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Added data central function and added hep link to metadata
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nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_36PB/data.yaml
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| Original file line number | Diff line number | Diff line change |
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| data_central: | ||
| - 6.13257400e+05 | ||
| - 6.13939929e+05 | ||
| - 6.31746805e+05 | ||
| - 6.26184703e+05 | ||
| - 6.52630155e+05 | ||
| - 6.59312827e+05 | ||
| - 6.42534838e+05 | ||
| - 6.40935479e+05 | ||
| - 6.60983495e+05 | ||
| - 6.39876031e+05 | ||
| - 5.89205893e+05 | ||
| - 4.54666184e+05 | ||
| - 4.48492862e+05 | ||
| - 4.63569622e+05 | ||
| - 4.48034447e+05 | ||
| - 4.36074909e+05 | ||
| - 4.26723243e+05 | ||
| - 3.94511949e+05 | ||
| - 3.91211361e+05 | ||
| - 3.82307923e+05 | ||
| - 3.64073193e+05 | ||
| - 3.37179513e+05 |
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nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_36PB/filter.py
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| """ | ||
| When running `python filter.py` the relevant data yaml | ||
| file will be created in the `nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB` directory. | ||
| """ | ||
|
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| import yaml | ||
| from filter_utils import get_data_values | ||
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| from nnpdf_data.filter_utils.utils import prettify_float | ||
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| yaml.add_representer(float, prettify_float) | ||
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| def filter_ATLAS_WPWM_7TEV_36FB_data_central(): | ||
| """ | ||
| This function writes the central data to yaml files. | ||
| """ | ||
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| central_values= get_data_values() | ||
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| data_central_yaml= {"data_central": central_values} | ||
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| # write central values and kinematics to yaml file | ||
| with open("data.yaml", "w") as file: | ||
| yaml.dump(data_central_yaml, file, sort_keys=False) | ||
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| if __name__ == "__main__": | ||
| filter_ATLAS_WPWM_7TEV_36FB_data_central() |
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nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_36PB/filter_utils.py
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| @@ -0,0 +1,36 @@ | ||
| """ | ||
| This module contains helper functions that are used to extract the data values | ||
| from the rawdata files. | ||
| """ | ||
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| import yaml | ||
| import pandas as pd | ||
| import numpy as np | ||
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| def get_data_values(): | ||
| """ | ||
| returns the central data values in the form of a list. | ||
| """ | ||
|
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| data_central = [] | ||
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| tables = [5,3] | ||
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| for table in tables: | ||
| hepdata_table = f"rawdata/HEPData-ins928289-v1-Table_{table}.yaml" | ||
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| with open(hepdata_table, 'r') as file: | ||
| input = yaml.safe_load(file) | ||
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| values = input['dependent_variables'][0]['values'] | ||
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| for value in values: | ||
| # store data central and convert the units and apply the correction factor | ||
| data_central.append(value['value'] * 1000 * 1.0187) | ||
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| return data_central | ||
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| if __name__ == "__main__": | ||
| get_data_values() |
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88
...data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_36PB/rawdata/HEPData-ins928289-v1-Table_3.yaml
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,88 @@ | ||
| dependent_variables: | ||
| - header: {name: D(SIG)/DABS(ETARAP), units: PB} | ||
| qualifiers: | ||
| - {name: MT, units: GEV, value: '> 40'} | ||
| - {name: PT(C=LEPTON-), units: GEV, value: '> 20'} | ||
| - {name: PT(C=NU), units: GEV, value: '> 25'} | ||
| - {name: RE, value: P P --> W- < LEPTON- NUBAR > X} | ||
| values: | ||
| - errors: | ||
| - {label: stat, symerror: 5.16} | ||
| - {label: sys, symerror: 5.75} | ||
| - {label: sys, symerror: 5.78} | ||
| - {label: 'sys,luminosity uncertainty', symerror: 3.4%} | ||
| value: 446.32 | ||
| - errors: | ||
| - {label: stat, symerror: 4.75} | ||
| - {label: sys, symerror: 4.96} | ||
| - {label: sys, symerror: 5.68} | ||
| - {label: 'sys,luminosity uncertainty', symerror: 3.4%} | ||
| value: 440.26 | ||
| - errors: | ||
| - {label: stat, symerror: 4.71} | ||
| - {label: sys, symerror: 5.0} | ||
| - {label: sys, symerror: 5.95} | ||
| - {label: 'sys,luminosity uncertainty', symerror: 3.4%} | ||
| value: 455.06 | ||
| - errors: | ||
| - {label: stat, symerror: 4.93} | ||
| - {label: sys, symerror: 5.71} | ||
| - {label: sys, symerror: 5.92} | ||
| - {label: 'sys,luminosity uncertainty', symerror: 3.4%} | ||
| value: 439.81 | ||
| - errors: | ||
| - {label: stat, symerror: 4.79} | ||
| - {label: sys, symerror: 5.57} | ||
| - {label: sys, symerror: 5.83} | ||
| - {label: 'sys,luminosity uncertainty', symerror: 3.4%} | ||
| value: 428.07 | ||
| - errors: | ||
| - {label: stat, symerror: 3.75} | ||
| - {label: sys, symerror: 4.0} | ||
| - {label: sys, symerror: 5.76} | ||
| - {label: 'sys,luminosity uncertainty', symerror: 3.4%} | ||
| value: 418.89 | ||
| - errors: | ||
| - {label: stat, symerror: 6.94} | ||
| - {label: sys, symerror: 5.23} | ||
| - {label: sys, symerror: 6.46} | ||
| - {label: 'sys,luminosity uncertainty', symerror: 3.4%} | ||
| value: 387.27 | ||
| - errors: | ||
| - {label: stat, symerror: 4.27} | ||
| - {label: sys, symerror: 3.56} | ||
| - {label: sys, symerror: 5.64} | ||
| - {label: 'sys,luminosity uncertainty', symerror: 3.4%} | ||
| value: 384.03 | ||
| - errors: | ||
| - {label: stat, symerror: 4.38} | ||
| - {label: sys, symerror: 3.88} | ||
| - {label: sys, symerror: 5.56} | ||
| - {label: 'sys,luminosity uncertainty', symerror: 3.4%} | ||
| value: 375.29 | ||
| - errors: | ||
| - {label: stat, symerror: 4.05} | ||
| - {label: sys, symerror: 3.49} | ||
| - {label: sys, symerror: 5.36} | ||
| - {label: 'sys,luminosity uncertainty', symerror: 3.4%} | ||
| value: 357.39 | ||
| - errors: | ||
| - {label: stat, symerror: 3.9} | ||
| - {label: sys, symerror: 3.65} | ||
| - {label: sys, symerror: 5.43} | ||
| - {label: 'sys,luminosity uncertainty', symerror: 3.4%} | ||
| value: 330.99 | ||
| independent_variables: | ||
| - header: {name: ABS(ETARAP)} | ||
| values: | ||
| - {high: 0.21, low: 0.0} | ||
| - {high: 0.42, low: 0.21} | ||
| - {high: 0.63, low: 0.42} | ||
| - {high: 0.84, low: 0.63} | ||
| - {high: 1.05, low: 0.84} | ||
| - {high: 1.37, low: 1.05} | ||
| - {high: 1.52, low: 1.37} | ||
| - {high: 1.74, low: 1.52} | ||
| - {high: 1.95, low: 1.74} | ||
| - {high: 2.18, low: 1.95} | ||
| - {high: 2.5, low: 2.18} |
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...data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_36PB/rawdata/HEPData-ins928289-v1-Table_5.yaml
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,88 @@ | ||
| dependent_variables: | ||
| - header: {name: D(SIG)/DABS(ETARAP), units: PB} | ||
| qualifiers: | ||
| - {name: MT, units: GEV, value: '> 40'} | ||
| - {name: PT(C=LEPTON+), units: GEV, value: '> 20'} | ||
| - {name: PT(C=NU), units: GEV, value: '> 25'} | ||
| - {name: RE, value: P P --> W+ < LEPTON+ NU > X} | ||
| values: | ||
| - errors: | ||
| - {label: stat, symerror: 6.03} | ||
| - {label: sys, symerror: 7.01} | ||
| - {label: sys, symerror: 8.02} | ||
| - {label: 'sys,luminosity uncertainty', symerror: 3.4%} | ||
| value: 602.0 | ||
| - errors: | ||
| - {label: stat, symerror: 5.59} | ||
| - {label: sys, symerror: 5.95} | ||
| - {label: sys, symerror: 7.06} | ||
| - {label: 'sys,luminosity uncertainty', symerror: 3.4%} | ||
| value: 602.67 | ||
| - errors: | ||
| - {label: stat, symerror: 5.5} | ||
| - {label: sys, symerror: 5.99} | ||
| - {label: sys, symerror: 7.26} | ||
| - {label: 'sys,luminosity uncertainty', symerror: 3.4%} | ||
| value: 620.15 | ||
| - errors: | ||
| - {label: stat, symerror: 5.82} | ||
| - {label: sys, symerror: 6.88} | ||
| - {label: sys, symerror: 7.37} | ||
| - {label: 'sys,luminosity uncertainty', symerror: 3.4%} | ||
| value: 614.69 | ||
| - errors: | ||
| - {label: stat, symerror: 6.01} | ||
| - {label: sys, symerror: 6.89} | ||
| - {label: sys, symerror: 8.06} | ||
| - {label: 'sys,luminosity uncertainty', symerror: 3.4%} | ||
| value: 640.65 | ||
| - errors: | ||
| - {label: stat, symerror: 4.67} | ||
| - {label: sys, symerror: 5.37} | ||
| - {label: sys, symerror: 7.68} | ||
| - {label: 'sys,luminosity uncertainty', symerror: 3.4%} | ||
| value: 647.21 | ||
| - errors: | ||
| - {label: stat, symerror: 8.63} | ||
| - {label: sys, symerror: 8.2} | ||
| - {label: sys, symerror: 10.91} | ||
| - {label: 'sys,luminosity uncertainty', symerror: 3.4%} | ||
| value: 630.74 | ||
| - errors: | ||
| - {label: stat, symerror: 5.31} | ||
| - {label: sys, symerror: 4.92} | ||
| - {label: sys, symerror: 7.24} | ||
| - {label: 'sys,luminosity uncertainty', symerror: 3.4%} | ||
| value: 629.17 | ||
| - errors: | ||
| - {label: stat, symerror: 5.69} | ||
| - {label: sys, symerror: 5.69} | ||
| - {label: sys, symerror: 8.37} | ||
| - {label: 'sys,luminosity uncertainty', symerror: 3.4%} | ||
| value: 648.85 | ||
| - errors: | ||
| - {label: stat, symerror: 5.32} | ||
| - {label: sys, symerror: 5.46} | ||
| - {label: sys, symerror: 7.57} | ||
| - {label: 'sys,luminosity uncertainty', symerror: 3.4%} | ||
| value: 628.13 | ||
| - errors: | ||
| - {label: stat, symerror: 5.17} | ||
| - {label: sys, symerror: 5.68} | ||
| - {label: sys, symerror: 8.01} | ||
| - {label: 'sys,luminosity uncertainty', symerror: 3.4%} | ||
| value: 578.39 | ||
| independent_variables: | ||
| - header: {name: ABS(ETARAP)} | ||
| values: | ||
| - {high: 0.21, low: 0.0} | ||
| - {high: 0.42, low: 0.21} | ||
| - {high: 0.63, low: 0.42} | ||
| - {high: 0.84, low: 0.63} | ||
| - {high: 1.05, low: 0.84} | ||
| - {high: 1.37, low: 1.05} | ||
| - {high: 1.52, low: 1.37} | ||
| - {high: 1.74, low: 1.52} | ||
| - {high: 1.95, low: 1.74} | ||
| - {high: 2.18, low: 1.95} | ||
| - {high: 2.5, low: 2.18} |