diff --git a/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-KMIN/data.yaml b/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-KMIN/data.yaml new file mode 100644 index 0000000000..ff4378fe86 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-KMIN/data.yaml @@ -0,0 +1,310 @@ +data_central: +- 0.3352 +- 0.2592 +- 0.2087 +- 0.1363 +- 0.1117 +- 0.0806 +- 0.0571 +- 0.0501 +- 0.0365 +- 0.0161 +- 0.358 +- 0.2656 +- 0.1965 +- 0.1401 +- 0.1016 +- 0.0836 +- 0.0776 +- 0.053 +- 0.0386 +- 0.0288 +- 0.0203 +- 0.0163 +- 0.0103 +- 0.1789 +- 0.1232 +- 0.0962 +- 0.0694 +- 0.0545 +- 0.0426 +- 0.0335 +- 0.0232 +- 0.0156 +- 0.0117 +- 0.3385 +- 0.249 +- 0.1924 +- 0.1409 +- 0.1008 +- 0.0822 +- 0.0585 +- 0.0452 +- 0.0338 +- 0.0252 +- 0.0228 +- 0.0213 +- 0.3615 +- 0.2694 +- 0.1957 +- 0.1446 +- 0.1066 +- 0.0303 +- 0.0346 +- 0.0198 +- 0.0148 +- 0.0077 +- 0.0943 +- 0.0656 +- 0.051 +- 0.038 +- 0.0278 +- 0.0189 +- 0.0142 +- 0.0095 +- 0.1767 +- 0.1315 +- 0.0989 +- 0.0732 +- 0.0567 +- 0.0406 +- 0.0314 +- 0.0235 +- 0.013 +- 0.0111 +- 0.3258 +- 0.2591 +- 0.1875 +- 0.1437 +- 0.1049 +- 0.0804 +- 0.0621 +- 0.0515 +- 0.0348 +- 0.0262 +- 0.0219 +- 0.0071 +- 0.3488 +- 0.2791 +- 0.1999 +- 0.1384 +- 0.1216 +- 0.0396 +- 0.025 +- 0.017 +- 0.0141 +- 0.0068 +- 0.0899 +- 0.06 +- 0.0499 +- 0.0379 +- 0.0273 +- 0.0181 +- 0.0111 +- 0.0077 +- 0.1626 +- 0.1295 +- 0.0978 +- 0.0748 +- 0.0501 +- 0.0392 +- 0.0288 +- 0.0192 +- 0.0144 +- 0.0099 +- 0.3643 +- 0.258 +- 0.1968 +- 0.1522 +- 0.1094 +- 0.0786 +- 0.0589 +- 0.0457 +- 0.035 +- 0.0237 +- 0.0178 +- 0.354 +- 0.2764 +- 0.2014 +- 0.1476 +- 0.1123 +- 0.04 +- 0.0243 +- 0.0183 +- 0.0123 +- 0.0069 +- 0.0992 +- 0.0648 +- 0.0534 +- 0.0354 +- 0.025 +- 0.0169 +- 0.0124 +- 0.0093 +- 0.1773 +- 0.1245 +- 0.0942 +- 0.0701 +- 0.0534 +- 0.0424 +- 0.0307 +- 0.0188 +- 0.017 +- 0.01 +- 0.3415 +- 0.2583 +- 0.188 +- 0.1351 +- 0.1012 +- 0.0728 +- 0.0547 +- 0.041 +- 0.0375 +- 0.0263 +- 0.0201 +- 0.0088 +- 0.3688 +- 0.2573 +- 0.1945 +- 0.1239 +- 0.1132 +- 0.0343 +- 0.0236 +- 0.0172 +- 0.0129 +- 0.006 +- 0.0862 +- 0.0551 +- 0.0454 +- 0.0324 +- 0.023 +- 0.0134 +- 0.0109 +- 0.0053 +- 0.1639 +- 0.1155 +- 0.0905 +- 0.0631 +- 0.0446 +- 0.0322 +- 0.0258 +- 0.0174 +- 0.0134 +- 0.0086 +- 0.3379 +- 0.2437 +- 0.1686 +- 0.1162 +- 0.0913 +- 0.064 +- 0.0441 +- 0.0342 +- 0.0235 +- 0.0233 +- 0.017 +- 0.0061 +- 0.3409 +- 0.2466 +- 0.1607 +- 0.1481 +- 0.0697 +- 0.0268 +- 0.0196 +- 0.0126 +- 0.0096 +- 0.0039 +- 0.0741 +- 0.0484 +- 0.0316 +- 0.0258 +- 0.0195 +- 0.0103 +- 0.009 +- 0.0046 +- 0.1618 +- 0.1089 +- 0.0684 +- 0.057 +- 0.0412 +- 0.0298 +- 0.0232 +- 0.0158 +- 0.0086 +- 0.0046 +- 0.3456 +- 0.2117 +- 0.1621 +- 0.1046 +- 0.0803 +- 0.0494 +- 0.0344 +- 0.0292 +- 0.0155 +- 0.0166 +- 0.0104 +- 0.3199 +- 0.2731 +- 0.1579 +- 0.1332 +- 0.0894 +- 0.026 +- 0.0187 +- 0.0084 +- 0.0086 +- 0.0029 +- 0.0458 +- 0.0531 +- 0.0343 +- 0.0227 +- 0.0151 +- 0.0085 +- 0.008 +- 0.005 +- 0.1298 +- 0.089 +- 0.0661 +- 0.0444 +- 0.0307 +- 0.0266 +- 0.0117 +- 0.0106 +- 0.0108 +- 0.0048 +- 0.3183 +- 0.1989 +- 0.1295 +- 0.107 +- 0.0519 +- 0.0502 +- 0.0234 +- 0.0224 +- 0.0154 +- 0.011 +- 0.0243 +- 0.0537 +- 0.0391 +- 0.0222 +- 0.0168 +- 0.0125 +- 0.0087 +- 0.0075 +- 0.0024 +- 0.138 +- 0.0832 +- 0.0582 +- 0.0332 +- 0.024 +- 0.0175 +- 0.0118 +- 0.0076 +- 0.0047 +- 0.0018 +- 0.2852 +- 0.2052 +- 0.141 +- 0.0782 +- 0.0545 +- 0.063 +- 0.0132 +- 0.009 +- 0.0052 diff --git a/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-KMIN/filter.py b/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-KMIN/filter.py new file mode 100644 index 0000000000..5e80c21f9a --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-KMIN/filter.py @@ -0,0 +1,146 @@ +import yaml +import os + +# m_hadron = m_D = 1.876 GeV +E_cm = 24.6 # sqrt(s)=sqrt(2p_lep*m_hadron+m_hadron^2)=sqrt(2*160*1.876+1.876^2)= 24.6 GeV + + +def read_data(folder_path: str, tables: list): + """ + htype: 0 for proton, 1 for deutron + """ + collected_data = dict() + collected_data["values"] = list() + collected_data["errors_stat"] = list() + collected_data["errors_sys"] = list() + collected_data["kinematics_x"] = list() + collected_data["kinematics_y"] = list() + collected_data["kinematics_z"] = list() + collected_data["kinematics_Q2"] = list() + + metadata_dict = {"tables": tables, "ndata_points": list()} + + for table in tables: + with open(folder_path + f"data{table}.yaml", "r", encoding="utf-8") as file: + file_dict = yaml.safe_load(file) + values = file_dict["dependent_variables"][0]["values"] + n_values = len(values) + metadata_dict["ndata_points"].append(n_values) + for i in range(n_values): + collected_data["values"] = collected_data["values"] + [values[i]["value"]] + collected_data["errors_stat"] = collected_data["errors_stat"] + [ + values[i]["errors"][0]["symerror"] + ] + collected_data["errors_sys"] = collected_data["errors_sys"] + [ + values[i]["errors"][1]["symerror"] + ] + collected_data["kinematics_Q2"] = collected_data["kinematics_Q2"] + [ + file_dict["independent_variables"][2]["values"][i]["value"] + ] + collected_data["kinematics_z"] = collected_data["kinematics_z"] + [ + [ + file_dict["independent_variables"][3]["values"][i]["low"], + file_dict["independent_variables"][3]["values"][i]["value"], + file_dict["independent_variables"][3]["values"][i]["high"], + ] + ] + collected_data["kinematics_x"] = collected_data["kinematics_x"] + [ + [ + file_dict["independent_variables"][0]["values"][i]["low"], + file_dict["independent_variables"][0]["values"][i]["value"], + file_dict["independent_variables"][0]["values"][i]["high"], + ] + ] + collected_data["kinematics_y"] = collected_data["kinematics_y"] + [ + [ + file_dict["independent_variables"][1]["values"][i]["low"], + file_dict["independent_variables"][1]["values"][i]["value"], + file_dict["independent_variables"][1]["values"][i]["high"], + ] + ] + return collected_data, metadata_dict + + +def write_data(collected_data: dict, folder_path: str): + data_central_yaml = {"data_central": collected_data["values"]} + with open(folder_path + f"data.yaml", "w", encoding="utf-8") as file: + yaml.dump(data_central_yaml, file, sort_keys=False) + + n_items = len(collected_data["values"]) + + # Write kin file + kin = [] + for i in range(n_items): + kin_value = { + "x": { + "min": collected_data["kinematics_x"][i][0], + "mid": collected_data["kinematics_x"][i][1], + "max": collected_data["kinematics_x"][i][2], + }, + "y": { + "min": collected_data["kinematics_y"][i][0], + "mid": collected_data["kinematics_y"][i][1], + "max": collected_data["kinematics_y"][i][2], + }, + "z": { + "min": collected_data["kinematics_z"][i][0], + "mid": collected_data["kinematics_z"][i][1], + "max": collected_data["kinematics_z"][i][2], + }, + "Q2": {"min": None, "mid": collected_data["kinematics_Q2"][i], "max": None}, + "sqrts": {"min": None, "mid": E_cm, "max": None}, + } + kin.append(kin_value) + kinematics_yaml = {"bins": kin} + + with open(folder_path + f"kinematics.yaml", "w", encoding="utf-8") as file: + yaml.dump(kinematics_yaml, file, sort_keys=False) + + # Write unc file + error = [] + for i in range(n_items): + # here uncertainties are symmetric + e = { + "stat": collected_data["errors_stat"][i], + "sys": collected_data["errors_sys"][i], + } + error.append(e) + + error_definition = { + "stat": { + "description": "statistical uncertainty", + "treatment": "ADD", + "type": "UNCORR", + }, + "sys": { + "description": "systematic uncertainty", + "treatment": "ADD", + "type": "UNCORR", + }, + } + + uncertainties_yaml = {"definitions": error_definition, "bins": error} + + with open(folder_path + f"uncertainties.yaml", "w", encoding="utf-8") as file: + yaml.dump(uncertainties_yaml, file, sort_keys=False) + + +if __name__ == "__main__": + + # relative folder path + folder_path = os.path.dirname(os.path.abspath(__file__)) + "/" + + # TODO Create a dict for easy running + naming_dict = { + # "KaPHadron-MLTP": [1], + "KaMHadron-MLTP": [2], + } + + # Wp + for name, tables in naming_dict.items(): + collected_data, metadata_dict = read_data(folder_path + "rawdata/", tables) + print(name.split("-")[0].lower(), metadata_dict) + write_data( + collected_data, + folder_path=folder_path, + ) diff --git a/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-KMIN/kinematics.yaml b/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-KMIN/kinematics.yaml new file mode 100644 index 0000000000..6b58c02dd4 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-KMIN/kinematics.yaml @@ -0,0 +1,6181 @@ +bins: +- x: + min: 0.004 + mid: 0.0087 + max: 0.01 + y: + min: 0.3 + mid: 0.44 + max: 0.5 + z: + min: 0.2 + mid: 0.224 + max: 0.25 + Q2: + min: null + mid: 1.149 + max: null + sqrts: + min: null + mid: 24.6 + max: null +- x: + min: 0.004 + mid: 0.0088 + max: 0.01 + y: + min: 0.3 + mid: 0.44 + max: 0.5 + z: + min: 0.25 + mid: 0.274 + max: 0.3 + Q2: + min: null + mid: 1.138 + max: null + sqrts: + min: null + mid: 24.6 + max: null +- x: + min: 0.004 + mid: 0.0088 + max: 0.01 + y: + min: 0.3 + mid: 0.44 + max: 0.5 + z: + min: 0.3 + mid: 0.324 + max: 0.35 + Q2: + min: null + mid: 1.138 + max: null + sqrts: + min: null + mid: 24.6 + max: null +- x: + min: 0.004 + mid: 0.0088 + max: 0.01 + y: + min: 0.3 + mid: 0.44 + max: 0.5 + z: + min: 0.35 + mid: 0.374 + max: 0.4 + Q2: + min: null + mid: 1.138 + max: null + sqrts: + min: null + mid: 24.6 + max: null +- x: + min: 0.004 + mid: 0.0088 + max: 0.01 + y: + min: 0.3 + mid: 0.44 + max: 0.5 + z: + min: 0.4 + mid: 0.424 + max: 0.45 + Q2: + min: null + mid: 1.138 + max: null + sqrts: + min: null + mid: 24.6 + max: null +- x: + min: 0.004 + mid: 0.0088 + max: 0.01 + y: + min: 0.3 + mid: 0.43 + max: 0.5 + z: + min: 0.45 + mid: 0.474 + max: 0.5 + Q2: + min: null + mid: 1.132 + max: null + sqrts: + min: null + mid: 24.6 + max: null +- x: + min: 0.004 + mid: 0.009 + max: 0.01 + y: + min: 0.3 + mid: 0.41 + max: 0.5 + z: + min: 0.5 + mid: 0.524 + max: 0.55 + Q2: + min: null + mid: 1.105 + max: null + sqrts: + min: null + mid: 24.6 + max: null +- x: + min: 0.004 + mid: 0.0093 + max: 0.01 + y: + min: 0.3 + mid: 0.39 + max: 0.5 + z: + min: 0.55 + mid: 0.574 + max: 0.6 + Q2: + min: null + mid: 1.076 + max: null + sqrts: + min: null + mid: 24.6 + max: null +- x: + min: 0.004 + mid: 0.0095 + max: 0.01 + y: + min: 0.3 + mid: 0.37 + max: 0.5 + z: + min: 0.6 + mid: 0.624 + max: 0.65 + Q2: + min: null + mid: 1.048 + max: null + sqrts: + min: null + mid: 24.6 + max: null +- x: + min: 0.004 + mid: 0.0098 + max: 0.01 + y: + min: 0.3 + mid: 0.35 + max: 0.5 + z: + min: 0.65 + mid: 0.675 + max: 0.7 + Q2: + min: null + mid: 1.023 + max: null + sqrts: + min: null + mid: 24.6 + max: null +- x: + min: 0.004 + mid: 0.0074 + max: 0.01 + y: + min: 0.5 + mid: 0.6 + max: 0.7 + z: + min: 0.2 + mid: 0.223 + max: 0.25 + Q2: + min: null + mid: 1.318 + max: null + sqrts: + min: null + mid: 24.6 + max: null +- x: + min: 0.004 + mid: 0.0074 + max: 0.01 + y: + 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null +- x: + min: 0.18 + mid: 0.2501 + max: 0.4 + y: + min: 0.3 + mid: 0.34 + max: 0.5 + z: + min: 0.6 + mid: 0.624 + max: 0.65 + Q2: + min: null + mid: 25.229 + max: null + sqrts: + min: null + mid: 24.6 + max: null diff --git a/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-KMIN/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-KMIN/metadata.yaml new file mode 100644 index 0000000000..9c506d6a92 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-KMIN/metadata.yaml @@ -0,0 +1,51 @@ +# Generalia +setname: "COMPASS_SIDIS_24P6GEV_D-MUON-KMIN" + +version: 1 +version_comment: "Initial implementation" + +# References +arXiv: + url: "https://arxiv.org/abs/1608.06760" +iNSPIRE: + url: "https://inspirehep.net/literature/1483098" +hepdata: + url: "https://www.hepdata.net/record/ins1483098" + +nnpdf_metadata: + nnpdf31_process: "SIDIS" + experiment: "COMPAS" + +implemented_observables: + - observable_name: "MLTP" + observable: + description: Multiplicity M for $K^+$ for the hadron as a function of $x$, $y$, $z$ and $Q^2$ + label: $M$ + units: "" + process_type: "" + ndata: 309 + tables: [1] + npoints: [309] + + # Plotting information + plotting: + kinematics_override: + dataset_label: COMPAS $\mu^{+}$ d-->$\mu^{+}$ $K^{+/-}$ X + y_label: $M(x,y,z,Q^2)$ + plot_x: + line_by: [] + figure_by: [] + kinematic_coverage: [x,y,z,Q2,sqrts] + + kinematics: + variables: + x: { description: "Bjorken x", label: x, units: "" } + y: { description: "fractional energy of lepton carried by the photon", label: y, units: "" } + z: { description: "fractional momentum of the parent quark carried by the hadron", label: z, units: "" } + Q2: { description: "Momentum transfer", label: '$Q^2$', units: "$(\frac{GeV}{c})^2$" } + sqrts: { description: "Center of mass energy", label: '$\sqrt{s}$', units: "GeV" } + file: kinematics_kaphadron.yaml + + data_central: data_kaphadron.yaml + data_uncertainties: + - uncertainties_kaphadron.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-KMIN/rawdata/HEPData-ins1483098-v1 (1).zip b/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-KMIN/rawdata/HEPData-ins1483098-v1 (1).zip new file mode 100644 index 0000000000..33a81ae233 Binary files /dev/null and b/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-KMIN/rawdata/HEPData-ins1483098-v1 (1).zip differ diff --git a/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-KMIN/rawdata/data1.yaml b/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-KMIN/rawdata/data1.yaml new file mode 100644 index 0000000000..e6531716f4 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-KMIN/rawdata/data1.yaml @@ -0,0 +1,4979 @@ +dependent_variables: +- header: {name: '$M^{K^{+}}$'} + qualifiers: + - {name: PLAB, units: GEV, value: '160.0'} + - {name: RE, value: '$\mu^{+}$ d-->$\mu^{+}$ $K^{+}$ X'} + values: + - 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{high: 0.35, low: 0.3, value: 0.324} + - {high: 0.4, low: 0.35, value: 0.374} + - {high: 0.45, low: 0.4, value: 0.424} + - {high: 0.5, low: 0.45, value: 0.473} + - {high: 0.55, low: 0.5, value: 0.524} + - {high: 0.6, low: 0.55, value: 0.574} + - {high: 0.65, low: 0.6, value: 0.624} + - {high: 0.7, low: 0.65, value: 0.674} + - {high: 0.75, low: 0.7, value: 0.725} + - {high: 0.45, low: 0.4, value: 0.425} + - {high: 0.5, low: 0.45, value: 0.475} + - {high: 0.55, low: 0.5, value: 0.524} + - {high: 0.6, low: 0.55, value: 0.574} + - {high: 0.65, low: 0.6, value: 0.624} + - {high: 0.7, low: 0.65, value: 0.675} + - {high: 0.75, low: 0.7, value: 0.724} + - {high: 0.85, low: 0.75, value: 0.793} + - {high: 0.35, low: 0.3, value: 0.324} + - {high: 0.4, low: 0.35, value: 0.374} + - {high: 0.45, low: 0.4, value: 0.424} + - {high: 0.5, low: 0.45, value: 0.474} + - {high: 0.55, low: 0.5, value: 0.524} + - {high: 0.6, low: 0.55, value: 0.574} + - {high: 0.65, low: 0.6, value: 0.624} + - {high: 0.7, low: 0.65, value: 0.674} + - {high: 0.75, low: 0.7, value: 0.724} + - {high: 0.85, low: 0.75, value: 0.793} + - {high: 0.25, low: 0.2, value: 0.224} + - {high: 0.3, low: 0.25, value: 0.274} + - {high: 0.35, low: 0.3, value: 0.324} + - {high: 0.4, low: 0.35, value: 0.374} + - {high: 0.45, low: 0.4, value: 0.424} + - {high: 0.5, low: 0.45, value: 0.474} + - {high: 0.55, low: 0.5, value: 0.524} + - {high: 0.6, low: 0.55, value: 0.575} + - {high: 0.65, low: 0.6, value: 0.624} diff --git a/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-KMIN/rawdata/data2.yaml b/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-KMIN/rawdata/data2.yaml new file mode 100644 index 0000000000..a64e35491f --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-KMIN/rawdata/data2.yaml @@ -0,0 +1,4979 @@ +dependent_variables: +- header: {name: '$M^{K^{-}}$'} + qualifiers: + - {name: PLAB, units: GEV, value: '160.0'} + - {name: RE, value: '$\mu^{+}$d-->$\mu^{+}K^{-}$X'} + values: + - errors: + - {label: stat, symerror: 0.0075} + - {label: sys, symerror: 0.0251} + value: 0.3352 + - errors: + - {label: stat, symerror: 0.0064} + - {label: sys, symerror: 0.0194} + value: 0.2592 + - errors: + - {label: stat, symerror: 0.0059} + - {label: sys, symerror: 0.0156} + value: 0.2087 + - errors: + - {label: stat, symerror: 0.0047} + - {label: sys, symerror: 0.0101} + value: 0.1363 + - errors: + - {label: stat, symerror: 0.0044} + - {label: sys, symerror: 0.0087} + value: 0.1117 + - errors: + - {label: stat, symerror: 0.0038} + - {label: sys, symerror: 0.0066} + value: 0.0806 + - errors: + - {label: stat, symerror: 0.0042} + - {label: sys, symerror: 0.0062} + value: 0.0571 + - errors: + - {label: stat, symerror: 0.0055} + - {label: sys, symerror: 0.0057} + value: 0.0501 + - errors: + - {label: stat, symerror: 0.0076} + - {label: sys, symerror: 0.005} + value: 0.0365 + - errors: + - {label: stat, symerror: 0.0108} + - {label: sys, symerror: 0.0029} + value: 0.0161 + - errors: + - {label: stat, symerror: 0.0048} + - {label: sys, symerror: 0.0297} + value: 0.358 + - errors: + - {label: stat, symerror: 0.0043} + - {label: sys, symerror: 0.022} + value: 0.2656 + - errors: + - {label: stat, symerror: 0.0039} + - {label: sys, symerror: 0.0163} + value: 0.1965 + - errors: + - {label: stat, symerror: 0.0043} + - {label: sys, symerror: 0.0115} + value: 0.1401 + - errors: + - {label: stat, symerror: 0.0056} + - {label: sys, symerror: 0.0085} + value: 0.1016 + - errors: + - {label: stat, symerror: 0.0095} + - {label: sys, symerror: 0.0058} + value: 0.0836 + - errors: + - {label: stat, symerror: 0.007} + - {label: sys, symerror: 0.0053} + value: 0.0776 + - errors: + - {label: stat, symerror: 0.0056} + - {label: sys, symerror: 0.0044} + value: 0.053 + - errors: + - {label: stat, symerror: 0.0046} + - {label: sys, symerror: 0.0033} + value: 0.0386 + - errors: + - {label: stat, symerror: 0.0041} + - {label: sys, symerror: 0.0019} + value: 0.0288 + - errors: + - {label: stat, symerror: 0.0032} + - {label: sys, symerror: 0.0013} + value: 0.0203 + - errors: + - {label: stat, symerror: 0.0031} + - {label: sys, symerror: 0.0011} + value: 0.0163 + - errors: + - {label: stat, symerror: 0.0018} + - {label: sys, symerror: 0.0007} + value: 0.0103 + - errors: + - {label: stat, symerror: 0.0051} + - {label: sys, symerror: 0.0121} + value: 0.1789 + - errors: + - {label: stat, symerror: 0.0032} + - {label: sys, symerror: 0.0082} + value: 0.1232 + - errors: + - {label: stat, symerror: 0.0026} + - {label: sys, symerror: 0.0068} + value: 0.0962 + - errors: + - {label: stat, symerror: 0.0022} + - {label: sys, symerror: 0.0051} + value: 0.0694 + - errors: + - {label: stat, symerror: 0.0019} + - {label: sys, symerror: 0.0042} + value: 0.0545 + - errors: + - {label: stat, symerror: 0.0017} + - {label: sys, symerror: 0.0037} + value: 0.0426 + - errors: + - {label: stat, symerror: 0.0016} + - {label: sys, symerror: 0.0025} + value: 0.0335 + - errors: + - {label: stat, symerror: 0.0014} + - {label: sys, symerror: 0.0016} + value: 0.0232 + - errors: + - {label: stat, symerror: 0.0012} + - {label: sys, symerror: 0.0013} + value: 0.0156 + - errors: + - {label: stat, symerror: 0.0008} + - {label: sys, symerror: 0.0014} + value: 0.0117 + - errors: + - {label: stat, symerror: 0.0049} + - {label: sys, symerror: 0.0248} + value: 0.3385 + - errors: + - {label: stat, symerror: 0.0032} + - {label: sys, symerror: 0.0179} + value: 0.249 + - errors: + - {label: stat, symerror: 0.0028} + - {label: sys, symerror: 0.0138} + value: 0.1924 + - errors: + - {label: stat, symerror: 0.0024} + - {label: sys, symerror: 0.0101} + value: 0.1409 + - errors: + - {label: stat, symerror: 0.002} + - {label: sys, symerror: 0.0074} + value: 0.1008 + - errors: + - {label: stat, symerror: 0.0019} + - {label: sys, symerror: 0.0061} + value: 0.0822 + - errors: + - {label: stat, symerror: 0.0017} + - {label: sys, symerror: 0.0049} + value: 0.0585 + - errors: + - {label: stat, symerror: 0.0017} + - {label: sys, symerror: 0.0042} + value: 0.0452 + - errors: + - {label: stat, symerror: 0.0018} + - {label: sys, symerror: 0.0034} + value: 0.0338 + - errors: + - {label: stat, symerror: 0.002} + - {label: sys, symerror: 0.0031} + value: 0.0252 + - errors: + - {label: stat, symerror: 0.0024} + - {label: sys, symerror: 0.003} + value: 0.0228 + - errors: + - {label: stat, symerror: 0.007} + - {label: sys, symerror: 0.0045} + value: 0.0213 + - errors: + - {label: stat, symerror: 0.0048} + - {label: sys, symerror: 0.0295} + value: 0.3615 + - errors: + - {label: stat, symerror: 0.0043} + - {label: sys, symerror: 0.022} + value: 0.2694 + - errors: + - {label: stat, symerror: 0.0039} + - {label: sys, symerror: 0.0159} + value: 0.1957 + - errors: + - {label: stat, symerror: 0.004} + - {label: sys, symerror: 0.0117} + value: 0.1446 + - errors: + - {label: stat, symerror: 0.0049} + - {label: sys, symerror: 0.009} + value: 0.1066 + - errors: + - {label: stat, symerror: 0.0034} + - {label: sys, symerror: 0.0025} + value: 0.0303 + - errors: + - {label: stat, symerror: 0.0032} + - {label: sys, symerror: 0.0023} + value: 0.0346 + - errors: + - {label: stat, symerror: 0.0021} + - {label: sys, symerror: 0.0012} + value: 0.0198 + - errors: + - {label: stat, symerror: 0.0018} + - {label: sys, symerror: 0.0009} + value: 0.0148 + - errors: + - {label: stat, symerror: 0.0009} + - {label: sys, symerror: 0.0005} + value: 0.0077 + - errors: + - {label: stat, symerror: 0.0071} + - {label: sys, symerror: 0.0062} + value: 0.0943 + - errors: + - {label: stat, symerror: 0.0032} + - {label: sys, symerror: 0.0045} + value: 0.0656 + - errors: + - {label: stat, symerror: 0.0022} + - {label: sys, symerror: 0.0037} + value: 0.051 + - errors: + - {label: stat, symerror: 0.0019} + - {label: sys, symerror: 0.003} + value: 0.038 + - errors: + - {label: stat, symerror: 0.0016} + - {label: sys, symerror: 0.0019} + value: 0.0278 + - errors: + - {label: stat, symerror: 0.0014} + - {label: sys, symerror: 0.0012} + value: 0.0189 + - errors: + - {label: stat, symerror: 0.0012} + - {label: sys, symerror: 0.0009} + value: 0.0142 + - errors: + - {label: stat, symerror: 0.0007} + - {label: sys, symerror: 0.0006} + value: 0.0095 + - errors: + - {label: stat, symerror: 0.0063} + - {label: sys, symerror: 0.0115} + value: 0.1767 + - errors: + - {label: stat, symerror: 0.0038} + - {label: sys, symerror: 0.0085} + value: 0.1315 + - errors: + - {label: stat, symerror: 0.0029} + - {label: sys, symerror: 0.0065} + value: 0.0989 + - errors: + - {label: stat, symerror: 0.0025} + - {label: sys, symerror: 0.0048} + value: 0.0732 + - errors: + - {label: stat, symerror: 0.0022} + - {label: sys, symerror: 0.0039} + value: 0.0567 + - errors: + - {label: stat, symerror: 0.0018} + - {label: sys, symerror: 0.0031} + value: 0.0406 + - errors: + - {label: stat, symerror: 0.0016} + - {label: sys, symerror: 0.0022} + value: 0.0314 + - errors: + - {label: stat, symerror: 0.0014} + - {label: sys, symerror: 0.0015} + value: 0.0235 + - errors: + - {label: stat, symerror: 0.0011} + - {label: sys, symerror: 0.0009} + value: 0.013 + - errors: + - {label: stat, symerror: 0.0008} + - {label: sys, symerror: 0.001} + value: 0.0111 + - errors: + - {label: stat, symerror: 0.0069} + - {label: sys, symerror: 0.0232} + value: 0.3258 + - errors: + - {label: stat, symerror: 0.0046} + - {label: sys, symerror: 0.018} + value: 0.2591 + - errors: + - {label: stat, symerror: 0.0038} + - {label: sys, symerror: 0.013} + value: 0.1875 + - errors: + - {label: stat, symerror: 0.0034} + - {label: sys, symerror: 0.01} + value: 0.1437 + - errors: + - {label: stat, symerror: 0.0028} + - {label: sys, symerror: 0.0073} + value: 0.1049 + - errors: + - {label: stat, symerror: 0.0026} + - {label: sys, symerror: 0.0056} + value: 0.0804 + - errors: + - {label: stat, symerror: 0.0025} + - {label: sys, symerror: 0.0048} + value: 0.0621 + - errors: + - {label: stat, symerror: 0.0026} + - {label: sys, symerror: 0.0044} + value: 0.0515 + - errors: + - {label: stat, symerror: 0.0024} + - {label: sys, symerror: 0.0031} + value: 0.0348 + - errors: + - {label: stat, symerror: 0.0028} + - {label: sys, symerror: 0.0034} + value: 0.0262 + - errors: + - {label: stat, symerror: 0.0032} + - {label: sys, symerror: 0.002} + value: 0.0219 + - errors: + - {label: stat, symerror: 0.0047} + - {label: sys, symerror: 0.0012} + value: 0.0071 + - errors: + - {label: stat, symerror: 0.0078} + - {label: sys, symerror: 0.0275} + value: 0.3488 + - errors: + - {label: stat, symerror: 0.0072} + - {label: sys, symerror: 0.022} + value: 0.2791 + - errors: + - {label: stat, symerror: 0.0063} + - {label: sys, symerror: 0.0158} + value: 0.1999 + - errors: + - {label: stat, symerror: 0.0061} + - {label: sys, symerror: 0.0108} + value: 0.1384 + - errors: + - {label: stat, symerror: 0.0079} + - {label: sys, symerror: 0.0096} + value: 0.1216 + - errors: + - {label: stat, symerror: 0.0043} + - 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low: 0.6, value: 0.624} + - {high: 0.7, low: 0.65, value: 0.673} + - {high: 0.75, low: 0.7, value: 0.724} + - {high: 0.85, low: 0.75, value: 0.793} + - {high: 0.25, low: 0.2, value: 0.223} + - {high: 0.3, low: 0.25, value: 0.274} + - {high: 0.35, low: 0.3, value: 0.323} + - {high: 0.4, low: 0.35, value: 0.374} + - {high: 0.45, low: 0.4, value: 0.424} + - {high: 0.5, low: 0.45, value: 0.474} + - {high: 0.55, low: 0.5, value: 0.523} + - {high: 0.6, low: 0.55, value: 0.574} + - {high: 0.65, low: 0.6, value: 0.624} diff --git a/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-KMIN/rawdata/submission.yaml b/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-KMIN/rawdata/submission.yaml new file mode 100644 index 0000000000..12e40dd734 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-KMIN/rawdata/submission.yaml @@ -0,0 +1,49 @@ +additional_resources: [] +comment: Multiplicities of charged kaons produced in semi-inclusive deep-inelastic + scattering were measured in bins of the Bjorken scaling variable $x$, the relative + virtual-photon energy $y$ and the relative hadron energy $z$. Data were obtained + by the COMPASS Collaboration using a $160$ GeV muon beam and an isoscalar target + ($^{6}$LiD). They cover the kinematic domain in the photon virtuality $Q^{2}$ $>$ + $1$ (GeV/$c$)$^{2}$, $0.004 < x < 0.4$, $0.2 < z < 0.85$ and $0.1 < y < 0.7$. +record_ids: +- {id: 1483098, type: inspire} +- {id: 0, type: cds} +- {id: 0, type: durham} +--- +additional_resources: [] +data_file: data1.yaml +data_license: {description: null, name: null, url: null} +description: |- + Multiplicities of positively charged kaons from semi-inclusive deep-inelastic scattering of muons off an isoscalar target, $M^{K^{+}}$, in bins of $x$, $y$, and $z$. Also given are the diffractive vector meson correction to the kaon count, $DVM^{K^{+}}$, and DIS count, $DVM^{DIS}$, as well as the radiative correction factors to the kaon count, $\eta^{K^{+}}$, and DIS count, $\eta^{DIS}$. The correction factors were applied to the raw multiplicity to arrive at the final multiplicity given in the table, $M^{K^{+}}$, as follows: + + $M^{K^{+}}$ = $M_{raw}^{K^{+}}$ * $\frac{\eta^{K^{+}}} {\eta^{DIS}}$ * $\frac{ DVM^{K^{+}} } {DVM^{DIS} }$. +keywords: +- name: reactions + values: ['$\mu^{+}$ d--> $\mu^{+}$ $K^{+}$ X'] +- name: observables + values: [MULT] +- name: phrases + values: [] +- name: cmenergies + values: [] +location: '' +name: Table 1 +--- +additional_resources: [] +data_file: data2.yaml +data_license: {description: null, name: null, url: null} +description: |- + Multiplicities of negatively charged kaons from semi-inclusive deep-inelastic scattering of muons off an isoscalar target, $M^{K^{-}}$, in bins of $x$, $y$, and $z$. Also given are the diffractive vector meson correction to the kaon count, $DVM^{K^{-}}$, and DIS count, $DVM^{DIS}$, as well as the radiative correction factors to the kaon count, $\eta^{K^{-}}$, and DIS count, $\eta^{DIS}$. The correction factors were applied to the raw multiplicity to arrive at the final multiplicity given in the table, $M^{K^{-}}$, as follows: + + $M^{K^{-}}$ = $M_{raw}^{K^{-}}$ * $\frac{\eta^{K^{-}}} {\eta^{DIS}}$ * $\frac{ DVM^{K^{-}} } {DVM^{DIS} }$. +keywords: +- name: reactions + values: ['$\mu^{+}$d-->\mu^{+}$K^{-}$X'] +- name: observables + values: [MULT] +- name: phrases + values: [] +- name: cmenergies + values: [] +location: '' +name: Table 2 diff --git a/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-KMIN/uncertainties.yaml b/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-KMIN/uncertainties.yaml new file mode 100644 index 0000000000..e4eab859f0 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-KMIN/uncertainties.yaml @@ -0,0 +1,628 @@ +definitions: + stat: + description: statistical uncertainty + treatment: ADD + type: UNCORR + sys: + description: systematic uncertainty + treatment: ADD + type: UNCORR +bins: +- 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m_hadron = m_D = 1.876 GeV +E_cm = 24.6 # sqrt(s)=sqrt(2p_lep*m_hadron+m_hadron^2)=sqrt(2*160*1.876+1.876^2)= 24.6 GeV + + +def read_data(folder_path: str, tables: list): + """ + htype: 0 for proton, 1 for deutron + """ + collected_data = dict() + collected_data["values"] = list() + collected_data["errors_stat"] = list() + collected_data["errors_sys"] = list() + collected_data["kinematics_x"] = list() + collected_data["kinematics_y"] = list() + collected_data["kinematics_z"] = list() + collected_data["kinematics_Q2"] = list() + + metadata_dict = {"tables": tables, "ndata_points": list()} + + for table in tables: + with open(folder_path + f"data{table}.yaml", "r", encoding="utf-8") as file: + file_dict = yaml.safe_load(file) + values = file_dict["dependent_variables"][0]["values"] + n_values = len(values) + metadata_dict["ndata_points"].append(n_values) + for i in range(n_values): + collected_data["values"] = collected_data["values"] + [values[i]["value"]] + collected_data["errors_stat"] = collected_data["errors_stat"] + [ + values[i]["errors"][0]["symerror"] + ] + collected_data["errors_sys"] = collected_data["errors_sys"] + [ + values[i]["errors"][1]["symerror"] + ] + collected_data["kinematics_Q2"] = collected_data["kinematics_Q2"] + [ + file_dict["independent_variables"][2]["values"][i]["value"] + ] + collected_data["kinematics_z"] = collected_data["kinematics_z"] + [ + [ + file_dict["independent_variables"][3]["values"][i]["low"], + file_dict["independent_variables"][3]["values"][i]["value"], + file_dict["independent_variables"][3]["values"][i]["high"], + ] + ] + collected_data["kinematics_x"] = collected_data["kinematics_x"] + [ + [ + file_dict["independent_variables"][0]["values"][i]["low"], + file_dict["independent_variables"][0]["values"][i]["value"], + file_dict["independent_variables"][0]["values"][i]["high"], + ] + ] + collected_data["kinematics_y"] = collected_data["kinematics_y"] + [ + [ + file_dict["independent_variables"][1]["values"][i]["low"], + file_dict["independent_variables"][1]["values"][i]["value"], + file_dict["independent_variables"][1]["values"][i]["high"], + ] + ] + return collected_data, metadata_dict + + +def write_data(collected_data: dict, folder_path: str): + data_central_yaml = {"data_central": collected_data["values"]} + with open(folder_path + f"data.yaml", "w", encoding="utf-8") as file: + yaml.dump(data_central_yaml, file, sort_keys=False) + + n_items = len(collected_data["values"]) + + # Write kin file + kin = [] + for i in range(n_items): + kin_value = { + "x": { + "min": collected_data["kinematics_x"][i][0], + "mid": collected_data["kinematics_x"][i][1], + "max": collected_data["kinematics_x"][i][2], + }, + "y": { + "min": collected_data["kinematics_y"][i][0], + "mid": collected_data["kinematics_y"][i][1], + "max": collected_data["kinematics_y"][i][2], + }, + "z": { + "min": collected_data["kinematics_z"][i][0], + "mid": collected_data["kinematics_z"][i][1], + "max": collected_data["kinematics_z"][i][2], + }, + "Q2": {"min": None, "mid": collected_data["kinematics_Q2"][i], "max": None}, + "sqrts": {"min": None, "mid": E_cm, "max": None}, + } + kin.append(kin_value) + kinematics_yaml = {"bins": kin} + + with open(folder_path + f"kinematics.yaml", "w", encoding="utf-8") as file: + yaml.dump(kinematics_yaml, file, sort_keys=False) + + # Write unc file + error = [] + for i in range(n_items): + # here uncertainties are symmetric + e = { + "stat": collected_data["errors_stat"][i], + "sys": collected_data["errors_sys"][i], + } + error.append(e) + + error_definition = { + "stat": { + "description": "statistical uncertainty", + "treatment": "ADD", + "type": "UNCORR", + }, + "sys": { + "description": "systematic uncertainty", + "treatment": "ADD", + "type": "UNCORR", + }, + } + + uncertainties_yaml = {"definitions": error_definition, "bins": error} + + with open(folder_path + f"uncertainties.yaml", "w", encoding="utf-8") as file: + yaml.dump(uncertainties_yaml, file, sort_keys=False) + + +if __name__ == "__main__": + + # relative folder path + folder_path = os.path.dirname(os.path.abspath(__file__)) + "/" + + # TODO Create a dict for easy running + naming_dict = { + "KaPHadron-MLTP": [1], + # "KaMHadron-MLTP": [2], + } + + # Wp + for name, tables in naming_dict.items(): + collected_data, metadata_dict = read_data(folder_path + "rawdata/", tables) + print(name.split("-")[0].lower(), metadata_dict) + write_data( + collected_data, + folder_path=folder_path, + ) diff --git a/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-KPLUS/kinematics.yaml b/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-KPLUS/kinematics.yaml new file mode 100644 index 0000000000..d65c191275 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-KPLUS/kinematics.yaml @@ -0,0 +1,6181 @@ +bins: +- x: + min: 0.004 + mid: 0.0087 + max: 0.01 + y: + min: 0.3 + mid: 0.44 + max: 0.5 + z: + min: 0.2 + mid: 0.224 + max: 0.25 + Q2: + min: null + mid: 1.149 + max: null + sqrts: + min: null + mid: 24.6 + max: null +- x: + min: 0.004 + mid: 0.0088 + max: 0.01 + y: + min: 0.3 + mid: 0.44 + max: 0.5 + z: + min: 0.25 + mid: 0.274 + max: 0.3 + Q2: + min: null + mid: 1.138 + max: null + sqrts: + min: null + mid: 24.6 + max: null +- x: + min: 0.004 + mid: 0.0088 + max: 0.01 + y: + min: 0.3 + mid: 0.44 + max: 0.5 + z: + min: 0.3 + mid: 0.324 + max: 0.35 + Q2: + min: null + mid: 1.138 + max: null + sqrts: + min: null + mid: 24.6 + max: null +- x: + min: 0.004 + mid: 0.0088 + max: 0.01 + y: + min: 0.3 + mid: 0.44 + max: 0.5 + z: + min: 0.35 + mid: 0.374 + max: 0.4 + Q2: + min: null + mid: 1.138 + max: null + sqrts: + min: null + mid: 24.6 + max: null +- x: + min: 0.004 + mid: 0.0088 + max: 0.01 + y: + min: 0.3 + mid: 0.44 + max: 0.5 + z: + min: 0.4 + mid: 0.424 + max: 0.45 + Q2: + min: null + mid: 1.138 + max: null + sqrts: + min: null + mid: 24.6 + max: null +- 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min: 0.5 + mid: 0.524 + max: 0.55 + Q2: + min: null + mid: 27.21 + max: null + sqrts: + min: null + mid: 24.6 + max: null +- x: + min: 0.18 + mid: 0.2501 + max: 0.4 + y: + min: 0.3 + mid: 0.35 + max: 0.5 + z: + min: 0.55 + mid: 0.575 + max: 0.6 + Q2: + min: null + mid: 26.174 + max: null + sqrts: + min: null + mid: 24.6 + max: null +- x: + min: 0.18 + mid: 0.2501 + max: 0.4 + y: + min: 0.3 + mid: 0.34 + max: 0.5 + z: + min: 0.6 + mid: 0.624 + max: 0.65 + Q2: + min: null + mid: 25.229 + max: null + sqrts: + min: null + mid: 24.6 + max: null diff --git a/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-KPLUS/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-KPLUS/metadata.yaml new file mode 100644 index 0000000000..c79ec6882b --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-KPLUS/metadata.yaml @@ -0,0 +1,57 @@ +# Generalia +setname: "COMPASS_SIDIS_24P6GEV_D-MUON-KPLUS" + +version: 1 +version_comment: "Initial implementation" + +# References +arXiv: + url: "https://arxiv.org/abs/1608.06760" +iNSPIRE: + url: "https://inspirehep.net/literature/1483098" +hepdata: + url: "https://www.hepdata.net/record/ins1483098" + +nnpdf_metadata: + nnpdf31_process: "SIDIS" + experiment: "COMPAS" + +implemented_observables: + - observable_name: "MLTP" + observable: + description: Multiplicity M for $K^-$ for the hadron as a function of $x$, $y$, $z$ and $Q^2$ + label: $M$ + units: "" + process_type: "" + ndata: 309 + tables: [2] + npoints: [309] + + # Plotting information + plotting: + kinematics_override: + dataset_label: COMPAS $\mu^{+}$ d --> $\mu''^{+}$ $\pi^{-}$ X + y_label: $M(x,y,z,Q^2)$ + plot_x: + line_by: [] + figure_by: [] + kinematic_coverage: [x,y,z,Q2] + + kinematics: + variables: + x: { description: "Bjorken x", label: x, units: "" } + y: { description: "fractional energy of lepton carried by the photon", label: y, units: "" } + z: { description: "fractional momentum of the parent quark carried by the hadron", label: z, units: "" } + Q2: { description: "Momentum transfer", label: '$Q^2$', units: "$(\frac{GeV}{c})^2$" } + sqrts: { description: "Center of mass energy", label: '$\sqrt{s}$', units: "GeV" } + file: kinematics_kaphadron.yaml + + data_central: data_kamhadron.yaml + data_uncertainties: + - uncertainties_kamhadron.yaml + + theory: + FK_tables: + - - + - - + operation: "ratio" diff --git a/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-KPLUS/rawdata/HEPData-ins1483098-v1 (1).zip b/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-KPLUS/rawdata/HEPData-ins1483098-v1 (1).zip new file mode 100644 index 0000000000..33a81ae233 Binary files /dev/null and b/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-KPLUS/rawdata/HEPData-ins1483098-v1 (1).zip differ diff --git a/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-KPLUS/rawdata/data1.yaml b/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-KPLUS/rawdata/data1.yaml new file mode 100644 index 0000000000..e6531716f4 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-KPLUS/rawdata/data1.yaml @@ -0,0 +1,4979 @@ +dependent_variables: +- header: {name: '$M^{K^{+}}$'} + qualifiers: + - {name: PLAB, units: GEV, value: '160.0'} + - {name: RE, value: '$\mu^{+}$ d-->$\mu^{+}$ $K^{+}$ X'} + values: + - errors: + - {label: stat, symerror: 0.0076} + - {label: sys, symerror: 0.028} + value: 0.373 + - errors: + - {label: stat, symerror: 0.0064} + - {label: sys, symerror: 0.0216} + value: 0.2892 + - errors: + - {label: stat, symerror: 0.0057} + - {label: sys, symerror: 0.0167} + value: 0.2234 + - errors: + - {label: stat, symerror: 0.0051} + - {label: sys, symerror: 0.0125} + value: 0.1698 + - errors: + - {label: stat, symerror: 0.0044} + - {label: sys, symerror: 0.0096} + value: 0.1277 + - errors: + - {label: stat, symerror: 0.004} + - {label: sys, symerror: 0.0076} + value: 0.0973 + - errors: + - {label: stat, symerror: 0.0046} + - {label: sys, symerror: 0.0072} + value: 0.0761 + - errors: + - {label: stat, symerror: 0.0052} + - {label: sys, symerror: 0.0057} + value: 0.0561 + - errors: + - {label: stat, symerror: 0.0089} + - {label: sys, symerror: 0.0058} + value: 0.0551 + - errors: + - {label: stat, symerror: 0.0162} + - {label: sys, symerror: 0.0054} + value: 0.0362 + - errors: + - {label: stat, symerror: 0.0047} + - {label: sys, symerror: 0.0316} + value: 0.3805 + - errors: + - {label: stat, symerror: 0.0043} + - {label: sys, symerror: 0.0242} + value: 0.2929 + - errors: + - {label: stat, symerror: 0.0039} + - {label: sys, symerror: 0.0177} + value: 0.214 + - errors: + - {label: stat, symerror: 0.0043} + - {label: sys, symerror: 0.0132} + value: 0.1606 + - errors: + - {label: stat, symerror: 0.0055} + - {label: sys, symerror: 0.0093} + value: 0.1155 + - errors: + - {label: stat, symerror: 0.0117} + - {label: sys, 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a/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-KPLUS/rawdata/data2.yaml b/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-KPLUS/rawdata/data2.yaml new file mode 100644 index 0000000000..a64e35491f --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-KPLUS/rawdata/data2.yaml @@ -0,0 +1,4979 @@ +dependent_variables: +- header: {name: '$M^{K^{-}}$'} + qualifiers: + - {name: PLAB, units: GEV, value: '160.0'} + - {name: RE, value: '$\mu^{+}$d-->$\mu^{+}K^{-}$X'} + values: + - errors: + - {label: stat, symerror: 0.0075} + - {label: sys, symerror: 0.0251} + value: 0.3352 + - errors: + - {label: stat, symerror: 0.0064} + - {label: sys, symerror: 0.0194} + value: 0.2592 + - errors: + - {label: stat, symerror: 0.0059} + - {label: sys, symerror: 0.0156} + value: 0.2087 + - errors: + - {label: stat, symerror: 0.0047} + - {label: sys, symerror: 0.0101} + value: 0.1363 + - errors: + - {label: stat, symerror: 0.0044} + - {label: sys, symerror: 0.0087} + value: 0.1117 + - errors: + - {label: stat, symerror: 0.0038} + - {label: sys, symerror: 0.0066} + value: 0.0806 + - errors: + - {label: stat, symerror: 0.0042} + - {label: sys, symerror: 0.0062} + value: 0.0571 + - errors: + - {label: stat, symerror: 0.0055} + - {label: sys, symerror: 0.0057} + value: 0.0501 + - errors: + - {label: stat, symerror: 0.0076} + - {label: sys, symerror: 0.005} + value: 0.0365 + - errors: + - {label: stat, symerror: 0.0108} + - {label: sys, symerror: 0.0029} + value: 0.0161 + - errors: + - {label: stat, symerror: 0.0048} + - {label: sys, symerror: 0.0297} + value: 0.358 + - errors: + - {label: stat, symerror: 0.0043} + - {label: sys, symerror: 0.022} + value: 0.2656 + - errors: + - {label: stat, symerror: 0.0039} + - {label: sys, symerror: 0.0163} + value: 0.1965 + - errors: + - {label: stat, symerror: 0.0043} + - {label: sys, symerror: 0.0115} + value: 0.1401 + - errors: + - {label: stat, symerror: 0.0056} + - {label: sys, symerror: 0.0085} + value: 0.1016 + - errors: + - {label: stat, symerror: 0.0095} + - {label: sys, symerror: 0.0058} + value: 0.0836 + - errors: + - {label: stat, symerror: 0.007} + - {label: sys, symerror: 0.0053} + value: 0.0776 + - errors: + - {label: stat, symerror: 0.0056} + - {label: sys, symerror: 0.0044} + value: 0.053 + - errors: + - {label: stat, symerror: 0.0046} + - {label: sys, symerror: 0.0033} + value: 0.0386 + - errors: + - {label: stat, symerror: 0.0041} + - {label: sys, symerror: 0.0019} + value: 0.0288 + - errors: + - {label: stat, symerror: 0.0032} + - {label: sys, symerror: 0.0013} + value: 0.0203 + - errors: + - {label: stat, symerror: 0.0031} + - {label: sys, symerror: 0.0011} + value: 0.0163 + - errors: + - {label: stat, symerror: 0.0018} + - {label: sys, symerror: 0.0007} + value: 0.0103 + - errors: + - {label: stat, symerror: 0.0051} + - {label: sys, symerror: 0.0121} + value: 0.1789 + - errors: + - {label: stat, symerror: 0.0032} + - {label: sys, symerror: 0.0082} + value: 0.1232 + - errors: + - {label: stat, symerror: 0.0026} + - {label: sys, symerror: 0.0068} + value: 0.0962 + - errors: + - {label: stat, symerror: 0.0022} + - {label: sys, symerror: 0.0051} + value: 0.0694 + - errors: + - {label: stat, symerror: 0.0019} + - {label: sys, symerror: 0.0042} + value: 0.0545 + - errors: + - {label: stat, symerror: 0.0017} + - {label: sys, symerror: 0.0037} + value: 0.0426 + - errors: + - {label: stat, symerror: 0.0016} + - {label: sys, symerror: 0.0025} + value: 0.0335 + - errors: + - {label: stat, symerror: 0.0014} + - {label: sys, symerror: 0.0016} + value: 0.0232 + - errors: + - {label: stat, symerror: 0.0012} + - {label: sys, symerror: 0.0013} + value: 0.0156 + - errors: + - {label: stat, symerror: 0.0008} + - {label: sys, symerror: 0.0014} + value: 0.0117 + - errors: + - {label: stat, symerror: 0.0049} + - {label: sys, symerror: 0.0248} + value: 0.3385 + - errors: + - {label: stat, symerror: 0.0032} + - {label: sys, symerror: 0.0179} + value: 0.249 + - errors: + - {label: stat, symerror: 0.0028} + - {label: sys, symerror: 0.0138} + value: 0.1924 + - errors: + - {label: stat, symerror: 0.0024} + - {label: sys, symerror: 0.0101} + value: 0.1409 + - errors: + - {label: stat, symerror: 0.002} + - {label: sys, symerror: 0.0074} + value: 0.1008 + - errors: + - {label: stat, symerror: 0.0019} + - {label: sys, symerror: 0.0061} + value: 0.0822 + - errors: + - {label: stat, symerror: 0.0017} + - {label: sys, symerror: 0.0049} + value: 0.0585 + - errors: + - {label: stat, symerror: 0.0017} + - {label: sys, symerror: 0.0042} + value: 0.0452 + - errors: + - {label: stat, symerror: 0.0018} + - {label: sys, symerror: 0.0034} + value: 0.0338 + - errors: + - {label: stat, symerror: 0.002} + - {label: sys, symerror: 0.0031} + value: 0.0252 + - errors: + - {label: stat, symerror: 0.0024} + - {label: sys, symerror: 0.003} + value: 0.0228 + - errors: + - {label: stat, symerror: 0.007} + - {label: sys, symerror: 0.0045} + value: 0.0213 + - errors: + - {label: stat, symerror: 0.0048} + - {label: sys, symerror: 0.0295} + value: 0.3615 + - errors: + - {label: stat, symerror: 0.0043} + - {label: sys, symerror: 0.022} + value: 0.2694 + - errors: + - {label: stat, symerror: 0.0039} + - {label: sys, symerror: 0.0159} + value: 0.1957 + - errors: + - {label: stat, symerror: 0.004} + - {label: sys, symerror: 0.0117} + value: 0.1446 + - errors: + - {label: stat, symerror: 0.0049} + - {label: sys, symerror: 0.009} + value: 0.1066 + - errors: + - {label: stat, symerror: 0.0034} + - {label: sys, symerror: 0.0025} + value: 0.0303 + - errors: + - {label: stat, symerror: 0.0032} + - {label: sys, symerror: 0.0023} + value: 0.0346 + - errors: + - {label: stat, symerror: 0.0021} + - {label: sys, symerror: 0.0012} + value: 0.0198 + - errors: + - {label: stat, symerror: 0.0018} + - {label: sys, symerror: 0.0009} + value: 0.0148 + - errors: + - {label: stat, symerror: 0.0009} + - {label: sys, symerror: 0.0005} + value: 0.0077 + - errors: + - {label: stat, symerror: 0.0071} + - {label: sys, symerror: 0.0062} + value: 0.0943 + - errors: + - {label: stat, symerror: 0.0032} + - {label: sys, symerror: 0.0045} + value: 0.0656 + - errors: + - {label: stat, symerror: 0.0022} + - {label: sys, symerror: 0.0037} + value: 0.051 + - errors: + - {label: stat, symerror: 0.0019} + - {label: sys, symerror: 0.003} + value: 0.038 + - errors: + - {label: stat, symerror: 0.0016} + - {label: sys, symerror: 0.0019} + value: 0.0278 + - errors: + - {label: stat, symerror: 0.0014} + - {label: sys, symerror: 0.0012} + value: 0.0189 + - errors: + - {label: stat, symerror: 0.0012} + - {label: sys, symerror: 0.0009} + value: 0.0142 + - errors: + - {label: stat, symerror: 0.0007} + - {label: sys, symerror: 0.0006} + value: 0.0095 + - errors: + - {label: stat, symerror: 0.0063} + - {label: sys, symerror: 0.0115} + value: 0.1767 + - errors: + - {label: stat, symerror: 0.0038} + - {label: sys, symerror: 0.0085} + value: 0.1315 + - errors: + - {label: stat, 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a/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-KPLUS/rawdata/submission.yaml b/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-KPLUS/rawdata/submission.yaml new file mode 100644 index 0000000000..12e40dd734 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-KPLUS/rawdata/submission.yaml @@ -0,0 +1,49 @@ +additional_resources: [] +comment: Multiplicities of charged kaons produced in semi-inclusive deep-inelastic + scattering were measured in bins of the Bjorken scaling variable $x$, the relative + virtual-photon energy $y$ and the relative hadron energy $z$. Data were obtained + by the COMPASS Collaboration using a $160$ GeV muon beam and an isoscalar target + ($^{6}$LiD). They cover the kinematic domain in the photon virtuality $Q^{2}$ $>$ + $1$ (GeV/$c$)$^{2}$, $0.004 < x < 0.4$, $0.2 < z < 0.85$ and $0.1 < y < 0.7$. +record_ids: +- {id: 1483098, type: inspire} +- {id: 0, type: cds} +- {id: 0, type: durham} +--- +additional_resources: [] +data_file: data1.yaml +data_license: {description: null, name: null, url: null} +description: |- + Multiplicities of positively charged kaons from semi-inclusive deep-inelastic scattering of muons off an isoscalar target, $M^{K^{+}}$, in bins of $x$, $y$, and $z$. Also given are the diffractive vector meson correction to the kaon count, $DVM^{K^{+}}$, and DIS count, $DVM^{DIS}$, as well as the radiative correction factors to the kaon count, $\eta^{K^{+}}$, and DIS count, $\eta^{DIS}$. The correction factors were applied to the raw multiplicity to arrive at the final multiplicity given in the table, $M^{K^{+}}$, as follows: + + $M^{K^{+}}$ = $M_{raw}^{K^{+}}$ * $\frac{\eta^{K^{+}}} {\eta^{DIS}}$ * $\frac{ DVM^{K^{+}} } {DVM^{DIS} }$. +keywords: +- name: reactions + values: ['$\mu^{+}$ d--> $\mu^{+}$ $K^{+}$ X'] +- name: observables + values: [MULT] +- name: phrases + values: [] +- name: cmenergies + values: [] +location: '' +name: Table 1 +--- +additional_resources: [] +data_file: data2.yaml +data_license: {description: null, name: null, url: null} +description: |- + Multiplicities of negatively charged kaons from semi-inclusive deep-inelastic scattering of muons off an isoscalar target, $M^{K^{-}}$, in bins of $x$, $y$, and $z$. Also given are the diffractive vector meson correction to the kaon count, $DVM^{K^{-}}$, and DIS count, $DVM^{DIS}$, as well as the radiative correction factors to the kaon count, $\eta^{K^{-}}$, and DIS count, $\eta^{DIS}$. The correction factors were applied to the raw multiplicity to arrive at the final multiplicity given in the table, $M^{K^{-}}$, as follows: + + $M^{K^{-}}$ = $M_{raw}^{K^{-}}$ * $\frac{\eta^{K^{-}}} {\eta^{DIS}}$ * $\frac{ DVM^{K^{-}} } {DVM^{DIS} }$. +keywords: +- name: reactions + values: ['$\mu^{+}$d-->\mu^{+}$K^{-}$X'] +- name: observables + values: [MULT] +- name: phrases + values: [] +- name: cmenergies + values: [] +location: '' +name: Table 2 diff --git a/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-KPLUS/uncertainties.yaml b/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-KPLUS/uncertainties.yaml new file mode 100644 index 0000000000..0229c5da9c --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-KPLUS/uncertainties.yaml @@ -0,0 +1,628 @@ +definitions: + stat: + description: statistical uncertainty + treatment: ADD + type: UNCORR + sys: + description: systematic uncertainty + treatment: ADD + type: UNCORR +bins: +- 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+- stat: 0.0171 + sys: 0.0159 +- stat: 0.016 + sys: 0.0129 +- stat: 0.0147 + sys: 0.0109 +- stat: 0.0113 + sys: 0.0069 +- stat: 0.0104 + sys: 0.0054 +- stat: 0.0104 + sys: 0.0052 +- stat: 0.01 + sys: 0.004 diff --git a/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-PIMIN/data.yaml b/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-PIMIN/data.yaml new file mode 100644 index 0000000000..0239f359d1 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-PIMIN/data.yaml @@ -0,0 +1,312 @@ +data_central: +- 1.7515 +- 1.2004 +- 0.8117 +- 0.5892 +- 0.451 +- 0.3278 +- 0.245 +- 0.1874 +- 0.1644 +- 0.0872 +- 1.7041 +- 1.1488 +- 0.8267 +- 0.5901 +- 0.4323 +- 0.4981 +- 0.3493 +- 0.2795 +- 0.1934 +- 0.1574 +- 0.1259 +- 0.1046 +- 0.0628 +- 0.8781 +- 0.6178 +- 0.465 +- 0.3317 +- 0.2529 +- 0.1947 +- 0.1549 +- 0.1272 +- 0.1014 +- 0.0648 +- 1.7537 +- 1.2042 +- 0.841 +- 0.6068 +- 0.4265 +- 0.3186 +- 0.2309 +- 0.1849 +- 0.1381 +- 0.1111 +- 0.0737 +- 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+- 0.75 +- 0.5039 +- 0.3505 +- 0.1283 +- 0.1007 +- 0.0715 +- 0.065 +- 0.041 +- 0.3347 +- 0.2673 +- 0.19 +- 0.1341 +- 0.1017 +- 0.0777 +- 0.058 +- 0.034 +- 0.8047 +- 0.5142 +- 0.3827 +- 0.2645 +- 0.1931 +- 0.1238 +- 0.0963 +- 0.0684 +- 0.05 +- 0.0305 +- 1.6941 +- 1.1638 +- 0.7411 +- 0.5379 +- 0.374 +- 0.2993 +- 0.2085 +- 0.1386 +- 0.0852 +- 0.0689 +- 0.0461 +- 0.3566 +- 0.2751 +- 0.2017 +- 0.1376 +- 0.1011 +- 0.0756 +- 0.0487 +- 0.0284 +- 0.7499 +- 0.5169 +- 0.3499 +- 0.2547 +- 0.1867 +- 0.1338 +- 0.1041 +- 0.0644 +- 0.0487 +- 0.0256 +- 1.7251 +- 1.094 +- 0.7364 +- 0.4983 +- 0.3577 +- 0.2669 +- 0.1932 +- 0.1361 +- 0.1103 +- 0.0729 diff --git a/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-PIMIN/filter.py b/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-PIMIN/filter.py new file mode 100644 index 0000000000..aaadbe7932 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-PIMIN/filter.py @@ -0,0 +1,146 @@ +import yaml +import os + +# m_hadron = m_D = 1.876 GeV +E_cm = 24.6 # sqrt(s)=sqrt(2p_lep*m_hadron+m_hadron^2)=sqrt(2*160*1.876+1.876^2)= 24.6 GeV + + +def read_data(folder_path: str, tables: list): + """ + htype: 0 for proton, 1 for deutron + """ + collected_data = dict() + collected_data["values"] = list() + collected_data["errors_stat"] = list() + collected_data["errors_sys"] = list() + collected_data["kinematics_x"] = list() + collected_data["kinematics_y"] = list() + collected_data["kinematics_z"] = list() + collected_data["kinematics_Q2"] = list() + + metadata_dict = {"tables": tables, "ndata_points": list()} + + for table in tables: + with open(folder_path + f"data{table}.yaml", "r", encoding="utf-8") as file: + file_dict = yaml.safe_load(file) + values = file_dict["dependent_variables"][0]["values"] + n_values = len(values) + metadata_dict["ndata_points"].append(n_values) + for i in range(n_values): + collected_data["values"] = collected_data["values"] + [values[i]["value"]] + collected_data["errors_stat"] = collected_data["errors_stat"] + [ + values[i]["errors"][0]["symerror"] + ] + collected_data["errors_sys"] = collected_data["errors_sys"] + [ + values[i]["errors"][1]["symerror"] + ] + collected_data["kinematics_Q2"] = collected_data["kinematics_Q2"] + [ + file_dict["independent_variables"][2]["values"][i]["value"] + ] + collected_data["kinematics_z"] = collected_data["kinematics_z"] + [ + [ + file_dict["independent_variables"][3]["values"][i]["low"], + file_dict["independent_variables"][3]["values"][i]["value"], + file_dict["independent_variables"][3]["values"][i]["high"], + ] + ] + collected_data["kinematics_x"] = collected_data["kinematics_x"] + [ + [ + file_dict["independent_variables"][0]["values"][i]["low"], + file_dict["independent_variables"][0]["values"][i]["value"], + file_dict["independent_variables"][0]["values"][i]["high"], + ] + ] + collected_data["kinematics_y"] = collected_data["kinematics_y"] + [ + [ + file_dict["independent_variables"][1]["values"][i]["low"], + file_dict["independent_variables"][1]["values"][i]["value"], + file_dict["independent_variables"][1]["values"][i]["high"], + ] + ] + return collected_data, metadata_dict + + +def write_data(collected_data: dict, folder_path: str): + data_central_yaml = {"data_central": collected_data["values"]} + with open(folder_path + f"data.yaml", "w", encoding="utf-8") as file: + yaml.dump(data_central_yaml, file, sort_keys=False) + + n_items = len(collected_data["values"]) + + # Write kin file + kin = [] + for i in range(n_items): + kin_value = { + "x": { + "min": collected_data["kinematics_x"][i][0], + "mid": collected_data["kinematics_x"][i][1], + "max": collected_data["kinematics_x"][i][2], + }, + "y": { + "min": collected_data["kinematics_y"][i][0], + "mid": collected_data["kinematics_y"][i][1], + "max": collected_data["kinematics_y"][i][2], + }, + "z": { + "min": collected_data["kinematics_z"][i][0], + "mid": collected_data["kinematics_z"][i][1], + "max": collected_data["kinematics_z"][i][2], + }, + "Q2": {"min": None, "mid": collected_data["kinematics_Q2"][i], "max": None}, + "sqrts": {"min": None, "mid": E_cm, "max": None}, + } + kin.append(kin_value) + kinematics_yaml = {"bins": kin} + + with open(folder_path + f"kinematics.yaml", "w", encoding="utf-8") as file: + yaml.dump(kinematics_yaml, file, sort_keys=False) + + # Write unc file + error = [] + for i in range(n_items): + # here uncertainties are symmetric + e = { + "stat": collected_data["errors_stat"][i], + "sys": collected_data["errors_sys"][i], + } + error.append(e) + + error_definition = { + "stat": { + "description": "statistical uncertainty", + "treatment": "ADD", + "type": "UNCORR", + }, + "sys": { + "description": "systematic uncertainty", + "treatment": "ADD", + "type": "UNCORR", + }, + } + + uncertainties_yaml = {"definitions": error_definition, "bins": error} + + with open(folder_path + f"uncertainties.yaml", "w", encoding="utf-8") as file: + yaml.dump(uncertainties_yaml, file, sort_keys=False) + + +if __name__ == "__main__": + + # relative folder path + folder_path = os.path.dirname(os.path.abspath(__file__)) + "/" + + # TODO Create a dict for easy running + naming_dict = { + # "KaPHadron-MLTP": [1], + "PiMHadron-MLTP": [2], + } + + # Wp + for name, tables in naming_dict.items(): + collected_data, metadata_dict = read_data(folder_path + "rawdata/", tables) + print(name.split("-")[0].lower(), metadata_dict) + write_data( + collected_data, + folder_path=folder_path, + ) diff --git a/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-PIMIN/kinematics.yaml b/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-PIMIN/kinematics.yaml new file mode 100644 index 0000000000..f2c4721a17 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-PIMIN/kinematics.yaml @@ -0,0 +1,6221 @@ +bins: +- x: + min: 0.004 + mid: 0.0087 + max: 0.01 + y: + min: 0.3 + mid: 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+ mid: 24.6 + max: null +- x: + min: 0.18 + mid: 0.2502 + max: 0.4 + y: + min: 0.3 + mid: 0.329 + max: 0.5 + z: + min: 0.65 + mid: 0.674 + max: 0.7 + Q2: + min: null + mid: 24.339 + max: null + sqrts: + min: null + mid: 24.6 + max: null diff --git a/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-PIMIN/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-PIMIN/metadata.yaml new file mode 100644 index 0000000000..560426e83b --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-PIMIN/metadata.yaml @@ -0,0 +1,57 @@ +# Generalia +setname: "COMPASS_SIDIS_24P6GEV_D-MUON-PIMIN" + +version: 1 +version_comment: "Initial implementation" + +# References +arXiv: + url: "https://arxiv.org/abs/1604.02695" +iNSPIRE: + url: "https://inspirehep.net/literature/1444985" +hepdata: + url: "https://www.hepdata.net/record/ins1444985" + +nnpdf_metadata: + nnpdf31_process: "SIDIS" + experiment: "COMPAS" + +implemented_observables: + - observable_name: "MLTP" + observable: + description: Multiplicity M for $\pi^-$ for the hadron as a function of $x$, $y$, $z$ and $Q^2$ + label: $M$ + units: "" + process_type: "" + ndata: 311 + tables: [2] + npoints: [311] + + # Plotting information + plotting: + kinematics_override: + dataset_label: COMPAS $\mu^{+}$ d --> $\mu''^{+}$ $\pi^{-}$ X + y_label: $M(x,y,z,Q^2)$ + plot_x: + line_by: [] + figure_by: [] + kinematic_coverage: [x,y,z,Q2] + + kinematics: + variables: + x: { description: "Bjorken x", label: x, units: "" } + y: { description: "fractional energy of lepton carried by the photon", label: y, units: "" } + z: { description: "fractional momentum of the parent quark carried by the hadron", label: z, units: "" } + Q2: { description: "Momentum transfer", label: '$Q^2$', units: "$(\frac{GeV}{c})^2$" } + sqrts: { description: "Center of mass energy", label: '$\sqrt{s}$', units: "GeV" } + file: kinematics_kaphadron.yaml + + data_central: data_pimhadron.yaml + data_uncertainties: + - uncertainties_pimhadron.yaml + + theory: + FK_tables: + - - + - - + operation: "ratio" diff --git a/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-PIMIN/rawdata/HEPData-ins1444985-v1.zip b/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-PIMIN/rawdata/HEPData-ins1444985-v1.zip new file mode 100644 index 0000000000..84e3ecf99e Binary files /dev/null and b/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-PIMIN/rawdata/HEPData-ins1444985-v1.zip differ diff --git a/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-PIMIN/rawdata/data1.yaml b/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-PIMIN/rawdata/data1.yaml new file mode 100644 index 0000000000..6295fcb318 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-PIMIN/rawdata/data1.yaml @@ -0,0 +1,5011 @@ +dependent_variables: +- header: {name: '$M^{\pi^{+}}$'} + qualifiers: + - {name: PLAB, units: GEV, value: '160.0'} + - {name: RE, value: '$\mu^{+}$ d --> $\mu''^{+}$ $\pi^{+}$ X'} + values: + - errors: + - {label: stat, symerror: 0.0155} + - {label: sys, symerror: 0.0913} + value: 1.8171 + - errors: + - {label: stat, symerror: 0.0125} + - {label: sys, symerror: 0.0615} + value: 1.2272 + - errors: + - {label: stat, symerror: 0.0112} + - {label: sys, symerror: 0.0455} + value: 0.9095 + - errors: + - {label: stat, symerror: 0.0095} + - {label: sys, symerror: 0.0317} + value: 0.6308 + - errors: + - {label: stat, symerror: 0.0084} + - {label: sys, symerror: 0.0236} + value: 0.4661 + - errors: + - {label: stat, symerror: 0.0079} + - {label: sys, symerror: 0.0187} + value: 0.3585 + - errors: + - {label: stat, symerror: 0.0087} + - {label: sys, symerror: 0.0147} + value: 0.2656 + - errors: + - {label: stat, symerror: 0.0109} + - {label: sys, symerror: 0.012} + value: 0.2181 + - errors: + - {label: stat, symerror: 0.0161} + - {label: sys, symerror: 0.0133} + value: 0.1858 + - errors: + - {label: stat, symerror: 0.024} + - {label: sys, symerror: 0.0103} + value: 0.1078 + - errors: + - {label: stat, symerror: 0.0095} + - {label: sys, symerror: 0.0882} + value: 1.7546 + - errors: + - {label: stat, symerror: 0.0083} + - {label: sys, symerror: 0.0603} + value: 1.2043 + - errors: + - {label: stat, symerror: 0.0076} + - {label: sys, symerror: 0.043} + value: 0.8571 + - errors: + - {label: stat, symerror: 0.0085} + - {label: sys, symerror: 0.0311} + value: 0.6153 + - errors: + - {label: stat, symerror: 0.0118} + - {label: sys, symerror: 0.0241} + value: 0.4722 + - errors: + - {label: stat, symerror: 0.0226} + - {label: sys, symerror: 0.0244} + value: 0.4857 + - errors: + - {label: stat, symerror: 0.0157} + - {label: sys, symerror: 0.0203} + value: 0.4052 + - errors: + - {label: stat, symerror: 0.0131} + - {label: sys, symerror: 0.0149} + value: 0.2922 + - errors: + - {label: stat, symerror: 0.0116} + - {label: sys, symerror: 0.0124} + value: 0.2184 + - errors: + - {label: stat, symerror: 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+ - {high: 0.45, low: 0.4, value: 0.424} + - {high: 0.5, low: 0.45, value: 0.474} + - {high: 0.55, low: 0.5, value: 0.524} + - {high: 0.6, low: 0.55, value: 0.574} + - {high: 0.65, low: 0.6, value: 0.624} + - {high: 0.7, low: 0.65, value: 0.674} + - {high: 0.75, low: 0.7, value: 0.724} + - {high: 0.85, low: 0.75, value: 0.794} + - {high: 0.25, low: 0.2, value: 0.223} + - {high: 0.3, low: 0.25, value: 0.273} + - {high: 0.35, low: 0.3, value: 0.324} + - {high: 0.4, low: 0.35, value: 0.374} + - {high: 0.45, low: 0.4, value: 0.424} + - {high: 0.5, low: 0.45, value: 0.474} + - {high: 0.55, low: 0.5, value: 0.524} + - {high: 0.6, low: 0.55, value: 0.574} + - {high: 0.65, low: 0.6, value: 0.624} + - {high: 0.7, low: 0.65, value: 0.674} diff --git a/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-PIMIN/rawdata/data2.yaml b/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-PIMIN/rawdata/data2.yaml new file mode 100644 index 0000000000..1556a03117 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-PIMIN/rawdata/data2.yaml @@ -0,0 +1,5011 @@ +dependent_variables: +- header: {name: '$M^{\pi^{-}}$'} + qualifiers: + - {name: PLAB, units: GEV, value: '160.0'} + - {name: RE, value: '$\mu^{+}$ d --> $\mu^{+}$ $\pi^{-}$ X'} + values: + - errors: + - {label: stat, symerror: 0.0153} + - {label: sys, symerror: 0.0881} + value: 1.7515 + - errors: + - {label: stat, symerror: 0.0125} + - {label: sys, symerror: 0.0601} + value: 1.2004 + - errors: + - {label: stat, symerror: 0.0104} + - {label: sys, symerror: 0.0406} + value: 0.8117 + - errors: + - {label: stat, symerror: 0.0091} + - {label: sys, symerror: 0.0295} + value: 0.5892 + - errors: + - {label: stat, symerror: 0.0083} + - {label: sys, symerror: 0.0229} + value: 0.451 + - errors: + - {label: stat, symerror: 0.0076} + - {label: sys, symerror: 0.0171} + value: 0.3278 + - errors: + - {label: stat, symerror: 0.0082} + - {label: sys, symerror: 0.0131} + value: 0.245 + - errors: + - {label: stat, symerror: 0.0101} + - {label: sys, symerror: 0.0115} + value: 0.1874 + - errors: + - {label: stat, symerror: 0.0152} + - {label: sys, symerror: 0.0126} + value: 0.1644 + - errors: + - {label: stat, symerror: 0.0192} + - {label: sys, symerror: 0.0091} + value: 0.0872 + - errors: + - {label: stat, symerror: 0.0094} + - {label: sys, symerror: 0.0856} + value: 1.7041 + - errors: + - {label: stat, symerror: 0.0082} + - {label: sys, symerror: 0.0575} + value: 1.1488 + - errors: + - {label: stat, symerror: 0.0074} + - {label: sys, symerror: 0.0415} + value: 0.8267 + - errors: + - {label: stat, symerror: 0.0083} + - {label: sys, symerror: 0.03} + value: 0.5901 + - errors: + - {label: stat, symerror: 0.0113} + - {label: sys, symerror: 0.0221} + value: 0.4323 + - errors: + - {label: stat, symerror: 0.0233} + - {label: sys, symerror: 0.025} + value: 0.4981 + - errors: + - {label: stat, symerror: 0.0145} + - {label: sys, symerror: 0.0177} + value: 0.3493 + - errors: + - {label: 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diff --git a/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-PIMIN/rawdata/submission.yaml b/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-PIMIN/rawdata/submission.yaml new file mode 100644 index 0000000000..abb95f50f6 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-PIMIN/rawdata/submission.yaml @@ -0,0 +1,88 @@ +additional_resources: [] +comment: Multiplicities of charged pions and unidentified hadrons produced in semi-inclusive + deep-inelastic scattering were measured in bins of the Bjorken scaling variable + $x$, the relative virtual-photon energy $y$ and the relative hadron energy $z$. + Data were obtained by the COMPASS Collaboration using a $160$ GeV muon beam and + an isoscalar target ($^{6}$LiD). They cover the kinematic domain in the photon virtuality + $Q^{2}$ $>$ $1$ (GeV/$c$)$^{2}$, $0.004 < x < 0.4$, $0.2 < z < 0.85$ and $0.1 < + y < 0.7$. +record_ids: +- {id: 1444985, type: inspire} +- {id: 0, type: cds} +- {id: 0, type: durham} +--- +additional_resources: [] +data_file: data1.yaml +data_license: {description: null, name: null, url: null} +description: |- + Multiplicities of positively charged pions from semi-inclusive deep-inelastic scattering of muons off an isoscalar target, $M^{\pi^{+}}$, in bins of $x$, $y$, and $z$. Also given are the diffractive vector meson correction to the pion count, $DVM^{\pi^{+}}$, and DIS count, $DVM^{DIS}$, as well as the radiative correction factors to the pion count, $\eta^{\pi^{+}}$, and DIS count, $\eta^{DIS}$. The correction factors were applied to the raw multiplicity to arrive at the final multiplicity given in the table, $M^{\pi^{+}}$, as follows: + + $M^{\pi^{+}}$ = $M_{raw}^{\pi^{+}}$ * $\frac{\eta^{\pi^{+}}} {\eta^{DIS}}$ * $\frac{ DVM^{\pi^{+}} } {DVM^{DIS} }$. +keywords: +- name: reactions + values: ['$\mu^{+}$ d --> $\mu''^{+}$ $\pi^{+}$ X'] +- name: observables + values: [MULT] +- name: phrases + values: [] +- name: cmenergies + values: [] +location: '' +name: Table 1 +--- +additional_resources: [] +data_file: data2.yaml +data_license: {description: null, name: null, url: null} +description: |- + Multiplicities of negatively charged pions from semi-inclusive deep-inelastic scattering of muons off an isoscalar target, $M^{\pi^{-}}$, in bins of $x$, $y$, and $z$. Also given are the diffractive vector meson correction to the pion count, $DVM^{\pi^{-}}$, and DIS count, $DVM^{DIS}$, as well as the radiative correction factors to the pion count, $\eta^{\pi^{-}}$, and DIS count, $\eta^{DIS}$. The correction factors were applied to the raw multiplicity to arrive at the final multiplicity given in the table, $M^{\pi^{-}}$, as follows: + + $M^{\pi^{-}}$ = $M_{raw}^{\pi^{-}}$ * $\frac{\eta^{\pi^{-}}} {\eta^{DIS}}$ * $\frac{ DVM^{\pi^{-}} } {DVM^{DIS} }$. +keywords: +- name: reactions + values: ['$\mu^{+}$ d --> $\mu^{+}$ $\pi^{-}$ X'] +- name: observables + values: [MULT] +- name: phrases + values: [] +- name: cmenergies + values: [] +location: '' +name: Table 2 +--- +additional_resources: [] +data_file: data3.yaml +data_license: {description: null, name: null, url: null} +description: |- + Multiplicities of unidentified positively charged hadrons from semi-inclusive deep-inelastic scattering of muons off an isoscalar target, $M^{h^{+}}$, in bins of $x$, $y$, and $z$. Also given are the diffractive vector meson correction to the hadron count, $DVM^{h^{+}}$, and DIS count, $DVM^{DIS}$, as well as the radiative correction factors to the hadron count, $\eta^{h^{+}}$, and DIS count, $\eta^{DIS}$. The correction factors were applied to the raw multiplicity to arrive at the final multiplicity given in the table, $M^{h^{+}}$, as follows: + + $M^{h^{+}}$ = $M_{raw}^{h^{+}}$ * $\frac{\eta^{h^{+}}} {\eta^{DIS}}$ * $\frac{ DVM^{h^{+}} } {DVM^{DIS} }$. +keywords: +- name: reactions + values: ['$\mu^{+}$ d --> $\mu''^{+}$ $h^{+}$ X'] +- name: observables + values: [MULT] +- name: phrases + values: [] +- name: cmenergies + values: [] +location: '' +name: Table 3 +--- +additional_resources: [] +data_file: data4.yaml +data_license: {description: null, name: null, url: null} +description: |- + Multiplicities of unidentified negatively charged hadrons from semi-inclusive deep-inelastic scattering of muons off an isoscalar target, $M^{h^{-}}$, in bins of $x$, $y$, and $z$. Also given are the diffractive vector meson correction to the hadron count, $DVM^{h^{-}}$, and DIS count, $DVM^{DIS}$, as well as the radiative correction factors to the hadron count, $\eta^{h^{-}}$, and DIS count, $\eta^{DIS}$. The correction factors were applied to the raw multiplicity to arrive at the final multiplicity given in the table, $M^{h^{-}}$, as follows: + + $M^{h^{-}}$ = $M_{raw}^{h^{-}}$ * $\frac{\eta^{h^{-}}} {\eta^{DIS}}$ * $\frac{ DVM^{h^{-}} } {DVM^{DIS} }$. +keywords: +- name: reactions + values: ['$\mu^{+}$ d --> $\mu''^{+}$ $h^{-}$ X'] +- name: observables + values: [MULT] +- name: phrases + values: [] +- name: cmenergies + values: [] +location: '' +name: Table 4 diff --git a/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-PIMIN/uncertainties.yaml b/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-PIMIN/uncertainties.yaml new file mode 100644 index 0000000000..ce1865c316 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-PIMIN/uncertainties.yaml @@ -0,0 +1,632 @@ +definitions: + stat: + description: statistical uncertainty + treatment: ADD + type: UNCORR + sys: + description: systematic uncertainty + treatment: ADD + type: UNCORR 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0.3639 +- 0.2747 +- 0.2029 +- 0.1572 +- 0.1333 +- 0.0943 +- 1.9735 +- 1.3696 +- 0.9798 +- 0.7507 +- 0.492 +- 0.2122 +- 0.1611 +- 0.1179 +- 0.1083 +- 0.075 +- 0.4933 +- 0.3673 +- 0.2608 +- 0.2216 +- 0.1477 +- 0.1236 +- 0.0826 +- 0.0607 +- 0.988 +- 0.6936 +- 0.4895 +- 0.362 +- 0.2758 +- 0.2083 +- 0.1605 +- 0.1127 +- 0.0951 +- 0.0556 +- 2.0817 +- 1.4481 +- 0.9669 +- 0.7155 +- 0.5121 +- 0.404 +- 0.2893 +- 0.2144 +- 0.1902 +- 0.0907 +- 0.1207 +- 0.471 +- 0.3731 +- 0.2986 +- 0.2223 +- 0.1746 +- 0.1203 +- 0.0856 +- 0.0538 +- 0.9774 +- 0.6483 +- 0.4939 +- 0.3499 +- 0.2892 +- 0.2038 +- 0.1468 +- 0.135 +- 0.085 +- 0.0593 +- 2.1186 +- 1.3859 +- 1.0178 +- 0.7481 +- 0.5165 +- 0.3617 +- 0.2703 +- 0.2208 +- 0.1937 +- 0.1313 diff --git a/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-PIPLUS/filter.py b/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-PIPLUS/filter.py new file mode 100644 index 0000000000..6fead33968 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-PIPLUS/filter.py @@ -0,0 +1,147 @@ +import yaml +import os + +# m_hadron = m_D = 1.876 GeV +E_cm = 24.6 # sqrt(s)=sqrt(2p_lep*m_hadron+m_hadron^2)=sqrt(2*160*1.876+1.876^2)= 24.6 GeV + + +def read_data(folder_path: str, tables: list): + """ + htype: 0 for proton, 1 for deutron + """ + collected_data = dict() + collected_data["values"] = list() + collected_data["errors_stat"] = list() + collected_data["errors_sys"] = list() + collected_data["kinematics_x"] = list() + collected_data["kinematics_y"] = list() + collected_data["kinematics_z"] = list() + collected_data["kinematics_Q2"] = list() + + metadata_dict = {"tables": tables, "ndata_points": list()} + + for table in tables: + with open(folder_path + f"data{table}.yaml", "r", encoding="utf-8") as file: + file_dict = yaml.safe_load(file) + values = file_dict["dependent_variables"][0]["values"] + n_values = len(values) + metadata_dict["ndata_points"].append(n_values) + for i in range(n_values): + collected_data["values"] = collected_data["values"] + [values[i]["value"]] + collected_data["errors_stat"] = collected_data["errors_stat"] + [ + values[i]["errors"][0]["symerror"] + ] + collected_data["errors_sys"] = collected_data["errors_sys"] + [ + values[i]["errors"][1]["symerror"] + ] + collected_data["kinematics_Q2"] = collected_data["kinematics_Q2"] + [ + file_dict["independent_variables"][2]["values"][i]["value"] + ] + collected_data["kinematics_z"] = collected_data["kinematics_z"] + [ + [ + file_dict["independent_variables"][3]["values"][i]["low"], + file_dict["independent_variables"][3]["values"][i]["value"], + file_dict["independent_variables"][3]["values"][i]["high"], + ] + ] + collected_data["kinematics_x"] = collected_data["kinematics_x"] + [ + [ + file_dict["independent_variables"][0]["values"][i]["low"], + file_dict["independent_variables"][0]["values"][i]["value"], + file_dict["independent_variables"][0]["values"][i]["high"], + ] + ] + collected_data["kinematics_y"] = collected_data["kinematics_y"] + [ + [ + file_dict["independent_variables"][1]["values"][i]["low"], + file_dict["independent_variables"][1]["values"][i]["value"], + file_dict["independent_variables"][1]["values"][i]["high"], + ] + ] + return collected_data, metadata_dict + + +def write_data(collected_data: dict, folder_path: str): + data_central_yaml = {"data_central": collected_data["values"]} + with open(folder_path + f"data.yaml", "w", encoding="utf-8") as file: + yaml.dump(data_central_yaml, file, sort_keys=False) + + n_items = len(collected_data["values"]) + + # Write kin file + kin = [] + for i in range(n_items): + kin_value = { + "x": { + "min": collected_data["kinematics_x"][i][0], + "mid": collected_data["kinematics_x"][i][1], + "max": collected_data["kinematics_x"][i][2], + }, + "y": { + "min": collected_data["kinematics_y"][i][0], + "mid": collected_data["kinematics_y"][i][1], + "max": collected_data["kinematics_y"][i][2], + }, + "z": { + "min": collected_data["kinematics_z"][i][0], + "mid": collected_data["kinematics_z"][i][1], + "max": collected_data["kinematics_z"][i][2], + }, + "Q2": {"min": None, "mid": collected_data["kinematics_Q2"][i], "max": None}, + "sqrts": {"min": None, "mid": E_cm, "max": None}, + } + kin.append(kin_value) + kinematics_yaml = {"bins": kin} + + with open(folder_path + f"kinematics.yaml", "w", encoding="utf-8") as file: + yaml.dump(kinematics_yaml, file, sort_keys=False) + + # Write unc file + error = [] + for i in range(n_items): + # here uncertainties are symmetric + e = { + "stat": collected_data["errors_stat"][i], + "sys": collected_data["errors_sys"][i], + } + error.append(e) + + error_definition = { + "stat": { + "description": "statistical uncertainty", + "treatment": "ADD", + "type": "UNCORR", + }, + "sys": { + "description": "systematic uncertainty", + "treatment": "ADD", + "type": "UNCORR", + }, + } + + uncertainties_yaml = {"definitions": error_definition, "bins": error} + + with open(folder_path + f"uncertainties.yaml", "w", encoding="utf-8") as file: + yaml.dump(uncertainties_yaml, file, sort_keys=False) + + + +if __name__ == "__main__": + + # relative folder path + folder_path = os.path.dirname(os.path.abspath(__file__)) + "/" + + # TODO Create a dict for easy running + naming_dict = { + "PiPHadron-MLTP": [1], + # "KaMHadron-MLTP": [2], + } + + # Wp + for name, tables in naming_dict.items(): + collected_data, metadata_dict = read_data(folder_path + "rawdata/", tables) + print(name.split("-")[0].lower(), metadata_dict) + write_data( + collected_data, + folder_path=folder_path, + ) diff --git a/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-PIPLUS/kinematics.yaml b/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-PIPLUS/kinematics.yaml new file mode 100644 index 0000000000..0f06efd4cb --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-PIPLUS/kinematics.yaml @@ -0,0 +1,6221 @@ +bins: +- x: + min: 0.004 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null + mid: 25.228 + max: null + sqrts: + min: null + mid: 24.6 + max: null +- x: + min: 0.18 + mid: 0.2502 + max: 0.4 + y: + min: 0.3 + mid: 0.329 + max: 0.5 + z: + min: 0.65 + mid: 0.674 + max: 0.7 + Q2: + min: null + mid: 24.339 + max: null + sqrts: + min: null + mid: 24.6 + max: null diff --git a/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-PIPLUS/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-PIPLUS/metadata.yaml new file mode 100644 index 0000000000..550eee4d5a --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-PIPLUS/metadata.yaml @@ -0,0 +1,57 @@ +# Generalia +setname: "COMPASS_SIDIS_24P6GEV_D-MUON-PIPLUS" + +version: 1 +version_comment: "Initial implementation" + +# References +arXiv: + url: "https://arxiv.org/abs/1604.02695" +iNSPIRE: + url: "https://inspirehep.net/literature/1444985" +hepdata: + url: "https://www.hepdata.net/record/ins1444985" + +nnpdf_metadata: + nnpdf31_process: "SIDIS" + experiment: "COMPAS" + +implemented_observables: + - observable_name: "MLTP" + observable: + description: Multiplicity M for $\pi^+$ for the hadron as a function of $x$, $y$, $z$ and $Q^2$ + label: $M$ + units: "" + process_type: "" + ndata: 311 + tables: [1] + npoints: [311] + + # Plotting information + plotting: + kinematics_override: + dataset_label: COMPAS $\mu^{+}$ d --> $\mu''^{+}$ $\pi^{+}$ X + y_label: $M(x,y,z,Q^2)$ + plot_x: + line_by: [] + figure_by: [] + kinematic_coverage: [x,y,z,Q2] + + kinematics: + variables: + x: { description: "Bjorken x", label: x, units: "" } + y: { description: "fractional energy of lepton carried by the photon", label: y, units: "" } + z: { description: "fractional momentum of the parent quark carried by the hadron", label: z, units: "" } + Q2: { description: "Momentum transfer", label: '$Q^2$', units: "$(\frac{GeV}{c})^2$" } + sqrts: { description: "Center of mass energy", label: '$\sqrt{s}$', units: "GeV" } + file: kinematics_kaphadron.yaml + + data_central: data_piphadron.yaml + data_uncertainties: + - uncertainties_piphadron.yaml + + theory: + FK_tables: + - - + - - + operation: "ratio" \ No newline at end of file diff --git a/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-PIPLUS/rawdata/HEPData-ins1444985-v1.zip b/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-PIPLUS/rawdata/HEPData-ins1444985-v1.zip new file mode 100644 index 0000000000..84e3ecf99e Binary files /dev/null and b/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-PIPLUS/rawdata/HEPData-ins1444985-v1.zip differ diff --git a/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-PIPLUS/rawdata/data1.yaml b/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-PIPLUS/rawdata/data1.yaml new file mode 100644 index 0000000000..6295fcb318 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-PIPLUS/rawdata/data1.yaml @@ -0,0 +1,5011 @@ +dependent_variables: +- header: {name: '$M^{\pi^{+}}$'} + qualifiers: + - {name: PLAB, units: GEV, value: '160.0'} + - {name: RE, value: '$\mu^{+}$ d --> $\mu''^{+}$ $\pi^{+}$ X'} + values: + - errors: + - {label: stat, symerror: 0.0155} + - {label: sys, symerror: 0.0913} + value: 1.8171 + - errors: + - {label: stat, symerror: 0.0125} + - {label: sys, symerror: 0.0615} + value: 1.2272 + - errors: + - {label: stat, symerror: 0.0112} + - {label: sys, symerror: 0.0455} + value: 0.9095 + - errors: + - {label: stat, symerror: 0.0095} + - {label: sys, symerror: 0.0317} + value: 0.6308 + - errors: + - {label: stat, symerror: 0.0084} + - {label: sys, symerror: 0.0236} + value: 0.4661 + - errors: + - {label: stat, symerror: 0.0079} + - {label: sys, symerror: 0.0187} + value: 0.3585 + - errors: + - {label: stat, symerror: 0.0087} + - {label: sys, symerror: 0.0147} + value: 0.2656 + - errors: + - {label: stat, symerror: 0.0109} + - {label: sys, symerror: 0.012} + value: 0.2181 + - errors: + - {label: stat, symerror: 0.0161} + - {label: sys, symerror: 0.0133} + value: 0.1858 + - errors: + - {label: stat, symerror: 0.024} + - {label: sys, symerror: 0.0103} + value: 0.1078 + - errors: + - {label: stat, symerror: 0.0095} + - {label: sys, symerror: 0.0882} + value: 1.7546 + - errors: + - {label: stat, symerror: 0.0083} + - {label: sys, symerror: 0.0603} + value: 1.2043 + - errors: + - {label: stat, symerror: 0.0076} + - {label: sys, symerror: 0.043} + value: 0.8571 + - errors: + - {label: stat, symerror: 0.0085} + - {label: sys, symerror: 0.0311} + value: 0.6153 + - errors: + - {label: stat, symerror: 0.0118} + - {label: sys, symerror: 0.0241} + value: 0.4722 + - errors: + - {label: stat, symerror: 0.0226} + - {label: sys, symerror: 0.0244} + value: 0.4857 + - errors: + - {label: stat, symerror: 0.0157} + - {label: sys, symerror: 0.0203} + value: 0.4052 + - errors: + - {label: stat, symerror: 0.0131} + - {label: sys, symerror: 0.0149} + value: 0.2922 + - errors: + - {label: stat, symerror: 0.0116} + - {label: sys, 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0.795} + - {high: 0.35, low: 0.3, value: 0.324} + - {high: 0.4, low: 0.35, value: 0.374} + - {high: 0.45, low: 0.4, value: 0.424} + - {high: 0.5, low: 0.45, value: 0.474} + - {high: 0.55, low: 0.5, value: 0.524} + - {high: 0.6, low: 0.55, value: 0.574} + - {high: 0.65, low: 0.6, value: 0.624} + - {high: 0.7, low: 0.65, value: 0.674} + - {high: 0.75, low: 0.7, value: 0.724} + - {high: 0.85, low: 0.75, value: 0.794} + - {high: 0.25, low: 0.2, value: 0.223} + - {high: 0.3, low: 0.25, value: 0.273} + - {high: 0.35, low: 0.3, value: 0.324} + - {high: 0.4, low: 0.35, value: 0.374} + - {high: 0.45, low: 0.4, value: 0.424} + - {high: 0.5, low: 0.45, value: 0.474} + - {high: 0.55, low: 0.5, value: 0.524} + - {high: 0.6, low: 0.55, value: 0.574} + - {high: 0.65, low: 0.6, value: 0.624} + - {high: 0.7, low: 0.65, value: 0.674} diff --git a/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-PIPLUS/rawdata/data2.yaml b/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-PIPLUS/rawdata/data2.yaml new file mode 100644 index 0000000000..1556a03117 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-PIPLUS/rawdata/data2.yaml @@ -0,0 +1,5011 @@ +dependent_variables: +- header: {name: '$M^{\pi^{-}}$'} + qualifiers: + - {name: PLAB, units: GEV, value: '160.0'} + - {name: RE, value: '$\mu^{+}$ d --> $\mu^{+}$ $\pi^{-}$ X'} + values: + - errors: + - {label: stat, symerror: 0.0153} + - {label: sys, symerror: 0.0881} + value: 1.7515 + - errors: + - {label: stat, symerror: 0.0125} + - {label: sys, symerror: 0.0601} + value: 1.2004 + - errors: + - {label: stat, symerror: 0.0104} + - {label: sys, symerror: 0.0406} + value: 0.8117 + - errors: + - {label: stat, symerror: 0.0091} + - {label: sys, symerror: 0.0295} + value: 0.5892 + - errors: + - {label: stat, symerror: 0.0083} + - {label: sys, symerror: 0.0229} + value: 0.451 + - errors: + - {label: stat, symerror: 0.0076} + - {label: sys, symerror: 0.0171} + value: 0.3278 + - errors: + - {label: stat, symerror: 0.0082} + - {label: sys, symerror: 0.0131} + value: 0.245 + - errors: + - {label: stat, symerror: 0.0101} + - {label: sys, symerror: 0.0115} + value: 0.1874 + - errors: + - {label: stat, symerror: 0.0152} + - {label: sys, symerror: 0.0126} + value: 0.1644 + - errors: + - {label: stat, symerror: 0.0192} + - {label: sys, symerror: 0.0091} + value: 0.0872 + - errors: + - {label: stat, symerror: 0.0094} + - {label: sys, symerror: 0.0856} + value: 1.7041 + - errors: + - {label: stat, symerror: 0.0082} + - {label: sys, symerror: 0.0575} + value: 1.1488 + - errors: + - {label: stat, symerror: 0.0074} + - {label: sys, symerror: 0.0415} + value: 0.8267 + - errors: + - {label: stat, symerror: 0.0083} + - {label: sys, symerror: 0.03} + value: 0.5901 + - errors: + - {label: stat, symerror: 0.0113} + - {label: sys, symerror: 0.0221} + value: 0.4323 + - errors: + - {label: stat, symerror: 0.0233} + - {label: sys, symerror: 0.025} + value: 0.4981 + - errors: + - {label: stat, symerror: 0.0145} + - {label: sys, symerror: 0.0177} + value: 0.3493 + - errors: + - {label: stat, symerror: 0.0133} + - {label: sys, symerror: 0.0147} + value: 0.2795 + - errors: + - {label: stat, symerror: 0.0111} + - {label: sys, symerror: 0.0124} + value: 0.1934 + - errors: + - {label: stat, symerror: 0.0103} + - {label: sys, symerror: 0.0106} + value: 0.1574 + - errors: + - {label: stat, symerror: 0.0096} + - {label: sys, symerror: 0.0107} + value: 0.1259 + - errors: + - {label: stat, symerror: 0.0088} + - {label: sys, symerror: 0.0096} + value: 0.1046 + - errors: + - {label: stat, symerror: 0.005} + - {label: sys, symerror: 0.0084} + value: 0.0628 + - errors: + - {label: stat, symerror: 0.0103} + - {label: sys, symerror: 0.0439} + value: 0.8781 + - errors: + - {label: stat, symerror: 0.0068} + - {label: sys, symerror: 0.0309} + value: 0.6178 + - errors: + - {label: stat, symerror: 0.0056} + - {label: sys, symerror: 0.0234} + value: 0.465 + - errors: + - {label: stat, symerror: 0.0047} + - {label: sys, symerror: 0.0169} + value: 0.3317 + - errors: + - {label: stat, symerror: 0.0042} + - {label: sys, symerror: 0.0134} + value: 0.2529 + - errors: + - {label: stat, symerror: 0.0037} + - {label: sys, symerror: 0.011} + value: 0.1947 + - errors: + - {label: stat, symerror: 0.0034} + - {label: sys, symerror: 0.0099} + value: 0.1549 + - errors: + - {label: stat, symerror: 0.0031} + - {label: sys, symerror: 0.0087} + value: 0.1272 + - errors: + - {label: stat, symerror: 0.0029} + - {label: sys, symerror: 0.0088} + value: 0.1014 + - errors: + - {label: stat, symerror: 0.0017} + - {label: sys, symerror: 0.0077} + value: 0.0648 + - errors: + - {label: stat, symerror: 0.0099} + - {label: sys, symerror: 0.0879} + value: 1.7537 + - errors: + - {label: stat, symerror: 0.0063} + - {label: sys, symerror: 0.0603} + value: 1.2042 + - errors: + - {label: stat, symerror: 0.0053} + - {label: sys, symerror: 0.0421} + value: 0.841 + - errors: + - {label: stat, symerror: 0.0046} + - {label: sys, symerror: 0.0304} + value: 0.6068 + - errors: + - {label: stat, symerror: 0.0039} + - {label: sys, symerror: 0.0214} + value: 0.4265 + - errors: + - {label: stat, symerror: 0.0035} + - {label: sys, symerror: 0.0162} + value: 0.3186 + - errors: + - {label: stat, symerror: 0.0033} + - {label: sys, symerror: 0.012} + value: 0.2309 + - errors: + - {label: stat, symerror: 0.0033} + - {label: sys, symerror: 0.01} + value: 0.1849 + - errors: + - {label: stat, symerror: 0.0033} + - {label: sys, symerror: 0.0083} + value: 0.1381 + - errors: + - {label: stat, symerror: 0.0036} + - {label: sys, symerror: 0.0076} + value: 0.1111 + - errors: + - {label: stat, symerror: 0.0038} + - {label: sys, symerror: 0.0065} + value: 0.0737 + - errors: + - {label: stat, symerror: 0.01} + - {label: sys, symerror: 0.0069} + value: 0.0695 + - errors: + - {label: stat, symerror: 0.0094} + - {label: sys, symerror: 0.085} + value: 1.6971 + - errors: + - {label: stat, symerror: 0.008} + - {label: sys, symerror: 0.0571} + value: 1.1416 + - errors: + - {label: stat, symerror: 0.0071} + - {label: sys, symerror: 0.0404} + value: 0.8073 + - errors: + - {label: stat, symerror: 0.0072} + - {label: sys, symerror: 0.0281} + value: 0.5586 + - errors: + - {label: stat, symerror: 0.0089} + - {label: sys, symerror: 0.0213} + value: 0.4036 + - errors: + - {label: stat, symerror: 0.0096} + - {label: sys, symerror: 0.0121} + value: 0.1934 + - errors: + - {label: stat, symerror: 0.0069} + - {label: sys, symerror: 0.0098} + value: 0.1605 + - errors: + - {label: stat, symerror: 0.0058} + - {label: sys, symerror: 0.0093} + value: 0.1222 + - errors: + - {label: stat, symerror: 0.0054} + - {label: sys, symerror: 0.0096} + value: 0.1047 + - errors: + - {label: stat, symerror: 0.0035} + - {label: sys, symerror: 0.0085} + value: 0.0749 + - errors: + - {label: stat, symerror: 0.0154} + - {label: sys, symerror: 0.0238} + value: 0.4752 + - errors: + - {label: stat, symerror: 0.0073} + - {label: sys, symerror: 0.0175} + value: 0.3445 + - errors: + - {label: stat, symerror: 0.0054} + - {label: sys, symerror: 0.0142} + value: 0.2722 + - errors: + - {label: stat, symerror: 0.0045} + - {label: sys, symerror: 0.0114} + value: 0.2035 + - errors: + - {label: stat, symerror: 0.0041} + - {label: sys, symerror: 0.0102} + value: 0.1626 + - errors: + - {label: stat, symerror: 0.0036} + - {label: sys, symerror: 0.0087} + value: 0.1253 + - errors: + - {label: stat, symerror: 0.0033} + - {label: sys, symerror: 0.0081} + value: 0.0993 + - errors: + - {label: stat, symerror: 0.0019} + - {label: sys, symerror: 0.0077} + value: 0.0652 + - errors: + - {label: stat, symerror: 0.0125} + - {label: sys, symerror: 0.0426} + value: 0.8525 + - errors: + - {label: stat, symerror: 0.008} + - {label: sys, symerror: 0.0321} + value: 0.6425 + - errors: + - {label: stat, symerror: 0.006} + - {label: sys, symerror: 0.0225} + value: 0.4491 + - errors: + - 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value: 0.574} + - {high: 0.65, low: 0.6, value: 0.624} + - {high: 0.7, low: 0.65, value: 0.674} diff --git a/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-PIPLUS/rawdata/submission.yaml b/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-PIPLUS/rawdata/submission.yaml new file mode 100644 index 0000000000..abb95f50f6 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-PIPLUS/rawdata/submission.yaml @@ -0,0 +1,88 @@ +additional_resources: [] +comment: Multiplicities of charged pions and unidentified hadrons produced in semi-inclusive + deep-inelastic scattering were measured in bins of the Bjorken scaling variable + $x$, the relative virtual-photon energy $y$ and the relative hadron energy $z$. + Data were obtained by the COMPASS Collaboration using a $160$ GeV muon beam and + an isoscalar target ($^{6}$LiD). They cover the kinematic domain in the photon virtuality + $Q^{2}$ $>$ $1$ (GeV/$c$)$^{2}$, $0.004 < x < 0.4$, $0.2 < z < 0.85$ and $0.1 < + y < 0.7$. +record_ids: +- {id: 1444985, type: inspire} +- {id: 0, type: cds} +- {id: 0, type: durham} +--- +additional_resources: [] +data_file: data1.yaml +data_license: {description: null, name: null, url: null} +description: |- + Multiplicities of positively charged pions from semi-inclusive deep-inelastic scattering of muons off an isoscalar target, $M^{\pi^{+}}$, in bins of $x$, $y$, and $z$. Also given are the diffractive vector meson correction to the pion count, $DVM^{\pi^{+}}$, and DIS count, $DVM^{DIS}$, as well as the radiative correction factors to the pion count, $\eta^{\pi^{+}}$, and DIS count, $\eta^{DIS}$. The correction factors were applied to the raw multiplicity to arrive at the final multiplicity given in the table, $M^{\pi^{+}}$, as follows: + + $M^{\pi^{+}}$ = $M_{raw}^{\pi^{+}}$ * $\frac{\eta^{\pi^{+}}} {\eta^{DIS}}$ * $\frac{ DVM^{\pi^{+}} } {DVM^{DIS} }$. +keywords: +- name: reactions + values: ['$\mu^{+}$ d --> $\mu''^{+}$ $\pi^{+}$ X'] +- name: observables + values: [MULT] +- name: phrases + values: [] +- name: cmenergies + values: [] +location: '' +name: Table 1 +--- +additional_resources: [] +data_file: data2.yaml +data_license: {description: null, name: null, url: null} +description: |- + Multiplicities of negatively charged pions from semi-inclusive deep-inelastic scattering of muons off an isoscalar target, $M^{\pi^{-}}$, in bins of $x$, $y$, and $z$. Also given are the diffractive vector meson correction to the pion count, $DVM^{\pi^{-}}$, and DIS count, $DVM^{DIS}$, as well as the radiative correction factors to the pion count, $\eta^{\pi^{-}}$, and DIS count, $\eta^{DIS}$. The correction factors were applied to the raw multiplicity to arrive at the final multiplicity given in the table, $M^{\pi^{-}}$, as follows: + + $M^{\pi^{-}}$ = $M_{raw}^{\pi^{-}}$ * $\frac{\eta^{\pi^{-}}} {\eta^{DIS}}$ * $\frac{ DVM^{\pi^{-}} } {DVM^{DIS} }$. +keywords: +- name: reactions + values: ['$\mu^{+}$ d --> $\mu^{+}$ $\pi^{-}$ X'] +- name: observables + values: [MULT] +- name: phrases + values: [] +- name: cmenergies + values: [] +location: '' +name: Table 2 +--- +additional_resources: [] +data_file: data3.yaml +data_license: {description: null, name: null, url: null} +description: |- + Multiplicities of unidentified positively charged hadrons from semi-inclusive deep-inelastic scattering of muons off an isoscalar target, $M^{h^{+}}$, in bins of $x$, $y$, and $z$. Also given are the diffractive vector meson correction to the hadron count, $DVM^{h^{+}}$, and DIS count, $DVM^{DIS}$, as well as the radiative correction factors to the hadron count, $\eta^{h^{+}}$, and DIS count, $\eta^{DIS}$. The correction factors were applied to the raw multiplicity to arrive at the final multiplicity given in the table, $M^{h^{+}}$, as follows: + + $M^{h^{+}}$ = $M_{raw}^{h^{+}}$ * $\frac{\eta^{h^{+}}} {\eta^{DIS}}$ * $\frac{ DVM^{h^{+}} } {DVM^{DIS} }$. +keywords: +- name: reactions + values: ['$\mu^{+}$ d --> $\mu''^{+}$ $h^{+}$ X'] +- name: observables + values: [MULT] +- name: phrases + values: [] +- name: cmenergies + values: [] +location: '' +name: Table 3 +--- +additional_resources: [] +data_file: data4.yaml +data_license: {description: null, name: null, url: null} +description: |- + Multiplicities of unidentified negatively charged hadrons from semi-inclusive deep-inelastic scattering of muons off an isoscalar target, $M^{h^{-}}$, in bins of $x$, $y$, and $z$. Also given are the diffractive vector meson correction to the hadron count, $DVM^{h^{-}}$, and DIS count, $DVM^{DIS}$, as well as the radiative correction factors to the hadron count, $\eta^{h^{-}}$, and DIS count, $\eta^{DIS}$. The correction factors were applied to the raw multiplicity to arrive at the final multiplicity given in the table, $M^{h^{-}}$, as follows: + + $M^{h^{-}}$ = $M_{raw}^{h^{-}}$ * $\frac{\eta^{h^{-}}} {\eta^{DIS}}$ * $\frac{ DVM^{h^{-}} } {DVM^{DIS} }$. +keywords: +- name: reactions + values: ['$\mu^{+}$ d --> $\mu''^{+}$ $h^{-}$ X'] +- name: observables + values: [MULT] +- name: phrases + values: [] +- name: cmenergies + values: [] +location: '' +name: Table 4 diff --git a/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-PIPLUS/uncertainties.yaml b/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-PIPLUS/uncertainties.yaml new file mode 100644 index 0000000000..ed8d32a127 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/COMPASS_SIDIS_24P6GEV_D-MUON-PIPLUS/uncertainties.yaml @@ -0,0 +1,632 @@ +definitions: + stat: + description: statistical uncertainty + treatment: ADD + type: UNCORR + sys: + description: systematic uncertainty + treatment: ADD + type: 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