric.") + artunc = pd.DataFrame(covmat_to_artunc(len(covmat), + covmat.flatten().tolist())) + artunc_names = [] + for i in range(1,len(artunc)+1): artunc_names.append(f"sys_unc_{i}") + artunc = artunc.set_axis(artunc_names, axis=1) + + for _, col_name in enumerate(artunc): + systypes.append(("ADD","CORR")) + syst[col_name]=artunc[col_name] + + # Compute the point-to-point uncertainties + nrep = 100 + norm = np.sqrt(nrep) + norm = 100 + dfN, dfp = nuclear_uncert_dw("rawdata/nuclear_ite/output/tables/group_result_table.csv", + "rawdata/proton_ite/output/tables/group_result_table.csv") + for rep in range(1,nrep+1): + Delta = (dfN[f"rep_{rep:05d}"]-dfp["theory_central"])/norm + syst[f"NUCLEAR{rep:03d}"]=Delta + systypes.append(("ADD", f"NUCLEAR{rep:03d}")) + + self.systematic_uncertainties = syst.astype(float).to_numpy() + self.systypes = systypes + self.process = process + self.dataset_name = dataset_name + +def main(): + data = readdata() + # First create the commondata variant without the nuclear uncertainties. + DYE906 = E906_DW_RATIO_commondata(data, "DYE906_Z0", "Z0") + DYE906.write_new_commondata(Path("data_reimplemented_PDXSECRATIO.yaml"), + Path("kinematics_reimplemented_PDXSECRATIO.yaml"), + Path("uncertainties_reimplemented_PDXSECRATIO.yaml")) + if(covmat_is_close("DYE906_Z0_120GEV_DW_PDXSECRATIO", "legacy", "reimplemented")): + print("covmat is close") + else: + print("covmat is different.") + +if __name__ == "__main__": + main() + + + + diff --git a/nnpdf_data/nnpdf_data/commondata/DYE906_Z0_120GEV_DW/kinematics_PDXSECRATIO.yaml b/nnpdf_data/nnpdf_data/commondata/DYE906_Z0_120GEV_DW/kinematics_PDXSECRATIO.yaml index 6dfb2b3506..8d3296a2e7 100644 --- a/nnpdf_data/nnpdf_data/commondata/DYE906_Z0_120GEV_DW/kinematics_PDXSECRATIO.yaml +++ b/nnpdf_data/nnpdf_data/commondata/DYE906_Z0_120GEV_DW/kinematics_PDXSECRATIO.yaml @@ -1,73 +1,73 @@ bins: -- k1: +- y: min: null - mid: 0.7716781255773 + mid: 0.7716781255773036 max: null - k2: + M2: min: null mid: 22.1841 max: null - k3: + sqrts: min: null - mid: 15.06252595019 + mid: 226.879688 max: null -- k1: +- y: min: null - mid: 0.6138555766654 + mid: 0.6138555766654202 max: null - k2: + M2: min: null mid: 23.8144 max: null - k3: + sqrts: min: null - mid: 15.06252595019 + mid: 226.879688 max: null -- k1: +- y: min: null - mid: 0.4709431395316 + mid: 0.4709431395315594 max: null - k2: + M2: min: null mid: 26.1121 max: null - k3: + sqrts: min: null - mid: 15.06252595019 + mid: 226.879688 max: null -- k1: +- y: min: null - mid: 0.3398749254941 + mid: 0.339874925494062 max: null - k2: + M2: min: null mid: 29.8116 max: null - k3: + sqrts: min: null - mid: 15.06252595019 + mid: 226.879688 max: null -- k1: +- y: min: null - mid: 0.2290137190995 + mid: 0.2290137190995099 max: null - k2: + M2: min: null - mid: 34.4569 + mid: 34.456900000000005 max: null - k3: + sqrts: min: null - mid: 15.06252595019 + mid: 226.879688 max: null -- k1: +- y: min: null - mid: 0.1071365783003 + mid: 0.10713657830027844 max: null - k2: + M2: min: null - mid: 40.4496 + mid: 40.449600000000004 max: null - k3: + sqrts: min: null - mid: 15.06252595019 + mid: 226.879688 max: null diff --git a/nnpdf_data/nnpdf_data/commondata/DYE906_Z0_120GEV_DW/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/DYE906_Z0_120GEV_DW/metadata.yaml index ff93174595..5880917362 100644 --- a/nnpdf_data/nnpdf_data/commondata/DYE906_Z0_120GEV_DW/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/DYE906_Z0_120GEV_DW/metadata.yaml @@ -1,6 +1,6 @@ setname: DYE906_Z0_120GEV_DW version: 1 -version_comment: Port of old commondata +version_comment: Reimplementation in new commondata format. nnpdf_metadata: nnpdf31_process: DY NC experiment: DEUTERON @@ -36,23 +36,23 @@ implemented_observables: - 0.385 plot_x: $x_2$ kinematic_coverage: - - k1 - - k2 - - k3 + - y + - M2 + - sqrts kinematics: variables: - k1: - description: Variable k1 - label: k1 - units: '' - k2: - description: Variable k2 - label: k2 - units: '' - k3: - description: Variable k3 - label: k3 + y: + description: Rapidity of the lepton pair. + label: y units: '' + M2: + description: Invariant mass-squared. + label: M2 + units: '$GeV^2$' + sqrts: + description: Center of mass energy + label: sqrts + units: 'GeV' file: kinematics_PDXSECRATIO.yaml theory: operation: COM @@ -82,5 +82,8 @@ implemented_observables: legacy: data_uncertainties: - uncertainties_legacy_PDXSECRATIO.yaml + reimplemented: + data_uncertainties: + - uncertainties_reimplemented_PDXSECRATIO.yaml data_central: data_legacy_PDXSECRATIO.yaml ported_from: DYE906R_dw_ite diff --git a/nnpdf_data/nnpdf_data/commondata/DYE906_Z0_120GEV_DW/rawdata/covmat.csv b/nnpdf_data/nnpdf_data/commondata/DYE906_Z0_120GEV_DW/rawdata/covmat.csv new file mode 100644 index 0000000000..d5ffbd0c84 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/DYE906_Z0_120GEV_DW/rawdata/covmat.csv @@ -0,0 +1,6 @@ +2.70E-003, 1.19E-003, 1.15E-003, 1.20E-003, 1.09E-003, 1.16E-003 +1.19E-003, 1.87E-003, 1.25E-003, 1.31E-003, 1.19E-003, 1.26E-003 +1.15E-003, 1.25E-003, 1.79E-003, 1.25E-003, 1.15E-003, 1.21E-003 +1.20E-003, 1.31E-003, 1.25E-003, 2.14E-003, 1.20E-003, 1.27E-003 +1.09E-003, 1.19E-003, 1.15E-003, 1.20E-003, 2.49E-003, 1.16E-003 +1.16E-003, 1.26E-003, 1.21E-003, 1.27E-003, 1.16E-003, 4.06E-003 diff --git a/nnpdf_data/nnpdf_data/commondata/DYE906_Z0_120GEV_DW/rawdata/nuclear_ite/nuclear.yaml b/nnpdf_data/nnpdf_data/commondata/DYE906_Z0_120GEV_DW/rawdata/nuclear_ite/nuclear.yaml new file mode 100644 index 0000000000..ad21188478 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/DYE906_Z0_120GEV_DW/rawdata/nuclear_ite/nuclear.yaml @@ -0,0 +1,15 @@ +meta: + author: Emanuele R. Nocera + title: Theoretical predictions + +theoryid: 200 + +use_cuts: internal + +pdf: 210525-ern-002 + +dataset_inputs: + - { dataset: DYE906_D, cfac: [ACC,QCD,DEU1] } + +actions_: + - group_result_table \ No newline at end of file diff --git a/nnpdf_data/nnpdf_data/commondata/DYE906_Z0_120GEV_DW/rawdata/nuclear_ite/output/tables/group_result_table.csv b/nnpdf_data/nnpdf_data/commondata/DYE906_Z0_120GEV_DW/rawdata/nuclear_ite/output/tables/group_result_table.csv new file mode 100644 index 0000000000..af38bcbed6 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/DYE906_Z0_120GEV_DW/rawdata/nuclear_ite/output/tables/group_result_table.csv @@ -0,0 +1,7 @@ +group dataset id data_central theory_central rep_00001 rep_00002 rep_00003 rep_00004 rep_00005 rep_00006 rep_00007 rep_00008 rep_00009 rep_00010 rep_00011 rep_00012 rep_00013 rep_00014 rep_00015 rep_00016 rep_00017 rep_00018 rep_00019 rep_00020 rep_00021 rep_00022 rep_00023 rep_00024 rep_00025 rep_00026 rep_00027 rep_00028 rep_00029 rep_00030 rep_00031 rep_00032 rep_00033 rep_00034 rep_00035 rep_00036 rep_00037 rep_00038 rep_00039 rep_00040 rep_00041 rep_00042 rep_00043 rep_00044 rep_00045 rep_00046 rep_00047 rep_00048 rep_00049 rep_00050 rep_00051 rep_00052 rep_00053 rep_00054 rep_00055 rep_00056 rep_00057 rep_00058 rep_00059 rep_00060 rep_00061 rep_00062 rep_00063 rep_00064 rep_00065 rep_00066 rep_00067 rep_00068 rep_00069 rep_00070 rep_00071 rep_00072 rep_00073 rep_00074 rep_00075 rep_00076 rep_00077 rep_00078 rep_00079 rep_00080 rep_00081 rep_00082 rep_00083 rep_00084 rep_00085 rep_00086 rep_00087 rep_00088 rep_00089 rep_00090 rep_00091 rep_00092 rep_00093 rep_00094 rep_00095 rep_00096 rep_00097 rep_00098 rep_00099 rep_00100 +DEUTERON DYE906_D 0 1.211 1.1804019212722778 1.2832574844360352 1.1906342506408691 1.0934110879898071 1.1625545024871826 1.1605019569396973 1.049924612045288 1.1823854446411133 1.111966609954834 1.2100660800933838 1.0664360523223877 1.2021270990371704 1.1317882537841797 1.2158352136611938 1.1949717998504639 1.2401751279830933 1.174344778060913 1.2396405935287476 1.0380897521972656 1.1911938190460205 1.1818318367004395 1.2020761966705322 1.25045907497406 1.1666834354400635 1.1304936408996582 1.2229970693588257 1.1959333419799805 1.090337872505188 1.2757179737091064 1.238031029701233 1.1748464107513428 1.1896238327026367 1.1876983642578125 1.2474794387817383 1.0225377082824707 1.1737775802612305 1.2977101802825928 1.158381462097168 1.2167949676513672 1.254159927368164 1.1892727613449097 1.1200522184371948 1.1651813983917236 1.3238037824630737 1.2292275428771973 1.2089266777038574 1.1242344379425049 1.3212822675704956 1.0988216400146484 1.167271375656128 1.305633783340454 1.1749095916748047 1.237284541130066 1.140678882598877 1.1767414808273315 1.0665844678878784 1.159403920173645 1.0240925550460815 1.1466498374938965 1.1685662269592285 1.2827730178833008 1.3305507898330688 1.2133300304412842 1.1348037719726562 1.0997333526611328 1.1377418041229248 1.186635971069336 1.1934502124786377 1.1602355241775513 1.2335364818572998 1.2201335430145264 1.1485438346862793 1.1809496879577637 1.2067960500717163 1.113970398902893 1.2856416702270508 1.201043963432312 1.231128215789795 1.1831988096237183 1.0652360916137695 1.113280177116394 1.1887307167053223 1.1769556999206543 1.2060869932174683 1.225696325302124 1.184424638748169 1.1865146160125732 1.2252568006515503 1.0953601598739624 1.2036473751068115 1.1983463764190674 1.2794876098632812 1.1016035079956055 1.1667201519012451 1.133230447769165 1.2241393327713013 1.1705107688903809 1.0728880167007446 1.174951434135437 1.2411514520645142 1.0963126420974731 +DEUTERON DYE906_D 1 1.141 1.1631320714950562 1.2513267993927002 1.191575288772583 1.1273456811904907 1.1167383193969727 1.1493804454803467 0.9996194243431091 1.1497101783752441 1.1292388439178467 1.1772456169128418 1.0476564168930054 1.1957546472549438 1.1132904291152954 1.167374849319458 1.2148445844650269 1.22028648853302 1.1119613647460938 1.1815415620803833 1.0514357089996338 1.2171975374221802 1.2117441892623901 1.1833397150039673 1.2286713123321533 1.1279373168945312 1.0663360357284546 1.157432198524475 1.1089041233062744 1.1149827241897583 1.2121548652648926 1.2184022665023804 1.108396053314209 1.2152409553527832 1.1326327323913574 1.2440435886383057 1.0812361240386963 1.1647765636444092 1.1944983005523682 1.1476010084152222 1.220829963684082 1.2088267803192139 1.1770719289779663 1.103860855102539 1.1648286581039429 1.2581831216812134 1.2047432661056519 1.2081454992294312 1.13473641872406 1.2711924314498901 1.12589430809021 1.1298238039016724 1.2868869304656982 1.2314870357513428 1.1607060432434082 1.0905970335006714 1.2150310277938843 1.0949732065200806 1.1512978076934814 1.0691561698913574 1.1417045593261719 1.1085665225982666 1.1927484273910522 1.258579969406128 1.1620479822158813 1.1672492027282715 1.1437032222747803 1.141533613204956 1.152364730834961 1.194718360900879 1.1644142866134644 1.1809039115905762 1.1933512687683105 1.1054046154022217 1.1688467264175415 1.1733578443527222 1.1557347774505615 1.227787971496582 1.165152907371521 1.189259648323059 1.1682672500610352 1.115576148033142 1.1292144060134888 1.203141212463379 1.1674554347991943 1.1940449476242065 1.1866087913513184 1.1566630601882935 1.1980054378509521 1.2251986265182495 1.0802291631698608 1.1633261442184448 1.1639575958251953 1.1943626403808594 1.1210530996322632 1.1847443580627441 1.1088449954986572 1.1860902309417725 1.1865187883377075 1.1069012880325317 1.1638169288635254 1.1404383182525635 1.1411924362182617 +DEUTERON DYE906_D 2 1.196 1.1615567207336426 1.2731537818908691 1.187732458114624 1.1572766304016113 1.0804717540740967 1.1499502658843994 0.9855287075042725 1.1115906238555908 1.1583366394042969 1.1581504344940186 1.0210349559783936 1.1972649097442627 1.097818374633789 1.1551477909088135 1.2278168201446533 1.207895278930664 1.1024879217147827 1.1607630252838135 1.0753445625305176 1.2474205493927002 1.222093939781189 1.1858179569244385 1.2095787525177002 1.107269287109375 1.052108645439148 1.1386609077453613 1.1394559144973755 1.1178141832351685 1.1755282878875732 1.2060517072677612 1.0854647159576416 1.2363783121109009 1.0555895566940308 1.2330580949783325 1.1127302646636963 1.1567370891571045 1.197671890258789 1.179834008216858 1.2105087041854858 1.1895679235458374 1.1722041368484497 1.1280937194824219 1.1706708669662476 1.216509222984314 1.211991310119629 1.2220919132232666 1.174021601676941 1.2260730266571045 1.1477320194244385 1.1223666667938232 1.260408878326416 1.2553762197494507 1.127502202987671 1.0852653980255127 1.2318150997161865 1.1197236776351929 1.1213111877441406 1.0854699611663818 1.1471788883209229 1.1139150857925415 1.1730239391326904 1.1995607614517212 1.1516164541244507 1.1865870952606201 1.16586172580719 1.1283719539642334 1.1135129928588867 1.2140374183654785 1.177595615386963 1.1561886072158813 1.175123691558838 1.0883898735046387 1.1936143636703491 1.182922601699829 1.1915123462677002 1.2322407960891724 1.1886415481567383 1.1675958633422852 1.1685048341751099 1.1330201625823975 1.153447151184082 1.2443395853042603 1.1511200666427612 1.197405457496643 1.1785895824432373 1.1304199695587158 1.2057137489318848 1.2347543239593506 1.0961836576461792 1.130548119544983 1.1791937351226807 1.1778732538223267 1.1378041505813599 1.200415015220642 1.097169280052185 1.1783738136291504 1.18678879737854 1.1326900720596313 1.1586544513702393 1.1315311193466187 1.1579158306121826 +DEUTERON DYE906_D 3 1.165 1.147016167640686 1.3244075775146484 1.1223859786987305 1.1758636236190796 1.0384862422943115 1.1442644596099854 0.9714230298995972 1.02250337600708 1.1647392511367798 1.1364269256591797 1.0038814544677734 1.1773070096969604 1.0714932680130005 1.095505952835083 1.1900826692581177 1.1906445026397705 1.0917797088623047 1.1389415264129639 1.1061253547668457 1.1958266496658325 1.2245057821273804 1.149387001991272 1.1697462797164917 1.0745652914047241 1.0755702257156372 1.1059629917144775 1.1378480195999146 1.0841031074523926 1.1273784637451172 1.1721056699752808 1.0706725120544434 1.2166656255722046 1.0099351406097412 1.20026695728302 1.1183823347091675 1.1133421659469604 1.2003552913665771 1.1994693279266357 1.159554362297058 1.154707670211792 1.1744279861450195 1.1538357734680176 1.1460163593292236 1.1934016942977905 1.20204758644104 1.2166895866394043 1.1941043138504028 1.150347352027893 1.1600028276443481 1.113740086555481 1.1971616744995117 1.2629389762878418 1.0859109163284302 1.0783244371414185 1.2209556102752686 1.1567331552505493 1.0803879499435425 1.0756442546844482 1.0962797403335571 1.114706039428711 1.18300461769104 1.13614821434021 1.1500366926193237 1.167883276939392 1.1169570684432983 1.0745434761047363 1.0501790046691895 1.2104507684707642 1.1636662483215332 1.1455777883529663 1.1674412488937378 1.0645703077316284 1.2070683240890503 1.173285722732544 1.179165005683899 1.2484889030456543 1.1697428226470947 1.131070613861084 1.160967230796814 1.0923030376434326 1.2043710947036743 1.2922033071517944 1.1424707174301147 1.211922526359558 1.1684412956237793 1.0823376178741455 1.211918830871582 1.215100884437561 1.1134284734725952 1.1224936246871948 1.2214831113815308 1.1825439929962158 1.1320003271102905 1.1932283639907837 1.0758355855941772 1.1807790994644165 1.1645021438598633 1.1177386045455933 1.134444236755371 1.1733965873718262 1.1681535243988037 +DEUTERON DYE906_D 4 1.193 1.1423379182815552 1.4065390825271606 1.049680471420288 1.1782156229019165 1.0552265644073486 1.1732659339904785 0.9531130194664001 0.9061144590377808 1.1710706949234009 1.131242036819458 1.050489902496338 1.18862783908844 1.0517137050628662 1.0374526977539062 1.095553994178772 1.205216884613037 1.1274725198745728 1.1536283493041992 1.145788311958313 1.15226149559021 1.2420272827148438 1.109276533126831 1.155180811882019 1.0834057331085205 1.1457011699676514 1.0815626382827759 1.124363660812378 1.0457946062088013 1.1007801294326782 1.1762703657150269 1.08259117603302 1.1993696689605713 1.044664740562439 1.1362674236297607 1.107385516166687 1.073319911956787 1.1955089569091797 1.2048503160476685 1.13908851146698 1.1351038217544556 1.193641185760498 1.191161870956421 1.1180588006973267 1.2045458555221558 1.163047432899475 1.2150025367736816 1.1892728805541992 1.0620431900024414 1.184036135673523 1.117417335510254 1.1363370418548584 1.2614840269088745 1.0954852104187012 1.0759155750274658 1.1827741861343384 1.2016624212265015 1.0921987295150757 1.0615134239196777 1.0678012371063232 1.0928412675857544 1.274582862854004 1.1097978353500366 1.147257685661316 1.1294021606445312 1.0356541872024536 1.0055421590805054 1.0249429941177368 1.1998487710952759 1.1627156734466553 1.1615488529205322 1.1917102336883545 1.039750576019287 1.2046222686767578 1.1898587942123413 1.1231061220169067 1.245199203491211 1.1210521459579468 1.07376229763031 1.186676025390625 1.107243537902832 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1.085005521774292 1.1485931873321533 1.0894283056259155 0.9502487778663635 0.9083091616630554 0.9412298202514648 1.1630139350891113 1.113876223564148 1.3460785150527954 1.1593574285507202 1.1032825708389282 0.9938542246818542 0.954893171787262 1.135839581489563 1.028746247291565 diff --git a/nnpdf_data/nnpdf_data/commondata/DYE906_Z0_120GEV_DW/rawdata/proton_ite/proton.yaml b/nnpdf_data/nnpdf_data/commondata/DYE906_Z0_120GEV_DW/rawdata/proton_ite/proton.yaml new file mode 100644 index 0000000000..a4ca6b4713 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/DYE906_Z0_120GEV_DW/rawdata/proton_ite/proton.yaml @@ -0,0 +1,16 @@ +meta: + author: Emanuele R. Nocera + title: Theoretical predictions + +theoryid: 200 + +use_cuts: internal + +pdf: 210314-001-rs-nnpdf40-1000 + +dataset_inputs: + - {dataset: DYE906R, cfac: [ACC,QCD]} + +actions_: + - group_result_table + diff --git a/nnpdf_data/nnpdf_data/commondata/DYE906_Z0_120GEV_DW/rawdata/table.csv b/nnpdf_data/nnpdf_data/commondata/DYE906_Z0_120GEV_DW/rawdata/table.csv new file mode 100644 index 0000000000..fde1ea83f0 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/DYE906_Z0_120GEV_DW/rawdata/table.csv @@ -0,0 +1,7 @@ +xtlow, xtup, xt, xb, M, pt, sigr, stat, syst, dxt +0.130, 0.160, 0.147, 0.688, 4.71, 0.651, 1.211, 0.052, 0.053, 0.013 +0.160, 0.195, 0.179, 0.611, 4.88, 0.717, 1.141, 0.043, 0.025, 0.016 +0.195, 0.240, 0.216, 0.554, 5.11, 0.757, 1.196, 0.042, 0.044, 0.019 +0.240, 0.290, 0.263, 0.519, 5.46, 0.786, 1.165, 0.046, 0.032, 0.022 +0.290, 0.350, 0.315, 0.498, 5.87, 0.785, 1.193, 0.050, 0.034, 0.026 +0.350, 0.450, 0.385, 0.477, 6.36, 0.776, 1.113, 0.064, 0.039, 0.030