diff --git a/nnpdf_data/nnpdf_data/commondata/CMS_1JET_7TEV/data_R07.yaml b/nnpdf_data/nnpdf_data/commondata/CMS_1JET_7TEV/data_R07.yaml new file mode 100644 index 0000000000..aefe22a3ae --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CMS_1JET_7TEV/data_R07.yaml @@ -0,0 +1,119 @@ +data_central: +- 2953.2690000000002 +- 1335.78105 +- 639.31735 +- 311.22885 +- 161.26548 +- 85.440625 +- 46.12412500000001 +- 24.90702 +- 13.953918499999999 +- 7.8356555000000006 +- 4.4873655 +- 2.62893 +- 1.5238954 +- 0.87663425 +- 0.51637855 +- 0.3088446 +- 0.1813905 +- 0.107358825 +- 0.064056495 +- 0.037641245000000004 +- 0.022154590000000002 +- 0.0131474275 +- 0.007515096 +- 0.0042382505000000004 +- 0.0023162765 +- 0.001479684 +- 0.00080651855 +- 0.0003330529 +- 2799.6155 +- 1229.82535 +- 576.0116 +- 286.699 +- 146.18525 +- 76.11559 +- 40.519945 +- 22.31715 +- 12.4270435 +- 6.989143 +- 3.9380905 +- 2.2736349999999996 +- 1.3016353999999999 +- 0.74941965 +- 0.4246726 +- 0.24525160000000001 +- 0.14281038999999998 +- 0.08300146 +- 0.047785060000000004 +- 0.027622405 +- 0.015534824999999999 +- 0.0083614125 +- 0.004397193 +- 0.002400696 +- 0.0014339545 +- 0.0007708299000000001 +- 0.00032298115 +- 0.0001540647 +- 2351.125 +- 1032.87005 +- 476.55859999999996 +- 230.03785 +- 117.05122 +- 61.171135 +- 31.907865 +- 16.5701565 +- 9.0991505 +- 4.9939 +- 2.7480735 +- 1.52631545 +- 0.83555045 +- 0.4604848 +- 0.2546981 +- 0.13994145 +- 0.07495685 +- 0.040092575 +- 0.021179149999999997 +- 0.010701724000000001 +- 0.005330658 +- 0.0026574930000000004 +- 0.0012888560000000001 +- 0.0005364438 +- 0.0002587899 +- 1824.0725 +- 798.7361500000001 +- 355.31155 +- 167.7876 +- 83.147695 +- 40.312630000000006 +- 21.334575 +- 10.545282499999999 +- 5.5819435 +- 2.8101975 +- 1.4301964999999999 +- 0.74639455 +- 0.36604785 +- 0.18549759999999998 +- 0.086206375 +- 0.039591520000000005 +- 0.018171475000000003 +- 0.008225115 +- 0.003620559 +- 0.0014617690000000001 +- 0.000520213 +- 1221.273 +- 512.21385 +- 222.50975 +- 101.20700000000001 +- 44.18917 +- 20.625805 +- 9.451005 +- 4.073024 +- 1.801326 +- 0.7855935000000001 +- 0.32102845 +- 0.12287545 +- 0.04706562 +- 0.01631914 +- 0.005333325 +- 0.001682455 diff --git a/nnpdf_data/nnpdf_data/commondata/CMS_1JET_7TEV/filter.py b/nnpdf_data/nnpdf_data/commondata/CMS_1JET_7TEV/filter.py new file mode 100644 index 0000000000..2292829cc0 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CMS_1JET_7TEV/filter.py @@ -0,0 +1,172 @@ +import yaml +import numpy as np +from nnpdf_data.filter_utils.utils import prettify_float + +yaml.add_representer(float, prettify_float) + +''' +This is an extended version of the filter_no_intersection. This implementation takes +the intersection of the 1406.0324 and 1212.6660 measurements. This is to ensure that the +binning in the grids available for 1212.6660 matches the binning of 1406.0324. +''' + +def read_metadata(): + ''' + this function reads metadata + and returns the list of tables used + in the implementation + ''' + temp_dict = {} + with open('metadata.yaml', 'r') as file: + temp_dict = yaml.safe_load(file) + observable = temp_dict['implemented_observables'][0] + return observable['tables'] + +def read_table(table_no: int): + ''' + this function takes the table number and + returns the corresponding: + kinematic bins + central values corrected as per eq 28 + uncertainties corrected as per eq 29 + in paper https://arxiv.org/pdf/physics/0403086 + ''' + temp_dict = dict() + with open(f'rawdata/Table{table_no}.yaml', 'r') as file: + temp_dict = yaml.safe_load(file) + + # sort out kinematic bins: + sqrts_val = float(temp_dict['dependent_variables'][0]['qualifiers'][1]['value']) + ybin = temp_dict['dependent_variables'][0]['qualifiers'][0]['value'] + ymin, ymax = float(ybin[:3]), float(ybin[4:7]) + ymid = (ymin+ymax)/2 + bins_in_table = list() + for ptbin in temp_dict['independent_variables'][0]['values']: + y_dict = {'y': {'min': ymin, 'mid': ymid, 'max': ymax}} + sqrts_dict = {'sqrts': {'min': None, 'mid': sqrts_val, 'max': None}} + pT_dict = {'pT': {'min': ptbin['low'], 'mid': (ptbin['low']+ptbin['high'])/2, 'max': ptbin['high']}} + bins_in_table.append(y_dict | pT_dict | sqrts_dict) + + # read the central values and the uncertainties + central_values = list() + stat = list() + sys = list() + for dep_var in temp_dict['dependent_variables']: + if dep_var['header']['name'] == 'D2(SIG)/DPT/DABS(YRAP)': + for bin_val in dep_var['values']: + central_values.append(bin_val['value']) + for err in bin_val['errors']: + if err['label'] == 'stat': + stat.append(err['symerror']) + elif err['label'] == 'sys': + sys.append((np.abs(err['asymerror']['minus']), err['asymerror']['plus'])) + + # process the asymmetric uncertainties + sys_processed = list() + shifts_in_central = list() + for (del_minus, del_plus) in sys: + # calculating delta and Deltabar as per eqs 23, 24 + delta = (del_plus-del_minus)/2 + Deltabar = float((del_plus+del_minus)/2) + # each delta/Deltabar is of order 0.02, so using eq 28, 29 is justified + shifts_in_central.append(delta) + sys_processed.append(Deltabar) + + corrected_centrals_in_table = list(np.array(central_values)+np.array(shifts_in_central)) + uncertainties_in_table = list() + for i in range(len(stat)): + unc_dict = {'stat': stat[i], 'sys': sys_processed[i]} + uncertainties_in_table.append(unc_dict) + + return bins_in_table, corrected_centrals_in_table, uncertainties_in_table + +''' +above function returns three lists: bins, central values, and uncertainties for a given table. +we can now take the bins for corresponding tables in 1212.6660 and then take intersections. +''' + +def read_old_bins(table_no: int): + ''' + takes a table number and returns the old bins + ''' + old_bins = list() + temp_list = list() + with open(f'rawdata_1212p6660/Table{table_no}.yaml', 'r') as f: + temp_list = yaml.safe_load(f)['independent_variables'][0]['values'] + for ptbin in temp_list: + ptmin = ptbin['low'] + ptmax = ptbin['high'] + pT_dict = { + 'min': ptmin, + 'mid': (ptmin+ptmax)/2, + 'max': ptmax + } + old_bins.append(pT_dict) + return old_bins + +def build_intersection(table_no: int, show_bins_to_delete=False): + ''' + take the number of the table (as in raw data) and find the intersections + to build the new implementation + ''' + table_corr = {str(i): i-6 for i in range(7, 12)} # which table number in the old data corresponds to the table in new data + bins_in_table, corrected_centrals_in_table, uncertainties_in_table = read_table(table_no) + old_bins = read_old_bins(table_corr[str(table_no)]) + bins_int = list() + centrals_int = list() + unc_int = list() + intersection_bins = list() + for bin, central, uncertainty in zip(bins_in_table, corrected_centrals_in_table, uncertainties_in_table): + if bin['pT'] in old_bins: + bins_int.append(bin) + centrals_int.append(central) + unc_int.append(uncertainty) + if show_bins_to_delete: + intersection_bins.append(bin['pT']) + + if show_bins_to_delete: + print(f'from grid number {table_corr[str(table_no)]}, one needs to remove:') + for old_bin in old_bins: + if old_bin not in intersection_bins: + print(old_bin) + + return bins_int, centrals_int, unc_int + + + +def main_filter() -> None: + ''' + main filter that reads all the tables and saves the dataset in .yaml files + ''' + + tables = read_metadata() + kinematics = list() + data_central = list() + uncertainties = list() + for table_no in tables: + current_bins, current_central, current_unc = build_intersection(table_no) + kinematics += current_bins + data_central += current_central + uncertainties += current_unc + + with open('kinematics_R07.yaml', 'w') as file: + yaml.safe_dump({'bins': kinematics}, file, sort_keys=False) + + data_central_float = [float(central_value) for central_value in data_central] + with open('data_R07.yaml', 'w') as file: + yaml.safe_dump({'data_central': data_central_float}, file, sort_keys=False) + + unc_definitions = {'definitions': {'sys': {'description': 'combined systematic ucertainties (symmetrised), including JES correction, pT resolution, luminosity', 'treatment': 'MULT', 'type': 'CORR'}, 'stat': {'description': 'combined statistical uncertainties', 'treatment': 'ADD', 'type': 'UNCORR'}}} + + with open('uncertainties_R07.yaml', 'w') as file: + yaml.safe_dump(unc_definitions | {'bins': uncertainties}, file, sort_keys=False) + + print(f'number of datapoints: {len(kinematics)}') + if len(kinematics)==len(data_central) and len(kinematics)==len(uncertainties): + print('the number of bins is consistent across files') + else: + print('number of bins is inconsistent') + + +if __name__ == '__main__': + main_filter() \ No newline at end of file diff --git a/nnpdf_data/nnpdf_data/commondata/CMS_1JET_7TEV/filter_no_intersection.py b/nnpdf_data/nnpdf_data/commondata/CMS_1JET_7TEV/filter_no_intersection.py new file mode 100644 index 0000000000..20ab538c5e --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CMS_1JET_7TEV/filter_no_intersection.py @@ -0,0 +1,110 @@ +import yaml +import numpy as np +from nnpdf_data.filter_utils.utils import prettify_float + +yaml.add_representer(float, prettify_float) + +''' +this filter implements the CMS_1JET_7TEV measurement as in the 1406.0324. +''' + +def read_metadata(): + ''' + this function reads metadata + and returns the list of tables used + in the implementation + ''' + temp_dict = {} + with open('metadata.yaml', 'r') as file: + temp_dict = yaml.safe_load(file) + observable = temp_dict['implemented_observables'][0] + return observable['tables'] + +def read_table(table_no: int): + ''' + this function takes the table number and + returns the corresponding: + kinematic bins + central values corrected as per eq 28 + uncertainties corrected as per eq 29 + in paper https://arxiv.org/pdf/physics/0403086 + ''' + temp_dict = dict() + with open(f'rawdata/Table{table_no}.yaml', 'r') as file: + temp_dict = yaml.safe_load(file) + + # sort out kinematic bins: + sqrts_val = float(temp_dict['dependent_variables'][0]['qualifiers'][1]['value']) + ybin = temp_dict['dependent_variables'][0]['qualifiers'][0]['value'] + ymin, ymax = float(ybin[:3]), float(ybin[4:7]) + ymid = (ymin+ymax)/2 + bins_in_table = list() + for ptbin in temp_dict['independent_variables'][0]['values']: + y_dict = {'y': {'min': ymin, 'mid': ymid, 'max': ymax}} + sqrts_dict = {'sqrts': {'min': None, 'mid': sqrts_val, 'max': None}} + pT_dict = {'pT': {'min': ptbin['low'], 'mid': (ptbin['low']+ptbin['high'])/2, 'max': ptbin['high']}} + bins_in_table.append(y_dict | pT_dict | sqrts_dict) + + # read the central values and the uncertainties + central_values = list() + stat = list() + sys = list() + for dep_var in temp_dict['dependent_variables']: + if dep_var['header']['name'] == 'D2(SIG)/DPT/DABS(YRAP)': + for bin_val in dep_var['values']: + central_values.append(bin_val['value']) + for err in bin_val['errors']: + if err['label'] == 'stat': + stat.append(err['symerror']) + elif err['label'] == 'sys': + sys.append((np.abs(err['asymerror']['minus']), err['asymerror']['plus'])) + + # process the asymmetric uncertainties + sys_processed = list() + shifts_in_central = list() + for (del_minus, del_plus) in sys: + # calculating delta and Deltabar as per eqs 23, 24 + delta = (del_plus-del_minus)/2 + Deltabar = float((del_plus+del_minus)/2) + # each delta/Deltabar is of order 0.02, so using eq 28, 29 is justified + shifts_in_central.append(delta) + sys_processed.append(Deltabar) + + corrected_centrals_in_table = list(np.array(central_values)+np.array(shifts_in_central)) + uncertainties_in_table = list() + for i in range(len(stat)): + unc_dict = {'stat': stat[i], 'sys': sys_processed[i]} + uncertainties_in_table.append(unc_dict) + + return bins_in_table, corrected_centrals_in_table, uncertainties_in_table + +def main_filter() -> None: + ''' + main filter that reads all the tables and saves the dataset in .yaml files + ''' + + tables = read_metadata() + kinematics = list() + data_central = list() + uncertainties = list() + for table_no in tables: + current_bins, current_central, current_unc = read_table(table_no) + kinematics += current_bins + data_central += current_central + uncertainties += current_unc + + with open('kinematics_R07.yaml', 'w') as file: + yaml.safe_dump({'bins': kinematics}, file, sort_keys=False) + + data_central_float = [float(central_value) for central_value in data_central] + with open('data_R07.yaml', 'w') as file: + yaml.safe_dump({'data_central': data_central_float}, file, sort_keys=False) + + unc_definitions = {'definitions': {'sys': {'description': 'combined systematic ucertainties (symmetrised), including JES correction, pT resolution, luminosity', 'treatment': 'MULT', 'type': 'CORR'}, 'stat': {'description': 'combined statistical uncertainties', 'treatment': 'ADD', 'type': 'UNCORR'}}} + + with open('uncertainties_R07.yaml', 'w') as file: + yaml.safe_dump(unc_definitions | {'bins': uncertainties}, file, sort_keys=False) + + +if __name__ == '__main__': + main_filter() \ No newline at end of file diff --git a/nnpdf_data/nnpdf_data/commondata/CMS_1JET_7TEV/kinematics_R07.yaml b/nnpdf_data/nnpdf_data/commondata/CMS_1JET_7TEV/kinematics_R07.yaml new file mode 100644 index 0000000000..b7cfbbfe9b --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CMS_1JET_7TEV/kinematics_R07.yaml @@ -0,0 +1,1417 @@ +bins: +- y: + min: 0.0 + mid: 0.25 + max: 0.5 + pT: + min: 114.0 + mid: 123.5 + max: 133.0 + sqrts: + min: null + mid: 7000.0 + max: null +- y: + min: 0.0 + mid: 0.25 + max: 0.5 + pT: + min: 133.0 + mid: 143.0 + max: 153.0 + sqrts: + min: null + mid: 7000.0 + max: null +- y: + min: 0.0 + mid: 0.25 + max: 0.5 + pT: + min: 153.0 + mid: 163.5 + max: 174.0 + sqrts: + min: null + mid: 7000.0 + max: null +- y: + min: 0.0 + mid: 0.25 + max: 0.5 + pT: + min: 174.0 + mid: 185.0 + max: 196.0 + sqrts: + min: null + mid: 7000.0 + max: null +- y: + min: 0.0 + mid: 0.25 + max: 0.5 + pT: + min: 196.0 + mid: 208.0 + max: 220.0 + sqrts: + min: null + mid: 7000.0 + max: null +- y: + min: 0.0 + mid: 0.25 + max: 0.5 + pT: + min: 220.0 + mid: 232.5 + max: 245.0 + sqrts: + min: null + mid: 7000.0 + max: null +- y: + min: 0.0 + mid: 0.25 + max: 0.5 + pT: + min: 245.0 + mid: 258.5 + max: 272.0 + sqrts: + min: null + mid: 7000.0 + max: null +- y: + min: 0.0 + mid: 0.25 + max: 0.5 + pT: + min: 272.0 + mid: 286.0 + max: 300.0 + sqrts: + min: null + mid: 7000.0 + max: null +- y: + min: 0.0 + mid: 0.25 + max: 0.5 + pT: + min: 300.0 + mid: 315.0 + max: 330.0 + sqrts: + min: null + mid: 7000.0 + max: null +- y: + min: 0.0 + mid: 0.25 + max: 0.5 + pT: + min: 330.0 + mid: 346.0 + max: 362.0 + sqrts: + min: null + mid: 7000.0 + max: null +- y: + min: 0.0 + mid: 0.25 + max: 0.5 + pT: + min: 362.0 + mid: 378.5 + max: 395.0 + sqrts: + min: null + mid: 7000.0 + max: null +- y: + min: 0.0 + mid: 0.25 + max: 0.5 + pT: + min: 395.0 + mid: 412.5 + max: 430.0 + sqrts: + min: null + mid: 7000.0 + max: null +- y: + min: 0.0 + mid: 0.25 + max: 0.5 + pT: + min: 430.0 + mid: 449.0 + max: 468.0 + sqrts: + min: null + mid: 7000.0 + max: null +- y: + min: 0.0 + mid: 0.25 + max: 0.5 + pT: + min: 468.0 + mid: 487.5 + max: 507.0 + sqrts: + min: null + mid: 7000.0 + max: null +- y: + min: 0.0 + mid: 0.25 + max: 0.5 + pT: + min: 507.0 + mid: 527.5 + max: 548.0 + sqrts: + min: null + mid: 7000.0 + max: null +- y: + min: 0.0 + mid: 0.25 + max: 0.5 + pT: + min: 548.0 + mid: 570.0 + max: 592.0 + sqrts: + min: null + mid: 7000.0 + max: null +- y: + min: 0.0 + mid: 0.25 + max: 0.5 + pT: + min: 592.0 + mid: 615.0 + max: 638.0 + sqrts: + min: null + mid: 7000.0 + max: null +- y: + min: 0.0 + mid: 0.25 + max: 0.5 + pT: + min: 638.0 + mid: 662.0 + max: 686.0 + sqrts: + min: null + mid: 7000.0 + max: null +- y: + min: 0.0 + mid: 0.25 + max: 0.5 + pT: + min: 686.0 + mid: 711.5 + max: 737.0 + sqrts: + min: null + mid: 7000.0 + max: null +- y: + min: 0.0 + mid: 0.25 + max: 0.5 + pT: + min: 737.0 + mid: 763.5 + max: 790.0 + sqrts: + min: null + mid: 7000.0 + max: null +- y: + min: 0.0 + mid: 0.25 + max: 0.5 + pT: + min: 790.0 + mid: 818.0 + max: 846.0 + sqrts: + min: null + mid: 7000.0 + max: null +- y: + min: 0.0 + mid: 0.25 + max: 0.5 + pT: + min: 846.0 + mid: 875.5 + max: 905.0 + sqrts: + min: null + mid: 7000.0 + max: null +- y: + min: 0.0 + mid: 0.25 + max: 0.5 + pT: + min: 905.0 + mid: 936.0 + max: 967.0 + sqrts: + min: null + mid: 7000.0 + max: null +- y: + min: 0.0 + mid: 0.25 + max: 0.5 + pT: + min: 967.0 + mid: 999.5 + max: 1032.0 + sqrts: + min: null + mid: 7000.0 + max: null +- y: + min: 0.0 + mid: 0.25 + max: 0.5 + pT: + min: 1032.0 + mid: 1066.5 + max: 1101.0 + sqrts: + min: null + mid: 7000.0 + max: null +- y: + min: 0.0 + mid: 0.25 + max: 0.5 + pT: + min: 1101.0 + mid: 1136.5 + max: 1172.0 + sqrts: + min: null + mid: 7000.0 + max: null +- y: + min: 0.0 + mid: 0.25 + max: 0.5 + pT: + min: 1172.0 + mid: 1210.0 + max: 1248.0 + sqrts: + min: null + mid: 7000.0 + max: null +- y: + min: 0.0 + mid: 0.25 + max: 0.5 + pT: + min: 1248.0 + mid: 1287.5 + max: 1327.0 + sqrts: + min: null + mid: 7000.0 + max: null +- y: + min: 0.5 + mid: 0.75 + max: 1.0 + pT: + min: 114.0 + mid: 123.5 + max: 133.0 + sqrts: + min: null + mid: 7000.0 + max: null +- y: + min: 0.5 + mid: 0.75 + max: 1.0 + pT: + min: 133.0 + mid: 143.0 + max: 153.0 + sqrts: + min: null + mid: 7000.0 + max: null +- y: + min: 0.5 + mid: 0.75 + max: 1.0 + pT: + min: 153.0 + mid: 163.5 + max: 174.0 + sqrts: + min: null + mid: 7000.0 + max: null +- y: + min: 0.5 + mid: 0.75 + max: 1.0 + pT: + min: 174.0 + mid: 185.0 + max: 196.0 + sqrts: + min: null + mid: 7000.0 + max: null +- y: + min: 0.5 + mid: 0.75 + max: 1.0 + pT: + min: 196.0 + mid: 208.0 + max: 220.0 + sqrts: + min: null + mid: 7000.0 + max: null +- 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+ max: 2.5 + pT: + min: 507.0 + mid: 527.5 + max: 548.0 + sqrts: + min: null + mid: 7000.0 + max: null +- y: + min: 2.0 + mid: 2.25 + max: 2.5 + pT: + min: 548.0 + mid: 570.0 + max: 592.0 + sqrts: + min: null + mid: 7000.0 + max: null diff --git a/nnpdf_data/nnpdf_data/commondata/CMS_1JET_7TEV/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/CMS_1JET_7TEV/metadata.yaml new file mode 100644 index 0000000000..b3d0ffe12e --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CMS_1JET_7TEV/metadata.yaml @@ -0,0 +1,49 @@ +setname: CMS_1JET_7TEV +version: 1 +version_comment: reimplementation of a dataset excluded from nnpdf40 + +arXiv: + url: https://arxiv.org/abs/1406.0324 +iNSPIRE: + url: https://inspirehep.net/literature/1298810 +hepdata: + url: https://www.hepdata.net/record/ins1298810 + version: 1 + +nnpdf_metadata: + nnpdf31_process: JETS + experiment: CMS + +implemented_observables: +- observable_name: R07-PTY + process_type: JET + tables: [7, 8, 9, 10, 11] # table 12 doesn't have a corresp. table in 1212.6660 + ndata: 118 # was 158 before taking the intersection + observable: + description: Double differential inclusive jet cross-section as a function of jet transverse momentum and absolute jet rapidity with jet radius parameter R=0.7 + label: r"$d^2\sigma / dp_Tdy$" + units: '[pb/GeV]' + kinematics: + file: kinematics_R07.yaml + variables: + y: {description: jet rapidity, label: r"$|y|$" , units: ''} + pT: {description: jet transverse momentum, label: r"$p_T$" , units: GeV} + sqrts: {description: centre of mass energy, label: r"$\sqrt(s)$", units: GeV} + kinematic_coverage: [y, pT, sqrts] + data_central: data_R07.yaml + data_uncertainties: + - uncertainties_R07.yaml + theory: + FK_tables: + - - CMS_1JET_7TEV_R07_BIN1 + - CMS_1JET_7TEV_R07_BIN2 + - CMS_1JET_7TEV_R07_BIN3 + - CMS_1JET_7TEV_R07_BIN4 + - CMS_1JET_7TEV_R07_BIN5 + plotting: + dataset_label: "CMS 1JET 7TeV with R=0.7" + plot_x: pT + y_label: r"$d^2\sigma / dp_Tdy$" + figure_by: + - y + \ No newline at end of file diff --git a/nnpdf_data/nnpdf_data/commondata/CMS_1JET_7TEV/rawdata/Table10.yaml b/nnpdf_data/nnpdf_data/commondata/CMS_1JET_7TEV/rawdata/Table10.yaml new file mode 100644 index 0000000000..69c4ee0919 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CMS_1JET_7TEV/rawdata/Table10.yaml @@ -0,0 +1,248 @@ +dependent_variables: +- header: {name: D2(SIG)/DPT/DABS(YRAP), units: PB/GEV} + qualifiers: + - {name: ABS(YRAP), value: 1.5-2.0} + - {name: SQRT(S), units: GeV, value: '7000.0'} + values: + - errors: + - {label: stat, symerror: 1245.54} + - asymerror: {minus: -10358.2, plus: 10784.3} + label: sys + value: 92580.0 + - errors: + - {label: stat, symerror: 687.927} + - asymerror: {minus: -4437.56, plus: 4625.04} + label: sys + value: 44040.0 + - errors: + - {label: stat, symerror: 413.199} + - asymerror: {minus: -1959.69, plus: 2021.0} + label: sys + value: 20950.0 + - errors: + - {label: stat, symerror: 237.479} + - asymerror: {minus: -893.71, plus: 922.184} + label: sys + value: 10210.0 + - errors: + - {label: stat, symerror: 54.3924} + - asymerror: {minus: -370.76, plus: 375.575} + label: sys + value: 4456.0 + - errors: + - {label: stat, symerror: 27.086} + - asymerror: {minus: -144.479, plus: 148.624} + label: sys + value: 1822.0 + - errors: + - {label: stat, symerror: 14.3807} + - asymerror: {minus: -61.7587, plus: 63.831} + label: sys + value: 797.7 + - errors: + - {label: stat, symerror: 8.25709} + - asymerror: {minus: -27.3972, plus: 28.0203} + label: sys + value: 355.0 + - errors: + - {label: stat, symerror: 2.14633} + - asymerror: {minus: -12.9128, plus: 13.288} + label: sys + value: 167.6 + - errors: + - {label: stat, symerror: 1.17465} + - asymerror: {minus: -6.44184, plus: 6.61723} + label: sys + value: 83.06 + - errors: + - {label: stat, symerror: 0.692831} + - asymerror: {minus: -3.20039, plus: 3.28565} + label: sys + value: 40.27 + - errors: + - {label: stat, symerror: 0.438594} + - asymerror: {minus: -1.71713, plus: 1.78628} + label: sys 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a/nnpdf_data/nnpdf_data/commondata/CMS_1JET_7TEV/rawdata_1212p6660/Table2.yaml b/nnpdf_data/nnpdf_data/commondata/CMS_1JET_7TEV/rawdata_1212p6660/Table2.yaml new file mode 100644 index 0000000000..d957e0e44b --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CMS_1JET_7TEV/rawdata_1212p6660/Table2.yaml @@ -0,0 +1,188 @@ +dependent_variables: +- header: {name: D2(SIG)/DPT/DABS(YRAP), units: PB/GEV} + qualifiers: + - {name: ABS(YRAP), value: 0.5-1.0} + - {name: RE, value: P P --> JET X} + - {name: SQRT(S), units: GeV, value: '7000.0'} + values: + - errors: + - {label: stat, symerror: 34.0} + - asymerror: {minus: -206.0, plus: 202.0} + label: sys + value: 2810.0 + - errors: + - {label: stat, symerror: 19.0} + - asymerror: {minus: -86.0, plus: 85.0} + label: sys + value: 1234.0 + - errors: + - {label: stat, symerror: 9.8} + - asymerror: {minus: -37.5, plus: 37.1} + label: sys + value: 576.6 + - errors: + - {label: stat, symerror: 2.6} + - asymerror: {minus: -18.3, plus: 17.5} + label: sys 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header: {name: PT, units: GEV} + values: + - {high: 133.0, low: 114.0} + - {high: 153.0, low: 133.0} + - {high: 174.0, low: 153.0} + - {high: 196.0, low: 174.0} + - {high: 220.0, low: 196.0} + - {high: 245.0, low: 220.0} + - {high: 272.0, low: 245.0} + - {high: 300.0, low: 272.0} + - {high: 330.0, low: 300.0} + - {high: 362.0, low: 330.0} + - {high: 395.0, low: 362.0} + - {high: 430.0, low: 395.0} + - {high: 468.0, low: 430.0} + - {high: 507.0, low: 468.0} + - {high: 548.0, low: 507.0} + - {high: 592.0, low: 548.0} + - {high: 638.0, low: 592.0} + - {high: 686.0, low: 638.0} + - {high: 737.0, low: 686.0} + - {high: 790.0, low: 737.0} + - {high: 846.0, low: 790.0} + - {high: 905.0, low: 846.0} + - {high: 967.0, low: 905.0} + - {high: 1032.0, low: 967.0} + - {high: 1101.0, low: 1032.0} + - {high: 1172.0, low: 1101.0} + - {high: 1684.0, low: 1172.0} diff --git a/nnpdf_data/nnpdf_data/commondata/CMS_1JET_7TEV/rawdata_1212p6660/Table4.yaml b/nnpdf_data/nnpdf_data/commondata/CMS_1JET_7TEV/rawdata_1212p6660/Table4.yaml new file mode 100644 index 0000000000..d3d6bc5ff1 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CMS_1JET_7TEV/rawdata_1212p6660/Table4.yaml @@ -0,0 +1,153 @@ +dependent_variables: +- header: {name: D2(SIG)/DPT/DABS(YRAP), units: PB/GEV} + qualifiers: + - {name: ABS(YRAP), value: 1.5-2.0} + - {name: RE, value: P P --> JET X} + - {name: SQRT(S), units: GeV, value: '7000.0'} + values: + - errors: + - {label: stat, symerror: 29.0} + - asymerror: {minus: -174.0, plus: 169.0} + label: sys + value: 1813.0 + - errors: + - {label: stat, symerror: 15.9} + - asymerror: {minus: -72.3, plus: 71.3} + label: sys + value: 792.7 + - errors: + - {label: stat, symerror: 8.2} + - asymerror: {minus: -31.4, plus: 31.2} + label: sys + value: 355.0 + - errors: + - {label: stat, symerror: 2.2} + - asymerror: {minus: -14.7, plus: 14.6} + label: sys + value: 167.5 + - errors: + - {label: stat, symerror: 1.24} + - asymerror: {minus: -7.3, plus: 7.28} + label: sys + value: 82.78 + - errors: + - {label: stat, symerror: 0.69} + - asymerror: {minus: -3.58, plus: 3.56} + label: sys + value: 40.37 + - errors: + - {label: stat, symerror: 0.42} + - asymerror: {minus: -1.9, plus: 1.91} + label: sys + value: 21.18 + - errors: + - {label: stat, symerror: 0.27} + - {label: sys, symerror: 0.97} + value: 10.57 + - errors: + - {label: stat, symerror: 0.067} + - asymerror: {minus: -0.524, plus: 0.526} + label: sys + value: 5.547 + - errors: + - {label: stat, symerror: 0.039} + - asymerror: {minus: -0.273, plus: 0.274} + label: sys + value: 2.806 + - errors: + - {label: stat, symerror: 0.016} + - asymerror: {minus: -0.143, plus: 0.144} + label: sys + value: 1.427 + - errors: + - {label: stat, symerror: 0.0097} + - asymerror: {minus: -0.0777, plus: 0.0791} + label: sys + value: 0.7427 + - errors: + - {label: stat, symerror: 0.0055} + - asymerror: {minus: -0.04, plus: 0.0406} + label: sys + value: 0.3663 + - errors: + - 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errors: + - {label: stat, symerror: 6.7} + - asymerror: {minus: -30.3, plus: 32.5} + label: sys + value: 223.6 + - errors: + - {label: stat, symerror: 1.8} + - asymerror: {minus: -13.9, plus: 14.9} + label: sys + value: 100.7 + - errors: + - {label: stat, symerror: 0.93} + - asymerror: {minus: -6.24, plus: 6.77} + label: sys + value: 44.05 + - errors: + - {label: stat, symerror: 0.49} + - asymerror: {minus: -3.0, plus: 3.27} + label: sys + value: 20.52 + - errors: + - {label: stat, symerror: 0.291} + - asymerror: {minus: -1.417, plus: 1.556} + label: sys + value: 9.395 + - errors: + - {label: stat, symerror: 0.17} + - asymerror: {minus: -0.638, plus: 0.702} + label: sys + value: 4.053 + - errors: + - {label: stat, symerror: 0.039} + - asymerror: {minus: -0.293, plus: 0.325} + label: sys + value: 1.792 + - errors: + - {label: stat, symerror: 0.0202} + - asymerror: {minus: -0.1331, plus: 0.1484} + label: sys + value: 0.7782 + - errors: + - {label: stat, symerror: 0.008} + - asymerror: {minus: -0.0571, plus: 0.0636} + label: sys + value: 0.3184 + - errors: + - {label: stat, symerror: 0.0039} + - asymerror: {minus: -0.023, plus: 0.0257} + label: sys + value: 0.1221 + - errors: + - {label: stat, symerror: 0.002} + - asymerror: {minus: -0.00919, plus: 0.01032} + label: sys + value: 0.04641 + - errors: + - {label: stat, symerror: 0.00105} + - asymerror: {minus: -0.00337, plus: 0.0038} + label: sys + value: 0.01616 + - errors: + - {label: stat, symerror: 0.000191} + - asymerror: {minus: -0.001171, plus: 0.001319} + label: sys + value: 0.005314 + - errors: + - {label: stat, symerror: 0.000103} + - asymerror: {minus: -0.000382, plus: 0.00043} + label: sys + value: 0.001634 + - errors: + - {label: stat, symerror: 4.24e-05} + - asymerror: {minus: -8.03e-05, plus: 9.07e-05} + label: sys + value: 0.0003233 + - errors: + - {label: stat, symerror: 2.301e-05} + - asymerror: {minus: -2.427e-05, plus: 2.735e-05} + label: sys + value: 9.167e-05 + - errors: + - {label: stat, symerror: 3.445e-06} + - asymerror: {minus: -2.47e-06, plus: 2.8e-06} + label: sys + value: 7.92e-06 +independent_variables: +- header: {name: PT, units: GEV} + values: + - {high: 133.0, low: 114.0} + - {high: 153.0, low: 133.0} + - {high: 174.0, low: 153.0} + - {high: 196.0, low: 174.0} + - {high: 220.0, low: 196.0} + - {high: 245.0, low: 220.0} + - {high: 272.0, low: 245.0} + - {high: 300.0, low: 272.0} + - {high: 330.0, low: 300.0} + - {high: 362.0, low: 330.0} + - {high: 395.0, low: 362.0} + - {high: 430.0, low: 395.0} + - {high: 468.0, low: 430.0} + - {high: 507.0, low: 468.0} + - {high: 548.0, low: 507.0} + - {high: 592.0, low: 548.0} + - {high: 638.0, low: 592.0} + - {high: 686.0, low: 638.0} + - {high: 905.0, low: 686.0} diff --git a/nnpdf_data/nnpdf_data/commondata/CMS_1JET_7TEV/uncertainties_R07.yaml b/nnpdf_data/nnpdf_data/commondata/CMS_1JET_7TEV/uncertainties_R07.yaml new file mode 100644 index 0000000000..337dbd3531 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CMS_1JET_7TEV/uncertainties_R07.yaml @@ -0,0 +1,247 @@ +definitions: + sys: + description: combined systematic ucertainties (symmetrised), including JES correction, + pT resolution, luminosity + treatment: MULT + type: CORR + stat: + description: combined statistical uncertainties + treatment: ADD + type: UNCORR +bins: +- stat: 37.7912 + sys: 176.553 +- stat: 19.8462 + sys: 75.30224999999999 +- stat: 11.5179 + sys: 34.96525 +- stat: 3.4782 + sys: 16.52885 +- stat: 1.9677 + sys: 8.432369999999999 +- stat: 1.1488 + sys: 4.428895 +- stat: 0.685177 + sys: 2.381095 +- stat: 0.448891 + sys: 1.30349 +- stat: 0.155966 + sys: 0.7325305 +- stat: 0.0913477 + sys: 0.41587850000000004 +- stat: 0.0482942 + sys: 0.2419465 +- stat: 0.0293708 + sys: 0.14305600000000002 +- stat: 0.0177611 + sys: 0.0848402 +- stat: 0.0112208 + sys: 0.050385349999999995 +- stat: 0.00538824 + sys: 0.030596949999999998 +- stat: 0.00332265 + sys: 0.0187101 +- stat: 0.00202588 + sys: 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