Re-implementation of the LHCb Collider DY Datasets

buildmaster/ATLAS_DY_7TEV_LOMASS_EXT/data.yaml

@@ -0,0 +1,7 @@
+data_central:
+- 12.41
+- 22.57
+- 14.64
+- 6.73
+- 2.81
+- 1.27

buildmaster/ATLAS_DY_7TEV_LOMASS_EXT/filter.py

@@ -0,0 +1,124 @@
+import yaml
+
+def filter_ATLAS_DY_7TEV_LOMASS_EXT():
+    with open("metadata.yaml", "r") as file:
+        metadata = yaml.safe_load(file)
+
+    version = metadata["hepdata"]["version"]
+    tables = metadata["implemented_observables"][0]["tables"]
+    npoints = metadata["implemented_observables"][0]["npoints"]
+
+    data_central = []
+    kin = []
+    error = []
+    input = []
+
+    hepdata_tables = [
+        "rawdata/HEPData-ins1288706-v" + str(version) + "-Table_6.yaml",
+        "rawdata/HEPData-ins1288706-v" + str(version) + "-Table_7.yaml",
+    ]
+
+    for table in hepdata_tables:
+        with open(table, "r") as file:
+            input.append(yaml.safe_load(file))
+
+    for j in range(npoints[0]):
+        data_central_value = input[0]["dependent_variables"][0]["values"][j]["value"]
+        data_central.append(data_central_value)
+        mll_low = float(input[0]["independent_variables"][0]["values"][j]["low"])
+        mll_hig = float(input[0]["independent_variables"][0]["values"][j]["high"])
+        kin_value = {
+            "mll": {
+                "min": mll_low,
+                "mid": 0.5 * (mll_low + mll_hig),
+                "max": mll_hig,
+            },
+            "mll2": {
+                "min": mll_low * mll_low,
+                "mid": (0.5 * (mll_low + mll_hig))**2,
+                "max": mll_hig * mll_hig,
+            },
+            "sqrts": {"min": 7000.0, "mid": 7000.0, "max": 7000.0},
+        }
+        kin.append(kin_value)
+
+        error_value = {
+            "stat_1": float(
+                input[0]["dependent_variables"][0]["values"][j]["errors"][0][
+                    "symerror"
+                ].rstrip("%")
+            ),
+            "sys_reco": float(input[1]["dependent_variables"][0]["values"][j]["value"]),
+            "sys_trig": float(input[1]["dependent_variables"][1]["values"][j]["value"]),
+            "sys_iso": float(input[1]["dependent_variables"][2]["values"][j]["value"]),
+            "sys_mjet": float(input[1]["dependent_variables"][3]["values"][j]["value"]),
+            "sys_pTsc": float(input[1]["dependent_variables"][4]["values"][j]["value"]),
+            "sys_res": float(input[1]["dependent_variables"][5]["values"][j]["value"]),
+            "sys_MC": float(input[1]["dependent_variables"][6]["values"][j]["value"]),
+            "sys_lumi": 3.5,
+        }
+        error.append(error_value)
+
+    error_definition = {
+        "stat_1": {
+            "description": "statistical uncertainty",
+            "treatment": "MULT",
+            "type": "UNCORR",
+        },
+        "sys_reco": {
+            "description": "TODO",
+            "treatment": "MULT",
+            "type": "CORR",
+        },
+        "sys_trig": {
+            "description": "TODO",
+            "treatment": "MULT",
+            "type": "CORR",
+        },
+        "sys_iso": {
+            "description": "TODO",
+            "treatment": "MULT",
+            "type": "CORR",
+        },
+        "sys_mjet": {
+            "description": "TODO",
+            "treatment": "MULT",
+            "type": "CORR",
+        },
+        "sys_pTsc": {
+            "description": "TODO",
+            "treatment": "MULT",
+            "type": "CORR",
+        },
+        "sys_res": {
+            "description": "TODO",
+            "treatment": "MULT",
+            "type": "CORR",
+        },
+        "sys_MC": {
+            "description": "TODO",
+            "treatment": "MULT",
+            "type": "CORR",
+        },
+        "sys_lumi": {
+            "description": "TODO",
+            "treatment": "MULT",
+            "type": "ATLASLUMI11",
+        },
+    }
+
+    data_central_yaml = {"data_central": data_central}
+    kinematics_yaml = {"bins": kin}
+    uncertainties_yaml = {"definition": error_definition, "bins": error}
+
+    with open("data.yaml", "w") as file:
+        yaml.dump(data_central_yaml, file, sort_keys=False)
+
+    with open("kinematics.yaml", "w") as file:
+        yaml.dump(kinematics_yaml, file, sort_keys=False)
+
+    with open("uncertainties.yaml", "w") as file:
+        yaml.dump(uncertainties_yaml, file, sort_keys=False)
+
+
+filter_ATLAS_DY_7TEV_LOMASS_EXT()

buildmaster/ATLAS_DY_7TEV_LOMASS_EXT/kinematics.yaml

@@ -0,0 +1,73 @@
+bins:
+- mll:
+    min: 12.0
+    mid: 14.5
+    max: 17.0
+  mll2:
+    min: 144.0
+    mid: 210.25
+    max: 289.0
+  sqrts:
+    min: 7000.0
+    mid: 7000.0
+    max: 7000.0
+- mll:
+    min: 17.0
+    mid: 19.5
+    max: 22.0
+  mll2:
+    min: 289.0
+    mid: 380.25
+    max: 484.0
+  sqrts:
+    min: 7000.0
+    mid: 7000.0
+    max: 7000.0
+- mll:
+    min: 22.0
+    mid: 25.0
+    max: 28.0
+  mll2:
+    min: 484.0
+    mid: 625.0
+    max: 784.0
+  sqrts:
+    min: 7000.0
+    mid: 7000.0
+    max: 7000.0
+- mll:
+    min: 28.0
+    mid: 32.0
+    max: 36.0
+  mll2:
+    min: 784.0
+    mid: 1024.0
+    max: 1296.0
+  sqrts:
+    min: 7000.0
+    mid: 7000.0
+    max: 7000.0
+- mll:
+    min: 36.0
+    mid: 41.0
+    max: 46.0
+  mll2:
+    min: 1296.0
+    mid: 1681.0
+    max: 2116.0
+  sqrts:
+    min: 7000.0
+    mid: 7000.0
+    max: 7000.0
+- mll:
+    min: 46.0
+    mid: 56.0
+    max: 66.0
+  mll2:
+    min: 2116.0
+    mid: 3136.0
+    max: 4356.0
+  sqrts:
+    min: 7000.0
+    mid: 7000.0
+    max: 7000.0

buildmaster/ATLAS_DY_7TEV_LOMASS_EXT/metadata.yaml

@@ -0,0 +1,49 @@
+setname: "ATLAS_DY_7TEV_LOMASS_EXT"
+
+version: 1
+version_comment: "Initial implementation"
+
+arXiv:
+   url: "https://arxiv.org/abs/1404.1212"
+iNSPIRE:
+   url: "https://inspirehep.net/literature/1288706"
+hepdata:
+   url: "https://www.hepdata.net/record/ins1288706"
+   version: 1
+
+nnpdf_metadata:
+   nnpdf31_process: "EWK_MLL"
+   experiment: "ATLAS"
+
+implemented_observables:
+  - observable_name: "TODO"
+    observable:
+      description: "TODO"
+      label: "TODO"
+      units: "TODO"
+    # data is in table 6, breakdown of systematic uncertainties is in table 7
+    tables: [6, 7]
+    npoints: [6, 0]
+    process_type: "EWK_MLL"
+    plotting:
+      dataset_label: "TODO"
+      plot_x: TODO
+      figure_by:
+        - TODO
+      kinematic_coverage:
+        - TODO
+        - TODO
+        - TODO
+      kinematics:
+        variables:
+          var_1: {description: "TODO", label: "TODO", units: "TODO"}
+          var_2: {description: "TODO", label: "TODO", units: "TODO"}
+          var_3: {description: "TODO", label: "TODO", units: "TODO"}
+        file: kinematics.yaml
+      data_central: data.yaml
+      data_uncertainties:
+        - uncertainties.yaml
+      theory: 
+        FK_tables:
+          - - TODO
+        operation: 'null'

buildmaster/ATLAS_DY_7TEV_LOMASS_EXT/rawdata/HEPData-ins1288706-v1-Table_6.yaml

@@ -0,0 +1,116 @@
+dependent_variables:
+- header: {name: D(SIG)/DM, units: PB/GEV}
+  qualifiers:
+  - {name: RE, value: P P --> MU+ MU- X}
+  - {name: SQRT(S), units: GeV, value: '7000.0'}
+  values:
+  - errors:
+    - {label: stat, symerror: 4.2%}
+    - {label: sys, symerror: 12.6%}
+    value: 12.41
+  - errors:
+    - {label: stat, symerror: 3.1%}
+    - {label: sys, symerror: 12.3%}
+    value: 22.57
+  - errors:
+    - {label: stat, symerror: 3.3%}
+    - {label: sys, symerror: 9.5%}
+    value: 14.64
+  - errors:
+    - {label: stat, symerror: 4.0%}
+    - {label: sys, symerror: 7.4%}
+    value: 6.73
+  - errors:
+    - {label: stat, symerror: 5.2%}
+    - {label: sys, symerror: 5.7%}
+    value: 2.81
+  - errors:
+    - {label: stat, symerror: 4.7%}
+    - {label: sys, symerror: 5.2%}
+    value: 1.27
+- header: {name: TOTAL ERROR, units: PCT}
+  qualifiers:
+  - {name: RE, value: P P --> MU+ MU- X}
+  - {name: SQRT(S), units: GeV, value: '7000.0'}
+  values:
+  - {value: 13.3}
+  - {value: 12.7}
+  - {value: 10.0}
+  - {value: 8.5}
+  - {value: 7.8}
+  - {value: 7.1}
+- header: {name: D}
+  qualifiers:
+  - {name: RE, value: P P --> MU+ MU- X}
+  - {name: SQRT(S), units: GeV, value: '7000.0'}
+  values:
+  - {value: 1.0}
+  - {value: 0.98}
+  - {value: 0.98}
+  - {value: 0.99}
+  - {value: 1.02}
+  - {value: 1.16}
+- header: {name: A}
+  qualifiers:
+  - {name: RE, value: P P --> MU+ MU- X}
+  - {name: SQRT(S), units: GeV, value: '7000.0'}
+  values:
+  - {value: 0.04}
+  - {value: 0.2}
+  - {value: 0.3}
+  - {value: 0.35}
+  - {value: 0.39}
+  - {value: 0.43}
+- header: {name: delta(A)_scale down, units: PCT}
+  qualifiers:
+  - {name: RE, value: P P --> MU+ MU- X}
+  - {name: SQRT(S), units: GeV, value: '7000.0'}
+  values:
+  - {value: 7.1}
+  - {value: 3.7}
+  - {value: 0.4}
+  - {value: 0.3}
+  - {value: 0.3}
+  - {value: 0.4}
+- header: {name: delta(A)_scale up, units: PCT}
+  qualifiers:
+  - {name: RE, value: P P --> MU+ MU- X}
+  - {name: SQRT(S), units: GeV, value: '7000.0'}
+  values:
+  - {value: 7.5}
+  - {value: 4.2}
+  - {value: 0.8}
+  - {value: 0.3}
+  - {value: 0.4}
+  - {value: 0.7}
+- header: {name: delta(A)_pdf_alpha_s down, units: PCT}
+  qualifiers:
+  - {name: RE, value: P P --> MU+ MU- X}
+  - {name: SQRT(S), units: GeV, value: '7000.0'}
+  values:
+  - {value: 4.1}
+  - {value: 3.0}
+  - {value: 2.3}
+  - {value: 1.8}
+  - {value: 1.3}
+  - {value: 1.0}
+- header: {name: delta(A)_pdf_alpha_s up, units: PCT}
+  qualifiers:
+  - {name: RE, value: P P --> MU+ MU- X}
+  - {name: SQRT(S), units: GeV, value: '7000.0'}
+  values:
+  - {value: 2.7}
+  - {value: 2.0}
+  - {value: 1.6}
+  - {value: 1.2}
+  - {value: 0.9}
+  - {value: 0.6}
+independent_variables:
+- header: {name: M, units: GEV}
+  values:
+  - {high: 17.0, low: 12.0}
+  - {high: 22.0, low: 17.0}
+  - {high: 28.0, low: 22.0}
+  - {high: 36.0, low: 28.0}
+  - {high: 46.0, low: 36.0}
+  - {high: 66.0, low: 46.0}