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nnpdf_data/nnpdf_data/commondata/DYE605_Z0_38P8GEV_DW/filter.py
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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 | ||
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def mergetables() -> pd.DataFrame: | ||
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table_paths = [] | ||
for i in range(1,8): | ||
table_paths.append(Path(f"./rawdata/Table{i}.csv")) | ||
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# 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] | ||
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col_names = ["M2","dsig","statp","statm","normp","normm","sysp","sysm"] | ||
col_names_all = col_names + ["y", "sqrts"] | ||
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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) | ||
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# In the table we have sqrt(tau) not M2; compute M2=tau*s | ||
combined_df["M2"] = (combined_df["M2"]*38.8)**2 | ||
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return combined_df | ||
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@dataclass | ||
class E605_commondata(commondata): | ||
def __init__(self, data: pd.DataFrame, dataset_name: str, process: str): | ||
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# 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"] | ||
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# Statistical uncertainties. | ||
self.statistical_uncertainties = data["statp"] | ||
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# Systematic uncertainties. | ||
norm = data["normp"].str.strip("%").astype(float).to_numpy()/100 | ||
stat = norm/norm*0.1 # overall 10% uncertainty | ||
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# the overall 10% statistical uncertainty is treated as | ||
# additive, while normalisation uncertainty is always treated | ||
# multiplicatively | ||
stat = stat * self.central_values | ||
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self.systematic_uncertainties = np.dstack((stat,norm))[0] | ||
self.systypes = [("ADD", "UNCORR"),("MULT", "CORR")] | ||
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self.process = process | ||
self.dataset_name = dataset_name | ||
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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")) | ||
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if __name__ == "__main__": | ||
main() | ||
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31 changes: 31 additions & 0 deletions
31
nnpdf_data/nnpdf_data/commondata/DYE605_Z0_38P8GEV_DW/rawdata/Table1.csv
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#: 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 | ||
|
31 changes: 31 additions & 0 deletions
31
nnpdf_data/nnpdf_data/commondata/DYE605_Z0_38P8GEV_DW/rawdata/Table2.csv
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#: 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% | ||
|
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31
nnpdf_data/nnpdf_data/commondata/DYE605_Z0_38P8GEV_DW/rawdata/Table3.csv
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#: 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% | ||
|
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nnpdf_data/nnpdf_data/commondata/DYE605_Z0_38P8GEV_DW/rawdata/Table4.csv
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#: 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% | ||
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nnpdf_data/nnpdf_data/commondata/DYE605_Z0_38P8GEV_DW/rawdata/Table5.csv
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#: 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% | ||
0.1986,274.0,39.4,-39.4,15.0%,-15.0%,5.0%,-5.0% | ||
0.2038,318.0,47.7,-47.7,15.0%,-15.0%,5.0%,-5.0% | ||
0.2089,214.0,16.7,-16.7,15.0%,-15.0%,5.0%,-5.0% | ||
0.2141,162.0,11.0,-11.0,15.0%,-15.0%,5.0%,-5.0% | ||
0.2192,159.0,10.7,-10.7,15.0%,-15.0%,5.0%,-5.0% | ||
0.2244,135.0,9.14,-9.14,15.0%,-15.0%,5.0%,-5.0% | ||
0.2296,133.0,8.43,-8.43,15.0%,-15.0%,5.0%,-5.0% | ||
0.2708,57.1,3.99,-3.99,15.0%,-15.0%,5.0%,-5.0% | ||
0.276,41.1,3.42,-3.42,15.0%,-15.0%,5.0%,-5.0% | ||
0.2812,34.5,2.96,-2.96,15.0%,-15.0%,5.0%,-5.0% | ||
0.2915,25.1,1.51,-1.51,15.0%,-15.0%,5.0%,-5.0% | ||
0.3121,16.4,0.981,-0.981,15.0%,-15.0%,5.0%,-5.0% | ||
0.3431,6.43,0.386,-0.386,15.0%,-15.0%,5.0%,-5.0% | ||
0.3843,2.2,0.178,-0.178,15.0%,-15.0%,5.0%,-5.0% | ||
0.4359,0.56,0.0878,-0.0878,15.0%,-15.0%,5.0%,-5.0% | ||
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nnpdf_data/nnpdf_data/commondata/DYE605_Z0_38P8GEV_DW/rawdata/Table6.csv
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#: 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% | ||
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nnpdf_data/nnpdf_data/commondata/DYE605_Z0_38P8GEV_DW/rawdata/Table7.csv
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#: 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% | ||
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