diff --git a/conda-recipe/run_test.sh b/conda-recipe/run_test.sh index bc909ec879..25d2f66d57 100644 --- a/conda-recipe/run_test.sh +++ b/conda-recipe/run_test.sh @@ -5,7 +5,7 @@ set -e # Python tests for the installed validphys package # Note that the default tolerance in the conda test is higher than the pip test -pytest --pyargs --mpl validphys --mpl-default-tolerance 22 +pytest --pyargs --mpl validphys --mpl-default-tolerance 24 platformstr=`uname` diff --git a/nnpdf_data/nnpdf_data/commondata/CMS_Z0J_8TEV/data_legacy_PT-Y.yaml b/nnpdf_data/nnpdf_data/commondata/CMS_Z0J_8TEV/data_PT-Y.yaml similarity index 75% rename from nnpdf_data/nnpdf_data/commondata/CMS_Z0J_8TEV/data_legacy_PT-Y.yaml rename to nnpdf_data/nnpdf_data/commondata/CMS_Z0J_8TEV/data_PT-Y.yaml index d80a51ff9f..a054352071 100644 --- a/nnpdf_data/nnpdf_data/commondata/CMS_Z0J_8TEV/data_legacy_PT-Y.yaml +++ b/nnpdf_data/nnpdf_data/commondata/CMS_Z0J_8TEV/data_PT-Y.yaml @@ -5,9 +5,9 @@ data_central: - 460.5 - 222.6 - 109.8 -- 61.84 +- 6.18400000e+01 - 30.19 -- 13.55 +- 1.35500000e+01 - 0.6181 - 9862.0 - 2863.0 @@ -18,16 +18,16 @@ data_central: - 58.13 - 29.85 - 13.76 -- 0.6122000000000001 +- 6.12200000e-01 - 9205.0 - 2588.0 - 935.5 - 416.3 - 199.0 - 103.1 -- 54.06 +- 5.40600000e+01 - 28.45 -- 13.64 +- 1.36400000e+01 - 0.5521 - 6893.0 - 1933.0 @@ -37,10 +37,10 @@ data_central: - 84.62 - 47.57 - 24.13 -- 11.3 +- 1.13000000e+01 - 0.4657 - 3709.0 -- 1021.0 +- 1.02100000e+03 - 381.6 - 176.6 - 90.49 diff --git a/nnpdf_data/nnpdf_data/commondata/CMS_Z0J_8TEV/filter.py b/nnpdf_data/nnpdf_data/commondata/CMS_Z0J_8TEV/filter.py new file mode 100644 index 0000000000..bb4112c2a1 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CMS_Z0J_8TEV/filter.py @@ -0,0 +1,16 @@ +''' +Filter script for CMS_Z0J_8TEV +''' + +import logging + +from filter_utils import Extractor +import numpy as np +import yaml + +logging.basicConfig(level=logging.INFO, format='[%(levelname)s] %(message)s') + +if __name__ == "__main__": + CMS_Z0J_8TEV = Extractor("./metadata.yaml", "PT-Y", mult_factor=1000) + CMS_Z0J_8TEV.generate_data(variant='default') + CMS_Z0J_8TEV.generate_data(variant='sys_10') diff --git a/nnpdf_data/nnpdf_data/commondata/CMS_Z0J_8TEV/filter_utils.py b/nnpdf_data/nnpdf_data/commondata/CMS_Z0J_8TEV/filter_utils.py new file mode 100644 index 0000000000..0a4eae4e9c --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CMS_Z0J_8TEV/filter_utils.py @@ -0,0 +1,310 @@ +import logging +import os + +import numpy as np +import pandas as pd +import yaml + +from nnpdf_data.filter_utils.utils import prettify_float, symmetrize_errors + +yaml.add_representer(float, prettify_float) + +MZ2_low = 81.0**2 # GeV2 +MZ2_high = 101.0**2 # GeV2 +MZ2_mid = (MZ2_low + MZ2_high) * 0.5 # GeV2 +CMSLUMI12 = 2.6 # % + +ABS_RAP_BINS = [ + {'low': 0.0, 'high': 0.4}, + {'low': 0.4, 'high': 0.8}, + {'low': 0.8, 'high': 1.2}, + {'low': 1.2, 'high': 1.6}, + {'low': 1.6, 'high': 2.0}, +] + +STAT_ART_LABEL = 'art_corr_unc' +TABLE_TOKEN = 'Table' + +class Extractor: + """ + Extracts kinematics, central data, and uncertainties for a given dataset + + Parameters + ---------- + metadata_file: str + Path to the metadata file + observable: str + The name of the observable for which the data is extracted. The name must + be listed in the metadata file. + """ + + def __init__(self, metadata_file, observable, mult_factor=1.0): + + # Open metadata and select process + with open(metadata_file, 'r') as file: + metadata = yaml.safe_load(file) + self.metadata = next( + ( + md + for md in metadata["implemented_observables"] + if md['observable_name'] == observable + ), + None, + ) + if self.metadata is None: + raise Exception(f"{observable} is not listed in the metadata file.") + + # Initialise dict of tables + self.tables = {} + self.observable = observable + self.mult_factor = mult_factor + self.kin_labels = self.metadata['kinematic_coverage'] + self.ndata = self.metadata['ndata'] + + def __extract_kinematics(self, table: dict): + """ + Extracts the kinematic variables of the single differential + distribution given a table. + + For each bin, it computes the max, min, and mid value of the transverse + momentum of the boson. + + Parameters + ---------- + table: dict + Dictionary containing the bins in the transverse momentum + + Return + ------ + List of bins containing min, max, and mid values for each of the kinematic + observables listed in the `kinematic_coverage` of the metadata file. + + """ + data = table['independent_variables'][0] + label = self.kin_labels + kinematics = [] + for rap_bin in ABS_RAP_BINS: + for bin in data['values']: + pT_min = bin['low'] + pT_max = bin['high'] + abs_eta_low = rap_bin['low'] + abs_eta_high = rap_bin['high'] + kin_bin = { + label[0]: {'min': pT_min, 'mid': (pT_max + pT_min) / 2, 'max': pT_max}, + label[1]: { + 'min': abs_eta_low, + 'mid': (abs_eta_low + abs_eta_high) * 0.5, + 'max': abs_eta_high, + }, + label[2]: {'min': MZ2_low, 'mid': MZ2_mid, 'max': MZ2_high}, + } + kinematics.append(kin_bin) + return kinematics + + def __retrieve_table(self, table_id): + """ + Implementation of the lazy loading for the tables. If the table + is loaded for the first time, it is stored into an internal + container of the class, so that it will not be loaded each time. + + When called, this functions checks if the table has already been stored + and, if that is the case, returns the stored table. + + Parameters + ---------- + table_id: int + Index that specifies the table + + Return + ------ + The table specified by `table_id`. If not previously loaded, it is also + stored into the internal container for future use. + """ + try: + table = self.tables[str(table_id)] + except KeyError: + logging.debug( + f'Table {table_id} has not already been used or stored.' f' Storing the table...' + ) + with open(f'./rawdata/{TABLE_TOKEN}{table_id}.yaml', 'r') as tab: + tab_dict = yaml.safe_load(tab) + self.tables[str(table_id)] = tab_dict + table = tab_dict + return table + + def generate_kinematics(self): + """ + Function that generates the kinematics by looping over all the + tables specified in the metadata file. The resulting kinematics + is then saved to a yaml file. It relies on the method + `__extract_kinematics`. + """ + logging.info(f"Generating kinematics for CMS_{self.observable}...") + + # Initialise kinematics list + kinematics = [] + ndata = 0 + table = self.metadata["tables"][0] + tab_dict = self.__retrieve_table(table) + kin = self.__extract_kinematics(tab_dict) + kinematics = np.concatenate([kinematics, kin]) + ndata += len(kin) + + # Check number of data agrees with metadata + try: + assert self.metadata['ndata'] is not None + assert self.metadata['ndata'] == ndata + except AssertionError as e: + logging.warning( + f"The number of data in the metafile is either wrong or unspecified." + f" The correct number is {ndata}. Please, update the metafile." + ) + return + return kinematics.tolist() + + def generate_data_and_unc(self, mult_factor=1.0): + """ + Same as `generate_kinematics`, but for central data points and uncertainties. + """ + logging.info(f"Generating central data for CMS_{self.observable}...") + dat_central = [] + dat_unc = [] + table = self.metadata['tables'][0] + tab_dict = self.__retrieve_table(table) + tab_dict = tab_dict['dependent_variables'] + + # Loop over rap bins + for rap_bin in tab_dict: + for pt_bin in rap_bin['values']: + dat_central.append(pt_bin['value'] * mult_factor) + dat_unc.append(pt_bin['errors'][0]['symerror'] * mult_factor) + return dat_central, dat_unc + + def build_covmat(self): + ''' + Construct the covarianc matrix from the list of entries provided in HepData. + ''' + ndata = self.metadata['ndata'] + table_id = self.metadata['tables'][1] + with open(f'./rawdata/{TABLE_TOKEN}{table_id}.yaml', 'r') as tab: + raw_dict = yaml.load(tab, yaml.Loader) + matlist = [val['value'] for val in raw_dict['dependent_variables'][0]['values']] + covmat = np.zeros((ndata, ndata)) + for i in range(ndata): + for j in range(ndata): + covmat[i, j] = matlist[i + ndata * j] # Col-major + return covmat + + def __build_unc_definitions(self, variant='default'): + ''' + Build the dictionary containing the definitions of the uncertainties + to be used in the uncertainty data file. + + Parameters + ---------- + variant: str + Name of the variant to be implemented. + + Return + ------ + Dictionary containing the definition of each uncertainties. Each element + in the dictionary contains the name of the uncertainty, its definition, + the type, and the treatment. The format is the one used in the + commondata. + ''' + unc_definitions = {} + + # Statistical uncertainties are always the same + for idx in range(self.ndata): + unc_definitions[STAT_ART_LABEL + f'_{idx + 1}'] = { + 'description': f'Artificial uncertainty {idx + 1}', + 'treatment': 'ADD', + 'type': 'CORR', + } + + # Add lumi uncertainty + unc_definitions['corr_lumi_unc'] = { + 'description': f'Luminosity uncertainty 2.6%', + 'treatment': 'MULT', + 'type': 'CMSLUMI12', + } + + if variant == 'sys_10': + unc_definitions['uncorr_mc_unc'] = { + 'description': f'MC uncertainty', + 'treatment': 'MULT', + 'type': 'UNCORR', + } + elif variant != 'default': + + raise ValueError(f'The variant {variant} is not implemented.') + + return unc_definitions + + def generate_data(self, variant='default'): + ''' + Collect central data, kinematics, and uncertainties and combine them + in the format used in the commondata. + + Paramters + --------- + variant: str + Name of the dataset variant to generate. + ''' + # Get central data and kinematics + central_data, _ = self.generate_data_and_unc(self.mult_factor) + kinematics = self.generate_kinematics() + + # Uncertainty definitions + unc_definitions = self.__build_unc_definitions(variant=variant) + + # Get statistical (artidicial uncertainties) + covmat = self.build_covmat() + eigvals, eigvecs = np.linalg.eig(covmat) + art_stat = np.sqrt(eigvals) * eigvecs * self.mult_factor + sys_artificial = [] # Initialize vector of artificial uncertainties + + for data_idx, data in enumerate(central_data): + unc_dict = {} + # Add artificial uncertainties + for unc_idx, unc_type in enumerate(unc_definitions.keys()): + if STAT_ART_LABEL in unc_type: + # Add statistical uncertainties + unc_dict[unc_type] = float(art_stat[data_idx, unc_idx]) + elif unc_type == 'corr_lumi_unc': + unc_dict[unc_type] = data * CMSLUMI12 * 0.01 + elif unc_type == 'uncorr_mc_unc' and variant == 'sys_10': + unc_dict[unc_type] = data * 0.01 + else: + raise ValueError(f'Uncertainty type {unc_type} is not known.') + sys_artificial.append(unc_dict) + + # Local path for yaml files + path='./' + + # Save kinematics into file + logging.info("Dumping kinematics to file...") + kinematics_yaml = {'bins': kinematics} + with open(path + self.metadata['kinematics']['file'], 'w') as kin_out_file: + yaml.dump(kinematics_yaml, kin_out_file, sort_keys=False) + logging.info("Done!") + + # Save central data into file + logging.info("Dumping kinematics to file...") + dat_central_yaml = {'data_central': central_data} + file_name = self.metadata['data_central'] + with open(path + file_name, 'w') as dat_out_file: + yaml.dump(dat_central_yaml, dat_out_file, sort_keys=False) + logging.info("Done!") + + # Save unertainties + logging.info("Dumping kinematics to file...") + uncertainties_yaml = {'definitions': unc_definitions, 'bins': sys_artificial} + file_name = ( + self.metadata['data_uncertainties'][0] + if variant == 'default' + else self.metadata['variants'][variant]['data_uncertainties'][0] + ) + with open(path + file_name, 'w') as dat_out_file: + yaml.dump(uncertainties_yaml, dat_out_file, sort_keys=False) + logging.info("Done!") \ No newline at end of file diff --git a/nnpdf_data/nnpdf_data/commondata/CMS_Z0J_8TEV/kinematics_PT-Y.yaml b/nnpdf_data/nnpdf_data/commondata/CMS_Z0J_8TEV/kinematics_PT-Y.yaml index 73ccbd519a..d2f13a12c2 100644 --- a/nnpdf_data/nnpdf_data/commondata/CMS_Z0J_8TEV/kinematics_PT-Y.yaml +++ b/nnpdf_data/nnpdf_data/commondata/CMS_Z0J_8TEV/kinematics_PT-Y.yaml @@ -1,601 +1,601 @@ bins: -- k1: - min: null +- pT: + min: 0.0 + mid: 10.0 + max: 20.0 + abs_y: + min: 0.0 mid: 0.2 - max: null - k2: - min: null - mid: 100.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null + max: 0.4 + m_Z2: + min: 6561.0 + mid: 8381.0 + max: 10201.0 +- pT: + min: 20.0 + mid: 30.0 + max: 40.0 + abs_y: + min: 0.0 mid: 0.2 - max: null - k2: - min: null - mid: 900.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null + max: 0.4 + m_Z2: + min: 6561.0 + mid: 8381.0 + max: 10201.0 +- pT: + min: 40.0 + mid: 50.0 + max: 60.0 + abs_y: + min: 0.0 mid: 0.2 - max: null - k2: - min: null - mid: 2500.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null + max: 0.4 + m_Z2: + min: 6561.0 + mid: 8381.0 + max: 10201.0 +- pT: + min: 60.0 + mid: 70.0 + max: 80.0 + abs_y: + min: 0.0 mid: 0.2 - max: null - k2: - min: null - mid: 4900.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null + max: 0.4 + m_Z2: + min: 6561.0 + mid: 8381.0 + max: 10201.0 +- pT: + min: 80.0 + mid: 90.0 + max: 100.0 + abs_y: + min: 0.0 mid: 0.2 - max: null - k2: - min: null - mid: 8100.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null + max: 0.4 + m_Z2: + min: 6561.0 + mid: 8381.0 + max: 10201.0 +- pT: + min: 100.0 + mid: 110.0 + max: 120.0 + abs_y: + min: 0.0 mid: 0.2 - max: null - k2: - min: null - mid: 12100.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null + max: 0.4 + m_Z2: + min: 6561.0 + mid: 8381.0 + max: 10201.0 +- pT: + min: 120.0 + mid: 130.0 + max: 140.0 + abs_y: + min: 0.0 mid: 0.2 - max: null - k2: - min: null - mid: 16900.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null + max: 0.4 + m_Z2: + min: 6561.0 + mid: 8381.0 + max: 10201.0 +- pT: + min: 140.0 + mid: 155.0 + max: 170.0 + abs_y: + min: 0.0 mid: 0.2 - max: null - k2: - min: null - mid: 24025.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null + max: 0.4 + m_Z2: + min: 6561.0 + mid: 8381.0 + max: 10201.0 +- pT: + min: 170.0 + mid: 185.0 + max: 200.0 + abs_y: + min: 0.0 mid: 0.2 - max: null - k2: - min: null - mid: 34225.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null + max: 0.4 + m_Z2: + min: 6561.0 + mid: 8381.0 + max: 10201.0 +- pT: + min: 200.0 + mid: 600.0 + max: 1000.0 + abs_y: + min: 0.0 mid: 0.2 - max: null - k2: - min: null - mid: 360000.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null - mid: 0.6000000000000001 - max: null - k2: - min: null - mid: 100.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null - mid: 0.6000000000000001 - max: null - k2: - min: null - mid: 900.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null - mid: 0.6000000000000001 - max: null - k2: - min: null - mid: 2500.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null - mid: 0.6000000000000001 - max: null - k2: - min: null - mid: 4900.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null - mid: 0.6000000000000001 - max: null - k2: - min: null - mid: 8100.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null - mid: 0.6000000000000001 - max: null - k2: - min: null - mid: 12100.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null - mid: 0.6000000000000001 - max: null - k2: - min: null - mid: 16900.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null - mid: 0.6000000000000001 - max: null - k2: - min: null - mid: 24025.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null - mid: 0.6000000000000001 - max: null - k2: - min: null - mid: 34225.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null - mid: 0.6000000000000001 - max: null - k2: - min: null - mid: 360000.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null + max: 0.4 + m_Z2: + min: 6561.0 + mid: 8381.0 + max: 10201.0 +- pT: + min: 0.0 + mid: 10.0 + max: 20.0 + abs_y: + min: 0.4 + mid: 6.00000000e-01 + max: 0.8 + m_Z2: + min: 6561.0 + mid: 8381.0 + max: 10201.0 +- pT: + min: 20.0 + mid: 30.0 + max: 40.0 + abs_y: + min: 0.4 + mid: 6.00000000e-01 + max: 0.8 + m_Z2: + min: 6561.0 + mid: 8381.0 + max: 10201.0 +- pT: + min: 40.0 + mid: 50.0 + max: 60.0 + abs_y: + min: 0.4 + mid: 6.00000000e-01 + max: 0.8 + m_Z2: + min: 6561.0 + mid: 8381.0 + max: 10201.0 +- pT: + min: 60.0 + mid: 70.0 + max: 80.0 + abs_y: + min: 0.4 + mid: 6.00000000e-01 + max: 0.8 + m_Z2: + min: 6561.0 + mid: 8381.0 + max: 10201.0 +- pT: + min: 80.0 + mid: 90.0 + max: 100.0 + abs_y: + min: 0.4 + mid: 6.00000000e-01 + max: 0.8 + m_Z2: + min: 6561.0 + mid: 8381.0 + max: 10201.0 +- pT: + min: 100.0 + mid: 110.0 + max: 120.0 + abs_y: + min: 0.4 + mid: 6.00000000e-01 + max: 0.8 + m_Z2: + min: 6561.0 + mid: 8381.0 + max: 10201.0 +- pT: + min: 120.0 + mid: 130.0 + max: 140.0 + abs_y: + min: 0.4 + mid: 6.00000000e-01 + max: 0.8 + m_Z2: + min: 6561.0 + mid: 8381.0 + max: 10201.0 +- pT: + min: 140.0 + mid: 155.0 + max: 170.0 + abs_y: + min: 0.4 + mid: 6.00000000e-01 + max: 0.8 + m_Z2: + min: 6561.0 + mid: 8381.0 + max: 10201.0 +- pT: + min: 170.0 + mid: 185.0 + max: 200.0 + abs_y: + min: 0.4 + mid: 6.00000000e-01 + max: 0.8 + m_Z2: + min: 6561.0 + mid: 8381.0 + max: 10201.0 +- pT: + min: 200.0 + mid: 600.0 + max: 1000.0 + abs_y: + min: 0.4 + mid: 6.00000000e-01 + max: 0.8 + m_Z2: + min: 6561.0 + mid: 8381.0 + max: 10201.0 +- pT: + min: 0.0 + mid: 10.0 + max: 20.0 + abs_y: + min: 0.8 mid: 1.0 - max: null - k2: - min: null - mid: 100.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null + max: 1.2 + m_Z2: + min: 6561.0 + mid: 8381.0 + max: 10201.0 +- pT: + min: 20.0 + mid: 30.0 + max: 40.0 + abs_y: + min: 0.8 mid: 1.0 - max: null - k2: - min: null - mid: 900.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null + max: 1.2 + m_Z2: + min: 6561.0 + mid: 8381.0 + max: 10201.0 +- pT: + min: 40.0 + mid: 50.0 + max: 60.0 + abs_y: + min: 0.8 mid: 1.0 - max: null - k2: - min: null - mid: 2500.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null + max: 1.2 + m_Z2: + min: 6561.0 + mid: 8381.0 + max: 10201.0 +- pT: + min: 60.0 + mid: 70.0 + max: 80.0 + abs_y: + min: 0.8 mid: 1.0 - max: null - k2: - min: null - mid: 4900.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null + max: 1.2 + m_Z2: + min: 6561.0 + mid: 8381.0 + max: 10201.0 +- pT: + min: 80.0 + mid: 90.0 + max: 100.0 + abs_y: + min: 0.8 mid: 1.0 - max: null - k2: - min: null - mid: 8100.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null + max: 1.2 + m_Z2: + min: 6561.0 + mid: 8381.0 + max: 10201.0 +- pT: + min: 100.0 + mid: 110.0 + max: 120.0 + abs_y: + min: 0.8 mid: 1.0 - max: null - k2: - min: null - mid: 12100.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null + max: 1.2 + m_Z2: + min: 6561.0 + mid: 8381.0 + max: 10201.0 +- pT: + min: 120.0 + mid: 130.0 + max: 140.0 + abs_y: + min: 0.8 mid: 1.0 - max: null - k2: - min: null - mid: 16900.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null + max: 1.2 + m_Z2: + min: 6561.0 + mid: 8381.0 + max: 10201.0 +- pT: + min: 140.0 + mid: 155.0 + max: 170.0 + abs_y: + min: 0.8 mid: 1.0 - max: null - k2: - min: null - mid: 24025.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null + max: 1.2 + m_Z2: + min: 6561.0 + mid: 8381.0 + max: 10201.0 +- pT: + min: 170.0 + mid: 185.0 + max: 200.0 + abs_y: + min: 0.8 mid: 1.0 - max: null - k2: - min: null - mid: 34225.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null + max: 1.2 + m_Z2: + min: 6561.0 + mid: 8381.0 + max: 10201.0 +- pT: + min: 200.0 + mid: 600.0 + max: 1000.0 + abs_y: + min: 0.8 mid: 1.0 - max: null - k2: - min: null - mid: 360000.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null + max: 1.2 + m_Z2: + min: 6561.0 + mid: 8381.0 + max: 10201.0 +- pT: + min: 0.0 + mid: 10.0 + max: 20.0 + abs_y: + min: 1.2 mid: 1.4 - max: null - k2: - min: null - mid: 100.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null + max: 1.6 + m_Z2: + min: 6561.0 + mid: 8381.0 + max: 10201.0 +- pT: + min: 20.0 + mid: 30.0 + max: 40.0 + abs_y: + min: 1.2 mid: 1.4 - max: null - k2: - min: null - mid: 900.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null + max: 1.6 + m_Z2: + min: 6561.0 + mid: 8381.0 + max: 10201.0 +- pT: + min: 40.0 + mid: 50.0 + max: 60.0 + abs_y: + min: 1.2 mid: 1.4 - max: null - k2: - min: null - mid: 2500.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null + max: 1.6 + m_Z2: + min: 6561.0 + mid: 8381.0 + max: 10201.0 +- pT: + min: 60.0 + mid: 70.0 + max: 80.0 + abs_y: + min: 1.2 mid: 1.4 - max: null - k2: - min: null - mid: 4900.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null + max: 1.6 + m_Z2: + min: 6561.0 + mid: 8381.0 + max: 10201.0 +- pT: + min: 80.0 + mid: 90.0 + max: 100.0 + abs_y: + min: 1.2 mid: 1.4 - max: null - k2: - min: null - mid: 8100.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null + max: 1.6 + m_Z2: + min: 6561.0 + mid: 8381.0 + max: 10201.0 +- pT: + min: 100.0 + mid: 110.0 + max: 120.0 + abs_y: + min: 1.2 mid: 1.4 - max: null - k2: - min: null - mid: 12100.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null + max: 1.6 + m_Z2: + min: 6561.0 + mid: 8381.0 + max: 10201.0 +- pT: + min: 120.0 + mid: 130.0 + max: 140.0 + abs_y: + min: 1.2 mid: 1.4 - max: null - k2: - min: null - mid: 16900.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null + max: 1.6 + m_Z2: + min: 6561.0 + mid: 8381.0 + max: 10201.0 +- pT: + min: 140.0 + mid: 155.0 + max: 170.0 + abs_y: + min: 1.2 mid: 1.4 - max: null - k2: - min: null - mid: 24025.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null + max: 1.6 + m_Z2: + min: 6561.0 + mid: 8381.0 + max: 10201.0 +- pT: + min: 170.0 + mid: 185.0 + max: 200.0 + abs_y: + min: 1.2 mid: 1.4 - max: null - k2: - min: null - mid: 34225.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null + max: 1.6 + m_Z2: + min: 6561.0 + mid: 8381.0 + max: 10201.0 +- pT: + min: 200.0 + mid: 600.0 + max: 1000.0 + abs_y: + min: 1.2 mid: 1.4 - max: null - k2: - min: null - mid: 360000.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null + max: 1.6 + m_Z2: + min: 6561.0 + mid: 8381.0 + max: 10201.0 +- pT: + min: 0.0 + mid: 10.0 + max: 20.0 + abs_y: + min: 1.6 mid: 1.8 - max: null - k2: - min: null - mid: 100.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null + max: 2.0 + m_Z2: + min: 6561.0 + mid: 8381.0 + max: 10201.0 +- pT: + min: 20.0 + mid: 30.0 + max: 40.0 + abs_y: + min: 1.6 mid: 1.8 - max: null - k2: - min: null - mid: 900.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null + max: 2.0 + m_Z2: + min: 6561.0 + mid: 8381.0 + max: 10201.0 +- pT: + min: 40.0 + mid: 50.0 + max: 60.0 + abs_y: + min: 1.6 mid: 1.8 - max: null - k2: - min: null - mid: 2500.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null + max: 2.0 + m_Z2: + min: 6561.0 + mid: 8381.0 + max: 10201.0 +- pT: + min: 60.0 + mid: 70.0 + max: 80.0 + abs_y: + min: 1.6 mid: 1.8 - max: null - k2: - min: null - mid: 4900.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null + max: 2.0 + m_Z2: + min: 6561.0 + mid: 8381.0 + max: 10201.0 +- pT: + min: 80.0 + mid: 90.0 + max: 100.0 + abs_y: + min: 1.6 mid: 1.8 - max: null - k2: - min: null - mid: 8100.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null + max: 2.0 + m_Z2: + min: 6561.0 + mid: 8381.0 + max: 10201.0 +- pT: + min: 100.0 + mid: 110.0 + max: 120.0 + abs_y: + min: 1.6 mid: 1.8 - max: null - k2: - min: null - mid: 12100.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null + max: 2.0 + m_Z2: + min: 6561.0 + mid: 8381.0 + max: 10201.0 +- pT: + min: 120.0 + mid: 130.0 + max: 140.0 + abs_y: + min: 1.6 mid: 1.8 - max: null - k2: - min: null - mid: 16900.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null + max: 2.0 + m_Z2: + min: 6561.0 + mid: 8381.0 + max: 10201.0 +- pT: + min: 140.0 + mid: 155.0 + max: 170.0 + abs_y: + min: 1.6 mid: 1.8 - max: null - k2: - min: null - mid: 24025.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null + max: 2.0 + m_Z2: + min: 6561.0 + mid: 8381.0 + max: 10201.0 +- pT: + min: 170.0 + mid: 185.0 + max: 200.0 + abs_y: + min: 1.6 mid: 1.8 - max: null - k2: - min: null - mid: 34225.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null + max: 2.0 + m_Z2: + min: 6561.0 + mid: 8381.0 + max: 10201.0 +- pT: + min: 200.0 + mid: 600.0 + max: 1000.0 + abs_y: + min: 1.6 mid: 1.8 - max: null - k2: - min: null - mid: 360000.0 - max: null - k3: - min: null - mid: 8000.0 - max: null + max: 2.0 + m_Z2: + min: 6561.0 + mid: 8381.0 + max: 10201.0 diff --git a/nnpdf_data/nnpdf_data/commondata/CMS_Z0J_8TEV/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/CMS_Z0J_8TEV/metadata.yaml index 4e48b845ba..7e6a05ff49 100644 --- a/nnpdf_data/nnpdf_data/commondata/CMS_Z0J_8TEV/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/CMS_Z0J_8TEV/metadata.yaml @@ -1,75 +1,78 @@ setname: CMS_Z0J_8TEV -version: 1 -version_comment: Port of old commondata + nnpdf_metadata: nnpdf31_process: DY NC experiment: CMS + arXiv: url: https://arxiv.org/abs/1504.03511 journal: Phys. Lett. B749 (2015) 187 iNSPIRE: - url: '' + url: https://inspirehep.net/literature/1359450 hepdata: - url: None - version: -1 + url: https://www.hepdata.net/record/ins1359450 + version: 1 + +version: 2 +version_comment: Implementation in the new format + implemented_observables: - observable_name: PT-Y observable: description: Drell-Yan Transverse Momentum Distribution label: CMS $Z$ $p_T$ 8 TeV $(p_T^{ll},y_{ll})$ - units: '' - process_type: EWK_PTRAP - tables: [] - npoints: [] + units: '[fb]' + process_type: DY_NC_PTRAP + tables: [2, 4] ndata: 50 plotting: - kinematics_override: ewk_ptrap_sqrt_scale + kinematics_override: identity dataset_label: CMS $Z$ $p_T$ 8 TeV $(p_T^{ll},y_{ll})$ y_label: $d\sigma_{Z/\gamma^{*}}/d\eta$ (fb) figure_by: - - k2 - plot_x: k1 - kinematic_coverage: - - k1 - - k2 - - k3 + - abs_y + plot_x: pT + kinematic_coverage: [pT, abs_y, m_Z2] kinematics: variables: - k1: - description: Variable k1 - label: k1 - units: '' - k2: - description: Variable k2 - label: k2 - units: '' - k3: - description: Variable k3 - label: k3 + abs_y: + description: Absolute rapidity of the Z boson + label: $|y_Z|$ units: '' + pT: + description: Transverse momentum of the Z boson + label: $p_T^Z$ + units: GeV + m_Z2: + description: Mass of the Z boson squared + label: m_Z2 + units: GeV$^2$ file: kinematics_PT-Y.yaml - theory: - conversion_factor: 1.0 - operation: 'null' - FK_tables: - - - CMSZDIFF12-CMSZDIFF12-BIN1_ptZ - - CMSZDIFF12-CMSZDIFF12-BIN2_ptZ - - CMSZDIFF12-CMSZDIFF12-BIN3_ptZ - - CMSZDIFF12-CMSZDIFF12-BIN4_ptZ - - CMSZDIFF12-CMSZDIFF12-BIN5_ptZ - data_uncertainties: [] + data_central: data_PT-Y.yaml + data_uncertainties: [uncertainties_PT-Y.yaml] variants: + sys_10: + data_uncertainties: + - uncertainties_PT-Y_sys_10.yaml legacy: data_uncertainties: - uncertainties_legacy_PT-Y.yaml legacy_NNPDF31: data_uncertainties: - - uncertainties_PT-Y_sys_NNPDF31.yaml + - uncertainties_legacy_PT-Y_sys_NNPDF31.yaml legacy_10_NNPDF31: data_uncertainties: - - uncertainties_PT-Y_sys_10_NNPDF31.yaml + - uncertainties_legacy_PT-Y_sys_10_NNPDF31.yaml legacy_10: data_uncertainties: - - uncertainties_PT-Y_sys_10.yaml - data_central: data_legacy_PT-Y.yaml + - uncertainties_legacy_PT-Y_sys_10.yaml + theory: + conversion_factor: 1.0 + operation: 'null' + FK_tables: + - - CMSZDIFF12-CMSZDIFF12-BIN1_ptZ + - CMSZDIFF12-CMSZDIFF12-BIN2_ptZ + - CMSZDIFF12-CMSZDIFF12-BIN3_ptZ + - CMSZDIFF12-CMSZDIFF12-BIN4_ptZ + - CMSZDIFF12-CMSZDIFF12-BIN5_ptZ ported_from: CMSZDIFF12 diff --git a/nnpdf_data/nnpdf_data/commondata/CMS_Z0J_8TEV/rawdata/Table2.yaml b/nnpdf_data/nnpdf_data/commondata/CMS_Z0J_8TEV/rawdata/Table2.yaml new file mode 100644 index 0000000000..7ec70354df --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CMS_Z0J_8TEV/rawdata/Table2.yaml @@ -0,0 +1,219 @@ +dependent_variables: +- header: {name: D2(SIG)/DPT/DABS(YRAP), units: pb/GeV} + qualifiers: + - {name: M, units: GeV, value: 81.0-101.0} + - {name: RE, value: P P --> MU+ MU- X} + - {name: SQRT(S), units: GeV, value: '8000.0'} + - {name: leading MU ABS(ETARAP), value: <= 2.1} + - {name: leading MU PT, units: GEV, value: '> 25'} + - {name: second MU ABS(ETARAP), value: <= 2.4} + - {name: second MU PT, units: GEV, value: '> 10'} + - {name: '', value: ABS(YRAP) 0 TO 0.4} + values: + - errors: + - {symerror: 0.2807} + value: 9.865 + - errors: + - {symerror: 0.08342} + value: 2.917 + - errors: + - {symerror: 0.03166} + value: 1.074 + - errors: + - {symerror: 0.01384} + value: 0.4605 + - errors: + - {symerror: 0.007054} + value: 0.2226 + - errors: + - {symerror: 0.003647} + value: 0.1098 + - errors: + - {symerror: 0.002144} + value: 0.06184 + - errors: + - {symerror: 0.001081} + value: 0.03019 + - errors: + - {symerror: 0.0005573} + value: 0.01355 + - errors: + - {symerror: 2.355e-05} + value: 0.0006181 +- header: {name: D2(SIG)/DPT/DABS(YRAP), units: pb/GeV} + qualifiers: + - {name: M, units: GeV, value: 81.0-101.0} + - {name: RE, value: P P --> MU+ MU- X} + - {name: SQRT(S), units: GeV, value: '8000.0'} + - {name: leading MU ABS(ETARAP), value: <= 2.1} + - {name: leading MU PT, units: GEV, value: '> 25'} + - {name: second MU ABS(ETARAP), value: <= 2.4} + - {name: second MU PT, units: GEV, value: '> 10'} + - {name: '', value: ABS(YRAP) 0.4 TO 0.8} + values: + - errors: + - {symerror: 0.2811} + value: 9.862 + - errors: + - {symerror: 0.082} + value: 2.863 + - errors: + - {symerror: 0.03091} + value: 1.047 + - errors: + - {symerror: 0.01348} + value: 0.4461 + - errors: + - {symerror: 0.006811} + value: 0.2145 + - errors: + - {symerror: 0.003624} + value: 0.11 + - errors: + - {symerror: 0.002027} + value: 0.05813 + - errors: + - {symerror: 0.001068} + value: 0.02985 + - errors: + - {symerror: 0.0005639} + value: 0.01376 + - errors: + - {symerror: 2.302e-05} + value: 0.0006122 +- header: {name: D2(SIG)/DPT/DABS(YRAP), units: pb/GeV} + qualifiers: + - {name: M, units: GeV, value: 81.0-101.0} + - {name: RE, value: P P --> MU+ MU- X} + - {name: SQRT(S), units: GeV, value: '8000.0'} + - {name: leading MU ABS(ETARAP), value: <= 2.1} + - {name: leading MU PT, units: GEV, value: '> 25'} + - {name: second MU ABS(ETARAP), value: <= 2.4} + - {name: second MU PT, units: GEV, value: '> 10'} + - {name: '', value: ABS(YRAP) 0.8 TO 1.2} + values: + - errors: + - {symerror: 0.2628} + value: 9.205 + - errors: + - {symerror: 0.07447} + value: 2.588 + - errors: + - {symerror: 0.02795} + value: 0.9355 + - errors: + - {symerror: 0.01267} + value: 0.4163 + - errors: + - {symerror: 0.006403} + value: 0.199 + - errors: + - {symerror: 0.003437} + value: 0.1031 + - errors: + - {symerror: 0.001933} + value: 0.05406 + - errors: + - {symerror: 0.00104} + value: 0.02845 + - errors: + - {symerror: 0.0005875} + value: 0.01364 + - errors: + - {symerror: 2.213e-05} + value: 0.0005521 +- header: {name: D2(SIG)/DPT/DABS(YRAP), units: pb/GeV} + qualifiers: + - {name: M, units: GeV, value: 81.0-101.0} + - {name: RE, value: P P --> MU+ MU- X} + - {name: SQRT(S), units: GeV, value: '8000.0'} + - {name: leading MU ABS(ETARAP), value: <= 2.1} + - {name: leading MU PT, units: GEV, value: '> 25'} + - {name: second MU ABS(ETARAP), value: <= 2.4} + - {name: second MU PT, units: GEV, value: '> 10'} + - {name: '', value: ABS(YRAP) 1.2 TO 1.6} + values: + - errors: + - {symerror: 0.1968} + value: 6.893 + - errors: + - {symerror: 0.05633} + value: 1.933 + - errors: + - {symerror: 0.02206} + value: 0.7195 + - errors: + - {symerror: 0.01007} + value: 0.3207 + - errors: + - {symerror: 0.005327} + value: 0.1611 + - errors: + - {symerror: 0.002934} + value: 0.08462 + - errors: + - {symerror: 0.001757} + value: 0.04757 + - errors: + - {symerror: 0.0009263} + value: 0.02413 + - errors: + - {symerror: 0.0005253} + value: 0.0113 + - errors: + - {symerror: 1.967e-05} + value: 0.0004657 +- header: {name: D2(SIG)/DPT/DABS(YRAP), units: pb/GeV} + qualifiers: + - {name: M, units: GeV, value: 81.0-101.0} + - {name: RE, value: P P --> MU+ MU- X} + - {name: SQRT(S), units: GeV, value: '8000.0'} + - {name: leading MU ABS(ETARAP), value: <= 2.1} + - {name: leading MU PT, units: GEV, value: '> 25'} + - {name: second MU ABS(ETARAP), value: <= 2.4} + - {name: second MU PT, units: GEV, value: '> 10'} + - {name: '', value: ABS(YRAP) 1.6 TO 2} + values: + - errors: + - {symerror: 0.1065} + value: 3.709 + - errors: + - {symerror: 0.03027} + value: 1.021 + - errors: + - {symerror: 0.01218} + value: 0.3816 + - errors: + - {symerror: 0.005945} + value: 0.1766 + - errors: + - {symerror: 0.003282} + value: 0.09049 + - errors: + - {symerror: 0.001862} + value: 0.0474 + - errors: + - {symerror: 0.001213} + value: 0.02838 + - errors: + - {symerror: 0.0006413} + value: 0.01413 + - errors: + - {symerror: 0.0004001} + value: 0.007001 + - errors: + - {symerror: 1.303e-05} + value: 0.0002605 +independent_variables: +- header: {name: PT, units: GEV} + values: + - {high: 20.0, low: 0.0} + - {high: 40.0, low: 20.0} + - {high: 60.0, low: 40.0} + - {high: 80.0, low: 60.0} + - {high: 100.0, low: 80.0} + - {high: 120.0, low: 100.0} + - {high: 140.0, low: 120.0} + - {high: 170.0, low: 140.0} + - {high: 200.0, low: 170.0} + - {high: 1000.0, low: 200.0} diff --git a/nnpdf_data/nnpdf_data/commondata/CMS_Z0J_8TEV/rawdata/Table4.yaml b/nnpdf_data/nnpdf_data/commondata/CMS_Z0J_8TEV/rawdata/Table4.yaml new file mode 100644 index 0000000000..11cd7d1c6a --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CMS_Z0J_8TEV/rawdata/Table4.yaml @@ -0,0 +1,7516 @@ +dependent_variables: +- header: {name: Covariance D2SIG/DPT/DABS(YRAP), units: (PB/GEV)**2} + qualifiers: + - {name: M, units: GeV, value: 81.0-101.0} + - {name: RE, value: P P --> MU+ MU- X} + - {name: SQRT(S), units: GeV, value: '8000.0'} + - {name: leading MU ABS(ETARAP), value: <= 2.1} + - {name: leading MU PT, units: GEV, value: '> 25'} + - {name: second MU ABS(ETARAP), value: <= 2.4} + - {name: second MU PT, units: GEV, value: '> 10'} + values: + - {value: 0.07877} + - {value: 0.02291} + - {value: 0.008273} + - 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description: Artificial uncertainty 5 + treatment: ADD + type: CORR + art_corr_unc_6: + description: Artificial uncertainty 6 + treatment: ADD + type: CORR + art_corr_unc_7: + description: Artificial uncertainty 7 + treatment: ADD + type: CORR + art_corr_unc_8: + description: Artificial uncertainty 8 + treatment: ADD + type: CORR + art_corr_unc_9: + description: Artificial uncertainty 9 + treatment: ADD + type: CORR + art_corr_unc_10: + description: Artificial uncertainty 10 + treatment: ADD + type: CORR + art_corr_unc_11: + description: Artificial uncertainty 11 + treatment: ADD + type: CORR + art_corr_unc_12: + description: Artificial uncertainty 12 + treatment: ADD + type: CORR + art_corr_unc_13: + description: Artificial uncertainty 13 + treatment: ADD + type: CORR + art_corr_unc_14: + description: Artificial uncertainty 14 + treatment: ADD + type: CORR + art_corr_unc_15: + description: Artificial uncertainty 15 + treatment: ADD + type: CORR + art_corr_unc_16: + description: Artificial uncertainty 16 + treatment: ADD + type: CORR + art_corr_unc_17: + description: Artificial uncertainty 17 + treatment: ADD + type: CORR + art_corr_unc_18: + description: Artificial uncertainty 18 + treatment: ADD + type: CORR + art_corr_unc_19: + description: Artificial uncertainty 19 + treatment: ADD + type: CORR + art_corr_unc_20: + description: Artificial uncertainty 20 + treatment: ADD + type: CORR + art_corr_unc_21: + description: Artificial uncertainty 21 + treatment: ADD + type: CORR + art_corr_unc_22: + description: Artificial uncertainty 22 + treatment: ADD + type: CORR + art_corr_unc_23: + description: Artificial uncertainty 23 + treatment: ADD + type: CORR + art_corr_unc_24: + description: Artificial uncertainty 24 + treatment: ADD + type: CORR + art_corr_unc_25: + description: Artificial uncertainty 25 + treatment: ADD + type: CORR + art_corr_unc_26: + description: Artificial uncertainty 26 + treatment: ADD + type: CORR + art_corr_unc_27: + description: Artificial uncertainty 27 + treatment: ADD + type: CORR + art_corr_unc_28: + description: Artificial uncertainty 28 + treatment: ADD + type: CORR + art_corr_unc_29: + description: Artificial uncertainty 29 + treatment: ADD + type: CORR + art_corr_unc_30: + description: Artificial uncertainty 30 + treatment: ADD + type: CORR + art_corr_unc_31: + description: Artificial uncertainty 31 + treatment: ADD + type: CORR + art_corr_unc_32: + description: Artificial uncertainty 32 + treatment: ADD + type: CORR + art_corr_unc_33: + description: Artificial uncertainty 33 + treatment: ADD + type: CORR + art_corr_unc_34: + description: Artificial uncertainty 34 + treatment: ADD + type: CORR + art_corr_unc_35: + description: Artificial uncertainty 35 + treatment: ADD + type: CORR + art_corr_unc_36: + description: Artificial uncertainty 36 + treatment: ADD + type: CORR + art_corr_unc_37: + description: Artificial uncertainty 37 + treatment: ADD + type: CORR + art_corr_unc_38: + description: Artificial 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-1.17183850e-02 + art_corr_unc_14: 1.87256478e-02 + art_corr_unc_15: 5.59533631e-02 + art_corr_unc_16: 3.18117759e-02 + art_corr_unc_17: -3.37813474e-02 + art_corr_unc_18: -2.63041483e-02 + art_corr_unc_19: -1.39521938e-02 + art_corr_unc_20: -4.43247629e-02 + art_corr_unc_21: 5.21626984e-02 + art_corr_unc_22: 1.35812171e-03 + art_corr_unc_23: 9.70721531e-03 + art_corr_unc_24: 6.48389626e-04 + art_corr_unc_25: 3.56269776e-02 + art_corr_unc_26: -9.05423767e-04 + art_corr_unc_27: 1.71359280e-02 + art_corr_unc_28: -5.03747993e-03 + art_corr_unc_29: -1.18105573e-02 + art_corr_unc_30: 1.95150769e-02 + art_corr_unc_31: -4.55413839e-02 + art_corr_unc_32: 1.06525921e-03 + art_corr_unc_33: 1.39180525e-02 + art_corr_unc_34: 2.66793505e-02 + art_corr_unc_35: 5.70308565e-02 + art_corr_unc_36: -3.34543955e-02 + art_corr_unc_37: 1.05888719e-02 + art_corr_unc_38: 4.77640446e-03 + art_corr_unc_39: 1.72163937e-02 + art_corr_unc_40: 4.28830528e-01 + art_corr_unc_41: 5.87516735e-02 + art_corr_unc_42: -8.23641111e-04 + art_corr_unc_43: -2.99696808e-02 + art_corr_unc_44: -9.79102652e-04 + art_corr_unc_45: 5.06513391e-03 + art_corr_unc_46: -9.04493488e-07 + art_corr_unc_47: 7.34937132e-06 + art_corr_unc_48: 2.69507422e-06 + art_corr_unc_49: -1.02775446e-06 + art_corr_unc_50: -8.73985885e-06 + corr_lumi_unc: 3.67380000e-01 +- art_corr_unc_1: 1.98109383e-01 + art_corr_unc_2: -7.73764739e-02 + art_corr_unc_3: -3.13046955e-02 + art_corr_unc_4: 2.52301333e-02 + art_corr_unc_5: -1.70394799e-02 + art_corr_unc_6: 3.20124389e-02 + art_corr_unc_7: 1.77492595e-03 + art_corr_unc_8: 2.03652685e-02 + art_corr_unc_9: -1.05964531e-02 + art_corr_unc_10: -8.81999898e-03 + art_corr_unc_11: 2.16200223e-02 + art_corr_unc_12: -1.87864239e-02 + art_corr_unc_13: -1.83176720e-03 + art_corr_unc_14: 1.36623166e-02 + art_corr_unc_15: 2.15968034e-02 + art_corr_unc_16: 1.60595966e-02 + art_corr_unc_17: -2.33905297e-02 + art_corr_unc_18: -1.19412685e-02 + art_corr_unc_19: -6.21570339e-03 + art_corr_unc_20: -2.41511701e-02 + art_corr_unc_21: 1.96476016e-02 + art_corr_unc_22: -9.35193082e-03 + art_corr_unc_23: 1.24910914e-02 + art_corr_unc_24: 3.66927022e-03 + art_corr_unc_25: 1.80359201e-02 + art_corr_unc_26: -8.28794492e-05 + art_corr_unc_27: 8.27901332e-03 + art_corr_unc_28: -4.38663336e-03 + art_corr_unc_29: -1.08563137e-02 + art_corr_unc_30: -3.46008240e-03 + art_corr_unc_31: -1.27719757e-02 + art_corr_unc_32: 4.81556323e-03 + art_corr_unc_33: -1.31917017e-02 + art_corr_unc_34: 2.06820281e-03 + art_corr_unc_35: -3.29300570e-02 + art_corr_unc_36: -7.67639192e-03 + art_corr_unc_37: 1.42420664e-03 + art_corr_unc_38: -6.35440586e-03 + art_corr_unc_39: -1.74760083e-03 + art_corr_unc_40: -7.96384746e-02 + art_corr_unc_41: 3.13119487e-01 + art_corr_unc_42: -2.20798694e-02 + art_corr_unc_43: 1.77740407e-02 + art_corr_unc_44: -1.82344251e-02 + art_corr_unc_45: 4.27251986e-03 + art_corr_unc_46: -4.33972921e-05 + art_corr_unc_47: -1.75236609e-05 + art_corr_unc_48: 8.92772028e-06 + art_corr_unc_49: -4.90072727e-06 + art_corr_unc_50: -1.51282903e-06 + corr_lumi_unc: 0.182026 +- art_corr_unc_1: 7.13955899e-03 + art_corr_unc_2: -2.41288969e-03 + art_corr_unc_3: -4.23464950e-04 + art_corr_unc_4: 8.20350813e-04 + art_corr_unc_5: -2.25874127e-04 + art_corr_unc_6: 8.61562129e-04 + art_corr_unc_7: 1.36747608e-04 + art_corr_unc_8: 3.43609626e-04 + art_corr_unc_9: -1.14932710e-04 + art_corr_unc_10: 2.36633265e-04 + art_corr_unc_11: 7.01262384e-04 + art_corr_unc_12: -3.87339695e-04 + art_corr_unc_13: -1.10278830e-05 + art_corr_unc_14: 3.45459915e-04 + art_corr_unc_15: 7.41737267e-04 + art_corr_unc_16: 1.09022376e-03 + art_corr_unc_17: -2.25888756e-04 + art_corr_unc_18: -3.86857447e-04 + art_corr_unc_19: -2.12665220e-04 + art_corr_unc_20: -6.29300452e-04 + art_corr_unc_21: 7.65034389e-04 + art_corr_unc_22: 2.10146910e-04 + art_corr_unc_23: 2.56520530e-04 + art_corr_unc_24: 9.48420711e-05 + art_corr_unc_25: 3.21715667e-04 + art_corr_unc_26: -1.43993167e-04 + art_corr_unc_27: -2.40085144e-05 + art_corr_unc_28: -1.75413043e-04 + art_corr_unc_29: -4.43746739e-05 + art_corr_unc_30: 4.59121790e-04 + art_corr_unc_31: -5.11886364e-04 + art_corr_unc_32: 1.55259202e-04 + art_corr_unc_33: -2.18198435e-04 + art_corr_unc_34: -1.77104077e-04 + art_corr_unc_35: -9.14127285e-04 + art_corr_unc_36: -1.91844452e-04 + art_corr_unc_37: 1.13876517e-04 + art_corr_unc_38: 1.58398675e-04 + art_corr_unc_39: 1.32040882e-04 + art_corr_unc_40: 3.44391273e-04 + art_corr_unc_41: -1.38793409e-03 + art_corr_unc_42: -2.42735251e-04 + art_corr_unc_43: 2.43879074e-04 + art_corr_unc_44: 1.01296371e-04 + art_corr_unc_45: 1.25672125e-04 + art_corr_unc_46: -1.01512871e-02 + art_corr_unc_47: 6.24712027e-05 + art_corr_unc_48: 3.39384485e-04 + art_corr_unc_49: 4.46907789e-04 + art_corr_unc_50: 2.97741379e-04 + corr_lumi_unc: 0.006773 diff --git a/nnpdf_data/nnpdf_data/commondata/CMS_Z0J_8TEV/uncertainties_PT-Y_sys_10.yaml b/nnpdf_data/nnpdf_data/commondata/CMS_Z0J_8TEV/uncertainties_PT-Y_sys_10.yaml index 019b95be46..138c67d786 100644 --- a/nnpdf_data/nnpdf_data/commondata/CMS_Z0J_8TEV/uncertainties_PT-Y_sys_10.yaml +++ b/nnpdf_data/nnpdf_data/commondata/CMS_Z0J_8TEV/uncertainties_PT-Y_sys_10.yaml @@ -1,2864 +1,2810 @@ definitions: - stat: - description: Uncorrelated statistical uncertainties - treatment: ADD - type: UNCORR - sys_corr_1: - description: 'Sys uncertainty idx: 1' + art_corr_unc_1: + description: Artificial uncertainty 1 treatment: ADD type: CORR - sys_corr_2: - description: 'Sys uncertainty idx: 2' + art_corr_unc_2: + description: Artificial uncertainty 2 treatment: ADD type: CORR - sys_corr_3: - description: 'Sys uncertainty idx: 3' + art_corr_unc_3: + description: Artificial uncertainty 3 treatment: ADD type: CORR - sys_corr_4: - description: 'Sys uncertainty idx: 4' + art_corr_unc_4: + description: Artificial uncertainty 4 treatment: ADD type: CORR - sys_corr_5: - description: 'Sys uncertainty idx: 5' + art_corr_unc_5: + description: Artificial uncertainty 5 treatment: ADD type: CORR - sys_corr_6: - description: 'Sys uncertainty idx: 6' + art_corr_unc_6: + description: Artificial uncertainty 6 treatment: ADD type: CORR - sys_corr_7: - description: 'Sys uncertainty idx: 7' + art_corr_unc_7: + description: Artificial uncertainty 7 treatment: ADD type: CORR - sys_corr_8: - description: 'Sys uncertainty idx: 8' + art_corr_unc_8: + description: Artificial uncertainty 8 treatment: ADD type: CORR - sys_corr_9: - description: 'Sys uncertainty idx: 9' + art_corr_unc_9: + description: Artificial uncertainty 9 treatment: ADD type: CORR - sys_corr_10: - description: 'Sys uncertainty idx: 10' + art_corr_unc_10: + description: Artificial uncertainty 10 treatment: ADD type: CORR - sys_corr_11: - description: 'Sys uncertainty idx: 11' + art_corr_unc_11: + description: Artificial uncertainty 11 treatment: ADD type: CORR - sys_corr_12: - description: 'Sys uncertainty idx: 12' + art_corr_unc_12: + description: Artificial uncertainty 12 treatment: ADD type: CORR - sys_corr_13: - description: 'Sys uncertainty idx: 13' + art_corr_unc_13: + description: Artificial uncertainty 13 treatment: ADD type: CORR - sys_corr_14: - description: 'Sys uncertainty idx: 14' + art_corr_unc_14: + description: Artificial uncertainty 14 treatment: ADD type: CORR - sys_corr_15: - description: 'Sys uncertainty idx: 15' + art_corr_unc_15: + description: Artificial uncertainty 15 treatment: ADD type: CORR - sys_corr_16: - description: 'Sys uncertainty idx: 16' + art_corr_unc_16: + description: Artificial uncertainty 16 treatment: ADD type: CORR - sys_corr_17: - description: 'Sys uncertainty idx: 17' + art_corr_unc_17: + description: Artificial uncertainty 17 treatment: ADD type: CORR - sys_corr_18: - description: 'Sys uncertainty idx: 18' + art_corr_unc_18: + description: Artificial uncertainty 18 treatment: ADD type: CORR - sys_corr_19: - description: 'Sys uncertainty idx: 19' + art_corr_unc_19: + description: Artificial uncertainty 19 treatment: ADD type: CORR - sys_corr_20: - description: 'Sys uncertainty idx: 20' + art_corr_unc_20: + description: Artificial uncertainty 20 treatment: ADD type: CORR - sys_corr_21: - description: 'Sys uncertainty idx: 21' + art_corr_unc_21: + description: Artificial uncertainty 21 treatment: ADD type: CORR - sys_corr_22: - description: 'Sys uncertainty idx: 22' + art_corr_unc_22: + description: Artificial uncertainty 22 treatment: ADD type: CORR - sys_corr_23: - description: 'Sys uncertainty idx: 23' + art_corr_unc_23: + description: Artificial uncertainty 23 treatment: ADD type: CORR - sys_corr_24: - description: 'Sys uncertainty idx: 24' + art_corr_unc_24: + description: Artificial uncertainty 24 treatment: ADD type: CORR - sys_corr_25: - description: 'Sys uncertainty idx: 25' + art_corr_unc_25: + description: Artificial uncertainty 25 treatment: ADD type: CORR - sys_corr_26: - description: 'Sys uncertainty idx: 26' + art_corr_unc_26: + description: Artificial uncertainty 26 treatment: ADD type: CORR - sys_corr_27: - description: 'Sys uncertainty idx: 27' + art_corr_unc_27: + description: Artificial uncertainty 27 treatment: ADD type: CORR - sys_corr_28: - description: 'Sys uncertainty idx: 28' + art_corr_unc_28: + description: Artificial uncertainty 28 treatment: ADD type: CORR - sys_corr_29: - description: 'Sys uncertainty idx: 29' + art_corr_unc_29: + description: Artificial uncertainty 29 treatment: ADD type: CORR - sys_corr_30: - description: 'Sys uncertainty idx: 30' + art_corr_unc_30: + description: Artificial uncertainty 30 treatment: ADD type: CORR - sys_corr_31: - description: 'Sys uncertainty idx: 31' + art_corr_unc_31: + description: Artificial uncertainty 31 treatment: ADD type: CORR - sys_corr_32: - description: 'Sys uncertainty idx: 32' + art_corr_unc_32: + description: Artificial uncertainty 32 treatment: ADD type: CORR - sys_corr_33: - description: 'Sys uncertainty idx: 33' + art_corr_unc_33: + description: Artificial uncertainty 33 treatment: ADD type: CORR - sys_corr_34: - description: 'Sys uncertainty idx: 34' + art_corr_unc_34: + description: Artificial uncertainty 34 treatment: ADD type: CORR - sys_corr_35: - description: 'Sys uncertainty idx: 35' + art_corr_unc_35: + description: Artificial uncertainty 35 treatment: ADD type: CORR - sys_corr_36: - description: 'Sys uncertainty idx: 36' + art_corr_unc_36: + description: Artificial uncertainty 36 treatment: ADD type: CORR - sys_corr_37: - description: 'Sys uncertainty idx: 37' + art_corr_unc_37: + description: Artificial uncertainty 37 treatment: ADD type: CORR - sys_corr_38: - description: 'Sys uncertainty idx: 38' + art_corr_unc_38: + description: Artificial uncertainty 38 treatment: ADD type: CORR - sys_corr_39: - description: 'Sys uncertainty idx: 39' + art_corr_unc_39: + description: Artificial uncertainty 39 treatment: ADD type: CORR - sys_corr_40: - description: 'Sys uncertainty idx: 40' + art_corr_unc_40: + description: Artificial uncertainty 40 treatment: ADD type: CORR - sys_corr_41: - description: 'Sys uncertainty idx: 41' + art_corr_unc_41: + description: Artificial uncertainty 41 treatment: ADD type: CORR - sys_corr_42: - description: 'Sys uncertainty idx: 42' + art_corr_unc_42: + description: Artificial uncertainty 42 treatment: ADD type: CORR - sys_corr_43: - description: 'Sys uncertainty idx: 43' + art_corr_unc_43: + description: Artificial uncertainty 43 treatment: ADD type: CORR - sys_corr_44: - description: 'Sys uncertainty idx: 44' + art_corr_unc_44: + description: Artificial uncertainty 44 treatment: ADD type: CORR - sys_corr_45: - description: 'Sys uncertainty idx: 45' + art_corr_unc_45: + description: Artificial uncertainty 45 treatment: ADD type: CORR - sys_corr_46: - description: 'Sys uncertainty idx: 46' + art_corr_unc_46: + description: Artificial uncertainty 46 treatment: ADD type: CORR - sys_corr_47: - description: 'Sys uncertainty idx: 47' + art_corr_unc_47: + description: Artificial uncertainty 47 treatment: ADD type: CORR - sys_corr_48: - description: 'Sys uncertainty idx: 48' + art_corr_unc_48: + description: Artificial uncertainty 48 treatment: ADD type: CORR - sys_corr_49: - description: 'Sys uncertainty idx: 49' + art_corr_unc_49: + description: Artificial uncertainty 49 treatment: ADD type: CORR - sys_corr_50: - description: 'Sys uncertainty idx: 50' + art_corr_unc_50: + description: Artificial uncertainty 50 treatment: ADD type: CORR - sys_corr_51: - description: 'Sys uncertainty idx: 51' + corr_lumi_unc: + description: Luminosity uncertainty 2.6% treatment: MULT type: CMSLUMI12 - sys_corr_52: - description: 'Sys uncertainty idx: 52' + uncorr_mc_unc: + description: MC uncertainty treatment: MULT - type: THEORYUNCORR + type: UNCORR bins: -- stat: 0.0 - sys_corr_1: 280.0269944119742 - sys_corr_2: 9.189301681721783 - sys_corr_3: 8.246025996880153 - sys_corr_4: 1.765391291879369 - sys_corr_5: -13.55829466151727 - sys_corr_6: 3.602904651739528 - sys_corr_7: 0.4978430536169875 - sys_corr_8: -1.453792144902959 - sys_corr_9: 0.1408340502611828 - sys_corr_10: 0.003716425579157501 - sys_corr_11: -0.1889503585510132 - sys_corr_12: 0.3035163126787022 - sys_corr_13: -0.05478934510721859 - sys_corr_14: 0.03619686902731405 - sys_corr_15: -0.01451471996618962 - sys_corr_16: 0.03576743968767186 - sys_corr_17: 0.04734806178247918 - sys_corr_18: 0.0003810817907997649 - sys_corr_19: 0.004088043108374116 - sys_corr_20: 0.008806444945078226 - sys_corr_21: -0.006504531905383723 - sys_corr_22: 0.008051617859646587 - sys_corr_23: -0.002623346951805094 - sys_corr_24: -0.001966945277881044 - sys_corr_25: -0.001152037761359733 - sys_corr_26: 0.002034308733512591 - sys_corr_27: 0.003106156324210015 - sys_corr_28: 0.0004538423763903871 - sys_corr_29: -0.001891851124185187 - sys_corr_30: 0.0004191334472435736 - sys_corr_31: 9.999069363475594e-05 - sys_corr_32: -0.000520834435046564 - sys_corr_33: 0.0006444600036343682 - sys_corr_34: -0.0001902811216341193 - sys_corr_35: 1.969110152079849e-05 - sys_corr_36: -0.0001317857965960145 - sys_corr_37: -0.0002172921020787191 - sys_corr_38: 9.816520842386578e-05 - sys_corr_39: -1.041523031046066e-05 - sys_corr_40: -0.0002010542272509623 - sys_corr_41: -0.0001044795416520097 - sys_corr_42: -0.000220602975967927 - sys_corr_43: -7.010288809170091e-05 - sys_corr_44: -0.0002221902029457197 - sys_corr_45: -2.691837348251754e-05 - sys_corr_46: 1.9388273653608003e-08 - sys_corr_47: 1.200188819625322e-07 - sys_corr_48: 2.18867046828889e-07 - sys_corr_49: 5.92069626239828e-08 - sys_corr_50: 2.996600523463341e-08 - sys_corr_51: 256.49 - sys_corr_52: 98.65 -- stat: 0.0 - sys_corr_1: 81.89775347334313 - sys_corr_2: -2.966769324579844 - sys_corr_3: 3.745937711858809 - sys_corr_4: -2.514360440986851 - sys_corr_5: -1.163038606363582 - sys_corr_6: -12.31031625715744 - sys_corr_7: 8.080028831556877 - sys_corr_8: -1.03626849316936 - sys_corr_9: 0.6149281411012816 - sys_corr_10: 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3.45459915e-04 + art_corr_unc_15: 7.41737267e-04 + art_corr_unc_16: 1.09022376e-03 + art_corr_unc_17: -2.25888756e-04 + art_corr_unc_18: -3.86857447e-04 + art_corr_unc_19: -2.12665220e-04 + art_corr_unc_20: -6.29300452e-04 + art_corr_unc_21: 7.65034389e-04 + art_corr_unc_22: 2.10146910e-04 + art_corr_unc_23: 2.56520530e-04 + art_corr_unc_24: 9.48420711e-05 + art_corr_unc_25: 3.21715667e-04 + art_corr_unc_26: -1.43993167e-04 + art_corr_unc_27: -2.40085144e-05 + art_corr_unc_28: -1.75413043e-04 + art_corr_unc_29: -4.43746739e-05 + art_corr_unc_30: 4.59121790e-04 + art_corr_unc_31: -5.11886364e-04 + art_corr_unc_32: 1.55259202e-04 + art_corr_unc_33: -2.18198435e-04 + art_corr_unc_34: -1.77104077e-04 + art_corr_unc_35: -9.14127285e-04 + art_corr_unc_36: -1.91844452e-04 + art_corr_unc_37: 1.13876517e-04 + art_corr_unc_38: 1.58398675e-04 + art_corr_unc_39: 1.32040882e-04 + art_corr_unc_40: 3.44391273e-04 + art_corr_unc_41: -1.38793409e-03 + art_corr_unc_42: -2.42735251e-04 + art_corr_unc_43: 2.43879074e-04 + art_corr_unc_44: 1.01296371e-04 + art_corr_unc_45: 1.25672125e-04 + art_corr_unc_46: -1.01512871e-02 + art_corr_unc_47: 6.24712027e-05 + art_corr_unc_48: 3.39384485e-04 + art_corr_unc_49: 4.46907789e-04 + art_corr_unc_50: 2.97741379e-04 + corr_lumi_unc: 0.006773 + uncorr_mc_unc: 0.002605 diff --git a/nnpdf_data/nnpdf_data/commondata/CMS_Z0J_8TEV/uncertainties_legacy_PT-Y_sys_10.yaml b/nnpdf_data/nnpdf_data/commondata/CMS_Z0J_8TEV/uncertainties_legacy_PT-Y_sys_10.yaml new file mode 100644 index 0000000000..019b95be46 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CMS_Z0J_8TEV/uncertainties_legacy_PT-Y_sys_10.yaml @@ -0,0 +1,2864 @@ +definitions: + stat: + description: Uncorrelated statistical uncertainties + treatment: ADD + type: UNCORR + sys_corr_1: + description: 'Sys uncertainty idx: 1' + treatment: ADD + type: CORR + sys_corr_2: + description: 'Sys uncertainty idx: 2' + treatment: ADD + type: CORR + sys_corr_3: + description: 'Sys uncertainty idx: 3' + treatment: ADD + type: CORR + sys_corr_4: + description: 'Sys uncertainty idx: 4' + treatment: ADD + type: CORR + sys_corr_5: + description: 'Sys uncertainty idx: 5' + treatment: ADD + type: CORR + sys_corr_6: + description: 'Sys uncertainty idx: 6' + treatment: ADD + type: CORR + sys_corr_7: + description: 'Sys uncertainty idx: 7' + treatment: ADD + type: CORR + sys_corr_8: + description: 'Sys uncertainty idx: 8' + treatment: ADD + type: CORR + sys_corr_9: + description: 'Sys uncertainty idx: 9' + treatment: ADD + type: CORR + sys_corr_10: + description: 'Sys uncertainty idx: 10' + treatment: ADD + type: CORR + sys_corr_11: + description: 'Sys uncertainty idx: 11' + treatment: ADD + type: CORR + sys_corr_12: + description: 'Sys uncertainty idx: 12' + treatment: ADD + type: CORR + sys_corr_13: + description: 'Sys uncertainty idx: 13' + treatment: ADD + type: CORR + sys_corr_14: + description: 'Sys uncertainty idx: 14' + treatment: ADD + type: CORR + sys_corr_15: + description: 'Sys uncertainty idx: 15' + treatment: ADD + type: CORR + sys_corr_16: + description: 'Sys uncertainty idx: 16' + treatment: ADD + type: CORR + sys_corr_17: + description: 'Sys uncertainty idx: 17' + treatment: ADD + type: CORR + sys_corr_18: + description: 'Sys uncertainty idx: 18' + treatment: ADD + type: CORR + sys_corr_19: + description: 'Sys uncertainty idx: 19' + treatment: ADD + type: CORR + sys_corr_20: + description: 'Sys uncertainty idx: 20' + treatment: ADD + type: CORR + sys_corr_21: + description: 'Sys uncertainty idx: 21' + treatment: ADD + type: CORR + sys_corr_22: + description: 'Sys uncertainty idx: 22' + treatment: ADD + type: CORR + sys_corr_23: + description: 'Sys uncertainty idx: 23' + treatment: ADD + type: CORR + sys_corr_24: + description: 'Sys uncertainty idx: 24' + treatment: ADD + type: CORR + sys_corr_25: + description: 'Sys uncertainty idx: 25' + treatment: ADD + type: CORR + sys_corr_26: + description: 'Sys uncertainty idx: 26' + treatment: ADD + type: CORR + sys_corr_27: + description: 'Sys uncertainty idx: 27' + treatment: ADD + type: CORR + sys_corr_28: + description: 'Sys uncertainty idx: 28' + treatment: ADD + type: CORR + sys_corr_29: + description: 'Sys uncertainty idx: 29' + treatment: ADD + type: CORR + sys_corr_30: + description: 'Sys uncertainty idx: 30' + treatment: ADD + type: CORR + sys_corr_31: + description: 'Sys uncertainty idx: 31' + treatment: ADD + type: CORR + sys_corr_32: + description: 'Sys uncertainty idx: 32' + treatment: ADD + type: CORR + sys_corr_33: + description: 'Sys uncertainty idx: 33' + treatment: ADD + type: CORR + sys_corr_34: + description: 'Sys uncertainty idx: 34' + treatment: ADD + type: CORR + sys_corr_35: + description: 'Sys uncertainty idx: 35' + treatment: ADD + type: CORR + sys_corr_36: + description: 'Sys uncertainty idx: 36' + treatment: ADD + type: CORR + sys_corr_37: + description: 'Sys uncertainty idx: 37' + treatment: ADD + type: CORR + sys_corr_38: + description: 'Sys uncertainty idx: 38' + treatment: ADD + type: CORR + sys_corr_39: + description: 'Sys uncertainty idx: 39' + treatment: ADD + type: CORR + sys_corr_40: + description: 'Sys uncertainty idx: 40' + treatment: ADD + type: CORR + sys_corr_41: + description: 'Sys uncertainty idx: 41' + treatment: ADD + type: CORR + sys_corr_42: + description: 'Sys uncertainty idx: 42' + treatment: ADD + type: CORR + sys_corr_43: + description: 'Sys uncertainty idx: 43' + treatment: ADD + type: CORR + sys_corr_44: + description: 'Sys uncertainty idx: 44' + treatment: ADD + type: CORR + sys_corr_45: + description: 'Sys uncertainty idx: 45' + treatment: ADD + type: CORR + sys_corr_46: + description: 'Sys uncertainty idx: 46' + treatment: ADD + type: CORR + sys_corr_47: + description: 'Sys uncertainty idx: 47' + treatment: ADD + type: CORR + sys_corr_48: + description: 'Sys uncertainty idx: 48' + treatment: ADD + type: CORR + sys_corr_49: + description: 'Sys uncertainty idx: 49' + treatment: ADD + type: CORR + sys_corr_50: + description: 'Sys uncertainty idx: 50' + treatment: ADD + type: CORR + sys_corr_51: + description: 'Sys uncertainty idx: 51' + treatment: MULT + type: CMSLUMI12 + sys_corr_52: + description: 'Sys uncertainty idx: 52' + treatment: MULT + type: THEORYUNCORR +bins: +- stat: 0.0 + sys_corr_1: 280.0269944119742 + sys_corr_2: 9.189301681721783 + sys_corr_3: 8.246025996880153 + sys_corr_4: 1.765391291879369 + sys_corr_5: -13.55829466151727 + sys_corr_6: 3.602904651739528 + sys_corr_7: 0.4978430536169875 + sys_corr_8: -1.453792144902959 + sys_corr_9: 0.1408340502611828 + sys_corr_10: 0.003716425579157501 + sys_corr_11: -0.1889503585510132 + sys_corr_12: 0.3035163126787022 + sys_corr_13: -0.05478934510721859 + sys_corr_14: 0.03619686902731405 + sys_corr_15: -0.01451471996618962 + sys_corr_16: 0.03576743968767186 + sys_corr_17: 0.04734806178247918 + sys_corr_18: 0.0003810817907997649 + sys_corr_19: 0.004088043108374116 + sys_corr_20: 0.008806444945078226 + sys_corr_21: -0.006504531905383723 + 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sys_corr_32: -0.000155259202392773 + sys_corr_33: 0.0002181984353004077 + sys_corr_34: 0.0001771040766857613 + sys_corr_35: -0.0009141272852985969 + sys_corr_36: 0.000191844452067613 + sys_corr_37: 0.0001138765170815174 + sys_corr_38: -0.0001583986753067399 + sys_corr_39: 0.0001320408819265904 + sys_corr_40: -0.000344391272954448 + sys_corr_41: 0.001387934088751412 + sys_corr_42: -0.0002427352505342552 + sys_corr_43: -0.0002438790735956379 + sys_corr_44: -0.0001012963710816536 + sys_corr_45: 0.0001256721248858472 + sys_corr_46: -0.0101512871173368 + sys_corr_47: 6.247120269409529e-05 + sys_corr_48: 0.0003393844849678608 + sys_corr_49: 0.0004469077900281168 + sys_corr_50: -0.0002977413773602643 + sys_corr_51: 0.006773 + sys_corr_52: 0.002605 diff --git a/nnpdf_data/nnpdf_data/commondata/CMS_Z0J_8TEV/uncertainties_PT-Y_sys_10_NNPDF31.yaml b/nnpdf_data/nnpdf_data/commondata/CMS_Z0J_8TEV/uncertainties_legacy_PT-Y_sys_10_NNPDF31.yaml similarity index 100% rename from nnpdf_data/nnpdf_data/commondata/CMS_Z0J_8TEV/uncertainties_PT-Y_sys_10_NNPDF31.yaml rename to nnpdf_data/nnpdf_data/commondata/CMS_Z0J_8TEV/uncertainties_legacy_PT-Y_sys_10_NNPDF31.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/CMS_Z0J_8TEV/uncertainties_PT-Y_sys_NNPDF31.yaml b/nnpdf_data/nnpdf_data/commondata/CMS_Z0J_8TEV/uncertainties_legacy_PT-Y_sys_NNPDF31.yaml similarity index 100% rename from nnpdf_data/nnpdf_data/commondata/CMS_Z0J_8TEV/uncertainties_PT-Y_sys_NNPDF31.yaml rename to nnpdf_data/nnpdf_data/commondata/CMS_Z0J_8TEV/uncertainties_legacy_PT-Y_sys_NNPDF31.yaml diff --git a/validphys2/src/validphys/cuts/filters.yaml b/validphys2/src/validphys/cuts/filters.yaml index 576f9dddc5..6b974ae574 100644 --- a/validphys2/src/validphys/cuts/filters.yaml +++ b/validphys2/src/validphys/cuts/filters.yaml @@ -258,17 +258,17 @@ - dataset: CMS_Z0J_8TEV_PT-Y reason: Avoid the region where resummation effects become important. - rule: "pT2 >= 30**2" + rule: "pT >= 30" - dataset: CMS_Z0J_8TEV_PT-Y reason: Avoid the region where EWK corrections are important. - rule: "pT2 <= 170**2" + rule: "pT <= 170" - dataset: CMS_Z0J_8TEV_PT-Y reason: | removes the last rapidity bin, where we cannot provide a decent description due to unknown reasons. - rule: "etay <= 1.6" + rule: "abs_y <= 1.6" - dataset: ATLAS_Z0_8TEV_LOWMASS_M-Y reason: Avoid overlap with the high mass ATLAS2DDY8TEV dataset. diff --git a/validphys2/src/validphys/process_options.py b/validphys2/src/validphys/process_options.py index 1289e04946..459a8dc4bf 100644 --- a/validphys2/src/validphys/process_options.py +++ b/validphys2/src/validphys/process_options.py @@ -39,6 +39,7 @@ class _Vars: eta_2 = "eta_2" m_ll = "m_ll" m_ll2 = "m_ll2" + abs_y = "abs_y" class _KinematicsInformation: @@ -279,8 +280,8 @@ def _dybosonptrap_xq2map(kin_info): using the rapidity of the final lepton pair. """ pT = kin_info[_Vars.pT] - eta = kin_info.get_one_of(_Vars.eta, _Vars.y) - m_ll2 = kin_info[_Vars.m_ll2] + eta = kin_info.get_one_of(_Vars.eta, _Vars.y, _Vars.abs_y) + m_ll2 = kin_info.get_one_of(_Vars.m_ll2, _Vars.m_Z2) sqrts = kin_info[_Vars.sqrts] ET2 = m_ll2 + pT * pT x1 = (np.sqrt(ET2) + pT) / sqrts * np.exp(-eta) @@ -454,6 +455,7 @@ def _dymll_xq2map(kin_info): _Vars.m_Z2, _Vars.sqrts, _Vars.y, + _Vars.abs_y, _Vars.eta, _Vars.m_ll2, ), diff --git a/validphys2/src/validphys/tests/baseline/test_plot_xq2.png b/validphys2/src/validphys/tests/baseline/test_plot_xq2.png index 537f226a9f..4732dda947 100644 Binary files a/validphys2/src/validphys/tests/baseline/test_plot_xq2.png and b/validphys2/src/validphys/tests/baseline/test_plot_xq2.png differ diff --git a/validphys2/src/validphys/tests/baseline/test_plot_xq2_custom.png b/validphys2/src/validphys/tests/baseline/test_plot_xq2_custom.png index 430ea3c0f9..40bf8e91a6 100644 Binary files a/validphys2/src/validphys/tests/baseline/test_plot_xq2_custom.png and b/validphys2/src/validphys/tests/baseline/test_plot_xq2_custom.png differ diff --git a/validphys2/src/validphys/tests/baseline/test_plotfancy.png b/validphys2/src/validphys/tests/baseline/test_plotfancy.png index 5fb10a97de..452f8d8259 100644 Binary files a/validphys2/src/validphys/tests/baseline/test_plotfancy.png and b/validphys2/src/validphys/tests/baseline/test_plotfancy.png differ diff --git a/validphys2/src/validphys/tests/conftest.py b/validphys2/src/validphys/tests/conftest.py index 3940e0d678..38989e1cf3 100644 --- a/validphys2/src/validphys/tests/conftest.py +++ b/validphys2/src/validphys/tests/conftest.py @@ -35,7 +35,7 @@ def tmp(tmpdir): DATA = [ {'dataset': 'NMC_NC_NOTFIXED_P_EM-SIGMARED', 'variant': 'legacy'}, {'dataset': 'ATLAS_TTBAR_7TEV_TOT_X-SEC', 'variant': 'legacy'}, - {'dataset': 'CMS_Z0J_8TEV_PT-Y', 'cfac': ['NRM'], 'variant': 'legacy_10'}, + {'dataset': 'CMS_Z0J_8TEV_PT-Y', 'cfac': ['NRM'], 'variant': 'sys_10'}, # Explicitly put a CMS dataset between the two ATLAS SINGLE_DATAPOINT, ] @@ -47,7 +47,7 @@ def tmp(tmpdir): 'datasets': [ {'dataset': 'NMC_NC_NOTFIXED_P_EM-SIGMARED', 'variant': 'legacy'}, {'dataset': 'ATLAS_TTBAR_7TEV_TOT_X-SEC', 'variant': 'legacy'}, - {'dataset': 'CMS_Z0J_8TEV_PT-Y', 'cfac': ['NRM'], 'variant': 'legacy_10'}, + {'dataset': 'CMS_Z0J_8TEV_PT-Y', 'cfac': ['NRM'], 'variant': 'sys_10'}, ], } ] @@ -60,7 +60,7 @@ def tmp(tmpdir): DATA_THCOVMAT = [ {'dataset': 'NMC_NC_NOTFIXED_P_EM-SIGMARED', 'variant': 'legacy'}, {'dataset': 'CHORUS_CC_NOTFIXED_PB_NU-SIGMARED', 'variant': 'legacy_dw'}, - {'dataset': 'CMS_Z0J_8TEV_PT-Y', 'cfac': ['NRM'], 'variant': 'legacy_10'}, + {'dataset': 'CMS_Z0J_8TEV_PT-Y', 'cfac': ['NRM'], 'variant': 'sys_10'}, {'dataset': 'ATLAS_WJ_8TEV_WP-PT', 'variant': 'legacy'}, {'dataset': 'LHCB_Z0_8TEV_MUON_Y', 'cfac': ['NRM']}, ] diff --git a/validphys2/src/validphys/tests/test_plots.py b/validphys2/src/validphys/tests/test_plots.py index 12c7c8523e..1780c9dbc1 100644 --- a/validphys2/src/validphys/tests/test_plots.py +++ b/validphys2/src/validphys/tests/test_plots.py @@ -81,7 +81,7 @@ def test_plot_xq2(): dataset_inputs = [ {'dataset': 'NMC_NC_NOTFIXED_P_EM-SIGMARED', 'variant': 'legacy'}, {'dataset': 'ATLAS_TTBAR_7TEV_TOT_X-SEC', 'variant': 'legacy'}, - {'dataset': 'CMS_Z0J_8TEV_PT-Y', 'cfac': ['NRM'], 'variant': 'legacy'}, + {'dataset': 'CMS_Z0J_8TEV_PT-Y', 'cfac': ['NRM']}, ] return API.plot_xq2( @@ -107,12 +107,7 @@ def test_plot_xq2_custom(): dataset_inputs = [ {'dataset': 'NMC_NC_NOTFIXED_P_EM-SIGMARED', 'variant': 'legacy', 'custom_group': 'one'}, {'dataset': 'ATLAS_TTBAR_7TEV_TOT_X-SEC', 'variant': 'legacy', 'custom_group': 'one'}, - { - 'dataset': 'CMS_Z0J_8TEV_PT-Y', - 'cfac': ['NRM'], - 'variant': 'legacy', - 'custom_group': 'two', - }, + {'dataset': 'CMS_Z0J_8TEV_PT-Y', 'cfac': ['NRM'], 'custom_group': 'two'}, ] return API.plot_xq2(