Added function to produce data.yaml

nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_36PB/data.yaml

@@ -0,0 +1,9 @@
+data_central:
+- 1.31687349e+05
+- 1.31860528e+05
+- 1.28162647e+05
+- 1.20440901e+05
+- 1.15490019e+05
+- 1.07228362e+05
+- 9.39037660e+04
+- 5.43782060e+04

nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_36PB/filter.py

@@ -0,0 +1,29 @@
+"""
+When running `python filter.py` the relevant data yaml
+file will be created in the `nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB` directory.
+"""
+
+import yaml
+from filter_utils import get_data_values
+
+from nnpdf_data.filter_utils.utils import prettify_float
+
+yaml.add_representer(float, prettify_float)
+
+
+def filter_ATLAS_Z0_7TEV_36FB_data_kinematic():
+    """
+    This function writes the systematics to yaml files.
+    """
+
+    central_values = get_data_values()
+
+    data_central_yaml = {"data_central": central_values}
+
+    # write central values and kinematics to yaml file
+    with open("data.yaml", "w") as file:
+        yaml.dump(data_central_yaml, file, sort_keys=False)
+
+
+if __name__ == "__main__":
+    filter_ATLAS_Z0_7TEV_36FB_data_kinematic()

nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_36PB/filter_utils.py

@@ -0,0 +1,33 @@
+"""
+This module contains helper functions that are used to extract the data values 
+from the rawdata files.
+"""
+
+import yaml
+import pandas as pd
+import numpy as np
+
+
+def get_data_values():
+    """
+    returns the central data values in the form of a list.
+    """
+
+    data_central = []
+
+    hepdata_table = f"rawdata/HEPData-ins928289-v1-Table_1.yaml"
+
+    with open(hepdata_table, 'r') as file:
+        input = yaml.safe_load(file)
+
+    values = input['dependent_variables'][0]['values']
+
+    for value in values:
+        # store data central and convert the units and apply the correction factor
+        data_central.append(value['value'] * 1000 * 1.0187)
+
+    return data_central
+
+
+if __name__ == "__main__":
+    get_data_values()

nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_36PB/metadata.yaml

@@ -10,7 +10,7 @@ arXiv:
 iNSPIRE:
   url: ''
 hepdata:
-  url: ''
+  url: 'https://www.hepdata.net/record/ins928289'
   version: -1
 implemented_observables:
 - observable_name: ETA
@@ -19,7 +19,7 @@ implemented_observables:
     label: ATLAS $Z$ 7 TeV 2010
     units: ''
   process_type: EWK_RAP
-  tables: []
+  tables: [1]
   npoints: []
   ndata: 8
   plotting:

nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_36PB/rawdata/HEPData-ins928289-v1-Table_1.yaml

@@ -0,0 +1,67 @@
+dependent_variables:
+- header: {name: D(SIG)/DABS(YRAP), units: PB}
+  qualifiers:
+  - {name: M(C=LEPTON+LEPTON-), units: GeV, value: 66.0-116.0}
+  - {name: PT(C=LEPTON), units: GEV, value: '> 20'}
+  - {name: RE, value: P P --> Z0 < LEPTON+ LEPTON- > X + GAMMA* < LEPTON+ LEPTON-
+      > X}
+  values:
+  - errors:
+    - {label: stat, symerror: 1.88}
+    - {label: sys, symerror: 0.76}
+    - {label: sys, symerror: 1.39}
+    - {label: 'sys,luminosity uncertainty', symerror: 3.4%}
+    value: 129.27
+  - errors:
+    - {label: stat, symerror: 1.9}
+    - {label: sys, symerror: 0.65}
+    - {label: sys, symerror: 1.39}
+    - {label: 'sys,luminosity uncertainty', symerror: 3.4%}
+    value: 129.44
+  - errors:
+    - {label: stat, symerror: 1.89}
+    - {label: sys, symerror: 0.6}
+    - {label: sys, symerror: 1.18}
+    - {label: 'sys,luminosity uncertainty', symerror: 3.4%}
+    value: 125.81
+  - errors:
+    - {label: stat, symerror: 1.9}
+    - {label: sys, symerror: 0.53}
+    - {label: sys, symerror: 1.16}
+    - {label: 'sys,luminosity uncertainty', symerror: 3.4%}
+    value: 118.23
+  - errors:
+    - {label: stat, symerror: 2.09}
+    - {label: sys, symerror: 0.71}
+    - {label: sys, symerror: 1.43}
+    - {label: 'sys,luminosity uncertainty', symerror: 3.4%}
+    value: 113.37
+  - errors:
+    - {label: stat, symerror: 2.71}
+    - {label: sys, symerror: 1.44}
+    - {label: sys, symerror: 2.31}
+    - {label: 'sys,luminosity uncertainty', symerror: 3.4%}
+    value: 105.26
+  - errors:
+    - {label: stat, symerror: 2.99}
+    - {label: sys, symerror: 3.51}
+    - {label: sys, symerror: 3.47}
+    - {label: 'sys,luminosity uncertainty', symerror: 3.4%}
+    value: 92.18
+  - errors:
+    - {label: stat, symerror: 2.25}
+    - {label: sys, symerror: 2.33}
+    - {label: sys, symerror: 4.3}
+    - {label: 'sys,luminosity uncertainty', symerror: 3.4%}
+    value: 53.38
+independent_variables:
+- header: {name: ABS(YRAP)}
+  values:
+  - {high: 0.4, low: 0.0}
+  - {high: 0.8, low: 0.4}
+  - {high: 1.2, low: 0.8}
+  - {high: 1.6, low: 1.2}
+  - {high: 2.0, low: 1.6}
+  - {high: 2.4, low: 2.0}
+  - {high: 2.8, low: 2.4}
+  - {high: 3.6, low: 2.8}