From 62764c175377e3c03bf1aaf3edc748d49904039a Mon Sep 17 00:00:00 2001 From: achiefa Date: Sun, 10 Nov 2024 17:54:29 +0100 Subject: [PATCH 01/16] First commit --- .../commondata/ATLAS_WJ_8TEV/metadata.yaml | 21 +++++++++++-------- 1 file changed, 12 insertions(+), 9 deletions(-) diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml index 1354e02e41..cf8e42c631 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml @@ -1,26 +1,29 @@ setname: ATLAS_WJ_8TEV -version: 1 -version_comment: Port of old commondata + nnpdf_metadata: nnpdf31_process: DY CC experiment: ATLAS + arXiv: url: https://arxiv.org/abs/1711.03296 - journal: JHEP 05 (2018) 077 + journal: JHEP 05 (2018) 07, JHEP 10 (2020) 048 (Erratum) iNSPIRE: - url: '' + url: https://inspirehep.net/literature/1635273 hepdata: - url: '' - version: -1 + url: https://www.hepdata.net/record/ins1635273 + version: 2 + +version: 2 +version_comment: Implementation in the new format + implemented_observables: - observable_name: WM-PT observable: description: Jet Transverse Momentum Distribution label: ATLAS $W^-$+jet 8 TeV - units: '' + units: '[fb]' process_type: EWJ_PT - tables: [] - npoints: [] + tables: [13] ndata: 16 plotting: kinematics_override: ewj_pt_sqrt_scale From 61858483cdd923c61ace42f9620e83aced0525e8 Mon Sep 17 00:00:00 2001 From: achiefa Date: Sun, 10 Nov 2024 18:07:53 +0100 Subject: [PATCH 02/16] Update metadata file + name legacy files --- ...M-PT.yaml => kinematics_legacy_WM-PT.yaml} | 0 ...P-PT.yaml => kinematics_legacy_WP-PT.yaml} | 0 .../commondata/ATLAS_WJ_8TEV/metadata.yaml | 98 ++++++++----------- ...uncertainties_legacy_WM-PT_sys_ATLAS.yaml} | 0 ...=> uncertainties_legacy_WM-PT_sys_NP.yaml} | 0 ...uncertainties_legacy_WP-PT_sys_ATLAS.yaml} | 0 ...=> uncertainties_legacy_WP-PT_sys_NP.yaml} | 0 7 files changed, 41 insertions(+), 57 deletions(-) rename nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/{kinematics_WM-PT.yaml => kinematics_legacy_WM-PT.yaml} (100%) rename nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/{kinematics_WP-PT.yaml => kinematics_legacy_WP-PT.yaml} (100%) rename nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/{uncertainties_WM-PT_sys_ATLAS.yaml => uncertainties_legacy_WM-PT_sys_ATLAS.yaml} (100%) rename nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/{uncertainties_WM-PT_sys_NP.yaml => uncertainties_legacy_WM-PT_sys_NP.yaml} (100%) rename nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/{uncertainties_WP-PT_sys_ATLAS.yaml => uncertainties_legacy_WP-PT_sys_ATLAS.yaml} (100%) rename nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/{uncertainties_WP-PT_sys_NP.yaml => uncertainties_legacy_WP-PT_sys_NP.yaml} (100%) diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/kinematics_WM-PT.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/kinematics_legacy_WM-PT.yaml similarity index 100% rename from nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/kinematics_WM-PT.yaml rename to nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/kinematics_legacy_WM-PT.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/kinematics_WP-PT.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/kinematics_legacy_WP-PT.yaml similarity index 100% rename from nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/kinematics_WP-PT.yaml rename to nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/kinematics_legacy_WP-PT.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml index cf8e42c631..69e80a030f 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml @@ -22,41 +22,30 @@ implemented_observables: description: Jet Transverse Momentum Distribution label: ATLAS $W^-$+jet 8 TeV units: '[fb]' - process_type: EWJ_PT + process_type: DY_CC_PT tables: [13] ndata: 16 plotting: - kinematics_override: ewj_pt_sqrt_scale + kinematics_override: identity dataset_label: ATLAS $W^-$+jet 8 TeV x_label: $p_T^{W^-}$ (GeV) y_label: $d\sigma/dp_T^{W^-}$ (fb/GeV) y_scale: log - plot_x: k1 - kinematic_coverage: - - k1 - - k2 - - k3 + plot_x: pT + kinematic_coverage: [pT, sqrts] kinematics: variables: - k1: - description: Variable k1 - label: k1 - units: '' - k2: - description: Variable k2 - label: k2 - units: '' - k3: - description: Variable k3 - label: k3 - units: '' + pT: + description: Transverse momentum of the W boson + label: $p_T^{W^{-}}$ + units: GeV + sqrts: + description: Centre of mass energy + label: $\sqrt{s}$ + units: GeV file: kinematics_WM-PT.yaml - theory: - conversion_factor: 1.0 - operation: 'null' - FK_tables: - - - ATLAS_WM_JET_8TEV_PT-atlas-atlas-wjets-arxiv-1711.03296-xsec003 - data_uncertainties: [] + data_central: data_WM-PT.yaml + data_uncertainties: [uncertainties_WM-PT.yaml] variants: legacy: data_uncertainties: @@ -67,49 +56,41 @@ implemented_observables: legacy_ATLAS: data_uncertainties: - uncertainties_WM-PT_sys_ATLAS.yaml - data_central: data_legacy_WM-PT.yaml - ported_from: ATLAS_WM_JET_8TEV_PT + theory: + conversion_factor: 1.0 + operation: 'null' + FK_tables: + - - ATLAS_WM_JET_8TEV_PT-atlas-atlas-wjets-arxiv-1711.03296-xsec003 + - observable_name: WP-PT observable: description: Jet Transverse Momentum Distribution label: ATLAS $W^+$+jet 8 TeV - units: '' - process_type: EWJ_PT - tables: [] - npoints: [] + units: '[fb]' + process_type: DY_CC_PT + tables: [13] ndata: 16 plotting: - kinematics_override: ewj_pt_sqrt_scale + kinematics_override: identity dataset_label: ATLAS $W^+$+jet 8 TeV x_label: $p_T^{W^+}$ (GeV) y_label: $d\sigma/dp_T^{W^+}$ (fb/GeV) y_scale: log - plot_x: k1 - kinematic_coverage: - - k1 - - k2 - - k3 + plot_x: pT + kinematic_coverage: [pT, sqrts] kinematics: variables: - k1: - description: Variable k1 - label: k1 - units: '' - k2: - description: Variable k2 - label: k2 - units: '' - k3: - description: Variable k3 - label: k3 - units: '' + pT: + description: Transverse momentum of the W boson + label: $p_T^{W^{+}}$ + units: GeV + sqrts: + description: Centre of mass energy + label: $\sqrt{s}$ + units: GeV file: kinematics_WP-PT.yaml - theory: - conversion_factor: 1.0 - operation: 'null' - FK_tables: - - - ATLAS_WP_JET_8TEV_PT-atlas-atlas-wjets-arxiv-1711.03296-xsec002 - data_uncertainties: [] + data_central: data_WP-PT.yaml + data_uncertainties: [uncertainties_WP-PT.yaml] variants: legacy: data_uncertainties: @@ -120,5 +101,8 @@ implemented_observables: legacy_ATLAS: data_uncertainties: - uncertainties_WP-PT_sys_ATLAS.yaml - data_central: data_legacy_WP-PT.yaml - ported_from: ATLAS_WP_JET_8TEV_PT + theory: + conversion_factor: 1.0 + operation: 'null' + FK_tables: + - - ATLAS_WP_JET_8TEV_PT-atlas-atlas-wjets-arxiv-1711.03296-xsec002 diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WM-PT_sys_ATLAS.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_legacy_WM-PT_sys_ATLAS.yaml similarity index 100% rename from nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WM-PT_sys_ATLAS.yaml rename to nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_legacy_WM-PT_sys_ATLAS.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WM-PT_sys_NP.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_legacy_WM-PT_sys_NP.yaml similarity index 100% rename from nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WM-PT_sys_NP.yaml rename to nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_legacy_WM-PT_sys_NP.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WP-PT_sys_ATLAS.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_legacy_WP-PT_sys_ATLAS.yaml similarity index 100% rename from nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WP-PT_sys_ATLAS.yaml rename to nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_legacy_WP-PT_sys_ATLAS.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WP-PT_sys_NP.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_legacy_WP-PT_sys_NP.yaml similarity index 100% rename from nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WP-PT_sys_NP.yaml rename to nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_legacy_WP-PT_sys_NP.yaml From 04ba78713a2c5000bfe35918337f2ec74974a2a1 Mon Sep 17 00:00:00 2001 From: achiefa Date: Tue, 12 Nov 2024 12:57:38 +0000 Subject: [PATCH 03/16] Implement central data and kinematics --- .../commondata/ATLAS_WJ_8TEV/data_WM-PT.yaml | 17 + .../commondata/ATLAS_WJ_8TEV/data_WP-PT.yaml | 17 + .../commondata/ATLAS_WJ_8TEV/filter.py | 43 + .../commondata/ATLAS_WJ_8TEV/filter_utils.py | 190 ++ .../ATLAS_WJ_8TEV/kinematics_WM-PT.yaml | 65 + .../ATLAS_WJ_8TEV/kinematics_WP-PT.yaml | 65 + .../commondata/ATLAS_WJ_8TEV/metadata.yaml | 22 +- .../ATLAS_WJ_8TEV/rawdata/data13.yaml | 2786 +++++++++++++++++ 8 files changed, 3194 insertions(+), 11 deletions(-) create mode 100644 nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WM-PT.yaml create mode 100644 nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WP-PT.yaml create mode 100644 nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter.py create mode 100644 nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter_utils.py create mode 100644 nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/kinematics_WM-PT.yaml create mode 100644 nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/kinematics_WP-PT.yaml create mode 100644 nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/rawdata/data13.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WM-PT.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WM-PT.yaml new file mode 100644 index 0000000000..f459b6b24a --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WM-PT.yaml @@ -0,0 +1,17 @@ +data_central: +- 1618.0 +- 4037.0 +- 2096.0 +- 834.0 +- 362.3 +- 171.2 +- 86.49 +- 46.16 +- 20.34 +- 7.263 +- 2.979 +- 1.319 +- 0.6226 +- 0.3336 +- 0.1224 +- 0.02836 diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WP-PT.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WP-PT.yaml new file mode 100644 index 0000000000..0c6c89cbc0 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WP-PT.yaml @@ -0,0 +1,17 @@ +data_central: +- 2322.0 +- 5644.0 +- 2973.0 +- 1210.0 +- 537.1 +- 258.1 +- 135.0 +- 73.55 +- 33.73 +- 12.6 +- 5.403 +- 2.55 +- 1.249 +- 0.696 +- 0.3016 +- 0.0774 diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter.py b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter.py new file mode 100644 index 0000000000..198746a573 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter.py @@ -0,0 +1,43 @@ +import logging + +from filter_utils import Extractor +import numpy as np +import yaml + +logging.basicConfig(level=logging.INFO, format='[%(levelname)s] %(message)s') + + +def check_dat_with_legacy(observable, rtol=1e-03): + """ + Same as `check_unc_with_legacy`, but for central data points. + """ + logging.info( + f"Comparing the new central data implementation with the legacy version for {observable} using rtol = {rtol}." + ) + + with open('./data_' + observable + '.yaml', 'r') as file: + new_data = yaml.safe_load(file) + + with open('./data_legacy_' + observable + '.yaml', 'r') as file: + legacy_data = yaml.safe_load(file) + + for i, (new_val, legacy_val) in enumerate( + zip(new_data['data_central'], legacy_data['data_central']) + ): + try: + assert np.allclose(new_val, legacy_val, rtol=rtol) + except AssertionError as e: + logging.warning(f"Inconsistency, {new_val} != {legacy_val} in bin: {i+1}") + + +if __name__ == "__main__": + ATLAS_WP_8TEV_PT = Extractor("./metadata.yaml", "WP-PT") + ATLAS_WP_8TEV_PT.generate_kinematics() + ATLAS_WP_8TEV_PT.generate_data_central() + + ATLAS_WM_8TEV_PT = Extractor("./metadata.yaml", "WM-PT") + ATLAS_WM_8TEV_PT.generate_kinematics() + ATLAS_WM_8TEV_PT.generate_data_central() + + check_dat_with_legacy('WP-PT', rtol=1e-4) + check_dat_with_legacy('WM-PT', rtol=1e-4) diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter_utils.py b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter_utils.py new file mode 100644 index 0000000000..b3fe3459e4 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter_utils.py @@ -0,0 +1,190 @@ +import logging +import os + +import numpy as np +import pandas as pd +import yaml + +from nnpdf_data.filter_utils.utils import prettify_float + +yaml.add_representer(float, prettify_float) + +SQRTS = 8000 + + +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): + + # 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'] + + if self.observable == 'WM-PT': + self.observable_latex = 'W^-' + elif self.observable == 'WP-PT': + self.observable_latex = 'W^+' + else: + raise Exception(f'{self.observable} is an unknown observable.') + + def __extract_kinematics(self, table: dict, tab_number: int): + """ + 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 + tab_number: int + Index to select the range of the second kinematic variable + + 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 bin in data['values']: + pT_min = bin['low'] + pT_max = bin['high'] + kin_bin = {label[0]: {'min': pT_min, 'mid': (pT_max + pT_min) / 2, 'max': pT_max}} + 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/data{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 ATLAS_{self.observable}...") + + # Initialise kinematics list + kinematics = [] + ndata = 0 + for table in self.metadata["tables"]: + tab_dict = self.__retrieve_table(table) + kin = self.__extract_kinematics(tab_dict, table) + kinematics = np.concatenate([kinematics, kin]) + ndata += len(kin) + kinematics_yaml = {'bins': kinematics.tolist()} + + # 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." + ) + + # Dump into file + logging.info("Dumping kinematics to file...") + with open(self.metadata['kinematics']['file'], 'w') as kin_out_file: + yaml.dump(kinematics_yaml, kin_out_file, sort_keys=False) + logging.info("Done!") + + def generate_data_central(self): + """ + Same as `generate_kinematics`, but for central data points. + """ + logging.info(f"Generating central data for ATLAS_{self.observable}...") + dat_central = [] + for table in self.metadata['tables']: + tab_dict = self.__retrieve_table(table) + + # Select the chosen combination + values = next( + ( + head['values'] + for head in tab_dict["dependent_variables"] + if self.observable_latex in head['header']['name'] + ), + 1, + ) + if values == 1: + logging.error( + f"{self.observable} not found in table {table} under the LaTeX name {self.observable_latex}. The available options are:" + ) + for head in tab_dict["dependent_variables"]: + print(f" - {head['header']['name']}") + exit(-1) + + data = [dat['value'] * self.mult_factor for dat in values] + dat_central = np.concatenate([dat_central, data]) + + dat_central_yaml = {'data_central': dat_central.tolist()} + + # Dump into file + logging.info("Dumping kinematics to file...") + with open(self.metadata['data_central'], 'w') as dat_out_file: + yaml.dump(dat_central_yaml, dat_out_file, sort_keys=False) + logging.info("Done!") diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/kinematics_WM-PT.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/kinematics_WM-PT.yaml new file mode 100644 index 0000000000..32fabd35a7 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/kinematics_WM-PT.yaml @@ -0,0 +1,65 @@ +bins: +- pT: + min: 0.0 + mid: 12.5 + max: 25.0 +- pT: + min: 25.0 + mid: 37.5 + max: 50.0 +- pT: + min: 50.0 + mid: 62.5 + max: 75.0 +- pT: + min: 75.0 + mid: 87.5 + max: 100.0 +- pT: + min: 100.0 + mid: 112.5 + max: 125.0 +- pT: + min: 125.0 + mid: 137.5 + max: 150.0 +- pT: + min: 150.0 + mid: 162.5 + max: 175.0 +- pT: + min: 175.0 + mid: 187.5 + max: 200.0 +- pT: + min: 200.0 + mid: 225.0 + max: 250.0 +- pT: + min: 250.0 + mid: 275.0 + max: 300.0 +- pT: + min: 300.0 + mid: 325.0 + max: 350.0 +- pT: + min: 350.0 + mid: 375.0 + max: 400.0 +- pT: + min: 400.0 + mid: 425.0 + max: 450.0 +- pT: + min: 450.0 + mid: 475.0 + max: 500.0 +- pT: + min: 500.0 + mid: 550.0 + max: 600.0 +- pT: + min: 600.0 + mid: 700.0 + max: 800.0 diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/kinematics_WP-PT.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/kinematics_WP-PT.yaml new file mode 100644 index 0000000000..32fabd35a7 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/kinematics_WP-PT.yaml @@ -0,0 +1,65 @@ +bins: +- pT: + min: 0.0 + mid: 12.5 + max: 25.0 +- pT: + min: 25.0 + mid: 37.5 + max: 50.0 +- pT: + min: 50.0 + mid: 62.5 + max: 75.0 +- pT: + min: 75.0 + mid: 87.5 + max: 100.0 +- pT: + min: 100.0 + mid: 112.5 + max: 125.0 +- pT: + min: 125.0 + mid: 137.5 + max: 150.0 +- pT: + min: 150.0 + mid: 162.5 + max: 175.0 +- pT: + min: 175.0 + mid: 187.5 + max: 200.0 +- pT: + min: 200.0 + mid: 225.0 + max: 250.0 +- pT: + min: 250.0 + mid: 275.0 + max: 300.0 +- pT: + min: 300.0 + mid: 325.0 + max: 350.0 +- pT: + min: 350.0 + mid: 375.0 + max: 400.0 +- pT: + min: 400.0 + mid: 425.0 + max: 450.0 +- pT: + min: 450.0 + mid: 475.0 + max: 500.0 +- pT: + min: 500.0 + mid: 550.0 + max: 600.0 +- pT: + min: 600.0 + mid: 700.0 + max: 800.0 diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml index 69e80a030f..0d8ab29503 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml @@ -32,17 +32,17 @@ implemented_observables: y_label: $d\sigma/dp_T^{W^-}$ (fb/GeV) y_scale: log plot_x: pT - kinematic_coverage: [pT, sqrts] + kinematic_coverage: [pT] kinematics: variables: pT: description: Transverse momentum of the W boson label: $p_T^{W^{-}}$ units: GeV - sqrts: - description: Centre of mass energy - label: $\sqrt{s}$ - units: GeV + #sqrts: + # description: Centre of mass energy + # label: $\sqrt{s}$ + # units: GeV file: kinematics_WM-PT.yaml data_central: data_WM-PT.yaml data_uncertainties: [uncertainties_WM-PT.yaml] @@ -77,19 +77,19 @@ implemented_observables: y_label: $d\sigma/dp_T^{W^+}$ (fb/GeV) y_scale: log plot_x: pT - kinematic_coverage: [pT, sqrts] + kinematic_coverage: [pT] kinematics: variables: pT: description: Transverse momentum of the W boson label: $p_T^{W^{+}}$ units: GeV - sqrts: - description: Centre of mass energy - label: $\sqrt{s}$ - units: GeV + #sqrts: + # description: Centre of mass energy + # label: $\sqrt{s}$ + # units: GeV file: kinematics_WP-PT.yaml - data_central: data_WP-PT.yaml + data_central: data_WP-PT.yaml data_uncertainties: [uncertainties_WP-PT.yaml] variants: legacy: diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/rawdata/data13.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/rawdata/data13.yaml new file mode 100644 index 0000000000..351821bce2 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/rawdata/data13.yaml @@ -0,0 +1,2786 @@ +dependent_variables: +- header: {name: '$d\sigma^{W^+}/dp_\text{T}^\text{W}\text{ [fb/GeV]}$'} + qualifiers: + - {name: 'Cross section', value: 'W+ (electron channel)'} + - {name: 'ABS(ETARAP(ELECTRON))', value: '< 2.5'} + - {name: 'ABS(YRAP(JET))', value: '< 4.4'} + - {name: 'PT(JET)', units: 'GEV', value: '> 30'} + - {name: 'PT(LEPTON)', units: 'GEV', value: '> 25'} + - {name: 'RE', value: 'P P --> W JET(S) X'} + - {name: 'SQRT(S)', units: 'GEV', value: '8000.0'} + values: + - errors: + - {label: 'Stat', symerror: 2} + - {label: 'JetScaleEff1', asymerror: {plus: 126, minus: -125}} + - {label: 'JetScaleEff2', asymerror: {plus: -31, minus: 32}} + - {label: 'JetScaleEff3', asymerror: {plus: 5, minus: -4}} + - {label: 'JetScaleEff4', asymerror: {plus: 0.4, minus: 0.2}} + - {label: 'JetScaleEff5', asymerror: {plus: -4, minus: 6}} + - {label: 'JetScaleEff6', asymerror: {plus: 8, minus: -7}} + - {label: 'JetScaleEta1', asymerror: {plus: 67, minus: -64}} + - {label: 'JetScaleEta2', asymerror: {plus: 33, minus: -31}} + - {label: 'JetScaleHighPt', asymerror: {plus: 0.2, minus: 0.2}} + - {label: 'JetScaleMC', asymerror: {plus: 0.3, minus: 0.3}} + - {label: 'JetScalePileup1', asymerror: {plus: 5, minus: -2}} + - {label: 'JetScalePileup2', asymerror: {plus: -13, minus: 17}} + - {label: 'JetScalePileup3', asymerror: {plus: 3, minus: -3}} + - {label: 'JetScalePileup4', asymerror: {plus: 84, minus: -83}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: 26, minus: -25}} + - {label: 'JetScaleFlav2', asymerror: {plus: -101, minus: 102}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.3, minus: 0.2}} + - {label: 'JetScalepunchT', asymerror: {plus: 0.2, minus: 0.3}} + - {label: 'JetResolution10', symerror: 214} + - {label: 'JetSFBeff', asymerror: {plus: -6, minus: 7}} + - {label: 'JetSFCeff', asymerror: {plus: -3, minus: 4}} + - {label: 'JetSFLmistag', asymerror: {plus: -4, minus: 4}} + - {label: 'JetSFHighPt', asymerror: {plus: 0.2, minus: 0.2}} + - {label: 'JetJVFcut', asymerror: {plus: -23, minus: 14}} + - {label: 'ElScaleR12', asymerror: {plus: -2, minus: 2}} + - {label: 'ElScaleZee', asymerror: {plus: 20, minus: -23}} + - {label: 'ElScalePS', asymerror: {plus: -0.5, minus: 0.5}} + - {label: 'ElResolution', symerror: -3} + - {label: 'ElSFReco', asymerror: {plus: 5, minus: -5}} + - {label: 'ElSFId', asymerror: {plus: 18, minus: -17}} + - {label: 'ElSFTrigger', asymerror: {plus: 14, minus: -14}} + - {label: 'ElSFIso', asymerror: {plus: 4, minus: -4}} + - {label: 'ElSFChargeMisID', asymerror: {plus: 0.03, minus: 0.1}} + - {label: 'METScale', asymerror: {plus: 6, minus: 1}} + - {label: 'METResLong', symerror: 20} + - {label: 'METResTrans', symerror: 11} + - {label: 'PileupWeight', asymerror: {plus: 17, minus: -16}} + - {label: 'QCDlowRange', asymerror: {plus: -4, minus: 29}} + - {label: 'QCDhighRange', asymerror: {plus: 3, minus: -3}} + - {label: 'QCDvarIso', symerror: 3} + - {label: 'QCDvarElID', symerror: 48} + - {label: 'QCDfitUncert', symerror: 5} + - {label: 'QCDotherGen', symerror: 4} + - {label: 'QCDfitRebin', symerror: -1} + - {label: 'XsecZ', asymerror: {plus: -6, minus: 6}} + - {label: 'XsecTop', asymerror: {plus: 3, minus: -3}} + - {label: 'XsecDibos', asymerror: {plus: 1, minus: -1}} + - {label: 'BkgTtbarNorm', symerror: -2} + - {label: 'BkgMCstat', symerror: -2} + - {label: 'WHFmodel', symerror: -13} + - {label: 'LumiUncert', asymerror: {plus: 47, minus: -49}} + - {label: 'UnfoldMCstat', symerror: -4} + - {label: 'UnfoldOtherGen', symerror: 40} + - {label: 'UnfoldReweight', symerror: 48} + value: 2322.0 + - errors: + - {label: 'Stat', symerror: 1} + - {label: 'JetScaleEff1', asymerror: {plus: 277, minus: -281}} + - {label: 'JetScaleEff2', asymerror: {plus: -69, minus: 70}} + - {label: 'JetScaleEff3', asymerror: {plus: 10, minus: -9}} + - {label: 'JetScaleEff4', asymerror: {plus: 5, minus: -4}} + - {label: 'JetScaleEff5', asymerror: {plus: -11, minus: 13}} + - {label: 'JetScaleEff6', asymerror: {plus: 17, minus: -16}} + - {label: 'JetScaleEta1', asymerror: {plus: 140, minus: -136}} + - {label: 'JetScaleEta2', asymerror: {plus: 71, minus: -69}} + - {label: 'JetScaleHighPt', asymerror: {plus: 0.4, minus: 1}} + - {label: 'JetScaleMC', asymerror: {plus: 1, minus: 1}} + - {label: 'JetScalePileup1', asymerror: {plus: 8, minus: -4}} + - {label: 'JetScalePileup2', asymerror: {plus: -30, minus: 38}} + - {label: 'JetScalePileup3', asymerror: {plus: 8, minus: -7}} + - {label: 'JetScalePileup4', asymerror: {plus: 183, minus: -185}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: 56, minus: -56}} + - {label: 'JetScaleFlav2', asymerror: {plus: -223, minus: 222}} + - {label: 'JetScaleBjet', asymerror: {plus: 1, minus: 1}} + - {label: 'JetScalepunchT', asymerror: {plus: 0.5, minus: 1}} + - {label: 'JetResolution10', symerror: 496} + - {label: 'JetSFBeff', asymerror: {plus: -10, minus: 11}} + - {label: 'JetSFCeff', asymerror: {plus: -7, minus: 9}} + - {label: 'JetSFLmistag', asymerror: {plus: -8, minus: 9}} + - {label: 'JetSFHighPt', asymerror: {plus: 1, minus: 1}} + - {label: 'JetJVFcut', asymerror: {plus: -47, minus: 31}} + - {label: 'ElScaleR12', asymerror: {plus: 4, minus: -4}} + - {label: 'ElScaleZee', asymerror: {plus: 52, minus: -56}} + - {label: 'ElScalePS', asymerror: {plus: -1, minus: 1}} + - {label: 'ElResolution', symerror: -8} + - {label: 'ElSFReco', asymerror: {plus: 14, minus: -13}} + - {label: 'ElSFId', asymerror: {plus: 44, minus: -44}} + - {label: 'ElSFTrigger', asymerror: {plus: 34, minus: -35}} + - {label: 'ElSFIso', asymerror: {plus: 10, minus: -10}} + - {label: 'ElSFChargeMisID', asymerror: {plus: 0.1, minus: 0.2}} + - {label: 'METScale', asymerror: {plus: -106, minus: 99}} + - {label: 'METResLong', symerror: -99} + - {label: 'METResTrans', symerror: -95} + - {label: 'PileupWeight', asymerror: {plus: 33, minus: -30}} + - {label: 'QCDlowRange', asymerror: {plus: -4, minus: 42}} + - {label: 'QCDhighRange', asymerror: {plus: 4, minus: -5}} + - {label: 'QCDvarIso', symerror: -4} + - {label: 'QCDvarElID', symerror: 19} + - {label: 'QCDfitUncert', symerror: 7} + - {label: 'QCDotherGen', symerror: 8} + - {label: 'QCDfitRebin', symerror: -1} + - {label: 'XsecZ', asymerror: {plus: -4, minus: 4}} + - {label: 'XsecTop', asymerror: {plus: 5, minus: -5}} + - {label: 'XsecDibos', asymerror: {plus: 2, minus: -2}} + - {label: 'BkgTtbarNorm', symerror: -3} + - {label: 'BkgMCstat', symerror: -2} + - {label: 'WHFmodel', symerror: 13} + - {label: 'LumiUncert', asymerror: {plus: 113, minus: -117}} + - {label: 'UnfoldMCstat', symerror: -7} + - {label: 'UnfoldOtherGen', symerror: 463} + - {label: 'UnfoldReweight', symerror: -29} + value: 5644.0 + - errors: + - {label: 'Stat', symerror: 1} + - {label: 'JetScaleEff1', asymerror: {plus: 126, minus: -131}} + - {label: 'JetScaleEff2', asymerror: {plus: -25, minus: 25}} + - {label: 'JetScaleEff3', asymerror: {plus: -3, minus: 2}} + - {label: 'JetScaleEff4', asymerror: {plus: 15, minus: -15}} + - {label: 'JetScaleEff5', asymerror: {plus: -5, minus: 5}} + - {label: 'JetScaleEff6', asymerror: {plus: 7, minus: -7}} + - {label: 'JetScaleEta1', asymerror: {plus: 59, minus: -58}} + - {label: 'JetScaleEta2', asymerror: {plus: 29, minus: -29}} + - {label: 'JetScaleHighPt', asymerror: {plus: 0.2, minus: 0.3}} + - {label: 'JetScaleMC', asymerror: {plus: 0.4, minus: 0.3}} + - {label: 'JetScalePileup1', asymerror: {plus: 3, minus: -2}} + - {label: 'JetScalePileup2', asymerror: {plus: -12, minus: 14}} + - {label: 'JetScalePileup3', asymerror: {plus: 7, minus: -7}} + - {label: 'JetScalePileup4', asymerror: {plus: 78, minus: -80}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: 21, minus: -22}} + - {label: 'JetScaleFlav2', asymerror: {plus: -103, minus: 100}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.4, minus: 0.3}} + - {label: 'JetScalepunchT', asymerror: {plus: 0.2, minus: 0.3}} + - {label: 'JetResolution10', symerror: 225} + - {label: 'JetSFBeff', asymerror: {plus: -8, minus: 9}} + - {label: 'JetSFCeff', asymerror: {plus: -5, minus: 5}} + - {label: 'JetSFLmistag', asymerror: {plus: -5, minus: 5}} + - {label: 'JetSFHighPt', asymerror: {plus: 0.3, minus: 0.3}} + - {label: 'JetJVFcut', asymerror: {plus: -15, minus: 5}} + - {label: 'ElScaleR12', asymerror: {plus: 6, minus: -6}} + - {label: 'ElScaleZee', asymerror: {plus: 26, minus: -28}} + - {label: 'ElScalePS', asymerror: {plus: -1, minus: 1}} + - {label: 'ElResolution', symerror: -2} + - {label: 'ElSFReco', asymerror: {plus: 8, minus: -8}} + - {label: 'ElSFId', asymerror: {plus: 24, minus: -24}} + - {label: 'ElSFTrigger', asymerror: {plus: 18, minus: -18}} + - {label: 'ElSFIso', asymerror: {plus: 6, minus: -6}} + - {label: 'ElSFChargeMisID', asymerror: {plus: 0.04, minus: 0.1}} + - {label: 'METScale', asymerror: {plus: -85, minus: 80}} + - {label: 'METResLong', symerror: -76} + - {label: 'METResTrans', symerror: -76} + - {label: 'PileupWeight', asymerror: {plus: 18, minus: -17}} + - {label: 'QCDlowRange', asymerror: {plus: -2, minus: 18}} + - {label: 'QCDhighRange', asymerror: {plus: 2, minus: -2}} + - {label: 'QCDvarIso', symerror: -7} + - {label: 'QCDvarElID', symerror: 10} + - {label: 'QCDfitUncert', symerror: 3} + - {label: 'QCDotherGen', symerror: 3} + - {label: 'QCDfitRebin', symerror: -0.3} + - {label: 'XsecZ', asymerror: {plus: 0.3, minus: -0.3}} + - {label: 'XsecTop', asymerror: {plus: 4, minus: -4}} + - {label: 'XsecDibos', asymerror: {plus: 2, minus: -2}} + - {label: 'BkgTtbarNorm', symerror: -3} + - {label: 'BkgMCstat', symerror: -1} + - {label: 'WHFmodel', symerror: 16} + - {label: 'LumiUncert', asymerror: {plus: 61, minus: -63}} + - {label: 'UnfoldMCstat', symerror: -4} + - {label: 'UnfoldOtherGen', symerror: 58} + - {label: 'UnfoldReweight', symerror: -7} + value: 2973.0 + - errors: + - {label: 'Stat', symerror: 1} + - {label: 'JetScaleEff1', asymerror: {plus: 42, minus: -42}} + - {label: 'JetScaleEff2', asymerror: {plus: -4, minus: 4}} + - {label: 'JetScaleEff3', asymerror: {plus: -3, minus: 4}} + - {label: 'JetScaleEff4', asymerror: {plus: 8, minus: -8}} + - {label: 'JetScaleEff5', asymerror: {plus: -2, minus: 2}} + - {label: 'JetScaleEff6', asymerror: {plus: 3, minus: -3}} + - {label: 'JetScaleEta1', asymerror: {plus: 20, minus: -19}} + - {label: 'JetScaleEta2', asymerror: {plus: 10, minus: -9}} + - {label: 'JetScaleHighPt', asymerror: {plus: 0.1, minus: 0.1}} + - {label: 'JetScaleMC', asymerror: {plus: 0.2, minus: 0.1}} + - {label: 'JetScalePileup1', asymerror: {plus: 1, minus: -1}} + - {label: 'JetScalePileup2', asymerror: {plus: -3, minus: 4}} + - {label: 'JetScalePileup3', asymerror: {plus: 4, minus: -3}} + - {label: 'JetScalePileup4', asymerror: {plus: 25, minus: -25}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: 6, minus: -6}} + - {label: 'JetScaleFlav2', asymerror: {plus: -35, minus: 35}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.2, minus: 0.1}} + - {label: 'JetScalepunchT', asymerror: {plus: 0.1, minus: 0.1}} + - {label: 'JetResolution10', symerror: 58} + - {label: 'JetSFBeff', asymerror: {plus: -6, minus: 6}} + - {label: 'JetSFCeff', asymerror: {plus: -2, minus: 2}} + - {label: 'JetSFLmistag', asymerror: {plus: -2, minus: 2}} + - {label: 'JetSFHighPt', asymerror: {plus: 0.1, minus: 0.1}} + - {label: 'JetJVFcut', asymerror: {plus: -3, minus: -2}} + - {label: 'ElScaleR12', asymerror: {plus: 3, minus: -3}} + - {label: 'ElScaleZee', asymerror: {plus: 9, minus: -9}} + - {label: 'ElScalePS', asymerror: {plus: -0.2, minus: 0.2}} + - {label: 'ElResolution', symerror: -1} + - {label: 'ElSFReco', asymerror: {plus: 4, minus: -4}} + - {label: 'ElSFId', asymerror: {plus: 11, minus: -11}} + - {label: 'ElSFTrigger', asymerror: {plus: 7, minus: -7}} + - {label: 'ElSFIso', asymerror: {plus: 3, minus: -2}} + - {label: 'ElSFChargeMisID', asymerror: {plus: 0.02, minus: 0.05}} + - {label: 'METScale', asymerror: {plus: -29, minus: 31}} + - {label: 'METResLong', symerror: -23} + - {label: 'METResTrans', symerror: -26} + - {label: 'PileupWeight', asymerror: {plus: 6, minus: -6}} + - {label: 'QCDlowRange', asymerror: {plus: -1, minus: 5}} + - {label: 'QCDhighRange', asymerror: {plus: 1, minus: -0.5}} + - {label: 'QCDvarIso', symerror: -4} + - {label: 'QCDvarElID', symerror: -2} + - {label: 'QCDfitUncert', symerror: 1} + - {label: 'QCDotherGen', symerror: 1} + - {label: 'QCDfitRebin', symerror: -0.04} + - {label: 'XsecZ', asymerror: {plus: 0.2, minus: -0.2}} + - {label: 'XsecTop', asymerror: {plus: 3, minus: -3}} + - {label: 'XsecDibos', asymerror: {plus: 1, minus: -1}} + - {label: 'BkgTtbarNorm', symerror: -2} + - {label: 'BkgMCstat', symerror: -1} + - {label: 'WHFmodel', symerror: 8} + - {label: 'LumiUncert', asymerror: {plus: 25, minus: -26}} + - {label: 'UnfoldMCstat', symerror: -2} + - {label: 'UnfoldOtherGen', symerror: 29} + - {label: 'UnfoldReweight', symerror: -3} + value: 1210.0 + - errors: + - {label: 'Stat', symerror: 0.7} + - {label: 'JetScaleEff1', asymerror: {plus: 15.5, minus: -15.8}} + - {label: 'JetScaleEff2', asymerror: {plus: 1.2, minus: -1.0}} + - {label: 'JetScaleEff3', asymerror: {plus: -2.3, minus: 2.3}} + - {label: 'JetScaleEff4', asymerror: {plus: 3.0, minus: -3.0}} + - {label: 'JetScaleEff5', asymerror: {plus: -0.9, minus: 0.9}} + - {label: 'JetScaleEff6', asymerror: {plus: 1.6, minus: -1.7}} + - {label: 'JetScaleEta1', asymerror: {plus: 7.3, minus: -7.1}} + - {label: 'JetScaleEta2', asymerror: {plus: 3.6, minus: -3.6}} + - {label: 'JetScaleHighPt', asymerror: {plus: 0.04, minus: 0.1}} + - {label: 'JetScaleMC', asymerror: {plus: 0.1, minus: 0.1}} + - {label: 'JetScalePileup1', asymerror: {plus: 0.6, minus: -0.4}} + - {label: 'JetScalePileup2', asymerror: {plus: -1.1, minus: 1.1}} + - {label: 'JetScalePileup3', asymerror: {plus: 1.6, minus: -1.7}} + - {label: 'JetScalePileup4', asymerror: {plus: 9.3, minus: -9.6}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: 2.4, minus: -2.3}} + - {label: 'JetScaleFlav2', asymerror: {plus: -14.9, minus: 14.4}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.1, minus: 0.05}} + - {label: 'JetScalepunchT', asymerror: {plus: 0.04, minus: 0.1}} + - {label: 'JetResolution10', symerror: 15.5} + - {label: 'JetSFBeff', asymerror: {plus: -3.7, minus: 3.8}} + - {label: 'JetSFCeff', asymerror: {plus: -1.3, minus: 1.0}} + - {label: 'JetSFLmistag', asymerror: {plus: -1.2, minus: 1.0}} + - {label: 'JetSFHighPt', asymerror: {plus: 0.1, minus: 0.1}} + - {label: 'JetJVFcut', asymerror: {plus: -1.6, minus: -1.9}} + - {label: 'ElScaleR12', asymerror: {plus: 1.6, minus: -1.6}} + - {label: 'ElScaleZee', asymerror: {plus: 3.0, minus: -3.1}} + - {label: 'ElScalePS', asymerror: {plus: -0.1, minus: 0.1}} + - {label: 'ElResolution', symerror: -0.4} + - {label: 'ElSFReco', asymerror: {plus: 2.0, minus: -2.1}} + - {label: 'ElSFId', asymerror: {plus: 5.4, minus: -5.6}} + - {label: 'ElSFTrigger', asymerror: {plus: 2.9, minus: -3.0}} + - {label: 'ElSFIso', asymerror: {plus: 1.3, minus: -1.4}} + - {label: 'ElSFChargeMisID', asymerror: {plus: 0.01, minus: 0.02}} + - {label: 'METScale', asymerror: {plus: -8.7, minus: 9.6}} + - {label: 'METResLong', symerror: -6.9} + - {label: 'METResTrans', symerror: -7.9} + - {label: 'PileupWeight', asymerror: {plus: 1.1, minus: -1.2}} + - {label: 'QCDlowRange', asymerror: {plus: -0.4, minus: 1.4}} + - {label: 'QCDhighRange', asymerror: {plus: 0.2, minus: -0.1}} + - {label: 'QCDvarIso', symerror: -1.5} + - {label: 'QCDvarElID', symerror: -3.1} + - {label: 'QCDfitUncert', symerror: 0.4} + - {label: 'QCDotherGen', symerror: 0.2} + - {label: 'QCDfitRebin', symerror: 0.004} + - {label: 'XsecZ', asymerror: {plus: 0.1, minus: -0.1}} + - {label: 'XsecTop', asymerror: {plus: 1.9, minus: -1.9}} + - {label: 'XsecDibos', asymerror: {plus: 0.4, minus: -0.4}} + - {label: 'BkgTtbarNorm', symerror: -1.7} + - {label: 'BkgMCstat', symerror: -0.5} + - {label: 'WHFmodel', symerror: 3.9} + - {label: 'LumiUncert', asymerror: {plus: 11.2, minus: -11.7}} + - {label: 'UnfoldMCstat', symerror: -1.4} + - {label: 'UnfoldOtherGen', symerror: 18.6} + - {label: 'UnfoldReweight', symerror: -1.5} + value: 537.1 + - errors: + - {label: 'Stat', symerror: 0.5} + - {label: 'JetScaleEff1', asymerror: {plus: 6.5, minus: -6.8}} + - {label: 'JetScaleEff2', asymerror: {plus: 1.3, minus: -1.4}} + - {label: 'JetScaleEff3', asymerror: {plus: -1.3, minus: 1.2}} + - {label: 'JetScaleEff4', asymerror: {plus: 0.8, minus: -0.9}} + - {label: 'JetScaleEff5', asymerror: {plus: -0.4, minus: 0.5}} + - {label: 'JetScaleEff6', asymerror: {plus: 0.8, minus: -0.9}} + - {label: 'JetScaleEta1', asymerror: {plus: 3.0, minus: -3.1}} + - {label: 'JetScaleEta2', asymerror: {plus: 1.6, minus: -1.7}} + - {label: 'JetScaleHighPt', asymerror: {plus: 0.02, minus: 0.02}} + - {label: 'JetScaleMC', asymerror: {plus: 0.03, minus: 0.03}} + - {label: 'JetScalePileup1', asymerror: {plus: 0.3, minus: -0.2}} + - {label: 'JetScalePileup2', asymerror: {plus: -0.5, minus: 0.5}} + - {label: 'JetScalePileup3', asymerror: {plus: 0.8, minus: -1.0}} + - {label: 'JetScalePileup4', asymerror: {plus: 3.9, minus: -4.1}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: 1.1, minus: -1.2}} + - {label: 'JetScaleFlav2', asymerror: {plus: -6.9, minus: 6.6}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.03, minus: 0.02}} + - {label: 'JetScalepunchT', asymerror: {plus: 0.02, minus: 0.03}} + - {label: 'JetResolution10', symerror: 5.1} + - {label: 'JetSFBeff', asymerror: {plus: -2.3, minus: 2.4}} + - {label: 'JetSFCeff', asymerror: {plus: -0.7, minus: 0.6}} + - {label: 'JetSFLmistag', asymerror: {plus: -0.6, minus: 0.5}} + - {label: 'JetSFHighPt', asymerror: {plus: 0.02, minus: 0.03}} + - {label: 'JetJVFcut', asymerror: {plus: -1.1, minus: -1.1}} + - {label: 'ElScaleR12', asymerror: {plus: 0.8, minus: -0.8}} + - {label: 'ElScaleZee', asymerror: {plus: 1.2, minus: -1.4}} + - {label: 'ElScalePS', asymerror: {plus: -0.1, minus: 0.1}} + - {label: 'ElResolution', symerror: -0.2} + - {label: 'ElSFReco', asymerror: {plus: 1.1, minus: -1.2}} + - {label: 'ElSFId', asymerror: {plus: 2.8, minus: -2.9}} + - {label: 'ElSFTrigger', asymerror: {plus: 1.4, minus: -1.5}} + - {label: 'ElSFIso', asymerror: {plus: 0.6, minus: -0.7}} + - {label: 'ElSFChargeMisID', asymerror: {plus: 0.004, minus: 0.01}} + - {label: 'METScale', asymerror: {plus: -3.1, minus: 2.9}} + - {label: 'METResLong', symerror: -2.6} + - {label: 'METResTrans', symerror: -2.7} + - {label: 'PileupWeight', asymerror: {plus: 0.5, minus: -0.6}} + - {label: 'QCDlowRange', asymerror: {plus: -0.2, minus: 0.5}} + - {label: 'QCDhighRange', asymerror: {plus: 0.1, minus: -0.03}} + - {label: 'QCDvarIso', symerror: -0.9} + - {label: 'QCDvarElID', symerror: -1.0} + - {label: 'QCDfitUncert', symerror: 0.2} + - {label: 'QCDotherGen', symerror: 0.1} + - {label: 'QCDfitRebin', symerror: 0.01} + - {label: 'XsecZ', asymerror: {plus: 0.1, minus: -0.1}} + - {label: 'XsecTop', asymerror: {plus: 1.2, minus: -1.2}} + - {label: 'XsecDibos', asymerror: {plus: 0.2, minus: -0.2}} + - {label: 'BkgTtbarNorm', symerror: -1.1} + - {label: 'BkgMCstat', symerror: -0.3} + - {label: 'WHFmodel', symerror: 1.5} + - {label: 'LumiUncert', asymerror: {plus: 5.5, minus: -5.7}} + - {label: 'UnfoldMCstat', symerror: -0.9} + - {label: 'UnfoldOtherGen', symerror: 4.3} + - {label: 'UnfoldReweight', symerror: -0.7} + value: 258.1 + - errors: + - {label: 'Stat', symerror: 0.5} + - {label: 'JetScaleEff1', asymerror: {plus: 3.5, minus: -3.6}} + - {label: 'JetScaleEff2', asymerror: {plus: 1.1, minus: -1.2}} + - {label: 'JetScaleEff3', asymerror: {plus: -0.9, minus: 0.6}} + - {label: 'JetScaleEff4', asymerror: {plus: 0.4, minus: -0.5}} + - {label: 'JetScaleEff5', asymerror: {plus: -0.2, minus: -0.5}} + - {label: 'JetScaleEff6', asymerror: {plus: 0.4, minus: -0.5}} + - {label: 'JetScaleEta1', asymerror: {plus: 1.6, minus: -1.6}} + - {label: 'JetScaleEta2', asymerror: {plus: 1.0, minus: -1.1}} + - {label: 'JetScaleHighPt', asymerror: {plus: 0.01, minus: 0.01}} + - {label: 'JetScaleMC', asymerror: {plus: 0.02, minus: 0.01}} + - {label: 'JetScalePileup1', asymerror: {plus: 0.2, minus: -0.1}} + - {label: 'JetScalePileup2', asymerror: {plus: -0.3, minus: 0.3}} + - {label: 'JetScalePileup3', asymerror: {plus: 0.5, minus: -0.5}} + - {label: 'JetScalePileup4', asymerror: {plus: 2.2, minus: -2.2}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: 0.6, minus: -0.6}} + - {label: 'JetScaleFlav2', asymerror: {plus: -3.7, minus: 3.6}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.02, minus: 0.01}} + - {label: 'JetScalepunchT', asymerror: {plus: 0.01, minus: 0.01}} + - {label: 'JetResolution10', symerror: 2.4} + - {label: 'JetSFBeff', asymerror: {plus: -1.4, minus: 1.4}} + - {label: 'JetSFCeff', asymerror: {plus: -0.4, minus: 0.3}} + - {label: 'JetSFLmistag', asymerror: {plus: -0.3, minus: 0.2}} + - {label: 'JetSFHighPt', asymerror: {plus: 0.01, minus: 0.01}} + - {label: 'JetJVFcut', asymerror: {plus: -0.6, minus: -0.6}} + - {label: 'ElScaleR12', asymerror: {plus: 0.4, minus: -0.4}} + - {label: 'ElScaleZee', asymerror: {plus: 0.6, minus: -0.6}} + - {label: 'ElScalePS', asymerror: {plus: -0.03, minus: 0.03}} + - {label: 'ElResolution', symerror: -0.1} + - {label: 'ElSFReco', asymerror: {plus: 0.6, minus: -0.6}} + - {label: 'ElSFId', asymerror: {plus: 1.5, minus: -1.6}} + - {label: 'ElSFTrigger', asymerror: {plus: 0.8, minus: -0.8}} + - {label: 'ElSFIso', asymerror: {plus: 0.3, minus: -0.4}} + - {label: 'ElSFChargeMisID', asymerror: {plus: 0.002, minus: 0.01}} + - {label: 'METScale', asymerror: {plus: -1.3, minus: 1.3}} + - {label: 'METResLong', symerror: -0.9} + - {label: 'METResTrans', symerror: -1.1} + - {label: 'PileupWeight', asymerror: {plus: 0.3, minus: -0.3}} + - {label: 'QCDlowRange', asymerror: {plus: -0.1, minus: 0.2}} + - {label: 'QCDhighRange', asymerror: {plus: 0.04, minus: -0.01}} + - {label: 'QCDvarIso', symerror: -0.6} + - {label: 'QCDvarElID', symerror: -0.5} + - {label: 'QCDfitUncert', symerror: 0.1} + - {label: 'QCDotherGen', symerror: 0.1} + - {label: 'QCDfitRebin', symerror: 0.01} + - {label: 'XsecZ', asymerror: {plus: 0.03, minus: -0.03}} + - {label: 'XsecTop', asymerror: {plus: 0.7, minus: -0.7}} + - {label: 'XsecDibos', asymerror: {plus: 0.1, minus: -0.1}} + - {label: 'BkgTtbarNorm', symerror: -0.7} + - {label: 'BkgMCstat', symerror: -0.2} + - {label: 'WHFmodel', symerror: 0.8} + - {label: 'LumiUncert', asymerror: {plus: 2.9, minus: -3.0}} + - {label: 'UnfoldMCstat', symerror: -0.6} + - {label: 'UnfoldOtherGen', symerror: 2.6} + - {label: 'UnfoldReweight', symerror: -0.4} + value: 135.0 + - errors: + - {label: 'Stat', symerror: 0.36} + - {label: 'JetScaleEff1', asymerror: {plus: 2.03, minus: -1.93}} + - {label: 'JetScaleEff2', asymerror: {plus: 0.80, minus: -0.77}} + - {label: 'JetScaleEff3', asymerror: {plus: -0.53, minus: 0.59}} + - {label: 'JetScaleEff4', asymerror: {plus: 0.24, minus: -0.26}} + - {label: 'JetScaleEff5', asymerror: {plus: -0.12, minus: -0.29}} + - {label: 'JetScaleEff6', asymerror: {plus: 0.24, minus: -0.25}} + - {label: 'JetScaleEta1', asymerror: {plus: 0.81, minus: -0.77}} + - {label: 'JetScaleEta2', asymerror: {plus: 0.54, minus: -0.51}} + - {label: 'JetScaleHighPt', asymerror: {plus: 0.01, minus: 0.01}} + - {label: 'JetScaleMC', asymerror: {plus: 0.01, minus: 0.01}} + - {label: 'JetScalePileup1', asymerror: {plus: 0.08, minus: -0.05}} + - {label: 'JetScalePileup2', asymerror: {plus: -0.15, minus: 0.15}} + - {label: 'JetScalePileup3', asymerror: {plus: 0.29, minus: -0.27}} + - {label: 'JetScalePileup4', asymerror: {plus: 1.19, minus: -1.10}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: 0.30, minus: -0.34}} + - {label: 'JetScaleFlav2', asymerror: {plus: -1.93, minus: 2.03}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.01, minus: 0.01}} + - {label: 'JetScalepunchT', asymerror: {plus: 0.01, minus: 0.01}} + - {label: 'JetResolution10', symerror: 1.28} + - {label: 'JetSFBeff', asymerror: {plus: -0.78, minus: 0.79}} + - {label: 'JetSFCeff', asymerror: {plus: -0.21, minus: 0.18}} + - {label: 'JetSFLmistag', asymerror: {plus: -0.18, minus: 0.13}} + - {label: 'JetSFHighPt', asymerror: {plus: 0.01, minus: 0.01}} + - {label: 'JetJVFcut', asymerror: {plus: -0.41, minus: -0.40}} + - {label: 'ElScaleR12', asymerror: {plus: 0.23, minus: -0.22}} + - {label: 'ElScaleZee', asymerror: {plus: 0.32, minus: -0.32}} + - {label: 'ElScalePS', asymerror: {plus: -0.01, minus: 0.02}} + - {label: 'ElResolution', symerror: -0.06} + - {label: 'ElSFReco', asymerror: {plus: 0.32, minus: -0.35}} + - {label: 'ElSFId', asymerror: {plus: 0.86, minus: -0.86}} + - {label: 'ElSFTrigger', asymerror: {plus: 0.44, minus: -0.45}} + - {label: 'ElSFIso', asymerror: {plus: 0.18, minus: -0.20}} + - {label: 'ElSFChargeMisID', asymerror: {plus: 0.001, minus: 0.003}} + - {label: 'METScale', asymerror: {plus: -0.52, minus: 0.58}} + - {label: 'METResLong', symerror: -0.45} + - {label: 'METResTrans', symerror: -0.45} + - {label: 'PileupWeight', asymerror: {plus: 0.14, minus: -0.16}} + - {label: 'QCDlowRange', asymerror: {plus: -0.05, minus: 0.13}} + - {label: 'QCDhighRange', asymerror: {plus: 0.02, minus: -0.01}} + - {label: 'QCDvarIso', symerror: -0.30} + - {label: 'QCDvarElID', symerror: -0.30} + - {label: 'QCDfitUncert', symerror: 0.06} + - {label: 'QCDotherGen', symerror: 0.03} + - {label: 'QCDfitRebin', symerror: 0.01} + - {label: 'XsecZ', asymerror: {plus: 0.01, minus: -0.01}} + - {label: 'XsecTop', asymerror: {plus: 0.40, minus: -0.40}} + - {label: 'XsecDibos', asymerror: {plus: 0.06, minus: -0.06}} + - {label: 'BkgTtbarNorm', symerror: -0.39} + - {label: 'BkgMCstat', symerror: -0.14} + - {label: 'WHFmodel', symerror: 0.36} + - {label: 'LumiUncert', asymerror: {plus: 1.57, minus: -1.63}} + - {label: 'UnfoldMCstat', symerror: -0.46} + - {label: 'UnfoldOtherGen', symerror: 1.41} + - {label: 'UnfoldReweight', symerror: -0.20} + value: 73.55 + - errors: + - {label: 'Stat', symerror: 0.21} + - {label: 'JetScaleEff1', asymerror: {plus: 0.94, minus: -0.91}} + - {label: 'JetScaleEff2', asymerror: {plus: 0.49, minus: -0.41}} + - {label: 'JetScaleEff3', asymerror: {plus: -0.24, minus: 0.29}} + - {label: 'JetScaleEff4', asymerror: {plus: 0.11, minus: -0.12}} + - {label: 'JetScaleEff5', asymerror: {plus: -0.05, minus: -0.13}} + - {label: 'JetScaleEff6', asymerror: {plus: 0.11, minus: -0.11}} + - {label: 'JetScaleEta1', asymerror: {plus: 0.31, minus: -0.31}} + - {label: 'JetScaleEta2', asymerror: {plus: 0.25, minus: -0.23}} + - {label: 'JetScaleHighPt', asymerror: {plus: 0.003, minus: 0.003}} + - {label: 'JetScaleMC', asymerror: {plus: 0.004, minus: 0.004}} + - {label: 'JetScalePileup1', asymerror: {plus: 0.04, minus: -0.02}} + - {label: 'JetScalePileup2', asymerror: {plus: -0.07, minus: 0.07}} + - {label: 'JetScalePileup3', asymerror: {plus: 0.13, minus: -0.13}} + - {label: 'JetScalePileup4', asymerror: {plus: 0.43, minus: -0.46}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: 0.14, minus: -0.16}} + - {label: 'JetScaleFlav2', asymerror: {plus: -0.86, minus: 0.89}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.004, minus: 0.003}} + - {label: 'JetScalepunchT', asymerror: {plus: 0.003, minus: 0.004}} + - {label: 'JetResolution10', symerror: 0.40} + - {label: 'JetSFBeff', asymerror: {plus: -0.37, minus: 0.37}} + - {label: 'JetSFCeff', asymerror: {plus: -0.10, minus: 0.08}} + - {label: 'JetSFLmistag', asymerror: {plus: -0.08, minus: 0.06}} + - {label: 'JetSFHighPt', asymerror: {plus: 0.003, minus: 0.003}} + - {label: 'JetJVFcut', asymerror: {plus: -0.19, minus: -0.18}} + - {label: 'ElScaleR12', asymerror: {plus: 0.10, minus: -0.10}} + - {label: 'ElScaleZee', asymerror: {plus: 0.15, minus: -0.15}} + - {label: 'ElScalePS', asymerror: {plus: -0.01, minus: 0.01}} + - {label: 'ElResolution', symerror: -0.03} + - {label: 'ElSFReco', asymerror: {plus: 0.15, minus: -0.16}} + - {label: 'ElSFId', asymerror: {plus: 0.40, minus: -0.39}} + - {label: 'ElSFTrigger', asymerror: {plus: 0.20, minus: -0.21}} + - {label: 'ElSFIso', asymerror: {plus: 0.08, minus: -0.09}} + - {label: 'ElSFChargeMisID', asymerror: {plus: 0.0005, minus: 0.001}} + - {label: 'METScale', asymerror: {plus: -0.24, minus: 0.27}} + - {label: 'METResLong', symerror: -0.21} + - {label: 'METResTrans', symerror: -0.21} + - {label: 'PileupWeight', asymerror: {plus: 0.07, minus: -0.07}} + - {label: 'QCDlowRange', asymerror: {plus: -0.02, minus: 0.06}} + - {label: 'QCDhighRange', asymerror: {plus: 0.01, minus: -0.001}} + - {label: 'QCDvarIso', symerror: -0.14} + - {label: 'QCDvarElID', symerror: -0.14} + - {label: 'QCDfitUncert', symerror: 0.03} + - {label: 'QCDotherGen', symerror: 0.01} + - {label: 'QCDfitRebin', symerror: 0.003} + - {label: 'XsecZ', asymerror: {plus: 0.002, minus: -0.002}} + - {label: 'XsecTop', asymerror: {plus: 0.19, minus: -0.19}} + - {label: 'XsecDibos', asymerror: {plus: 0.03, minus: -0.03}} + - {label: 'BkgTtbarNorm', symerror: -0.19} + - {label: 'BkgMCstat', symerror: -0.08} + - {label: 'WHFmodel', symerror: 0.11} + - {label: 'LumiUncert', asymerror: {plus: 0.72, minus: -0.75}} + - {label: 'UnfoldMCstat', symerror: -0.24} + - {label: 'UnfoldOtherGen', symerror: 0.68} + - {label: 'UnfoldReweight', symerror: -0.09} + value: 33.73 + - errors: + - {label: 'Stat', symerror: 0.13} + - {label: 'JetScaleEff1', asymerror: {plus: 0.32, minus: -0.34}} + - {label: 'JetScaleEff2', asymerror: {plus: 0.22, minus: -0.22}} + - {label: 'JetScaleEff3', asymerror: {plus: -0.09, minus: 0.11}} + - {label: 'JetScaleEff4', asymerror: {plus: 0.04, minus: -0.04}} + - {label: 'JetScaleEff5', asymerror: {plus: -0.02, minus: -0.05}} + - {label: 'JetScaleEff6', asymerror: {plus: 0.04, minus: -0.04}} + - {label: 'JetScaleEta1', asymerror: {plus: 0.11, minus: -0.12}} + - {label: 'JetScaleEta2', asymerror: {plus: 0.09, minus: -0.09}} + - {label: 'JetScaleHighPt', asymerror: {plus: 0.001, minus: 0.001}} + - {label: 'JetScaleMC', asymerror: {plus: 0.002, minus: 0.001}} + - {label: 'JetScalePileup1', asymerror: {plus: 0.01, minus: -0.01}} + - {label: 'JetScalePileup2', asymerror: {plus: -0.03, minus: 0.03}} + - {label: 'JetScalePileup3', asymerror: {plus: 0.05, minus: -0.05}} + - {label: 'JetScalePileup4', asymerror: {plus: 0.15, minus: -0.15}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: 0.05, minus: -0.06}} + - {label: 'JetScaleFlav2', asymerror: {plus: -0.28, minus: 0.30}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.002, minus: 0.001}} + - {label: 'JetScalepunchT', asymerror: {plus: 0.001, minus: 0.001}} + - {label: 'JetResolution10', symerror: 0.16} + - {label: 'JetSFBeff', asymerror: {plus: -0.14, minus: 0.14}} + - {label: 'JetSFCeff', asymerror: {plus: -0.04, minus: 0.03}} + - {label: 'JetSFLmistag', asymerror: {plus: -0.03, minus: 0.02}} + - {label: 'JetSFHighPt', asymerror: {plus: 0.001, minus: 0.001}} + - {label: 'JetJVFcut', asymerror: {plus: -0.07, minus: -0.07}} + - {label: 'ElScaleR12', asymerror: {plus: 0.04, minus: -0.04}} + - {label: 'ElScaleZee', asymerror: {plus: 0.06, minus: -0.05}} + - {label: 'ElScalePS', asymerror: {plus: -0.002, minus: 0.003}} + - {label: 'ElResolution', symerror: -0.01} + - {label: 'ElSFReco', asymerror: {plus: 0.05, minus: -0.06}} + - {label: 'ElSFId', asymerror: {plus: 0.16, minus: -0.16}} + - {label: 'ElSFTrigger', asymerror: {plus: 0.07, minus: -0.08}} + - {label: 'ElSFIso', asymerror: {plus: 0.03, minus: -0.03}} + - {label: 'ElSFChargeMisID', asymerror: {plus: 0.0002, minus: 0.001}} + - {label: 'METScale', asymerror: {plus: -0.09, minus: 0.10}} + - {label: 'METResLong', symerror: -0.08} + - {label: 'METResTrans', symerror: -0.08} + - {label: 'PileupWeight', asymerror: {plus: 0.02, minus: -0.03}} + - {label: 'QCDlowRange', asymerror: {plus: -0.01, minus: 0.02}} + - {label: 'QCDhighRange', asymerror: {plus: 0.004, minus: -0.002}} + - {label: 'QCDvarIso', symerror: -0.05} + - {label: 'QCDvarElID', symerror: -0.05} + - {label: 'QCDfitUncert', symerror: 0.01} + - {label: 'QCDotherGen', symerror: 0.01} + - {label: 'QCDfitRebin', symerror: 0.001} + - {label: 'XsecZ', asymerror: {plus: -0.001, minus: 0.001}} + - {label: 'XsecTop', asymerror: {plus: 0.07, minus: -0.07}} + - {label: 'XsecDibos', asymerror: {plus: 0.01, minus: -0.01}} + - {label: 'BkgTtbarNorm', symerror: -0.07} + - {label: 'BkgMCstat', symerror: -0.06} + - {label: 'WHFmodel', symerror: 0.08} + - {label: 'LumiUncert', asymerror: {plus: 0.27, minus: -0.28}} + - {label: 'UnfoldMCstat', symerror: -0.13} + - {label: 'UnfoldOtherGen', symerror: 0.35} + - {label: 'UnfoldReweight', symerror: -0.03} + value: 12.6 + - errors: + - {label: 'Stat', symerror: 0.082} + - {label: 'JetScaleEff1', asymerror: {plus: 0.139, minus: -0.164}} + - {label: 'JetScaleEff2', asymerror: {plus: 0.095, minus: -0.096}} + - {label: 'JetScaleEff3', asymerror: {plus: -0.039, minus: 0.046}} + - {label: 'JetScaleEff4', asymerror: {plus: 0.018, minus: -0.019}} + - {label: 'JetScaleEff5', asymerror: {plus: -0.009, minus: -0.021}} + - {label: 'JetScaleEff6', asymerror: {plus: 0.017, minus: -0.018}} + - {label: 'JetScaleEta1', asymerror: {plus: 0.049, minus: -0.050}} + - {label: 'JetScaleEta2', asymerror: {plus: 0.039, minus: -0.037}} + - {label: 'JetScaleHighPt', asymerror: {plus: 0.0004, minus: 0.001}} + - {label: 'JetScaleMC', asymerror: {plus: 0.001, minus: 0.001}} + - {label: 'JetScalePileup1', asymerror: {plus: 0.006, minus: -0.004}} + - {label: 'JetScalePileup2', asymerror: {plus: -0.011, minus: 0.011}} + - {label: 'JetScalePileup3', asymerror: {plus: 0.021, minus: -0.020}} + - {label: 'JetScalePileup4', asymerror: {plus: 0.065, minus: -0.062}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: 0.022, minus: -0.025}} + - {label: 'JetScaleFlav2', asymerror: {plus: -0.120, minus: 0.110}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.001, minus: 0.001}} + - {label: 'JetScalepunchT', asymerror: {plus: 0.0004, minus: 0.001}} + - {label: 'JetResolution10', symerror: 0.067} + - {label: 'JetSFBeff', asymerror: {plus: -0.059, minus: 0.059}} + - {label: 'JetSFCeff', asymerror: {plus: -0.015, minus: 0.013}} + - {label: 'JetSFLmistag', asymerror: {plus: -0.013, minus: 0.010}} + - {label: 'JetSFHighPt', asymerror: {plus: 0.001, minus: 0.001}} + - {label: 'JetJVFcut', asymerror: {plus: -0.030, minus: -0.030}} + - {label: 'ElScaleR12', asymerror: {plus: 0.017, minus: -0.016}} + - {label: 'ElScaleZee', asymerror: {plus: 0.024, minus: -0.023}} + - {label: 'ElScalePS', asymerror: {plus: -0.001, minus: 0.001}} + - {label: 'ElResolution', symerror: -0.004} + - {label: 'ElSFReco', asymerror: {plus: 0.023, minus: -0.026}} + - {label: 'ElSFId', asymerror: {plus: 0.067, minus: -0.067}} + - {label: 'ElSFTrigger', asymerror: {plus: 0.032, minus: -0.033}} + - {label: 'ElSFIso', asymerror: {plus: 0.013, minus: -0.015}} + - {label: 'ElSFChargeMisID', asymerror: {plus: 0.0001, minus: 0.0002}} + - {label: 'METScale', asymerror: {plus: -0.038, minus: 0.043}} + - {label: 'METResLong', symerror: -0.033} + - {label: 'METResTrans', symerror: -0.033} + - {label: 'PileupWeight', asymerror: {plus: 0.011, minus: -0.012}} + - {label: 'QCDlowRange', asymerror: {plus: -0.004, minus: 0.008}} + - {label: 'QCDhighRange', asymerror: {plus: 0.001, minus: -0.0001}} + - {label: 'QCDvarIso', symerror: -0.022} + - {label: 'QCDvarElID', symerror: -0.022} + - {label: 'QCDfitUncert', symerror: 0.005} + - {label: 'QCDotherGen', symerror: 0.004} + - {label: 'QCDfitRebin', symerror: 0.001} + - {label: 'XsecZ', asymerror: {plus: 0.0001, minus: -0.0001}} + - {label: 'XsecTop', asymerror: {plus: 0.027, minus: -0.027}} + - {label: 'XsecDibos', asymerror: {plus: 0.005, minus: -0.005}} + - {label: 'BkgTtbarNorm', symerror: -0.026} + - {label: 'BkgMCstat', symerror: -0.030} + - {label: 'WHFmodel', symerror: 0.017} + - {label: 'LumiUncert', asymerror: {plus: 0.115, minus: -0.120}} + - {label: 'UnfoldMCstat', symerror: -0.083} + - {label: 'UnfoldOtherGen', symerror: 0.148} + - {label: 'UnfoldReweight', symerror: -0.015} + value: 5.403 + - errors: + - {label: 'Stat', symerror: 0.055} + - {label: 'JetScaleEff1', asymerror: {plus: 0.074, minus: -0.067}} + - {label: 'JetScaleEff2', asymerror: {plus: 0.045, minus: -0.066}} + - {label: 'JetScaleEff3', asymerror: {plus: -0.018, minus: 0.022}} + - {label: 'JetScaleEff4', asymerror: {plus: 0.008, minus: -0.009}} + - {label: 'JetScaleEff5', asymerror: {plus: -0.004, minus: -0.010}} + - {label: 'JetScaleEff6', asymerror: {plus: 0.008, minus: -0.009}} + - {label: 'JetScaleEta1', asymerror: {plus: 0.023, minus: -0.024}} + - {label: 'JetScaleEta2', asymerror: {plus: 0.019, minus: -0.018}} + - {label: 'JetScaleHighPt', asymerror: {plus: 0.0002, minus: 0.0002}} + - {label: 'JetScaleMC', asymerror: {plus: 0.0003, minus: 0.0003}} + - {label: 'JetScalePileup1', asymerror: {plus: 0.003, minus: -0.002}} + - {label: 'JetScalePileup2', asymerror: {plus: -0.005, minus: 0.005}} + - {label: 'JetScalePileup3', asymerror: {plus: 0.010, minus: -0.009}} + - {label: 'JetScalePileup4', asymerror: {plus: 0.031, minus: -0.029}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: 0.010, minus: -0.012}} + - {label: 'JetScaleFlav2', asymerror: {plus: -0.057, minus: 0.052}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.0003, minus: 0.0002}} + - {label: 'JetScalepunchT', asymerror: {plus: 0.0002, minus: 0.0003}} + - {label: 'JetResolution10', symerror: 0.031} + - {label: 'JetSFBeff', asymerror: {plus: -0.028, minus: 0.028}} + - {label: 'JetSFCeff', asymerror: {plus: -0.007, minus: 0.006}} + - {label: 'JetSFLmistag', asymerror: {plus: -0.006, minus: 0.005}} + - {label: 'JetSFHighPt', asymerror: {plus: 0.0002, minus: 0.0003}} + - {label: 'JetJVFcut', asymerror: {plus: -0.014, minus: -0.014}} + - {label: 'ElScaleR12', asymerror: {plus: 0.008, minus: -0.007}} + - {label: 'ElScaleZee', asymerror: {plus: 0.011, minus: -0.011}} + - {label: 'ElScalePS', asymerror: {plus: -0.001, minus: 0.001}} + - {label: 'ElResolution', symerror: -0.002} + - {label: 'ElSFReco', asymerror: {plus: 0.011, minus: -0.012}} + - {label: 'ElSFId', asymerror: {plus: 0.032, minus: -0.031}} + - {label: 'ElSFTrigger', asymerror: {plus: 0.015, minus: -0.016}} + - {label: 'ElSFIso', asymerror: {plus: 0.006, minus: -0.007}} + - {label: 'ElSFChargeMisID', asymerror: {plus: 0.00004, minus: 0.0001}} + - {label: 'METScale', asymerror: {plus: -0.018, minus: 0.020}} + - {label: 'METResLong', symerror: -0.016} + - {label: 'METResTrans', symerror: -0.016} + - {label: 'PileupWeight', asymerror: {plus: 0.005, minus: -0.006}} + - {label: 'QCDlowRange', asymerror: {plus: -0.002, minus: 0.004}} + - {label: 'QCDhighRange', asymerror: {plus: 0.001, minus: -0.0002}} + - {label: 'QCDvarIso', symerror: -0.010} + - {label: 'QCDvarElID', symerror: -0.010} + - {label: 'QCDfitUncert', symerror: 0.002} + - {label: 'QCDotherGen', symerror: 0.002} + - {label: 'QCDfitRebin', symerror: 0.0002} + - {label: 'XsecZ', asymerror: {plus: 0.0002, minus: -0.0002}} + - {label: 'XsecTop', asymerror: {plus: 0.011, minus: -0.011}} + - {label: 'XsecDibos', asymerror: {plus: 0.002, minus: -0.002}} + - {label: 'BkgTtbarNorm', symerror: -0.011} + - {label: 'BkgMCstat', symerror: -0.020} + - {label: 'WHFmodel', symerror: 0.012} + - {label: 'LumiUncert', asymerror: {plus: 0.054, minus: -0.056}} + - {label: 'UnfoldMCstat', symerror: -0.058} + - {label: 'UnfoldOtherGen', symerror: 0.070} + - {label: 'UnfoldReweight', symerror: -0.007} + value: 2.55 + - errors: + - {label: 'Stat', symerror: 0.037} + - {label: 'JetScaleEff1', asymerror: {plus: 0.036, minus: -0.033}} + - {label: 'JetScaleEff2', asymerror: {plus: 0.042, minus: -0.033}} + - {label: 'JetScaleEff3', asymerror: {plus: -0.009, minus: 0.011}} + - {label: 'JetScaleEff4', asymerror: {plus: 0.004, minus: -0.004}} + - {label: 'JetScaleEff5', asymerror: {plus: -0.002, minus: -0.005}} + - {label: 'JetScaleEff6', asymerror: {plus: 0.004, minus: -0.004}} + - {label: 'JetScaleEta1', asymerror: {plus: 0.011, minus: -0.012}} + - {label: 'JetScaleEta2', asymerror: {plus: 0.009, minus: -0.009}} + - {label: 'JetScaleHighPt', asymerror: {plus: 0.0001, minus: 0.0001}} + - {label: 'JetScaleMC', asymerror: {plus: 0.0002, minus: 0.0001}} + - {label: 'JetScalePileup1', asymerror: {plus: 0.001, minus: -0.001}} + - {label: 'JetScalePileup2', asymerror: {plus: -0.003, minus: 0.003}} + - {label: 'JetScalePileup3', asymerror: {plus: 0.005, minus: -0.005}} + - {label: 'JetScalePileup4', asymerror: {plus: 0.015, minus: -0.014}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: 0.005, minus: -0.006}} + - {label: 'JetScaleFlav2', asymerror: {plus: -0.028, minus: 0.025}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.0002, minus: 0.0001}} + - {label: 'JetScalepunchT', asymerror: {plus: 0.0001, minus: 0.0001}} + - {label: 'JetResolution10', symerror: 0.015} + - {label: 'JetSFBeff', asymerror: {plus: -0.014, minus: 0.014}} + - {label: 'JetSFCeff', asymerror: {plus: -0.004, minus: 0.003}} + - {label: 'JetSFLmistag', asymerror: {plus: -0.003, minus: 0.002}} + - {label: 'JetSFHighPt', asymerror: {plus: 0.0001, minus: 0.0001}} + - {label: 'JetJVFcut', asymerror: {plus: -0.007, minus: -0.007}} + - {label: 'ElScaleR12', asymerror: {plus: 0.004, minus: -0.004}} + - {label: 'ElScaleZee', asymerror: {plus: 0.006, minus: -0.005}} + - {label: 'ElScalePS', asymerror: {plus: -0.0002, minus: 0.0003}} + - {label: 'ElResolution', symerror: -0.001} + - {label: 'ElSFReco', asymerror: {plus: 0.005, minus: -0.006}} + - {label: 'ElSFId', asymerror: {plus: 0.015, minus: -0.015}} + - {label: 'ElSFTrigger', asymerror: {plus: 0.007, minus: -0.008}} + - {label: 'ElSFIso', asymerror: {plus: 0.003, minus: -0.003}} + - {label: 'ElSFChargeMisID', asymerror: {plus: 0.00002, minus: 0.00005}} + - {label: 'METScale', asymerror: {plus: -0.009, minus: 0.010}} + - {label: 'METResLong', symerror: -0.008} + - {label: 'METResTrans', symerror: -0.008} + - {label: 'PileupWeight', asymerror: {plus: 0.002, minus: -0.003}} + - {label: 'QCDlowRange', asymerror: {plus: -0.001, minus: 0.002}} + - {label: 'QCDhighRange', asymerror: {plus: 0.0004, minus: -0.0002}} + - {label: 'QCDvarIso', symerror: -0.005} + - {label: 'QCDvarElID', symerror: -0.005} + - {label: 'QCDfitUncert', symerror: 0.001} + - {label: 'QCDotherGen', symerror: 0.0003} + - {label: 'QCDfitRebin', symerror: -0.000004} + - {label: 'XsecZ', asymerror: {plus: 0.001, minus: -0.001}} + - {label: 'XsecTop', asymerror: {plus: 0.005, minus: -0.005}} + - {label: 'XsecDibos', asymerror: {plus: 0.001, minus: -0.001}} + - {label: 'BkgTtbarNorm', symerror: -0.005} + - {label: 'BkgMCstat', symerror: -0.016} + - {label: 'WHFmodel', symerror: 0.014} + - {label: 'LumiUncert', asymerror: {plus: 0.027, minus: -0.028}} + - {label: 'UnfoldMCstat', symerror: -0.040} + - {label: 'UnfoldOtherGen', symerror: -0.127} + - {label: 'UnfoldReweight', symerror: -0.003} + value: 1.249 + - errors: + - {label: 'Stat', symerror: 0.0280} + - {label: 'JetScaleEff1', asymerror: {plus: 0.0201, minus: -0.0182}} + - {label: 'JetScaleEff2', asymerror: {plus: 0.0232, minus: -0.0181}} + - {label: 'JetScaleEff3', asymerror: {plus: -0.0050, minus: 0.0059}} + - {label: 'JetScaleEff4', asymerror: {plus: 0.0023, minus: -0.0025}} + - {label: 'JetScaleEff5', asymerror: {plus: -0.0011, minus: -0.0027}} + - {label: 'JetScaleEff6', asymerror: {plus: 0.0022, minus: -0.0023}} + - {label: 'JetScaleEta1', asymerror: {plus: 0.0063, minus: -0.0065}} + - {label: 'JetScaleEta2', asymerror: {plus: 0.0051, minus: -0.0048}} + - {label: 'JetScaleHighPt', asymerror: {plus: 0.0001, minus: 0.0001}} + - {label: 'JetScaleMC', asymerror: {plus: 0.0001, minus: 0.0001}} + - {label: 'JetScalePileup1', asymerror: {plus: 0.0008, minus: -0.0005}} + - {label: 'JetScalePileup2', asymerror: {plus: -0.0015, minus: 0.0014}} + - {label: 'JetScalePileup3', asymerror: {plus: 0.0027, minus: -0.0026}} + - {label: 'JetScalePileup4', asymerror: {plus: 0.0083, minus: -0.0080}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: 0.0028, minus: -0.0032}} + - {label: 'JetScaleFlav2', asymerror: {plus: -0.0155, minus: 0.0142}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.0001, minus: 0.0001}} + - {label: 'JetScalepunchT', asymerror: {plus: 0.0001, minus: 0.0001}} + - {label: 'JetResolution10', symerror: 0.0086} + - {label: 'JetSFBeff', asymerror: {plus: -0.0076, minus: 0.0077}} + - {label: 'JetSFCeff', asymerror: {plus: -0.0020, minus: 0.0017}} + - {label: 'JetSFLmistag', asymerror: {plus: -0.0017, minus: 0.0013}} + - {label: 'JetSFHighPt', asymerror: {plus: 0.0001, minus: 0.0001}} + - {label: 'JetJVFcut', asymerror: {plus: -0.0039, minus: -0.0038}} + - {label: 'ElScaleR12', asymerror: {plus: 0.0022, minus: -0.0020}} + - {label: 'ElScaleZee', asymerror: {plus: 0.0031, minus: -0.0030}} + - {label: 'ElScalePS', asymerror: {plus: -0.0001, minus: 0.0001}} + - {label: 'ElResolution', symerror: -0.0006} + - {label: 'ElSFReco', asymerror: {plus: 0.0030, minus: -0.0033}} + - {label: 'ElSFId', asymerror: {plus: 0.0086, minus: -0.0086}} + - {label: 'ElSFTrigger', asymerror: {plus: 0.0041, minus: -0.0042}} + - {label: 'ElSFIso', asymerror: {plus: 0.0017, minus: -0.0019}} + - {label: 'ElSFChargeMisID', asymerror: {plus: 0.00001, minus: 0.00003}} + - {label: 'METScale', asymerror: {plus: -0.0049, minus: 0.0055}} + - {label: 'METResLong', symerror: -0.0043} + - {label: 'METResTrans', symerror: -0.0043} + - {label: 'PileupWeight', asymerror: {plus: 0.0014, minus: -0.0015}} + - {label: 'QCDlowRange', asymerror: {plus: -0.0001, minus: 0.0004}} + - {label: 'QCDhighRange', asymerror: {plus: 0.0001, minus: -0.0001}} + - {label: 'QCDvarIso', symerror: -0.0028} + - {label: 'QCDvarElID', symerror: -0.0028} + - {label: 'QCDfitUncert', symerror: 0.0001} + - {label: 'QCDotherGen', symerror: 0.0001} + - {label: 'QCDfitRebin', symerror: -0.00003} + - {label: 'XsecZ', asymerror: {plus: 0.0001, minus: -0.0001}} + - {label: 'XsecTop', asymerror: {plus: 0.0026, minus: -0.0026}} + - {label: 'XsecDibos', asymerror: {plus: 0.0006, minus: -0.0006}} + - {label: 'BkgTtbarNorm', symerror: -0.0024} + - {label: 'BkgMCstat', symerror: -0.0073} + - {label: 'WHFmodel', symerror: 0.0063} + - {label: 'LumiUncert', asymerror: {plus: 0.0146, minus: -0.0152}} + - {label: 'UnfoldMCstat', symerror: -0.0321} + - {label: 'UnfoldOtherGen', symerror: 0.0821} + - {label: 'UnfoldReweight', symerror: -0.0019} + value: 0.696 + - errors: + - {label: 'Stat', symerror: 0.0151} + - {label: 'JetScaleEff1', asymerror: {plus: 0.0087, minus: -0.0079}} + - {label: 'JetScaleEff2', asymerror: {plus: 0.0100, minus: -0.0078}} + - {label: 'JetScaleEff3', asymerror: {plus: -0.0022, minus: 0.0026}} + - {label: 'JetScaleEff4', asymerror: {plus: 0.0010, minus: -0.0011}} + - {label: 'JetScaleEff5', asymerror: {plus: -0.0005, minus: -0.0012}} + - {label: 'JetScaleEff6', asymerror: {plus: 0.0010, minus: -0.0010}} + - {label: 'JetScaleEta1', asymerror: {plus: 0.0027, minus: -0.0028}} + - {label: 'JetScaleEta2', asymerror: {plus: 0.0022, minus: -0.0021}} + - {label: 'JetScaleHighPt', asymerror: {plus: 0.00002, minus: 0.00003}} + - {label: 'JetScaleMC', asymerror: {plus: 0.00004, minus: 0.00003}} + - {label: 'JetScalePileup1', asymerror: {plus: 0.0003, minus: -0.0002}} + - {label: 'JetScalePileup2', asymerror: {plus: -0.0006, minus: 0.0006}} + - {label: 'JetScalePileup3', asymerror: {plus: 0.0012, minus: -0.0011}} + - {label: 'JetScalePileup4', asymerror: {plus: 0.0036, minus: -0.0035}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: 0.0012, minus: -0.0014}} + - {label: 'JetScaleFlav2', asymerror: {plus: -0.0067, minus: 0.0061}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.00004, minus: 0.00003}} + - {label: 'JetScalepunchT', asymerror: {plus: 0.00002, minus: 0.00003}} + - {label: 'JetResolution10', symerror: 0.0037} + - {label: 'JetSFBeff', asymerror: {plus: -0.0033, minus: 0.0033}} + - {label: 'JetSFCeff', asymerror: {plus: -0.0009, minus: 0.0007}} + - {label: 'JetSFLmistag', asymerror: {plus: -0.0007, minus: 0.0005}} + - {label: 'JetSFHighPt', asymerror: {plus: 0.00003, minus: 0.00003}} + - {label: 'JetJVFcut', asymerror: {plus: -0.0017, minus: -0.0017}} + - {label: 'ElScaleR12', asymerror: {plus: 0.0009, minus: -0.0009}} + - {label: 'ElScaleZee', asymerror: {plus: 0.0013, minus: -0.0013}} + - {label: 'ElScalePS', asymerror: {plus: -0.0001, minus: 0.0001}} + - {label: 'ElResolution', symerror: -0.0002} + - {label: 'ElSFReco', asymerror: {plus: 0.0013, minus: -0.0014}} + - {label: 'ElSFId', asymerror: {plus: 0.0037, minus: -0.0037}} + - {label: 'ElSFTrigger', asymerror: {plus: 0.0018, minus: -0.0018}} + - {label: 'ElSFIso', asymerror: {plus: 0.0007, minus: -0.0008}} + - {label: 'ElSFChargeMisID', asymerror: {plus: 0.000004, minus: 0.00001}} + - {label: 'METScale', asymerror: {plus: -0.0021, minus: 0.0024}} + - {label: 'METResLong', symerror: -0.0019} + - {label: 'METResTrans', symerror: -0.0019} + - {label: 'PileupWeight', asymerror: {plus: 0.0006, minus: -0.0007}} + - {label: 'QCDlowRange', asymerror: {plus: -0.0001, minus: 0.0003}} + - {label: 'QCDhighRange', asymerror: {plus: 0.0001, minus: -0.00002}} + - {label: 'QCDvarIso', symerror: -0.0012} + - {label: 'QCDvarElID', symerror: -0.0012} + - {label: 'QCDfitUncert', symerror: 0.0001} + - {label: 'QCDotherGen', symerror: 0.0001} + - {label: 'QCDfitRebin', symerror: 0.00001} + - {label: 'XsecZ', asymerror: {plus: -0.00004, minus: 0.00004}} + - {label: 'XsecTop', asymerror: {plus: 0.0013, minus: -0.0013}} + - {label: 'XsecDibos', asymerror: {plus: 0.0003, minus: -0.0003}} + - {label: 'BkgTtbarNorm', symerror: -0.0009} + - {label: 'BkgMCstat', symerror: -0.0065} + - {label: 'WHFmodel', symerror: 0.0036} + - {label: 'LumiUncert', asymerror: {plus: 0.0066, minus: -0.0069}} + - {label: 'UnfoldMCstat', symerror: -0.0147} + - {label: 'UnfoldOtherGen', symerror: 0.0465} + - {label: 'UnfoldReweight', symerror: -0.0008} + value: 0.3016 + - errors: + - {label: 'Stat', symerror: 0.00597} + - {label: 'JetScaleEff1', asymerror: {plus: 0.00224, minus: -0.00203}} + - {label: 'JetScaleEff2', asymerror: {plus: 0.00258, minus: -0.00201}} + - {label: 'JetScaleEff3', asymerror: {plus: -0.00055, minus: 0.00066}} + - {label: 'JetScaleEff4', asymerror: {plus: 0.00025, minus: -0.00027}} + - {label: 'JetScaleEff5', asymerror: {plus: -0.00012, minus: -0.00030}} + - {label: 'JetScaleEff6', asymerror: {plus: 0.00025, minus: -0.00026}} + - {label: 'JetScaleEta1', asymerror: {plus: 0.00070, minus: -0.00072}} + - {label: 'JetScaleEta2', asymerror: {plus: 0.00056, minus: -0.00053}} + - {label: 'JetScaleHighPt', asymerror: {plus: 0.00001, minus: 0.00001}} + - {label: 'JetScaleMC', asymerror: {plus: 0.00001, minus: 0.00001}} + - {label: 'JetScalePileup1', asymerror: {plus: 0.00009, minus: -0.00005}} + - {label: 'JetScalePileup2', asymerror: {plus: -0.00016, minus: 0.00016}} + - {label: 'JetScalePileup3', asymerror: {plus: 0.00030, minus: -0.00029}} + - {label: 'JetScalePileup4', asymerror: {plus: 0.00093, minus: -0.00089}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: 0.00032, minus: -0.00036}} + - {label: 'JetScaleFlav2', asymerror: {plus: -0.00172, minus: 0.00157}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.00001, minus: 0.00001}} + - {label: 'JetScalepunchT', asymerror: {plus: 0.00001, minus: 0.00001}} + - {label: 'JetResolution10', symerror: 0.00095} + - {label: 'JetSFBeff', asymerror: {plus: -0.00085, minus: 0.00085}} + - {label: 'JetSFCeff', asymerror: {plus: -0.00022, minus: 0.00019}} + - {label: 'JetSFLmistag', asymerror: {plus: -0.00019, minus: 0.00014}} + - {label: 'JetSFHighPt', asymerror: {plus: 0.00001, minus: 0.00001}} + - {label: 'JetJVFcut', asymerror: {plus: -0.00043, minus: -0.00042}} + - {label: 'ElScaleR12', asymerror: {plus: 0.00024, minus: -0.00023}} + - {label: 'ElScaleZee', asymerror: {plus: 0.00034, minus: -0.00033}} + - {label: 'ElScalePS', asymerror: {plus: -0.00002, minus: 0.00002}} + - {label: 'ElResolution', symerror: -0.00006} + - {label: 'ElSFReco', asymerror: {plus: 0.00034, minus: -0.00037}} + - {label: 'ElSFId', asymerror: {plus: 0.00096, minus: -0.00095}} + - {label: 'ElSFTrigger', asymerror: {plus: 0.00046, minus: -0.00047}} + - {label: 'ElSFIso', asymerror: {plus: 0.00019, minus: -0.00021}} + - {label: 'ElSFChargeMisID', asymerror: {plus: 0.000001, minus: 0.000003}} + - {label: 'METScale', asymerror: {plus: -0.00055, minus: 0.00061}} + - {label: 'METResLong', symerror: -0.00048} + - {label: 'METResTrans', symerror: -0.00048} + - {label: 'PileupWeight', asymerror: {plus: 0.00015, minus: -0.00017}} + - {label: 'QCDlowRange', asymerror: {plus: -0.00003, minus: 0.00006}} + - {label: 'QCDhighRange', asymerror: {plus: 0.00002, minus: -0.00001}} + - {label: 'QCDvarIso', symerror: -0.00032} + - {label: 'QCDvarElID', symerror: -0.00031} + - {label: 'QCDfitUncert', symerror: 0.00004} + - {label: 'QCDotherGen', symerror: 0.00006} + - {label: 'QCDfitRebin', symerror: -0.000004} + - {label: 'XsecZ', asymerror: {plus: -0.00003, minus: 0.00003}} + - {label: 'XsecTop', asymerror: {plus: 0.00027, minus: -0.00027}} + - {label: 'XsecDibos', asymerror: {plus: 0.00008, minus: -0.00008}} + - {label: 'BkgTtbarNorm', symerror: -0.00020} + - {label: 'BkgMCstat', symerror: -0.00184} + - {label: 'WHFmodel', symerror: 0.00085} + - {label: 'LumiUncert', asymerror: {plus: 0.00161, minus: -0.00167}} + - {label: 'UnfoldMCstat', symerror: -0.00652} + - {label: 'UnfoldOtherGen', symerror: 0.01194} + - {label: 'UnfoldReweight', symerror: -0.00021} + value: 0.0774 +- header: {name: '$d\sigma^{W^-}/dp_\text{T}^\text{W}\text{ [fb/GeV]}$'} + qualifiers: + - {name: 'Cross section', value: 'W- (electron channel)'} + - {name: 'ABS(ETARAP(ELECTRON))', value: '< 2.5'} + - {name: 'ABS(YRAP(JET))', value: '< 4.4'} + - {name: 'PT(JET)', units: 'GEV', value: '> 30'} + - {name: 'PT(LEPTON)', units: 'GEV', value: '> 25'} + - {name: 'RE', value: 'P P --> W JET(S) X'} + - {name: 'SQRT(S)', units: 'GEV', value: '8000.0'} + values: + - errors: + - {label: 'Stat', symerror: 1} + - {label: 'JetScaleEff1', asymerror: {plus: 96, minus: -94}} + - {label: 'JetScaleEff2', asymerror: {plus: -21, minus: 22}} + - {label: 'JetScaleEff3', asymerror: {plus: 3, minus: -3}} + - {label: 'JetScaleEff4', asymerror: {plus: 1, minus: -1}} + - {label: 'JetScaleEff5', asymerror: {plus: -3, minus: 3}} + - {label: 'JetScaleEff6', asymerror: {plus: 6, minus: -6}} + - {label: 'JetScaleEta1', asymerror: {plus: 49, minus: -48}} + - {label: 'JetScaleEta2', asymerror: {plus: 25, minus: -24}} + - {label: 'JetScaleHighPt', asymerror: {plus: -0.2, minus: -0.2}} + - {label: 'JetScaleMC', asymerror: {plus: -0.3, minus: -0.3}} + - {label: 'JetScalePileup1', asymerror: {plus: 5, minus: -1}} + - {label: 'JetScalePileup2', asymerror: {plus: -11, minus: 12}} + - {label: 'JetScalePileup3', asymerror: {plus: 3, minus: -2}} + - {label: 'JetScalePileup4', asymerror: {plus: 63, minus: -62}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: 20, minus: -18}} + - {label: 'JetScaleFlav2', asymerror: {plus: -76, minus: 79}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.1, minus: 0.03}} + - {label: 'JetScalepunchT', asymerror: {plus: 0.1, minus: 0.1}} + - {label: 'JetResolution10', symerror: 171} + - {label: 'JetSFBeff', asymerror: {plus: -6, minus: 6}} + - {label: 'JetSFCeff', asymerror: {plus: -4, minus: 3}} + - {label: 'JetSFLmistag', asymerror: {plus: -3, minus: 3}} + - {label: 'JetSFHighPt', asymerror: {plus: -0.2, minus: -0.1}} + - {label: 'JetJVFcut', asymerror: {plus: -18, minus: 9}} + - {label: 'ElScaleR12', asymerror: {plus: -1, minus: 1}} + - {label: 'ElScaleZee', asymerror: {plus: 16, minus: -17}} + - {label: 'ElScalePS', asymerror: {plus: -0.4, minus: 0.3}} + - {label: 'ElResolution', symerror: -1} + - {label: 'ElSFReco', asymerror: {plus: 3, minus: -3}} + - {label: 'ElSFId', asymerror: {plus: 11, minus: -11}} + - {label: 'ElSFTrigger', asymerror: {plus: 9, minus: -9}} + - {label: 'ElSFIso', asymerror: {plus: 3, minus: -3}} + - {label: 'ElSFChargeMisID', asymerror: {plus: -0.03, minus: -0.1}} + - {label: 'METScale', asymerror: {plus: -8, minus: 12}} + - {label: 'METResLong', symerror: 4} + - {label: 'METResTrans', symerror: -4} + - {label: 'PileupWeight', asymerror: {plus: 15, minus: -14}} + - {label: 'QCDlowRange', asymerror: {plus: -7, minus: 28}} + - {label: 'QCDhighRange', asymerror: {plus: 2, minus: -4}} + - {label: 'QCDvarIso', symerror: 6} + - {label: 'QCDvarElID', symerror: 52} + - {label: 'QCDfitUncert', symerror: 5} + - {label: 'QCDotherGen', symerror: 37} + - {label: 'QCDfitRebin', symerror: -0.5} + - {label: 'XsecZ', asymerror: {plus: -6, minus: 6}} + - {label: 'XsecTop', asymerror: {plus: 3, minus: -3}} + - {label: 'XsecDibos', asymerror: {plus: 1, minus: -1}} + - {label: 'BkgTtbarNorm', symerror: -2} + - {label: 'BkgMCstat', symerror: -2} + - {label: 'WHFmodel', symerror: -4} + - {label: 'LumiUncert', asymerror: {plus: 33, minus: -35}} + - {label: 'UnfoldMCstat', symerror: -4} + - {label: 'UnfoldOtherGen', symerror: 29} + - {label: 'UnfoldReweight', symerror: 51} + value: 1618.0 + - errors: + - {label: 'Stat', symerror: 1} + - {label: 'JetScaleEff1', asymerror: {plus: 203, minus: -204}} + - {label: 'JetScaleEff2', asymerror: {plus: -49, minus: 47}} + - {label: 'JetScaleEff3', asymerror: {plus: 5, minus: -7}} + - {label: 'JetScaleEff4', asymerror: {plus: 2, minus: -4}} + - {label: 'JetScaleEff5', asymerror: {plus: -9, minus: 7}} + - {label: 'JetScaleEff6', asymerror: {plus: 11, minus: -13}} + - {label: 'JetScaleEta1', asymerror: {plus: 100, minus: -98}} + - {label: 'JetScaleEta2', asymerror: {plus: 49, minus: -52}} + - {label: 'JetScaleHighPt', asymerror: {plus: -1, minus: -1}} + - {label: 'JetScaleMC', asymerror: {plus: -1, minus: -1}} + - {label: 'JetScalePileup1', asymerror: {plus: 9, minus: -2}} + - {label: 'JetScalePileup2', asymerror: {plus: -21, minus: 24}} + - {label: 'JetScalePileup3', asymerror: {plus: 5, minus: -5}} + - {label: 'JetScalePileup4', asymerror: {plus: 134, minus: -132}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: 41, minus: -40}} + - {label: 'JetScaleFlav2', asymerror: {plus: -161, minus: 164}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.2, minus: 0.1}} + - {label: 'JetScalepunchT', asymerror: {plus: 0.3, minus: 0.2}} + - {label: 'JetResolution10', symerror: 378} + - {label: 'JetSFBeff', asymerror: {plus: -9, minus: 9}} + - {label: 'JetSFCeff', asymerror: {plus: -8, minus: 7}} + - {label: 'JetSFLmistag', asymerror: {plus: -6, minus: 6}} + - {label: 'JetSFHighPt', asymerror: {plus: -0.4, minus: -0.2}} + - {label: 'JetJVFcut', asymerror: {plus: -39, minus: 19}} + - {label: 'ElScaleR12', asymerror: {plus: 6, minus: -6}} + - {label: 'ElScaleZee', asymerror: {plus: 41, minus: -44}} + - {label: 'ElScalePS', asymerror: {plus: -1, minus: 1}} + - {label: 'ElResolution', symerror: -3} + - {label: 'ElSFReco', asymerror: {plus: 9, minus: -10}} + - {label: 'ElSFId', asymerror: {plus: 29, minus: -31}} + - {label: 'ElSFTrigger', asymerror: {plus: 22, minus: -23}} + - {label: 'ElSFIso', asymerror: {plus: 7, minus: -7}} + - {label: 'ElSFChargeMisID', asymerror: {plus: -0.1, minus: -0.2}} + - {label: 'METScale', asymerror: {plus: -88, minus: 87}} + - {label: 'METResLong', symerror: -86} + - {label: 'METResTrans', symerror: -80} + - {label: 'PileupWeight', asymerror: {plus: 27, minus: -25}} + - {label: 'QCDlowRange', asymerror: {plus: -6, minus: 41}} + - {label: 'QCDhighRange', asymerror: {plus: 2, minus: -5}} + - {label: 'QCDvarIso', symerror: -2} + - {label: 'QCDvarElID', symerror: 34} + - {label: 'QCDfitUncert', symerror: 7} + - {label: 'QCDotherGen', symerror: 48} + - {label: 'QCDfitRebin', symerror: -1} + - {label: 'XsecZ', asymerror: {plus: -4, minus: 4}} + - {label: 'XsecTop', asymerror: {plus: 4, minus: -4}} + - {label: 'XsecDibos', asymerror: {plus: 2, minus: -2}} + - {label: 'BkgTtbarNorm', symerror: -4} + - {label: 'BkgMCstat', symerror: -2} + - {label: 'WHFmodel', symerror: 21} + - {label: 'LumiUncert', asymerror: {plus: 82, minus: -85}} + - {label: 'UnfoldMCstat', symerror: -6} + - {label: 'UnfoldOtherGen', symerror: 306} + - {label: 'UnfoldReweight', symerror: -40} + value: 4037.0 + - errors: + - {label: 'Stat', symerror: 1} + - {label: 'JetScaleEff1', asymerror: {plus: 91, minus: -92}} + - {label: 'JetScaleEff2', asymerror: {plus: -18, minus: 17}} + - {label: 'JetScaleEff3', asymerror: {plus: -2, minus: 2}} + - {label: 'JetScaleEff4', asymerror: {plus: 10, minus: -11}} + - {label: 'JetScaleEff5', asymerror: {plus: -4, minus: 3}} + - {label: 'JetScaleEff6', asymerror: {plus: 5, minus: -5}} + - {label: 'JetScaleEta1', asymerror: {plus: 41, minus: -40}} + - {label: 'JetScaleEta2', asymerror: {plus: 20, minus: -21}} + - {label: 'JetScaleHighPt', asymerror: {plus: -0.3, minus: -0.3}} + - {label: 'JetScaleMC', asymerror: {plus: -0.4, minus: -0.4}} + - {label: 'JetScalePileup1', asymerror: {plus: 3, minus: -1}} + - {label: 'JetScalePileup2', asymerror: {plus: -7, minus: 10}} + - {label: 'JetScalePileup3', asymerror: {plus: 5, minus: -4}} + - {label: 'JetScalePileup4', asymerror: {plus: 56, minus: -56}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: 16, minus: -15}} + - {label: 'JetScaleFlav2', asymerror: {plus: -72, minus: 73}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.1, minus: 0.04}} + - {label: 'JetScalepunchT', asymerror: {plus: 0.2, minus: 0.1}} + - {label: 'JetResolution10', symerror: 170} + - {label: 'JetSFBeff', asymerror: {plus: -7, minus: 7}} + - {label: 'JetSFCeff', asymerror: {plus: -5, minus: 5}} + - {label: 'JetSFLmistag', asymerror: {plus: -3, minus: 4}} + - {label: 'JetSFHighPt', asymerror: {plus: -0.2, minus: -0.1}} + - {label: 'JetJVFcut', asymerror: {plus: -13, minus: 2}} + - {label: 'ElScaleR12', asymerror: {plus: 7, minus: -6}} + - {label: 'ElScaleZee', asymerror: {plus: 20, minus: -21}} + - {label: 'ElScalePS', asymerror: {plus: -1, minus: 0.4}} + - {label: 'ElResolution', symerror: -1} + - {label: 'ElSFReco', asymerror: {plus: 6, minus: -6}} + - {label: 'ElSFId', asymerror: {plus: 17, minus: -17}} + - {label: 'ElSFTrigger', asymerror: {plus: 12, minus: -12}} + - {label: 'ElSFIso', asymerror: {plus: 4, minus: -4}} + - {label: 'ElSFChargeMisID', asymerror: {plus: -0.03, minus: -0.1}} + - {label: 'METScale', asymerror: {plus: -67, minus: 65}} + - {label: 'METResLong', symerror: -61} + - {label: 'METResTrans', symerror: -59} + - {label: 'PileupWeight', asymerror: {plus: 15, minus: -14}} + - {label: 'QCDlowRange', asymerror: {plus: -3, minus: 16}} + - {label: 'QCDhighRange', asymerror: {plus: 1, minus: -2}} + - {label: 'QCDvarIso', symerror: -6} + - {label: 'QCDvarElID', symerror: 3} + - {label: 'QCDfitUncert', symerror: 3} + - {label: 'QCDotherGen', symerror: 21} + - {label: 'QCDfitRebin', symerror: -0.3} + - {label: 'XsecZ', asymerror: {plus: -0.03, minus: 0.02}} + - {label: 'XsecTop', asymerror: {plus: 4, minus: -4}} + - {label: 'XsecDibos', asymerror: {plus: 1, minus: -1}} + - {label: 'BkgTtbarNorm', symerror: -3} + - {label: 'BkgMCstat', symerror: -1} + - {label: 'WHFmodel', symerror: 11} + - {label: 'LumiUncert', asymerror: {plus: 43, minus: -45}} + - {label: 'UnfoldMCstat', symerror: -3} + - {label: 'UnfoldOtherGen', symerror: 31} + - {label: 'UnfoldReweight', symerror: -13} + value: 2096.0 + - errors: + - {label: 'Stat', symerror: 0.7} + - {label: 'JetScaleEff1', asymerror: {plus: 30.2, minus: -30.1}} + - {label: 'JetScaleEff2', asymerror: {plus: -2.5, minus: 1.8}} + - {label: 'JetScaleEff3', asymerror: {plus: -2.5, minus: 2.7}} + - {label: 'JetScaleEff4', asymerror: {plus: 5.9, minus: -5.7}} + - {label: 'JetScaleEff5', asymerror: {plus: -1.5, minus: 1.3}} + - {label: 'JetScaleEff6', asymerror: {plus: 2.4, minus: -2.3}} + - {label: 'JetScaleEta1', asymerror: {plus: 13.0, minus: -12.4}} + - {label: 'JetScaleEta2', asymerror: {plus: 6.7, minus: -6.7}} + - {label: 'JetScaleHighPt', asymerror: {plus: -0.1, minus: -0.1}} + - {label: 'JetScaleMC', asymerror: {plus: -0.2, minus: -0.1}} + - {label: 'JetScalePileup1', asymerror: {plus: 1.3, minus: -0.5}} + - {label: 'JetScalePileup2', asymerror: {plus: -2.0, minus: 2.7}} + - {label: 'JetScalePileup3', asymerror: {plus: 2.5, minus: -2.5}} + - {label: 'JetScalePileup4', asymerror: {plus: 18.1, minus: -18.0}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: 4.5, minus: -4.6}} + - {label: 'JetScaleFlav2', asymerror: {plus: -25.1, minus: 25.4}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.04, minus: 0.02}} + - {label: 'JetScalepunchT', asymerror: {plus: 0.1, minus: 0.04}} + - {label: 'JetResolution10', symerror: 44.8} + - {label: 'JetSFBeff', asymerror: {plus: -4.8, minus: 5.1}} + - {label: 'JetSFCeff', asymerror: {plus: -2.2, minus: 2.4}} + - {label: 'JetSFLmistag', asymerror: {plus: -1.5, minus: 1.7}} + - {label: 'JetSFHighPt', asymerror: {plus: -0.1, minus: -0.03}} + - {label: 'JetJVFcut', asymerror: {plus: -3.1, minus: -2.5}} + - {label: 'ElScaleR12', asymerror: {plus: 3.7, minus: -3.3}} + - {label: 'ElScaleZee', asymerror: {plus: 7.0, minus: -6.6}} + - {label: 'ElScalePS', asymerror: {plus: -0.2, minus: 0.9}} + - {label: 'ElResolution', symerror: -0.6} + - {label: 'ElSFReco', asymerror: {plus: 3.0, minus: -2.9}} + - {label: 'ElSFId', asymerror: {plus: 8.0, minus: -7.9}} + - {label: 'ElSFTrigger', asymerror: {plus: 4.5, minus: -4.3}} + - {label: 'ElSFIso', asymerror: {plus: 1.8, minus: -1.7}} + - {label: 'ElSFChargeMisID', asymerror: {plus: -0.01, minus: -0.04}} + - {label: 'METScale', asymerror: {plus: -23.6, minus: 24.9}} + - {label: 'METResLong', symerror: -19.7} + - {label: 'METResTrans', symerror: -21.1} + - {label: 'PileupWeight', asymerror: {plus: 4.8, minus: -4.4}} + - {label: 'QCDlowRange', asymerror: {plus: -1.5, minus: 4.3}} + - {label: 'QCDhighRange', asymerror: {plus: 0.2, minus: -0.5}} + - {label: 'QCDvarIso', symerror: -2.9} + - {label: 'QCDvarElID', symerror: 1.4} + - {label: 'QCDfitUncert', symerror: 1.1} + - {label: 'QCDotherGen', symerror: 6.5} + - {label: 'QCDfitRebin', symerror: -0.1} + - {label: 'XsecZ', asymerror: {plus: 0.2, minus: -0.2}} + - {label: 'XsecTop', asymerror: {plus: 2.6, minus: -2.6}} + - {label: 'XsecDibos', asymerror: {plus: 0.7, minus: -0.7}} + - {label: 'BkgTtbarNorm', symerror: -2.3} + - {label: 'BkgMCstat', symerror: -0.6} + - {label: 'WHFmodel', symerror: 2.3} + - {label: 'LumiUncert', asymerror: {plus: 17.6, minus: -18.2}} + - {label: 'UnfoldMCstat', symerror: -1.8} + - {label: 'UnfoldOtherGen', symerror: 13.5} + - {label: 'UnfoldReweight', symerror: -1.7} + value: 834.0 + - errors: + - {label: 'Stat', symerror: 0.5} + - {label: 'JetScaleEff1', asymerror: {plus: 11.1, minus: -11.1}} + - {label: 'JetScaleEff2', asymerror: {plus: 0.8, minus: 0.8}} + - {label: 'JetScaleEff3', asymerror: {plus: -1.6, minus: 1.8}} + - {label: 'JetScaleEff4', asymerror: {plus: 2.3, minus: -2.0}} + - {label: 'JetScaleEff5', asymerror: {plus: -0.7, minus: 0.6}} + - {label: 'JetScaleEff6', asymerror: {plus: 1.2, minus: -1.1}} + - {label: 'JetScaleEta1', asymerror: {plus: 4.8, minus: -4.5}} + - {label: 'JetScaleEta2', asymerror: {plus: 2.6, minus: -2.4}} + - {label: 'JetScaleHighPt', asymerror: {plus: -0.05, minus: -0.1}} + - {label: 'JetScaleMC', asymerror: {plus: -0.1, minus: -0.1}} + - {label: 'JetScalePileup1', asymerror: {plus: 0.6, minus: -0.2}} + - {label: 'JetScalePileup2', asymerror: {plus: -0.7, minus: 1.1}} + - {label: 'JetScalePileup3', asymerror: {plus: 1.4, minus: -1.0}} + - {label: 'JetScalePileup4', asymerror: {plus: 6.9, minus: -6.6}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: 1.7, minus: -1.6}} + - {label: 'JetScaleFlav2', asymerror: {plus: -10.2, minus: 10.3}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.02, minus: 0.01}} + - {label: 'JetScalepunchT', asymerror: {plus: 0.03, minus: 0.02}} + - {label: 'JetResolution10', symerror: 12.5} + - {label: 'JetSFBeff', asymerror: {plus: -3.1, minus: 3.4}} + - {label: 'JetSFCeff', asymerror: {plus: -1.0, minus: 1.2}} + - {label: 'JetSFLmistag', asymerror: {plus: -0.7, minus: 0.9}} + - {label: 'JetSFHighPt', asymerror: {plus: -0.03, minus: -0.01}} + - {label: 'JetJVFcut', asymerror: {plus: -1.4, minus: -1.7}} + - {label: 'ElScaleR12', asymerror: {plus: 1.7, minus: -1.3}} + - {label: 'ElScaleZee', asymerror: {plus: 2.5, minus: -2.1}} + - {label: 'ElScalePS', asymerror: {plus: -0.1, minus: 0.4}} + - {label: 'ElResolution', symerror: -0.2} + - {label: 'ElSFReco', asymerror: {plus: 1.7, minus: -1.5}} + - {label: 'ElSFId', asymerror: {plus: 4.1, minus: -4.0}} + - {label: 'ElSFTrigger', asymerror: {plus: 2.1, minus: -1.9}} + - {label: 'ElSFIso', asymerror: {plus: 1.0, minus: -0.8}} + - {label: 'ElSFChargeMisID', asymerror: {plus: -0.01, minus: -0.02}} + - {label: 'METScale', asymerror: {plus: -7.6, minus: 8.1}} + - {label: 'METResLong', symerror: -5.8} + - {label: 'METResTrans', symerror: -6.5} + - {label: 'PileupWeight', asymerror: {plus: 1.2, minus: -0.9}} + - {label: 'QCDlowRange', asymerror: {plus: -0.5, minus: 1.2}} + - {label: 'QCDhighRange', asymerror: {plus: 0.03, minus: -0.1}} + - {label: 'QCDvarIso', symerror: -1.6} + - {label: 'QCDvarElID', symerror: -1.9} + - {label: 'QCDfitUncert', symerror: 0.4} + - {label: 'QCDotherGen', symerror: 2.0} + - {label: 'QCDfitRebin', symerror: -0.02} + - {label: 'XsecZ', asymerror: {plus: 0.1, minus: -0.1}} + - {label: 'XsecTop', asymerror: {plus: 1.7, minus: -1.7}} + - {label: 'XsecDibos', asymerror: {plus: 0.3, minus: -0.3}} + - {label: 'BkgTtbarNorm', symerror: -1.6} + - {label: 'BkgMCstat', symerror: -0.4} + - {label: 'WHFmodel', symerror: -0.2} + - {label: 'LumiUncert', asymerror: {plus: 7.7, minus: -8.0}} + - {label: 'UnfoldMCstat', symerror: -1.1} + - {label: 'UnfoldOtherGen', symerror: 7.6} + - {label: 'UnfoldReweight', symerror: -0.7} + value: 362.3 + - errors: + - {label: 'Stat', symerror: 0.4} + - {label: 'JetScaleEff1', asymerror: {plus: 4.8, minus: -5.1}} + - {label: 'JetScaleEff2', asymerror: {plus: 1.1, minus: -0.9}} + - {label: 'JetScaleEff3', asymerror: {plus: -0.9, minus: 1.1}} + - {label: 'JetScaleEff4', asymerror: {plus: 0.7, minus: -0.6}} + - {label: 'JetScaleEff5', asymerror: {plus: 0.6, minus: 0.3}} + - {label: 'JetScaleEff6', asymerror: {plus: 0.6, minus: -0.5}} + - {label: 'JetScaleEta1', asymerror: {plus: 2.0, minus: -1.9}} + - {label: 'JetScaleEta2', asymerror: {plus: 1.2, minus: -1.1}} + - {label: 'JetScaleHighPt', asymerror: {plus: -0.02, minus: -0.02}} + - {label: 'JetScaleMC', asymerror: {plus: -0.04, minus: -0.03}} + - {label: 'JetScalePileup1', asymerror: {plus: 0.3, minus: -0.1}} + - {label: 'JetScalePileup2', asymerror: {plus: -0.3, minus: 0.5}} + - {label: 'JetScalePileup3', asymerror: {plus: 0.7, minus: -0.7}} + - {label: 'JetScalePileup4', asymerror: {plus: 3.0, minus: -3.0}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: 0.8, minus: -0.7}} + - {label: 'JetScaleFlav2', asymerror: {plus: -5.0, minus: 4.8}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.01, minus: 0.004}} + - {label: 'JetScalepunchT', asymerror: {plus: 0.01, minus: 0.01}} + - {label: 'JetResolution10', symerror: 4.5} + - {label: 'JetSFBeff', asymerror: {plus: -2.0, minus: 2.0}} + - {label: 'JetSFCeff', asymerror: {plus: -0.6, minus: 0.7}} + - {label: 'JetSFLmistag', asymerror: {plus: -0.3, minus: 0.4}} + - {label: 'JetSFHighPt', asymerror: {plus: -0.02, minus: -0.01}} + - {label: 'JetJVFcut', asymerror: {plus: -0.9, minus: -1.0}} + - {label: 'ElScaleR12', asymerror: {plus: 0.7, minus: -0.6}} + - {label: 'ElScaleZee', asymerror: {plus: 0.9, minus: -0.9}} + - {label: 'ElScalePS', asymerror: {plus: -0.04, minus: 0.2}} + - {label: 'ElResolution', symerror: -0.1} + - {label: 'ElSFReco', asymerror: {plus: 0.9, minus: -0.8}} + - {label: 'ElSFId', asymerror: {plus: 2.1, minus: -2.1}} + - {label: 'ElSFTrigger', asymerror: {plus: 1.0, minus: -1.0}} + - {label: 'ElSFIso', asymerror: {plus: 0.5, minus: -0.4}} + - {label: 'ElSFChargeMisID', asymerror: {plus: -0.003, minus: -0.01}} + - {label: 'METScale', asymerror: {plus: -3.0, minus: 3.0}} + - {label: 'METResLong', symerror: -2.5} + - {label: 'METResTrans', symerror: -2.6} + - {label: 'PileupWeight', asymerror: {plus: 0.6, minus: -0.4}} + - {label: 'QCDlowRange', asymerror: {plus: -0.2, minus: 0.4}} + - {label: 'QCDhighRange', asymerror: {plus: 0.01, minus: -0.05}} + - {label: 'QCDvarIso', symerror: -0.9} + - {label: 'QCDvarElID', symerror: -0.8} + - {label: 'QCDfitUncert', symerror: 0.2} + - {label: 'QCDotherGen', symerror: 0.8} + - {label: 'QCDfitRebin', symerror: -0.005} + - {label: 'XsecZ', asymerror: {plus: 0.1, minus: -0.1}} + - {label: 'XsecTop', asymerror: {plus: 1.0, minus: -1.0}} + - {label: 'XsecDibos', asymerror: {plus: 0.2, minus: -0.2}} + - {label: 'BkgTtbarNorm', symerror: -1.0} + - {label: 'BkgMCstat', symerror: -0.3} + - {label: 'WHFmodel', symerror: -0.1} + - {label: 'LumiUncert', asymerror: {plus: 3.7, minus: -3.9}} + - {label: 'UnfoldMCstat', symerror: -0.8} + - {label: 'UnfoldOtherGen', symerror: 3.9} + - {label: 'UnfoldReweight', symerror: -0.3} + value: 171.2 + - errors: + - {label: 'Stat', symerror: 0.39} + - {label: 'JetScaleEff1', asymerror: {plus: 2.57, minus: -2.49}} + - {label: 'JetScaleEff2', asymerror: {plus: 0.88, minus: -0.74}} + - {label: 'JetScaleEff3', asymerror: {plus: -0.64, minus: 0.64}} + - {label: 'JetScaleEff4', asymerror: {plus: 0.34, minus: -0.28}} + - {label: 'JetScaleEff5', asymerror: {plus: 0.29, minus: 0.13}} + - {label: 'JetScaleEff6', asymerror: {plus: 0.32, minus: -0.26}} + - {label: 'JetScaleEta1', asymerror: {plus: 1.04, minus: -0.95}} + - {label: 'JetScaleEta2', asymerror: {plus: 0.69, minus: -0.65}} + - {label: 'JetScaleHighPt', asymerror: {plus: -0.01, minus: -0.01}} + - {label: 'JetScaleMC', asymerror: {plus: -0.02, minus: -0.01}} + - {label: 'JetScalePileup1', asymerror: {plus: 0.13, minus: -0.05}} + - {label: 'JetScalePileup2', asymerror: {plus: -0.18, minus: 0.26}} + - {label: 'JetScalePileup3', asymerror: {plus: 0.37, minus: -0.33}} + - {label: 'JetScalePileup4', asymerror: {plus: 1.47, minus: -1.44}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: 0.47, minus: -0.45}} + - {label: 'JetScaleFlav2', asymerror: {plus: -2.58, minus: 2.53}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.004, minus: 0.002}} + - {label: 'JetScalepunchT', asymerror: {plus: 0.01, minus: 0.005}} + - {label: 'JetResolution10', symerror: 1.88} + - {label: 'JetSFBeff', asymerror: {plus: -1.15, minus: 1.23}} + - {label: 'JetSFCeff', asymerror: {plus: -0.32, minus: 0.34}} + - {label: 'JetSFLmistag', asymerror: {plus: -0.17, minus: 0.21}} + - {label: 'JetSFHighPt', asymerror: {plus: -0.01, minus: -0.004}} + - {label: 'JetJVFcut', asymerror: {plus: -0.61, minus: -0.51}} + - {label: 'ElScaleR12', asymerror: {plus: 0.34, minus: -0.32}} + - {label: 'ElScaleZee', asymerror: {plus: 0.43, minus: -0.44}} + - {label: 'ElScalePS', asymerror: {plus: -0.02, minus: 0.09}} + - {label: 'ElResolution', symerror: -0.06} + - {label: 'ElSFReco', asymerror: {plus: 0.48, minus: -0.44}} + - {label: 'ElSFId', asymerror: {plus: 1.14, minus: -1.15}} + - {label: 'ElSFTrigger', asymerror: {plus: 0.58, minus: -0.56}} + - {label: 'ElSFIso', asymerror: {plus: 0.25, minus: -0.20}} + - {label: 'ElSFChargeMisID', asymerror: {plus: -0.001, minus: -0.004}} + - {label: 'METScale', asymerror: {plus: -1.40, minus: 1.37}} + - {label: 'METResLong', symerror: -1.10} + - {label: 'METResTrans', symerror: -1.27} + - {label: 'PileupWeight', asymerror: {plus: 0.29, minus: -0.21}} + - {label: 'QCDlowRange', asymerror: {plus: -0.10, minus: 0.20}} + - {label: 'QCDhighRange', asymerror: {plus: 0.0003, minus: -0.02}} + - {label: 'QCDvarIso', symerror: -0.48} + - {label: 'QCDvarElID', symerror: -0.40} + - {label: 'QCDfitUncert', symerror: 0.09} + - {label: 'QCDotherGen', symerror: 0.37} + - {label: 'QCDfitRebin', symerror: -0.001} + - {label: 'XsecZ', asymerror: {plus: 0.03, minus: -0.03}} + - {label: 'XsecTop', asymerror: {plus: 0.61, minus: -0.61}} + - {label: 'XsecDibos', asymerror: {plus: 0.09, minus: -0.09}} + - {label: 'BkgTtbarNorm', symerror: -0.61} + - {label: 'BkgMCstat', symerror: -0.18} + - {label: 'WHFmodel', symerror: -0.12} + - {label: 'LumiUncert', asymerror: {plus: 1.90, minus: -1.98}} + - {label: 'UnfoldMCstat', symerror: -0.50} + - {label: 'UnfoldOtherGen', symerror: 1.27} + - {label: 'UnfoldReweight', symerror: -0.18} + value: 86.49 + - errors: + - {label: 'Stat', symerror: 0.28} + - {label: 'JetScaleEff1', asymerror: {plus: 1.43, minus: -1.32}} + - {label: 'JetScaleEff2', asymerror: {plus: 0.56, minus: -0.58}} + - {label: 'JetScaleEff3', asymerror: {plus: -0.34, minus: 0.38}} + - {label: 'JetScaleEff4', asymerror: {plus: 0.18, minus: -0.15}} + - {label: 'JetScaleEff5', asymerror: {plus: 0.16, minus: 0.07}} + - {label: 'JetScaleEff6', asymerror: {plus: 0.17, minus: -0.14}} + - {label: 'JetScaleEta1', asymerror: {plus: 0.54, minus: -0.50}} + - {label: 'JetScaleEta2', asymerror: {plus: 0.33, minus: -0.36}} + - {label: 'JetScaleHighPt', asymerror: {plus: -0.01, minus: -0.01}} + - {label: 'JetScaleMC', asymerror: {plus: -0.01, minus: -0.01}} + - {label: 'JetScalePileup1', asymerror: {plus: 0.07, minus: -0.03}} + - {label: 'JetScalePileup2', asymerror: {plus: -0.09, minus: 0.14}} + - {label: 'JetScalePileup3', asymerror: {plus: 0.20, minus: -0.18}} + - {label: 'JetScalePileup4', asymerror: {plus: 0.67, minus: -0.74}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: 0.25, minus: -0.24}} + - {label: 'JetScaleFlav2', asymerror: {plus: -1.41, minus: 1.38}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.002, minus: 0.001}} + - {label: 'JetScalepunchT', asymerror: {plus: 0.004, minus: 0.002}} + - {label: 'JetResolution10', symerror: 0.84} + - {label: 'JetSFBeff', asymerror: {plus: -0.68, minus: 0.72}} + - {label: 'JetSFCeff', asymerror: {plus: -0.17, minus: 0.18}} + - {label: 'JetSFLmistag', asymerror: {plus: -0.09, minus: 0.11}} + - {label: 'JetSFHighPt', asymerror: {plus: -0.004, minus: -0.002}} + - {label: 'JetJVFcut', asymerror: {plus: -0.40, minus: -0.40}} + - {label: 'ElScaleR12', asymerror: {plus: 0.18, minus: -0.17}} + - {label: 'ElScaleZee', asymerror: {plus: 0.23, minus: -0.23}} + - {label: 'ElScalePS', asymerror: {plus: -0.01, minus: 0.05}} + - {label: 'ElResolution', symerror: -0.03} + - {label: 'ElSFReco', asymerror: {plus: 0.25, minus: -0.23}} + - {label: 'ElSFId', asymerror: {plus: 0.61, minus: -0.66}} + - {label: 'ElSFTrigger', asymerror: {plus: 0.31, minus: -0.30}} + - {label: 'ElSFIso', asymerror: {plus: 0.14, minus: -0.11}} + - {label: 'ElSFChargeMisID', asymerror: {plus: -0.001, minus: -0.002}} + - {label: 'METScale', asymerror: {plus: -0.68, minus: 0.65}} + - {label: 'METResLong', symerror: -0.60} + - {label: 'METResTrans', symerror: -0.56} + - {label: 'PileupWeight', asymerror: {plus: 0.15, minus: -0.11}} + - {label: 'QCDlowRange', asymerror: {plus: -0.05, minus: 0.11}} + - {label: 'QCDhighRange', asymerror: {plus: 0.0004, minus: -0.01}} + - {label: 'QCDvarIso', symerror: -0.32} + - {label: 'QCDvarElID', symerror: -0.21} + - {label: 'QCDfitUncert', symerror: 0.05} + - {label: 'QCDotherGen', symerror: 0.20} + - {label: 'QCDfitRebin', symerror: -0.001} + - {label: 'XsecZ', asymerror: {plus: 0.02, minus: -0.02}} + - {label: 'XsecTop', asymerror: {plus: 0.36, minus: -0.36}} + - {label: 'XsecDibos', asymerror: {plus: 0.05, minus: -0.05}} + - {label: 'BkgTtbarNorm', symerror: -0.36} + - {label: 'BkgMCstat', symerror: -0.13} + - {label: 'WHFmodel', symerror: -0.10} + - {label: 'LumiUncert', asymerror: {plus: 1.03, minus: -1.07}} + - {label: 'UnfoldMCstat', symerror: -0.35} + - {label: 'UnfoldOtherGen', symerror: 1.90} + - {label: 'UnfoldReweight', symerror: -0.09} + value: 46.16 + - errors: + - {label: 'Stat', symerror: 0.16} + - {label: 'JetScaleEff1', asymerror: {plus: 0.58, minus: -0.64}} + - {label: 'JetScaleEff2', asymerror: {plus: 0.29, minus: -0.30}} + - {label: 'JetScaleEff3', asymerror: {plus: -0.20, minus: 0.17}} + - {label: 'JetScaleEff4', asymerror: {plus: 0.08, minus: -0.07}} + - {label: 'JetScaleEff5', asymerror: {plus: 0.07, minus: 0.03}} + - {label: 'JetScaleEff6', asymerror: {plus: 0.07, minus: -0.06}} + - {label: 'JetScaleEta1', asymerror: {plus: 0.20, minus: -0.22}} + - {label: 'JetScaleEta2', asymerror: {plus: 0.15, minus: -0.16}} + - {label: 'JetScaleHighPt', asymerror: {plus: -0.003, minus: -0.003}} + - {label: 'JetScaleMC', asymerror: {plus: -0.004, minus: -0.004}} + - {label: 'JetScalePileup1', asymerror: {plus: 0.03, minus: -0.01}} + - {label: 'JetScalePileup2', asymerror: {plus: -0.04, minus: 0.06}} + - {label: 'JetScalePileup3', asymerror: {plus: 0.09, minus: -0.08}} + - {label: 'JetScalePileup4', asymerror: {plus: 0.28, minus: -0.27}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: 0.11, minus: -0.10}} + - {label: 'JetScaleFlav2', asymerror: {plus: -0.60, minus: 0.56}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.001, minus: 0.0004}} + - {label: 'JetScalepunchT', asymerror: {plus: 0.002, minus: 0.001}} + - {label: 'JetResolution10', symerror: 0.31} + - {label: 'JetSFBeff', asymerror: {plus: -0.32, minus: 0.34}} + - {label: 'JetSFCeff', asymerror: {plus: -0.08, minus: 0.08}} + - {label: 'JetSFLmistag', asymerror: {plus: -0.04, minus: 0.05}} + - {label: 'JetSFHighPt', asymerror: {plus: -0.002, minus: -0.001}} + - {label: 'JetJVFcut', asymerror: {plus: -0.18, minus: -0.17}} + - {label: 'ElScaleR12', asymerror: {plus: 0.08, minus: -0.07}} + - {label: 'ElScaleZee', asymerror: {plus: 0.10, minus: -0.10}} + - {label: 'ElScalePS', asymerror: {plus: -0.01, minus: 0.02}} + - {label: 'ElResolution', symerror: -0.01} + - {label: 'ElSFReco', asymerror: {plus: 0.11, minus: -0.10}} + - {label: 'ElSFId', asymerror: {plus: 0.27, minus: -0.28}} + - {label: 'ElSFTrigger', asymerror: {plus: 0.14, minus: -0.13}} + - {label: 'ElSFIso', asymerror: {plus: 0.06, minus: -0.05}} + - {label: 'ElSFChargeMisID', asymerror: {plus: -0.0003, minus: -0.001}} + - {label: 'METScale', asymerror: {plus: -0.22, minus: 0.26}} + - {label: 'METResLong', symerror: -0.25} + - {label: 'METResTrans', symerror: -0.27} + - {label: 'PileupWeight', asymerror: {plus: 0.07, minus: -0.05}} + - {label: 'QCDlowRange', asymerror: {plus: -0.02, minus: 0.04}} + - {label: 'QCDhighRange', asymerror: {plus: -0.001, minus: -0.004}} + - {label: 'QCDvarIso', symerror: -0.14} + - {label: 'QCDvarElID', symerror: -0.09} + - {label: 'QCDfitUncert', symerror: 0.02} + - {label: 'QCDotherGen', symerror: 0.08} + - {label: 'QCDfitRebin', symerror: -0.0004} + - {label: 'XsecZ', asymerror: {plus: 0.01, minus: -0.01}} + - {label: 'XsecTop', asymerror: {plus: 0.17, minus: -0.17}} + - {label: 'XsecDibos', asymerror: {plus: 0.02, minus: -0.02}} + - {label: 'BkgTtbarNorm', symerror: -0.17} + - {label: 'BkgMCstat', symerror: -0.08} + - {label: 'WHFmodel', symerror: 0.03} + - {label: 'LumiUncert', asymerror: {plus: 0.46, minus: -0.47}} + - {label: 'UnfoldMCstat', symerror: -0.18} + - {label: 'UnfoldOtherGen', symerror: 0.42} + - {label: 'UnfoldReweight', symerror: -0.04} + value: 20.34 + - errors: + - {label: 'Stat', symerror: 0.096} + - {label: 'JetScaleEff1', asymerror: {plus: 0.212, minus: -0.222}} + - {label: 'JetScaleEff2', asymerror: {plus: 0.138, minus: -0.129}} + - {label: 'JetScaleEff3', asymerror: {plus: -0.070, minus: 0.060}} + - {label: 'JetScaleEff4', asymerror: {plus: 0.028, minus: -0.023}} + - {label: 'JetScaleEff5', asymerror: {plus: 0.024, minus: 0.011}} + - {label: 'JetScaleEff6', asymerror: {plus: 0.027, minus: -0.021}} + - {label: 'JetScaleEta1', asymerror: {plus: 0.072, minus: -0.079}} + - {label: 'JetScaleEta2', asymerror: {plus: 0.053, minus: -0.057}} + - {label: 'JetScaleHighPt', asymerror: {plus: -0.001, minus: -0.001}} + - {label: 'JetScaleMC', asymerror: {plus: -0.002, minus: -0.001}} + - {label: 'JetScalePileup1', asymerror: {plus: 0.011, minus: -0.004}} + - {label: 'JetScalePileup2', asymerror: {plus: -0.015, minus: 0.022}} + - {label: 'JetScalePileup3', asymerror: {plus: 0.031, minus: -0.028}} + - {label: 'JetScalePileup4', asymerror: {plus: 0.099, minus: -0.096}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: 0.040, minus: -0.037}} + - {label: 'JetScaleFlav2', asymerror: {plus: -0.179, minus: 0.193}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.0003, minus: 0.0001}} + - {label: 'JetScalepunchT', asymerror: {plus: 0.001, minus: 0.0004}} + - {label: 'JetResolution10', symerror: 0.109} + - {label: 'JetSFBeff', asymerror: {plus: -0.118, minus: 0.133}} + - {label: 'JetSFCeff', asymerror: {plus: -0.027, minus: 0.029}} + - {label: 'JetSFLmistag', asymerror: {plus: -0.014, minus: 0.017}} + - {label: 'JetSFHighPt', asymerror: {plus: -0.001, minus: -0.0003}} + - {label: 'JetJVFcut', asymerror: {plus: -0.064, minus: -0.063}} + - {label: 'ElScaleR12', asymerror: {plus: 0.029, minus: -0.027}} + - {label: 'ElScaleZee', asymerror: {plus: 0.036, minus: -0.037}} + - {label: 'ElScalePS', asymerror: {plus: -0.002, minus: 0.008}} + - {label: 'ElResolution', symerror: -0.005} + - {label: 'ElSFReco', asymerror: {plus: 0.040, minus: -0.037}} + - {label: 'ElSFId', asymerror: {plus: 0.097, minus: -0.102}} + - {label: 'ElSFTrigger', asymerror: {plus: 0.049, minus: -0.047}} + - {label: 'ElSFIso', asymerror: {plus: 0.021, minus: -0.017}} + - {label: 'ElSFChargeMisID', asymerror: {plus: -0.0001, minus: -0.0004}} + - {label: 'METScale', asymerror: {plus: -0.078, minus: 0.091}} + - {label: 'METResLong', symerror: -0.088} + - {label: 'METResTrans', symerror: -0.097} + - {label: 'PileupWeight', asymerror: {plus: 0.024, minus: -0.018}} + - {label: 'QCDlowRange', asymerror: {plus: -0.008, minus: 0.015}} + - {label: 'QCDhighRange', asymerror: {plus: -0.001, minus: -0.001}} + - {label: 'QCDvarIso', symerror: -0.050} + - {label: 'QCDvarElID', symerror: -0.034} + - {label: 'QCDfitUncert', symerror: 0.012} + - {label: 'QCDotherGen', symerror: 0.027} + - {label: 'QCDfitRebin', symerror: 0.0002} + - {label: 'XsecZ', asymerror: {plus: 0.002, minus: -0.002}} + - {label: 'XsecTop', asymerror: {plus: 0.064, minus: -0.065}} + - {label: 'XsecDibos', asymerror: {plus: 0.009, minus: -0.009}} + - {label: 'BkgTtbarNorm', symerror: -0.065} + - {label: 'BkgMCstat', symerror: -0.044} + - {label: 'WHFmodel', symerror: -0.013} + - {label: 'LumiUncert', asymerror: {plus: 0.164, minus: -0.170}} + - {label: 'UnfoldMCstat', symerror: -0.104} + - {label: 'UnfoldOtherGen', symerror: 0.148} + - {label: 'UnfoldReweight', symerror: -0.015} + value: 7.263 + - errors: + - {label: 'Stat', symerror: 0.060} + - {label: 'JetScaleEff1', asymerror: {plus: 0.087, minus: -0.082}} + - {label: 'JetScaleEff2', asymerror: {plus: 0.056, minus: -0.053}} + - {label: 'JetScaleEff3', asymerror: {plus: -0.029, minus: 0.025}} + - {label: 'JetScaleEff4', asymerror: {plus: 0.012, minus: -0.010}} + - {label: 'JetScaleEff5', asymerror: {plus: 0.010, minus: 0.005}} + - {label: 'JetScaleEff6', asymerror: {plus: 0.011, minus: -0.009}} + - {label: 'JetScaleEta1', asymerror: {plus: 0.030, minus: -0.032}} + - {label: 'JetScaleEta2', asymerror: {plus: 0.022, minus: -0.023}} + - {label: 'JetScaleHighPt', asymerror: {plus: -0.0004, minus: -0.0004}} + - {label: 'JetScaleMC', asymerror: {plus: -0.001, minus: -0.001}} + - {label: 'JetScalePileup1', asymerror: {plus: 0.005, minus: -0.002}} + - {label: 'JetScalePileup2', asymerror: {plus: -0.006, minus: 0.009}} + - {label: 'JetScalePileup3', asymerror: {plus: 0.013, minus: -0.011}} + - {label: 'JetScalePileup4', asymerror: {plus: 0.041, minus: -0.039}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: 0.016, minus: -0.015}} + - {label: 'JetScaleFlav2', asymerror: {plus: -0.073, minus: 0.074}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.0001, minus: 0.0001}} + - {label: 'JetScalepunchT', asymerror: {plus: 0.0002, minus: 0.0002}} + - {label: 'JetResolution10', symerror: 0.045} + - {label: 'JetSFBeff', asymerror: {plus: -0.049, minus: 0.054}} + - {label: 'JetSFCeff', asymerror: {plus: -0.011, minus: 0.012}} + - {label: 'JetSFLmistag', asymerror: {plus: -0.006, minus: 0.007}} + - {label: 'JetSFHighPt', asymerror: {plus: -0.0003, minus: -0.0001}} + - {label: 'JetJVFcut', asymerror: {plus: -0.026, minus: -0.026}} + - {label: 'ElScaleR12', asymerror: {plus: 0.012, minus: -0.011}} + - {label: 'ElScaleZee', asymerror: {plus: 0.015, minus: -0.015}} + - {label: 'ElScalePS', asymerror: {plus: -0.001, minus: 0.003}} + - {label: 'ElResolution', symerror: -0.002} + - {label: 'ElSFReco', asymerror: {plus: 0.016, minus: -0.015}} + - {label: 'ElSFId', asymerror: {plus: 0.040, minus: -0.042}} + - {label: 'ElSFTrigger', asymerror: {plus: 0.020, minus: -0.019}} + - {label: 'ElSFIso', asymerror: {plus: 0.009, minus: -0.007}} + - {label: 'ElSFChargeMisID', asymerror: {plus: -0.00005, minus: -0.0002}} + - {label: 'METScale', asymerror: {plus: -0.032, minus: 0.037}} + - {label: 'METResLong', symerror: -0.036} + - {label: 'METResTrans', symerror: -0.040} + - {label: 'PileupWeight', asymerror: {plus: 0.010, minus: -0.007}} + - {label: 'QCDlowRange', asymerror: {plus: -0.003, minus: 0.007}} + - {label: 'QCDhighRange', asymerror: {plus: -0.0001, minus: -0.001}} + - {label: 'QCDvarIso', symerror: -0.020} + - {label: 'QCDvarElID', symerror: -0.014} + - {label: 'QCDfitUncert', symerror: 0.004} + - {label: 'QCDotherGen', symerror: 0.013} + - {label: 'QCDfitRebin', symerror: 0.00003} + - {label: 'XsecZ', asymerror: {plus: 0.0004, minus: -0.0004}} + - {label: 'XsecTop', asymerror: {plus: 0.025, minus: -0.025}} + - {label: 'XsecDibos', asymerror: {plus: 0.004, minus: -0.004}} + - {label: 'BkgTtbarNorm', symerror: -0.025} + - {label: 'BkgMCstat', symerror: -0.026} + - {label: 'WHFmodel', symerror: -0.016} + - {label: 'LumiUncert', asymerror: {plus: 0.067, minus: -0.070}} + - {label: 'UnfoldMCstat', symerror: -0.067} + - {label: 'UnfoldOtherGen', symerror: 0.061} + - {label: 'UnfoldReweight', symerror: -0.006} + value: 2.979 + - errors: + - {label: 'Stat', symerror: 0.040} + - {label: 'JetScaleEff1', asymerror: {plus: 0.049, minus: -0.036}} + - {label: 'JetScaleEff2', asymerror: {plus: 0.049, minus: -0.023}} + - {label: 'JetScaleEff3', asymerror: {plus: -0.013, minus: 0.011}} + - {label: 'JetScaleEff4', asymerror: {plus: 0.005, minus: -0.004}} + - {label: 'JetScaleEff5', asymerror: {plus: 0.004, minus: 0.002}} + - {label: 'JetScaleEff6', asymerror: {plus: 0.005, minus: -0.004}} + - {label: 'JetScaleEta1', asymerror: {plus: 0.013, minus: -0.014}} + - {label: 'JetScaleEta2', asymerror: {plus: 0.010, minus: -0.010}} + - {label: 'JetScaleHighPt', asymerror: {plus: -0.0002, minus: -0.0002}} + - {label: 'JetScaleMC', asymerror: {plus: -0.0003, minus: -0.0002}} + - {label: 'JetScalePileup1', asymerror: {plus: 0.002, minus: -0.001}} + - {label: 'JetScalePileup2', asymerror: {plus: -0.003, minus: 0.004}} + - {label: 'JetScalePileup3', asymerror: {plus: 0.006, minus: -0.005}} + - {label: 'JetScalePileup4', asymerror: {plus: 0.018, minus: -0.017}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: 0.007, minus: -0.007}} + - {label: 'JetScaleFlav2', asymerror: {plus: -0.032, minus: 0.033}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.0001, minus: 0.00003}} + - {label: 'JetScalepunchT', asymerror: {plus: 0.0001, minus: 0.0001}} + - {label: 'JetResolution10', symerror: 0.020} + - {label: 'JetSFBeff', asymerror: {plus: -0.021, minus: 0.024}} + - {label: 'JetSFCeff', asymerror: {plus: -0.005, minus: 0.005}} + - {label: 'JetSFLmistag', asymerror: {plus: -0.003, minus: 0.003}} + - {label: 'JetSFHighPt', asymerror: {plus: -0.0001, minus: -0.0001}} + - {label: 'JetJVFcut', asymerror: {plus: -0.012, minus: -0.011}} + - {label: 'ElScaleR12', asymerror: {plus: 0.005, minus: -0.005}} + - {label: 'ElScaleZee', asymerror: {plus: 0.007, minus: -0.007}} + - {label: 'ElScalePS', asymerror: {plus: -0.0003, minus: 0.001}} + - {label: 'ElResolution', symerror: -0.001} + - {label: 'ElSFReco', asymerror: {plus: 0.007, minus: -0.007}} + - {label: 'ElSFId', asymerror: {plus: 0.018, minus: -0.018}} + - {label: 'ElSFTrigger', asymerror: {plus: 0.009, minus: -0.009}} + - {label: 'ElSFIso', asymerror: {plus: 0.004, minus: -0.003}} + - {label: 'ElSFChargeMisID', asymerror: {plus: -0.00002, minus: -0.0001}} + - {label: 'METScale', asymerror: {plus: -0.014, minus: 0.017}} + - {label: 'METResLong', symerror: -0.016} + - {label: 'METResTrans', symerror: -0.018} + - {label: 'PileupWeight', asymerror: {plus: 0.004, minus: -0.003}} + - {label: 'QCDlowRange', asymerror: {plus: -0.001, minus: 0.002}} + - {label: 'QCDhighRange', asymerror: {plus: -0.0001, minus: -0.0002}} + - {label: 'QCDvarIso', symerror: -0.009} + - {label: 'QCDvarElID', symerror: -0.006} + - {label: 'QCDfitUncert', symerror: 0.001} + - {label: 'QCDotherGen', symerror: 0.004} + - {label: 'QCDfitRebin', symerror: 0.0001} + - {label: 'XsecZ', asymerror: {plus: 0.001, minus: -0.001}} + - {label: 'XsecTop', asymerror: {plus: 0.011, minus: -0.011}} + - {label: 'XsecDibos', asymerror: {plus: 0.002, minus: -0.002}} + - {label: 'BkgTtbarNorm', symerror: -0.010} + - {label: 'BkgMCstat', symerror: -0.018} + - {label: 'WHFmodel', symerror: -0.009} + - {label: 'LumiUncert', asymerror: {plus: 0.030, minus: -0.031}} + - {label: 'UnfoldMCstat', symerror: -0.041} + - {label: 'UnfoldOtherGen', symerror: 0.027} + - {label: 'UnfoldReweight', symerror: -0.003} + value: 1.319 + - errors: + - {label: 'Stat', symerror: 0.0254} + - {label: 'JetScaleEff1', asymerror: {plus: 0.0231, minus: -0.0172}} + - {label: 'JetScaleEff2', asymerror: {plus: 0.0229, minus: -0.0293}} + - {label: 'JetScaleEff3', asymerror: {plus: -0.0060, minus: 0.0052}} + - {label: 'JetScaleEff4', asymerror: {plus: 0.0024, minus: -0.0020}} + - {label: 'JetScaleEff5', asymerror: {plus: 0.0021, minus: 0.0010}} + - {label: 'JetScaleEff6', asymerror: {plus: 0.0023, minus: -0.0018}} + - {label: 'JetScaleEta1', asymerror: {plus: 0.0062, minus: -0.0067}} + - {label: 'JetScaleEta2', asymerror: {plus: 0.0045, minus: -0.0049}} + - {label: 'JetScaleHighPt', asymerror: {plus: -0.0001, minus: -0.0001}} + - {label: 'JetScaleMC', asymerror: {plus: -0.0001, minus: -0.0001}} + - {label: 'JetScalePileup1', asymerror: {plus: 0.0010, minus: -0.0003}} + - {label: 'JetScalePileup2', asymerror: {plus: -0.0013, minus: 0.0019}} + - {label: 'JetScalePileup3', asymerror: {plus: 0.0027, minus: -0.0024}} + - {label: 'JetScalePileup4', asymerror: {plus: 0.0085, minus: -0.0082}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: 0.0034, minus: -0.0032}} + - {label: 'JetScaleFlav2', asymerror: {plus: -0.0153, minus: 0.0154}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.00003, minus: 0.00001}} + - {label: 'JetScalepunchT', asymerror: {plus: 0.0001, minus: 0.00003}} + - {label: 'JetResolution10', symerror: 0.0093} + - {label: 'JetSFBeff', asymerror: {plus: -0.0102, minus: 0.0114}} + - {label: 'JetSFCeff', asymerror: {plus: -0.0023, minus: 0.0025}} + - {label: 'JetSFLmistag', asymerror: {plus: -0.0012, minus: 0.0015}} + - {label: 'JetSFHighPt', asymerror: {plus: -0.0001, minus: -0.00003}} + - {label: 'JetJVFcut', asymerror: {plus: -0.0054, minus: -0.0054}} + - {label: 'ElScaleR12', asymerror: {plus: 0.0025, minus: -0.0023}} + - {label: 'ElScaleZee', asymerror: {plus: 0.0031, minus: -0.0031}} + - {label: 'ElScalePS', asymerror: {plus: -0.0002, minus: 0.0007}} + - {label: 'ElResolution', symerror: -0.0004} + - {label: 'ElSFReco', asymerror: {plus: 0.0034, minus: -0.0031}} + - {label: 'ElSFId', asymerror: {plus: 0.0083, minus: -0.0087}} + - {label: 'ElSFTrigger', asymerror: {plus: 0.0042, minus: -0.0040}} + - {label: 'ElSFIso', asymerror: {plus: 0.0018, minus: -0.0014}} + - {label: 'ElSFChargeMisID', asymerror: {plus: -0.00001, minus: -0.00003}} + - {label: 'METScale', asymerror: {plus: -0.0067, minus: 0.0078}} + - {label: 'METResLong', symerror: -0.0075} + - {label: 'METResTrans', symerror: -0.0083} + - {label: 'PileupWeight', asymerror: {plus: 0.0021, minus: -0.0015}} + - {label: 'QCDlowRange', asymerror: {plus: -0.0006, minus: 0.0011}} + - {label: 'QCDhighRange', asymerror: {plus: 0.00004, minus: -0.0001}} + - {label: 'QCDvarIso', symerror: -0.0043} + - {label: 'QCDvarElID', symerror: -0.0029} + - {label: 'QCDfitUncert', symerror: 0.0004} + - {label: 'QCDotherGen', symerror: 0.0021} + - {label: 'QCDfitRebin', symerror: -0.00002} + - {label: 'XsecZ', asymerror: {plus: 0.0002, minus: -0.0002}} + - {label: 'XsecTop', asymerror: {plus: 0.0046, minus: -0.0046}} + - {label: 'XsecDibos', asymerror: {plus: 0.0008, minus: -0.0008}} + - {label: 'BkgTtbarNorm', symerror: -0.0046} + - {label: 'BkgMCstat', symerror: -0.0095} + - {label: 'WHFmodel', symerror: -0.0060} + - {label: 'LumiUncert', asymerror: {plus: 0.0136, minus: -0.0142}} + - {label: 'UnfoldMCstat', symerror: -0.0291} + - {label: 'UnfoldOtherGen', symerror: 0.0127} + - {label: 'UnfoldReweight', symerror: -0.0013} + value: 0.6226 + - errors: + - {label: 'Stat', symerror: 0.0186} + - {label: 'JetScaleEff1', asymerror: {plus: 0.0124, minus: -0.0092}} + - {label: 'JetScaleEff2', asymerror: {plus: 0.0123, minus: -0.0157}} + - {label: 'JetScaleEff3', asymerror: {plus: -0.0032, minus: 0.0028}} + - {label: 'JetScaleEff4', asymerror: {plus: 0.0013, minus: -0.0011}} + - {label: 'JetScaleEff5', asymerror: {plus: 0.0011, minus: 0.0005}} + - {label: 'JetScaleEff6', asymerror: {plus: 0.0012, minus: -0.0010}} + - {label: 'JetScaleEta1', asymerror: {plus: 0.0033, minus: -0.0036}} + - {label: 'JetScaleEta2', asymerror: {plus: 0.0024, minus: -0.0026}} + - {label: 'JetScaleHighPt', asymerror: {plus: -0.00005, minus: -0.00005}} + - {label: 'JetScaleMC', asymerror: {plus: -0.0001, minus: -0.0001}} + - {label: 'JetScalePileup1', asymerror: {plus: 0.0005, minus: -0.0002}} + - {label: 'JetScalePileup2', asymerror: {plus: -0.0007, minus: 0.0010}} + - {label: 'JetScalePileup3', asymerror: {plus: 0.0014, minus: -0.0013}} + - {label: 'JetScalePileup4', asymerror: {plus: 0.0045, minus: -0.0044}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: 0.0018, minus: -0.0017}} + - {label: 'JetScaleFlav2', asymerror: {plus: -0.0082, minus: 0.0083}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.00002, minus: 0.00001}} + - {label: 'JetScalepunchT', asymerror: {plus: 0.00003, minus: 0.00002}} + - {label: 'JetResolution10', symerror: 0.0050} + - {label: 'JetSFBeff', asymerror: {plus: -0.0054, minus: 0.0061}} + - {label: 'JetSFCeff', asymerror: {plus: -0.0012, minus: 0.0013}} + - {label: 'JetSFLmistag', asymerror: {plus: -0.0006, minus: 0.0008}} + - {label: 'JetSFHighPt', asymerror: {plus: -0.00003, minus: -0.00001}} + - {label: 'JetJVFcut', asymerror: {plus: -0.0029, minus: -0.0029}} + - {label: 'ElScaleR12', asymerror: {plus: 0.0013, minus: -0.0012}} + - {label: 'ElScaleZee', asymerror: {plus: 0.0017, minus: -0.0017}} + - {label: 'ElScalePS', asymerror: {plus: -0.0001, minus: 0.0004}} + - {label: 'ElResolution', symerror: -0.0002} + - {label: 'ElSFReco', asymerror: {plus: 0.0018, minus: -0.0017}} + - {label: 'ElSFId', asymerror: {plus: 0.0044, minus: -0.0047}} + - {label: 'ElSFTrigger', asymerror: {plus: 0.0022, minus: -0.0022}} + - {label: 'ElSFIso', asymerror: {plus: 0.0010, minus: -0.0008}} + - {label: 'ElSFChargeMisID', asymerror: {plus: -0.00001, minus: -0.00002}} + - {label: 'METScale', asymerror: {plus: -0.0036, minus: 0.0042}} + - {label: 'METResLong', symerror: -0.0040} + - {label: 'METResTrans', symerror: -0.0044} + - {label: 'PileupWeight', asymerror: {plus: 0.0011, minus: -0.0008}} + - {label: 'QCDlowRange', asymerror: {plus: -0.0005, minus: 0.0006}} + - {label: 'QCDhighRange', asymerror: {plus: 0.00003, minus: -0.0001}} + - {label: 'QCDvarIso', symerror: -0.0023} + - {label: 'QCDvarElID', symerror: -0.0015} + - {label: 'QCDfitUncert', symerror: 0.0003} + - {label: 'QCDotherGen', symerror: 0.0016} + - {label: 'QCDfitRebin', symerror: 0.00002} + - {label: 'XsecZ', asymerror: {plus: -0.0001, minus: 0.0001}} + - {label: 'XsecTop', asymerror: {plus: 0.0020, minus: -0.0020}} + - {label: 'XsecDibos', asymerror: {plus: 0.0005, minus: -0.0005}} + - {label: 'BkgTtbarNorm', symerror: -0.0022} + - {label: 'BkgMCstat', symerror: -0.0075} + - {label: 'WHFmodel', symerror: 0.0070} + - {label: 'LumiUncert', asymerror: {plus: 0.0072, minus: -0.0075}} + - {label: 'UnfoldMCstat', symerror: -0.0210} + - {label: 'UnfoldOtherGen', symerror: 0.0068} + - {label: 'UnfoldReweight', symerror: -0.0007} + value: 0.3336 + - errors: + - {label: 'Stat', symerror: 0.0100} + - {label: 'JetScaleEff1', asymerror: {plus: 0.0045, minus: -0.0034}} + - {label: 'JetScaleEff2', asymerror: {plus: 0.0045, minus: -0.0058}} + - {label: 'JetScaleEff3', asymerror: {plus: -0.0012, minus: 0.0010}} + - {label: 'JetScaleEff4', asymerror: {plus: 0.0005, minus: -0.0004}} + - {label: 'JetScaleEff5', asymerror: {plus: 0.0004, minus: 0.0002}} + - {label: 'JetScaleEff6', asymerror: {plus: 0.0004, minus: -0.0004}} + - {label: 'JetScaleEta1', asymerror: {plus: 0.0012, minus: -0.0013}} + - {label: 'JetScaleEta2', asymerror: {plus: 0.0009, minus: -0.0010}} + - {label: 'JetScaleHighPt', asymerror: {plus: -0.00002, minus: -0.00002}} + - {label: 'JetScaleMC', asymerror: {plus: -0.00003, minus: -0.00002}} + - {label: 'JetScalePileup1', asymerror: {plus: 0.0002, minus: -0.0001}} + - {label: 'JetScalePileup2', asymerror: {plus: -0.0002, minus: 0.0004}} + - {label: 'JetScalePileup3', asymerror: {plus: 0.0005, minus: -0.0005}} + - {label: 'JetScalePileup4', asymerror: {plus: 0.0017, minus: -0.0016}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: 0.0007, minus: -0.0006}} + - {label: 'JetScaleFlav2', asymerror: {plus: -0.0030, minus: 0.0030}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.00001, minus: 0.000003}} + - {label: 'JetScalepunchT', asymerror: {plus: 0.00001, minus: 0.00001}} + - {label: 'JetResolution10', symerror: 0.0018} + - {label: 'JetSFBeff', asymerror: {plus: -0.0020, minus: 0.0022}} + - {label: 'JetSFCeff', asymerror: {plus: -0.0005, minus: 0.0005}} + - {label: 'JetSFLmistag', asymerror: {plus: -0.0002, minus: 0.0003}} + - {label: 'JetSFHighPt', asymerror: {plus: -0.00001, minus: -0.000005}} + - {label: 'JetJVFcut', asymerror: {plus: -0.0011, minus: -0.0011}} + - {label: 'ElScaleR12', asymerror: {plus: 0.0005, minus: -0.0004}} + - {label: 'ElScaleZee', asymerror: {plus: 0.0006, minus: -0.0006}} + - {label: 'ElScalePS', asymerror: {plus: -0.00003, minus: 0.0001}} + - {label: 'ElResolution', symerror: -0.0001} + - {label: 'ElSFReco', asymerror: {plus: 0.0007, minus: -0.0006}} + - {label: 'ElSFId', asymerror: {plus: 0.0016, minus: -0.0017}} + - {label: 'ElSFTrigger', asymerror: {plus: 0.0008, minus: -0.0008}} + - {label: 'ElSFIso', asymerror: {plus: 0.0004, minus: -0.0003}} + - {label: 'ElSFChargeMisID', asymerror: {plus: -0.000002, minus: -0.00001}} + - {label: 'METScale', asymerror: {plus: -0.0013, minus: 0.0015}} + - {label: 'METResLong', symerror: -0.0015} + - {label: 'METResTrans', symerror: -0.0016} + - {label: 'PileupWeight', asymerror: {plus: 0.0004, minus: -0.0003}} + - {label: 'QCDlowRange', asymerror: {plus: 0.00001, minus: 0.0001}} + - {label: 'QCDhighRange', asymerror: {plus: 0.00001, minus: -0.00001}} + - {label: 'QCDvarIso', symerror: -0.0008} + - {label: 'QCDvarElID', symerror: -0.0006} + - {label: 'QCDfitUncert', symerror: 0.00000005} + - {label: 'QCDotherGen', symerror: 0.0001} + - {label: 'QCDfitRebin', symerror: 0.000002} + - {label: 'XsecZ', asymerror: {plus: 0.0002, minus: -0.0002}} + - {label: 'XsecTop', asymerror: {plus: 0.0009, minus: -0.0009}} + - {label: 'XsecDibos', asymerror: {plus: 0.0002, minus: -0.0002}} + - {label: 'BkgTtbarNorm', symerror: -0.0009} + - {label: 'BkgMCstat', symerror: -0.0032} + - {label: 'WHFmodel', symerror: 0.0014} + - {label: 'LumiUncert', asymerror: {plus: 0.0028, minus: -0.0029}} + - {label: 'UnfoldMCstat', symerror: -0.0092} + - {label: 'UnfoldOtherGen', symerror: 0.0025} + - {label: 'UnfoldReweight', symerror: -0.0002} + value: 0.1224 + - errors: + - {label: 'Stat', symerror: 0.00345} + - {label: 'JetScaleEff1', asymerror: {plus: 0.00105, minus: -0.00078}} + - {label: 'JetScaleEff2', asymerror: {plus: 0.00104, minus: -0.00133}} + - {label: 'JetScaleEff3', asymerror: {plus: -0.00027, minus: 0.00024}} + - {label: 'JetScaleEff4', asymerror: {plus: 0.00011, minus: -0.00009}} + - {label: 'JetScaleEff5', asymerror: {plus: 0.00010, minus: 0.00004}} + - {label: 'JetScaleEff6', asymerror: {plus: 0.00010, minus: -0.00008}} + - {label: 'JetScaleEta1', asymerror: {plus: 0.00028, minus: -0.00031}} + - {label: 'JetScaleEta2', asymerror: {plus: 0.00021, minus: -0.00022}} + - {label: 'JetScaleHighPt', asymerror: {plus: -0.000004, minus: -0.000004}} + - {label: 'JetScaleMC', asymerror: {plus: -0.00001, minus: -0.000005}} + - {label: 'JetScalePileup1', asymerror: {plus: 0.00004, minus: -0.00002}} + - {label: 'JetScalePileup2', asymerror: {plus: -0.00006, minus: 0.00008}} + - {label: 'JetScalePileup3', asymerror: {plus: 0.00012, minus: -0.00011}} + - {label: 'JetScalePileup4', asymerror: {plus: 0.00039, minus: -0.00037}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: 0.00015, minus: -0.00015}} + - {label: 'JetScaleFlav2', asymerror: {plus: -0.00070, minus: 0.00070}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.000001, minus: 0.000001}} + - {label: 'JetScalepunchT', asymerror: {plus: 0.000002, minus: 0.000001}} + - {label: 'JetResolution10', symerror: 0.00043} + - {label: 'JetSFBeff', asymerror: {plus: -0.00046, minus: 0.00052}} + - {label: 'JetSFCeff', asymerror: {plus: -0.00011, minus: 0.00011}} + - {label: 'JetSFLmistag', asymerror: {plus: -0.00005, minus: 0.00007}} + - {label: 'JetSFHighPt', asymerror: {plus: -0.000003, minus: -0.000001}} + - {label: 'JetJVFcut', asymerror: {plus: -0.00025, minus: -0.00024}} + - {label: 'ElScaleR12', asymerror: {plus: 0.00011, minus: -0.00010}} + - {label: 'ElScaleZee', asymerror: {plus: 0.00014, minus: -0.00014}} + - {label: 'ElScalePS', asymerror: {plus: -0.00001, minus: 0.00003}} + - {label: 'ElResolution', symerror: -0.00002} + - {label: 'ElSFReco', asymerror: {plus: 0.00016, minus: -0.00014}} + - {label: 'ElSFId', asymerror: {plus: 0.00038, minus: -0.00040}} + - {label: 'ElSFTrigger', asymerror: {plus: 0.00019, minus: -0.00018}} + - {label: 'ElSFIso', asymerror: {plus: 0.00008, minus: -0.00007}} + - {label: 'ElSFChargeMisID', asymerror: {plus: -0.0000004, minus: -0.000001}} + - {label: 'METScale', asymerror: {plus: -0.00030, minus: 0.00036}} + - {label: 'METResLong', symerror: -0.00034} + - {label: 'METResTrans', symerror: -0.00038} + - {label: 'PileupWeight', asymerror: {plus: 0.00009, minus: -0.00007}} + - {label: 'QCDlowRange', asymerror: {plus: 0.00001, minus: -0.00001}} + - {label: 'QCDhighRange', asymerror: {plus: -0.0000002, minus: 0.000001}} + - {label: 'QCDvarIso', symerror: -0.00019} + - {label: 'QCDvarElID', symerror: -0.00013} + - {label: 'QCDfitUncert', symerror: -0.000003} + - {label: 'QCDotherGen', symerror: -0.00002} + - {label: 'QCDfitRebin', symerror: -0.00000001} + - {label: 'XsecZ', asymerror: {plus: 0.00006, minus: -0.00006}} + - {label: 'XsecTop', asymerror: {plus: 0.00014, minus: -0.00014}} + - {label: 'XsecDibos', asymerror: {plus: 0.00008, minus: -0.00008}} + - {label: 'BkgTtbarNorm', symerror: -0.00013} + - {label: 'BkgMCstat', symerror: -0.00099} + - {label: 'WHFmodel', symerror: -0.00075} + - {label: 'LumiUncert', asymerror: {plus: 0.00064, minus: -0.00066}} + - {label: 'UnfoldMCstat', symerror: -0.00404} + - {label: 'UnfoldOtherGen', symerror: 0.00058} + - {label: 'UnfoldReweight', symerror: -0.00006} + value: 0.02836 +- header: {name: '$d\sigma^{W^+}/dp_\text{T}^\text{W} / d\sigma^{W^-}/dp_\text{T}^\text{W}$'} + qualifiers: + - {name: 'Cross section', value: 'W+/W- (electron channel)'} + - {name: 'ABS(ETARAP(ELECTRON))', value: '< 2.5'} + - {name: 'ABS(YRAP(JET))', value: '< 4.4'} + - {name: 'PT(JET)', units: 'GEV', value: '> 30'} + - {name: 'PT(LEPTON)', units: 'GEV', value: '> 25'} + - {name: 'RE', value: 'P P --> W JET(S) X'} + - {name: 'SQRT(S)', units: 'GEV', value: '8000.0'} + values: + - errors: + - {label: 'Stat', symerror: 0.0015} + - {label: 'JetScaleEff1', asymerror: {plus: -0.0067, minus: 0.0068}} + - {label: 'JetScaleEff2', asymerror: {plus: -0.0009, minus: 0.0003}} + - {label: 'JetScaleEff3', asymerror: {plus: 0.0006, minus: -0.00004}} + - {label: 'JetScaleEff4', asymerror: {plus: -0.0004, minus: 0.0007}} + - {label: 'JetScaleEff5', asymerror: {plus: 0.0004, minus: 0.0009}} + - {label: 'JetScaleEff6', asymerror: {plus: -0.0002, minus: 0.0003}} + - {label: 'JetScaleEta1', asymerror: {plus: -0.0023, minus: 0.0030}} + - {label: 'JetScaleEta2', asymerror: {plus: -0.0013, minus: 0.0018}} + - {label: 'JetScaleHighPt', asymerror: {plus: 0.0003, minus: 0.0003}} + - {label: 'JetScaleMC', asymerror: {plus: 0.0005, minus: 0.0004}} + - {label: 'JetScalePileup1', asymerror: {plus: -0.0010, minus: -0.0004}} + - {label: 'JetScalePileup2', asymerror: {plus: 0.0015, minus: -0.0005}} + - {label: 'JetScalePileup3', asymerror: {plus: -0.0004, minus: 0.00001}} + - {label: 'JetScalePileup4', asymerror: {plus: -0.0038, minus: 0.0038}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: -0.0013, minus: 0.0003}} + - {label: 'JetScaleFlav2', asymerror: {plus: 0.0055, minus: -0.0066}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.0001, minus: 0.0001}} + - {label: 'JetScalepunchT', asymerror: {plus: -0.000003, minus: 0.0001}} + - {label: 'JetResolution10', symerror: -0.0174} + - {label: 'JetSFBeff', asymerror: {plus: 0.0016, minus: -0.0009}} + - {label: 'JetSFCeff', asymerror: {plus: 0.0012, minus: -0.0005}} + - {label: 'JetSFLmistag', asymerror: {plus: 0.0003, minus: 0.0003}} + - {label: 'JetSFHighPt', asymerror: {plus: 0.0003, minus: 0.0002}} + - {label: 'JetJVFcut', asymerror: {plus: 0.0021, minus: 0.0010}} + - {label: 'ElScaleR12', asymerror: {plus: -0.0004, minus: 0.0003}} + - {label: 'ElScaleZee', asymerror: {plus: -0.0019, minus: 0.0007}} + - {label: 'ElScalePS', asymerror: {plus: 0.0001, minus: 0.00001}} + - {label: 'ElResolution', symerror: -0.0008} + - {label: 'ElSFReco', asymerror: {plus: 0.0005, minus: -0.0001}} + - {label: 'ElSFId', asymerror: {plus: 0.0015, minus: -0.0008}} + - {label: 'ElSFTrigger', asymerror: {plus: 0.0005, minus: -0.0009}} + - {label: 'ElSFIso', asymerror: {plus: 0.0004, minus: -0.00005}} + - {label: 'ElSFChargeMisID', asymerror: {plus: 0.00004, minus: 0.0001}} + - {label: 'METScale', asymerror: {plus: 0.0102, minus: -0.0098}} + - {label: 'METResLong', symerror: 0.0092} + - {label: 'METResTrans', symerror: 0.0105} + - {label: 'PileupWeight', asymerror: {plus: -0.0023, minus: 0.0023}} + - {label: 'QCDlowRange', asymerror: {plus: 0.0035, minus: -0.0066}} + - {label: 'QCDhighRange', asymerror: {plus: 0.0007, minus: 0.0012}} + - {label: 'QCDvarIso', symerror: -0.0037} + - {label: 'QCDvarElID', symerror: -0.0163} + - {label: 'QCDfitUncert', symerror: 0.0057} + - {label: 'QCDotherGen', symerror: -0.0292} + - {label: 'QCDfitRebin', symerror: 0.000001} + - {label: 'XsecZ', asymerror: {plus: 0.0016, minus: -0.0016}} + - {label: 'XsecTop', asymerror: {plus: -0.0008, minus: 0.0008}} + - {label: 'XsecDibos', asymerror: {plus: -0.0004, minus: 0.0004}} + - {label: 'BkgTtbarNorm', symerror: 0.0009} + - {label: 'BkgMCstat', symerror: 0.0017} + - {label: 'WHFmodel', symerror: -0.0046} + - {label: 'LumiUncert', asymerror: {plus: -0.0005, minus: 0.0006}} + - {label: 'UnfoldMCstat', symerror: 0.0043} + - {label: 'UnfoldOtherGen', symerror: -0.0008} + - {label: 'UnfoldReweight', symerror: -0.0147} + value: 1.4349 + - errors: + - {label: 'Stat', symerror: 0.0006} + - {label: 'JetScaleEff1', asymerror: {plus: -0.0019, minus: 0.0010}} + - {label: 'JetScaleEff2', asymerror: {plus: -0.0001, minus: 0.0009}} + - {label: 'JetScaleEff3', asymerror: {plus: 0.0005, minus: 0.0002}} + - {label: 'JetScaleEff4', asymerror: {plus: 0.0004, minus: 0.0004}} + - {label: 'JetScaleEff5', asymerror: {plus: 0.0003, minus: 0.0006}} + - {label: 'JetScaleEff6', asymerror: {plus: 0.0004, minus: 0.0003}} + - {label: 'JetScaleEta1', asymerror: {plus: 0.0001, minus: 0.0002}} + - {label: 'JetScaleEta2', asymerror: {plus: 0.0005, minus: 0.0009}} + - {label: 'JetScaleHighPt', asymerror: {plus: 0.0003, minus: 0.0003}} + - {label: 'JetScaleMC', asymerror: {plus: 0.0005, minus: 0.0004}} + - {label: 'JetScalePileup1', asymerror: {plus: -0.0009, minus: -0.0001}} + - {label: 'JetScalePileup2', asymerror: {plus: -0.0002, minus: 0.0010}} + - {label: 'JetScalePileup3', asymerror: {plus: 0.00004, minus: -0.0001}} + - {label: 'JetScalePileup4', asymerror: {plus: -0.0010, minus: -0.00003}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: -0.0001, minus: -0.0001}} + - {label: 'JetScaleFlav2', asymerror: {plus: 0.0006, minus: -0.0018}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.0001, minus: 0.0001}} + - {label: 'JetScalepunchT', asymerror: {plus: -0.000003, minus: 0.0001}} + - {label: 'JetResolution10', symerror: -0.0073} + - {label: 'JetSFBeff', asymerror: {plus: 0.0008, minus: -0.0004}} + - {label: 'JetSFCeff', asymerror: {plus: 0.0011, minus: -0.0004}} + - {label: 'JetSFLmistag', asymerror: {plus: 0.0002, minus: 0.0003}} + - {label: 'JetSFHighPt', asymerror: {plus: 0.0003, minus: 0.0002}} + - {label: 'JetJVFcut', asymerror: {plus: 0.0019, minus: 0.0010}} + - {label: 'ElScaleR12', asymerror: {plus: -0.0011, minus: 0.0010}} + - {label: 'ElScaleZee', asymerror: {plus: -0.0013, minus: 0.0011}} + - {label: 'ElScalePS', asymerror: {plus: 0.0001, minus: 0.000005}} + - {label: 'ElResolution', symerror: -0.0010} + - {label: 'ElSFReco', asymerror: {plus: 0.0003, minus: 0.00002}} + - {label: 'ElSFId', asymerror: {plus: 0.0008, minus: -0.0003}} + - {label: 'ElSFTrigger', asymerror: {plus: 0.0007, minus: -0.0005}} + - {label: 'ElSFIso', asymerror: {plus: 0.0003, minus: 0.00002}} + - {label: 'ElSFChargeMisID', asymerror: {plus: 0.00004, minus: 0.0001}} + - {label: 'METScale', asymerror: {plus: 0.0044, minus: -0.0056}} + - {label: 'METResLong', symerror: 0.0051} + - {label: 'METResTrans', symerror: 0.0044} + - {label: 'PileupWeight', asymerror: {plus: -0.0012, minus: 0.0013}} + - {label: 'QCDlowRange', asymerror: {plus: 0.0013, minus: -0.0037}} + - {label: 'QCDhighRange', asymerror: {plus: 0.0003, minus: 0.0006}} + - {label: 'QCDvarIso', symerror: -0.0003} + - {label: 'QCDvarElID', symerror: -0.0068} + - {label: 'QCDfitUncert', symerror: 0.0029} + - {label: 'QCDotherGen', symerror: -0.0144} + - {label: 'QCDfitRebin', symerror: -0.00004} + - {label: 'XsecZ', asymerror: {plus: 0.0006, minus: -0.0006}} + - {label: 'XsecTop', asymerror: {plus: -0.0004, minus: 0.0004}} + - {label: 'XsecDibos', asymerror: {plus: -0.0002, minus: 0.0002}} + - {label: 'BkgTtbarNorm', symerror: 0.0005} + - {label: 'BkgMCstat', symerror: 0.0009} + - {label: 'WHFmodel', symerror: -0.0042} + - {label: 'LumiUncert', asymerror: {plus: -0.0003, minus: 0.0004}} + - {label: 'UnfoldMCstat', symerror: 0.0026} + - {label: 'UnfoldOtherGen', symerror: 0.0081} + - {label: 'UnfoldReweight', symerror: 0.0068} + value: 1.3979 + - errors: + - {label: 'Stat', symerror: 0.0008} + - {label: 'JetScaleEff1', asymerror: {plus: -0.0016, minus: 0.0002}} + - {label: 'JetScaleEff2', asymerror: {plus: -0.00001, minus: 0.0003}} + - {label: 'JetScaleEff3', asymerror: {plus: 0.0002, minus: -0.00004}} + - {label: 'JetScaleEff4', asymerror: {plus: 0.0007, minus: 0.00003}} + - {label: 'JetScaleEff5', asymerror: {plus: 0.0003, minus: 0.0003}} + - {label: 'JetScaleEff6', asymerror: {plus: 0.0002, minus: 0.0003}} + - {label: 'JetScaleEta1', asymerror: {plus: 0.0003, minus: -0.0006}} + - {label: 'JetScaleEta2', asymerror: {plus: 0.0001, minus: 0.0002}} + - {label: 'JetScaleHighPt', asymerror: {plus: 0.0003, minus: 0.0003}} + - {label: 'JetScaleMC', asymerror: {plus: 0.0005, minus: 0.0004}} + - {label: 'JetScalePileup1', asymerror: {plus: -0.0006, minus: -0.0002}} + - {label: 'JetScalePileup2', asymerror: {plus: -0.0011, minus: 0.0002}} + - {label: 'JetScalePileup3', asymerror: {plus: 0.0003, minus: -0.0007}} + - {label: 'JetScalePileup4', asymerror: {plus: -0.0009, minus: -0.0004}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: -0.0004, minus: -0.0001}} + - {label: 'JetScaleFlav2', asymerror: {plus: -0.0004, minus: -0.0014}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.0001, minus: 0.0001}} + - {label: 'JetScalepunchT', asymerror: {plus: -0.000003, minus: 0.0001}} + - {label: 'JetResolution10', symerror: -0.0069} + - {label: 'JetSFBeff', asymerror: {plus: 0.0010, minus: -0.0008}} + - {label: 'JetSFCeff', asymerror: {plus: 0.0010, minus: -0.0008}} + - {label: 'JetSFLmistag', asymerror: {plus: 0.0001, minus: -0.0001}} + - {label: 'JetSFHighPt', asymerror: {plus: 0.0003, minus: 0.0002}} + - {label: 'JetJVFcut', asymerror: {plus: 0.0017, minus: 0.0012}} + - {label: 'ElScaleR12', asymerror: {plus: -0.0018, minus: 0.0015}} + - {label: 'ElScaleZee', asymerror: {plus: -0.0013, minus: 0.0012}} + - {label: 'ElScalePS', asymerror: {plus: 0.0001, minus: 0.00001}} + - {label: 'ElResolution', symerror: -0.0002} + - {label: 'ElSFReco', asymerror: {plus: 0.0001, minus: 0.0001}} + - {label: 'ElSFId', asymerror: {plus: 0.0001, minus: -0.00002}} + - {label: 'ElSFTrigger', asymerror: {plus: 0.0006, minus: -0.0006}} + - {label: 'ElSFIso', asymerror: {plus: 0.0001, minus: -0.0001}} + - {label: 'ElSFChargeMisID', asymerror: {plus: 0.00004, minus: 0.0001}} + - {label: 'METScale', asymerror: {plus: 0.0046, minus: -0.0054}} + - {label: 'METResLong', symerror: 0.0049} + - {label: 'METResTrans', symerror: 0.0040} + - {label: 'PileupWeight', asymerror: {plus: -0.0013, minus: 0.0011}} + - {label: 'QCDlowRange', asymerror: {plus: 0.0014, minus: -0.0025}} + - {label: 'QCDhighRange', asymerror: {plus: 0.0004, minus: 0.0005}} + - {label: 'QCDvarIso', symerror: 0.0004} + - {label: 'QCDvarElID', symerror: 0.0026} + - {label: 'QCDfitUncert', symerror: 0.0026} + - {label: 'QCDotherGen', symerror: -0.0123} + - {label: 'QCDfitRebin', symerror: 0.00004} + - {label: 'XsecZ', asymerror: {plus: 0.0002, minus: -0.0002}} + - {label: 'XsecTop', asymerror: {plus: -0.0005, minus: 0.0005}} + - {label: 'XsecDibos', asymerror: {plus: -0.0002, minus: 0.0002}} + - {label: 'BkgTtbarNorm', symerror: 0.0006} + - {label: 'BkgMCstat', symerror: 0.0011} + - {label: 'WHFmodel', symerror: -0.00005} + - {label: 'LumiUncert', asymerror: {plus: -0.0004, minus: 0.0004}} + - {label: 'UnfoldMCstat', symerror: 0.0030} + - {label: 'UnfoldOtherGen', symerror: 0.0065} + - {label: 'UnfoldReweight', symerror: 0.0057} + value: 1.4182 + - errors: + - {label: 'Stat', symerror: 0.0016} + - {label: 'JetScaleEff1', asymerror: {plus: -0.0025, minus: 0.0025}} + - {label: 'JetScaleEff2', asymerror: {plus: 0.0001, minus: 0.0017}} + - {label: 'JetScaleEff3', asymerror: {plus: 0.0004, minus: -0.0003}} + - {label: 'JetScaleEff4', asymerror: {plus: -0.0003, minus: 0.0005}} + - {label: 'JetScaleEff5', asymerror: {plus: 0.0003, minus: 0.0003}} + - {label: 'JetScaleEff6', asymerror: {plus: -0.0002, minus: 0.0004}} + - {label: 'JetScaleEta1', asymerror: {plus: 0.0008, minus: -0.0006}} + - {label: 'JetScaleEta2', asymerror: {plus: -0.0002, minus: 0.0008}} + - {label: 'JetScaleHighPt', asymerror: {plus: 0.0003, minus: 0.0004}} + - {label: 'JetScaleMC', asymerror: {plus: 0.0005, minus: 0.0004}} + - {label: 'JetScalePileup1', asymerror: {plus: -0.0006, minus: -0.0002}} + - {label: 'JetScalePileup2', asymerror: {plus: -0.0002, minus: -0.0002}} + - {label: 'JetScalePileup3', asymerror: {plus: 0.0002, minus: 0.0003}} + - {label: 'JetScalePileup4', asymerror: {plus: -0.0016, minus: 0.0013}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: -0.0001, minus: 0.0010}} + - {label: 'JetScaleFlav2', asymerror: {plus: 0.0016, minus: -0.0022}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.0001, minus: 0.0001}} + - {label: 'JetScalepunchT', asymerror: {plus: -0.000003, minus: 0.0001}} + - {label: 'JetResolution10', symerror: -0.0075} + - {label: 'JetSFBeff', asymerror: {plus: 0.0015, minus: -0.0016}} + - {label: 'JetSFCeff', asymerror: {plus: 0.0012, minus: -0.0014}} + - {label: 'JetSFLmistag', asymerror: {plus: -0.0001, minus: -0.0003}} + - {label: 'JetSFHighPt', asymerror: {plus: 0.0003, minus: 0.0002}} + - {label: 'JetJVFcut', asymerror: {plus: 0.0014, minus: 0.0018}} + - {label: 'ElScaleR12', asymerror: {plus: -0.0023, minus: 0.0019}} + - {label: 'ElScaleZee', asymerror: {plus: -0.0013, minus: 0.0007}} + - {label: 'ElScalePS', asymerror: {plus: 0.0001, minus: -0.0013}} + - {label: 'ElResolution', symerror: -0.0002} + - {label: 'ElSFReco', asymerror: {plus: -0.0005, minus: 0.0006}} + - {label: 'ElSFId', asymerror: {plus: -0.0007, minus: 0.0007}} + - {label: 'ElSFTrigger', asymerror: {plus: 0.0003, minus: -0.0007}} + - {label: 'ElSFIso', asymerror: {plus: -0.0001, minus: 0.0001}} + - {label: 'ElSFChargeMisID', asymerror: {plus: 0.00004, minus: 0.0001}} + - {label: 'METScale', asymerror: {plus: 0.0061, minus: -0.0056}} + - {label: 'METResLong', symerror: 0.0071} + - {label: 'METResTrans', symerror: 0.0060} + - {label: 'PileupWeight', asymerror: {plus: -0.0009, minus: 0.0007}} + - {label: 'QCDlowRange', asymerror: {plus: 0.0014, minus: -0.0014}} + - {label: 'QCDhighRange', asymerror: {plus: 0.0005, minus: 0.0004}} + - {label: 'QCDvarIso', symerror: 0.0006} + - {label: 'QCDvarElID', symerror: -0.0049} + - {label: 'QCDfitUncert', symerror: 0.0025} + - {label: 'QCDotherGen', symerror: -0.0103} + - {label: 'QCDfitRebin', symerror: 0.0001} + - {label: 'XsecZ', asymerror: {plus: -0.0001, minus: 0.0001}} + - {label: 'XsecTop', asymerror: {plus: -0.0010, minus: 0.0010}} + - {label: 'XsecDibos', asymerror: {plus: -0.0003, minus: 0.0003}} + - {label: 'BkgTtbarNorm', symerror: 0.0012} + - {label: 'BkgMCstat', symerror: 0.0015} + - {label: 'WHFmodel', symerror: 0.0057} + - {label: 'LumiUncert', asymerror: {plus: -0.0005, minus: 0.0006}} + - {label: 'UnfoldMCstat', symerror: 0.0039} + - {label: 'UnfoldOtherGen', symerror: 0.0106} + - {label: 'UnfoldReweight', symerror: -0.0010} + value: 1.4507 + - errors: + - {label: 'Stat', symerror: 0.0028} + - {label: 'JetScaleEff1', asymerror: {plus: -0.0024, minus: 0.0019}} + - {label: 'JetScaleEff2', asymerror: {plus: -0.0001, minus: -0.0060}} + - {label: 'JetScaleEff3', asymerror: {plus: 0.00002, minus: -0.0008}} + - {label: 'JetScaleEff4', asymerror: {plus: -0.0009, minus: -0.0001}} + - {label: 'JetScaleEff5', asymerror: {plus: 0.0003, minus: 0.0004}} + - {label: 'JetScaleEff6', asymerror: {plus: -0.0005, minus: -0.0002}} + - {label: 'JetScaleEta1', asymerror: {plus: 0.0004, minus: -0.0009}} + - {label: 'JetScaleEta2', asymerror: {plus: -0.0006, minus: -0.0002}} + - {label: 'JetScaleHighPt', asymerror: {plus: 0.0003, minus: 0.0004}} + - {label: 'JetScaleMC', asymerror: {plus: 0.0005, minus: 0.0004}} + - {label: 'JetScalePileup1', asymerror: {plus: -0.0006, minus: -0.0002}} + - {label: 'JetScalePileup2', asymerror: {plus: -0.0001, minus: -0.0013}} + - {label: 'JetScalePileup3', asymerror: {plus: -0.0011, minus: -0.0006}} + - {label: 'JetScalePileup4', asymerror: {plus: -0.0023, minus: 0.0005}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: -0.0001, minus: 0.0002}} + - {label: 'JetScaleFlav2', asymerror: {plus: 0.0005, minus: -0.0022}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.0001, minus: 0.0001}} + - {label: 'JetScalepunchT', asymerror: {plus: -0.000003, minus: 0.0001}} + - {label: 'JetResolution10', symerror: -0.0081} + - {label: 'JetSFBeff', asymerror: {plus: 0.0025, minus: -0.0033}} + - {label: 'JetSFCeff', asymerror: {plus: 0.0007, minus: -0.0023}} + - {label: 'JetSFLmistag', asymerror: {plus: -0.0003, minus: -0.0009}} + - {label: 'JetSFHighPt', asymerror: {plus: 0.0003, minus: 0.0002}} + - {label: 'JetJVFcut', asymerror: {plus: 0.0012, minus: 0.0017}} + - {label: 'ElScaleR12', asymerror: {plus: -0.0022, minus: 0.0010}} + - {label: 'ElScaleZee', asymerror: {plus: -0.0020, minus: 0.0002}} + - {label: 'ElScalePS', asymerror: {plus: 0.0001, minus: -0.0013}} + - {label: 'ElResolution', symerror: -0.0002} + - {label: 'ElSFReco', asymerror: {plus: -0.0015, minus: 0.0004}} + - {label: 'ElSFId', asymerror: {plus: -0.0018, minus: 0.0010}} + - {label: 'ElSFTrigger', asymerror: {plus: -0.0004, minus: -0.0007}} + - {label: 'ElSFIso', asymerror: {plus: -0.0004, minus: -0.0004}} + - {label: 'ElSFChargeMisID', asymerror: {plus: 0.00004, minus: 0.0001}} + - {label: 'METScale', asymerror: {plus: 0.0071, minus: -0.0067}} + - {label: 'METResLong', symerror: 0.0048} + - {label: 'METResTrans', symerror: 0.0051} + - {label: 'PileupWeight', asymerror: {plus: -0.0020, minus: 0.0004}} + - {label: 'QCDlowRange', asymerror: {plus: 0.0011, minus: -0.0009}} + - {label: 'QCDhighRange', asymerror: {plus: 0.0004, minus: 0.0003}} + - {label: 'QCDvarIso', symerror: 0.0023} + - {label: 'QCDvarElID', symerror: -0.0010} + - {label: 'QCDfitUncert', symerror: 0.0021} + - {label: 'QCDotherGen', symerror: -0.0075} + - {label: 'QCDfitRebin', symerror: 0.0001} + - {label: 'XsecZ', asymerror: {plus: -0.0003, minus: 0.0003}} + - {label: 'XsecTop', asymerror: {plus: -0.0015, minus: 0.0015}} + - {label: 'XsecDibos', asymerror: {plus: -0.0003, minus: 0.0003}} + - {label: 'BkgTtbarNorm', symerror: 0.0018} + - {label: 'BkgMCstat', symerror: 0.0021} + - {label: 'WHFmodel', symerror: 0.0114} + - {label: 'LumiUncert', asymerror: {plus: -0.0007, minus: 0.0008}} + - {label: 'UnfoldMCstat', symerror: 0.0061} + - {label: 'UnfoldOtherGen', symerror: 0.0198} + - {label: 'UnfoldReweight', symerror: -0.0011} + value: 1.4825 + - errors: + - {label: 'Stat', symerror: 0.0044} + - {label: 'JetScaleEff1', asymerror: {plus: -0.0043, minus: 0.0052}} + - {label: 'JetScaleEff2', asymerror: {plus: -0.0019, minus: 0.000005}} + - {label: 'JetScaleEff3', asymerror: {plus: 0.0002, minus: -0.0023}} + - {label: 'JetScaleEff4', asymerror: {plus: -0.0009, minus: -0.0005}} + - {label: 'JetScaleEff5', asymerror: {plus: -0.0075, minus: 0.0004}} + - {label: 'JetScaleEff6', asymerror: {plus: -0.0007, minus: -0.0006}} + - {label: 'JetScaleEta1', asymerror: {plus: -0.0001, minus: -0.0012}} + - {label: 'JetScaleEta2', asymerror: {plus: -0.0015, minus: 0.0001}} + - {label: 'JetScaleHighPt', asymerror: {plus: 0.0003, minus: 0.0004}} + - {label: 'JetScaleMC', asymerror: {plus: 0.0005, minus: 0.0004}} + - {label: 'JetScalePileup1', asymerror: {plus: -0.0006, minus: -0.0002}} + - {label: 'JetScalePileup2', asymerror: {plus: -0.0001, minus: -0.0013}} + - {label: 'JetScalePileup3', asymerror: {plus: -0.0017, minus: 0.0001}} + - {label: 'JetScalePileup4', asymerror: {plus: -0.0030, minus: 0.0026}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: -0.0008, minus: -0.0007}} + - {label: 'JetScaleFlav2', asymerror: {plus: 0.0038, minus: -0.0041}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.0001, minus: 0.0001}} + - {label: 'JetScalepunchT', asymerror: {plus: -0.000003, minus: 0.0001}} + - {label: 'JetResolution10', symerror: -0.0094} + - {label: 'JetSFBeff', asymerror: {plus: 0.0037, minus: -0.0041}} + - {label: 'JetSFCeff', asymerror: {plus: 0.0013, minus: -0.0024}} + - {label: 'JetSFLmistag', asymerror: {plus: -0.0008, minus: -0.0009}} + - {label: 'JetSFHighPt', asymerror: {plus: 0.0003, minus: 0.0002}} + - {label: 'JetJVFcut', asymerror: {plus: 0.0018, minus: 0.0023}} + - {label: 'ElScaleR12', asymerror: {plus: -0.0013, minus: 0.0011}} + - {label: 'ElScaleZee', asymerror: {plus: -0.0007, minus: -0.0005}} + - {label: 'ElScalePS', asymerror: {plus: 0.0001, minus: -0.0013}} + - {label: 'ElResolution', symerror: -0.0002} + - {label: 'ElSFReco', asymerror: {plus: -0.0014, minus: 0.00005}} + - {label: 'ElSFId', asymerror: {plus: -0.0022, minus: 0.0017}} + - {label: 'ElSFTrigger', asymerror: {plus: -0.0006, minus: -0.0004}} + - {label: 'ElSFIso', asymerror: {plus: -0.0008, minus: -0.0006}} + - {label: 'ElSFChargeMisID', asymerror: {plus: 0.00004, minus: 0.0001}} + - {label: 'METScale', asymerror: {plus: 0.0085, minus: -0.0097}} + - {label: 'METResLong', symerror: 0.0066} + - {label: 'METResTrans', symerror: 0.0069} + - {label: 'PileupWeight', asymerror: {plus: -0.0020, minus: 0.0004}} + - {label: 'QCDlowRange', asymerror: {plus: 0.0008, minus: -0.0008}} + - {label: 'QCDhighRange', asymerror: {plus: 0.0004, minus: 0.0003}} + - {label: 'QCDvarIso', symerror: 0.0028} + - {label: 'QCDvarElID', symerror: 0.0008} + - {label: 'QCDfitUncert', symerror: 0.0020} + - {label: 'QCDotherGen', symerror: -0.0060} + - {label: 'QCDfitRebin', symerror: 0.0001} + - {label: 'XsecZ', asymerror: {plus: -0.0001, minus: 0.0001}} + - {label: 'XsecTop', asymerror: {plus: -0.0021, minus: 0.0022}} + - {label: 'XsecDibos', asymerror: {plus: -0.0003, minus: 0.0003}} + - {label: 'BkgTtbarNorm', symerror: 0.0025} + - {label: 'BkgMCstat', symerror: 0.0029} + - {label: 'WHFmodel', symerror: 0.0098} + - {label: 'LumiUncert', asymerror: {plus: -0.0008, minus: 0.0008}} + - {label: 'UnfoldMCstat', symerror: 0.0084} + - {label: 'UnfoldOtherGen', symerror: -0.0095} + - {label: 'UnfoldReweight', symerror: -0.0011} + value: 1.5074 + - errors: + - {label: 'Stat', symerror: 0.0092} + - {label: 'JetScaleEff1', asymerror: {plus: -0.0053, minus: 0.0029}} + - {label: 'JetScaleEff2', asymerror: {plus: -0.0030, minus: -0.0005}} + - {label: 'JetScaleEff3', asymerror: {plus: 0.0007, minus: -0.0044}} + - {label: 'JetScaleEff4', asymerror: {plus: -0.0009, minus: -0.0005}} + - {label: 'JetScaleEff5', asymerror: {plus: -0.0077, minus: -0.0085}} + - {label: 'JetScaleEff6', asymerror: {plus: -0.0007, minus: -0.0006}} + - {label: 'JetScaleEta1', asymerror: {plus: 0.0003, minus: -0.0011}} + - {label: 'JetScaleEta2', asymerror: {plus: -0.0014, minus: -0.0011}} + - {label: 'JetScaleHighPt', asymerror: {plus: 0.0003, minus: 0.0004}} + - {label: 'JetScaleMC', asymerror: {plus: 0.0005, minus: 0.0004}} + - {label: 'JetScalePileup1', asymerror: {plus: -0.0007, minus: -0.0002}} + - {label: 'JetScalePileup2', asymerror: {plus: -0.0001, minus: -0.0014}} + - {label: 'JetScalePileup3', asymerror: {plus: -0.0006, minus: 0.0002}} + - {label: 'JetScalePileup4', asymerror: {plus: -0.0016, minus: 0.0006}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: -0.0021, minus: 0.0008}} + - {label: 'JetScaleFlav2', asymerror: {plus: 0.0040, minus: -0.0034}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.0001, minus: 0.0001}} + - {label: 'JetScalepunchT', asymerror: {plus: -0.000003, minus: 0.0001}} + - {label: 'JetResolution10', symerror: -0.0058} + - {label: 'JetSFBeff', asymerror: {plus: 0.0051, minus: -0.0060}} + - {label: 'JetSFCeff', asymerror: {plus: 0.0014, minus: -0.0024}} + - {label: 'JetSFLmistag', asymerror: {plus: -0.0008, minus: -0.0009}} + - {label: 'JetSFHighPt', asymerror: {plus: 0.0003, minus: 0.0002}} + - {label: 'JetJVFcut', asymerror: {plus: 0.0046, minus: 0.0024}} + - {label: 'ElScaleR12', asymerror: {plus: -0.0013, minus: 0.0012}} + - {label: 'ElScaleZee', asymerror: {plus: -0.0009, minus: 0.0011}} + - {label: 'ElScalePS', asymerror: {plus: 0.0001, minus: -0.0014}} + - {label: 'ElResolution', symerror: -0.0002} + - {label: 'ElSFReco', asymerror: {plus: -0.0018, minus: 0.0005}} + - {label: 'ElSFId', asymerror: {plus: -0.0028, minus: 0.0025}} + - {label: 'ElSFTrigger', asymerror: {plus: -0.0018, minus: 0.0005}} + - {label: 'ElSFIso', asymerror: {plus: -0.0008, minus: -0.0006}} + - {label: 'ElSFChargeMisID', asymerror: {plus: 0.00005, minus: 0.0001}} + - {label: 'METScale', asymerror: {plus: 0.0103, minus: -0.0099}} + - {label: 'METResLong', symerror: 0.0098} + - {label: 'METResTrans', symerror: 0.0109} + - {label: 'PileupWeight', asymerror: {plus: -0.0021, minus: 0.0004}} + - {label: 'QCDlowRange', asymerror: {plus: 0.0008, minus: -0.0009}} + - {label: 'QCDhighRange', asymerror: {plus: 0.0004, minus: 0.0003}} + - {label: 'QCDvarIso', symerror: 0.0022} + - {label: 'QCDvarElID', symerror: 0.0009} + - {label: 'QCDfitUncert', symerror: 0.0021} + - {label: 'QCDotherGen', symerror: -0.0059} + - {label: 'QCDfitRebin', symerror: 0.0002} + - {label: 'XsecZ', asymerror: {plus: -0.0003, minus: 0.0003}} + - {label: 'XsecTop', asymerror: {plus: -0.0029, minus: 0.0030}} + - {label: 'XsecDibos', asymerror: {plus: -0.0004, minus: 0.0004}} + - {label: 'BkgTtbarNorm', symerror: 0.0033} + - {label: 'BkgMCstat', symerror: 0.0040} + - {label: 'WHFmodel', symerror: 0.0119} + - {label: 'LumiUncert', asymerror: {plus: -0.0010, minus: 0.0011}} + - {label: 'UnfoldMCstat', symerror: 0.0115} + - {label: 'UnfoldOtherGen', symerror: 0.0069} + - {label: 'UnfoldReweight', symerror: -0.0011} + value: 1.5605 + - errors: + - {label: 'Stat', symerror: 0.0124} + - {label: 'JetScaleEff1', asymerror: {plus: -0.0053, minus: 0.0039}} + - {label: 'JetScaleEff2', asymerror: {plus: -0.0022, minus: 0.0032}} + - {label: 'JetScaleEff3', asymerror: {plus: 0.0005, minus: -0.0004}} + - {label: 'JetScaleEff4', asymerror: {plus: -0.0010, minus: -0.0005}} + - {label: 'JetScaleEff5', asymerror: {plus: -0.0079, minus: -0.0086}} + - {label: 'JetScaleEff6', asymerror: {plus: -0.0007, minus: -0.0006}} + - {label: 'JetScaleEta1', asymerror: {plus: -0.0011, minus: 0.0006}} + - {label: 'JetScaleEta2', asymerror: {plus: 0.0001, minus: 0.0015}} + - {label: 'JetScaleHighPt', asymerror: {plus: 0.0003, minus: 0.0004}} + - {label: 'JetScaleMC', asymerror: {plus: 0.0006, minus: 0.0004}} + - {label: 'JetScalePileup1', asymerror: {plus: -0.0007, minus: -0.0002}} + - {label: 'JetScalePileup2', asymerror: {plus: -0.0001, minus: -0.0014}} + - {label: 'JetScalePileup3', asymerror: {plus: -0.0006, minus: 0.0002}} + - {label: 'JetScalePileup4', asymerror: {plus: 0.0025, minus: 0.0019}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: -0.0022, minus: 0.0008}} + - {label: 'JetScaleFlav2', asymerror: {plus: 0.0070, minus: -0.0034}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.0001, minus: 0.0001}} + - {label: 'JetScalepunchT', asymerror: {plus: -0.000003, minus: 0.0001}} + - {label: 'JetResolution10', symerror: -0.0013} + - {label: 'JetSFBeff', asymerror: {plus: 0.0067, minus: -0.0077}} + - {label: 'JetSFCeff', asymerror: {plus: 0.0014, minus: -0.0025}} + - {label: 'JetSFLmistag', asymerror: {plus: -0.0008, minus: -0.0009}} + - {label: 'JetSFHighPt', asymerror: {plus: 0.0003, minus: 0.0002}} + - {label: 'JetJVFcut', asymerror: {plus: 0.0051, minus: 0.0050}} + - {label: 'ElScaleR12', asymerror: {plus: -0.0013, minus: 0.0012}} + - {label: 'ElScaleZee', asymerror: {plus: -0.0009, minus: 0.0012}} + - {label: 'ElScalePS', asymerror: {plus: 0.0001, minus: -0.0014}} + - {label: 'ElResolution', symerror: -0.0002} + - {label: 'ElSFReco', asymerror: {plus: -0.0018, minus: 0.0005}} + - {label: 'ElSFId', asymerror: {plus: -0.0022, minus: 0.0043}} + - {label: 'ElSFTrigger', asymerror: {plus: -0.0013, minus: 0.0006}} + - {label: 'ElSFIso', asymerror: {plus: -0.0009, minus: -0.0006}} + - {label: 'ElSFChargeMisID', asymerror: {plus: 0.00005, minus: 0.0001}} + - {label: 'METScale', asymerror: {plus: 0.0123, minus: -0.0097}} + - {label: 'METResLong', symerror: 0.0109} + - {label: 'METResTrans', symerror: 0.0095} + - {label: 'PileupWeight', asymerror: {plus: -0.0021, minus: 0.0004}} + - {label: 'QCDlowRange', asymerror: {plus: 0.0008, minus: -0.0011}} + - {label: 'QCDhighRange', asymerror: {plus: 0.0004, minus: 0.0003}} + - {label: 'QCDvarIso', symerror: 0.0045} + - {label: 'QCDvarElID', symerror: 0.0009} + - {label: 'QCDfitUncert', symerror: 0.0021} + - {label: 'QCDotherGen', symerror: -0.0060} + - {label: 'QCDfitRebin', symerror: 0.0001} + - {label: 'XsecZ', asymerror: {plus: -0.0005, minus: 0.0005}} + - {label: 'XsecTop', asymerror: {plus: -0.0037, minus: 0.0038}} + - {label: 'XsecDibos', asymerror: {plus: -0.0004, minus: 0.0004}} + - {label: 'BkgTtbarNorm', symerror: 0.0041} + - {label: 'BkgMCstat', symerror: 0.0053} + - {label: 'WHFmodel', symerror: 0.0111} + - {label: 'LumiUncert', asymerror: {plus: -0.0013, minus: 0.0015}} + - {label: 'UnfoldMCstat', symerror: 0.0158} + - {label: 'UnfoldOtherGen', symerror: -0.0336} + - {label: 'UnfoldReweight', symerror: -0.0011} + value: 1.5934 + - errors: + - {label: 'Stat', symerror: 0.0168} + - {label: 'JetScaleEff1', asymerror: {plus: -0.0010, minus: 0.0074}} + - {label: 'JetScaleEff2', asymerror: {plus: 0.0006, minus: 0.0040}} + - {label: 'JetScaleEff3', asymerror: {plus: 0.0042, minus: 0.0003}} + - {label: 'JetScaleEff4', asymerror: {plus: -0.0010, minus: -0.0005}} + - {label: 'JetScaleEff5', asymerror: {plus: -0.0082, minus: -0.0090}} + - {label: 'JetScaleEff6', asymerror: {plus: -0.0007, minus: -0.0006}} + - {label: 'JetScaleEta1', asymerror: {plus: -0.0014, minus: 0.0026}} + - {label: 'JetScaleEta2', asymerror: {plus: 0.0001, minus: 0.0016}} + - {label: 'JetScaleHighPt', asymerror: {plus: 0.0004, minus: 0.0004}} + - {label: 'JetScaleMC', asymerror: {plus: 0.0006, minus: 0.0005}} + - {label: 'JetScalePileup1', asymerror: {plus: -0.0007, minus: -0.0002}} + - {label: 'JetScalePileup2', asymerror: {plus: -0.0001, minus: -0.0015}} + - {label: 'JetScalePileup3', asymerror: {plus: -0.0006, minus: 0.0002}} + - {label: 'JetScalePileup4', asymerror: {plus: -0.0015, minus: -0.0007}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: -0.0023, minus: 0.0008}} + - {label: 'JetScaleFlav2', asymerror: {plus: 0.0073, minus: -0.0021}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.0001, minus: 0.0001}} + - {label: 'JetScalepunchT', asymerror: {plus: -0.000003, minus: 0.0001}} + - {label: 'JetResolution10', symerror: -0.0056} + - {label: 'JetSFBeff', asymerror: {plus: 0.0085, minus: -0.0093}} + - {label: 'JetSFCeff', asymerror: {plus: 0.0015, minus: -0.0026}} + - {label: 'JetSFLmistag', asymerror: {plus: -0.0008, minus: -0.0010}} + - {label: 'JetSFHighPt', asymerror: {plus: 0.0003, minus: 0.0002}} + - {label: 'JetJVFcut', asymerror: {plus: 0.0053, minus: 0.0052}} + - {label: 'ElScaleR12', asymerror: {plus: -0.0014, minus: 0.0012}} + - {label: 'ElScaleZee', asymerror: {plus: -0.0010, minus: 0.0012}} + - {label: 'ElScalePS', asymerror: {plus: 0.0001, minus: -0.0014}} + - {label: 'ElResolution', symerror: -0.0002} + - {label: 'ElSFReco', asymerror: {plus: -0.0019, minus: 0.0005}} + - {label: 'ElSFId', asymerror: {plus: -0.0024, minus: 0.0042}} + - {label: 'ElSFTrigger', asymerror: {plus: -0.0013, minus: 0.0006}} + - {label: 'ElSFIso', asymerror: {plus: -0.0009, minus: -0.0006}} + - {label: 'ElSFChargeMisID', asymerror: {plus: 0.00005, minus: 0.0002}} + - {label: 'METScale', asymerror: {plus: 0.0062, minus: -0.0076}} + - {label: 'METResLong', symerror: 0.0099} + - {label: 'METResTrans', symerror: 0.0120} + - {label: 'PileupWeight', asymerror: {plus: -0.0022, minus: 0.0004}} + - {label: 'QCDlowRange', asymerror: {plus: 0.0007, minus: -0.0009}} + - {label: 'QCDhighRange', asymerror: {plus: 0.0005, minus: 0.0003}} + - {label: 'QCDvarIso', symerror: 0.0046} + - {label: 'QCDvarElID', symerror: 0.0009} + - {label: 'QCDfitUncert', symerror: 0.0024} + - {label: 'QCDotherGen', symerror: -0.0059} + - {label: 'QCDfitRebin', symerror: 0.0002} + - {label: 'XsecZ', asymerror: {plus: -0.0004, minus: 0.0004}} + - {label: 'XsecTop', asymerror: {plus: -0.0045, minus: 0.0046}} + - {label: 'XsecDibos', asymerror: {plus: -0.0005, minus: 0.0005}} + - {label: 'BkgTtbarNorm', symerror: 0.0050} + - {label: 'BkgMCstat', symerror: 0.0075} + - {label: 'WHFmodel', symerror: 0.0032} + - {label: 'LumiUncert', asymerror: {plus: -0.0015, minus: 0.0017}} + - {label: 'UnfoldMCstat', symerror: 0.0192} + - {label: 'UnfoldOtherGen', symerror: -0.0003} + - {label: 'UnfoldReweight', symerror: -0.0012} + value: 1.6587 + - errors: + - {label: 'Stat', symerror: 0.0290} + - {label: 'JetScaleEff1', asymerror: {plus: -0.0059, minus: 0.0060}} + - {label: 'JetScaleEff2', asymerror: {plus: -0.0023, minus: 0.00001}} + - {label: 'JetScaleEff3', asymerror: {plus: 0.0044, minus: 0.0003}} + - {label: 'JetScaleEff4', asymerror: {plus: -0.0010, minus: -0.0005}} + - {label: 'JetScaleEff5', asymerror: {plus: -0.0086, minus: -0.0094}} + - {label: 'JetScaleEff6', asymerror: {plus: -0.0008, minus: -0.0007}} + - {label: 'JetScaleEta1', asymerror: {plus: -0.0014, minus: 0.0027}} + - {label: 'JetScaleEta2', asymerror: {plus: 0.0001, minus: 0.0017}} + - {label: 'JetScaleHighPt', asymerror: {plus: 0.0004, minus: 0.0004}} + - {label: 'JetScaleMC', asymerror: {plus: 0.0006, minus: 0.0005}} + - {label: 'JetScalePileup1', asymerror: {plus: -0.0007, minus: -0.0002}} + - {label: 'JetScalePileup2', asymerror: {plus: -0.0001, minus: -0.0015}} + - {label: 'JetScalePileup3', asymerror: {plus: -0.0007, minus: 0.0002}} + - {label: 'JetScalePileup4', asymerror: {plus: -0.0028, minus: 0.0029}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: -0.0024, minus: 0.0008}} + - {label: 'JetScaleFlav2', asymerror: {plus: 0.0047, minus: -0.0044}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.0001, minus: 0.0001}} + - {label: 'JetScalepunchT', asymerror: {plus: -0.000003, minus: 0.0001}} + - {label: 'JetResolution10', symerror: -0.0046} + - {label: 'JetSFBeff', asymerror: {plus: 0.0095, minus: -0.0124}} + - {label: 'JetSFCeff', asymerror: {plus: 0.0015, minus: -0.0027}} + - {label: 'JetSFLmistag', asymerror: {plus: -0.0009, minus: -0.0010}} + - {label: 'JetSFHighPt', asymerror: {plus: 0.0003, minus: 0.0002}} + - {label: 'JetJVFcut', asymerror: {plus: 0.0055, minus: 0.0055}} + - {label: 'ElScaleR12', asymerror: {plus: -0.0015, minus: 0.0013}} + - {label: 'ElScaleZee', asymerror: {plus: -0.0010, minus: 0.0013}} + - {label: 'ElScalePS', asymerror: {plus: 0.0001, minus: -0.0015}} + - {label: 'ElResolution', symerror: -0.0002} + - {label: 'ElSFReco', asymerror: {plus: -0.0020, minus: 0.0006}} + - {label: 'ElSFId', asymerror: {plus: -0.0015, minus: 0.0030}} + - {label: 'ElSFTrigger', asymerror: {plus: -0.0014, minus: 0.0007}} + - {label: 'ElSFIso', asymerror: {plus: -0.0009, minus: -0.0007}} + - {label: 'ElSFChargeMisID', asymerror: {plus: 0.0001, minus: 0.0002}} + - {label: 'METScale', asymerror: {plus: 0.0065, minus: -0.0079}} + - {label: 'METResLong', symerror: 0.0104} + - {label: 'METResTrans', symerror: 0.0125} + - {label: 'PileupWeight', asymerror: {plus: -0.0023, minus: 0.0004}} + - {label: 'QCDlowRange', asymerror: {plus: 0.0006, minus: -0.0002}} + - {label: 'QCDhighRange', asymerror: {plus: 0.0009, minus: -0.0001}} + - {label: 'QCDvarIso', symerror: 0.0049} + - {label: 'QCDvarElID', symerror: 0.0010} + - {label: 'QCDfitUncert', symerror: 0.0032} + - {label: 'QCDotherGen', symerror: -0.0054} + - {label: 'QCDfitRebin', symerror: 0.00003} + - {label: 'XsecZ', asymerror: {plus: -0.0007, minus: 0.0007}} + - {label: 'XsecTop', asymerror: {plus: -0.0055, minus: 0.0059}} + - {label: 'XsecDibos', asymerror: {plus: -0.0006, minus: 0.0006}} + - {label: 'BkgTtbarNorm', symerror: 0.0064} + - {label: 'BkgMCstat', symerror: 0.0130} + - {label: 'WHFmodel', symerror: 0.0136} + - {label: 'LumiUncert', asymerror: {plus: -0.0016, minus: 0.0017}} + - {label: 'UnfoldMCstat', symerror: 0.0308} + - {label: 'UnfoldOtherGen', symerror: 0.0119} + - {label: 'UnfoldReweight', symerror: -0.0012} + value: 1.7342 + - errors: + - {label: 'Stat', symerror: 0.0459} + - {label: 'JetScaleEff1', asymerror: {plus: -0.0062, minus: -0.0051}} + - {label: 'JetScaleEff2', asymerror: {plus: -0.0024, minus: 0.00001}} + - {label: 'JetScaleEff3', asymerror: {plus: 0.0046, minus: 0.0003}} + - {label: 'JetScaleEff4', asymerror: {plus: -0.0011, minus: -0.0006}} + - {label: 'JetScaleEff5', asymerror: {plus: -0.0090, minus: -0.0098}} + - {label: 'JetScaleEff6', asymerror: {plus: -0.0008, minus: -0.0007}} + - {label: 'JetScaleEta1', asymerror: {plus: -0.0015, minus: 0.0029}} + - {label: 'JetScaleEta2', asymerror: {plus: 0.0001, minus: 0.0018}} + - {label: 'JetScaleHighPt', asymerror: {plus: 0.0004, minus: 0.0004}} + - {label: 'JetScaleMC', asymerror: {plus: 0.0006, minus: 0.0005}} + - {label: 'JetScalePileup1', asymerror: {plus: -0.0008, minus: -0.0002}} + - {label: 'JetScalePileup2', asymerror: {plus: -0.0001, minus: -0.0016}} + - {label: 'JetScalePileup3', asymerror: {plus: -0.0007, minus: 0.0002}} + - {label: 'JetScalePileup4', asymerror: {plus: -0.0029, minus: 0.0030}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: -0.0025, minus: 0.0009}} + - {label: 'JetScaleFlav2', asymerror: {plus: 0.0044, minus: -0.0078}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.0001, minus: 0.0001}} + - {label: 'JetScalepunchT', asymerror: {plus: -0.000003, minus: 0.0001}} + - {label: 'JetResolution10', symerror: -0.0048} + - {label: 'JetSFBeff', asymerror: {plus: 0.0099, minus: -0.0130}} + - {label: 'JetSFCeff', asymerror: {plus: 0.0016, minus: -0.0028}} + - {label: 'JetSFLmistag', asymerror: {plus: -0.0009, minus: -0.0011}} + - {label: 'JetSFHighPt', asymerror: {plus: 0.0003, minus: 0.0003}} + - {label: 'JetJVFcut', asymerror: {plus: 0.0058, minus: 0.0057}} + - {label: 'ElScaleR12', asymerror: {plus: -0.0015, minus: 0.0014}} + - {label: 'ElScaleZee', asymerror: {plus: -0.0011, minus: 0.0013}} + - {label: 'ElScalePS', asymerror: {plus: 0.0001, minus: -0.0016}} + - {label: 'ElResolution', symerror: -0.0002} + - {label: 'ElSFReco', asymerror: {plus: -0.0021, minus: 0.0006}} + - {label: 'ElSFId', asymerror: {plus: -0.0016, minus: 0.0031}} + - {label: 'ElSFTrigger', asymerror: {plus: -0.0014, minus: 0.0007}} + - {label: 'ElSFIso', asymerror: {plus: -0.0010, minus: -0.0007}} + - {label: 'ElSFChargeMisID', asymerror: {plus: 0.0001, minus: 0.0002}} + - {label: 'METScale', asymerror: {plus: 0.0068, minus: -0.0083}} + - {label: 'METResLong', symerror: 0.0108} + - {label: 'METResTrans', symerror: 0.0131} + - {label: 'PileupWeight', asymerror: {plus: -0.0024, minus: 0.0005}} + - {label: 'QCDlowRange', asymerror: {plus: 0.0008, minus: -0.0016}} + - {label: 'QCDhighRange', asymerror: {plus: 0.0004, minus: 0.0003}} + - {label: 'QCDvarIso', symerror: 0.0051} + - {label: 'QCDvarElID', symerror: 0.0010} + - {label: 'QCDfitUncert', symerror: 0.0030} + - {label: 'QCDotherGen', symerror: -0.0067} + - {label: 'QCDfitRebin', symerror: 0.0003} + - {label: 'XsecZ', asymerror: {plus: -0.0002, minus: 0.0002}} + - {label: 'XsecTop', asymerror: {plus: -0.0061, minus: 0.0063}} + - {label: 'XsecDibos', asymerror: {plus: -0.0009, minus: 0.0009}} + - {label: 'BkgTtbarNorm', symerror: 0.0064} + - {label: 'BkgMCstat', symerror: 0.0187} + - {label: 'WHFmodel', symerror: 0.0155} + - {label: 'LumiUncert', asymerror: {plus: -0.0021, minus: 0.0023}} + - {label: 'UnfoldMCstat', symerror: 0.0494} + - {label: 'UnfoldOtherGen', symerror: 0.0124} + - {label: 'UnfoldReweight', symerror: -0.0013} + value: 1.8136 + - errors: + - {label: 'Stat', symerror: 0.0714} + - {label: 'JetScaleEff1', asymerror: {plus: -0.0153, minus: 0.0027}} + - {label: 'JetScaleEff2', asymerror: {plus: -0.0357, minus: -0.0163}} + - {label: 'JetScaleEff3', asymerror: {plus: 0.0049, minus: 0.0004}} + - {label: 'JetScaleEff4', asymerror: {plus: -0.0012, minus: -0.0006}} + - {label: 'JetScaleEff5', asymerror: {plus: -0.0096, minus: -0.0105}} + - {label: 'JetScaleEff6', asymerror: {plus: -0.0009, minus: -0.0007}} + - {label: 'JetScaleEta1', asymerror: {plus: -0.0016, minus: 0.0030}} + - {label: 'JetScaleEta2', asymerror: {plus: 0.0001, minus: 0.0019}} + - {label: 'JetScaleHighPt', asymerror: {plus: 0.0004, minus: 0.0005}} + - {label: 'JetScaleMC', asymerror: {plus: 0.0007, minus: 0.0005}} + - {label: 'JetScalePileup1', asymerror: {plus: -0.0008, minus: -0.0003}} + - {label: 'JetScalePileup2', asymerror: {plus: -0.0001, minus: -0.0017}} + - {label: 'JetScalePileup3', asymerror: {plus: -0.0008, minus: 0.0002}} + - {label: 'JetScalePileup4', asymerror: {plus: -0.0031, minus: 0.0032}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: -0.0026, minus: 0.0009}} + - {label: 'JetScaleFlav2', asymerror: {plus: 0.0047, minus: -0.0084}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.0002, minus: 0.0001}} + - {label: 'JetScalepunchT', asymerror: {plus: -0.000004, minus: 0.0001}} + - {label: 'JetResolution10', symerror: -0.0051} + - {label: 'JetSFBeff', asymerror: {plus: 0.0106, minus: -0.0138}} + - {label: 'JetSFCeff', asymerror: {plus: 0.0017, minus: -0.0030}} + - {label: 'JetSFLmistag', asymerror: {plus: -0.0010, minus: -0.0011}} + - {label: 'JetSFHighPt', asymerror: {plus: 0.0004, minus: 0.0003}} + - {label: 'JetJVFcut', asymerror: {plus: 0.0061, minus: 0.0061}} + - {label: 'ElScaleR12', asymerror: {plus: -0.0016, minus: 0.0014}} + - {label: 'ElScaleZee', asymerror: {plus: -0.0011, minus: 0.0014}} + - {label: 'ElScalePS', asymerror: {plus: 0.0001, minus: -0.0017}} + - {label: 'ElResolution', symerror: -0.0003} + - {label: 'ElSFReco', asymerror: {plus: -0.0022, minus: 0.0006}} + - {label: 'ElSFId', asymerror: {plus: -0.0017, minus: 0.0033}} + - {label: 'ElSFTrigger', asymerror: {plus: -0.0015, minus: 0.0008}} + - {label: 'ElSFIso', asymerror: {plus: -0.0010, minus: -0.0008}} + - {label: 'ElSFChargeMisID', asymerror: {plus: 0.0001, minus: 0.0002}} + - {label: 'METScale', asymerror: {plus: 0.0072, minus: -0.0089}} + - {label: 'METResLong', symerror: 0.0116} + - {label: 'METResTrans', symerror: 0.0140} + - {label: 'PileupWeight', asymerror: {plus: -0.0026, minus: 0.0005}} + - {label: 'QCDlowRange', asymerror: {plus: 0.0007, minus: 0.00004}} + - {label: 'QCDhighRange', asymerror: {plus: 0.0006, minus: 0.0001}} + - {label: 'QCDvarIso', symerror: 0.0054} + - {label: 'QCDvarElID', symerror: 0.0011} + - {label: 'QCDfitUncert', symerror: 0.0026} + - {label: 'QCDotherGen', symerror: -0.0052} + - {label: 'QCDfitRebin', symerror: 0.0001} + - {label: 'XsecZ', asymerror: {plus: -0.0015, minus: 0.0015}} + - {label: 'XsecTop', asymerror: {plus: -0.0076, minus: 0.0076}} + - {label: 'XsecDibos', asymerror: {plus: -0.0009, minus: 0.0009}} + - {label: 'BkgTtbarNorm', symerror: 0.0070} + - {label: 'BkgMCstat', symerror: 0.0305} + - {label: 'WHFmodel', symerror: 0.0225} + - {label: 'LumiUncert', asymerror: {plus: -0.0028, minus: 0.0030}} + - {label: 'UnfoldMCstat', symerror: 0.0749} + - {label: 'UnfoldOtherGen', symerror: 0.0132} + - {label: 'UnfoldReweight', symerror: -0.0014} + value: 1.9338 + - errors: + - {label: 'Stat', symerror: 0.1015} + - {label: 'JetScaleEff1', asymerror: {plus: -0.0159, minus: 0.0028}} + - {label: 'JetScaleEff2', asymerror: {plus: -0.0068, minus: 0.0443}} + - {label: 'JetScaleEff3', asymerror: {plus: 0.0051, minus: 0.0004}} + - {label: 'JetScaleEff4', asymerror: {plus: -0.0012, minus: -0.0006}} + - {label: 'JetScaleEff5', asymerror: {plus: -0.0099, minus: -0.0109}} + - {label: 'JetScaleEff6', asymerror: {plus: -0.0009, minus: -0.0008}} + - {label: 'JetScaleEta1', asymerror: {plus: -0.0016, minus: 0.0032}} + - {label: 'JetScaleEta2', asymerror: {plus: 0.0001, minus: 0.0020}} + - {label: 'JetScaleHighPt', asymerror: {plus: 0.0004, minus: 0.0005}} + - {label: 'JetScaleMC', asymerror: {plus: 0.0007, minus: 0.0006}} + - {label: 'JetScalePileup1', asymerror: {plus: -0.0008, minus: -0.0003}} + - {label: 'JetScalePileup2', asymerror: {plus: -0.0001, minus: -0.0018}} + - {label: 'JetScalePileup3', asymerror: {plus: -0.0008, minus: 0.0002}} + - {label: 'JetScalePileup4', asymerror: {plus: -0.0032, minus: 0.0034}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: -0.0027, minus: 0.0010}} + - {label: 'JetScaleFlav2', asymerror: {plus: 0.0049, minus: -0.0087}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.0002, minus: 0.0001}} + - {label: 'JetScalepunchT', asymerror: {plus: -0.000004, minus: 0.0001}} + - {label: 'JetResolution10', symerror: -0.0053} + - {label: 'JetSFBeff', asymerror: {plus: 0.0110, minus: -0.0143}} + - {label: 'JetSFCeff', asymerror: {plus: 0.0018, minus: -0.0031}} + - {label: 'JetSFLmistag', asymerror: {plus: -0.0010, minus: -0.0012}} + - {label: 'JetSFHighPt', asymerror: {plus: 0.0004, minus: 0.0003}} + - {label: 'JetJVFcut', asymerror: {plus: 0.0064, minus: 0.0063}} + - {label: 'ElScaleR12', asymerror: {plus: -0.0017, minus: 0.0015}} + - {label: 'ElScaleZee', asymerror: {plus: -0.0012, minus: 0.0015}} + - {label: 'ElScalePS', asymerror: {plus: 0.0001, minus: -0.0017}} + - {label: 'ElResolution', symerror: -0.0003} + - {label: 'ElSFReco', asymerror: {plus: -0.0023, minus: 0.0006}} + - {label: 'ElSFId', asymerror: {plus: -0.0018, minus: 0.0034}} + - {label: 'ElSFTrigger', asymerror: {plus: -0.0016, minus: 0.0008}} + - {label: 'ElSFIso', asymerror: {plus: -0.0011, minus: -0.0008}} + - {label: 'ElSFChargeMisID', asymerror: {plus: 0.0001, minus: 0.0002}} + - {label: 'METScale', asymerror: {plus: 0.0075, minus: -0.0092}} + - {label: 'METResLong', symerror: 0.0120} + - {label: 'METResTrans', symerror: 0.0145} + - {label: 'PileupWeight', asymerror: {plus: -0.0027, minus: 0.0005}} + - {label: 'QCDlowRange', asymerror: {plus: 0.0009, minus: -0.0007}} + - {label: 'QCDhighRange', asymerror: {plus: 0.0005, minus: 0.0001}} + - {label: 'QCDvarIso', symerror: 0.0056} + - {label: 'QCDvarElID', symerror: 0.0011} + - {label: 'QCDfitUncert', symerror: 0.0018} + - {label: 'QCDotherGen', symerror: -0.0062} + - {label: 'QCDfitRebin', symerror: 0.00005} + - {label: 'XsecZ', asymerror: {plus: 0.0003, minus: -0.0003}} + - {label: 'XsecTop', asymerror: {plus: -0.0070, minus: 0.0072}} + - {label: 'XsecDibos', asymerror: {plus: -0.0009, minus: 0.0009}} + - {label: 'BkgTtbarNorm', symerror: 0.0075} + - {label: 'BkgMCstat', symerror: 0.0397} + - {label: 'WHFmodel', symerror: 0.0425} + - {label: 'LumiUncert', asymerror: {plus: -0.0013, minus: 0.0014}} + - {label: 'UnfoldMCstat', symerror: 0.1134} + - {label: 'UnfoldOtherGen', symerror: -0.2401} + - {label: 'UnfoldReweight', symerror: -0.0014} + value: 2.0064 + - errors: + - {label: 'Stat', symerror: 0.1434} + - {label: 'JetScaleEff1', asymerror: {plus: -0.0165, minus: 0.0029}} + - {label: 'JetScaleEff2', asymerror: {plus: -0.0070, minus: 0.0461}} + - {label: 'JetScaleEff3', asymerror: {plus: 0.0053, minus: 0.0004}} + - {label: 'JetScaleEff4', asymerror: {plus: -0.0013, minus: -0.0007}} + - {label: 'JetScaleEff5', asymerror: {plus: -0.0103, minus: -0.0113}} + - {label: 'JetScaleEff6', asymerror: {plus: -0.0009, minus: -0.0008}} + - {label: 'JetScaleEta1', asymerror: {plus: -0.0017, minus: 0.0033}} + - {label: 'JetScaleEta2', asymerror: {plus: 0.0001, minus: 0.0020}} + - {label: 'JetScaleHighPt', asymerror: {plus: 0.0004, minus: 0.0005}} + - {label: 'JetScaleMC', asymerror: {plus: 0.0007, minus: 0.0006}} + - {label: 'JetScalePileup1', asymerror: {plus: -0.0009, minus: -0.0003}} + - {label: 'JetScalePileup2', asymerror: {plus: -0.0001, minus: -0.0019}} + - {label: 'JetScalePileup3', asymerror: {plus: -0.0008, minus: 0.0002}} + - {label: 'JetScalePileup4', asymerror: {plus: -0.0033, minus: 0.0035}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: -0.0028, minus: 0.0010}} + - {label: 'JetScaleFlav2', asymerror: {plus: 0.0051, minus: -0.0090}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.0002, minus: 0.0002}} + - {label: 'JetScalepunchT', asymerror: {plus: -0.000004, minus: 0.0001}} + - {label: 'JetResolution10', symerror: -0.0055} + - {label: 'JetSFBeff', asymerror: {plus: 0.0114, minus: -0.0149}} + - {label: 'JetSFCeff', asymerror: {plus: 0.0019, minus: -0.0033}} + - {label: 'JetSFLmistag', asymerror: {plus: -0.0010, minus: -0.0012}} + - {label: 'JetSFHighPt', asymerror: {plus: 0.0004, minus: 0.0003}} + - {label: 'JetJVFcut', asymerror: {plus: 0.0066, minus: 0.0066}} + - {label: 'ElScaleR12', asymerror: {plus: -0.0018, minus: 0.0016}} + - {label: 'ElScaleZee', asymerror: {plus: -0.0012, minus: 0.0015}} + - {label: 'ElScalePS', asymerror: {plus: 0.0001, minus: -0.0018}} + - {label: 'ElResolution', symerror: -0.0003} + - {label: 'ElSFReco', asymerror: {plus: -0.0024, minus: 0.0007}} + - {label: 'ElSFId', asymerror: {plus: -0.0019, minus: 0.0036}} + - {label: 'ElSFTrigger', asymerror: {plus: -0.0017, minus: 0.0008}} + - {label: 'ElSFIso', asymerror: {plus: -0.0011, minus: -0.0008}} + - {label: 'ElSFChargeMisID', asymerror: {plus: 0.0001, minus: 0.0002}} + - {label: 'METScale', asymerror: {plus: 0.0078, minus: -0.0096}} + - {label: 'METResLong', symerror: 0.0125} + - {label: 'METResTrans', symerror: 0.0151} + - {label: 'PileupWeight', asymerror: {plus: -0.0028, minus: 0.0005}} + - {label: 'QCDlowRange', asymerror: {plus: 0.0028, minus: -0.0026}} + - {label: 'QCDhighRange', asymerror: {plus: 0.0001, minus: 0.0005}} + - {label: 'QCDvarIso', symerror: 0.0058} + - {label: 'QCDvarElID', symerror: 0.0012} + - {label: 'QCDfitUncert', symerror: 0.0017} + - {label: 'QCDotherGen', symerror: -0.0094} + - {label: 'QCDfitRebin', symerror: -0.0002} + - {label: 'XsecZ', asymerror: {plus: 0.0008, minus: -0.0008}} + - {label: 'XsecTop', asymerror: {plus: -0.0047, minus: 0.0048}} + - {label: 'XsecDibos', asymerror: {plus: -0.0016, minus: 0.0016}} + - {label: 'BkgTtbarNorm', symerror: 0.0066} + - {label: 'BkgMCstat', symerror: 0.0520} + - {label: 'WHFmodel', symerror: -0.0245} + - {label: 'LumiUncert', asymerror: {plus: -0.0013, minus: 0.0014}} + - {label: 'UnfoldMCstat', symerror: 0.1628} + - {label: 'UnfoldOtherGen', symerror: 0.1994} + - {label: 'UnfoldReweight', symerror: -0.0015} + value: 2.0865 + - errors: + - {label: 'Stat', symerror: 0.2360} + - {label: 'JetScaleEff1', asymerror: {plus: -0.0195, minus: 0.0034}} + - {label: 'JetScaleEff2', asymerror: {plus: -0.0083, minus: 0.0544}} + - {label: 'JetScaleEff3', asymerror: {plus: 0.0062, minus: 0.0005}} + - {label: 'JetScaleEff4', asymerror: {plus: -0.0015, minus: -0.0008}} + - {label: 'JetScaleEff5', asymerror: {plus: -0.0122, minus: -0.0134}} + - {label: 'JetScaleEff6', asymerror: {plus: -0.0011, minus: -0.0009}} + - {label: 'JetScaleEta1', asymerror: {plus: -0.0020, minus: 0.0039}} + - {label: 'JetScaleEta2', asymerror: {plus: 0.0001, minus: 0.0024}} + - {label: 'JetScaleHighPt', asymerror: {plus: 0.0005, minus: 0.0006}} + - {label: 'JetScaleMC', asymerror: {plus: 0.0009, minus: 0.0007}} + - {label: 'JetScalePileup1', asymerror: {plus: -0.0010, minus: -0.0003}} + - {label: 'JetScalePileup2', asymerror: {plus: -0.0001, minus: -0.0022}} + - {label: 'JetScalePileup3', asymerror: {plus: -0.0010, minus: 0.0002}} + - {label: 'JetScalePileup4', asymerror: {plus: -0.0040, minus: 0.0041}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: -0.0033, minus: 0.0012}} + - {label: 'JetScaleFlav2', asymerror: {plus: 0.0060, minus: -0.0107}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.0002, minus: 0.0002}} + - {label: 'JetScalepunchT', asymerror: {plus: -0.000005, minus: 0.0001}} + - {label: 'JetResolution10', symerror: -0.0065} + - {label: 'JetSFBeff', asymerror: {plus: 0.0135, minus: -0.0176}} + - {label: 'JetSFCeff', asymerror: {plus: 0.0022, minus: -0.0039}} + - {label: 'JetSFLmistag', asymerror: {plus: -0.0012, minus: -0.0014}} + - {label: 'JetSFHighPt', asymerror: {plus: 0.0005, minus: 0.0003}} + - {label: 'JetJVFcut', asymerror: {plus: 0.0078, minus: 0.0078}} + - {label: 'ElScaleR12', asymerror: {plus: -0.0021, minus: 0.0018}} + - {label: 'ElScaleZee', asymerror: {plus: -0.0015, minus: 0.0018}} + - {label: 'ElScalePS', asymerror: {plus: 0.0001, minus: -0.0021}} + - {label: 'ElResolution', symerror: -0.0003} + - {label: 'ElSFReco', asymerror: {plus: -0.0028, minus: 0.0008}} + - {label: 'ElSFId', asymerror: {plus: -0.0022, minus: 0.0042}} + - {label: 'ElSFTrigger', asymerror: {plus: -0.0020, minus: 0.0010}} + - {label: 'ElSFIso', asymerror: {plus: -0.0013, minus: -0.0010}} + - {label: 'ElSFChargeMisID', asymerror: {plus: 0.0001, minus: 0.0002}} + - {label: 'METScale', asymerror: {plus: 0.0092, minus: -0.0113}} + - {label: 'METResLong', symerror: 0.0147} + - {label: 'METResTrans', symerror: 0.0178} + - {label: 'PileupWeight', asymerror: {plus: -0.0033, minus: 0.0006}} + - {label: 'QCDlowRange', asymerror: {plus: -0.0012, minus: 0.0009}} + - {label: 'QCDhighRange', asymerror: {plus: 0.0005, minus: 0.0001}} + - {label: 'QCDvarIso', symerror: 0.0069} + - {label: 'QCDvarElID', symerror: 0.0014} + - {label: 'QCDfitUncert', symerror: 0.0012} + - {label: 'QCDotherGen', symerror: -0.0005} + - {label: 'QCDfitRebin', symerror: 0.00002} + - {label: 'XsecZ', asymerror: {plus: -0.0052, minus: 0.0053}} + - {label: 'XsecTop', asymerror: {plus: -0.0069, minus: 0.0070}} + - {label: 'XsecDibos', asymerror: {plus: -0.0026, minus: 0.0026}} + - {label: 'BkgTtbarNorm', symerror: 0.0112} + - {label: 'BkgMCstat', symerror: 0.0835} + - {label: 'WHFmodel', symerror: 0.0015} + - {label: 'LumiUncert', asymerror: {plus: -0.0019, minus: 0.0021}} + - {label: 'UnfoldMCstat', symerror: 0.2208} + - {label: 'UnfoldOtherGen', symerror: 0.3231} + - {label: 'UnfoldReweight', symerror: -0.0018} + value: 2.4644 + - errors: + - {label: 'Stat', symerror: 0.3932} + - {label: 'JetScaleEff1', asymerror: {plus: -0.0216, minus: 0.0038}} + - {label: 'JetScaleEff2', asymerror: {plus: -0.0092, minus: 0.0602}} + - {label: 'JetScaleEff3', asymerror: {plus: 0.0069, minus: 0.0005}} + - {label: 'JetScaleEff4', asymerror: {plus: -0.0016, minus: -0.0009}} + - {label: 'JetScaleEff5', asymerror: {plus: -0.0135, minus: -0.0148}} + - {label: 'JetScaleEff6', asymerror: {plus: -0.0012, minus: -0.0010}} + - {label: 'JetScaleEta1', asymerror: {plus: -0.0022, minus: 0.0043}} + - {label: 'JetScaleEta2', asymerror: {plus: 0.0001, minus: 0.0027}} + - {label: 'JetScaleHighPt', asymerror: {plus: 0.0006, minus: 0.0007}} + - {label: 'JetScaleMC', asymerror: {plus: 0.0009, minus: 0.0008}} + - {label: 'JetScalePileup1', asymerror: {plus: -0.0011, minus: -0.0004}} + - {label: 'JetScalePileup2', asymerror: {plus: -0.0002, minus: -0.0024}} + - {label: 'JetScalePileup3', asymerror: {plus: -0.0011, minus: 0.0003}} + - {label: 'JetScalePileup4', asymerror: {plus: -0.0044, minus: 0.0046}} + - {label: 'JetScaleFlav1Known', asymerror: {plus: -0.0037, minus: 0.0013}} + - {label: 'JetScaleFlav2', asymerror: {plus: 0.0066, minus: -0.0118}} + - {label: 'JetScaleBjet', asymerror: {plus: 0.0002, minus: 0.0002}} + - {label: 'JetScalepunchT', asymerror: {plus: -0.00001, minus: 0.0002}} + - {label: 'JetResolution10', symerror: -0.0072} + - {label: 'JetSFBeff', asymerror: {plus: 0.0149, minus: -0.0195}} + - {label: 'JetSFCeff', asymerror: {plus: 0.0024, minus: -0.0043}} + - {label: 'JetSFLmistag', asymerror: {plus: -0.0014, minus: -0.0016}} + - {label: 'JetSFHighPt', asymerror: {plus: 0.0005, minus: 0.0004}} + - {label: 'JetJVFcut', asymerror: {plus: 0.0087, minus: 0.0086}} + - {label: 'ElScaleR12', asymerror: {plus: -0.0023, minus: 0.0020}} + - {label: 'ElScaleZee', asymerror: {plus: -0.0016, minus: 0.0020}} + - {label: 'ElScalePS', asymerror: {plus: 0.0001, minus: -0.0024}} + - {label: 'ElResolution', symerror: -0.0004} + - {label: 'ElSFReco', asymerror: {plus: -0.0031, minus: 0.0009}} + - {label: 'ElSFId', asymerror: {plus: -0.0024, minus: 0.0047}} + - {label: 'ElSFTrigger', asymerror: {plus: -0.0022, minus: 0.0011}} + - {label: 'ElSFIso', asymerror: {plus: -0.0015, minus: -0.0011}} + - {label: 'ElSFChargeMisID', asymerror: {plus: 0.0001, minus: 0.0003}} + - {label: 'METScale', asymerror: {plus: 0.0102, minus: -0.0125}} + - {label: 'METResLong', symerror: 0.0163} + - {label: 'METResTrans', symerror: 0.0197} + - {label: 'PileupWeight', asymerror: {plus: -0.0037, minus: 0.0007}} + - {label: 'QCDlowRange', asymerror: {plus: -0.0016, minus: 0.0029}} + - {label: 'QCDhighRange', asymerror: {plus: 0.0008, minus: -0.0003}} + - {label: 'QCDvarIso', symerror: 0.0076} + - {label: 'QCDvarElID', symerror: 0.0015} + - {label: 'QCDfitUncert', symerror: 0.0014} + - {label: 'QCDotherGen', symerror: 0.0037} + - {label: 'QCDfitRebin', symerror: -0.0002} + - {label: 'XsecZ', asymerror: {plus: -0.0065, minus: 0.0065}} + - {label: 'XsecTop', asymerror: {plus: -0.0044, minus: 0.0044}} + - {label: 'XsecDibos', asymerror: {plus: -0.0048, minus: 0.0048}} + - {label: 'BkgTtbarNorm', symerror: 0.0060} + - {label: 'BkgMCstat', symerror: 0.1150} + - {label: 'WHFmodel', symerror: 0.1046} + - {label: 'LumiUncert', asymerror: {plus: -0.0045, minus: 0.0048}} + - {label: 'UnfoldMCstat', symerror: 0.4519} + - {label: 'UnfoldOtherGen', symerror: 0.3578} + - {label: 'UnfoldReweight', symerror: -0.0019} + value: 2.729 +independent_variables: +- header: {name: '$p_\text{T}^\text{W}\text{ [GeV]}$'} + values: + - {low: 0.0, high: 25.0} + - {low: 25.0, high: 50.0} + - {low: 50.0, high: 75.0} + - {low: 75.0, high: 100.0} + - {low: 100.0, high: 125.0} + - {low: 125.0, high: 150.0} + - {low: 150.0, high: 175.0} + - {low: 175.0, high: 200.0} + - {low: 200.0, high: 250.0} + - {low: 250.0, high: 300.0} + - {low: 300.0, high: 350.0} + - {low: 350.0, high: 400.0} + - {low: 400.0, high: 450.0} + - {low: 450.0, high: 500.0} + - {low: 500.0, high: 600.0} + - {low: 600.0, high: 800.0} From 94cf517b5df17e5895a54a49accfeba0f9443225 Mon Sep 17 00:00:00 2001 From: achiefa Date: Fri, 29 Nov 2024 18:21:58 +0000 Subject: [PATCH 04/16] uncertainty definitions and variants - WIP --- .../commondata/ATLAS_WJ_8TEV/filter.py | 20 + .../commondata/ATLAS_WJ_8TEV/filter_utils.py | 261 +++++- .../commondata/ATLAS_WJ_8TEV/metadata.yaml | 4 +- .../ATLAS_WJ_8TEV/rawdata/data14.yaml | 784 ++++++++++++++++++ .../ATLAS_WJ_8TEV/rawdata/data15.yaml | 784 ++++++++++++++++++ 5 files changed, 1813 insertions(+), 40 deletions(-) create mode 100644 nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/rawdata/data14.yaml create mode 100644 nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/rawdata/data15.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter.py b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter.py index 198746a573..b9f3de63ea 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter.py +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter.py @@ -1,3 +1,23 @@ +''' +Filter script for ATLAS_WJ_8TEV + +Log: +- Central data and kinematics implemented from hepdata +- Central data and kinematics checked with legacy: passed +- The bin values in `uncertainties_legacy_WX-PT.yaml` and `uncertainties_legacy_WX-PT_sys_ATLAS.yaml` + are exactly the same (checked with notebook). The difference between + these two variants is in the definition of the uncertainties. See notebook for + differences. +- For the treatment of systematic uncertainties, refer to https://arxiv.org/pdf/2112.11266. + There are 50 sources of CORRELATED systematic uncertainty. + +29 / 11 / 2024 +- Implemented uncertaintiy definitions +- Construction of the uncertainty file is still missing. Remember that + for the symmetrised case you account for the shifts. +- Xq2 is missing (?) +''' + import logging from filter_utils import Extractor diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter_utils.py b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter_utils.py index b3fe3459e4..27b9069fcb 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter_utils.py +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter_utils.py @@ -5,12 +5,16 @@ import pandas as pd import yaml -from nnpdf_data.filter_utils.utils import prettify_float +from nnpdf_data.filter_utils.utils import matlist_to_matrix, prettify_float, symmetrize_errors yaml.add_representer(float, prettify_float) SQRTS = 8000 +# List of systematic uncertainties that shuold +# be considered uncorrelated +UNCORR_SYS_UNC = ['BkgMCstat', 'UnfoldMCstat', 'QCDfitUncert'] + class Extractor: """ @@ -54,6 +58,11 @@ def __init__(self, metadata_file, observable, mult_factor=1): else: raise Exception(f'{self.observable} is an unknown observable.') + # Collect diagonal absoulute uncertainties + self.diag_unc = self.__collect_diag_unc() + self.unc_labels = list(self.diag_unc[0].keys()) + self.unc_labels.pop(0) + def __extract_kinematics(self, table: dict, tab_number: int): """ Extracts the kinematic variables of the single differential @@ -116,7 +125,10 @@ def __retrieve_table(self, table_id): table = tab_dict return table - def generate_kinematics(self): + def get_table(self, table_id): + return self.__retrieve_table(table_id) + + def generate_kinematics(self, save_to_yaml=True): """ Function that generates the kinematics by looping over all the tables specified in the metadata file. The resulting kinematics @@ -129,11 +141,12 @@ def generate_kinematics(self): # Initialise kinematics list kinematics = [] ndata = 0 - for table in self.metadata["tables"]: - tab_dict = self.__retrieve_table(table) - kin = self.__extract_kinematics(tab_dict, table) - kinematics = np.concatenate([kinematics, kin]) - ndata += len(kin) + table = self.metadata["tables"][0] + tab_dict = self.__retrieve_table(table) + kin = self.__extract_kinematics(tab_dict, table) + kinematics = np.concatenate([kinematics, kin]) + ndata += len(kin) + self.kinematics = kinematics.tolist() kinematics_yaml = {'bins': kinematics.tolist()} # Check number of data agrees with metadata @@ -146,45 +159,217 @@ def generate_kinematics(self): f" The correct number is {ndata}. Please, update the metafile." ) - # Dump into file - logging.info("Dumping kinematics to file...") - with open(self.metadata['kinematics']['file'], 'w') as kin_out_file: - yaml.dump(kinematics_yaml, kin_out_file, sort_keys=False) - logging.info("Done!") + if save_to_yaml: + # Dump into file + logging.info("Dumping kinematics to file...") + with open(self.metadata['kinematics']['file'], 'w') as kin_out_file: + yaml.dump(kinematics_yaml, kin_out_file, sort_keys=False) + logging.info("Done!") + else: + return 1 - def generate_data_central(self): + def generate_data_central(self, save_to_yaml=True): """ Same as `generate_kinematics`, but for central data points. """ logging.info(f"Generating central data for ATLAS_{self.observable}...") dat_central = [] - for table in self.metadata['tables']: - tab_dict = self.__retrieve_table(table) + table = self.metadata['tables'][0] + tab_dict = self.__retrieve_table(table) - # Select the chosen combination - values = next( - ( - head['values'] - for head in tab_dict["dependent_variables"] - if self.observable_latex in head['header']['name'] - ), - 1, - ) - if values == 1: - logging.error( - f"{self.observable} not found in table {table} under the LaTeX name {self.observable_latex}. The available options are:" - ) - for head in tab_dict["dependent_variables"]: - print(f" - {head['header']['name']}") - exit(-1) + # Select the chosen combination + values = self.__select_bins_by_observable(tab_dict) - data = [dat['value'] * self.mult_factor for dat in values] - dat_central = np.concatenate([dat_central, data]) + data = [dat['value'] * self.mult_factor for dat in values] + dat_central = np.concatenate([dat_central, data]) + self.dat_central = dat_central dat_central_yaml = {'data_central': dat_central.tolist()} - # Dump into file - logging.info("Dumping kinematics to file...") - with open(self.metadata['data_central'], 'w') as dat_out_file: - yaml.dump(dat_central_yaml, dat_out_file, sort_keys=False) - logging.info("Done!") + if save_to_yaml: + # Dump into file + logging.info("Dumping kinematics to file...") + with open(self.metadata['data_central'], 'w') as dat_out_file: + yaml.dump(dat_central_yaml, dat_out_file, sort_keys=False) + logging.info("Done!") + else: + return 1 + + def __build_abs_stat_covmat(self): + """Builds the statistical covmat given the diagonal statistical uncertainties.""" + ndata = self.metadata['ndata'] + table_id = self.metadata['tables'][1] + with open(f'./rawdata/data{table_id}.yaml', 'r') as tab: + stat = yaml.load(tab, yaml.Loader) + matlist = [val['value'] for val in stat['dependent_variables'][0]['values']] + statmat_rel = matlist_to_matrix(ndata, ndata, matlist) + + # Retrieve statistical diagonal entries + abs_stat_diag = [float(d['Stat']['error']) for d in self.diag_unc] + statmat_abs = np.zeros_like(statmat_rel) + for i in range(statmat_rel.shape[0]): + for j in range(statmat_rel.shape[1]): + statmat_abs[i, j] = statmat_rel[i, j] * abs_stat_diag[i] * abs_stat_diag[j] + + return statmat_abs + + def __collect_diag_unc(self): + """Collect the absolute values of the diagonal uncertainties""" + table_idx = self.metadata['tables'][0] + tab_dict = self.__retrieve_table(table_idx) + + # Select the chosen combination + bins = self.__select_bins_by_observable(tab_dict) + + abs_unc_by_bin = [] + for bin in bins: + bin_err = bin['errors'] + unc_dict = { + unc['label']: {'type': list(unc.keys())[1], 'error': list(unc.values())[1]} + for unc in bin_err + } + abs_unc_by_bin.append(unc_dict) + return abs_unc_by_bin + + # TODO and TOCHECK + # Some plus uncertainties are actually lower than minus uncertainties + # Also, some symmetric uncertainties are negative. + def symmetrized_sys_unc(self): + symmetrized_uncs = [] + for bin in self.diag_unc: + unc_dict = {} + for source in self.unc_labels: + if bin[source]['type'] == 'asymerror': + error = bin[source]['error'] + plus = error['plus'] + minus = error['minus'] + if plus < minus: + aux = minus + minus = plus + plus = aux + data_delta, sym_error = symmetrize_errors(error['plus'], error['minus']) + unc_dict[source] = {'shift': data_delta, 'sym_error': sym_error} + elif bin[source]['type'] == 'symerror': + # TODO + # I'm not sure I need the abs value here + unc_dict[source] = {'shift': 0, 'sym_error': abs(bin[source]['error'])} + symmetrized_uncs.append(unc_dict) + return symmetrized_uncs + + # def __cms_treatment_sys_unc(self): + # """In the legacy implementation, all systematic uncertainties (even for symmetric uncertanties), + # are treated using the prescription outlined in eq. (6) of https://arxiv.org/pdf/1703.01630. + # Specifically, positive and negative bounds are treated as follows + # + # C_{ij}^{sys} = \frac{1}{2} \sum_{k'}( C_{jk'}^{+} C_{ik'}^{+} + C_{jk'}^{-} C_{ik'}^{-}) + # + # With this prescription, asymmetric uncertainties are not symmetrized. + # """ + + def get_diag_unc(self): + if hasattr(self, 'diag_unc'): + return self.diag_unc + else: + self.diag_unc = self.__collect_diag_unc() + return self.diag_unc + + def get_abs_stat_covmat(self): + if hasattr(self, 'abs_stat_covmat'): + return self.abs_stat_covmat + else: + self.abs_stat_covmat = self.__build_abs_stat_covmat() + return self.abs_stat_covmat + + def __select_bins_by_observable(self, tab_dict): + """This dataset colelcts differential xsecs for either W+ and W- in the + same yaml file. This function returns the part of this yaml file relevant + for the selected boson sign.""" + values = next( + ( + head['values'] + for head in tab_dict["dependent_variables"] + if self.observable_latex in head['header']['name'] + ), + 1, + ) + if values == 1: + logging.error( + f"{self.observable} not found in table under the LaTeX name {self.observable_latex}. The available options are:" + ) + for head in tab_dict["dependent_variables"]: + print(f" - {head['header']['name']}") + exit(-1) + else: + return values + + def build_definitions(self, variant='default'): + unc_definitions = {} + + # Statistical uncertainties are always the same + for idx in range(self.dat_central.size): + unc_definitions[f'art_stat_corr_{idx + 1}'] = { + 'description': f'Artificial statistical uncertainty {idx + 1}', + 'treatment': 'ADD', + 'type': 'CORR', + } + + if variant == 'default': + i = 1 + for label in self.unc_labels: + if label == 'LumiUncert': + unc_type = 'ATLASLUMI12' + elif label in UNCORR_SYS_UNC: + unc_type = 'UNCORR' + else: + unc_type = f'SYSATLASW{i}' + i += 1 + + unc_definitions[f'{label}'] = { + 'description': f'Systematic: {label}', + 'treatment': 'MULT', + 'type': unc_type, + } + + elif variant == 'cms': + i = 1 + for label in self.unc_labels: + if label == 'LumiUncert': + unc_definitions[f'{label}'] = { + 'description': f'Systematic: {label}', + 'treatment': 'MULT', + 'type': 'ATLASLUMI12', + } + else: + if label in UNCORR_SYS_UNC: + unc_definitions[f'{label}'] = { + 'description': f'Systematic: {label}', + 'treatment': 'MULT', + 'type': 'UNCORR', + } + else: + unc_definitions[f'{label}_plus'] = { + 'description': f'Systematic upper unc.: {label}', + 'treatment': 'MULT', + 'type': f'SYSATLASW{i}', + } + unc_definitions[f'{label}_minus'] = { + 'description': f'Systematic lower unc.: {label}', + 'treatment': 'MULT', + 'type': f'SYSATLASW{i+1}', + } + i += 2 + + elif variant == 'inter_sys': + raise ValueError(f'Not yet implemented') + else: + raise ValueError(f'The variant {variant} is not yet implemented or wrong.') + + return unc_definitions + + @classmethod + def generate_artifical_unc(matrix): + eigvals, eigvecs = np.linalg.eig(matrix) + artificial_unc = np.zeros_like(eigvecs) + for i in range(artificial_unc.shape[0]): + for j in range(artificial_unc.shape[1]): + artificial_unc[i, j] = np.sqrt(eigvals[j]) * eigvecs[i, j] diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml index 0d8ab29503..5becd8b240 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml @@ -23,7 +23,7 @@ implemented_observables: label: ATLAS $W^-$+jet 8 TeV units: '[fb]' process_type: DY_CC_PT - tables: [13] + tables: [13, 14] ndata: 16 plotting: kinematics_override: identity @@ -68,7 +68,7 @@ implemented_observables: label: ATLAS $W^+$+jet 8 TeV units: '[fb]' process_type: DY_CC_PT - tables: [13] + tables: [13, 15] ndata: 16 plotting: kinematics_override: identity diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/rawdata/data14.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/rawdata/data14.yaml new file mode 100644 index 0000000000..aa8fe7c263 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/rawdata/data14.yaml @@ -0,0 +1,784 @@ +dependent_variables: +- header: {name: '$\rho^{W^+}(p_\text{T}^\text{W})$'} + qualifiers: + - {name: 'Correlation for cross section', value: 'W+ (electron channel)'} + - {name: 'ABS(ETARAP(ELECTRON))', value: '< 2.5'} + - {name: 'ABS(YRAP(JET))', value: '< 4.4'} + - {name: 'PT(JET)', units: 'GEV', value: '> 30'} + - {name: 'PT(LEPTON)', units: 'GEV', value: '> 25'} + - {name: 'RE', value: 'P P --> W JET(S) X'} + - {name: 'SQRT(S)', units: 'GEV', value: '8000.0'} + values: + - 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{low: 175.0, high: 200.0} + - {low: 200.0, high: 250.0} + - {low: 250.0, high: 300.0} + - {low: 300.0, high: 350.0} + - {low: 350.0, high: 400.0} + - {low: 400.0, high: 450.0} + - {low: 450.0, high: 500.0} + - {low: 500.0, high: 600.0} + - {low: 600.0, high: 800.0} From 74511dcd756d935ba5e678d757cd2df91e0cea6f Mon Sep 17 00:00:00 2001 From: achiefa Date: Sun, 1 Dec 2024 18:56:14 +0000 Subject: [PATCH 05/16] WIP - sym + cms prescription --- .../commondata/ATLAS_WJ_8TEV/data_WM-PT.yaml | 32 +- .../ATLAS_WJ_8TEV/data_WM-PT_cms.yaml | 17 + .../commondata/ATLAS_WJ_8TEV/data_WP-PT.yaml | 32 +- .../ATLAS_WJ_8TEV/data_WP-PT_cms.yaml | 17 + .../commondata/ATLAS_WJ_8TEV/filter.py | 12 +- .../commondata/ATLAS_WJ_8TEV/filter_utils.py | 223 +- .../ATLAS_WJ_8TEV/kinematics_WM-PT.yaml | 64 + .../ATLAS_WJ_8TEV/kinematics_WP-PT.yaml | 64 + .../commondata/ATLAS_WJ_8TEV/metadata.yaml | 28 +- .../ATLAS_WJ_8TEV/uncertainties_WM-PT.yaml | 1402 ++++++++++ .../uncertainties_WM-PT_cms.yaml | 2482 +++++++++++++++++ .../ATLAS_WJ_8TEV/uncertainties_WP-PT.yaml | 1402 ++++++++++ .../uncertainties_WP-PT_cms.yaml | 2482 +++++++++++++++++ validphys2/src/validphys/cuts/filters.yaml | 6 +- validphys2/src/validphys/process_options.py | 3 +- 15 files changed, 8153 insertions(+), 113 deletions(-) create mode 100644 nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WM-PT_cms.yaml create mode 100644 nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WP-PT_cms.yaml create mode 100644 nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WM-PT.yaml create mode 100644 nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WM-PT_cms.yaml create mode 100644 nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WP-PT.yaml create mode 100644 nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WP-PT_cms.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WM-PT.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WM-PT.yaml index f459b6b24a..73ca4f121e 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WM-PT.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WM-PT.yaml @@ -1,17 +1,17 @@ data_central: -- 1618.0 -- 4037.0 -- 2096.0 -- 834.0 -- 362.3 -- 171.2 -- 86.49 -- 46.16 -- 20.34 -- 7.263 -- 2.979 -- 1.319 -- 0.6226 -- 0.3336 -- 0.1224 -- 0.02836 +- 1631.4 +- 4037.95 +- 2096.5 +- 835.16 +- 364.545 +- 1.71450500e+02 +- 86.63615 +- 46.0402 +- 20.23555 +- 7.2515 +- 2.977525 +- 1.335755 +- 0.62122 +- 0.33252 +- 0.121998 +- 2.82787000e-02 diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WM-PT_cms.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WM-PT_cms.yaml new file mode 100644 index 0000000000..f459b6b24a --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WM-PT_cms.yaml @@ -0,0 +1,17 @@ +data_central: +- 1618.0 +- 4037.0 +- 2096.0 +- 834.0 +- 362.3 +- 171.2 +- 86.49 +- 46.16 +- 20.34 +- 7.263 +- 2.979 +- 1.319 +- 0.6226 +- 0.3336 +- 0.1224 +- 0.02836 diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WP-PT.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WP-PT.yaml index 0c6c89cbc0..576b18d49f 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WP-PT.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WP-PT.yaml @@ -1,17 +1,17 @@ data_central: -- 2322.0 -- 5644.0 -- 2973.0 -- 1210.0 -- 537.1 -- 258.1 -- 135.0 -- 73.55 -- 33.73 -- 12.6 -- 5.403 -- 2.55 -- 1.249 -- 0.696 -- 0.3016 -- 0.0774 +- 2345.065 +- 5664.1 +- 2970.07 +- 1213.885 +- 5.35680000e+02 +- 255.967 +- 133.531 +- 73.187 +- 3.35522500e+01 +- 12.4881 +- 5.3465 +- 2.52222 +- 1.242785 +- 0.69372 +- 3.00397000e-01 +- 7.71570000e-02 diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WP-PT_cms.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WP-PT_cms.yaml new file mode 100644 index 0000000000..0c6c89cbc0 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WP-PT_cms.yaml @@ -0,0 +1,17 @@ +data_central: +- 2322.0 +- 5644.0 +- 2973.0 +- 1210.0 +- 537.1 +- 258.1 +- 135.0 +- 73.55 +- 33.73 +- 12.6 +- 5.403 +- 2.55 +- 1.249 +- 0.696 +- 0.3016 +- 0.0774 diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter.py b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter.py index b9f3de63ea..c18feb4818 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter.py +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter.py @@ -52,12 +52,12 @@ def check_dat_with_legacy(observable, rtol=1e-03): if __name__ == "__main__": ATLAS_WP_8TEV_PT = Extractor("./metadata.yaml", "WP-PT") - ATLAS_WP_8TEV_PT.generate_kinematics() - ATLAS_WP_8TEV_PT.generate_data_central() + _, _, _ = ATLAS_WP_8TEV_PT.generate_data(variant='default', save_to_yaml=True) + _, _, _ = ATLAS_WP_8TEV_PT.generate_data(variant='CMS_prescription', save_to_yaml=True) ATLAS_WM_8TEV_PT = Extractor("./metadata.yaml", "WM-PT") - ATLAS_WM_8TEV_PT.generate_kinematics() - ATLAS_WM_8TEV_PT.generate_data_central() + _, _, _ = ATLAS_WM_8TEV_PT.generate_data(variant='default', save_to_yaml=True) + _, _, _ = ATLAS_WM_8TEV_PT.generate_data(variant='CMS_prescription', save_to_yaml=True) - check_dat_with_legacy('WP-PT', rtol=1e-4) - check_dat_with_legacy('WM-PT', rtol=1e-4) + # check_dat_with_legacy('WP-PT', rtol=1e-4) + # check_dat_with_legacy('WM-PT', rtol=1e-4) diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter_utils.py b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter_utils.py index 27b9069fcb..850fe64959 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter_utils.py +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter_utils.py @@ -10,10 +10,12 @@ yaml.add_representer(float, prettify_float) SQRTS = 8000 +MW2 = 80.377**2 # List of systematic uncertainties that shuold # be considered uncorrelated UNCORR_SYS_UNC = ['BkgMCstat', 'UnfoldMCstat', 'QCDfitUncert'] +STAT_ART_LABEL = 'art_stat_corr' class Extractor: @@ -50,6 +52,7 @@ def __init__(self, metadata_file, observable, mult_factor=1): self.observable = observable self.mult_factor = mult_factor self.kin_labels = self.metadata['kinematic_coverage'] + self.ndata = self.metadata['ndata'] if self.observable == 'WM-PT': self.observable_latex = 'W^-' @@ -90,7 +93,10 @@ def __extract_kinematics(self, table: dict, tab_number: int): for bin in data['values']: pT_min = bin['low'] pT_max = bin['high'] - kin_bin = {label[0]: {'min': pT_min, 'mid': (pT_max + pT_min) / 2, 'max': pT_max}} + kin_bin = { + label[0]: {'min': pT_min, 'mid': (pT_max + pT_min) / 2, 'max': pT_max}, + label[1]: {'min': None, 'mid': MW2, 'max': None}, + } kinematics.append(kin_bin) return kinematics @@ -128,7 +134,7 @@ def __retrieve_table(self, table_id): def get_table(self, table_id): return self.__retrieve_table(table_id) - def generate_kinematics(self, save_to_yaml=True): + def generate_kinematics(self): """ Function that generates the kinematics by looping over all the tables specified in the metadata file. The resulting kinematics @@ -146,8 +152,6 @@ def generate_kinematics(self, save_to_yaml=True): kin = self.__extract_kinematics(tab_dict, table) kinematics = np.concatenate([kinematics, kin]) ndata += len(kin) - self.kinematics = kinematics.tolist() - kinematics_yaml = {'bins': kinematics.tolist()} # Check number of data agrees with metadata try: @@ -158,17 +162,10 @@ def generate_kinematics(self, save_to_yaml=True): 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() - if save_to_yaml: - # Dump into file - logging.info("Dumping kinematics to file...") - with open(self.metadata['kinematics']['file'], 'w') as kin_out_file: - yaml.dump(kinematics_yaml, kin_out_file, sort_keys=False) - logging.info("Done!") - else: - return 1 - - def generate_data_central(self, save_to_yaml=True): + def generate_data_central(self): """ Same as `generate_kinematics`, but for central data points. """ @@ -182,18 +179,7 @@ def generate_data_central(self, save_to_yaml=True): data = [dat['value'] * self.mult_factor for dat in values] dat_central = np.concatenate([dat_central, data]) - self.dat_central = dat_central - - dat_central_yaml = {'data_central': dat_central.tolist()} - - if save_to_yaml: - # Dump into file - logging.info("Dumping kinematics to file...") - with open(self.metadata['data_central'], 'w') as dat_out_file: - yaml.dump(dat_central_yaml, dat_out_file, sort_keys=False) - logging.info("Done!") - else: - return 1 + return dat_central def __build_abs_stat_covmat(self): """Builds the statistical covmat given the diagonal statistical uncertainties.""" @@ -235,6 +221,9 @@ def __collect_diag_unc(self): # Some plus uncertainties are actually lower than minus uncertainties # Also, some symmetric uncertainties are negative. def symmetrized_sys_unc(self): + """Symmetrise systematic uncertainties. Returns the symmetrized uncertainty + and the shift to the central data + """ symmetrized_uncs = [] for bin in self.diag_unc: unc_dict = {} @@ -256,15 +245,39 @@ def symmetrized_sys_unc(self): symmetrized_uncs.append(unc_dict) return symmetrized_uncs - # def __cms_treatment_sys_unc(self): - # """In the legacy implementation, all systematic uncertainties (even for symmetric uncertanties), - # are treated using the prescription outlined in eq. (6) of https://arxiv.org/pdf/1703.01630. - # Specifically, positive and negative bounds are treated as follows - # - # C_{ij}^{sys} = \frac{1}{2} \sum_{k'}( C_{jk'}^{+} C_{ik'}^{+} + C_{jk'}^{-} C_{ik'}^{-}) - # - # With this prescription, asymmetric uncertainties are not symmetrized. - # """ + def __cms_sys_unc(self): + """In the legacy implementation, all systematic uncertainties (even for symmetric uncertanties), + are treated using the prescription outlined in eq. (6) of https://arxiv.org/pdf/1703.01630. + Specifically, positive and negative bounds are treated as follows + + C_{ij}^{sys} = \frac{1}{2} \sum_{k'}( C_{jk'}^{+} C_{ik'}^{+} + C_{jk'}^{-} C_{ik'}^{-}) + + With this prescription, asymmetric uncertainties are not symmetrized. + """ + modified_uncertainties = [] + for bin in self.diag_unc: + unc_dict = {} + for source in self.unc_labels: + if bin[source]['type'] == 'asymerror': + error = bin[source]['error'] + plus = error['plus'] + minus = error['minus'] + if plus < minus: + aux = minus + minus = plus + plus = aux + + unc_dict[f'{source}_plus'] = plus + unc_dict[f'{source}_minus'] = minus + elif bin[source]['type'] == 'symerror': + error = bin[source]['error'] + if source == 'LumiUncert': + unc_dict[f'{source}'] = error + else: + unc_dict[f'{source}_plus'] = plus + unc_dict[f'{source}_minus'] = minus + modified_uncertainties.append(unc_dict) + return modified_uncertainties def get_diag_unc(self): if hasattr(self, 'diag_unc'): @@ -302,12 +315,12 @@ def __select_bins_by_observable(self, tab_dict): else: return values - def build_definitions(self, variant='default'): + def __build_unc_definitions(self, variant='default'): unc_definitions = {} # Statistical uncertainties are always the same - for idx in range(self.dat_central.size): - unc_definitions[f'art_stat_corr_{idx + 1}'] = { + for idx in range(self.ndata): + unc_definitions[STAT_ART_LABEL + f'_{idx + 1}'] = { 'description': f'Artificial statistical uncertainty {idx + 1}', 'treatment': 'ADD', 'type': 'CORR', @@ -330,34 +343,39 @@ def build_definitions(self, variant='default'): 'type': unc_type, } - elif variant == 'cms': + elif variant == 'CMS_prescription': i = 1 for label in self.unc_labels: - if label == 'LumiUncert': - unc_definitions[f'{label}'] = { - 'description': f'Systematic: {label}', + # if label == 'LumiUncert': + # unc_definitions[f'{label}'] = { + # 'description': f'Systematic: {label}', + # 'treatment': 'MULT', + # 'type': 'ATLASLUMI12', + # } + # else: + if label in UNCORR_SYS_UNC: + unc_definitions[f'{label}_plus'] = { + 'description': f'Systematic upper unc.: {label}', + 'treatment': 'MULT', + 'type': 'UNCORR', + } + unc_definitions[f'{label}_minus'] = { + 'description': f'Systematic lower unc.: {label}', 'treatment': 'MULT', - 'type': 'ATLASLUMI12', + 'type': 'UNCORR', } else: - if label in UNCORR_SYS_UNC: - unc_definitions[f'{label}'] = { - 'description': f'Systematic: {label}', - 'treatment': 'MULT', - 'type': 'UNCORR', - } - else: - unc_definitions[f'{label}_plus'] = { - 'description': f'Systematic upper unc.: {label}', - 'treatment': 'MULT', - 'type': f'SYSATLASW{i}', - } - unc_definitions[f'{label}_minus'] = { - 'description': f'Systematic lower unc.: {label}', - 'treatment': 'MULT', - 'type': f'SYSATLASW{i+1}', - } - i += 2 + unc_definitions[f'{label}_plus'] = { + 'description': f'Systematic upper unc.: {label}', + 'treatment': 'MULT', + 'type': f'SYSATLASW{i}', + } + unc_definitions[f'{label}_minus'] = { + 'description': f'Systematic lower unc.: {label}', + 'treatment': 'MULT', + 'type': f'SYSATLASW{i+1}', + } + i += 2 elif variant == 'inter_sys': raise ValueError(f'Not yet implemented') @@ -373,3 +391,86 @@ def generate_artifical_unc(matrix): for i in range(artificial_unc.shape[0]): for j in range(artificial_unc.shape[1]): artificial_unc[i, j] = np.sqrt(eigvals[j]) * eigvecs[i, j] + + def generate_data(self, variant='default', save_to_yaml=False, path='./'): + # Get central data and kinematics + central_data = self.generate_data_central() + kinematics = self.generate_kinematics() + + # Uncertainty definitions + unc_definitions = self.__build_unc_definitions(variant=variant) + + # Get statistical (artidicial uncertainties) + stat_covmat = self.__build_abs_stat_covmat() + eigvals, eigvecs = np.linalg.eig(stat_covmat) + eigvals, eigvecs = np.linalg.eig(stat_covmat) + art_stat = np.sqrt(eigvals) * eigvecs + + sys_artificial = [] # Initialize vector of artificial uncertainties + + if variant == 'default': # Symmetrized uncs. + symmetrized_sys_uncs = self.symmetrized_sys_unc() + shifts = [] # Initialize vector of shifts + for data_idx, unc in enumerate(symmetrized_sys_uncs): + shift = 0 + # Add statistical uncertainties + unc_dict = { + STAT_ART_LABEL + f'_{idx + 1}': float(stat_art) + for idx, stat_art in enumerate(art_stat[data_idx, :]) + } + for key, value in unc.items(): + shift += value['shift'] + unc_dict[key] = value['sym_error'] + sys_artificial.append(unc_dict) + shifts.append(shift) + central_data = central_data + shifts + + elif variant == 'CMS_prescription': + cms_type_uncertainties = self.__cms_sys_unc() + for data_idx, unc in enumerate(cms_type_uncertainties): + # Add statistical uncertainties + unc_dict = { + STAT_ART_LABEL + f'_{idx + 1}': float(stat_art) + for idx, stat_art in enumerate(art_stat[data_idx, :]) + } + for key, value in unc.items(): + unc_dict[key] = value + sys_artificial.append(unc_dict) + + else: + raise ValueError(f'Variant `{variant}` is not implemented yet.') + + if save_to_yaml: + # 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.tolist()} + file_name = ( + self.metadata['data_central'] + if variant == 'default' + else self.metadata['variants'][variant]['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!") + return kinematics, central_data, sys_artificial + else: + return kinematics, central_data, sys_artificial diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/kinematics_WM-PT.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/kinematics_WM-PT.yaml index 32fabd35a7..937355a666 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/kinematics_WM-PT.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/kinematics_WM-PT.yaml @@ -3,63 +3,127 @@ bins: min: 0.0 mid: 12.5 max: 25.0 + m_W2: + min: null + mid: 6.46046213e+03 + max: null - pT: min: 25.0 mid: 37.5 max: 50.0 + m_W2: + min: null + mid: 6.46046213e+03 + max: null - pT: min: 50.0 mid: 62.5 max: 75.0 + m_W2: + min: null + mid: 6.46046213e+03 + max: null - pT: min: 75.0 mid: 87.5 max: 100.0 + m_W2: + min: null + mid: 6.46046213e+03 + max: null - pT: min: 100.0 mid: 112.5 max: 125.0 + m_W2: + min: null + mid: 6.46046213e+03 + max: null - pT: min: 125.0 mid: 137.5 max: 150.0 + m_W2: + min: null + mid: 6.46046213e+03 + max: null - pT: min: 150.0 mid: 162.5 max: 175.0 + m_W2: + min: null + mid: 6.46046213e+03 + max: null - pT: min: 175.0 mid: 187.5 max: 200.0 + m_W2: + min: null + mid: 6.46046213e+03 + max: null - pT: min: 200.0 mid: 225.0 max: 250.0 + m_W2: + min: null + mid: 6.46046213e+03 + max: null - pT: min: 250.0 mid: 275.0 max: 300.0 + m_W2: + min: null + mid: 6.46046213e+03 + max: null - pT: min: 300.0 mid: 325.0 max: 350.0 + m_W2: + min: null + mid: 6.46046213e+03 + max: null - pT: min: 350.0 mid: 375.0 max: 400.0 + m_W2: + min: null + mid: 6.46046213e+03 + max: null - pT: min: 400.0 mid: 425.0 max: 450.0 + m_W2: + min: null + mid: 6.46046213e+03 + max: null - pT: min: 450.0 mid: 475.0 max: 500.0 + m_W2: + min: null + mid: 6.46046213e+03 + max: null - pT: min: 500.0 mid: 550.0 max: 600.0 + m_W2: + min: null + mid: 6.46046213e+03 + max: null - pT: min: 600.0 mid: 700.0 max: 800.0 + m_W2: + min: null + mid: 6.46046213e+03 + max: null diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/kinematics_WP-PT.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/kinematics_WP-PT.yaml index 32fabd35a7..937355a666 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/kinematics_WP-PT.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/kinematics_WP-PT.yaml @@ -3,63 +3,127 @@ bins: min: 0.0 mid: 12.5 max: 25.0 + m_W2: + min: null + mid: 6.46046213e+03 + max: null - pT: min: 25.0 mid: 37.5 max: 50.0 + m_W2: + min: null + mid: 6.46046213e+03 + max: null - pT: min: 50.0 mid: 62.5 max: 75.0 + m_W2: + min: null + mid: 6.46046213e+03 + max: null - pT: min: 75.0 mid: 87.5 max: 100.0 + m_W2: + min: null + mid: 6.46046213e+03 + max: null - pT: min: 100.0 mid: 112.5 max: 125.0 + m_W2: + min: null + mid: 6.46046213e+03 + max: null - pT: min: 125.0 mid: 137.5 max: 150.0 + m_W2: + min: null + mid: 6.46046213e+03 + max: null - pT: min: 150.0 mid: 162.5 max: 175.0 + m_W2: + min: null + mid: 6.46046213e+03 + max: null - pT: min: 175.0 mid: 187.5 max: 200.0 + m_W2: + min: null + mid: 6.46046213e+03 + max: null - pT: min: 200.0 mid: 225.0 max: 250.0 + m_W2: + min: null + mid: 6.46046213e+03 + max: null - pT: min: 250.0 mid: 275.0 max: 300.0 + m_W2: + min: null + mid: 6.46046213e+03 + max: null - pT: min: 300.0 mid: 325.0 max: 350.0 + m_W2: + min: null + mid: 6.46046213e+03 + max: null - pT: min: 350.0 mid: 375.0 max: 400.0 + m_W2: + min: null + mid: 6.46046213e+03 + max: null - pT: min: 400.0 mid: 425.0 max: 450.0 + m_W2: + min: null + mid: 6.46046213e+03 + max: null - pT: min: 450.0 mid: 475.0 max: 500.0 + m_W2: + min: null + mid: 6.46046213e+03 + max: null - pT: min: 500.0 mid: 550.0 max: 600.0 + m_W2: + min: null + mid: 6.46046213e+03 + max: null - pT: min: 600.0 mid: 700.0 max: 800.0 + m_W2: + min: null + mid: 6.46046213e+03 + max: null diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml index 5becd8b240..59aebe6c79 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml @@ -32,21 +32,25 @@ implemented_observables: y_label: $d\sigma/dp_T^{W^-}$ (fb/GeV) y_scale: log plot_x: pT - kinematic_coverage: [pT] + kinematic_coverage: [pT, m_W2] kinematics: variables: pT: description: Transverse momentum of the W boson label: $p_T^{W^{-}}$ units: GeV - #sqrts: - # description: Centre of mass energy - # label: $\sqrt{s}$ - # units: GeV + m_W2: + description: W boson mass squared + label: $M_W^2$ + units: GeV$^2$ file: kinematics_WM-PT.yaml data_central: data_WM-PT.yaml data_uncertainties: [uncertainties_WM-PT.yaml] variants: + CMS_prescription: + data_uncertainties: + - uncertainties_WM-PT_cms.yaml + data_central: data_WM-PT_cms.yaml legacy: data_uncertainties: - uncertainties_legacy_WM-PT.yaml @@ -77,21 +81,25 @@ implemented_observables: y_label: $d\sigma/dp_T^{W^+}$ (fb/GeV) y_scale: log plot_x: pT - kinematic_coverage: [pT] + kinematic_coverage: [pT, m_W2] kinematics: variables: pT: description: Transverse momentum of the W boson label: $p_T^{W^{+}}$ units: GeV - #sqrts: - # description: Centre of mass energy - # label: $\sqrt{s}$ - # units: GeV + m_W2: + description: W boson mass squared + label: $M_W^2$ + units: GeV$^2$ file: kinematics_WP-PT.yaml data_central: data_WP-PT.yaml data_uncertainties: [uncertainties_WP-PT.yaml] variants: + CMS_prescription: + data_uncertainties: + - uncertainties_WP-PT_cms.yaml + data_central: data_WP-PT_cms.yaml legacy: data_uncertainties: - uncertainties_legacy_WP-PT.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WM-PT.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WM-PT.yaml new file mode 100644 index 0000000000..82965271ff --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WM-PT.yaml @@ -0,0 +1,1402 @@ +definitions: + art_stat_corr_1: + description: Artificial statistical uncertainty 1 + treatment: ADD + type: CORR + art_stat_corr_2: + description: Artificial statistical uncertainty 2 + treatment: ADD + type: CORR + art_stat_corr_3: + description: Artificial statistical uncertainty 3 + treatment: ADD + type: CORR + art_stat_corr_4: + description: Artificial statistical uncertainty 4 + treatment: ADD + type: CORR + art_stat_corr_5: + description: Artificial statistical uncertainty 5 + treatment: ADD + type: CORR + art_stat_corr_6: + description: Artificial statistical uncertainty 6 + treatment: ADD + type: CORR + art_stat_corr_7: + description: Artificial statistical uncertainty 7 + treatment: ADD + type: CORR + art_stat_corr_8: + description: Artificial statistical uncertainty 8 + treatment: ADD + type: CORR + art_stat_corr_9: + description: Artificial statistical uncertainty 9 + treatment: ADD + type: CORR + art_stat_corr_10: + description: Artificial statistical uncertainty 10 + treatment: ADD + type: CORR + art_stat_corr_11: + description: Artificial statistical uncertainty 11 + treatment: ADD + type: CORR + art_stat_corr_12: + description: Artificial statistical uncertainty 12 + treatment: ADD + type: CORR + art_stat_corr_13: + description: Artificial statistical uncertainty 13 + treatment: ADD + type: CORR + art_stat_corr_14: + description: Artificial statistical uncertainty 14 + treatment: ADD + type: CORR + art_stat_corr_15: + description: Artificial statistical uncertainty 15 + treatment: ADD + type: CORR + art_stat_corr_16: + description: Artificial statistical uncertainty 16 + treatment: ADD + type: CORR + JetScaleEff1: + description: 'Systematic: JetScaleEff1' + treatment: MULT + type: SYSATLASW1 + JetScaleEff2: + description: 'Systematic: JetScaleEff2' + treatment: MULT + type: SYSATLASW2 + JetScaleEff3: + description: 'Systematic: JetScaleEff3' + treatment: MULT + type: SYSATLASW3 + JetScaleEff4: + description: 'Systematic: JetScaleEff4' + treatment: MULT + type: SYSATLASW4 + JetScaleEff5: + description: 'Systematic: JetScaleEff5' + treatment: MULT + type: SYSATLASW5 + JetScaleEff6: + description: 'Systematic: JetScaleEff6' + treatment: MULT + type: SYSATLASW6 + JetScaleEta1: + description: 'Systematic: JetScaleEta1' + treatment: MULT + type: SYSATLASW7 + JetScaleEta2: + description: 'Systematic: JetScaleEta2' + treatment: MULT + type: SYSATLASW8 + JetScaleHighPt: + description: 'Systematic: JetScaleHighPt' + treatment: MULT + type: SYSATLASW9 + JetScaleMC: + description: 'Systematic: JetScaleMC' + treatment: MULT + type: SYSATLASW10 + JetScalePileup1: + description: 'Systematic: JetScalePileup1' + treatment: MULT + type: SYSATLASW11 + JetScalePileup2: + description: 'Systematic: JetScalePileup2' + treatment: MULT + type: SYSATLASW12 + JetScalePileup3: + description: 'Systematic: JetScalePileup3' + treatment: MULT + type: SYSATLASW13 + JetScalePileup4: + description: 'Systematic: JetScalePileup4' + treatment: MULT + type: SYSATLASW14 + JetScaleFlav1Known: + description: 'Systematic: JetScaleFlav1Known' + treatment: MULT + type: SYSATLASW15 + JetScaleFlav2: + description: 'Systematic: JetScaleFlav2' + treatment: MULT + type: SYSATLASW16 + JetScaleBjet: + description: 'Systematic: JetScaleBjet' + treatment: MULT + type: SYSATLASW17 + JetScalepunchT: + description: 'Systematic: JetScalepunchT' + treatment: MULT + type: SYSATLASW18 + JetResolution10: + description: 'Systematic: JetResolution10' + treatment: MULT + type: SYSATLASW19 + JetSFBeff: + description: 'Systematic: JetSFBeff' + treatment: MULT + type: SYSATLASW20 + JetSFCeff: + description: 'Systematic: JetSFCeff' + treatment: MULT + type: SYSATLASW21 + JetSFLmistag: + description: 'Systematic: JetSFLmistag' + treatment: MULT + type: SYSATLASW22 + JetSFHighPt: + description: 'Systematic: JetSFHighPt' + treatment: MULT + type: SYSATLASW23 + JetJVFcut: + description: 'Systematic: JetJVFcut' + treatment: MULT + type: SYSATLASW24 + ElScaleR12: + description: 'Systematic: ElScaleR12' + treatment: MULT + type: SYSATLASW25 + ElScaleZee: + description: 'Systematic: ElScaleZee' + treatment: MULT + type: SYSATLASW26 + ElScalePS: + description: 'Systematic: ElScalePS' + treatment: MULT + type: SYSATLASW27 + ElResolution: + description: 'Systematic: ElResolution' + treatment: MULT + type: SYSATLASW28 + ElSFReco: + description: 'Systematic: ElSFReco' + treatment: MULT + type: SYSATLASW29 + ElSFId: + description: 'Systematic: ElSFId' + treatment: MULT + type: SYSATLASW30 + ElSFTrigger: + description: 'Systematic: ElSFTrigger' + treatment: MULT + type: SYSATLASW31 + ElSFIso: + description: 'Systematic: ElSFIso' + treatment: MULT + type: SYSATLASW32 + ElSFChargeMisID: + description: 'Systematic: ElSFChargeMisID' + treatment: MULT + type: SYSATLASW33 + METScale: + description: 'Systematic: METScale' + treatment: MULT + type: SYSATLASW34 + METResLong: + description: 'Systematic: METResLong' + treatment: MULT + type: SYSATLASW35 + METResTrans: + description: 'Systematic: METResTrans' + treatment: MULT + type: SYSATLASW36 + PileupWeight: + description: 'Systematic: PileupWeight' + treatment: MULT + type: SYSATLASW37 + QCDlowRange: + description: 'Systematic: QCDlowRange' + treatment: MULT + type: SYSATLASW38 + QCDhighRange: + description: 'Systematic: QCDhighRange' + treatment: MULT + type: SYSATLASW39 + QCDvarIso: + description: 'Systematic: QCDvarIso' + treatment: MULT + type: SYSATLASW40 + QCDvarElID: + description: 'Systematic: QCDvarElID' + treatment: MULT + type: SYSATLASW41 + QCDfitUncert: + description: 'Systematic: QCDfitUncert' + treatment: MULT + type: UNCORR + QCDotherGen: + description: 'Systematic: QCDotherGen' + treatment: MULT + type: SYSATLASW42 + QCDfitRebin: + description: 'Systematic: QCDfitRebin' + treatment: MULT + type: SYSATLASW43 + XsecZ: + description: 'Systematic: XsecZ' + treatment: MULT + type: SYSATLASW44 + XsecTop: + description: 'Systematic: XsecTop' + treatment: MULT + type: SYSATLASW45 + XsecDibos: + description: 'Systematic: XsecDibos' + treatment: MULT + type: SYSATLASW46 + BkgTtbarNorm: + description: 'Systematic: BkgTtbarNorm' + treatment: MULT + type: SYSATLASW47 + BkgMCstat: + description: 'Systematic: BkgMCstat' + treatment: MULT + type: UNCORR + WHFmodel: + description: 'Systematic: WHFmodel' + treatment: MULT + type: SYSATLASW48 + LumiUncert: + description: 'Systematic: LumiUncert' + treatment: MULT + type: ATLASLUMI12 + UnfoldMCstat: + description: 'Systematic: UnfoldMCstat' + treatment: MULT + type: UNCORR + UnfoldOtherGen: + description: 'Systematic: UnfoldOtherGen' + treatment: MULT + type: SYSATLASW49 + UnfoldReweight: + description: 'Systematic: UnfoldReweight' + treatment: MULT + type: SYSATLASW50 +bins: +- art_stat_corr_1: -6.23054206e-01 + art_stat_corr_2: -6.60106176e-01 + art_stat_corr_3: -3.65763825e-01 + art_stat_corr_4: -1.93447285e-01 + art_stat_corr_5: -6.31086642e-02 + art_stat_corr_6: -2.91207529e-02 + art_stat_corr_7: 5.16404592e-03 + art_stat_corr_8: 9.23844245e-04 + art_stat_corr_9: 1.48947707e-04 + art_stat_corr_10: 1.63169167e-05 + art_stat_corr_11: 1.02877296e-06 + art_stat_corr_12: 1.22305738e-07 + art_stat_corr_13: 3.93795500e-08 + art_stat_corr_14: -8.58669834e-09 + art_stat_corr_15: -1.07398508e-09 + art_stat_corr_16: 1.38135318e-10 + JetScaleEff1: 9.50105257e+01 + JetScaleEff2: 2.15116248e+01 + JetScaleEff3: 3.0 + JetScaleEff4: 1.0 + JetScaleEff5: 3.0 + JetScaleEff6: 6.0 + JetScaleEta1: 4.85051544e+01 + JetScaleEta2: 2.45102020e+01 + JetScaleHighPt: 2.82842712e-01 + JetScaleMC: 4.24264069e-01 + JetScalePileup1: 4.12310563e+00 + JetScalePileup2: 1.15217186e+01 + JetScalePileup3: 2.59807621e+00 + JetScalePileup4: 6.25039999e+01 + JetScaleFlav1Known: 1.90525589e+01 + JetScaleFlav2: 7.75290268e+01 + JetScaleBjet: 9.83615779e-02 + JetScalepunchT: 1.41421356e-01 + JetResolution10: 171 + JetSFBeff: 6.0 + JetSFCeff: 3.57071421e+00 + JetSFLmistag: 3.0 + JetSFHighPt: 2.17944947e-01 + JetJVFcut: 1.49248116e+01 + ElScaleR12: 1.0 + ElScaleZee: 1.65151446e+01 + ElScalePS: 3.57071421e-01 + ElResolution: 1 + ElSFReco: 3.0 + ElSFId: 11.0 + ElSFTrigger: 9.0 + ElSFIso: 3.0 + ElSFChargeMisID: 9.83615779e-02 + METScale: 1.03923048e+01 + METResLong: 4 + METResTrans: 4 + PileupWeight: 1.45172311e+01 + QCDlowRange: 2.29510348e+01 + QCDhighRange: 3.31662479e+00 + QCDvarIso: 6 + QCDvarElID: 52 + QCDfitUncert: 5 + QCDotherGen: 37 + QCDfitRebin: 0.5 + XsecZ: 6.0 + XsecTop: 3.0 + XsecDibos: 1.0 + BkgTtbarNorm: 2 + BkgMCstat: 2 + WHFmodel: 4 + LumiUncert: 3.40293991e+01 + UnfoldMCstat: 4 + UnfoldOtherGen: 29 + UnfoldReweight: 51 +- art_stat_corr_1: -8.90718976e-01 + art_stat_corr_2: -9.96676403e-02 + art_stat_corr_3: 3.08178914e-01 + art_stat_corr_4: 2.91069693e-01 + art_stat_corr_5: 1.12991578e-01 + art_stat_corr_6: 6.34402276e-02 + art_stat_corr_7: -1.37907587e-02 + art_stat_corr_8: -2.84076801e-03 + art_stat_corr_9: -4.89808346e-04 + art_stat_corr_10: -5.79165363e-05 + art_stat_corr_11: -3.47851184e-06 + art_stat_corr_12: -4.68044785e-07 + art_stat_corr_13: -9.29288411e-08 + art_stat_corr_14: 2.34139744e-08 + art_stat_corr_15: 4.49735773e-09 + art_stat_corr_16: 2.47393920e-10 + JetScaleEff1: 2.03501228e+02 + JetScaleEff2: 4.80208288e+01 + JetScaleEff3: 6.16441400e+00 + JetScaleEff4: 3.31662479e+00 + JetScaleEff5: 8.12403840e+00 + JetScaleEff6: 1.20830460e+01 + JetScaleEta1: 9.90101005e+01 + JetScaleEta2: 5.05445348e+01 + JetScaleHighPt: 1.41421356e+00 + JetScaleMC: 1.41421356e+00 + JetScalePileup1: 7.39932429e+00 + JetScalePileup2: 2.25997788e+01 + JetScalePileup3: 5.0 + JetScalePileup4: 1.33007519e+02 + JetScaleFlav1Known: 4.05061724e+01 + JetScaleFlav2: 1.62513846e+02 + JetScaleBjet: 2.17944947e-01 + JetScalepunchT: 3.57071421e-01 + JetResolution10: 378 + JetSFBeff: 9.0 + JetSFCeff: 7.53325959e+00 + JetSFLmistag: 6.0 + JetSFHighPt: 4.35889894e-01 + JetJVFcut: 3.22645316e+01 + ElScaleR12: 6.0 + 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art_stat_corr_12: 1.19731798e-06 + art_stat_corr_13: 1.88043638e-07 + art_stat_corr_14: -3.52097090e-08 + art_stat_corr_15: -5.78913012e-09 + art_stat_corr_16: 1.54437345e-10 + JetScaleEff1: 9.15027322e+01 + JetScaleEff2: 1.75142799e+01 + JetScaleEff3: 2.0 + JetScaleEff4: 1.05237826e+01 + JetScaleEff5: 3.57071421e+00 + JetScaleEff6: 5.0 + JetScaleEta1: 4.05061724e+01 + JetScaleEta2: 2.05121915e+01 + JetScaleHighPt: 4.24264069e-01 + JetScaleMC: 5.65685425e-01 + JetScalePileup1: 2.44948974e+00 + JetScalePileup2: 8.76070773e+00 + JetScalePileup3: 4.55521679e+00 + JetScalePileup4: 56.0 + JetScaleFlav1Known: 1.55161206e+01 + JetScaleFlav2: 7.25034482e+01 + JetScaleBjet: 1.03440804e-01 + JetScalepunchT: 2.17944947e-01 + JetResolution10: 170 + JetSFBeff: 7.0 + JetSFCeff: 5.0 + JetSFLmistag: 3.57071421e+00 + JetSFHighPt: 2.17944947e-01 + JetJVFcut: 1.08050914e+01 + ElScaleR12: 6.53834842e+00 + ElScaleZee: 2.05121915e+01 + ElScalePS: 8.18535277e-01 + ElResolution: 1 + ElSFReco: 6.0 + ElSFId: 17.0 + ElSFTrigger: 12.0 + ElSFIso: 4.0 + ElSFChargeMisID: 9.83615779e-02 + METScale: 6.60151498e+01 + METResLong: 61 + METResTrans: 59 + PileupWeight: 1.45172311e+01 + QCDlowRange: 1.32193041e+01 + QCDhighRange: 1.65831240e+00 + QCDvarIso: 6 + QCDvarElID: 3 + QCDfitUncert: 3 + QCDotherGen: 21 + QCDfitRebin: 0.3 + XsecZ: 2.59807621e-02 + XsecTop: 4.0 + XsecDibos: 1.0 + BkgTtbarNorm: 3 + BkgMCstat: 1 + WHFmodel: 11 + LumiUncert: 4.40227214e+01 + UnfoldMCstat: 3 + UnfoldOtherGen: 31 + UnfoldReweight: 13 +- art_stat_corr_1: -1.09404151e-01 + art_stat_corr_2: 3.91805097e-01 + art_stat_corr_3: -5.02138443e-01 + art_stat_corr_4: 1.13257548e-01 + art_stat_corr_5: 1.51153484e-01 + art_stat_corr_6: 1.76864156e-01 + art_stat_corr_7: -7.05713732e-02 + art_stat_corr_8: -2.05203287e-02 + art_stat_corr_9: -4.37649525e-03 + art_stat_corr_10: -5.88748300e-04 + art_stat_corr_11: -3.81858620e-05 + art_stat_corr_12: -4.49874782e-06 + art_stat_corr_13: -5.22856825e-07 + art_stat_corr_14: 1.05767673e-07 + art_stat_corr_15: 7.27216552e-09 + art_stat_corr_16: 9.05996530e-10 + JetScaleEff1: 3.01500829e+01 + JetScaleEff2: 2.20624115e+00 + JetScaleEff3: 2.60384331e+00 + JetScaleEff4: 5.80172388e+00 + JetScaleEff5: 1.40712473e+00 + JetScaleEff6: 2.35106359e+00 + JetScaleEta1: 1.27070846e+01 + JetScaleEta2: 6.7 + JetScaleHighPt: 1.41421356e-01 + JetScaleMC: 2.17944947e-01 + JetScalePileup1: 1.06301458e+00 + JetScalePileup2: 2.40156199e+00 + JetScalePileup3: 2.5 + JetScalePileup4: 1.80501385e+01 + JetScaleFlav1Known: 4.55054942e+00 + JetScaleFlav2: 2.52508911e+01 + JetScaleBjet: 4.35889894e-02 + JetScalepunchT: 1.03440804e-01 + JetResolution10: 44.8 + JetSFBeff: 4.95454337e+00 + JetSFCeff: 2.30434372e+00 + JetSFLmistag: 1.60623784e+00 + JetSFHighPt: 9.83615779e-02 + JetJVFcut: 3.97114593e+00 + ElScaleR12: 3.51140997e+00 + ElScaleZee: 6.80587981e+00 + ElScalePS: 7.39932429e-01 + ElResolution: 0.6 + ElSFReco: 2.95084734e+00 + ElSFId: 7.95031446e+00 + ElSFTrigger: 4.40227214e+00 + ElSFIso: 1.75142799e+00 + ElSFChargeMisID: 3.84057287e-02 + METScale: 2.42674164e+01 + METResLong: 19.7 + METResTrans: 21.1 + PileupWeight: 4.60868745e+00 + QCDlowRange: 3.51140997e+00 + QCDhighRange: 4.09267639e-01 + QCDvarIso: 2.9 + QCDvarElID: 1.4 + QCDfitUncert: 1.1 + QCDotherGen: 6.5 + QCDfitRebin: 0.1 + XsecZ: 0.2 + XsecTop: 2.6 + XsecDibos: 0.7 + BkgTtbarNorm: 2.3 + BkgMCstat: 0.6 + WHFmodel: 2.3 + LumiUncert: 1.79050272e+01 + UnfoldMCstat: 1.8 + UnfoldOtherGen: 13.5 + UnfoldReweight: 1.7 +- art_stat_corr_1: 2.38041421e-02 + art_stat_corr_2: 5.64438799e-02 + art_stat_corr_3: -2.77284930e-01 + art_stat_corr_4: 3.42785526e-01 + art_stat_corr_5: -4.71782006e-02 + art_stat_corr_6: -1.70399410e-01 + art_stat_corr_7: 1.33630891e-01 + art_stat_corr_8: 5.06483498e-02 + art_stat_corr_9: 1.30712710e-02 + art_stat_corr_10: 1.87442323e-03 + art_stat_corr_11: 1.35278486e-04 + art_stat_corr_12: 1.49542778e-05 + art_stat_corr_13: 1.80857698e-06 + art_stat_corr_14: -3.45208110e-07 + art_stat_corr_15: 4.93440117e-09 + art_stat_corr_16: -1.53260130e-10 + JetScaleEff1: 11.1 + JetScaleEff2: 1.13137085e+00 + JetScaleEff3: 1.70587221e+00 + JetScaleEff4: 2.16043977e+00 + JetScaleEff5: 6.53834842e-01 + JetScaleEff6: 1.15217186e+00 + JetScaleEta1: 4.65483619e+00 + JetScaleEta2: 2.50399681e+00 + JetScaleHighPt: 1.08972474e-01 + JetScaleMC: 1.41421356e-01 + JetScalePileup1: 4.89897949e-01 + JetScalePileup2: 9.43398113e-01 + JetScalePileup3: 1.23288280e+00 + JetScalePileup4: 6.75333251e+00 + JetScaleFlav1Known: 1.65151446e+00 + JetScaleFlav2: 1.02502439e+01 + JetScaleBjet: 2.17944947e-02 + JetScalepunchT: 3.57071421e-02 + JetResolution10: 12.5 + JetSFBeff: 3.25691572e+00 + JetSFCeff: 1.10905365e+00 + JetSFLmistag: 8.12403840e-01 + JetSFHighPt: 0.03 + JetJVFcut: 2.19715725e+00 + ElScaleR12: 1.52643375e+00 + ElScaleZee: 2.31732605e+00 + ElScalePS: 3.27871926e-01 + ElResolution: 0.2 + ElSFReco: 1.60623784e+00 + ElSFId: 4.05061724e+00 + ElSFTrigger: 2.00499377e+00 + ElSFIso: 9.11043358e-01 + ElSFChargeMisID: 2.17944947e-02 + METScale: 7.85795775e+00 + METResLong: 5.8 + METResTrans: 6.5 + PileupWeight: 1.07121426e+00 + QCDlowRange: 9.83615779e-01 + QCDhighRange: 8.17006732e-02 + QCDvarIso: 1.6 + QCDvarElID: 1.9 + QCDfitUncert: 0.4 + QCDotherGen: 2.0 + QCDfitRebin: 0.02 + XsecZ: 0.1 + XsecTop: 1.7 + XsecDibos: 0.3 + BkgTtbarNorm: 1.6 + BkgMCstat: 0.4 + WHFmodel: 0.2 + LumiUncert: 7.85286572e+00 + UnfoldMCstat: 1.1 + UnfoldOtherGen: 7.6 + UnfoldReweight: 0.7 +- art_stat_corr_1: 1.80188251e-02 + art_stat_corr_2: -1.93251550e-02 + art_stat_corr_3: -4.60935577e-02 + art_stat_corr_4: 2.03239465e-01 + art_stat_corr_5: -2.91370251e-01 + art_stat_corr_6: -8.89000393e-02 + art_stat_corr_7: -1.19554426e-01 + art_stat_corr_8: -8.90437069e-02 + art_stat_corr_9: -2.87342154e-02 + art_stat_corr_10: -4.82640925e-03 + art_stat_corr_11: -3.60827416e-04 + art_stat_corr_12: -4.47836298e-05 + art_stat_corr_13: -5.05042220e-06 + art_stat_corr_14: 1.03608715e-06 + art_stat_corr_15: -2.67316813e-08 + art_stat_corr_16: 6.82056257e-10 + JetScaleEff1: 4.95454337e+00 + JetScaleEff2: 1.00995049e+00 + JetScaleEff3: 1.00995049e+00 + JetScaleEff4: 6.53834842e-01 + JetScaleEff5: 6.53834842e-01 + JetScaleEff6: 5.54526825e-01 + JetScaleEta1: 1.95128163e+00 + JetScaleEta2: 1.15217186e+00 + JetScaleHighPt: 2.82842712e-02 + JetScaleMC: 4.97493719e-02 + JetScalePileup1: 2.44948974e-01 + JetScalePileup2: 4.24264069e-01 + JetScalePileup3: 0.7 + JetScalePileup4: 3.0 + JetScaleFlav1Known: 7.53325959e-01 + JetScaleFlav2: 4.90204039e+00 + JetScaleBjet: 1.03440804e-02 + JetScalepunchT: 1.41421356e-02 + JetResolution10: 4.5 + JetSFBeff: 2.0 + JetSFCeff: 6.53834842e-01 + JetSFLmistag: 3.57071421e-01 + JetSFHighPt: 2.17944947e-02 + JetJVFcut: 1.34443297e+00 + ElScaleR12: 6.53834842e-01 + ElScaleZee: 0.9 + ElScalePS: 1.64924225e-01 + ElResolution: 0.1 + ElSFReco: 8.52936105e-01 + ElSFId: 2.1 + ElSFTrigger: 1.0 + ElSFIso: 4.55521679e-01 + ElSFChargeMisID: 9.83615779e-03 + METScale: 3.0 + METResLong: 2.5 + METResTrans: 2.6 + PileupWeight: 5.19615242e-01 + QCDlowRange: 3.31662479e-01 + QCDhighRange: 4.12310563e-02 + QCDvarIso: 0.9 + QCDvarElID: 0.8 + QCDfitUncert: 0.2 + QCDotherGen: 0.8 + QCDfitRebin: 0.005 + XsecZ: 0.1 + XsecTop: 1.0 + XsecDibos: 0.2 + BkgTtbarNorm: 1.0 + BkgMCstat: 0.3 + WHFmodel: 0.1 + LumiUncert: 3.80263067e+00 + UnfoldMCstat: 0.8 + UnfoldOtherGen: 3.9 + UnfoldReweight: 0.3 +- art_stat_corr_1: 5.29572777e-03 + art_stat_corr_2: -1.48328684e-02 + art_stat_corr_3: 2.28945950e-02 + art_stat_corr_4: 5.59500582e-02 + art_stat_corr_5: -3.03605950e-01 + art_stat_corr_6: 2.17648052e-01 + art_stat_corr_7: -1.55336536e-02 + art_stat_corr_8: 8.02776251e-02 + art_stat_corr_9: 4.35410404e-02 + art_stat_corr_10: 8.24268178e-03 + art_stat_corr_11: 7.47318654e-04 + art_stat_corr_12: 9.01458523e-05 + art_stat_corr_13: 1.13226172e-05 + art_stat_corr_14: -2.21641265e-06 + art_stat_corr_15: 9.27326911e-08 + art_stat_corr_16: 2.99004266e-10 + JetScaleEff1: 2.53063233e+00 + JetScaleEff2: 8.16026960e-01 + JetScaleEff3: 0.64 + JetScaleEff4: 3.12889757e-01 + JetScaleEff5: 3.07571130e-01 + JetScaleEff6: 2.93087018e-01 + JetScaleEta1: 9.97033099e-01 + JetScaleEta2: 6.70596749e-01 + JetScaleHighPt: 1.41421356e-02 + JetScaleMC: 2.17944947e-02 + JetScalePileup1: 1.06301458e-01 + JetScalePileup2: 2.27156334e-01 + JetScalePileup3: 3.51140997e-01 + JetScalePileup4: 1.45515463e+00 + JetScaleFlav1Known: 4.60217340e-01 + JetScaleFlav2: 2.55524461e+00 + JetScaleBjet: 4.35889894e-03 + JetScalepunchT: 1.08972474e-02 + JetResolution10: 1.88 + JetSFBeff: 1.19134378e+00 + JetSFCeff: 3.30302891e-01 + JetSFLmistag: 1.92093727e-01 + JetSFHighPt: 1.03440804e-02 + JetJVFcut: 7.93536389e-01 + ElScaleR12: 3.30302891e-01 + ElScaleZee: 4.35057467e-01 + ElScalePS: 7.39932429e-02 + ElResolution: 0.06 + ElSFReco: 4.60868745e-01 + ElSFId: 1.14502183e+00 + ElSFTrigger: 5.70175412e-01 + ElSFIso: 2.27760839e-01 + ElSFChargeMisID: 3.84057287e-03 + METScale: 1.38516245e+00 + METResLong: 1.1 + METResTrans: 1.27 + PileupWeight: 2.56320112e-01 + QCDlowRange: 1.65831240e-01 + QCDhighRange: 1.72356462e-02 + QCDvarIso: 0.48 + QCDvarElID: 0.4 + QCDfitUncert: 0.09 + QCDotherGen: 0.37 + QCDfitRebin: 0.001 + XsecZ: 0.03 + XsecTop: 0.61 + XsecDibos: 0.09 + BkgTtbarNorm: 0.61 + BkgMCstat: 0.18 + WHFmodel: 0.12 + LumiUncert: 1.94082457e+00 + UnfoldMCstat: 0.5 + UnfoldOtherGen: 1.27 + UnfoldReweight: 0.18 +- art_stat_corr_1: 3.78141991e-04 + art_stat_corr_2: -3.27240405e-03 + art_stat_corr_3: 1.39103920e-02 + art_stat_corr_4: -6.52477713e-03 + art_stat_corr_5: -9.75038776e-02 + art_stat_corr_6: 1.73282509e-01 + art_stat_corr_7: 1.77040024e-01 + art_stat_corr_8: -6.01779618e-02 + art_stat_corr_9: -5.85103710e-02 + art_stat_corr_10: -1.51367071e-02 + art_stat_corr_11: -1.43394264e-03 + art_stat_corr_12: -2.12499458e-04 + art_stat_corr_13: -2.44912746e-05 + art_stat_corr_14: 5.38604544e-06 + art_stat_corr_15: -2.04442940e-07 + art_stat_corr_16: 2.32581250e-09 + JetScaleEff1: 1.37719824e+00 + JetScaleEff2: 5.70175412e-01 + JetScaleEff3: 3.61109402e-01 + JetScaleEff4: 1.66358048e-01 + JetScaleEff5: 1.68745370e-01 + JetScaleEff6: 1.56444878e-01 + JetScaleEta1: 5.20768663e-01 + JetScaleEta2: 3.45651559e-01 + JetScaleHighPt: 1.41421356e-02 + JetScaleMC: 1.41421356e-02 + JetScalePileup1: 5.74456265e-02 + JetScalePileup2: 1.20312094e-01 + JetScalePileup3: 1.90525589e-01 + JetScalePileup4: 7.06735453e-01 + JetScaleFlav1Known: 2.45102020e-01 + JetScaleFlav2: 1.39516128e+00 + JetScaleBjet: 2.17944947e-03 + JetScalepunchT: 4.35889894e-03 + JetResolution10: 0.84 + JetSFBeff: 7.00571196e-01 + JetSFCeff: 1.75142799e-01 + JetSFLmistag: 1.00995049e-01 + JetSFHighPt: 4.35889894e-03 + JetJVFcut: 5.65685425e-01 + ElScaleR12: 1.75142799e-01 + ElScaleZee: 0.23 + ElScalePS: 4.12310563e-02 + ElResolution: 0.03 + ElSFReco: 2.40416306e-01 + ElSFId: 6.35983490e-01 + ElSFTrigger: 3.05081956e-01 + ElSFIso: 1.26787223e-01 + ElSFChargeMisID: 2.17944947e-03 + METScale: 6.65338260e-01 + 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art_stat_corr_16: -1.40924527e-07 + JetScaleEff1: 8.45739322e-02 + JetScaleEff2: 5.45412688e-02 + JetScaleEff3: 2.71477439e-02 + JetScaleEff4: 1.10905365e-02 + JetScaleEff5: 1.08972474e-02 + JetScaleEff6: 1.00995049e-02 + JetScaleEta1: 3.10322413e-02 + JetScaleEta2: 2.25111084e-02 + JetScaleHighPt: 5.65685425e-04 + JetScaleMC: 1.41421356e-03 + JetScalePileup1: 4.09267639e-03 + JetScalePileup2: 7.79422863e-03 + JetScalePileup3: 1.20830460e-02 + JetScalePileup4: 4.00249922e-02 + JetScaleFlav1Known: 1.55161206e-02 + JetScaleFlav2: 7.35034013e-02 + JetScaleBjet: 1.41421356e-04 + JetScalepunchT: 2.82842712e-04 + JetResolution10: 0.045 + JetSFBeff: 5.16212166e-02 + JetSFCeff: 1.15217186e-02 + JetSFLmistag: 6.53834842e-03 + JetSFHighPt: 0.0003 + JetJVFcut: 3.67695526e-02 + ElScaleR12: 1.15217186e-02 + ElScaleZee: 0.015 + ElScalePS: 2.44948974e-03 + ElResolution: 0.002 + ElSFReco: 1.55161206e-02 + ElSFId: 4.10243830e-02 + ElSFTrigger: 1.95128163e-02 + ElSFIso: 8.12403840e-03 + ElSFChargeMisID: 1.92028644e-04 + METScale: 3.46806863e-02 + METResLong: 0.036 + METResTrans: 0.04 + PileupWeight: 8.76070773e-03 + QCDlowRange: 5.74456265e-03 + QCDhighRange: 8.98610038e-04 + QCDvarIso: 0.02 + QCDvarElID: 0.014 + QCDfitUncert: 0.004 + QCDotherGen: 0.013 + QCDfitRebin: 3.0e-05 + XsecZ: 0.0004 + XsecTop: 0.025 + XsecDibos: 0.004 + BkgTtbarNorm: 0.025 + BkgMCstat: 0.026 + WHFmodel: 0.016 + LumiUncert: 6.85328388e-02 + UnfoldMCstat: 0.067 + UnfoldOtherGen: 0.061 + UnfoldReweight: 0.006 +- art_stat_corr_1: 3.16148191e-07 + art_stat_corr_2: 6.99129141e-07 + art_stat_corr_3: -6.06152022e-08 + art_stat_corr_4: 4.82857489e-06 + art_stat_corr_5: -2.57390885e-05 + art_stat_corr_6: 8.53773499e-06 + art_stat_corr_7: -1.03269451e-04 + art_stat_corr_8: 5.76021022e-04 + art_stat_corr_9: -1.67651806e-03 + art_stat_corr_10: 2.07892267e-03 + art_stat_corr_11: 1.57874126e-02 + art_stat_corr_12: -3.60845921e-02 + art_stat_corr_13: -5.98418131e-03 + art_stat_corr_14: 2.31336167e-03 + art_stat_corr_15: 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2.67267476e-03 + art_stat_corr_15: 9.62094249e-03 + art_stat_corr_16: 5.73727673e-06 + JetScaleEff1: 4.02585395e-03 + JetScaleEff2: 5.23139561e-03 + JetScaleEff3: 1.10905365e-03 + JetScaleEff4: 4.55521679e-04 + JetScaleEff5: 4.35889894e-04 + JetScaleEff6: 0.0004 + JetScaleEta1: 1.25199840e-03 + JetScaleEta2: 9.52627944e-04 + JetScaleHighPt: 2.82842712e-05 + JetScaleMC: 3.57071421e-05 + JetScalePileup1: 1.65831240e-04 + JetScalePileup2: 3.31662479e-04 + JetScalePileup3: 0.0005 + JetScalePileup4: 1.65151446e-03 + JetScaleFlav1Known: 6.53834842e-04 + JetScaleFlav2: 0.003 + JetScaleBjet: 9.83615779e-06 + JetScalepunchT: 1.41421356e-05 + JetResolution10: 0.0018 + JetSFBeff: 2.10475652e-03 + JetSFCeff: 0.0005 + JetSFLmistag: 2.59807621e-04 + JetSFHighPt: 1.08972474e-05 + JetJVFcut: 1.55563492e-03 + ElScaleR12: 4.55521679e-04 + ElScaleZee: 0.0006 + ElScalePS: 8.17006732e-05 + ElResolution: 0.0001 + ElSFReco: 6.53834842e-04 + ElSFId: 1.65151446e-03 + ElSFTrigger: 0.0008 + ElSFIso: 3.57071421e-04 + ElSFChargeMisID: 9.38083152e-06 + METScale: 1.40712473e-03 + METResLong: 0.0015 + METResTrans: 0.0016 + PileupWeight: 3.57071421e-04 + QCDlowRange: 8.98610038e-05 + QCDhighRange: 1.0e-05 + QCDvarIso: 0.0008 + QCDvarElID: 0.0006 + QCDfitUncert: 5.0e-08 + QCDotherGen: 0.0001 + QCDfitRebin: 2.0e-06 + XsecZ: 0.0002 + XsecTop: 0.0009 + XsecDibos: 0.0002 + BkgTtbarNorm: 0.0009 + BkgMCstat: 0.0032 + WHFmodel: 0.0014 + LumiUncert: 2.85087706e-03 + UnfoldMCstat: 0.0092 + UnfoldOtherGen: 0.0025 + UnfoldReweight: 0.0002 +- art_stat_corr_1: 1.40662424e-07 + art_stat_corr_2: -9.15457279e-08 + art_stat_corr_3: 1.08570996e-07 + art_stat_corr_4: -3.98059077e-08 + art_stat_corr_5: 5.11073076e-08 + art_stat_corr_6: -1.50522461e-07 + art_stat_corr_7: -1.65073175e-07 + art_stat_corr_8: 3.26357159e-07 + art_stat_corr_9: -1.97994875e-07 + art_stat_corr_10: -4.13772221e-07 + art_stat_corr_11: 1.62137313e-06 + art_stat_corr_12: 3.75045501e-06 + art_stat_corr_13: -8.67701442e-05 + art_stat_corr_14: -1.62644365e-04 + art_stat_corr_15: -1.42971736e-06 + art_stat_corr_16: 3.44506874e-03 + JetScaleEff1: 9.34705836e-04 + JetScaleEff2: 1.20261174e-03 + JetScaleEff3: 2.55880832e-04 + JetScaleEff4: 1.00995049e-04 + JetScaleEff5: 1.03440804e-04 + JetScaleEff6: 9.11043358e-05 + JetScaleEta1: 2.95761728e-04 + JetScaleEta2: 2.15116248e-04 + JetScaleHighPt: 5.65685425e-06 + JetScaleMC: 1.08972474e-05 + JetScalePileup1: 3.31662479e-05 + JetScalePileup2: 7.14142843e-05 + JetScalePileup3: 1.15217186e-04 + JetScalePileup4: 3.80263067e-04 + JetScaleFlav1Known: 0.00015 + JetScaleFlav2: 0.0007 + JetScaleBjet: 1.41421356e-06 + JetScalepunchT: 2.17944947e-06 + JetResolution10: 0.00043 + JetSFBeff: 4.91833305e-04 + JetSFCeff: 0.00011 + JetSFLmistag: 6.16441400e-05 + JetSFHighPt: 3.0e-06 + JetJVFcut: 3.46518398e-04 + ElScaleR12: 1.05237826e-04 + ElScaleZee: 0.00014 + ElScalePS: 2.44948974e-05 + ElResolution: 2.0e-05 + ElSFReco: 1.50665192e-04 + ElSFId: 3.90256326e-04 + ElSFTrigger: 1.85135086e-04 + ElSFIso: 7.53325959e-05 + ElSFChargeMisID: 1.03440804e-06 + METScale: 3.32716095e-04 + METResLong: 0.00034 + METResTrans: 0.00038 + PileupWeight: 8.12403840e-05 + QCDlowRange: 1.0e-05 + QCDhighRange: 8.24621125e-07 + QCDvarIso: 0.00019 + QCDvarElID: 0.00013 + QCDfitUncert: 3.0e-06 + QCDotherGen: 2.0e-05 + QCDfitRebin: 1.0e-08 + XsecZ: 6.0e-05 + XsecTop: 0.00014 + XsecDibos: 8.0e-05 + BkgTtbarNorm: 0.00013 + BkgMCstat: 0.00099 + WHFmodel: 0.00075 + LumiUncert: 6.50153828e-04 + UnfoldMCstat: 0.00404 + UnfoldOtherGen: 0.00058 + UnfoldReweight: 6.0e-05 diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WM-PT_cms.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WM-PT_cms.yaml new file mode 100644 index 0000000000..42e9765e50 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WM-PT_cms.yaml @@ -0,0 +1,2482 @@ +definitions: + art_stat_corr_1: + description: Artificial statistical uncertainty 1 + treatment: ADD + type: CORR + art_stat_corr_2: + description: Artificial statistical uncertainty 2 + treatment: ADD + type: CORR + art_stat_corr_3: + description: Artificial statistical uncertainty 3 + treatment: ADD + type: CORR + art_stat_corr_4: + description: Artificial statistical uncertainty 4 + treatment: ADD + type: CORR + art_stat_corr_5: + description: Artificial statistical uncertainty 5 + treatment: ADD + type: CORR + art_stat_corr_6: + description: Artificial statistical uncertainty 6 + treatment: ADD + type: CORR + art_stat_corr_7: + description: Artificial statistical uncertainty 7 + treatment: ADD + type: CORR + art_stat_corr_8: + description: Artificial statistical uncertainty 8 + treatment: ADD + type: CORR + art_stat_corr_9: + description: Artificial statistical uncertainty 9 + treatment: ADD + type: CORR + art_stat_corr_10: + description: Artificial statistical uncertainty 10 + treatment: ADD + type: CORR + art_stat_corr_11: + description: Artificial statistical uncertainty 11 + treatment: ADD + type: CORR + art_stat_corr_12: + description: Artificial statistical uncertainty 12 + treatment: ADD + type: CORR + art_stat_corr_13: + description: Artificial statistical uncertainty 13 + treatment: ADD + type: CORR + art_stat_corr_14: + description: Artificial statistical uncertainty 14 + treatment: ADD + type: CORR + art_stat_corr_15: + description: Artificial statistical uncertainty 15 + treatment: ADD + type: CORR + art_stat_corr_16: + description: Artificial statistical uncertainty 16 + treatment: ADD + type: CORR + JetScaleEff1_plus: + description: 'Systematic upper unc.: JetScaleEff1' + treatment: MULT + type: SYSATLASW1 + JetScaleEff1_minus: + description: 'Systematic lower unc.: JetScaleEff1' + treatment: MULT + type: SYSATLASW2 + JetScaleEff2_plus: + description: 'Systematic upper unc.: JetScaleEff2' + treatment: MULT + type: SYSATLASW3 + JetScaleEff2_minus: + description: 'Systematic lower unc.: JetScaleEff2' + treatment: MULT + type: SYSATLASW4 + JetScaleEff3_plus: + description: 'Systematic upper unc.: JetScaleEff3' + treatment: MULT + type: SYSATLASW5 + JetScaleEff3_minus: + description: 'Systematic lower unc.: JetScaleEff3' + treatment: MULT + type: SYSATLASW6 + JetScaleEff4_plus: + description: 'Systematic upper unc.: JetScaleEff4' + treatment: MULT + type: SYSATLASW7 + JetScaleEff4_minus: + description: 'Systematic lower unc.: JetScaleEff4' + treatment: MULT + type: SYSATLASW8 + JetScaleEff5_plus: + description: 'Systematic upper unc.: JetScaleEff5' + treatment: MULT + type: SYSATLASW9 + JetScaleEff5_minus: + description: 'Systematic lower unc.: JetScaleEff5' + treatment: MULT + type: SYSATLASW10 + JetScaleEff6_plus: + description: 'Systematic upper unc.: JetScaleEff6' + treatment: MULT + type: SYSATLASW11 + JetScaleEff6_minus: + description: 'Systematic lower unc.: JetScaleEff6' + treatment: MULT + type: SYSATLASW12 + JetScaleEta1_plus: + description: 'Systematic upper unc.: JetScaleEta1' + treatment: MULT + type: SYSATLASW13 + JetScaleEta1_minus: + description: 'Systematic lower unc.: JetScaleEta1' + treatment: MULT + type: SYSATLASW14 + JetScaleEta2_plus: + description: 'Systematic upper unc.: JetScaleEta2' + treatment: MULT + type: SYSATLASW15 + JetScaleEta2_minus: + description: 'Systematic lower unc.: JetScaleEta2' + treatment: MULT + type: SYSATLASW16 + JetScaleHighPt_plus: + description: 'Systematic upper unc.: JetScaleHighPt' + treatment: MULT + type: SYSATLASW17 + JetScaleHighPt_minus: + description: 'Systematic lower unc.: JetScaleHighPt' + treatment: MULT + type: SYSATLASW18 + JetScaleMC_plus: + description: 'Systematic upper unc.: JetScaleMC' + treatment: MULT + type: SYSATLASW19 + JetScaleMC_minus: + description: 'Systematic lower unc.: JetScaleMC' + treatment: MULT + type: SYSATLASW20 + JetScalePileup1_plus: + description: 'Systematic upper unc.: JetScalePileup1' + treatment: MULT + type: SYSATLASW21 + JetScalePileup1_minus: + description: 'Systematic lower unc.: JetScalePileup1' + treatment: MULT + type: SYSATLASW22 + JetScalePileup2_plus: + description: 'Systematic upper unc.: JetScalePileup2' + treatment: MULT + type: SYSATLASW23 + JetScalePileup2_minus: + description: 'Systematic lower unc.: JetScalePileup2' + treatment: MULT + type: SYSATLASW24 + JetScalePileup3_plus: + description: 'Systematic upper unc.: JetScalePileup3' + treatment: MULT + type: SYSATLASW25 + JetScalePileup3_minus: + description: 'Systematic lower unc.: JetScalePileup3' + treatment: MULT + type: SYSATLASW26 + JetScalePileup4_plus: + description: 'Systematic upper unc.: JetScalePileup4' + treatment: MULT + type: SYSATLASW27 + JetScalePileup4_minus: + description: 'Systematic lower unc.: JetScalePileup4' + treatment: MULT + type: SYSATLASW28 + JetScaleFlav1Known_plus: + description: 'Systematic upper unc.: JetScaleFlav1Known' + treatment: MULT + type: SYSATLASW29 + JetScaleFlav1Known_minus: + description: 'Systematic lower unc.: JetScaleFlav1Known' + treatment: MULT + type: SYSATLASW30 + JetScaleFlav2_plus: + description: 'Systematic upper unc.: JetScaleFlav2' + treatment: MULT + type: SYSATLASW31 + JetScaleFlav2_minus: + description: 'Systematic lower unc.: JetScaleFlav2' + treatment: MULT + type: SYSATLASW32 + JetScaleBjet_plus: + description: 'Systematic upper unc.: JetScaleBjet' + treatment: MULT + type: SYSATLASW33 + JetScaleBjet_minus: + description: 'Systematic lower unc.: JetScaleBjet' + treatment: MULT + type: SYSATLASW34 + JetScalepunchT_plus: + description: 'Systematic upper unc.: JetScalepunchT' + treatment: MULT + type: SYSATLASW35 + JetScalepunchT_minus: + description: 'Systematic lower unc.: JetScalepunchT' + treatment: MULT + type: SYSATLASW36 + JetResolution10_plus: + description: 'Systematic upper unc.: JetResolution10' + treatment: MULT + type: SYSATLASW37 + JetResolution10_minus: + description: 'Systematic lower unc.: JetResolution10' + treatment: MULT + type: SYSATLASW38 + JetSFBeff_plus: + description: 'Systematic upper unc.: JetSFBeff' + treatment: MULT + type: SYSATLASW39 + JetSFBeff_minus: + description: 'Systematic lower unc.: JetSFBeff' + treatment: MULT + type: SYSATLASW40 + JetSFCeff_plus: + description: 'Systematic upper unc.: JetSFCeff' + treatment: MULT + type: SYSATLASW41 + JetSFCeff_minus: + description: 'Systematic lower unc.: JetSFCeff' + treatment: MULT + type: SYSATLASW42 + JetSFLmistag_plus: + description: 'Systematic upper unc.: JetSFLmistag' + treatment: MULT + type: SYSATLASW43 + JetSFLmistag_minus: + description: 'Systematic lower unc.: JetSFLmistag' + treatment: MULT + type: SYSATLASW44 + JetSFHighPt_plus: + description: 'Systematic upper unc.: JetSFHighPt' + treatment: MULT + type: SYSATLASW45 + JetSFHighPt_minus: + description: 'Systematic lower unc.: JetSFHighPt' + treatment: MULT + type: SYSATLASW46 + JetJVFcut_plus: + description: 'Systematic upper unc.: JetJVFcut' + treatment: MULT + type: SYSATLASW47 + JetJVFcut_minus: + description: 'Systematic lower unc.: JetJVFcut' + treatment: MULT + type: SYSATLASW48 + ElScaleR12_plus: + description: 'Systematic upper unc.: ElScaleR12' + treatment: MULT + type: SYSATLASW49 + ElScaleR12_minus: + description: 'Systematic lower unc.: ElScaleR12' + treatment: MULT + type: SYSATLASW50 + ElScaleZee_plus: + description: 'Systematic upper unc.: ElScaleZee' + treatment: MULT + type: SYSATLASW51 + ElScaleZee_minus: + description: 'Systematic lower unc.: ElScaleZee' + treatment: MULT + type: SYSATLASW52 + ElScalePS_plus: + description: 'Systematic upper unc.: ElScalePS' + treatment: MULT + type: SYSATLASW53 + ElScalePS_minus: + description: 'Systematic lower unc.: ElScalePS' + treatment: MULT + type: SYSATLASW54 + ElResolution_plus: + description: 'Systematic upper unc.: ElResolution' + treatment: MULT + type: SYSATLASW55 + ElResolution_minus: + description: 'Systematic lower unc.: ElResolution' + treatment: MULT + type: SYSATLASW56 + ElSFReco_plus: + description: 'Systematic upper unc.: ElSFReco' + treatment: MULT + type: SYSATLASW57 + ElSFReco_minus: + description: 'Systematic lower unc.: ElSFReco' + treatment: MULT + type: SYSATLASW58 + ElSFId_plus: + description: 'Systematic upper unc.: ElSFId' + treatment: MULT + type: SYSATLASW59 + ElSFId_minus: + description: 'Systematic lower unc.: ElSFId' + treatment: MULT + type: SYSATLASW60 + ElSFTrigger_plus: + description: 'Systematic upper unc.: ElSFTrigger' + treatment: MULT + type: SYSATLASW61 + ElSFTrigger_minus: + description: 'Systematic lower unc.: ElSFTrigger' + treatment: MULT + type: SYSATLASW62 + ElSFIso_plus: + description: 'Systematic upper unc.: ElSFIso' + treatment: MULT + type: SYSATLASW63 + ElSFIso_minus: + description: 'Systematic lower unc.: ElSFIso' + treatment: MULT + type: SYSATLASW64 + ElSFChargeMisID_plus: + description: 'Systematic upper unc.: ElSFChargeMisID' + treatment: MULT + type: SYSATLASW65 + ElSFChargeMisID_minus: + description: 'Systematic lower unc.: ElSFChargeMisID' + treatment: MULT + type: SYSATLASW66 + METScale_plus: + description: 'Systematic upper unc.: METScale' + treatment: MULT + type: SYSATLASW67 + METScale_minus: + description: 'Systematic lower unc.: METScale' + treatment: MULT + type: SYSATLASW68 + METResLong_plus: + description: 'Systematic upper unc.: METResLong' + treatment: MULT + type: SYSATLASW69 + METResLong_minus: + description: 'Systematic lower unc.: METResLong' + treatment: MULT + type: SYSATLASW70 + METResTrans_plus: + description: 'Systematic upper unc.: METResTrans' + treatment: MULT + type: SYSATLASW71 + METResTrans_minus: + description: 'Systematic lower unc.: METResTrans' + treatment: MULT + type: SYSATLASW72 + PileupWeight_plus: + description: 'Systematic upper unc.: PileupWeight' + treatment: MULT + type: SYSATLASW73 + PileupWeight_minus: + description: 'Systematic lower unc.: PileupWeight' + treatment: MULT + type: SYSATLASW74 + QCDlowRange_plus: + description: 'Systematic upper unc.: QCDlowRange' + treatment: MULT + type: SYSATLASW75 + QCDlowRange_minus: + description: 'Systematic lower unc.: QCDlowRange' + treatment: MULT + type: SYSATLASW76 + QCDhighRange_plus: + description: 'Systematic upper unc.: QCDhighRange' + treatment: MULT + type: SYSATLASW77 + QCDhighRange_minus: + description: 'Systematic lower unc.: QCDhighRange' + treatment: MULT + type: SYSATLASW78 + QCDvarIso_plus: + description: 'Systematic upper unc.: QCDvarIso' + treatment: MULT + type: SYSATLASW79 + QCDvarIso_minus: + description: 'Systematic lower unc.: QCDvarIso' + treatment: MULT + type: SYSATLASW80 + QCDvarElID_plus: + description: 'Systematic upper unc.: QCDvarElID' + treatment: MULT + type: SYSATLASW81 + QCDvarElID_minus: + description: 'Systematic lower unc.: QCDvarElID' + treatment: MULT + type: SYSATLASW82 + QCDfitUncert_plus: + description: 'Systematic upper unc.: QCDfitUncert' + treatment: MULT + type: UNCORR + QCDfitUncert_minus: + description: 'Systematic lower unc.: QCDfitUncert' + treatment: MULT + type: UNCORR + QCDotherGen_plus: + description: 'Systematic upper unc.: QCDotherGen' + treatment: MULT + type: SYSATLASW83 + QCDotherGen_minus: + description: 'Systematic lower unc.: QCDotherGen' + treatment: MULT + type: SYSATLASW84 + QCDfitRebin_plus: + description: 'Systematic upper unc.: QCDfitRebin' + treatment: MULT + type: SYSATLASW85 + QCDfitRebin_minus: + description: 'Systematic lower unc.: QCDfitRebin' + treatment: MULT + type: SYSATLASW86 + XsecZ_plus: + description: 'Systematic upper unc.: XsecZ' + treatment: MULT + type: SYSATLASW87 + XsecZ_minus: + description: 'Systematic lower unc.: XsecZ' + treatment: MULT + type: SYSATLASW88 + XsecTop_plus: + description: 'Systematic upper unc.: XsecTop' + treatment: MULT + type: SYSATLASW89 + XsecTop_minus: + description: 'Systematic lower unc.: XsecTop' + treatment: MULT + type: SYSATLASW90 + XsecDibos_plus: + description: 'Systematic upper unc.: XsecDibos' + treatment: MULT + type: SYSATLASW91 + XsecDibos_minus: + description: 'Systematic lower unc.: XsecDibos' + treatment: MULT + type: SYSATLASW92 + BkgTtbarNorm_plus: + description: 'Systematic upper unc.: BkgTtbarNorm' + treatment: MULT + type: SYSATLASW93 + BkgTtbarNorm_minus: + description: 'Systematic lower unc.: BkgTtbarNorm' + treatment: MULT + type: SYSATLASW94 + BkgMCstat_plus: + description: 'Systematic upper unc.: BkgMCstat' + treatment: MULT + type: UNCORR + BkgMCstat_minus: + description: 'Systematic lower unc.: BkgMCstat' + treatment: MULT + type: UNCORR + WHFmodel_plus: + description: 'Systematic upper unc.: WHFmodel' + treatment: MULT + type: SYSATLASW95 + WHFmodel_minus: + description: 'Systematic lower unc.: WHFmodel' + treatment: MULT + type: SYSATLASW96 + LumiUncert_plus: + description: 'Systematic upper unc.: LumiUncert' + treatment: MULT + type: SYSATLASW97 + LumiUncert_minus: + description: 'Systematic lower unc.: LumiUncert' + treatment: MULT + type: SYSATLASW98 + UnfoldMCstat_plus: + description: 'Systematic upper unc.: UnfoldMCstat' + treatment: MULT + type: UNCORR + UnfoldMCstat_minus: + description: 'Systematic lower unc.: UnfoldMCstat' + treatment: MULT + type: UNCORR + UnfoldOtherGen_plus: + description: 'Systematic upper unc.: UnfoldOtherGen' + treatment: MULT + type: SYSATLASW99 + UnfoldOtherGen_minus: + description: 'Systematic lower unc.: UnfoldOtherGen' + treatment: MULT + type: SYSATLASW100 + UnfoldReweight_plus: + description: 'Systematic upper unc.: UnfoldReweight' + treatment: MULT + type: SYSATLASW101 + UnfoldReweight_minus: + description: 'Systematic lower unc.: UnfoldReweight' + treatment: MULT + type: SYSATLASW102 +bins: +- art_stat_corr_1: -6.23054206e-01 + art_stat_corr_2: -6.60106176e-01 + art_stat_corr_3: -3.65763825e-01 + art_stat_corr_4: -1.93447285e-01 + art_stat_corr_5: -6.31086642e-02 + art_stat_corr_6: -2.91207529e-02 + art_stat_corr_7: 5.16404592e-03 + art_stat_corr_8: 9.23844245e-04 + art_stat_corr_9: 1.48947707e-04 + art_stat_corr_10: 1.63169167e-05 + art_stat_corr_11: 1.02877296e-06 + art_stat_corr_12: 1.22305738e-07 + art_stat_corr_13: 3.93795500e-08 + art_stat_corr_14: -8.58669834e-09 + art_stat_corr_15: -1.07398508e-09 + art_stat_corr_16: 1.38135318e-10 + JetScaleEff1_plus: 96 + JetScaleEff1_minus: -94 + JetScaleEff2_plus: 22 + JetScaleEff2_minus: -21 + JetScaleEff3_plus: 3 + JetScaleEff3_minus: -3 + JetScaleEff4_plus: 1 + JetScaleEff4_minus: -1 + JetScaleEff5_plus: 3 + JetScaleEff5_minus: -3 + JetScaleEff6_plus: 6 + JetScaleEff6_minus: -6 + JetScaleEta1_plus: 49 + JetScaleEta1_minus: -48 + JetScaleEta2_plus: 25 + JetScaleEta2_minus: -24 + JetScaleHighPt_plus: -0.2 + JetScaleHighPt_minus: -0.2 + JetScaleMC_plus: -0.3 + JetScaleMC_minus: -0.3 + JetScalePileup1_plus: 5 + JetScalePileup1_minus: -1 + JetScalePileup2_plus: 12 + JetScalePileup2_minus: -11 + JetScalePileup3_plus: 3 + JetScalePileup3_minus: -2 + JetScalePileup4_plus: 63 + JetScalePileup4_minus: -62 + JetScaleFlav1Known_plus: 20 + JetScaleFlav1Known_minus: -18 + JetScaleFlav2_plus: 79 + JetScaleFlav2_minus: -76 + JetScaleBjet_plus: 0.1 + JetScaleBjet_minus: 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UnfoldOtherGen_minus: -3.9 + UnfoldReweight_plus: 3.7 + UnfoldReweight_minus: -3.9 +- art_stat_corr_1: 5.29572777e-03 + art_stat_corr_2: -1.48328684e-02 + art_stat_corr_3: 2.28945950e-02 + art_stat_corr_4: 5.59500582e-02 + art_stat_corr_5: -3.03605950e-01 + art_stat_corr_6: 2.17648052e-01 + art_stat_corr_7: -1.55336536e-02 + art_stat_corr_8: 8.02776251e-02 + art_stat_corr_9: 4.35410404e-02 + art_stat_corr_10: 8.24268178e-03 + art_stat_corr_11: 7.47318654e-04 + art_stat_corr_12: 9.01458523e-05 + art_stat_corr_13: 1.13226172e-05 + art_stat_corr_14: -2.21641265e-06 + art_stat_corr_15: 9.27326911e-08 + art_stat_corr_16: 2.99004266e-10 + JetScaleEff1_plus: 2.57 + JetScaleEff1_minus: -2.49 + JetScaleEff2_plus: 0.88 + JetScaleEff2_minus: -0.74 + JetScaleEff3_plus: 0.64 + JetScaleEff3_minus: -0.64 + JetScaleEff4_plus: 0.34 + JetScaleEff4_minus: -0.28 + JetScaleEff5_plus: 0.29 + JetScaleEff5_minus: 0.13 + JetScaleEff6_plus: 0.32 + JetScaleEff6_minus: -0.26 + JetScaleEta1_plus: 1.04 + JetScaleEta1_minus: -0.95 + JetScaleEta2_plus: 0.69 + JetScaleEta2_minus: -0.65 + JetScaleHighPt_plus: -0.01 + JetScaleHighPt_minus: -0.01 + JetScaleMC_plus: -0.01 + JetScaleMC_minus: -0.02 + JetScalePileup1_plus: 0.13 + JetScalePileup1_minus: -0.05 + JetScalePileup2_plus: 0.26 + JetScalePileup2_minus: -0.18 + JetScalePileup3_plus: 0.37 + JetScalePileup3_minus: -0.33 + JetScalePileup4_plus: 1.47 + JetScalePileup4_minus: -1.44 + JetScaleFlav1Known_plus: 0.47 + JetScaleFlav1Known_minus: -0.45 + JetScaleFlav2_plus: 2.53 + JetScaleFlav2_minus: -2.58 + JetScaleBjet_plus: 0.004 + JetScaleBjet_minus: 0.002 + JetScalepunchT_plus: 0.01 + JetScalepunchT_minus: 0.005 + JetResolution10_plus: 0.01 + JetResolution10_minus: 0.005 + JetSFBeff_plus: 1.23 + JetSFBeff_minus: -1.15 + JetSFCeff_plus: 0.34 + JetSFCeff_minus: -0.32 + JetSFLmistag_plus: 0.21 + JetSFLmistag_minus: -0.17 + JetSFHighPt_plus: -0.004 + JetSFHighPt_minus: -0.01 + JetJVFcut_plus: -0.51 + JetJVFcut_minus: -0.61 + ElScaleR12_plus: 0.34 + ElScaleR12_minus: -0.32 + ElScaleZee_plus: 0.43 + ElScaleZee_minus: -0.44 + ElScalePS_plus: 0.09 + ElScalePS_minus: -0.02 + ElResolution_plus: 0.09 + ElResolution_minus: -0.02 + ElSFReco_plus: 0.48 + ElSFReco_minus: -0.44 + ElSFId_plus: 1.14 + ElSFId_minus: -1.15 + ElSFTrigger_plus: 0.58 + ElSFTrigger_minus: -0.56 + ElSFIso_plus: 0.25 + ElSFIso_minus: -0.2 + ElSFChargeMisID_plus: -0.001 + ElSFChargeMisID_minus: -0.004 + METScale_plus: 1.37 + METScale_minus: -1.4 + METResLong_plus: 1.37 + METResLong_minus: -1.4 + METResTrans_plus: 1.37 + METResTrans_minus: -1.4 + PileupWeight_plus: 0.29 + PileupWeight_minus: -0.21 + QCDlowRange_plus: 0.2 + QCDlowRange_minus: -0.1 + QCDhighRange_plus: 0.0003 + QCDhighRange_minus: -0.02 + QCDvarIso_plus: 0.0003 + QCDvarIso_minus: -0.02 + QCDvarElID_plus: 0.0003 + QCDvarElID_minus: -0.02 + QCDfitUncert_plus: 0.0003 + QCDfitUncert_minus: -0.02 + QCDotherGen_plus: 0.0003 + QCDotherGen_minus: -0.02 + QCDfitRebin_plus: 0.0003 + QCDfitRebin_minus: -0.02 + XsecZ_plus: 0.03 + XsecZ_minus: -0.03 + XsecTop_plus: 0.61 + XsecTop_minus: -0.61 + XsecDibos_plus: 0.09 + XsecDibos_minus: -0.09 + BkgTtbarNorm_plus: 0.09 + BkgTtbarNorm_minus: -0.09 + BkgMCstat_plus: 0.09 + BkgMCstat_minus: -0.09 + WHFmodel_plus: 0.09 + WHFmodel_minus: -0.09 + LumiUncert_plus: 1.9 + LumiUncert_minus: -1.98 + UnfoldMCstat_plus: 1.9 + UnfoldMCstat_minus: -1.98 + UnfoldOtherGen_plus: 1.9 + UnfoldOtherGen_minus: -1.98 + UnfoldReweight_plus: 1.9 + UnfoldReweight_minus: -1.98 +- art_stat_corr_1: 3.78141991e-04 + art_stat_corr_2: -3.27240405e-03 + art_stat_corr_3: 1.39103920e-02 + art_stat_corr_4: -6.52477713e-03 + art_stat_corr_5: -9.75038776e-02 + art_stat_corr_6: 1.73282509e-01 + art_stat_corr_7: 1.77040024e-01 + art_stat_corr_8: -6.01779618e-02 + art_stat_corr_9: -5.85103710e-02 + art_stat_corr_10: -1.51367071e-02 + art_stat_corr_11: -1.43394264e-03 + art_stat_corr_12: -2.12499458e-04 + art_stat_corr_13: -2.44912746e-05 + art_stat_corr_14: 5.38604544e-06 + art_stat_corr_15: -2.04442940e-07 + art_stat_corr_16: 2.32581250e-09 + JetScaleEff1_plus: 1.43 + JetScaleEff1_minus: -1.32 + JetScaleEff2_plus: 0.56 + JetScaleEff2_minus: -0.58 + JetScaleEff3_plus: 0.38 + JetScaleEff3_minus: -0.34 + JetScaleEff4_plus: 0.18 + JetScaleEff4_minus: -0.15 + JetScaleEff5_plus: 0.16 + JetScaleEff5_minus: 0.07 + JetScaleEff6_plus: 0.17 + JetScaleEff6_minus: -0.14 + JetScaleEta1_plus: 0.54 + JetScaleEta1_minus: -0.5 + JetScaleEta2_plus: 0.33 + JetScaleEta2_minus: -0.36 + JetScaleHighPt_plus: -0.01 + JetScaleHighPt_minus: -0.01 + JetScaleMC_plus: -0.01 + JetScaleMC_minus: -0.01 + JetScalePileup1_plus: 0.07 + JetScalePileup1_minus: -0.03 + JetScalePileup2_plus: 0.14 + JetScalePileup2_minus: -0.09 + JetScalePileup3_plus: 0.2 + JetScalePileup3_minus: -0.18 + JetScalePileup4_plus: 0.67 + JetScalePileup4_minus: -0.74 + JetScaleFlav1Known_plus: 0.25 + JetScaleFlav1Known_minus: -0.24 + JetScaleFlav2_plus: 1.38 + JetScaleFlav2_minus: -1.41 + JetScaleBjet_plus: 0.002 + JetScaleBjet_minus: 0.001 + JetScalepunchT_plus: 0.004 + JetScalepunchT_minus: 0.002 + JetResolution10_plus: 0.004 + JetResolution10_minus: 0.002 + JetSFBeff_plus: 0.72 + JetSFBeff_minus: -0.68 + JetSFCeff_plus: 0.18 + JetSFCeff_minus: -0.17 + JetSFLmistag_plus: 0.11 + JetSFLmistag_minus: -0.09 + JetSFHighPt_plus: -0.002 + JetSFHighPt_minus: -0.004 + JetJVFcut_plus: -0.4 + JetJVFcut_minus: -0.4 + ElScaleR12_plus: 0.18 + ElScaleR12_minus: -0.17 + ElScaleZee_plus: 0.23 + ElScaleZee_minus: -0.23 + ElScalePS_plus: 0.05 + ElScalePS_minus: -0.01 + ElResolution_plus: 0.05 + ElResolution_minus: -0.01 + ElSFReco_plus: 0.25 + ElSFReco_minus: -0.23 + ElSFId_plus: 0.61 + ElSFId_minus: -0.66 + ElSFTrigger_plus: 0.31 + ElSFTrigger_minus: -0.3 + ElSFIso_plus: 0.14 + ElSFIso_minus: -0.11 + ElSFChargeMisID_plus: -0.001 + ElSFChargeMisID_minus: -0.002 + METScale_plus: 0.65 + METScale_minus: -0.68 + METResLong_plus: 0.65 + METResLong_minus: -0.68 + METResTrans_plus: 0.65 + METResTrans_minus: -0.68 + PileupWeight_plus: 0.15 + PileupWeight_minus: -0.11 + QCDlowRange_plus: 0.11 + QCDlowRange_minus: -0.05 + QCDhighRange_plus: 0.0004 + QCDhighRange_minus: -0.01 + QCDvarIso_plus: 0.0004 + QCDvarIso_minus: -0.01 + QCDvarElID_plus: 0.0004 + QCDvarElID_minus: -0.01 + QCDfitUncert_plus: 0.0004 + QCDfitUncert_minus: -0.01 + QCDotherGen_plus: 0.0004 + QCDotherGen_minus: -0.01 + QCDfitRebin_plus: 0.0004 + QCDfitRebin_minus: -0.01 + XsecZ_plus: 0.02 + XsecZ_minus: -0.02 + XsecTop_plus: 0.36 + XsecTop_minus: -0.36 + XsecDibos_plus: 0.05 + XsecDibos_minus: -0.05 + BkgTtbarNorm_plus: 0.05 + BkgTtbarNorm_minus: -0.05 + BkgMCstat_plus: 0.05 + BkgMCstat_minus: -0.05 + WHFmodel_plus: 0.05 + WHFmodel_minus: -0.05 + LumiUncert_plus: 1.03 + LumiUncert_minus: -1.07 + UnfoldMCstat_plus: 1.03 + UnfoldMCstat_minus: -1.07 + UnfoldOtherGen_plus: 1.03 + UnfoldOtherGen_minus: -1.07 + UnfoldReweight_plus: 1.03 + UnfoldReweight_minus: -1.07 +- art_stat_corr_1: -1.16952661e-04 + art_stat_corr_2: 1.27366544e-05 + art_stat_corr_3: 1.45001217e-03 + art_stat_corr_4: -5.57422206e-03 + art_stat_corr_5: 5.69114925e-03 + art_stat_corr_6: 1.67170078e-02 + art_stat_corr_7: 6.40087084e-02 + art_stat_corr_8: -1.12752379e-01 + art_stat_corr_9: 8.84307736e-02 + art_stat_corr_10: 2.46420894e-02 + art_stat_corr_11: 4.15041840e-03 + art_stat_corr_12: 5.31555827e-04 + art_stat_corr_13: 8.54358636e-05 + art_stat_corr_14: -1.68123451e-05 + art_stat_corr_15: 1.13924196e-06 + art_stat_corr_16: 7.53830821e-09 + JetScaleEff1_plus: 0.58 + JetScaleEff1_minus: -0.64 + JetScaleEff2_plus: 0.29 + JetScaleEff2_minus: -0.3 + JetScaleEff3_plus: 0.17 + JetScaleEff3_minus: -0.2 + JetScaleEff4_plus: 0.08 + JetScaleEff4_minus: -0.07 + JetScaleEff5_plus: 0.07 + JetScaleEff5_minus: 0.03 + JetScaleEff6_plus: 0.07 + JetScaleEff6_minus: -0.06 + JetScaleEta1_plus: 0.2 + JetScaleEta1_minus: -0.22 + JetScaleEta2_plus: 0.15 + JetScaleEta2_minus: -0.16 + JetScaleHighPt_plus: -0.003 + JetScaleHighPt_minus: -0.003 + JetScaleMC_plus: -0.004 + JetScaleMC_minus: -0.004 + JetScalePileup1_plus: 0.03 + JetScalePileup1_minus: -0.01 + JetScalePileup2_plus: 0.06 + JetScalePileup2_minus: -0.04 + JetScalePileup3_plus: 0.09 + JetScalePileup3_minus: -0.08 + JetScalePileup4_plus: 0.28 + JetScalePileup4_minus: -0.27 + JetScaleFlav1Known_plus: 0.11 + JetScaleFlav1Known_minus: -0.1 + JetScaleFlav2_plus: 0.56 + JetScaleFlav2_minus: -0.6 + JetScaleBjet_plus: 0.001 + JetScaleBjet_minus: 0.0004 + JetScalepunchT_plus: 0.002 + JetScalepunchT_minus: 0.001 + JetResolution10_plus: 0.002 + JetResolution10_minus: 0.001 + JetSFBeff_plus: 0.34 + JetSFBeff_minus: -0.32 + JetSFCeff_plus: 0.08 + JetSFCeff_minus: -0.08 + JetSFLmistag_plus: 0.05 + JetSFLmistag_minus: -0.04 + JetSFHighPt_plus: -0.001 + JetSFHighPt_minus: -0.002 + JetJVFcut_plus: -0.17 + JetJVFcut_minus: -0.18 + ElScaleR12_plus: 0.08 + ElScaleR12_minus: -0.07 + ElScaleZee_plus: 0.1 + ElScaleZee_minus: -0.1 + ElScalePS_plus: 0.02 + ElScalePS_minus: -0.01 + ElResolution_plus: 0.02 + ElResolution_minus: -0.01 + ElSFReco_plus: 0.11 + ElSFReco_minus: -0.1 + ElSFId_plus: 0.27 + ElSFId_minus: -0.28 + ElSFTrigger_plus: 0.14 + ElSFTrigger_minus: -0.13 + ElSFIso_plus: 0.06 + ElSFIso_minus: -0.05 + ElSFChargeMisID_plus: -0.0003 + ElSFChargeMisID_minus: -0.001 + METScale_plus: 0.26 + METScale_minus: -0.22 + METResLong_plus: 0.26 + METResLong_minus: -0.22 + METResTrans_plus: 0.26 + METResTrans_minus: -0.22 + PileupWeight_plus: 0.07 + PileupWeight_minus: -0.05 + QCDlowRange_plus: 0.04 + QCDlowRange_minus: -0.02 + QCDhighRange_plus: -0.001 + QCDhighRange_minus: -0.004 + QCDvarIso_plus: -0.001 + QCDvarIso_minus: -0.004 + QCDvarElID_plus: -0.001 + QCDvarElID_minus: -0.004 + QCDfitUncert_plus: -0.001 + QCDfitUncert_minus: -0.004 + QCDotherGen_plus: -0.001 + QCDotherGen_minus: -0.004 + QCDfitRebin_plus: -0.001 + QCDfitRebin_minus: -0.004 + XsecZ_plus: 0.01 + XsecZ_minus: -0.01 + XsecTop_plus: 0.17 + XsecTop_minus: -0.17 + XsecDibos_plus: 0.02 + XsecDibos_minus: -0.02 + BkgTtbarNorm_plus: 0.02 + BkgTtbarNorm_minus: -0.02 + BkgMCstat_plus: 0.02 + BkgMCstat_minus: -0.02 + WHFmodel_plus: 0.02 + WHFmodel_minus: -0.02 + LumiUncert_plus: 0.46 + LumiUncert_minus: -0.47 + UnfoldMCstat_plus: 0.46 + UnfoldMCstat_minus: -0.47 + UnfoldOtherGen_plus: 0.46 + UnfoldOtherGen_minus: -0.47 + UnfoldReweight_plus: 0.46 + UnfoldReweight_minus: -0.47 +- art_stat_corr_1: -1.61853308e-05 + art_stat_corr_2: 4.98086175e-05 + art_stat_corr_3: -1.27621124e-04 + art_stat_corr_4: -4.42847472e-04 + art_stat_corr_5: 3.64841217e-03 + art_stat_corr_6: -4.92403580e-03 + art_stat_corr_7: -3.76715805e-03 + art_stat_corr_8: -8.62506075e-03 + art_stat_corr_9: 4.23588993e-02 + art_stat_corr_10: -8.46233141e-02 + art_stat_corr_11: -1.11772276e-02 + art_stat_corr_12: -3.03154992e-03 + art_stat_corr_13: -3.63530728e-04 + art_stat_corr_14: 1.00671386e-04 + art_stat_corr_15: -5.37112398e-06 + art_stat_corr_16: 6.26335244e-08 + JetScaleEff1_plus: 0.212 + JetScaleEff1_minus: -0.222 + JetScaleEff2_plus: 0.138 + JetScaleEff2_minus: -0.129 + JetScaleEff3_plus: 0.06 + JetScaleEff3_minus: -0.07 + JetScaleEff4_plus: 0.028 + JetScaleEff4_minus: -0.023 + JetScaleEff5_plus: 0.024 + JetScaleEff5_minus: 0.011 + JetScaleEff6_plus: 0.027 + JetScaleEff6_minus: -0.021 + JetScaleEta1_plus: 0.072 + JetScaleEta1_minus: -0.079 + JetScaleEta2_plus: 0.053 + JetScaleEta2_minus: -0.057 + JetScaleHighPt_plus: -0.001 + JetScaleHighPt_minus: -0.001 + JetScaleMC_plus: -0.001 + JetScaleMC_minus: -0.002 + JetScalePileup1_plus: 0.011 + JetScalePileup1_minus: -0.004 + JetScalePileup2_plus: 0.022 + JetScalePileup2_minus: -0.015 + JetScalePileup3_plus: 0.031 + JetScalePileup3_minus: -0.028 + JetScalePileup4_plus: 0.099 + JetScalePileup4_minus: -0.096 + JetScaleFlav1Known_plus: 0.04 + JetScaleFlav1Known_minus: -0.037 + JetScaleFlav2_plus: 0.193 + JetScaleFlav2_minus: -0.179 + JetScaleBjet_plus: 0.0003 + JetScaleBjet_minus: 0.0001 + JetScalepunchT_plus: 0.001 + JetScalepunchT_minus: 0.0004 + JetResolution10_plus: 0.001 + JetResolution10_minus: 0.0004 + JetSFBeff_plus: 0.133 + JetSFBeff_minus: -0.118 + JetSFCeff_plus: 0.029 + JetSFCeff_minus: -0.027 + JetSFLmistag_plus: 0.017 + JetSFLmistag_minus: -0.014 + JetSFHighPt_plus: -0.0003 + JetSFHighPt_minus: -0.001 + JetJVFcut_plus: -0.063 + JetJVFcut_minus: -0.064 + ElScaleR12_plus: 0.029 + ElScaleR12_minus: -0.027 + ElScaleZee_plus: 0.036 + ElScaleZee_minus: -0.037 + ElScalePS_plus: 0.008 + ElScalePS_minus: -0.002 + ElResolution_plus: 0.008 + ElResolution_minus: -0.002 + ElSFReco_plus: 0.04 + ElSFReco_minus: -0.037 + ElSFId_plus: 0.097 + ElSFId_minus: -0.102 + ElSFTrigger_plus: 0.049 + ElSFTrigger_minus: -0.047 + ElSFIso_plus: 0.021 + ElSFIso_minus: -0.017 + ElSFChargeMisID_plus: -0.0001 + ElSFChargeMisID_minus: -0.0004 + METScale_plus: 0.091 + METScale_minus: -0.078 + METResLong_plus: 0.091 + METResLong_minus: -0.078 + METResTrans_plus: 0.091 + METResTrans_minus: -0.078 + PileupWeight_plus: 0.024 + PileupWeight_minus: -0.018 + QCDlowRange_plus: 0.015 + QCDlowRange_minus: -0.008 + QCDhighRange_plus: -0.001 + QCDhighRange_minus: -0.001 + QCDvarIso_plus: -0.001 + QCDvarIso_minus: -0.001 + QCDvarElID_plus: -0.001 + QCDvarElID_minus: -0.001 + QCDfitUncert_plus: -0.001 + QCDfitUncert_minus: -0.001 + QCDotherGen_plus: -0.001 + QCDotherGen_minus: -0.001 + QCDfitRebin_plus: -0.001 + QCDfitRebin_minus: -0.001 + XsecZ_plus: 0.002 + XsecZ_minus: -0.002 + XsecTop_plus: 0.064 + XsecTop_minus: -0.065 + XsecDibos_plus: 0.009 + XsecDibos_minus: -0.009 + BkgTtbarNorm_plus: 0.009 + BkgTtbarNorm_minus: -0.009 + BkgMCstat_plus: 0.009 + BkgMCstat_minus: -0.009 + WHFmodel_plus: 0.009 + WHFmodel_minus: -0.009 + LumiUncert_plus: 0.164 + LumiUncert_minus: -0.17 + UnfoldMCstat_plus: 0.164 + UnfoldMCstat_minus: -0.17 + UnfoldOtherGen_plus: 0.164 + UnfoldOtherGen_minus: -0.17 + UnfoldReweight_plus: 0.164 + UnfoldReweight_minus: -0.17 +- art_stat_corr_1: 8.13455362e-07 + art_stat_corr_2: 3.24884647e-06 + art_stat_corr_3: -2.64150251e-05 + art_stat_corr_4: 3.02569282e-05 + art_stat_corr_5: 2.42664877e-04 + art_stat_corr_6: -7.14355230e-04 + art_stat_corr_7: -1.88560372e-03 + art_stat_corr_8: 3.16979315e-03 + art_stat_corr_9: 7.05684691e-05 + art_stat_corr_10: -1.99466580e-02 + art_stat_corr_11: 5.56305737e-02 + art_stat_corr_12: 9.37982278e-03 + art_stat_corr_13: 2.22529485e-03 + art_stat_corr_14: -5.06395910e-04 + art_stat_corr_15: 4.20600216e-05 + art_stat_corr_16: -1.40924527e-07 + JetScaleEff1_plus: 0.087 + JetScaleEff1_minus: -0.082 + JetScaleEff2_plus: 0.056 + JetScaleEff2_minus: -0.053 + JetScaleEff3_plus: 0.025 + JetScaleEff3_minus: -0.029 + JetScaleEff4_plus: 0.012 + JetScaleEff4_minus: -0.01 + JetScaleEff5_plus: 0.01 + JetScaleEff5_minus: 0.005 + JetScaleEff6_plus: 0.011 + JetScaleEff6_minus: -0.009 + JetScaleEta1_plus: 0.03 + JetScaleEta1_minus: -0.032 + JetScaleEta2_plus: 0.022 + JetScaleEta2_minus: -0.023 + JetScaleHighPt_plus: -0.0004 + JetScaleHighPt_minus: -0.0004 + JetScaleMC_plus: -0.001 + JetScaleMC_minus: -0.001 + JetScalePileup1_plus: 0.005 + JetScalePileup1_minus: -0.002 + JetScalePileup2_plus: 0.009 + JetScalePileup2_minus: -0.006 + JetScalePileup3_plus: 0.013 + JetScalePileup3_minus: -0.011 + JetScalePileup4_plus: 0.041 + JetScalePileup4_minus: -0.039 + JetScaleFlav1Known_plus: 0.016 + JetScaleFlav1Known_minus: -0.015 + JetScaleFlav2_plus: 0.074 + JetScaleFlav2_minus: -0.073 + JetScaleBjet_plus: 0.0001 + JetScaleBjet_minus: 0.0001 + JetScalepunchT_plus: 0.0002 + JetScalepunchT_minus: 0.0002 + JetResolution10_plus: 0.0002 + JetResolution10_minus: 0.0002 + JetSFBeff_plus: 0.054 + JetSFBeff_minus: -0.049 + JetSFCeff_plus: 0.012 + JetSFCeff_minus: -0.011 + JetSFLmistag_plus: 0.007 + JetSFLmistag_minus: -0.006 + JetSFHighPt_plus: -0.0001 + JetSFHighPt_minus: -0.0003 + JetJVFcut_plus: -0.026 + JetJVFcut_minus: -0.026 + ElScaleR12_plus: 0.012 + ElScaleR12_minus: -0.011 + ElScaleZee_plus: 0.015 + ElScaleZee_minus: -0.015 + ElScalePS_plus: 0.003 + ElScalePS_minus: -0.001 + ElResolution_plus: 0.003 + ElResolution_minus: -0.001 + ElSFReco_plus: 0.016 + ElSFReco_minus: -0.015 + ElSFId_plus: 0.04 + ElSFId_minus: -0.042 + ElSFTrigger_plus: 0.02 + ElSFTrigger_minus: -0.019 + ElSFIso_plus: 0.009 + ElSFIso_minus: -0.007 + ElSFChargeMisID_plus: -5.0e-05 + ElSFChargeMisID_minus: -0.0002 + METScale_plus: 0.037 + METScale_minus: -0.032 + METResLong_plus: 0.037 + METResLong_minus: -0.032 + METResTrans_plus: 0.037 + METResTrans_minus: -0.032 + PileupWeight_plus: 0.01 + PileupWeight_minus: -0.007 + QCDlowRange_plus: 0.007 + QCDlowRange_minus: -0.003 + QCDhighRange_plus: -0.0001 + QCDhighRange_minus: -0.001 + QCDvarIso_plus: -0.0001 + QCDvarIso_minus: -0.001 + QCDvarElID_plus: -0.0001 + QCDvarElID_minus: -0.001 + QCDfitUncert_plus: -0.0001 + QCDfitUncert_minus: -0.001 + QCDotherGen_plus: -0.0001 + QCDotherGen_minus: -0.001 + QCDfitRebin_plus: -0.0001 + QCDfitRebin_minus: -0.001 + XsecZ_plus: 0.0004 + XsecZ_minus: -0.0004 + XsecTop_plus: 0.025 + XsecTop_minus: -0.025 + XsecDibos_plus: 0.004 + XsecDibos_minus: -0.004 + BkgTtbarNorm_plus: 0.004 + BkgTtbarNorm_minus: -0.004 + BkgMCstat_plus: 0.004 + BkgMCstat_minus: -0.004 + WHFmodel_plus: 0.004 + WHFmodel_minus: -0.004 + LumiUncert_plus: 0.067 + LumiUncert_minus: -0.07 + UnfoldMCstat_plus: 0.067 + UnfoldMCstat_minus: -0.07 + UnfoldOtherGen_plus: 0.067 + UnfoldOtherGen_minus: -0.07 + UnfoldReweight_plus: 0.067 + UnfoldReweight_minus: -0.07 +- art_stat_corr_1: 3.16148191e-07 + art_stat_corr_2: 6.99129141e-07 + art_stat_corr_3: -6.06152022e-08 + art_stat_corr_4: 4.82857489e-06 + art_stat_corr_5: -2.57390885e-05 + art_stat_corr_6: 8.53773499e-06 + art_stat_corr_7: -1.03269451e-04 + art_stat_corr_8: 5.76021022e-04 + art_stat_corr_9: -1.67651806e-03 + art_stat_corr_10: 2.07892267e-03 + art_stat_corr_11: 1.57874126e-02 + art_stat_corr_12: -3.60845921e-02 + art_stat_corr_13: -5.98418131e-03 + art_stat_corr_14: 2.31336167e-03 + art_stat_corr_15: -1.47945196e-04 + art_stat_corr_16: 2.11660204e-06 + JetScaleEff1_plus: 0.049 + JetScaleEff1_minus: -0.036 + JetScaleEff2_plus: 0.049 + JetScaleEff2_minus: -0.023 + JetScaleEff3_plus: 0.011 + JetScaleEff3_minus: -0.013 + JetScaleEff4_plus: 0.005 + JetScaleEff4_minus: -0.004 + JetScaleEff5_plus: 0.004 + JetScaleEff5_minus: 0.002 + JetScaleEff6_plus: 0.005 + JetScaleEff6_minus: -0.004 + JetScaleEta1_plus: 0.013 + JetScaleEta1_minus: -0.014 + JetScaleEta2_plus: 0.01 + JetScaleEta2_minus: -0.01 + JetScaleHighPt_plus: -0.0002 + JetScaleHighPt_minus: -0.0002 + JetScaleMC_plus: -0.0002 + JetScaleMC_minus: -0.0003 + JetScalePileup1_plus: 0.002 + JetScalePileup1_minus: -0.001 + JetScalePileup2_plus: 0.004 + JetScalePileup2_minus: -0.003 + JetScalePileup3_plus: 0.006 + JetScalePileup3_minus: -0.005 + JetScalePileup4_plus: 0.018 + JetScalePileup4_minus: -0.017 + JetScaleFlav1Known_plus: 0.007 + JetScaleFlav1Known_minus: -0.007 + JetScaleFlav2_plus: 0.033 + JetScaleFlav2_minus: -0.032 + JetScaleBjet_plus: 0.0001 + JetScaleBjet_minus: 3.0e-05 + JetScalepunchT_plus: 0.0001 + JetScalepunchT_minus: 0.0001 + JetResolution10_plus: 0.0001 + JetResolution10_minus: 0.0001 + JetSFBeff_plus: 0.024 + JetSFBeff_minus: -0.021 + JetSFCeff_plus: 0.005 + JetSFCeff_minus: -0.005 + JetSFLmistag_plus: 0.003 + JetSFLmistag_minus: -0.003 + JetSFHighPt_plus: -0.0001 + JetSFHighPt_minus: -0.0001 + JetJVFcut_plus: -0.011 + JetJVFcut_minus: -0.012 + ElScaleR12_plus: 0.005 + ElScaleR12_minus: -0.005 + ElScaleZee_plus: 0.007 + ElScaleZee_minus: -0.007 + ElScalePS_plus: 0.001 + ElScalePS_minus: -0.0003 + ElResolution_plus: 0.001 + ElResolution_minus: -0.0003 + ElSFReco_plus: 0.007 + ElSFReco_minus: -0.007 + ElSFId_plus: 0.018 + ElSFId_minus: -0.018 + ElSFTrigger_plus: 0.009 + ElSFTrigger_minus: -0.009 + ElSFIso_plus: 0.004 + ElSFIso_minus: -0.003 + ElSFChargeMisID_plus: -2.0e-05 + ElSFChargeMisID_minus: -0.0001 + METScale_plus: 0.017 + METScale_minus: -0.014 + METResLong_plus: 0.017 + METResLong_minus: -0.014 + METResTrans_plus: 0.017 + METResTrans_minus: -0.014 + PileupWeight_plus: 0.004 + PileupWeight_minus: -0.003 + QCDlowRange_plus: 0.002 + QCDlowRange_minus: -0.001 + QCDhighRange_plus: -0.0001 + QCDhighRange_minus: -0.0002 + QCDvarIso_plus: -0.0001 + QCDvarIso_minus: -0.0002 + QCDvarElID_plus: -0.0001 + QCDvarElID_minus: -0.0002 + QCDfitUncert_plus: -0.0001 + QCDfitUncert_minus: -0.0002 + QCDotherGen_plus: -0.0001 + QCDotherGen_minus: -0.0002 + QCDfitRebin_plus: -0.0001 + QCDfitRebin_minus: -0.0002 + XsecZ_plus: 0.001 + XsecZ_minus: -0.001 + XsecTop_plus: 0.011 + XsecTop_minus: -0.011 + XsecDibos_plus: 0.002 + XsecDibos_minus: -0.002 + BkgTtbarNorm_plus: 0.002 + BkgTtbarNorm_minus: -0.002 + BkgMCstat_plus: 0.002 + BkgMCstat_minus: -0.002 + WHFmodel_plus: 0.002 + WHFmodel_minus: -0.002 + LumiUncert_plus: 0.03 + LumiUncert_minus: -0.031 + UnfoldMCstat_plus: 0.03 + UnfoldMCstat_minus: -0.031 + UnfoldOtherGen_plus: 0.03 + UnfoldOtherGen_minus: -0.031 + UnfoldReweight_plus: 0.03 + UnfoldReweight_minus: -0.031 +- art_stat_corr_1: 1.17924381e-07 + art_stat_corr_2: -4.32932627e-07 + art_stat_corr_3: 8.47634966e-07 + art_stat_corr_4: 1.07502975e-06 + art_stat_corr_5: -3.42259852e-06 + art_stat_corr_6: 7.90856939e-06 + art_stat_corr_7: 1.54468544e-05 + art_stat_corr_8: 2.28036482e-06 + art_stat_corr_9: -2.09993491e-04 + art_stat_corr_10: 1.03980379e-03 + art_stat_corr_11: -1.05975432e-03 + art_stat_corr_12: -1.13337976e-02 + art_stat_corr_13: 2.15846428e-02 + art_stat_corr_14: -6.92241057e-03 + art_stat_corr_15: 7.99848715e-04 + art_stat_corr_16: -3.64223907e-06 + JetScaleEff1_plus: 0.0231 + JetScaleEff1_minus: -0.0172 + JetScaleEff2_plus: 0.0229 + JetScaleEff2_minus: -0.0293 + JetScaleEff3_plus: 0.0052 + JetScaleEff3_minus: -0.006 + JetScaleEff4_plus: 0.0024 + JetScaleEff4_minus: -0.002 + JetScaleEff5_plus: 0.0021 + JetScaleEff5_minus: 0.001 + JetScaleEff6_plus: 0.0023 + JetScaleEff6_minus: -0.0018 + JetScaleEta1_plus: 0.0062 + JetScaleEta1_minus: -0.0067 + JetScaleEta2_plus: 0.0045 + JetScaleEta2_minus: -0.0049 + JetScaleHighPt_plus: -0.0001 + JetScaleHighPt_minus: -0.0001 + JetScaleMC_plus: -0.0001 + JetScaleMC_minus: -0.0001 + JetScalePileup1_plus: 0.001 + JetScalePileup1_minus: -0.0003 + JetScalePileup2_plus: 0.0019 + JetScalePileup2_minus: -0.0013 + JetScalePileup3_plus: 0.0027 + JetScalePileup3_minus: -0.0024 + JetScalePileup4_plus: 0.0085 + JetScalePileup4_minus: -0.0082 + JetScaleFlav1Known_plus: 0.0034 + JetScaleFlav1Known_minus: -0.0032 + JetScaleFlav2_plus: 0.0154 + JetScaleFlav2_minus: -0.0153 + JetScaleBjet_plus: 3.0e-05 + JetScaleBjet_minus: 1.0e-05 + JetScalepunchT_plus: 0.0001 + JetScalepunchT_minus: 3.0e-05 + JetResolution10_plus: 0.0001 + JetResolution10_minus: 3.0e-05 + JetSFBeff_plus: 0.0114 + JetSFBeff_minus: -0.0102 + JetSFCeff_plus: 0.0025 + JetSFCeff_minus: -0.0023 + JetSFLmistag_plus: 0.0015 + JetSFLmistag_minus: -0.0012 + JetSFHighPt_plus: -3.0e-05 + JetSFHighPt_minus: -0.0001 + JetJVFcut_plus: -0.0054 + JetJVFcut_minus: -0.0054 + ElScaleR12_plus: 0.0025 + ElScaleR12_minus: -0.0023 + ElScaleZee_plus: 0.0031 + ElScaleZee_minus: -0.0031 + ElScalePS_plus: 0.0007 + ElScalePS_minus: -0.0002 + ElResolution_plus: 0.0007 + ElResolution_minus: -0.0002 + ElSFReco_plus: 0.0034 + ElSFReco_minus: -0.0031 + ElSFId_plus: 0.0083 + ElSFId_minus: -0.0087 + ElSFTrigger_plus: 0.0042 + ElSFTrigger_minus: -0.004 + ElSFIso_plus: 0.0018 + ElSFIso_minus: -0.0014 + ElSFChargeMisID_plus: -1.0e-05 + ElSFChargeMisID_minus: -3.0e-05 + METScale_plus: 0.0078 + METScale_minus: -0.0067 + METResLong_plus: 0.0078 + METResLong_minus: -0.0067 + METResTrans_plus: 0.0078 + METResTrans_minus: -0.0067 + PileupWeight_plus: 0.0021 + PileupWeight_minus: -0.0015 + QCDlowRange_plus: 0.0011 + QCDlowRange_minus: -0.0006 + QCDhighRange_plus: 4.0e-05 + QCDhighRange_minus: -0.0001 + QCDvarIso_plus: 4.0e-05 + QCDvarIso_minus: -0.0001 + QCDvarElID_plus: 4.0e-05 + QCDvarElID_minus: -0.0001 + QCDfitUncert_plus: 4.0e-05 + QCDfitUncert_minus: -0.0001 + QCDotherGen_plus: 4.0e-05 + QCDotherGen_minus: -0.0001 + QCDfitRebin_plus: 4.0e-05 + QCDfitRebin_minus: -0.0001 + XsecZ_plus: 0.0002 + XsecZ_minus: -0.0002 + XsecTop_plus: 0.0046 + XsecTop_minus: -0.0046 + XsecDibos_plus: 0.0008 + XsecDibos_minus: -0.0008 + BkgTtbarNorm_plus: 0.0008 + BkgTtbarNorm_minus: -0.0008 + BkgMCstat_plus: 0.0008 + BkgMCstat_minus: -0.0008 + WHFmodel_plus: 0.0008 + WHFmodel_minus: -0.0008 + LumiUncert_plus: 0.0136 + LumiUncert_minus: -0.0142 + UnfoldMCstat_plus: 0.0136 + UnfoldMCstat_minus: -0.0142 + UnfoldOtherGen_plus: 0.0136 + UnfoldOtherGen_minus: -0.0142 + UnfoldReweight_plus: 0.0136 + UnfoldReweight_minus: -0.0142 +- art_stat_corr_1: 2.66914213e-07 + art_stat_corr_2: -2.21811939e-07 + art_stat_corr_3: 2.07683866e-08 + art_stat_corr_4: 1.50440505e-07 + art_stat_corr_5: 6.84405097e-08 + art_stat_corr_6: 7.26400016e-07 + art_stat_corr_7: 2.58934188e-06 + art_stat_corr_8: -8.43678388e-06 + art_stat_corr_9: 8.06669679e-06 + art_stat_corr_10: 9.10221488e-05 + art_stat_corr_11: -9.73452903e-04 + art_stat_corr_12: 6.06967015e-04 + art_stat_corr_13: 1.12246865e-02 + art_stat_corr_14: 1.47251600e-02 + art_stat_corr_15: -1.34551275e-03 + art_stat_corr_16: 3.49605741e-05 + JetScaleEff1_plus: 0.0124 + JetScaleEff1_minus: -0.0092 + JetScaleEff2_plus: 0.0123 + JetScaleEff2_minus: -0.0157 + JetScaleEff3_plus: 0.0028 + JetScaleEff3_minus: -0.0032 + JetScaleEff4_plus: 0.0013 + JetScaleEff4_minus: -0.0011 + JetScaleEff5_plus: 0.0011 + JetScaleEff5_minus: 0.0005 + JetScaleEff6_plus: 0.0012 + JetScaleEff6_minus: -0.001 + JetScaleEta1_plus: 0.0033 + JetScaleEta1_minus: -0.0036 + JetScaleEta2_plus: 0.0024 + JetScaleEta2_minus: -0.0026 + JetScaleHighPt_plus: -5.0e-05 + JetScaleHighPt_minus: -5.0e-05 + JetScaleMC_plus: -0.0001 + JetScaleMC_minus: -0.0001 + JetScalePileup1_plus: 0.0005 + JetScalePileup1_minus: -0.0002 + JetScalePileup2_plus: 0.001 + JetScalePileup2_minus: -0.0007 + JetScalePileup3_plus: 0.0014 + JetScalePileup3_minus: -0.0013 + JetScalePileup4_plus: 0.0045 + JetScalePileup4_minus: -0.0044 + JetScaleFlav1Known_plus: 0.0018 + JetScaleFlav1Known_minus: -0.0017 + JetScaleFlav2_plus: 0.0083 + JetScaleFlav2_minus: -0.0082 + JetScaleBjet_plus: 2.0e-05 + JetScaleBjet_minus: 1.0e-05 + JetScalepunchT_plus: 3.0e-05 + JetScalepunchT_minus: 2.0e-05 + JetResolution10_plus: 3.0e-05 + JetResolution10_minus: 2.0e-05 + JetSFBeff_plus: 0.0061 + JetSFBeff_minus: -0.0054 + JetSFCeff_plus: 0.0013 + JetSFCeff_minus: -0.0012 + JetSFLmistag_plus: 0.0008 + JetSFLmistag_minus: -0.0006 + JetSFHighPt_plus: -1.0e-05 + JetSFHighPt_minus: -3.0e-05 + JetJVFcut_plus: -0.0029 + JetJVFcut_minus: -0.0029 + ElScaleR12_plus: 0.0013 + ElScaleR12_minus: -0.0012 + ElScaleZee_plus: 0.0017 + ElScaleZee_minus: -0.0017 + ElScalePS_plus: 0.0004 + ElScalePS_minus: -0.0001 + ElResolution_plus: 0.0004 + ElResolution_minus: -0.0001 + ElSFReco_plus: 0.0018 + ElSFReco_minus: -0.0017 + ElSFId_plus: 0.0044 + ElSFId_minus: -0.0047 + ElSFTrigger_plus: 0.0022 + ElSFTrigger_minus: -0.0022 + ElSFIso_plus: 0.001 + ElSFIso_minus: -0.0008 + ElSFChargeMisID_plus: -1.0e-05 + ElSFChargeMisID_minus: -2.0e-05 + METScale_plus: 0.0042 + METScale_minus: -0.0036 + METResLong_plus: 0.0042 + METResLong_minus: -0.0036 + METResTrans_plus: 0.0042 + METResTrans_minus: -0.0036 + PileupWeight_plus: 0.0011 + PileupWeight_minus: -0.0008 + QCDlowRange_plus: 0.0006 + QCDlowRange_minus: -0.0005 + QCDhighRange_plus: 3.0e-05 + QCDhighRange_minus: -0.0001 + QCDvarIso_plus: 3.0e-05 + QCDvarIso_minus: -0.0001 + QCDvarElID_plus: 3.0e-05 + QCDvarElID_minus: -0.0001 + QCDfitUncert_plus: 3.0e-05 + QCDfitUncert_minus: -0.0001 + QCDotherGen_plus: 3.0e-05 + QCDotherGen_minus: -0.0001 + QCDfitRebin_plus: 3.0e-05 + QCDfitRebin_minus: -0.0001 + XsecZ_plus: 0.0001 + XsecZ_minus: -0.0001 + XsecTop_plus: 0.002 + XsecTop_minus: -0.002 + XsecDibos_plus: 0.0005 + XsecDibos_minus: -0.0005 + BkgTtbarNorm_plus: 0.0005 + BkgTtbarNorm_minus: -0.0005 + BkgMCstat_plus: 0.0005 + BkgMCstat_minus: -0.0005 + WHFmodel_plus: 0.0005 + WHFmodel_minus: -0.0005 + LumiUncert_plus: 0.0072 + LumiUncert_minus: -0.0075 + UnfoldMCstat_plus: 0.0072 + UnfoldMCstat_minus: -0.0075 + UnfoldOtherGen_plus: 0.0072 + UnfoldOtherGen_minus: -0.0075 + UnfoldReweight_plus: 0.0072 + UnfoldReweight_minus: -0.0075 +- art_stat_corr_1: 7.56237256e-08 + art_stat_corr_2: 1.29089220e-07 + art_stat_corr_3: 8.87424462e-08 + art_stat_corr_4: -3.77457446e-07 + art_stat_corr_5: 1.39773561e-08 + art_stat_corr_6: -8.30812932e-07 + art_stat_corr_7: -3.61059721e-07 + art_stat_corr_8: -1.37975712e-07 + art_stat_corr_9: 3.92849298e-06 + art_stat_corr_10: -5.12202831e-06 + art_stat_corr_11: -5.52372235e-05 + art_stat_corr_12: 4.29480960e-04 + art_stat_corr_13: -3.26641285e-04 + art_stat_corr_14: 2.67267476e-03 + art_stat_corr_15: 9.62094249e-03 + art_stat_corr_16: 5.73727673e-06 + JetScaleEff1_plus: 0.0045 + JetScaleEff1_minus: -0.0034 + JetScaleEff2_plus: 0.0045 + JetScaleEff2_minus: -0.0058 + JetScaleEff3_plus: 0.001 + JetScaleEff3_minus: -0.0012 + JetScaleEff4_plus: 0.0005 + JetScaleEff4_minus: -0.0004 + JetScaleEff5_plus: 0.0004 + JetScaleEff5_minus: 0.0002 + JetScaleEff6_plus: 0.0004 + JetScaleEff6_minus: -0.0004 + JetScaleEta1_plus: 0.0012 + JetScaleEta1_minus: -0.0013 + JetScaleEta2_plus: 0.0009 + JetScaleEta2_minus: -0.001 + JetScaleHighPt_plus: -2.0e-05 + JetScaleHighPt_minus: -2.0e-05 + JetScaleMC_plus: -2.0e-05 + JetScaleMC_minus: -3.0e-05 + JetScalePileup1_plus: 0.0002 + JetScalePileup1_minus: -0.0001 + JetScalePileup2_plus: 0.0004 + JetScalePileup2_minus: -0.0002 + JetScalePileup3_plus: 0.0005 + JetScalePileup3_minus: -0.0005 + JetScalePileup4_plus: 0.0017 + JetScalePileup4_minus: -0.0016 + JetScaleFlav1Known_plus: 0.0007 + JetScaleFlav1Known_minus: -0.0006 + JetScaleFlav2_plus: 0.003 + JetScaleFlav2_minus: -0.003 + JetScaleBjet_plus: 1.0e-05 + JetScaleBjet_minus: 3.0e-06 + JetScalepunchT_plus: 1.0e-05 + JetScalepunchT_minus: 1.0e-05 + JetResolution10_plus: 1.0e-05 + JetResolution10_minus: 1.0e-05 + JetSFBeff_plus: 0.0022 + JetSFBeff_minus: -0.002 + JetSFCeff_plus: 0.0005 + JetSFCeff_minus: -0.0005 + JetSFLmistag_plus: 0.0003 + JetSFLmistag_minus: -0.0002 + JetSFHighPt_plus: -5.0e-06 + JetSFHighPt_minus: -1.0e-05 + JetJVFcut_plus: -0.0011 + JetJVFcut_minus: -0.0011 + ElScaleR12_plus: 0.0005 + ElScaleR12_minus: -0.0004 + ElScaleZee_plus: 0.0006 + ElScaleZee_minus: -0.0006 + ElScalePS_plus: 0.0001 + ElScalePS_minus: -3.0e-05 + ElResolution_plus: 0.0001 + ElResolution_minus: -3.0e-05 + ElSFReco_plus: 0.0007 + ElSFReco_minus: -0.0006 + ElSFId_plus: 0.0016 + ElSFId_minus: -0.0017 + ElSFTrigger_plus: 0.0008 + ElSFTrigger_minus: -0.0008 + ElSFIso_plus: 0.0004 + ElSFIso_minus: -0.0003 + ElSFChargeMisID_plus: -2.0e-06 + ElSFChargeMisID_minus: -1.0e-05 + METScale_plus: 0.0015 + METScale_minus: -0.0013 + METResLong_plus: 0.0015 + METResLong_minus: -0.0013 + METResTrans_plus: 0.0015 + METResTrans_minus: -0.0013 + PileupWeight_plus: 0.0004 + PileupWeight_minus: -0.0003 + QCDlowRange_plus: 0.0001 + QCDlowRange_minus: 1.0e-05 + QCDhighRange_plus: 1.0e-05 + QCDhighRange_minus: -1.0e-05 + QCDvarIso_plus: 1.0e-05 + QCDvarIso_minus: -1.0e-05 + QCDvarElID_plus: 1.0e-05 + QCDvarElID_minus: -1.0e-05 + QCDfitUncert_plus: 1.0e-05 + QCDfitUncert_minus: -1.0e-05 + QCDotherGen_plus: 1.0e-05 + QCDotherGen_minus: -1.0e-05 + QCDfitRebin_plus: 1.0e-05 + QCDfitRebin_minus: -1.0e-05 + XsecZ_plus: 0.0002 + XsecZ_minus: -0.0002 + XsecTop_plus: 0.0009 + XsecTop_minus: -0.0009 + XsecDibos_plus: 0.0002 + XsecDibos_minus: -0.0002 + BkgTtbarNorm_plus: 0.0002 + BkgTtbarNorm_minus: -0.0002 + BkgMCstat_plus: 0.0002 + BkgMCstat_minus: -0.0002 + WHFmodel_plus: 0.0002 + WHFmodel_minus: -0.0002 + LumiUncert_plus: 0.0028 + LumiUncert_minus: -0.0029 + UnfoldMCstat_plus: 0.0028 + UnfoldMCstat_minus: -0.0029 + UnfoldOtherGen_plus: 0.0028 + UnfoldOtherGen_minus: -0.0029 + UnfoldReweight_plus: 0.0028 + UnfoldReweight_minus: -0.0029 +- art_stat_corr_1: 1.40662424e-07 + art_stat_corr_2: -9.15457279e-08 + art_stat_corr_3: 1.08570996e-07 + art_stat_corr_4: -3.98059077e-08 + art_stat_corr_5: 5.11073076e-08 + art_stat_corr_6: -1.50522461e-07 + art_stat_corr_7: -1.65073175e-07 + art_stat_corr_8: 3.26357159e-07 + art_stat_corr_9: -1.97994875e-07 + art_stat_corr_10: -4.13772221e-07 + art_stat_corr_11: 1.62137313e-06 + art_stat_corr_12: 3.75045501e-06 + art_stat_corr_13: -8.67701442e-05 + art_stat_corr_14: -1.62644365e-04 + art_stat_corr_15: -1.42971736e-06 + art_stat_corr_16: 3.44506874e-03 + JetScaleEff1_plus: 0.00105 + JetScaleEff1_minus: -0.00078 + JetScaleEff2_plus: 0.00104 + JetScaleEff2_minus: -0.00133 + JetScaleEff3_plus: 0.00024 + JetScaleEff3_minus: -0.00027 + JetScaleEff4_plus: 0.00011 + JetScaleEff4_minus: -9.0e-05 + JetScaleEff5_plus: 0.0001 + JetScaleEff5_minus: 4.0e-05 + JetScaleEff6_plus: 0.0001 + JetScaleEff6_minus: -8.0e-05 + JetScaleEta1_plus: 0.00028 + JetScaleEta1_minus: -0.00031 + JetScaleEta2_plus: 0.00021 + JetScaleEta2_minus: -0.00022 + JetScaleHighPt_plus: -4.0e-06 + JetScaleHighPt_minus: -4.0e-06 + JetScaleMC_plus: -5.0e-06 + JetScaleMC_minus: -1.0e-05 + JetScalePileup1_plus: 4.0e-05 + JetScalePileup1_minus: -2.0e-05 + JetScalePileup2_plus: 8.0e-05 + JetScalePileup2_minus: -6.0e-05 + JetScalePileup3_plus: 0.00012 + JetScalePileup3_minus: -0.00011 + JetScalePileup4_plus: 0.00039 + JetScalePileup4_minus: -0.00037 + JetScaleFlav1Known_plus: 0.00015 + JetScaleFlav1Known_minus: -0.00015 + JetScaleFlav2_plus: 0.0007 + JetScaleFlav2_minus: -0.0007 + JetScaleBjet_plus: 1.0e-06 + JetScaleBjet_minus: 1.0e-06 + JetScalepunchT_plus: 2.0e-06 + JetScalepunchT_minus: 1.0e-06 + JetResolution10_plus: 2.0e-06 + JetResolution10_minus: 1.0e-06 + JetSFBeff_plus: 0.00052 + JetSFBeff_minus: -0.00046 + JetSFCeff_plus: 0.00011 + JetSFCeff_minus: -0.00011 + JetSFLmistag_plus: 7.0e-05 + JetSFLmistag_minus: -5.0e-05 + JetSFHighPt_plus: -1.0e-06 + JetSFHighPt_minus: -3.0e-06 + JetJVFcut_plus: -0.00024 + JetJVFcut_minus: -0.00025 + ElScaleR12_plus: 0.00011 + ElScaleR12_minus: -0.0001 + ElScaleZee_plus: 0.00014 + ElScaleZee_minus: -0.00014 + ElScalePS_plus: 3.0e-05 + ElScalePS_minus: -1.0e-05 + ElResolution_plus: 3.0e-05 + ElResolution_minus: -1.0e-05 + ElSFReco_plus: 0.00016 + ElSFReco_minus: -0.00014 + ElSFId_plus: 0.00038 + ElSFId_minus: -0.0004 + ElSFTrigger_plus: 0.00019 + ElSFTrigger_minus: -0.00018 + ElSFIso_plus: 8.0e-05 + ElSFIso_minus: -7.0e-05 + ElSFChargeMisID_plus: -4.0e-07 + ElSFChargeMisID_minus: -1.0e-06 + METScale_plus: 0.00036 + METScale_minus: -0.0003 + METResLong_plus: 0.00036 + METResLong_minus: -0.0003 + METResTrans_plus: 0.00036 + METResTrans_minus: -0.0003 + PileupWeight_plus: 9.0e-05 + PileupWeight_minus: -7.0e-05 + QCDlowRange_plus: 1.0e-05 + QCDlowRange_minus: -1.0e-05 + QCDhighRange_plus: 1.0e-06 + QCDhighRange_minus: -2.0e-07 + QCDvarIso_plus: 1.0e-06 + QCDvarIso_minus: -2.0e-07 + QCDvarElID_plus: 1.0e-06 + QCDvarElID_minus: -2.0e-07 + QCDfitUncert_plus: 1.0e-06 + QCDfitUncert_minus: -2.0e-07 + QCDotherGen_plus: 1.0e-06 + QCDotherGen_minus: -2.0e-07 + QCDfitRebin_plus: 1.0e-06 + QCDfitRebin_minus: -2.0e-07 + XsecZ_plus: 6.0e-05 + XsecZ_minus: -6.0e-05 + XsecTop_plus: 0.00014 + XsecTop_minus: -0.00014 + XsecDibos_plus: 8.0e-05 + XsecDibos_minus: -8.0e-05 + BkgTtbarNorm_plus: 8.0e-05 + BkgTtbarNorm_minus: -8.0e-05 + BkgMCstat_plus: 8.0e-05 + BkgMCstat_minus: -8.0e-05 + WHFmodel_plus: 8.0e-05 + WHFmodel_minus: -8.0e-05 + LumiUncert_plus: 0.00064 + LumiUncert_minus: -0.00066 + UnfoldMCstat_plus: 0.00064 + UnfoldMCstat_minus: -0.00066 + UnfoldOtherGen_plus: 0.00064 + UnfoldOtherGen_minus: -0.00066 + UnfoldReweight_plus: 0.00064 + UnfoldReweight_minus: -0.00066 diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WP-PT.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WP-PT.yaml new file mode 100644 index 0000000000..5d7631321e --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WP-PT.yaml @@ -0,0 +1,1402 @@ +definitions: + art_stat_corr_1: + description: Artificial statistical uncertainty 1 + treatment: ADD + type: CORR + art_stat_corr_2: + description: Artificial statistical uncertainty 2 + treatment: ADD + type: CORR + art_stat_corr_3: + description: Artificial statistical uncertainty 3 + treatment: ADD + type: CORR + art_stat_corr_4: + description: Artificial statistical uncertainty 4 + treatment: ADD + type: CORR + art_stat_corr_5: + description: Artificial statistical uncertainty 5 + treatment: ADD + type: CORR + art_stat_corr_6: + description: Artificial statistical uncertainty 6 + treatment: ADD + type: CORR + art_stat_corr_7: + description: Artificial statistical uncertainty 7 + treatment: ADD + type: CORR + art_stat_corr_8: + description: Artificial statistical uncertainty 8 + treatment: ADD + type: CORR + art_stat_corr_9: + description: Artificial statistical uncertainty 9 + treatment: ADD + type: CORR + art_stat_corr_10: + description: Artificial statistical uncertainty 10 + treatment: ADD + type: CORR + art_stat_corr_11: + description: Artificial statistical uncertainty 11 + treatment: ADD + type: CORR + art_stat_corr_12: + description: Artificial statistical uncertainty 12 + treatment: ADD + type: CORR + art_stat_corr_13: + description: Artificial statistical uncertainty 13 + treatment: ADD + type: CORR + art_stat_corr_14: + description: Artificial statistical uncertainty 14 + treatment: ADD + type: CORR + art_stat_corr_15: + description: Artificial statistical uncertainty 15 + treatment: ADD + type: CORR + art_stat_corr_16: + description: Artificial statistical uncertainty 16 + treatment: ADD + type: CORR + JetScaleEff1: + description: 'Systematic: JetScaleEff1' + treatment: MULT + type: SYSATLASW1 + JetScaleEff2: + description: 'Systematic: JetScaleEff2' + treatment: MULT + type: SYSATLASW2 + JetScaleEff3: + description: 'Systematic: JetScaleEff3' + treatment: MULT + type: SYSATLASW3 + JetScaleEff4: + description: 'Systematic: JetScaleEff4' + treatment: MULT + type: SYSATLASW4 + JetScaleEff5: + description: 'Systematic: JetScaleEff5' + treatment: MULT + type: SYSATLASW5 + JetScaleEff6: + description: 'Systematic: JetScaleEff6' + treatment: MULT + type: SYSATLASW6 + JetScaleEta1: + description: 'Systematic: JetScaleEta1' + treatment: MULT + type: SYSATLASW7 + JetScaleEta2: + description: 'Systematic: JetScaleEta2' + treatment: MULT + type: SYSATLASW8 + JetScaleHighPt: + description: 'Systematic: JetScaleHighPt' + treatment: MULT + type: SYSATLASW9 + JetScaleMC: + description: 'Systematic: JetScaleMC' + treatment: MULT + type: SYSATLASW10 + JetScalePileup1: + description: 'Systematic: JetScalePileup1' + treatment: MULT + type: SYSATLASW11 + JetScalePileup2: + description: 'Systematic: JetScalePileup2' + treatment: MULT + type: SYSATLASW12 + JetScalePileup3: + description: 'Systematic: JetScalePileup3' + treatment: MULT + type: SYSATLASW13 + JetScalePileup4: + description: 'Systematic: JetScalePileup4' + treatment: MULT + type: SYSATLASW14 + JetScaleFlav1Known: + description: 'Systematic: JetScaleFlav1Known' + treatment: MULT + type: SYSATLASW15 + JetScaleFlav2: + description: 'Systematic: JetScaleFlav2' + treatment: MULT + type: SYSATLASW16 + JetScaleBjet: + description: 'Systematic: JetScaleBjet' + treatment: MULT + type: SYSATLASW17 + JetScalepunchT: + description: 'Systematic: JetScalepunchT' + treatment: MULT + type: SYSATLASW18 + JetResolution10: + description: 'Systematic: JetResolution10' + treatment: MULT + type: SYSATLASW19 + JetSFBeff: + description: 'Systematic: JetSFBeff' + treatment: MULT + type: SYSATLASW20 + JetSFCeff: + description: 'Systematic: JetSFCeff' + treatment: MULT + type: SYSATLASW21 + JetSFLmistag: + description: 'Systematic: JetSFLmistag' + treatment: MULT + type: SYSATLASW22 + JetSFHighPt: + description: 'Systematic: JetSFHighPt' + treatment: MULT + type: SYSATLASW23 + JetJVFcut: + description: 'Systematic: JetJVFcut' + treatment: MULT + type: SYSATLASW24 + ElScaleR12: + description: 'Systematic: ElScaleR12' + treatment: MULT + type: SYSATLASW25 + ElScaleZee: + description: 'Systematic: ElScaleZee' + treatment: MULT + type: SYSATLASW26 + ElScalePS: + description: 'Systematic: ElScalePS' + treatment: MULT + type: SYSATLASW27 + ElResolution: + description: 'Systematic: ElResolution' + treatment: MULT + type: SYSATLASW28 + ElSFReco: + description: 'Systematic: ElSFReco' + treatment: MULT + type: SYSATLASW29 + ElSFId: + description: 'Systematic: ElSFId' + treatment: MULT + type: SYSATLASW30 + ElSFTrigger: + description: 'Systematic: ElSFTrigger' + treatment: MULT + type: SYSATLASW31 + ElSFIso: + description: 'Systematic: ElSFIso' + treatment: MULT + type: SYSATLASW32 + ElSFChargeMisID: + description: 'Systematic: ElSFChargeMisID' + treatment: MULT + type: SYSATLASW33 + METScale: + description: 'Systematic: METScale' + treatment: MULT + type: SYSATLASW34 + METResLong: + description: 'Systematic: METResLong' + treatment: MULT + type: SYSATLASW35 + METResTrans: + description: 'Systematic: METResTrans' + treatment: MULT + type: SYSATLASW36 + PileupWeight: + description: 'Systematic: PileupWeight' + treatment: MULT + type: SYSATLASW37 + QCDlowRange: + description: 'Systematic: QCDlowRange' + treatment: MULT + type: SYSATLASW38 + QCDhighRange: + description: 'Systematic: QCDhighRange' + treatment: MULT + type: SYSATLASW39 + QCDvarIso: + description: 'Systematic: QCDvarIso' + treatment: MULT + type: SYSATLASW40 + QCDvarElID: + description: 'Systematic: QCDvarElID' + treatment: MULT + type: SYSATLASW41 + QCDfitUncert: + description: 'Systematic: QCDfitUncert' + treatment: MULT + type: UNCORR + QCDotherGen: + description: 'Systematic: QCDotherGen' + treatment: MULT + type: SYSATLASW42 + QCDfitRebin: + description: 'Systematic: QCDfitRebin' + treatment: MULT + type: SYSATLASW43 + XsecZ: + description: 'Systematic: XsecZ' + treatment: MULT + type: SYSATLASW44 + XsecTop: + description: 'Systematic: XsecTop' + treatment: MULT + type: SYSATLASW45 + XsecDibos: + description: 'Systematic: XsecDibos' + treatment: MULT + type: SYSATLASW46 + BkgTtbarNorm: + description: 'Systematic: BkgTtbarNorm' + treatment: MULT + type: SYSATLASW47 + BkgMCstat: + description: 'Systematic: BkgMCstat' + treatment: MULT + type: UNCORR + WHFmodel: + description: 'Systematic: WHFmodel' + treatment: MULT + type: SYSATLASW48 + LumiUncert: + description: 'Systematic: LumiUncert' + treatment: MULT + type: ATLASLUMI12 + UnfoldMCstat: + description: 'Systematic: UnfoldMCstat' + treatment: MULT + type: UNCORR + UnfoldOtherGen: + description: 'Systematic: UnfoldOtherGen' + treatment: MULT + type: SYSATLASW49 + UnfoldReweight: + description: 'Systematic: UnfoldReweight' + treatment: MULT + type: SYSATLASW50 +bins: +- art_stat_corr_1: -1.98549813e+00 + art_stat_corr_2: -9.25079723e-02 + art_stat_corr_3: -1.88737325e-01 + art_stat_corr_4: -9.46107117e-02 + art_stat_corr_5: -5.68157564e-02 + art_stat_corr_6: -3.75945006e-02 + art_stat_corr_7: 4.94245821e-03 + art_stat_corr_8: -8.11582063e-04 + art_stat_corr_9: -1.45818415e-04 + art_stat_corr_10: -2.27037350e-05 + art_stat_corr_11: -1.32337848e-06 + art_stat_corr_12: -1.26667928e-07 + art_stat_corr_13: 5.87697050e-09 + art_stat_corr_14: -6.07661817e-09 + art_stat_corr_15: 1.43013263e-08 + art_stat_corr_16: -4.28585078e-10 + JetScaleEff1: 1.25501992e+02 + JetScaleEff2: 3.15079355e+01 + JetScaleEff3: 4.55521679e+00 + JetScaleEff4: 4.35889894e-01 + JetScaleEff5: 5.19615242e+00 + JetScaleEff6: 7.53325959e+00 + JetScaleEta1: 6.55343421e+01 + JetScaleEta2: 3.20312348e+01 + JetScaleHighPt: 2.82842712e-01 + JetScaleMC: 4.24264069e-01 + JetScalePileup1: 4.09267639e+00 + JetScalePileup2: 1.52643375e+01 + JetScalePileup3: 3.0 + JetScalePileup4: 8.35029940e+01 + JetScaleFlav1Known: 2.55098020e+01 + JetScaleFlav2: 1.01502463e+02 + JetScaleBjet: 3.57071421e-01 + JetScalepunchT: 3.57071421e-01 + JetResolution10: 214 + JetSFBeff: 6.53834842e+00 + JetSFCeff: 3.57071421e+00 + JetSFLmistag: 4.0 + JetSFHighPt: 2.82842712e-01 + JetJVFcut: 1.95639975e+01 + ElScaleR12: 2.0 + ElScaleZee: 2.16043977e+01 + ElScalePS: 0.5 + ElResolution: 3 + ElSFReco: 5.0 + ElSFId: 1.75142799e+01 + ElSFTrigger: 14.0 + ElSFIso: 4.0 + ElSFChargeMisID: 9.83615779e-02 + METScale: 5.54526825e+00 + METResLong: 20 + METResTrans: 11 + PileupWeight: 1.65151446e+01 + QCDlowRange: 2.41816046e+01 + QCDhighRange: 3.0 + QCDvarIso: 3 + QCDvarElID: 48 + QCDfitUncert: 5 + QCDotherGen: 4 + QCDfitRebin: 1 + XsecZ: 6.0 + XsecTop: 3.0 + XsecDibos: 1.0 + BkgTtbarNorm: 2 + BkgMCstat: 2 + WHFmodel: 13 + LumiUncert: 4.80208288e+01 + UnfoldMCstat: 4 + UnfoldOtherGen: 40 + UnfoldReweight: 48 +- art_stat_corr_1: -5.46130092e-01 + art_stat_corr_2: 4.20854057e-01 + art_stat_corr_3: 5.59423753e-01 + art_stat_corr_4: 3.58404009e-01 + art_stat_corr_5: 2.31855937e-01 + art_stat_corr_6: 1.69572474e-01 + art_stat_corr_7: -2.60467742e-02 + art_stat_corr_8: 4.90610013e-03 + art_stat_corr_9: 9.42616776e-04 + art_stat_corr_10: 1.55326394e-04 + art_stat_corr_11: 8.69648562e-06 + art_stat_corr_12: 8.80425856e-07 + art_stat_corr_13: 1.62284565e-08 + art_stat_corr_14: -1.25049385e-08 + art_stat_corr_15: -4.02752628e-08 + art_stat_corr_16: 2.11172552e-09 + JetScaleEff1: 2.79014337e+02 + JetScaleEff2: 6.95035970e+01 + JetScaleEff3: 9.52627944e+00 + JetScaleEff4: 4.55521679e+00 + JetScaleEff5: 1.20830460e+01 + JetScaleEff6: 1.65151446e+01 + JetScaleEta1: 1.38028982e+02 + JetScaleEta2: 7.00142843e+01 + JetScaleHighPt: 1.03440804e+00 + JetScaleMC: 1.41421356e+00 + JetScalePileup1: 6.63324958e+00 + JetScalePileup2: 3.44673759e+01 + JetScalePileup3: 7.53325959e+00 + JetScalePileup4: 1.84005435e+02 + JetScaleFlav1Known: 56.0 + JetScaleFlav2: 2.22501124e+02 + JetScaleBjet: 1.41421356e+00 + JetScalepunchT: 1.08972474e+00 + JetResolution10: 496 + JetSFBeff: 1.05237826e+01 + JetSFCeff: 8.12403840e+00 + JetSFLmistag: 8.52936105e+00 + JetSFHighPt: 1.41421356e+00 + JetJVFcut: 4.06078810e+01 + ElScaleR12: 4.0 + ElScaleZee: 5.40740233e+01 + ElScalePS: 1.0 + ElResolution: 8 + ElSFReco: 1.35185058e+01 + ElSFId: 44.0 + ElSFTrigger: 3.45072456e+01 + ElSFIso: 10.0 + ElSFChargeMisID: 2.17944947e-01 + METScale: 1.02619443e+02 + METResLong: 99 + METResTrans: 95 + PileupWeight: 3.15713478e+01 + QCDlowRange: 3.53694784e+01 + QCDhighRange: 4.55521679e+00 + QCDvarIso: 4 + QCDvarElID: 19 + QCDfitUncert: 7 + QCDotherGen: 8 + QCDfitRebin: 1 + XsecZ: 4.0 + XsecTop: 5.0 + XsecDibos: 2.0 + BkgTtbarNorm: 3 + BkgMCstat: 2 + WHFmodel: 13 + LumiUncert: 1.15034777e+02 + UnfoldMCstat: 7 + UnfoldOtherGen: 463 + UnfoldReweight: 29 +- art_stat_corr_1: -2.32127013e-02 + art_stat_corr_2: 8.78160776e-01 + art_stat_corr_3: 3.09818866e-01 + art_stat_corr_4: -1.72625277e-01 + art_stat_corr_5: -2.23992707e-01 + art_stat_corr_6: -2.23200218e-01 + art_stat_corr_7: 4.88640377e-02 + art_stat_corr_8: -1.10862158e-02 + art_stat_corr_9: -2.40207200e-03 + art_stat_corr_10: -4.09724989e-04 + art_stat_corr_11: -2.43367430e-05 + art_stat_corr_12: -2.23213712e-06 + art_stat_corr_13: -2.42353122e-07 + art_stat_corr_14: 2.63204302e-08 + art_stat_corr_15: 2.27500801e-08 + art_stat_corr_16: 9.52379364e-10 + JetScaleEff1: 1.28548629e+02 + JetScaleEff2: 25.0 + JetScaleEff3: 2.59807621e+00 + JetScaleEff4: 15.0 + JetScaleEff5: 5.0 + JetScaleEff6: 7.0 + JetScaleEta1: 5.85042733e+01 + JetScaleEta2: 29.0 + JetScaleHighPt: 3.57071421e-01 + JetScaleMC: 4.97493719e-01 + JetScalePileup1: 2.59807621e+00 + JetScalePileup2: 1.30766968e+01 + JetScalePileup3: 7.0 + JetScalePileup4: 7.90126572e+01 + JetScaleFlav1Known: 2.15116248e+01 + JetScaleFlav2: 1.01522165e+02 + JetScaleBjet: 4.97493719e-01 + JetScalepunchT: 3.57071421e-01 + JetResolution10: 225 + JetSFBeff: 8.52936105e+00 + JetSFCeff: 5.0 + JetSFLmistag: 5.0 + JetSFHighPt: 4.24264069e-01 + JetJVFcut: 1.22474487e+01 + ElScaleR12: 6.0 + ElScaleZee: 2.70370117e+01 + ElScalePS: 1.0 + ElResolution: 2 + ElSFReco: 8.0 + ElSFId: 24.0 + ElSFTrigger: 18.0 + ElSFIso: 6.0 + ElSFChargeMisID: 1.03440804e-01 + METScale: 8.25757228e+01 + METResLong: 76 + METResTrans: 76 + PileupWeight: 1.75142799e+01 + QCDlowRange: 1.50996689e+01 + QCDhighRange: 2.0 + QCDvarIso: 7 + QCDvarElID: 10 + QCDfitUncert: 3 + QCDotherGen: 3 + QCDfitRebin: 0.3 + XsecZ: 0.3 + XsecTop: 4.0 + XsecDibos: 2.0 + BkgTtbarNorm: 3 + BkgMCstat: 1 + WHFmodel: 16 + LumiUncert: 6.20161269e+01 + UnfoldMCstat: 4 + UnfoldOtherGen: 58 + UnfoldReweight: 7 +- art_stat_corr_1: 8.37312159e-02 + art_stat_corr_2: 7.44624627e-01 + art_stat_corr_3: -6.07705503e-01 + art_stat_corr_4: -9.83901914e-02 + art_stat_corr_5: 8.48126654e-02 + art_stat_corr_6: 2.13416364e-01 + art_stat_corr_7: -7.88851286e-02 + art_stat_corr_8: 2.32654438e-02 + art_stat_corr_9: 5.62988051e-03 + art_stat_corr_10: 1.03142707e-03 + art_stat_corr_11: 6.23663052e-05 + art_stat_corr_12: 6.11287268e-06 + art_stat_corr_13: 6.69256365e-07 + art_stat_corr_14: -1.05692018e-07 + art_stat_corr_15: -1.57702078e-09 + art_stat_corr_16: -2.75770019e-09 + JetScaleEff1: 42.0 + JetScaleEff2: 4.0 + JetScaleEff3: 3.57071421e+00 + JetScaleEff4: 8.0 + JetScaleEff5: 2.0 + JetScaleEff6: 3.0 + JetScaleEta1: 1.95128163e+01 + JetScaleEta2: 9.52627944e+00 + JetScaleHighPt: 1.41421356e-01 + JetScaleMC: 2.17944947e-01 + JetScalePileup1: 1.0 + JetScalePileup2: 3.57071421e+00 + JetScalePileup3: 3.57071421e+00 + JetScalePileup4: 25.0 + JetScaleFlav1Known: 6.0 + JetScaleFlav2: 35.0 + JetScaleBjet: 2.17944947e-01 + JetScalepunchT: 1.41421356e-01 + JetResolution10: 58 + JetSFBeff: 6.0 + JetSFCeff: 2.0 + JetSFLmistag: 2.0 + JetSFHighPt: 1.41421356e-01 + JetJVFcut: 3.57071421e+00 + ElScaleR12: 3.0 + ElScaleZee: 9.0 + ElScalePS: 0.2 + ElResolution: 1 + ElSFReco: 4.0 + ElSFId: 11.0 + ElSFTrigger: 7.0 + ElSFIso: 2.59807621e+00 + ElSFChargeMisID: 5.17204022e-02 + METScale: 3.00333148e+01 + METResLong: 23 + METResTrans: 26 + PileupWeight: 6.0 + QCDlowRange: 4.12310563e+00 + QCDhighRange: 8.29156198e-01 + QCDvarIso: 4 + QCDvarElID: 2 + QCDfitUncert: 1 + QCDotherGen: 1 + QCDfitRebin: 0.04 + XsecZ: 0.2 + XsecTop: 3.0 + XsecDibos: 1.0 + BkgTtbarNorm: 2 + BkgMCstat: 1 + WHFmodel: 8 + LumiUncert: 2.55098020e+01 + UnfoldMCstat: 2 + UnfoldOtherGen: 29 + UnfoldReweight: 3 +- art_stat_corr_1: 2.50600243e-02 + art_stat_corr_2: 1.68492305e-01 + art_stat_corr_3: -4.35060462e-01 + art_stat_corr_4: 4.54081860e-01 + art_stat_corr_5: 7.15182503e-02 + art_stat_corr_6: -1.82918172e-01 + art_stat_corr_7: 1.52192646e-01 + art_stat_corr_8: -5.89647083e-02 + art_stat_corr_9: -1.70328244e-02 + art_stat_corr_10: -3.29755489e-03 + art_stat_corr_11: -2.22027900e-04 + art_stat_corr_12: -2.12747037e-05 + art_stat_corr_13: -2.60819632e-06 + art_stat_corr_14: 3.69210066e-07 + art_stat_corr_15: 3.57630888e-09 + art_stat_corr_16: 8.00938753e-09 + JetScaleEff1: 1.56514376e+01 + JetScaleEff2: 1.10905365e+00 + JetScaleEff3: 2.3 + JetScaleEff4: 3.0 + JetScaleEff5: 0.9 + JetScaleEff6: 1.65151446e+00 + JetScaleEta1: 7.20138875e+00 + JetScaleEta2: 3.6 + JetScaleHighPt: 1.03440804e-01 + JetScaleMC: 1.41421356e-01 + JetScalePileup1: 5.19615242e-01 + JetScalePileup2: 1.1 + JetScalePileup3: 1.65151446e+00 + JetScalePileup4: 9.45238065e+00 + JetScaleFlav1Known: 2.35106359e+00 + JetScaleFlav2: 1.46542656e+01 + JetScaleBjet: 1.08972474e-01 + JetScalepunchT: 1.03440804e-01 + JetResolution10: 15.5 + JetSFBeff: 3.75066661e+00 + JetSFCeff: 1.16940156e+00 + JetSFLmistag: 1.10905365e+00 + JetSFHighPt: 1.41421356e-01 + JetJVFcut: 2.47941525e+00 + ElScaleR12: 1.6 + ElScaleZee: 3.05081956e+00 + ElScalePS: 0.1 + ElResolution: 0.4 + ElSFReco: 2.05121915e+00 + ElSFId: 5.50181788e+00 + ElSFTrigger: 2.95084734e+00 + ElSFIso: 1.35185058e+00 + ElSFChargeMisID: 2.17944947e-02 + METScale: 9.17210445e+00 + METResLong: 6.9 + METResTrans: 7.9 + PileupWeight: 1.15217186e+00 + QCDlowRange: 1.14455231e+00 + QCDhighRange: 1.65831240e-01 + QCDvarIso: 1.5 + QCDvarElID: 3.1 + QCDfitUncert: 0.4 + QCDotherGen: 0.2 + QCDfitRebin: 0.004 + XsecZ: 0.1 + XsecTop: 1.9 + XsecDibos: 0.4 + BkgTtbarNorm: 1.7 + BkgMCstat: 0.5 + WHFmodel: 3.9 + LumiUncert: 1.14554572e+01 + UnfoldMCstat: 1.4 + UnfoldOtherGen: 18.6 + UnfoldReweight: 1.5 +- art_stat_corr_1: 2.47464666e-03 + art_stat_corr_2: -1.90402851e-02 + art_stat_corr_3: -8.78966463e-02 + art_stat_corr_4: 3.46431470e-01 + art_stat_corr_5: -2.62209409e-01 + art_stat_corr_6: -1.00171459e-01 + art_stat_corr_7: -1.65447965e-01 + art_stat_corr_8: 1.17995500e-01 + art_stat_corr_9: 4.15139667e-02 + art_stat_corr_10: 9.10299179e-03 + art_stat_corr_11: 6.47175004e-04 + art_stat_corr_12: 6.92560868e-05 + art_stat_corr_13: 8.00566104e-06 + art_stat_corr_14: -1.30342997e-06 + art_stat_corr_15: -5.92472364e-09 + art_stat_corr_16: -1.39398247e-08 + JetScaleEff1: 6.65338260e+00 + JetScaleEff2: 1.35185058e+00 + JetScaleEff3: 1.25199840e+00 + JetScaleEff4: 8.52936105e-01 + JetScaleEff5: 4.55521679e-01 + JetScaleEff6: 8.52936105e-01 + JetScaleEta1: 3.05081956e+00 + JetScaleEta2: 1.65151446e+00 + JetScaleHighPt: 2.82842712e-02 + JetScaleMC: 4.24264069e-02 + JetScalePileup1: 2.59807621e-01 + JetScalePileup2: 0.5 + JetScalePileup3: 9.11043358e-01 + JetScalePileup4: 4.00249922e+00 + JetScaleFlav1Known: 1.15217186e+00 + JetScaleFlav2: 6.75333251e+00 + JetScaleBjet: 3.57071421e-02 + JetScalepunchT: 3.57071421e-02 + JetResolution10: 5.1 + JetSFBeff: 2.35106359e+00 + JetSFCeff: 6.53834842e-01 + JetSFLmistag: 5.54526825e-01 + JetSFHighPt: 3.57071421e-02 + JetJVFcut: 1.55563492e+00 + ElScaleR12: 0.8 + ElScaleZee: 1.30766968e+00 + ElScalePS: 0.1 + ElResolution: 0.2 + ElSFReco: 1.15217186e+00 + ElSFId: 2.85087706e+00 + ElSFTrigger: 1.45172311e+00 + ElSFIso: 6.53834842e-01 + ElSFChargeMisID: 1.03440804e-02 + METScale: 3.00333148e+00 + METResLong: 2.6 + METResTrans: 2.7 + PileupWeight: 5.54526825e-01 + QCDlowRange: 4.09267639e-01 + QCDhighRange: 8.17006732e-02 + QCDvarIso: 0.9 + QCDvarElID: 1.0 + QCDfitUncert: 0.2 + QCDotherGen: 0.1 + QCDfitRebin: 0.01 + XsecZ: 0.1 + XsecTop: 1.2 + XsecDibos: 0.2 + BkgTtbarNorm: 1.1 + BkgMCstat: 0.3 + WHFmodel: 1.5 + LumiUncert: 5.60178543e+00 + UnfoldMCstat: 0.9 + UnfoldOtherGen: 4.3 + UnfoldReweight: 0.7 +- art_stat_corr_1: -7.88153600e-04 + art_stat_corr_2: -3.08801844e-02 + art_stat_corr_3: 2.16202779e-02 + art_stat_corr_4: 1.47961688e-01 + art_stat_corr_5: -3.98724643e-01 + art_stat_corr_6: 2.32247252e-01 + art_stat_corr_7: -1.76401036e-02 + art_stat_corr_8: -9.91815450e-02 + art_stat_corr_9: -5.83875891e-02 + art_stat_corr_10: -1.43789419e-02 + art_stat_corr_11: -1.23859781e-03 + art_stat_corr_12: -1.30942857e-04 + art_stat_corr_13: -1.74986569e-05 + art_stat_corr_14: 2.74165455e-06 + art_stat_corr_15: 6.09595778e-08 + art_stat_corr_16: 2.21608618e-08 + JetScaleEff1: 3.55070416e+00 + JetScaleEff2: 1.15217186e+00 + JetScaleEff3: 7.79422863e-01 + JetScaleEff4: 4.55521679e-01 + JetScaleEff5: 5.17204022e-01 + JetScaleEff6: 4.55521679e-01 + JetScaleEta1: 1.6 + JetScaleEta2: 1.05237826e+00 + JetScaleHighPt: 1.41421356e-02 + JetScaleMC: 2.17944947e-02 + JetScalePileup1: 1.65831240e-01 + JetScalePileup2: 0.3 + JetScalePileup3: 0.5 + JetScalePileup4: 2.2 + JetScaleFlav1Known: 0.6 + JetScaleFlav2: 3.65068487e+00 + JetScaleBjet: 2.17944947e-02 + JetScalepunchT: 1.41421356e-02 + JetResolution10: 2.4 + JetSFBeff: 1.4 + JetSFCeff: 3.57071421e-01 + JetSFLmistag: 2.59807621e-01 + JetSFHighPt: 1.41421356e-02 + JetJVFcut: 8.48528137e-01 + ElScaleR12: 0.4 + ElScaleZee: 0.6 + ElScalePS: 0.03 + ElResolution: 0.1 + ElSFReco: 0.6 + ElSFId: 1.55161206e+00 + ElSFTrigger: 0.8 + ElSFIso: 3.57071421e-01 + ElSFChargeMisID: 9.38083152e-03 + METScale: 1.3 + METResLong: 0.9 + METResTrans: 1.1 + PileupWeight: 0.3 + QCDlowRange: 1.65831240e-01 + QCDhighRange: 3.27871926e-02 + QCDvarIso: 0.6 + QCDvarElID: 0.5 + QCDfitUncert: 0.1 + QCDotherGen: 0.1 + QCDfitRebin: 0.01 + XsecZ: 0.03 + XsecTop: 0.7 + XsecDibos: 0.1 + BkgTtbarNorm: 0.7 + BkgMCstat: 0.2 + WHFmodel: 0.8 + LumiUncert: 2.95084734e+00 + UnfoldMCstat: 0.6 + UnfoldOtherGen: 2.6 + UnfoldReweight: 0.4 +- art_stat_corr_1: -3.65661141e-04 + art_stat_corr_2: -8.65569703e-03 + art_stat_corr_3: 1.78735927e-02 + art_stat_corr_4: 9.00748703e-03 + art_stat_corr_5: -1.56983480e-01 + art_stat_corr_6: 1.91934276e-01 + art_stat_corr_7: 2.38615381e-01 + art_stat_corr_8: 6.59481550e-02 + art_stat_corr_9: 7.57155626e-02 + art_stat_corr_10: 2.48381034e-02 + art_stat_corr_11: 2.33097114e-03 + art_stat_corr_12: 3.06815934e-04 + art_stat_corr_13: 3.77668856e-05 + art_stat_corr_14: -7.70683209e-06 + art_stat_corr_15: -1.64036212e-07 + art_stat_corr_16: -1.36939404e-08 + JetScaleEff1: 1.98126222e+00 + JetScaleEff2: 7.85286572e-01 + JetScaleEff3: 5.61604843e-01 + JetScaleEff4: 2.50399681e-01 + JetScaleEff5: 3.02117527e-01 + JetScaleEff6: 2.45102020e-01 + JetScaleEta1: 7.90506167e-01 + JetScaleEta2: 5.25428397e-01 + JetScaleHighPt: 1.41421356e-02 + JetScaleMC: 1.41421356e-02 + JetScalePileup1: 6.83739717e-02 + JetScalePileup2: 0.15 + JetScalePileup3: 2.80356915e-01 + JetScalePileup4: 1.14676720e+00 + JetScaleFlav1Known: 3.21247568e-01 + JetScaleFlav2: 1.98126222e+00 + JetScaleBjet: 1.41421356e-02 + JetScalepunchT: 1.41421356e-02 + JetResolution10: 1.28 + JetSFBeff: 7.85031846e-01 + JetSFCeff: 1.96150452e-01 + JetSFLmistag: 1.58981131e-01 + JetSFHighPt: 1.41421356e-02 + JetJVFcut: 5.72778317e-01 + ElScaleR12: 2.25111084e-01 + ElScaleZee: 0.32 + ElScalePS: 1.65831240e-02 + ElResolution: 0.06 + ElSFReco: 3.35670970e-01 + ElSFId: 0.86 + ElSFTrigger: 4.45056176e-01 + ElSFIso: 1.90525589e-01 + ElSFChargeMisID: 0.003 + METScale: 5.51633937e-01 + METResLong: 0.45 + METResTrans: 0.45 + PileupWeight: 1.50665192e-01 + QCDlowRange: 1.06301458e-01 + QCDhighRange: 1.65831240e-02 + QCDvarIso: 0.3 + QCDvarElID: 0.3 + QCDfitUncert: 0.06 + QCDotherGen: 0.03 + QCDfitRebin: 0.01 + XsecZ: 0.01 + XsecTop: 0.4 + XsecDibos: 0.06 + BkgTtbarNorm: 0.39 + BkgMCstat: 0.14 + WHFmodel: 0.36 + LumiUncert: 1.60056240e+00 + UnfoldMCstat: 0.46 + UnfoldOtherGen: 1.41 + UnfoldReweight: 0.2 +- art_stat_corr_1: -3.84037556e-05 + art_stat_corr_2: -2.65318618e-04 + art_stat_corr_3: 2.37663959e-03 + art_stat_corr_4: -9.62629650e-03 + art_stat_corr_5: 1.60261186e-03 + art_stat_corr_6: 2.09957285e-02 + art_stat_corr_7: 8.94448331e-02 + art_stat_corr_8: 1.51817025e-01 + art_stat_corr_9: -1.04821490e-01 + art_stat_corr_10: -3.84969698e-02 + art_stat_corr_11: -6.27078496e-03 + art_stat_corr_12: -7.31546431e-04 + art_stat_corr_13: -1.33441500e-04 + art_stat_corr_14: 2.56730128e-05 + art_stat_corr_15: 1.51825627e-06 + art_stat_corr_16: 2.66950177e-08 + JetScaleEff1: 9.25243211e-01 + JetScaleEff2: 4.53541619e-01 + JetScaleEff3: 2.67348088e-01 + JetScaleEff4: 1.15217186e-01 + JetScaleEff5: 1.33416641e-01 + JetScaleEff6: 0.11 + JetScaleEta1: 0.31 + JetScaleEta2: 2.40416306e-01 + JetScaleHighPt: 4.24264069e-03 + JetScaleMC: 5.65685425e-03 + JetScalePileup1: 3.31662479e-02 + JetScalePileup2: 0.07 + JetScalePileup3: 0.13 + JetScalePileup4: 4.45505331e-01 + JetScaleFlav1Known: 1.50665192e-01 + JetScaleFlav2: 8.75257105e-01 + JetScaleBjet: 4.97493719e-03 + JetScalepunchT: 4.97493719e-03 + JetResolution10: 0.4 + JetSFBeff: 0.37 + JetSFCeff: 9.11043358e-02 + JetSFLmistag: 7.14142843e-02 + JetSFHighPt: 4.24264069e-03 + JetJVFcut: 2.61677282e-01 + ElScaleR12: 0.1 + ElScaleZee: 0.15 + ElScalePS: 0.01 + ElResolution: 0.03 + ElSFReco: 1.55161206e-01 + ElSFId: 3.95063286e-01 + ElSFTrigger: 2.05121915e-01 + ElSFIso: 8.52936105e-02 + ElSFChargeMisID: 1.08972474e-03 + METScale: 2.55880832e-01 + METResLong: 0.21 + METResTrans: 0.21 + PileupWeight: 0.07 + QCDlowRange: 4.89897949e-02 + QCDhighRange: 8.41130192e-03 + QCDvarIso: 0.14 + QCDvarElID: 0.14 + QCDfitUncert: 0.03 + QCDotherGen: 0.01 + QCDfitRebin: 0.003 + XsecZ: 0.002 + XsecTop: 0.19 + XsecDibos: 0.03 + BkgTtbarNorm: 0.19 + BkgMCstat: 0.08 + WHFmodel: 0.11 + LumiUncert: 7.35306059e-01 + UnfoldMCstat: 0.24 + UnfoldOtherGen: 0.68 + UnfoldReweight: 0.09 +- art_stat_corr_1: 2.02933021e-06 + art_stat_corr_2: 1.24085098e-04 + art_stat_corr_3: -1.14431905e-04 + art_stat_corr_4: -1.36319976e-03 + art_stat_corr_5: 5.62675756e-03 + art_stat_corr_6: -5.66525322e-03 + art_stat_corr_7: -4.95430780e-03 + art_stat_corr_8: 1.45716788e-02 + art_stat_corr_9: -6.47245900e-02 + art_stat_corr_10: 1.10115855e-01 + art_stat_corr_11: 1.62956568e-02 + art_stat_corr_12: 4.10363444e-03 + art_stat_corr_13: 5.43143848e-04 + art_stat_corr_14: -1.45837852e-04 + art_stat_corr_15: -3.74284320e-06 + art_stat_corr_16: 4.11028116e-08 + JetScaleEff1: 3.30302891e-01 + JetScaleEff2: 0.22 + JetScaleEff3: 1.00995049e-01 + JetScaleEff4: 0.04 + JetScaleEff5: 5.17204022e-02 + JetScaleEff6: 0.04 + JetScaleEta1: 1.15217186e-01 + JetScaleEta2: 0.09 + JetScaleHighPt: 1.41421356e-03 + JetScaleMC: 2.17944947e-03 + JetScalePileup1: 0.01 + JetScalePileup2: 0.03 + JetScalePileup3: 0.05 + JetScalePileup4: 0.15 + JetScaleFlav1Known: 5.54526825e-02 + JetScaleFlav2: 2.90344623e-01 + JetScaleBjet: 2.17944947e-03 + JetScalepunchT: 1.41421356e-03 + JetResolution10: 0.16 + JetSFBeff: 0.14 + JetSFCeff: 3.57071421e-02 + JetSFLmistag: 2.59807621e-02 + JetSFHighPt: 1.41421356e-03 + JetJVFcut: 9.89949494e-02 + ElScaleR12: 0.04 + ElScaleZee: 5.54526825e-02 + ElScalePS: 2.59807621e-03 + ElResolution: 0.01 + ElSFReco: 5.54526825e-02 + ElSFId: 0.16 + ElSFTrigger: 7.53325959e-02 + ElSFIso: 0.03 + ElSFChargeMisID: 9.38083152e-04 + METScale: 9.52627944e-02 + METResLong: 0.08 + METResTrans: 0.08 + PileupWeight: 2.59807621e-02 + QCDlowRange: 1.65831240e-02 + QCDhighRange: 3.31662479e-03 + QCDvarIso: 0.05 + QCDvarElID: 0.05 + QCDfitUncert: 0.01 + QCDotherGen: 0.01 + QCDfitRebin: 0.001 + XsecZ: 0.001 + XsecTop: 0.07 + XsecDibos: 0.01 + BkgTtbarNorm: 0.07 + BkgMCstat: 0.06 + WHFmodel: 0.08 + LumiUncert: 2.75090894e-01 + UnfoldMCstat: 0.13 + UnfoldOtherGen: 0.35 + UnfoldReweight: 0.03 +- art_stat_corr_1: 1.22627324e-06 + art_stat_corr_2: 1.16192609e-05 + art_stat_corr_3: -3.24652534e-05 + art_stat_corr_4: 3.35771309e-06 + art_stat_corr_5: 4.94305532e-04 + art_stat_corr_6: -9.01675749e-04 + art_stat_corr_7: -2.73992288e-03 + art_stat_corr_8: -4.33770671e-03 + art_stat_corr_9: -2.22067976e-03 + art_stat_corr_10: 2.86109034e-02 + art_stat_corr_11: -7.55181713e-02 + art_stat_corr_12: -1.25804375e-02 + art_stat_corr_13: -3.35806844e-03 + art_stat_corr_14: 7.50236138e-04 + art_stat_corr_15: 4.76466685e-05 + art_stat_corr_16: 7.11282334e-07 + JetScaleEff1: 1.52527866e-01 + JetScaleEff2: 9.55026178e-02 + JetScaleEff3: 4.27872645e-02 + JetScaleEff4: 1.85135086e-02 + JetScaleEff5: 2.20454077e-02 + JetScaleEff6: 1.75142799e-02 + JetScaleEta1: 4.95050502e-02 + JetScaleEta2: 3.80263067e-02 + JetScaleHighPt: 1.03440804e-03 + JetScaleMC: 1.41421356e-03 + JetScalePileup1: 5.19615242e-03 + JetScalePileup2: 0.011 + JetScalePileup3: 2.05121915e-02 + JetScalePileup4: 6.35354232e-02 + JetScaleFlav1Known: 2.35955504e-02 + JetScaleFlav2: 1.15217186e-01 + JetScaleBjet: 1.41421356e-03 + JetScalepunchT: 1.03440804e-03 + JetResolution10: 0.067 + JetSFBeff: 0.059 + JetSFCeff: 1.40712473e-02 + JetSFLmistag: 1.16940156e-02 + JetSFHighPt: 1.41421356e-03 + JetJVFcut: 4.24264069e-02 + ElScaleR12: 1.65151446e-02 + ElScaleZee: 2.35106359e-02 + ElScalePS: 0.001 + ElResolution: 0.004 + ElSFReco: 2.45916653e-02 + ElSFId: 0.067 + ElSFTrigger: 3.25076914e-02 + ElSFIso: 1.40712473e-02 + ElSFChargeMisID: 2.17944947e-04 + METScale: 4.06540281e-02 + METResLong: 0.033 + METResTrans: 0.033 + PileupWeight: 1.15217186e-02 + QCDlowRange: 6.63324958e-03 + QCDhighRange: 8.41130192e-04 + QCDvarIso: 0.022 + QCDvarElID: 0.022 + QCDfitUncert: 0.005 + QCDotherGen: 0.004 + QCDfitRebin: 0.001 + XsecZ: 0.0001 + XsecTop: 0.027 + XsecDibos: 0.005 + BkgTtbarNorm: 0.026 + BkgMCstat: 0.03 + WHFmodel: 0.017 + LumiUncert: 1.17553179e-01 + UnfoldMCstat: 0.083 + UnfoldOtherGen: 0.148 + UnfoldReweight: 0.015 +- art_stat_corr_1: 3.86344306e-07 + art_stat_corr_2: -1.55349173e-07 + art_stat_corr_3: -2.32377126e-06 + art_stat_corr_4: 1.50505973e-05 + art_stat_corr_5: -2.37404144e-05 + art_stat_corr_6: -4.56980669e-06 + art_stat_corr_7: -1.82619408e-04 + art_stat_corr_8: -9.14420119e-04 + art_stat_corr_9: 2.41453082e-03 + art_stat_corr_10: -2.13181491e-03 + art_stat_corr_11: -2.10224237e-02 + art_stat_corr_12: 4.97263385e-02 + art_stat_corr_13: 9.29098782e-03 + art_stat_corr_14: -3.57097635e-03 + art_stat_corr_15: -1.72352451e-04 + art_stat_corr_16: 5.40732346e-07 + JetScaleEff1: 7.06735453e-02 + JetScaleEff2: 5.74521540e-02 + JetScaleEff3: 2.01990099e-02 + JetScaleEff4: 8.52936105e-03 + JetScaleEff5: 1.03440804e-02 + JetScaleEff6: 8.52936105e-03 + JetScaleEta1: 2.35106359e-02 + JetScaleEta2: 1.85135086e-02 + JetScaleHighPt: 2.82842712e-04 + JetScaleMC: 4.24264069e-04 + JetScalePileup1: 2.59807621e-03 + JetScalePileup2: 0.005 + JetScalePileup3: 9.52627944e-03 + JetScalePileup4: 3.00333148e-02 + JetScaleFlav1Known: 1.10905365e-02 + JetScaleFlav2: 5.46145585e-02 + JetScaleBjet: 3.57071421e-04 + JetScalepunchT: 3.57071421e-04 + JetResolution10: 0.031 + JetSFBeff: 0.028 + JetSFCeff: 6.53834842e-03 + JetSFLmistag: 5.54526825e-03 + JetSFHighPt: 3.57071421e-04 + JetJVFcut: 1.97989899e-02 + ElScaleR12: 7.53325959e-03 + ElScaleZee: 0.011 + ElScalePS: 0.001 + ElResolution: 0.002 + ElSFReco: 1.15217186e-02 + ElSFId: 3.15079355e-02 + ElSFTrigger: 1.55161206e-02 + ElSFIso: 6.53834842e-03 + ElSFChargeMisID: 1.03440804e-04 + METScale: 1.90525589e-02 + METResLong: 0.016 + METResTrans: 0.016 + PileupWeight: 5.54526825e-03 + QCDlowRange: 3.31662479e-03 + QCDhighRange: 8.24621125e-04 + QCDvarIso: 0.01 + QCDvarElID: 0.01 + QCDfitUncert: 0.002 + QCDotherGen: 0.002 + QCDfitRebin: 0.0002 + XsecZ: 0.0002 + XsecTop: 0.011 + XsecDibos: 0.002 + BkgTtbarNorm: 0.011 + BkgMCstat: 0.02 + WHFmodel: 0.012 + LumiUncert: 5.50181788e-02 + UnfoldMCstat: 0.058 + UnfoldOtherGen: 0.07 + UnfoldReweight: 0.007 +- art_stat_corr_1: -1.98543905e-07 + art_stat_corr_2: -4.92110729e-07 + art_stat_corr_3: -9.43633392e-07 + art_stat_corr_4: 8.15967028e-07 + art_stat_corr_5: -6.74162507e-06 + art_stat_corr_6: 6.26013840e-06 + art_stat_corr_7: 1.01691001e-05 + art_stat_corr_8: -3.95265163e-05 + art_stat_corr_9: 4.12837341e-04 + art_stat_corr_10: -1.48667435e-03 + art_stat_corr_11: 1.43432745e-03 + art_stat_corr_12: 1.63979937e-02 + art_stat_corr_13: -3.12814139e-02 + art_stat_corr_14: 1.07699356e-02 + art_stat_corr_15: 1.07125993e-03 + art_stat_corr_16: 1.23891794e-05 + JetScaleEff1: 3.45651559e-02 + JetScaleEff2: 3.80361670e-02 + JetScaleEff3: 1.00995049e-02 + JetScaleEff4: 0.004 + JetScaleEff5: 5.17204022e-03 + JetScaleEff6: 0.004 + JetScaleEta1: 1.15217186e-02 + JetScaleEta2: 0.009 + JetScaleHighPt: 1.41421356e-04 + JetScaleMC: 2.17944947e-04 + JetScalePileup1: 0.001 + JetScalePileup2: 0.003 + JetScalePileup3: 0.005 + JetScalePileup4: 1.45172311e-02 + JetScaleFlav1Known: 5.54526825e-03 + JetScaleFlav2: 2.65847701e-02 + JetScaleBjet: 2.17944947e-04 + JetScalepunchT: 1.41421356e-04 + JetResolution10: 0.015 + JetSFBeff: 0.014 + JetSFCeff: 3.57071421e-03 + JetSFLmistag: 2.59807621e-03 + JetSFHighPt: 1.41421356e-04 + JetJVFcut: 9.89949494e-03 + ElScaleR12: 0.004 + ElScaleZee: 5.54526825e-03 + ElScalePS: 2.59807621e-04 + ElResolution: 0.001 + ElSFReco: 5.54526825e-03 + ElSFId: 0.015 + ElSFTrigger: 7.53325959e-03 + ElSFIso: 0.003 + ElSFChargeMisID: 5.17204022e-05 + METScale: 9.52627944e-03 + METResLong: 0.008 + METResTrans: 0.008 + PileupWeight: 2.59807621e-03 + QCDlowRange: 1.65831240e-03 + QCDhighRange: 3.31662479e-04 + QCDvarIso: 0.005 + QCDvarElID: 0.005 + QCDfitUncert: 0.001 + QCDotherGen: 0.0003 + QCDfitRebin: 4.0e-06 + XsecZ: 0.001 + XsecTop: 0.005 + XsecDibos: 0.001 + BkgTtbarNorm: 0.005 + BkgMCstat: 0.016 + WHFmodel: 0.014 + LumiUncert: 2.75090894e-02 + UnfoldMCstat: 0.04 + UnfoldOtherGen: 0.127 + UnfoldReweight: 0.003 +- art_stat_corr_1: 4.54205323e-07 + art_stat_corr_2: -5.33468819e-07 + art_stat_corr_3: -4.90809482e-07 + art_stat_corr_4: -1.86742897e-06 + art_stat_corr_5: 2.99572945e-06 + art_stat_corr_6: -1.77634825e-06 + art_stat_corr_7: 5.56685379e-06 + art_stat_corr_8: 1.82526699e-05 + art_stat_corr_9: 4.30337857e-06 + art_stat_corr_10: -1.88966458e-04 + art_stat_corr_11: 1.38847862e-03 + art_stat_corr_12: -3.88161235e-04 + art_stat_corr_13: -1.67291862e-02 + art_stat_corr_14: -2.23226408e-02 + art_stat_corr_15: -1.92820216e-03 + art_stat_corr_16: 3.77115623e-05 + JetScaleEff1: 1.91970701e-02 + JetScaleEff2: 2.09625261e-02 + JetScaleEff3: 5.48703016e-03 + JetScaleEff4: 2.40416306e-03 + JetScaleEff5: 2.80356915e-03 + JetScaleEff6: 2.25111084e-03 + JetScaleEta1: 6.40156231e-03 + JetScaleEta2: 4.95454337e-03 + JetScaleHighPt: 1.41421356e-04 + JetScaleMC: 1.41421356e-04 + JetScalePileup1: 6.83739717e-04 + JetScalePileup2: 1.45172311e-03 + JetScalePileup3: 2.65094323e-03 + JetScalePileup4: 8.15276027e-03 + JetScaleFlav1Known: 3.01330383e-03 + JetScaleFlav2: 1.48784240e-02 + JetScaleBjet: 1.41421356e-04 + JetScalepunchT: 1.41421356e-04 + JetResolution10: 0.0086 + JetSFBeff: 7.65032679e-03 + JetSFCeff: 1.86212244e-03 + JetSFLmistag: 1.52643375e-03 + JetSFHighPt: 1.41421356e-04 + JetJVFcut: 5.44495179e-03 + ElScaleR12: 2.10475652e-03 + ElScaleZee: 3.05081956e-03 + ElScalePS: 0.0001 + ElResolution: 0.0006 + ElSFReco: 3.15713478e-03 + ElSFId: 0.0086 + ElSFTrigger: 4.15060237e-03 + ElSFIso: 1.80554701e-03 + ElSFChargeMisID: 3.0e-05 + METScale: 5.21727898e-03 + METResLong: 0.0043 + METResTrans: 0.0043 + PileupWeight: 1.45172311e-03 + QCDlowRange: 3.27871926e-04 + QCDhighRange: 0.0001 + QCDvarIso: 0.0028 + QCDvarElID: 0.0028 + QCDfitUncert: 0.0001 + QCDotherGen: 0.0001 + QCDfitRebin: 3.0e-05 + XsecZ: 0.0001 + XsecTop: 0.0026 + XsecDibos: 0.0006 + BkgTtbarNorm: 0.0024 + BkgMCstat: 0.0073 + WHFmodel: 0.0063 + LumiUncert: 1.49060390e-02 + UnfoldMCstat: 0.0321 + UnfoldOtherGen: 0.0821 + UnfoldReweight: 0.0019 +- art_stat_corr_1: 5.57448716e-07 + art_stat_corr_2: -6.91021952e-08 + art_stat_corr_3: 1.16601301e-06 + art_stat_corr_4: 1.36135511e-06 + art_stat_corr_5: 1.10468609e-06 + art_stat_corr_6: 6.23469087e-07 + art_stat_corr_7: -1.30791200e-06 + art_stat_corr_8: -2.12361472e-06 + art_stat_corr_9: 1.46074593e-06 + art_stat_corr_10: -1.82863884e-06 + art_stat_corr_11: 8.12461407e-05 + art_stat_corr_12: -6.25264498e-04 + art_stat_corr_13: 2.07590959e-04 + art_stat_corr_14: -3.78115232e-03 + art_stat_corr_15: 1.46037884e-02 + art_stat_corr_16: 3.98040543e-05 + JetScaleEff1: 8.31925477e-03 + JetScaleEff2: 9.03493221e-03 + JetScaleEff3: 2.41660919e-03 + JetScaleEff4: 1.05237826e-03 + JetScaleEff5: 1.25199840e-03 + JetScaleEff6: 0.001 + JetScaleEta1: 2.75090894e-03 + JetScaleEta2: 2.15116248e-03 + JetScaleHighPt: 3.57071421e-05 + JetScaleMC: 4.97493719e-05 + JetScalePileup1: 2.59807621e-04 + JetScalePileup2: 0.0006 + JetScalePileup3: 1.15217186e-03 + JetScalePileup4: 3.55070416e-03 + JetScaleFlav1Known: 1.30766968e-03 + JetScaleFlav2: 6.41404708e-03 + JetScaleBjet: 4.97493719e-05 + JetScalepunchT: 3.57071421e-05 + JetResolution10: 0.0037 + JetSFBeff: 0.0033 + JetSFCeff: 8.12403840e-04 + JetSFLmistag: 6.16441400e-04 + JetSFHighPt: 4.24264069e-05 + JetJVFcut: 2.40416306e-03 + ElScaleR12: 0.0009 + ElScaleZee: 0.0013 + ElScalePS: 0.0001 + ElResolution: 0.0002 + ElSFReco: 1.35185058e-03 + ElSFId: 0.0037 + ElSFTrigger: 0.0018 + ElSFIso: 7.53325959e-04 + ElSFChargeMisID: 1.03440804e-05 + METScale: 2.25997788e-03 + METResLong: 0.0019 + METResTrans: 0.0019 + PileupWeight: 6.53834842e-04 + QCDlowRange: 2.44948974e-04 + QCDhighRange: 8.24621125e-05 + QCDvarIso: 0.0012 + QCDvarElID: 0.0012 + QCDfitUncert: 0.0001 + QCDotherGen: 0.0001 + QCDfitRebin: 1.0e-05 + XsecZ: 4.0e-05 + XsecTop: 0.0013 + XsecDibos: 0.0003 + BkgTtbarNorm: 0.0009 + BkgMCstat: 0.0065 + WHFmodel: 0.0036 + LumiUncert: 6.75333251e-03 + UnfoldMCstat: 0.0147 + UnfoldOtherGen: 0.0465 + UnfoldReweight: 0.0008 +- art_stat_corr_1: 6.11178999e-08 + art_stat_corr_2: -1.23657758e-07 + art_stat_corr_3: -2.11032261e-07 + art_stat_corr_4: -4.29000891e-07 + art_stat_corr_5: 2.85894646e-07 + art_stat_corr_6: -2.92039409e-07 + art_stat_corr_7: -8.28290227e-08 + art_stat_corr_8: 6.86679377e-07 + art_stat_corr_9: 5.79866039e-07 + art_stat_corr_10: 6.26402497e-07 + art_stat_corr_11: -1.46108234e-06 + art_stat_corr_12: -3.04624030e-05 + art_stat_corr_13: 1.68900876e-04 + art_stat_corr_14: 1.44220837e-04 + art_stat_corr_15: -8.74726146e-05 + art_stat_corr_16: 5.96514792e-03 + JetScaleEff1: 2.14015770e-03 + JetScaleEff2: 2.33012339e-03 + JetScaleEff3: 6.09979508e-04 + JetScaleEff4: 2.60384331e-04 + JetScaleEff5: 3.10322413e-04 + JetScaleEff6: 2.55098020e-04 + JetScaleEta1: 7.10140831e-04 + JetScaleEta2: 5.45412688e-04 + JetScaleHighPt: 1.41421356e-05 + JetScaleMC: 1.41421356e-05 + JetScalePileup1: 7.54983444e-05 + JetScalePileup2: 0.00016 + JetScalePileup3: 2.95084734e-04 + JetScalePileup4: 9.10439454e-04 + JetScaleFlav1Known: 3.41174442e-04 + JetScaleFlav2: 1.64841591e-03 + JetScaleBjet: 1.41421356e-05 + JetScalepunchT: 1.41421356e-05 + JetResolution10: 0.00095 + JetSFBeff: 0.00085 + JetSFCeff: 2.06094638e-04 + JetSFLmistag: 1.68745370e-04 + JetSFHighPt: 1.41421356e-05 + JetJVFcut: 6.01061561e-04 + ElScaleR12: 2.35106359e-04 + ElScaleZee: 3.35074619e-04 + ElScalePS: 2.0e-05 + ElResolution: 6.0e-05 + ElSFReco: 3.55633238e-04 + ElSFId: 9.55026178e-04 + ElSFTrigger: 4.65053760e-04 + ElSFIso: 2.00499377e-04 + ElSFChargeMisID: 3.0e-06 + METScale: 5.81549654e-04 + METResLong: 0.00048 + METResTrans: 0.00048 + PileupWeight: 1.60623784e-04 + QCDlowRange: 4.97493719e-05 + QCDhighRange: 1.65831240e-05 + QCDvarIso: 0.00032 + QCDvarElID: 0.00031 + QCDfitUncert: 4.0e-05 + QCDotherGen: 6.0e-05 + QCDfitRebin: 4.0e-06 + XsecZ: 3.0e-05 + XsecTop: 0.00027 + XsecDibos: 8.0e-05 + BkgTtbarNorm: 0.0002 + BkgMCstat: 0.00184 + WHFmodel: 0.00085 + LumiUncert: 1.64054869e-03 + UnfoldMCstat: 0.00652 + UnfoldOtherGen: 0.01194 + UnfoldReweight: 0.00021 diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WP-PT_cms.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WP-PT_cms.yaml new file mode 100644 index 0000000000..67fecfc9b2 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WP-PT_cms.yaml @@ -0,0 +1,2482 @@ +definitions: + art_stat_corr_1: + description: Artificial statistical uncertainty 1 + treatment: ADD + type: CORR + art_stat_corr_2: + description: Artificial statistical uncertainty 2 + treatment: ADD + type: CORR + art_stat_corr_3: + description: Artificial statistical uncertainty 3 + treatment: ADD + type: CORR + art_stat_corr_4: + description: Artificial statistical uncertainty 4 + treatment: ADD + type: CORR + art_stat_corr_5: + description: Artificial statistical uncertainty 5 + treatment: ADD + type: CORR + art_stat_corr_6: + description: Artificial statistical uncertainty 6 + treatment: ADD + type: CORR + art_stat_corr_7: + description: Artificial statistical uncertainty 7 + treatment: ADD + type: CORR + art_stat_corr_8: + description: Artificial statistical uncertainty 8 + treatment: ADD + type: CORR + art_stat_corr_9: + description: Artificial statistical uncertainty 9 + treatment: ADD + type: CORR + art_stat_corr_10: + description: Artificial statistical uncertainty 10 + treatment: ADD + type: CORR + art_stat_corr_11: + description: Artificial statistical uncertainty 11 + treatment: ADD + type: CORR + art_stat_corr_12: + description: Artificial statistical uncertainty 12 + treatment: ADD + type: CORR + art_stat_corr_13: + description: Artificial statistical uncertainty 13 + treatment: ADD + type: CORR + art_stat_corr_14: + description: Artificial statistical uncertainty 14 + treatment: ADD + type: CORR + art_stat_corr_15: + description: Artificial statistical uncertainty 15 + treatment: ADD + type: CORR + art_stat_corr_16: + description: Artificial statistical uncertainty 16 + treatment: ADD + type: CORR + JetScaleEff1_plus: + description: 'Systematic upper unc.: JetScaleEff1' + treatment: MULT + type: SYSATLASW1 + JetScaleEff1_minus: + description: 'Systematic lower unc.: JetScaleEff1' + treatment: MULT + type: SYSATLASW2 + JetScaleEff2_plus: + description: 'Systematic upper unc.: JetScaleEff2' + treatment: MULT + type: SYSATLASW3 + JetScaleEff2_minus: + description: 'Systematic lower unc.: JetScaleEff2' + treatment: MULT + type: SYSATLASW4 + JetScaleEff3_plus: + description: 'Systematic upper unc.: JetScaleEff3' + treatment: MULT + type: SYSATLASW5 + JetScaleEff3_minus: + description: 'Systematic lower unc.: JetScaleEff3' + treatment: MULT + type: SYSATLASW6 + JetScaleEff4_plus: + description: 'Systematic upper unc.: JetScaleEff4' + treatment: MULT + type: SYSATLASW7 + JetScaleEff4_minus: + description: 'Systematic lower unc.: JetScaleEff4' + treatment: MULT + type: SYSATLASW8 + JetScaleEff5_plus: + description: 'Systematic upper unc.: JetScaleEff5' + treatment: MULT + type: SYSATLASW9 + JetScaleEff5_minus: + description: 'Systematic lower unc.: JetScaleEff5' + treatment: MULT + type: SYSATLASW10 + JetScaleEff6_plus: + description: 'Systematic upper unc.: JetScaleEff6' + treatment: MULT + type: SYSATLASW11 + JetScaleEff6_minus: + description: 'Systematic lower unc.: JetScaleEff6' + treatment: MULT + type: SYSATLASW12 + JetScaleEta1_plus: + description: 'Systematic upper unc.: JetScaleEta1' + treatment: MULT + type: SYSATLASW13 + JetScaleEta1_minus: + description: 'Systematic lower unc.: JetScaleEta1' + treatment: MULT + type: SYSATLASW14 + JetScaleEta2_plus: + description: 'Systematic upper unc.: JetScaleEta2' + treatment: MULT + type: SYSATLASW15 + JetScaleEta2_minus: + description: 'Systematic lower unc.: JetScaleEta2' + treatment: MULT + type: SYSATLASW16 + JetScaleHighPt_plus: + description: 'Systematic upper unc.: JetScaleHighPt' + treatment: MULT + type: SYSATLASW17 + JetScaleHighPt_minus: + description: 'Systematic lower unc.: JetScaleHighPt' + treatment: MULT + type: SYSATLASW18 + JetScaleMC_plus: + description: 'Systematic upper unc.: JetScaleMC' + treatment: MULT + type: SYSATLASW19 + JetScaleMC_minus: + description: 'Systematic lower unc.: JetScaleMC' + treatment: MULT + type: SYSATLASW20 + JetScalePileup1_plus: + description: 'Systematic upper unc.: JetScalePileup1' + treatment: MULT + type: SYSATLASW21 + JetScalePileup1_minus: + description: 'Systematic lower unc.: JetScalePileup1' + treatment: MULT + type: SYSATLASW22 + JetScalePileup2_plus: + description: 'Systematic upper unc.: JetScalePileup2' + treatment: MULT + type: SYSATLASW23 + JetScalePileup2_minus: + description: 'Systematic lower unc.: JetScalePileup2' + treatment: MULT + type: SYSATLASW24 + JetScalePileup3_plus: + description: 'Systematic upper unc.: JetScalePileup3' + treatment: MULT + type: SYSATLASW25 + JetScalePileup3_minus: + description: 'Systematic lower unc.: JetScalePileup3' + treatment: MULT + type: SYSATLASW26 + JetScalePileup4_plus: + description: 'Systematic upper unc.: JetScalePileup4' + treatment: MULT + type: SYSATLASW27 + JetScalePileup4_minus: + description: 'Systematic lower unc.: JetScalePileup4' + treatment: MULT + type: SYSATLASW28 + JetScaleFlav1Known_plus: + description: 'Systematic upper unc.: JetScaleFlav1Known' + treatment: MULT + type: SYSATLASW29 + JetScaleFlav1Known_minus: + description: 'Systematic lower unc.: JetScaleFlav1Known' + treatment: MULT + type: SYSATLASW30 + JetScaleFlav2_plus: + description: 'Systematic upper unc.: JetScaleFlav2' + treatment: MULT + type: SYSATLASW31 + JetScaleFlav2_minus: + description: 'Systematic lower unc.: JetScaleFlav2' + treatment: MULT + type: SYSATLASW32 + JetScaleBjet_plus: + description: 'Systematic upper unc.: JetScaleBjet' + treatment: MULT + type: SYSATLASW33 + JetScaleBjet_minus: + description: 'Systematic lower unc.: JetScaleBjet' + treatment: MULT + type: SYSATLASW34 + JetScalepunchT_plus: + description: 'Systematic upper unc.: JetScalepunchT' + treatment: MULT + type: SYSATLASW35 + JetScalepunchT_minus: + description: 'Systematic lower unc.: JetScalepunchT' + treatment: MULT + type: SYSATLASW36 + JetResolution10_plus: + description: 'Systematic upper unc.: JetResolution10' + treatment: MULT + type: SYSATLASW37 + JetResolution10_minus: + description: 'Systematic lower unc.: JetResolution10' + treatment: MULT + type: SYSATLASW38 + JetSFBeff_plus: + description: 'Systematic upper unc.: JetSFBeff' + treatment: MULT + type: SYSATLASW39 + JetSFBeff_minus: + description: 'Systematic lower unc.: JetSFBeff' + treatment: MULT + type: SYSATLASW40 + JetSFCeff_plus: + description: 'Systematic upper unc.: JetSFCeff' + treatment: MULT + type: SYSATLASW41 + JetSFCeff_minus: + description: 'Systematic lower unc.: JetSFCeff' + treatment: MULT + type: SYSATLASW42 + JetSFLmistag_plus: + description: 'Systematic upper unc.: JetSFLmistag' + treatment: MULT + type: SYSATLASW43 + JetSFLmistag_minus: + description: 'Systematic lower unc.: JetSFLmistag' + treatment: MULT + type: SYSATLASW44 + JetSFHighPt_plus: + description: 'Systematic upper unc.: JetSFHighPt' + treatment: MULT + type: SYSATLASW45 + JetSFHighPt_minus: + description: 'Systematic lower unc.: JetSFHighPt' + treatment: MULT + type: SYSATLASW46 + JetJVFcut_plus: + description: 'Systematic upper unc.: JetJVFcut' + treatment: MULT + type: SYSATLASW47 + JetJVFcut_minus: + description: 'Systematic lower unc.: JetJVFcut' + treatment: MULT + type: SYSATLASW48 + ElScaleR12_plus: + description: 'Systematic upper unc.: ElScaleR12' + treatment: MULT + type: SYSATLASW49 + ElScaleR12_minus: + description: 'Systematic lower unc.: ElScaleR12' + treatment: MULT + type: SYSATLASW50 + ElScaleZee_plus: + description: 'Systematic upper unc.: ElScaleZee' + treatment: MULT + type: SYSATLASW51 + ElScaleZee_minus: + description: 'Systematic lower unc.: ElScaleZee' + treatment: MULT + type: SYSATLASW52 + ElScalePS_plus: + description: 'Systematic upper unc.: ElScalePS' + treatment: MULT + type: SYSATLASW53 + ElScalePS_minus: + description: 'Systematic lower unc.: ElScalePS' + treatment: MULT + type: SYSATLASW54 + ElResolution_plus: + description: 'Systematic upper unc.: ElResolution' + treatment: MULT + type: SYSATLASW55 + ElResolution_minus: + description: 'Systematic lower unc.: ElResolution' + treatment: MULT + type: SYSATLASW56 + ElSFReco_plus: + description: 'Systematic upper unc.: ElSFReco' + treatment: MULT + type: SYSATLASW57 + ElSFReco_minus: + description: 'Systematic lower unc.: ElSFReco' + treatment: MULT + type: SYSATLASW58 + ElSFId_plus: + description: 'Systematic upper unc.: ElSFId' + treatment: MULT + type: SYSATLASW59 + ElSFId_minus: + description: 'Systematic lower unc.: ElSFId' + treatment: MULT + type: SYSATLASW60 + ElSFTrigger_plus: + description: 'Systematic upper unc.: ElSFTrigger' + treatment: MULT + type: SYSATLASW61 + ElSFTrigger_minus: + description: 'Systematic lower unc.: ElSFTrigger' + treatment: MULT + type: SYSATLASW62 + ElSFIso_plus: + description: 'Systematic upper unc.: ElSFIso' + treatment: MULT + type: SYSATLASW63 + ElSFIso_minus: + description: 'Systematic lower unc.: ElSFIso' + treatment: MULT + type: SYSATLASW64 + ElSFChargeMisID_plus: + description: 'Systematic upper unc.: ElSFChargeMisID' + treatment: MULT + type: SYSATLASW65 + ElSFChargeMisID_minus: + description: 'Systematic lower unc.: ElSFChargeMisID' + treatment: MULT + type: SYSATLASW66 + METScale_plus: + description: 'Systematic upper unc.: METScale' + treatment: MULT + type: SYSATLASW67 + METScale_minus: + description: 'Systematic lower unc.: METScale' + treatment: MULT + type: SYSATLASW68 + METResLong_plus: + description: 'Systematic upper unc.: METResLong' + treatment: MULT + type: SYSATLASW69 + METResLong_minus: + description: 'Systematic lower unc.: METResLong' + treatment: MULT + type: SYSATLASW70 + METResTrans_plus: + description: 'Systematic upper unc.: METResTrans' + treatment: MULT + type: SYSATLASW71 + METResTrans_minus: + description: 'Systematic lower unc.: METResTrans' + treatment: MULT + type: SYSATLASW72 + PileupWeight_plus: + description: 'Systematic upper unc.: PileupWeight' + treatment: MULT + type: SYSATLASW73 + PileupWeight_minus: + description: 'Systematic lower unc.: PileupWeight' + treatment: MULT + type: SYSATLASW74 + QCDlowRange_plus: + description: 'Systematic upper unc.: QCDlowRange' + treatment: MULT + type: SYSATLASW75 + QCDlowRange_minus: + description: 'Systematic lower unc.: QCDlowRange' + treatment: MULT + type: SYSATLASW76 + QCDhighRange_plus: + description: 'Systematic upper unc.: QCDhighRange' + treatment: MULT + type: SYSATLASW77 + QCDhighRange_minus: + description: 'Systematic lower unc.: QCDhighRange' + treatment: MULT + type: SYSATLASW78 + QCDvarIso_plus: + description: 'Systematic upper unc.: QCDvarIso' + treatment: MULT + type: SYSATLASW79 + QCDvarIso_minus: + description: 'Systematic lower unc.: QCDvarIso' + treatment: MULT + type: SYSATLASW80 + QCDvarElID_plus: + description: 'Systematic upper unc.: QCDvarElID' + treatment: MULT + type: SYSATLASW81 + QCDvarElID_minus: + description: 'Systematic lower unc.: QCDvarElID' + treatment: MULT + type: SYSATLASW82 + QCDfitUncert_plus: + description: 'Systematic upper unc.: QCDfitUncert' + treatment: MULT + type: UNCORR + QCDfitUncert_minus: + description: 'Systematic lower unc.: QCDfitUncert' + treatment: MULT + type: UNCORR + QCDotherGen_plus: + description: 'Systematic upper unc.: QCDotherGen' + treatment: MULT + type: SYSATLASW83 + QCDotherGen_minus: + description: 'Systematic lower unc.: QCDotherGen' + treatment: MULT + type: SYSATLASW84 + QCDfitRebin_plus: + description: 'Systematic upper unc.: QCDfitRebin' + treatment: MULT + type: SYSATLASW85 + QCDfitRebin_minus: + description: 'Systematic lower unc.: QCDfitRebin' + treatment: MULT + type: SYSATLASW86 + XsecZ_plus: + description: 'Systematic upper unc.: XsecZ' + treatment: MULT + type: SYSATLASW87 + XsecZ_minus: + description: 'Systematic lower unc.: XsecZ' + treatment: MULT + type: SYSATLASW88 + XsecTop_plus: + description: 'Systematic upper unc.: XsecTop' + treatment: MULT + type: SYSATLASW89 + XsecTop_minus: + description: 'Systematic lower unc.: XsecTop' + treatment: MULT + type: SYSATLASW90 + XsecDibos_plus: + description: 'Systematic upper unc.: XsecDibos' + treatment: MULT + type: SYSATLASW91 + XsecDibos_minus: + description: 'Systematic lower unc.: XsecDibos' + treatment: MULT + type: SYSATLASW92 + BkgTtbarNorm_plus: + description: 'Systematic upper unc.: BkgTtbarNorm' + treatment: MULT + type: SYSATLASW93 + BkgTtbarNorm_minus: + description: 'Systematic lower unc.: BkgTtbarNorm' + treatment: MULT + type: SYSATLASW94 + BkgMCstat_plus: + description: 'Systematic upper unc.: BkgMCstat' + treatment: MULT + type: UNCORR + BkgMCstat_minus: + description: 'Systematic lower unc.: BkgMCstat' + treatment: MULT + type: UNCORR + WHFmodel_plus: + description: 'Systematic upper unc.: WHFmodel' + treatment: MULT + type: SYSATLASW95 + WHFmodel_minus: + description: 'Systematic lower unc.: WHFmodel' + treatment: MULT + type: SYSATLASW96 + LumiUncert_plus: + description: 'Systematic upper unc.: LumiUncert' + treatment: MULT + type: SYSATLASW97 + LumiUncert_minus: + description: 'Systematic lower unc.: LumiUncert' + treatment: MULT + type: SYSATLASW98 + UnfoldMCstat_plus: + description: 'Systematic upper unc.: UnfoldMCstat' + treatment: MULT + type: UNCORR + UnfoldMCstat_minus: + description: 'Systematic lower unc.: UnfoldMCstat' + treatment: MULT + type: UNCORR + UnfoldOtherGen_plus: + description: 'Systematic upper unc.: UnfoldOtherGen' + treatment: MULT + type: SYSATLASW99 + UnfoldOtherGen_minus: + description: 'Systematic lower unc.: UnfoldOtherGen' + treatment: MULT + type: SYSATLASW100 + UnfoldReweight_plus: + description: 'Systematic upper unc.: UnfoldReweight' + treatment: MULT + type: SYSATLASW101 + UnfoldReweight_minus: + description: 'Systematic lower unc.: UnfoldReweight' + treatment: MULT + type: SYSATLASW102 +bins: +- art_stat_corr_1: -1.98549813e+00 + art_stat_corr_2: -9.25079723e-02 + art_stat_corr_3: -1.88737325e-01 + art_stat_corr_4: -9.46107117e-02 + art_stat_corr_5: -5.68157564e-02 + art_stat_corr_6: -3.75945006e-02 + art_stat_corr_7: 4.94245821e-03 + art_stat_corr_8: -8.11582063e-04 + art_stat_corr_9: -1.45818415e-04 + art_stat_corr_10: -2.27037350e-05 + art_stat_corr_11: -1.32337848e-06 + art_stat_corr_12: -1.26667928e-07 + art_stat_corr_13: 5.87697050e-09 + art_stat_corr_14: -6.07661817e-09 + art_stat_corr_15: 1.43013263e-08 + art_stat_corr_16: -4.28585078e-10 + JetScaleEff1_plus: 126 + JetScaleEff1_minus: -125 + JetScaleEff2_plus: 32 + JetScaleEff2_minus: -31 + JetScaleEff3_plus: 5 + JetScaleEff3_minus: -4 + JetScaleEff4_plus: 0.4 + JetScaleEff4_minus: 0.2 + JetScaleEff5_plus: 6 + JetScaleEff5_minus: -4 + JetScaleEff6_plus: 8 + JetScaleEff6_minus: -7 + JetScaleEta1_plus: 67 + JetScaleEta1_minus: -64 + JetScaleEta2_plus: 33 + JetScaleEta2_minus: -31 + JetScaleHighPt_plus: 0.2 + JetScaleHighPt_minus: 0.2 + JetScaleMC_plus: 0.3 + JetScaleMC_minus: 0.3 + JetScalePileup1_plus: 5 + JetScalePileup1_minus: -2 + JetScalePileup2_plus: 17 + JetScalePileup2_minus: -13 + JetScalePileup3_plus: 3 + JetScalePileup3_minus: -3 + JetScalePileup4_plus: 84 + JetScalePileup4_minus: -83 + JetScaleFlav1Known_plus: 26 + JetScaleFlav1Known_minus: -25 + JetScaleFlav2_plus: 102 + JetScaleFlav2_minus: -101 + JetScaleBjet_plus: 0.3 + JetScaleBjet_minus: 0.2 + JetScalepunchT_plus: 0.3 + JetScalepunchT_minus: 0.2 + JetResolution10_plus: 0.3 + JetResolution10_minus: 0.2 + JetSFBeff_plus: 7 + JetSFBeff_minus: -6 + JetSFCeff_plus: 4 + JetSFCeff_minus: -3 + JetSFLmistag_plus: 4 + JetSFLmistag_minus: -4 + JetSFHighPt_plus: 0.2 + JetSFHighPt_minus: 0.2 + JetJVFcut_plus: 14 + JetJVFcut_minus: -23 + ElScaleR12_plus: 2 + ElScaleR12_minus: -2 + ElScaleZee_plus: 20 + ElScaleZee_minus: -23 + ElScalePS_plus: 0.5 + ElScalePS_minus: -0.5 + ElResolution_plus: 0.5 + ElResolution_minus: -0.5 + ElSFReco_plus: 5 + ElSFReco_minus: -5 + ElSFId_plus: 18 + ElSFId_minus: -17 + ElSFTrigger_plus: 14 + ElSFTrigger_minus: -14 + ElSFIso_plus: 4 + ElSFIso_minus: -4 + ElSFChargeMisID_plus: 0.1 + ElSFChargeMisID_minus: 0.03 + METScale_plus: 6 + METScale_minus: 1 + METResLong_plus: 6 + METResLong_minus: 1 + METResTrans_plus: 6 + METResTrans_minus: 1 + PileupWeight_plus: 17 + PileupWeight_minus: -16 + QCDlowRange_plus: 29 + QCDlowRange_minus: -4 + QCDhighRange_plus: 3 + QCDhighRange_minus: -3 + QCDvarIso_plus: 3 + QCDvarIso_minus: -3 + QCDvarElID_plus: 3 + QCDvarElID_minus: -3 + QCDfitUncert_plus: 3 + QCDfitUncert_minus: -3 + QCDotherGen_plus: 3 + QCDotherGen_minus: -3 + QCDfitRebin_plus: 3 + QCDfitRebin_minus: -3 + XsecZ_plus: 6 + XsecZ_minus: -6 + XsecTop_plus: 3 + XsecTop_minus: -3 + XsecDibos_plus: 1 + XsecDibos_minus: -1 + BkgTtbarNorm_plus: 1 + BkgTtbarNorm_minus: -1 + BkgMCstat_plus: 1 + BkgMCstat_minus: -1 + WHFmodel_plus: 1 + WHFmodel_minus: -1 + LumiUncert_plus: 47 + LumiUncert_minus: -49 + UnfoldMCstat_plus: 47 + UnfoldMCstat_minus: -49 + UnfoldOtherGen_plus: 47 + UnfoldOtherGen_minus: -49 + UnfoldReweight_plus: 47 + UnfoldReweight_minus: -49 +- art_stat_corr_1: -5.46130092e-01 + art_stat_corr_2: 4.20854057e-01 + art_stat_corr_3: 5.59423753e-01 + art_stat_corr_4: 3.58404009e-01 + art_stat_corr_5: 2.31855937e-01 + art_stat_corr_6: 1.69572474e-01 + art_stat_corr_7: -2.60467742e-02 + art_stat_corr_8: 4.90610013e-03 + art_stat_corr_9: 9.42616776e-04 + art_stat_corr_10: 1.55326394e-04 + art_stat_corr_11: 8.69648562e-06 + art_stat_corr_12: 8.80425856e-07 + art_stat_corr_13: 1.62284565e-08 + art_stat_corr_14: -1.25049385e-08 + art_stat_corr_15: -4.02752628e-08 + art_stat_corr_16: 2.11172552e-09 + JetScaleEff1_plus: 277 + JetScaleEff1_minus: -281 + JetScaleEff2_plus: 70 + JetScaleEff2_minus: -69 + JetScaleEff3_plus: 10 + JetScaleEff3_minus: -9 + JetScaleEff4_plus: 5 + JetScaleEff4_minus: -4 + JetScaleEff5_plus: 13 + JetScaleEff5_minus: -11 + JetScaleEff6_plus: 17 + JetScaleEff6_minus: -16 + JetScaleEta1_plus: 140 + JetScaleEta1_minus: -136 + JetScaleEta2_plus: 71 + JetScaleEta2_minus: -69 + JetScaleHighPt_plus: 1 + JetScaleHighPt_minus: 0.4 + JetScaleMC_plus: 1 + JetScaleMC_minus: 1 + JetScalePileup1_plus: 8 + JetScalePileup1_minus: -4 + JetScalePileup2_plus: 38 + JetScalePileup2_minus: -30 + JetScalePileup3_plus: 8 + JetScalePileup3_minus: -7 + JetScalePileup4_plus: 183 + JetScalePileup4_minus: -185 + JetScaleFlav1Known_plus: 56 + JetScaleFlav1Known_minus: -56 + JetScaleFlav2_plus: 222 + JetScaleFlav2_minus: -223 + JetScaleBjet_plus: 1 + JetScaleBjet_minus: 1 + JetScalepunchT_plus: 1 + JetScalepunchT_minus: 0.5 + JetResolution10_plus: 1 + JetResolution10_minus: 0.5 + JetSFBeff_plus: 11 + JetSFBeff_minus: -10 + JetSFCeff_plus: 9 + JetSFCeff_minus: -7 + JetSFLmistag_plus: 9 + JetSFLmistag_minus: -8 + JetSFHighPt_plus: 1 + JetSFHighPt_minus: 1 + JetJVFcut_plus: 31 + JetJVFcut_minus: -47 + ElScaleR12_plus: 4 + ElScaleR12_minus: -4 + ElScaleZee_plus: 52 + ElScaleZee_minus: -56 + ElScalePS_plus: 1 + ElScalePS_minus: -1 + ElResolution_plus: 1 + ElResolution_minus: -1 + ElSFReco_plus: 14 + ElSFReco_minus: -13 + ElSFId_plus: 44 + ElSFId_minus: -44 + ElSFTrigger_plus: 34 + ElSFTrigger_minus: -35 + ElSFIso_plus: 10 + ElSFIso_minus: -10 + ElSFChargeMisID_plus: 0.2 + ElSFChargeMisID_minus: 0.1 + METScale_plus: 99 + METScale_minus: -106 + METResLong_plus: 99 + METResLong_minus: -106 + METResTrans_plus: 99 + METResTrans_minus: -106 + PileupWeight_plus: 33 + PileupWeight_minus: -30 + QCDlowRange_plus: 42 + QCDlowRange_minus: -4 + QCDhighRange_plus: 4 + QCDhighRange_minus: -5 + QCDvarIso_plus: 4 + QCDvarIso_minus: -5 + QCDvarElID_plus: 4 + QCDvarElID_minus: -5 + QCDfitUncert_plus: 4 + QCDfitUncert_minus: -5 + QCDotherGen_plus: 4 + QCDotherGen_minus: -5 + QCDfitRebin_plus: 4 + QCDfitRebin_minus: -5 + XsecZ_plus: 4 + XsecZ_minus: -4 + XsecTop_plus: 5 + XsecTop_minus: -5 + XsecDibos_plus: 2 + XsecDibos_minus: -2 + BkgTtbarNorm_plus: 2 + BkgTtbarNorm_minus: -2 + BkgMCstat_plus: 2 + BkgMCstat_minus: -2 + WHFmodel_plus: 2 + WHFmodel_minus: -2 + LumiUncert_plus: 113 + LumiUncert_minus: -117 + UnfoldMCstat_plus: 113 + UnfoldMCstat_minus: -117 + UnfoldOtherGen_plus: 113 + UnfoldOtherGen_minus: -117 + UnfoldReweight_plus: 113 + UnfoldReweight_minus: -117 +- art_stat_corr_1: -2.32127013e-02 + art_stat_corr_2: 8.78160776e-01 + art_stat_corr_3: 3.09818866e-01 + art_stat_corr_4: -1.72625277e-01 + art_stat_corr_5: -2.23992707e-01 + art_stat_corr_6: -2.23200218e-01 + art_stat_corr_7: 4.88640377e-02 + art_stat_corr_8: -1.10862158e-02 + art_stat_corr_9: -2.40207200e-03 + art_stat_corr_10: -4.09724989e-04 + art_stat_corr_11: -2.43367430e-05 + art_stat_corr_12: -2.23213712e-06 + art_stat_corr_13: -2.42353122e-07 + art_stat_corr_14: 2.63204302e-08 + art_stat_corr_15: 2.27500801e-08 + art_stat_corr_16: 9.52379364e-10 + JetScaleEff1_plus: 126 + JetScaleEff1_minus: -131 + JetScaleEff2_plus: 25 + JetScaleEff2_minus: -25 + JetScaleEff3_plus: 2 + JetScaleEff3_minus: -3 + JetScaleEff4_plus: 15 + JetScaleEff4_minus: -15 + JetScaleEff5_plus: 5 + JetScaleEff5_minus: -5 + JetScaleEff6_plus: 7 + JetScaleEff6_minus: -7 + JetScaleEta1_plus: 59 + JetScaleEta1_minus: -58 + JetScaleEta2_plus: 29 + JetScaleEta2_minus: -29 + JetScaleHighPt_plus: 0.3 + JetScaleHighPt_minus: 0.2 + JetScaleMC_plus: 0.4 + JetScaleMC_minus: 0.3 + JetScalePileup1_plus: 3 + JetScalePileup1_minus: -2 + JetScalePileup2_plus: 14 + JetScalePileup2_minus: -12 + JetScalePileup3_plus: 7 + JetScalePileup3_minus: -7 + JetScalePileup4_plus: 78 + JetScalePileup4_minus: -80 + JetScaleFlav1Known_plus: 21 + JetScaleFlav1Known_minus: -22 + JetScaleFlav2_plus: 100 + JetScaleFlav2_minus: -103 + JetScaleBjet_plus: 0.4 + JetScaleBjet_minus: 0.3 + JetScalepunchT_plus: 0.3 + JetScalepunchT_minus: 0.2 + JetResolution10_plus: 0.3 + JetResolution10_minus: 0.2 + JetSFBeff_plus: 9 + JetSFBeff_minus: -8 + JetSFCeff_plus: 5 + JetSFCeff_minus: -5 + JetSFLmistag_plus: 5 + JetSFLmistag_minus: -5 + JetSFHighPt_plus: 0.3 + JetSFHighPt_minus: 0.3 + JetJVFcut_plus: 5 + JetJVFcut_minus: -15 + ElScaleR12_plus: 6 + ElScaleR12_minus: -6 + ElScaleZee_plus: 26 + ElScaleZee_minus: -28 + ElScalePS_plus: 1 + ElScalePS_minus: -1 + ElResolution_plus: 1 + ElResolution_minus: -1 + ElSFReco_plus: 8 + ElSFReco_minus: -8 + ElSFId_plus: 24 + ElSFId_minus: -24 + ElSFTrigger_plus: 18 + ElSFTrigger_minus: -18 + ElSFIso_plus: 6 + ElSFIso_minus: -6 + ElSFChargeMisID_plus: 0.1 + ElSFChargeMisID_minus: 0.04 + METScale_plus: 80 + METScale_minus: -85 + METResLong_plus: 80 + METResLong_minus: -85 + METResTrans_plus: 80 + METResTrans_minus: -85 + PileupWeight_plus: 18 + PileupWeight_minus: -17 + QCDlowRange_plus: 18 + QCDlowRange_minus: -2 + QCDhighRange_plus: 2 + QCDhighRange_minus: -2 + QCDvarIso_plus: 2 + QCDvarIso_minus: -2 + QCDvarElID_plus: 2 + QCDvarElID_minus: -2 + QCDfitUncert_plus: 2 + QCDfitUncert_minus: -2 + QCDotherGen_plus: 2 + QCDotherGen_minus: -2 + QCDfitRebin_plus: 2 + QCDfitRebin_minus: -2 + XsecZ_plus: 0.3 + XsecZ_minus: -0.3 + XsecTop_plus: 4 + XsecTop_minus: -4 + XsecDibos_plus: 2 + XsecDibos_minus: -2 + BkgTtbarNorm_plus: 2 + BkgTtbarNorm_minus: -2 + BkgMCstat_plus: 2 + BkgMCstat_minus: -2 + WHFmodel_plus: 2 + WHFmodel_minus: -2 + LumiUncert_plus: 61 + LumiUncert_minus: -63 + UnfoldMCstat_plus: 61 + UnfoldMCstat_minus: -63 + UnfoldOtherGen_plus: 61 + UnfoldOtherGen_minus: -63 + UnfoldReweight_plus: 61 + UnfoldReweight_minus: -63 +- art_stat_corr_1: 8.37312159e-02 + art_stat_corr_2: 7.44624627e-01 + art_stat_corr_3: -6.07705503e-01 + art_stat_corr_4: -9.83901914e-02 + art_stat_corr_5: 8.48126654e-02 + art_stat_corr_6: 2.13416364e-01 + art_stat_corr_7: -7.88851286e-02 + art_stat_corr_8: 2.32654438e-02 + art_stat_corr_9: 5.62988051e-03 + art_stat_corr_10: 1.03142707e-03 + art_stat_corr_11: 6.23663052e-05 + art_stat_corr_12: 6.11287268e-06 + art_stat_corr_13: 6.69256365e-07 + art_stat_corr_14: -1.05692018e-07 + art_stat_corr_15: -1.57702078e-09 + art_stat_corr_16: -2.75770019e-09 + JetScaleEff1_plus: 42 + JetScaleEff1_minus: -42 + JetScaleEff2_plus: 4 + JetScaleEff2_minus: -4 + JetScaleEff3_plus: 4 + JetScaleEff3_minus: -3 + JetScaleEff4_plus: 8 + JetScaleEff4_minus: -8 + JetScaleEff5_plus: 2 + JetScaleEff5_minus: -2 + JetScaleEff6_plus: 3 + JetScaleEff6_minus: -3 + JetScaleEta1_plus: 20 + JetScaleEta1_minus: -19 + JetScaleEta2_plus: 10 + JetScaleEta2_minus: -9 + JetScaleHighPt_plus: 0.1 + JetScaleHighPt_minus: 0.1 + JetScaleMC_plus: 0.2 + JetScaleMC_minus: 0.1 + JetScalePileup1_plus: 1 + JetScalePileup1_minus: -1 + JetScalePileup2_plus: 4 + JetScalePileup2_minus: -3 + JetScalePileup3_plus: 4 + JetScalePileup3_minus: -3 + JetScalePileup4_plus: 25 + JetScalePileup4_minus: -25 + JetScaleFlav1Known_plus: 6 + JetScaleFlav1Known_minus: -6 + JetScaleFlav2_plus: 35 + JetScaleFlav2_minus: -35 + JetScaleBjet_plus: 0.2 + JetScaleBjet_minus: 0.1 + JetScalepunchT_plus: 0.1 + JetScalepunchT_minus: 0.1 + JetResolution10_plus: 0.1 + JetResolution10_minus: 0.1 + JetSFBeff_plus: 6 + JetSFBeff_minus: -6 + JetSFCeff_plus: 2 + JetSFCeff_minus: -2 + JetSFLmistag_plus: 2 + JetSFLmistag_minus: -2 + JetSFHighPt_plus: 0.1 + JetSFHighPt_minus: 0.1 + JetJVFcut_plus: -2 + JetJVFcut_minus: -3 + ElScaleR12_plus: 3 + ElScaleR12_minus: -3 + ElScaleZee_plus: 9 + ElScaleZee_minus: -9 + ElScalePS_plus: 0.2 + ElScalePS_minus: -0.2 + ElResolution_plus: 0.2 + ElResolution_minus: -0.2 + ElSFReco_plus: 4 + ElSFReco_minus: -4 + ElSFId_plus: 11 + ElSFId_minus: -11 + ElSFTrigger_plus: 7 + ElSFTrigger_minus: -7 + ElSFIso_plus: 3 + ElSFIso_minus: -2 + ElSFChargeMisID_plus: 0.05 + ElSFChargeMisID_minus: 0.02 + METScale_plus: 31 + METScale_minus: -29 + METResLong_plus: 31 + METResLong_minus: -29 + METResTrans_plus: 31 + METResTrans_minus: -29 + PileupWeight_plus: 6 + PileupWeight_minus: -6 + QCDlowRange_plus: 5 + QCDlowRange_minus: -1 + QCDhighRange_plus: 1 + QCDhighRange_minus: -0.5 + QCDvarIso_plus: 1 + QCDvarIso_minus: -0.5 + QCDvarElID_plus: 1 + QCDvarElID_minus: -0.5 + QCDfitUncert_plus: 1 + QCDfitUncert_minus: -0.5 + QCDotherGen_plus: 1 + QCDotherGen_minus: -0.5 + QCDfitRebin_plus: 1 + QCDfitRebin_minus: -0.5 + XsecZ_plus: 0.2 + XsecZ_minus: -0.2 + XsecTop_plus: 3 + XsecTop_minus: -3 + XsecDibos_plus: 1 + XsecDibos_minus: -1 + BkgTtbarNorm_plus: 1 + BkgTtbarNorm_minus: -1 + BkgMCstat_plus: 1 + BkgMCstat_minus: -1 + WHFmodel_plus: 1 + WHFmodel_minus: -1 + LumiUncert_plus: 25 + LumiUncert_minus: -26 + UnfoldMCstat_plus: 25 + UnfoldMCstat_minus: -26 + UnfoldOtherGen_plus: 25 + UnfoldOtherGen_minus: -26 + UnfoldReweight_plus: 25 + UnfoldReweight_minus: -26 +- art_stat_corr_1: 2.50600243e-02 + art_stat_corr_2: 1.68492305e-01 + art_stat_corr_3: -4.35060462e-01 + art_stat_corr_4: 4.54081860e-01 + art_stat_corr_5: 7.15182503e-02 + art_stat_corr_6: -1.82918172e-01 + art_stat_corr_7: 1.52192646e-01 + art_stat_corr_8: -5.89647083e-02 + art_stat_corr_9: -1.70328244e-02 + art_stat_corr_10: -3.29755489e-03 + art_stat_corr_11: -2.22027900e-04 + art_stat_corr_12: -2.12747037e-05 + art_stat_corr_13: -2.60819632e-06 + art_stat_corr_14: 3.69210066e-07 + art_stat_corr_15: 3.57630888e-09 + art_stat_corr_16: 8.00938753e-09 + JetScaleEff1_plus: 15.5 + JetScaleEff1_minus: -15.8 + JetScaleEff2_plus: 1.2 + JetScaleEff2_minus: -1.0 + JetScaleEff3_plus: 2.3 + JetScaleEff3_minus: -2.3 + JetScaleEff4_plus: 3.0 + JetScaleEff4_minus: -3.0 + JetScaleEff5_plus: 0.9 + JetScaleEff5_minus: -0.9 + JetScaleEff6_plus: 1.6 + JetScaleEff6_minus: -1.7 + JetScaleEta1_plus: 7.3 + JetScaleEta1_minus: -7.1 + JetScaleEta2_plus: 3.6 + JetScaleEta2_minus: -3.6 + JetScaleHighPt_plus: 0.1 + JetScaleHighPt_minus: 0.04 + JetScaleMC_plus: 0.1 + JetScaleMC_minus: 0.1 + JetScalePileup1_plus: 0.6 + JetScalePileup1_minus: -0.4 + JetScalePileup2_plus: 1.1 + JetScalePileup2_minus: -1.1 + JetScalePileup3_plus: 1.6 + JetScalePileup3_minus: -1.7 + JetScalePileup4_plus: 9.3 + JetScalePileup4_minus: -9.6 + JetScaleFlav1Known_plus: 2.4 + JetScaleFlav1Known_minus: -2.3 + JetScaleFlav2_plus: 14.4 + JetScaleFlav2_minus: -14.9 + JetScaleBjet_plus: 0.1 + JetScaleBjet_minus: 0.05 + JetScalepunchT_plus: 0.1 + JetScalepunchT_minus: 0.04 + JetResolution10_plus: 0.1 + JetResolution10_minus: 0.04 + JetSFBeff_plus: 3.8 + JetSFBeff_minus: -3.7 + JetSFCeff_plus: 1.0 + JetSFCeff_minus: -1.3 + JetSFLmistag_plus: 1.0 + JetSFLmistag_minus: -1.2 + JetSFHighPt_plus: 0.1 + JetSFHighPt_minus: 0.1 + JetJVFcut_plus: -1.6 + JetJVFcut_minus: -1.9 + ElScaleR12_plus: 1.6 + ElScaleR12_minus: -1.6 + ElScaleZee_plus: 3.0 + ElScaleZee_minus: -3.1 + ElScalePS_plus: 0.1 + ElScalePS_minus: -0.1 + ElResolution_plus: 0.1 + ElResolution_minus: -0.1 + ElSFReco_plus: 2.0 + ElSFReco_minus: -2.1 + ElSFId_plus: 5.4 + ElSFId_minus: -5.6 + ElSFTrigger_plus: 2.9 + ElSFTrigger_minus: -3.0 + ElSFIso_plus: 1.3 + ElSFIso_minus: -1.4 + ElSFChargeMisID_plus: 0.02 + ElSFChargeMisID_minus: 0.01 + METScale_plus: 9.6 + METScale_minus: -8.7 + METResLong_plus: 9.6 + METResLong_minus: -8.7 + METResTrans_plus: 9.6 + METResTrans_minus: -8.7 + PileupWeight_plus: 1.1 + PileupWeight_minus: -1.2 + QCDlowRange_plus: 1.4 + QCDlowRange_minus: -0.4 + QCDhighRange_plus: 0.2 + QCDhighRange_minus: -0.1 + QCDvarIso_plus: 0.2 + QCDvarIso_minus: -0.1 + QCDvarElID_plus: 0.2 + QCDvarElID_minus: -0.1 + QCDfitUncert_plus: 0.2 + QCDfitUncert_minus: -0.1 + QCDotherGen_plus: 0.2 + QCDotherGen_minus: -0.1 + QCDfitRebin_plus: 0.2 + QCDfitRebin_minus: -0.1 + XsecZ_plus: 0.1 + XsecZ_minus: -0.1 + XsecTop_plus: 1.9 + XsecTop_minus: -1.9 + XsecDibos_plus: 0.4 + XsecDibos_minus: -0.4 + BkgTtbarNorm_plus: 0.4 + BkgTtbarNorm_minus: -0.4 + BkgMCstat_plus: 0.4 + BkgMCstat_minus: -0.4 + WHFmodel_plus: 0.4 + WHFmodel_minus: -0.4 + LumiUncert_plus: 11.2 + LumiUncert_minus: -11.7 + UnfoldMCstat_plus: 11.2 + UnfoldMCstat_minus: -11.7 + UnfoldOtherGen_plus: 11.2 + UnfoldOtherGen_minus: -11.7 + UnfoldReweight_plus: 11.2 + UnfoldReweight_minus: -11.7 +- art_stat_corr_1: 2.47464666e-03 + art_stat_corr_2: -1.90402851e-02 + art_stat_corr_3: -8.78966463e-02 + art_stat_corr_4: 3.46431470e-01 + art_stat_corr_5: -2.62209409e-01 + art_stat_corr_6: -1.00171459e-01 + art_stat_corr_7: -1.65447965e-01 + art_stat_corr_8: 1.17995500e-01 + art_stat_corr_9: 4.15139667e-02 + art_stat_corr_10: 9.10299179e-03 + art_stat_corr_11: 6.47175004e-04 + art_stat_corr_12: 6.92560868e-05 + art_stat_corr_13: 8.00566104e-06 + art_stat_corr_14: -1.30342997e-06 + art_stat_corr_15: -5.92472364e-09 + art_stat_corr_16: -1.39398247e-08 + JetScaleEff1_plus: 6.5 + JetScaleEff1_minus: -6.8 + JetScaleEff2_plus: 1.3 + JetScaleEff2_minus: -1.4 + JetScaleEff3_plus: 1.2 + JetScaleEff3_minus: -1.3 + JetScaleEff4_plus: 0.8 + JetScaleEff4_minus: -0.9 + JetScaleEff5_plus: 0.5 + JetScaleEff5_minus: -0.4 + JetScaleEff6_plus: 0.8 + JetScaleEff6_minus: -0.9 + JetScaleEta1_plus: 3.0 + JetScaleEta1_minus: -3.1 + JetScaleEta2_plus: 1.6 + JetScaleEta2_minus: -1.7 + JetScaleHighPt_plus: 0.02 + JetScaleHighPt_minus: 0.02 + JetScaleMC_plus: 0.03 + JetScaleMC_minus: 0.03 + JetScalePileup1_plus: 0.3 + JetScalePileup1_minus: -0.2 + JetScalePileup2_plus: 0.5 + JetScalePileup2_minus: -0.5 + JetScalePileup3_plus: 0.8 + JetScalePileup3_minus: -1.0 + JetScalePileup4_plus: 3.9 + JetScalePileup4_minus: -4.1 + JetScaleFlav1Known_plus: 1.1 + JetScaleFlav1Known_minus: -1.2 + JetScaleFlav2_plus: 6.6 + JetScaleFlav2_minus: -6.9 + JetScaleBjet_plus: 0.03 + JetScaleBjet_minus: 0.02 + JetScalepunchT_plus: 0.03 + JetScalepunchT_minus: 0.02 + JetResolution10_plus: 0.03 + JetResolution10_minus: 0.02 + JetSFBeff_plus: 2.4 + JetSFBeff_minus: -2.3 + JetSFCeff_plus: 0.6 + JetSFCeff_minus: -0.7 + JetSFLmistag_plus: 0.5 + JetSFLmistag_minus: -0.6 + JetSFHighPt_plus: 0.03 + JetSFHighPt_minus: 0.02 + JetJVFcut_plus: -1.1 + JetJVFcut_minus: -1.1 + ElScaleR12_plus: 0.8 + ElScaleR12_minus: -0.8 + ElScaleZee_plus: 1.2 + ElScaleZee_minus: -1.4 + ElScalePS_plus: 0.1 + ElScalePS_minus: -0.1 + ElResolution_plus: 0.1 + ElResolution_minus: -0.1 + ElSFReco_plus: 1.1 + ElSFReco_minus: -1.2 + ElSFId_plus: 2.8 + ElSFId_minus: -2.9 + ElSFTrigger_plus: 1.4 + ElSFTrigger_minus: -1.5 + ElSFIso_plus: 0.6 + ElSFIso_minus: -0.7 + ElSFChargeMisID_plus: 0.01 + ElSFChargeMisID_minus: 0.004 + METScale_plus: 2.9 + METScale_minus: -3.1 + METResLong_plus: 2.9 + METResLong_minus: -3.1 + METResTrans_plus: 2.9 + METResTrans_minus: -3.1 + PileupWeight_plus: 0.5 + PileupWeight_minus: -0.6 + QCDlowRange_plus: 0.5 + QCDlowRange_minus: -0.2 + QCDhighRange_plus: 0.1 + QCDhighRange_minus: -0.03 + QCDvarIso_plus: 0.1 + QCDvarIso_minus: -0.03 + QCDvarElID_plus: 0.1 + QCDvarElID_minus: -0.03 + QCDfitUncert_plus: 0.1 + QCDfitUncert_minus: -0.03 + QCDotherGen_plus: 0.1 + QCDotherGen_minus: -0.03 + QCDfitRebin_plus: 0.1 + QCDfitRebin_minus: -0.03 + XsecZ_plus: 0.1 + XsecZ_minus: -0.1 + XsecTop_plus: 1.2 + XsecTop_minus: -1.2 + XsecDibos_plus: 0.2 + XsecDibos_minus: -0.2 + BkgTtbarNorm_plus: 0.2 + BkgTtbarNorm_minus: -0.2 + BkgMCstat_plus: 0.2 + BkgMCstat_minus: -0.2 + WHFmodel_plus: 0.2 + WHFmodel_minus: -0.2 + LumiUncert_plus: 5.5 + LumiUncert_minus: -5.7 + UnfoldMCstat_plus: 5.5 + UnfoldMCstat_minus: -5.7 + UnfoldOtherGen_plus: 5.5 + UnfoldOtherGen_minus: -5.7 + UnfoldReweight_plus: 5.5 + UnfoldReweight_minus: -5.7 +- art_stat_corr_1: -7.88153600e-04 + art_stat_corr_2: -3.08801844e-02 + art_stat_corr_3: 2.16202779e-02 + art_stat_corr_4: 1.47961688e-01 + art_stat_corr_5: -3.98724643e-01 + art_stat_corr_6: 2.32247252e-01 + art_stat_corr_7: -1.76401036e-02 + art_stat_corr_8: -9.91815450e-02 + art_stat_corr_9: -5.83875891e-02 + art_stat_corr_10: -1.43789419e-02 + art_stat_corr_11: -1.23859781e-03 + art_stat_corr_12: -1.30942857e-04 + art_stat_corr_13: -1.74986569e-05 + art_stat_corr_14: 2.74165455e-06 + art_stat_corr_15: 6.09595778e-08 + art_stat_corr_16: 2.21608618e-08 + JetScaleEff1_plus: 3.5 + JetScaleEff1_minus: -3.6 + JetScaleEff2_plus: 1.1 + JetScaleEff2_minus: -1.2 + JetScaleEff3_plus: 0.6 + JetScaleEff3_minus: -0.9 + JetScaleEff4_plus: 0.4 + JetScaleEff4_minus: -0.5 + JetScaleEff5_plus: -0.2 + JetScaleEff5_minus: -0.5 + JetScaleEff6_plus: 0.4 + JetScaleEff6_minus: -0.5 + JetScaleEta1_plus: 1.6 + JetScaleEta1_minus: -1.6 + JetScaleEta2_plus: 1.0 + JetScaleEta2_minus: -1.1 + JetScaleHighPt_plus: 0.01 + JetScaleHighPt_minus: 0.01 + JetScaleMC_plus: 0.02 + JetScaleMC_minus: 0.01 + JetScalePileup1_plus: 0.2 + JetScalePileup1_minus: -0.1 + JetScalePileup2_plus: 0.3 + JetScalePileup2_minus: -0.3 + JetScalePileup3_plus: 0.5 + JetScalePileup3_minus: -0.5 + JetScalePileup4_plus: 2.2 + JetScalePileup4_minus: -2.2 + JetScaleFlav1Known_plus: 0.6 + JetScaleFlav1Known_minus: -0.6 + JetScaleFlav2_plus: 3.6 + JetScaleFlav2_minus: -3.7 + JetScaleBjet_plus: 0.02 + JetScaleBjet_minus: 0.01 + JetScalepunchT_plus: 0.01 + JetScalepunchT_minus: 0.01 + JetResolution10_plus: 0.01 + JetResolution10_minus: 0.01 + JetSFBeff_plus: 1.4 + JetSFBeff_minus: -1.4 + JetSFCeff_plus: 0.3 + JetSFCeff_minus: -0.4 + JetSFLmistag_plus: 0.2 + JetSFLmistag_minus: -0.3 + JetSFHighPt_plus: 0.01 + JetSFHighPt_minus: 0.01 + JetJVFcut_plus: -0.6 + JetJVFcut_minus: -0.6 + ElScaleR12_plus: 0.4 + ElScaleR12_minus: -0.4 + ElScaleZee_plus: 0.6 + ElScaleZee_minus: -0.6 + ElScalePS_plus: 0.03 + ElScalePS_minus: -0.03 + ElResolution_plus: 0.03 + ElResolution_minus: -0.03 + ElSFReco_plus: 0.6 + ElSFReco_minus: -0.6 + ElSFId_plus: 1.5 + ElSFId_minus: -1.6 + ElSFTrigger_plus: 0.8 + ElSFTrigger_minus: -0.8 + ElSFIso_plus: 0.3 + ElSFIso_minus: -0.4 + ElSFChargeMisID_plus: 0.01 + ElSFChargeMisID_minus: 0.002 + METScale_plus: 1.3 + METScale_minus: -1.3 + METResLong_plus: 1.3 + METResLong_minus: -1.3 + METResTrans_plus: 1.3 + METResTrans_minus: -1.3 + PileupWeight_plus: 0.3 + PileupWeight_minus: -0.3 + QCDlowRange_plus: 0.2 + QCDlowRange_minus: -0.1 + QCDhighRange_plus: 0.04 + QCDhighRange_minus: -0.01 + QCDvarIso_plus: 0.04 + QCDvarIso_minus: -0.01 + QCDvarElID_plus: 0.04 + QCDvarElID_minus: -0.01 + QCDfitUncert_plus: 0.04 + QCDfitUncert_minus: -0.01 + QCDotherGen_plus: 0.04 + QCDotherGen_minus: -0.01 + QCDfitRebin_plus: 0.04 + QCDfitRebin_minus: -0.01 + XsecZ_plus: 0.03 + XsecZ_minus: -0.03 + XsecTop_plus: 0.7 + XsecTop_minus: -0.7 + XsecDibos_plus: 0.1 + XsecDibos_minus: -0.1 + BkgTtbarNorm_plus: 0.1 + BkgTtbarNorm_minus: -0.1 + BkgMCstat_plus: 0.1 + BkgMCstat_minus: -0.1 + WHFmodel_plus: 0.1 + WHFmodel_minus: -0.1 + LumiUncert_plus: 2.9 + LumiUncert_minus: -3.0 + UnfoldMCstat_plus: 2.9 + UnfoldMCstat_minus: -3.0 + UnfoldOtherGen_plus: 2.9 + UnfoldOtherGen_minus: -3.0 + UnfoldReweight_plus: 2.9 + UnfoldReweight_minus: -3.0 +- art_stat_corr_1: -3.65661141e-04 + art_stat_corr_2: -8.65569703e-03 + art_stat_corr_3: 1.78735927e-02 + art_stat_corr_4: 9.00748703e-03 + art_stat_corr_5: -1.56983480e-01 + art_stat_corr_6: 1.91934276e-01 + art_stat_corr_7: 2.38615381e-01 + art_stat_corr_8: 6.59481550e-02 + art_stat_corr_9: 7.57155626e-02 + art_stat_corr_10: 2.48381034e-02 + art_stat_corr_11: 2.33097114e-03 + art_stat_corr_12: 3.06815934e-04 + art_stat_corr_13: 3.77668856e-05 + art_stat_corr_14: -7.70683209e-06 + art_stat_corr_15: -1.64036212e-07 + art_stat_corr_16: -1.36939404e-08 + JetScaleEff1_plus: 2.03 + JetScaleEff1_minus: -1.93 + JetScaleEff2_plus: 0.8 + JetScaleEff2_minus: -0.77 + JetScaleEff3_plus: 0.59 + JetScaleEff3_minus: -0.53 + JetScaleEff4_plus: 0.24 + JetScaleEff4_minus: -0.26 + JetScaleEff5_plus: -0.12 + JetScaleEff5_minus: -0.29 + JetScaleEff6_plus: 0.24 + JetScaleEff6_minus: -0.25 + JetScaleEta1_plus: 0.81 + JetScaleEta1_minus: -0.77 + JetScaleEta2_plus: 0.54 + JetScaleEta2_minus: -0.51 + JetScaleHighPt_plus: 0.01 + JetScaleHighPt_minus: 0.01 + JetScaleMC_plus: 0.01 + JetScaleMC_minus: 0.01 + JetScalePileup1_plus: 0.08 + JetScalePileup1_minus: -0.05 + JetScalePileup2_plus: 0.15 + JetScalePileup2_minus: -0.15 + JetScalePileup3_plus: 0.29 + JetScalePileup3_minus: -0.27 + JetScalePileup4_plus: 1.19 + JetScalePileup4_minus: -1.1 + JetScaleFlav1Known_plus: 0.3 + JetScaleFlav1Known_minus: -0.34 + JetScaleFlav2_plus: 2.03 + JetScaleFlav2_minus: -1.93 + JetScaleBjet_plus: 0.01 + JetScaleBjet_minus: 0.01 + JetScalepunchT_plus: 0.01 + JetScalepunchT_minus: 0.01 + JetResolution10_plus: 0.01 + JetResolution10_minus: 0.01 + JetSFBeff_plus: 0.79 + JetSFBeff_minus: -0.78 + JetSFCeff_plus: 0.18 + JetSFCeff_minus: -0.21 + JetSFLmistag_plus: 0.13 + JetSFLmistag_minus: -0.18 + JetSFHighPt_plus: 0.01 + JetSFHighPt_minus: 0.01 + JetJVFcut_plus: -0.4 + JetJVFcut_minus: -0.41 + ElScaleR12_plus: 0.23 + ElScaleR12_minus: -0.22 + ElScaleZee_plus: 0.32 + ElScaleZee_minus: -0.32 + ElScalePS_plus: 0.02 + ElScalePS_minus: -0.01 + ElResolution_plus: 0.02 + ElResolution_minus: -0.01 + ElSFReco_plus: 0.32 + ElSFReco_minus: -0.35 + ElSFId_plus: 0.86 + ElSFId_minus: -0.86 + ElSFTrigger_plus: 0.44 + ElSFTrigger_minus: -0.45 + ElSFIso_plus: 0.18 + ElSFIso_minus: -0.2 + ElSFChargeMisID_plus: 0.003 + ElSFChargeMisID_minus: 0.001 + METScale_plus: 0.58 + METScale_minus: -0.52 + METResLong_plus: 0.58 + METResLong_minus: -0.52 + METResTrans_plus: 0.58 + METResTrans_minus: -0.52 + PileupWeight_plus: 0.14 + PileupWeight_minus: -0.16 + QCDlowRange_plus: 0.13 + QCDlowRange_minus: -0.05 + QCDhighRange_plus: 0.02 + QCDhighRange_minus: -0.01 + QCDvarIso_plus: 0.02 + QCDvarIso_minus: -0.01 + QCDvarElID_plus: 0.02 + QCDvarElID_minus: -0.01 + QCDfitUncert_plus: 0.02 + QCDfitUncert_minus: -0.01 + QCDotherGen_plus: 0.02 + QCDotherGen_minus: -0.01 + QCDfitRebin_plus: 0.02 + QCDfitRebin_minus: -0.01 + XsecZ_plus: 0.01 + XsecZ_minus: -0.01 + XsecTop_plus: 0.4 + XsecTop_minus: -0.4 + XsecDibos_plus: 0.06 + XsecDibos_minus: -0.06 + BkgTtbarNorm_plus: 0.06 + BkgTtbarNorm_minus: -0.06 + BkgMCstat_plus: 0.06 + BkgMCstat_minus: -0.06 + WHFmodel_plus: 0.06 + WHFmodel_minus: -0.06 + LumiUncert_plus: 1.57 + LumiUncert_minus: -1.63 + UnfoldMCstat_plus: 1.57 + UnfoldMCstat_minus: -1.63 + UnfoldOtherGen_plus: 1.57 + UnfoldOtherGen_minus: -1.63 + UnfoldReweight_plus: 1.57 + UnfoldReweight_minus: -1.63 +- art_stat_corr_1: -3.84037556e-05 + art_stat_corr_2: -2.65318618e-04 + art_stat_corr_3: 2.37663959e-03 + art_stat_corr_4: -9.62629650e-03 + art_stat_corr_5: 1.60261186e-03 + art_stat_corr_6: 2.09957285e-02 + art_stat_corr_7: 8.94448331e-02 + art_stat_corr_8: 1.51817025e-01 + art_stat_corr_9: -1.04821490e-01 + art_stat_corr_10: -3.84969698e-02 + art_stat_corr_11: -6.27078496e-03 + art_stat_corr_12: -7.31546431e-04 + art_stat_corr_13: -1.33441500e-04 + art_stat_corr_14: 2.56730128e-05 + art_stat_corr_15: 1.51825627e-06 + art_stat_corr_16: 2.66950177e-08 + JetScaleEff1_plus: 0.94 + JetScaleEff1_minus: -0.91 + JetScaleEff2_plus: 0.49 + JetScaleEff2_minus: -0.41 + JetScaleEff3_plus: 0.29 + JetScaleEff3_minus: -0.24 + JetScaleEff4_plus: 0.11 + JetScaleEff4_minus: -0.12 + JetScaleEff5_plus: -0.05 + JetScaleEff5_minus: -0.13 + JetScaleEff6_plus: 0.11 + JetScaleEff6_minus: -0.11 + JetScaleEta1_plus: 0.31 + JetScaleEta1_minus: -0.31 + JetScaleEta2_plus: 0.25 + JetScaleEta2_minus: -0.23 + JetScaleHighPt_plus: 0.003 + JetScaleHighPt_minus: 0.003 + JetScaleMC_plus: 0.004 + JetScaleMC_minus: 0.004 + JetScalePileup1_plus: 0.04 + JetScalePileup1_minus: -0.02 + JetScalePileup2_plus: 0.07 + JetScalePileup2_minus: -0.07 + JetScalePileup3_plus: 0.13 + JetScalePileup3_minus: -0.13 + JetScalePileup4_plus: 0.43 + JetScalePileup4_minus: -0.46 + JetScaleFlav1Known_plus: 0.14 + JetScaleFlav1Known_minus: -0.16 + JetScaleFlav2_plus: 0.89 + JetScaleFlav2_minus: -0.86 + JetScaleBjet_plus: 0.004 + JetScaleBjet_minus: 0.003 + JetScalepunchT_plus: 0.004 + JetScalepunchT_minus: 0.003 + JetResolution10_plus: 0.004 + JetResolution10_minus: 0.003 + JetSFBeff_plus: 0.37 + JetSFBeff_minus: -0.37 + JetSFCeff_plus: 0.08 + JetSFCeff_minus: -0.1 + JetSFLmistag_plus: 0.06 + JetSFLmistag_minus: -0.08 + JetSFHighPt_plus: 0.003 + JetSFHighPt_minus: 0.003 + JetJVFcut_plus: -0.18 + JetJVFcut_minus: -0.19 + ElScaleR12_plus: 0.1 + ElScaleR12_minus: -0.1 + ElScaleZee_plus: 0.15 + ElScaleZee_minus: -0.15 + ElScalePS_plus: 0.01 + ElScalePS_minus: -0.01 + ElResolution_plus: 0.01 + ElResolution_minus: -0.01 + ElSFReco_plus: 0.15 + ElSFReco_minus: 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BkgMCstat_minus: -0.03 + WHFmodel_plus: 0.03 + WHFmodel_minus: -0.03 + LumiUncert_plus: 0.72 + LumiUncert_minus: -0.75 + UnfoldMCstat_plus: 0.72 + UnfoldMCstat_minus: -0.75 + UnfoldOtherGen_plus: 0.72 + UnfoldOtherGen_minus: -0.75 + UnfoldReweight_plus: 0.72 + UnfoldReweight_minus: -0.75 +- art_stat_corr_1: 2.02933021e-06 + art_stat_corr_2: 1.24085098e-04 + art_stat_corr_3: -1.14431905e-04 + art_stat_corr_4: -1.36319976e-03 + art_stat_corr_5: 5.62675756e-03 + art_stat_corr_6: -5.66525322e-03 + art_stat_corr_7: -4.95430780e-03 + art_stat_corr_8: 1.45716788e-02 + art_stat_corr_9: -6.47245900e-02 + art_stat_corr_10: 1.10115855e-01 + art_stat_corr_11: 1.62956568e-02 + art_stat_corr_12: 4.10363444e-03 + art_stat_corr_13: 5.43143848e-04 + art_stat_corr_14: -1.45837852e-04 + art_stat_corr_15: -3.74284320e-06 + art_stat_corr_16: 4.11028116e-08 + JetScaleEff1_plus: 0.32 + JetScaleEff1_minus: -0.34 + JetScaleEff2_plus: 0.22 + JetScaleEff2_minus: -0.22 + JetScaleEff3_plus: 0.11 + JetScaleEff3_minus: -0.09 + JetScaleEff4_plus: 0.04 + JetScaleEff4_minus: -0.04 + JetScaleEff5_plus: -0.02 + JetScaleEff5_minus: -0.05 + JetScaleEff6_plus: 0.04 + JetScaleEff6_minus: -0.04 + JetScaleEta1_plus: 0.11 + JetScaleEta1_minus: -0.12 + JetScaleEta2_plus: 0.09 + JetScaleEta2_minus: -0.09 + JetScaleHighPt_plus: 0.001 + JetScaleHighPt_minus: 0.001 + JetScaleMC_plus: 0.002 + JetScaleMC_minus: 0.001 + JetScalePileup1_plus: 0.01 + JetScalePileup1_minus: -0.01 + JetScalePileup2_plus: 0.03 + JetScalePileup2_minus: -0.03 + JetScalePileup3_plus: 0.05 + JetScalePileup3_minus: -0.05 + JetScalePileup4_plus: 0.15 + JetScalePileup4_minus: -0.15 + JetScaleFlav1Known_plus: 0.05 + JetScaleFlav1Known_minus: -0.06 + JetScaleFlav2_plus: 0.3 + JetScaleFlav2_minus: -0.28 + JetScaleBjet_plus: 0.002 + JetScaleBjet_minus: 0.001 + JetScalepunchT_plus: 0.001 + JetScalepunchT_minus: 0.001 + JetResolution10_plus: 0.001 + JetResolution10_minus: 0.001 + JetSFBeff_plus: 0.14 + JetSFBeff_minus: -0.14 + JetSFCeff_plus: 0.03 + JetSFCeff_minus: -0.04 + JetSFLmistag_plus: 0.02 + JetSFLmistag_minus: -0.03 + JetSFHighPt_plus: 0.001 + JetSFHighPt_minus: 0.001 + JetJVFcut_plus: -0.07 + JetJVFcut_minus: -0.07 + ElScaleR12_plus: 0.04 + ElScaleR12_minus: -0.04 + ElScaleZee_plus: 0.06 + ElScaleZee_minus: -0.05 + ElScalePS_plus: 0.003 + ElScalePS_minus: -0.002 + ElResolution_plus: 0.003 + ElResolution_minus: -0.002 + ElSFReco_plus: 0.05 + ElSFReco_minus: -0.06 + ElSFId_plus: 0.16 + ElSFId_minus: -0.16 + ElSFTrigger_plus: 0.07 + ElSFTrigger_minus: -0.08 + ElSFIso_plus: 0.03 + ElSFIso_minus: -0.03 + ElSFChargeMisID_plus: 0.001 + ElSFChargeMisID_minus: 0.0002 + METScale_plus: 0.1 + METScale_minus: -0.09 + METResLong_plus: 0.1 + METResLong_minus: -0.09 + METResTrans_plus: 0.1 + METResTrans_minus: -0.09 + PileupWeight_plus: 0.02 + PileupWeight_minus: -0.03 + QCDlowRange_plus: 0.02 + QCDlowRange_minus: -0.01 + QCDhighRange_plus: 0.004 + QCDhighRange_minus: -0.002 + QCDvarIso_plus: 0.004 + QCDvarIso_minus: -0.002 + QCDvarElID_plus: 0.004 + QCDvarElID_minus: -0.002 + QCDfitUncert_plus: 0.004 + QCDfitUncert_minus: -0.002 + QCDotherGen_plus: 0.004 + QCDotherGen_minus: -0.002 + QCDfitRebin_plus: 0.004 + QCDfitRebin_minus: -0.002 + XsecZ_plus: 0.001 + XsecZ_minus: -0.001 + XsecTop_plus: 0.07 + XsecTop_minus: -0.07 + XsecDibos_plus: 0.01 + XsecDibos_minus: -0.01 + BkgTtbarNorm_plus: 0.01 + BkgTtbarNorm_minus: -0.01 + BkgMCstat_plus: 0.01 + BkgMCstat_minus: -0.01 + WHFmodel_plus: 0.01 + WHFmodel_minus: -0.01 + LumiUncert_plus: 0.27 + LumiUncert_minus: -0.28 + UnfoldMCstat_plus: 0.27 + UnfoldMCstat_minus: -0.28 + UnfoldOtherGen_plus: 0.27 + UnfoldOtherGen_minus: -0.28 + UnfoldReweight_plus: 0.27 + UnfoldReweight_minus: -0.28 +- art_stat_corr_1: 1.22627324e-06 + art_stat_corr_2: 1.16192609e-05 + art_stat_corr_3: -3.24652534e-05 + art_stat_corr_4: 3.35771309e-06 + art_stat_corr_5: 4.94305532e-04 + art_stat_corr_6: -9.01675749e-04 + art_stat_corr_7: -2.73992288e-03 + art_stat_corr_8: -4.33770671e-03 + art_stat_corr_9: -2.22067976e-03 + art_stat_corr_10: 2.86109034e-02 + art_stat_corr_11: -7.55181713e-02 + art_stat_corr_12: -1.25804375e-02 + art_stat_corr_13: -3.35806844e-03 + art_stat_corr_14: 7.50236138e-04 + art_stat_corr_15: 4.76466685e-05 + art_stat_corr_16: 7.11282334e-07 + JetScaleEff1_plus: 0.139 + JetScaleEff1_minus: -0.164 + JetScaleEff2_plus: 0.095 + JetScaleEff2_minus: -0.096 + JetScaleEff3_plus: 0.046 + JetScaleEff3_minus: -0.039 + JetScaleEff4_plus: 0.018 + JetScaleEff4_minus: -0.019 + JetScaleEff5_plus: -0.009 + JetScaleEff5_minus: -0.021 + JetScaleEff6_plus: 0.017 + JetScaleEff6_minus: -0.018 + JetScaleEta1_plus: 0.049 + JetScaleEta1_minus: -0.05 + JetScaleEta2_plus: 0.039 + JetScaleEta2_minus: -0.037 + JetScaleHighPt_plus: 0.001 + JetScaleHighPt_minus: 0.0004 + JetScaleMC_plus: 0.001 + JetScaleMC_minus: 0.001 + JetScalePileup1_plus: 0.006 + JetScalePileup1_minus: -0.004 + JetScalePileup2_plus: 0.011 + JetScalePileup2_minus: -0.011 + JetScalePileup3_plus: 0.021 + JetScalePileup3_minus: -0.02 + JetScalePileup4_plus: 0.065 + JetScalePileup4_minus: -0.062 + JetScaleFlav1Known_plus: 0.022 + JetScaleFlav1Known_minus: -0.025 + JetScaleFlav2_plus: 0.11 + JetScaleFlav2_minus: -0.12 + JetScaleBjet_plus: 0.001 + JetScaleBjet_minus: 0.001 + JetScalepunchT_plus: 0.001 + JetScalepunchT_minus: 0.0004 + JetResolution10_plus: 0.001 + JetResolution10_minus: 0.0004 + JetSFBeff_plus: 0.059 + JetSFBeff_minus: -0.059 + JetSFCeff_plus: 0.013 + JetSFCeff_minus: -0.015 + JetSFLmistag_plus: 0.01 + JetSFLmistag_minus: -0.013 + JetSFHighPt_plus: 0.001 + JetSFHighPt_minus: 0.001 + JetJVFcut_plus: -0.03 + JetJVFcut_minus: -0.03 + ElScaleR12_plus: 0.017 + ElScaleR12_minus: -0.016 + ElScaleZee_plus: 0.024 + ElScaleZee_minus: -0.023 + ElScalePS_plus: 0.001 + ElScalePS_minus: -0.001 + ElResolution_plus: 0.001 + ElResolution_minus: -0.001 + ElSFReco_plus: 0.023 + ElSFReco_minus: -0.026 + ElSFId_plus: 0.067 + ElSFId_minus: -0.067 + ElSFTrigger_plus: 0.032 + ElSFTrigger_minus: -0.033 + ElSFIso_plus: 0.013 + ElSFIso_minus: -0.015 + ElSFChargeMisID_plus: 0.0002 + ElSFChargeMisID_minus: 0.0001 + METScale_plus: 0.043 + METScale_minus: -0.038 + METResLong_plus: 0.043 + METResLong_minus: -0.038 + METResTrans_plus: 0.043 + METResTrans_minus: -0.038 + PileupWeight_plus: 0.011 + PileupWeight_minus: -0.012 + QCDlowRange_plus: 0.008 + QCDlowRange_minus: -0.004 + QCDhighRange_plus: 0.001 + QCDhighRange_minus: -0.0001 + QCDvarIso_plus: 0.001 + QCDvarIso_minus: -0.0001 + QCDvarElID_plus: 0.001 + QCDvarElID_minus: -0.0001 + QCDfitUncert_plus: 0.001 + QCDfitUncert_minus: -0.0001 + QCDotherGen_plus: 0.001 + QCDotherGen_minus: -0.0001 + QCDfitRebin_plus: 0.001 + QCDfitRebin_minus: -0.0001 + XsecZ_plus: 0.0001 + XsecZ_minus: -0.0001 + XsecTop_plus: 0.027 + XsecTop_minus: -0.027 + XsecDibos_plus: 0.005 + XsecDibos_minus: -0.005 + BkgTtbarNorm_plus: 0.005 + BkgTtbarNorm_minus: -0.005 + BkgMCstat_plus: 0.005 + BkgMCstat_minus: -0.005 + WHFmodel_plus: 0.005 + WHFmodel_minus: -0.005 + LumiUncert_plus: 0.115 + LumiUncert_minus: -0.12 + UnfoldMCstat_plus: 0.115 + UnfoldMCstat_minus: -0.12 + UnfoldOtherGen_plus: 0.115 + UnfoldOtherGen_minus: -0.12 + UnfoldReweight_plus: 0.115 + UnfoldReweight_minus: -0.12 +- art_stat_corr_1: 3.86344306e-07 + art_stat_corr_2: -1.55349173e-07 + art_stat_corr_3: -2.32377126e-06 + art_stat_corr_4: 1.50505973e-05 + art_stat_corr_5: -2.37404144e-05 + art_stat_corr_6: -4.56980669e-06 + art_stat_corr_7: -1.82619408e-04 + art_stat_corr_8: -9.14420119e-04 + art_stat_corr_9: 2.41453082e-03 + art_stat_corr_10: -2.13181491e-03 + art_stat_corr_11: -2.10224237e-02 + art_stat_corr_12: 4.97263385e-02 + art_stat_corr_13: 9.29098782e-03 + art_stat_corr_14: -3.57097635e-03 + art_stat_corr_15: -1.72352451e-04 + art_stat_corr_16: 5.40732346e-07 + JetScaleEff1_plus: 0.074 + JetScaleEff1_minus: -0.067 + JetScaleEff2_plus: 0.045 + JetScaleEff2_minus: -0.066 + JetScaleEff3_plus: 0.022 + JetScaleEff3_minus: -0.018 + JetScaleEff4_plus: 0.008 + JetScaleEff4_minus: -0.009 + JetScaleEff5_plus: -0.004 + JetScaleEff5_minus: -0.01 + JetScaleEff6_plus: 0.008 + JetScaleEff6_minus: -0.009 + JetScaleEta1_plus: 0.023 + JetScaleEta1_minus: -0.024 + JetScaleEta2_plus: 0.019 + JetScaleEta2_minus: -0.018 + JetScaleHighPt_plus: 0.0002 + JetScaleHighPt_minus: 0.0002 + JetScaleMC_plus: 0.0003 + JetScaleMC_minus: 0.0003 + JetScalePileup1_plus: 0.003 + JetScalePileup1_minus: -0.002 + JetScalePileup2_plus: 0.005 + JetScalePileup2_minus: -0.005 + JetScalePileup3_plus: 0.01 + JetScalePileup3_minus: -0.009 + JetScalePileup4_plus: 0.031 + JetScalePileup4_minus: -0.029 + JetScaleFlav1Known_plus: 0.01 + JetScaleFlav1Known_minus: -0.012 + JetScaleFlav2_plus: 0.052 + JetScaleFlav2_minus: -0.057 + JetScaleBjet_plus: 0.0003 + JetScaleBjet_minus: 0.0002 + JetScalepunchT_plus: 0.0003 + JetScalepunchT_minus: 0.0002 + JetResolution10_plus: 0.0003 + JetResolution10_minus: 0.0002 + JetSFBeff_plus: 0.028 + JetSFBeff_minus: -0.028 + JetSFCeff_plus: 0.006 + JetSFCeff_minus: -0.007 + JetSFLmistag_plus: 0.005 + JetSFLmistag_minus: -0.006 + JetSFHighPt_plus: 0.0003 + JetSFHighPt_minus: 0.0002 + JetJVFcut_plus: -0.014 + JetJVFcut_minus: -0.014 + ElScaleR12_plus: 0.008 + ElScaleR12_minus: -0.007 + ElScaleZee_plus: 0.011 + ElScaleZee_minus: -0.011 + ElScalePS_plus: 0.001 + ElScalePS_minus: -0.001 + ElResolution_plus: 0.001 + ElResolution_minus: -0.001 + ElSFReco_plus: 0.011 + ElSFReco_minus: -0.012 + ElSFId_plus: 0.032 + ElSFId_minus: -0.031 + ElSFTrigger_plus: 0.015 + ElSFTrigger_minus: -0.016 + ElSFIso_plus: 0.006 + ElSFIso_minus: -0.007 + ElSFChargeMisID_plus: 0.0001 + ElSFChargeMisID_minus: 4.0e-05 + METScale_plus: 0.02 + METScale_minus: -0.018 + METResLong_plus: 0.02 + METResLong_minus: -0.018 + METResTrans_plus: 0.02 + METResTrans_minus: -0.018 + PileupWeight_plus: 0.005 + PileupWeight_minus: -0.006 + QCDlowRange_plus: 0.004 + QCDlowRange_minus: -0.002 + QCDhighRange_plus: 0.001 + QCDhighRange_minus: -0.0002 + QCDvarIso_plus: 0.001 + QCDvarIso_minus: -0.0002 + QCDvarElID_plus: 0.001 + QCDvarElID_minus: -0.0002 + QCDfitUncert_plus: 0.001 + QCDfitUncert_minus: -0.0002 + QCDotherGen_plus: 0.001 + QCDotherGen_minus: -0.0002 + QCDfitRebin_plus: 0.001 + QCDfitRebin_minus: -0.0002 + XsecZ_plus: 0.0002 + XsecZ_minus: -0.0002 + XsecTop_plus: 0.011 + XsecTop_minus: -0.011 + XsecDibos_plus: 0.002 + XsecDibos_minus: -0.002 + BkgTtbarNorm_plus: 0.002 + BkgTtbarNorm_minus: -0.002 + BkgMCstat_plus: 0.002 + BkgMCstat_minus: -0.002 + WHFmodel_plus: 0.002 + WHFmodel_minus: -0.002 + LumiUncert_plus: 0.054 + LumiUncert_minus: -0.056 + UnfoldMCstat_plus: 0.054 + UnfoldMCstat_minus: -0.056 + UnfoldOtherGen_plus: 0.054 + UnfoldOtherGen_minus: -0.056 + UnfoldReweight_plus: 0.054 + UnfoldReweight_minus: -0.056 +- art_stat_corr_1: -1.98543905e-07 + art_stat_corr_2: -4.92110729e-07 + art_stat_corr_3: -9.43633392e-07 + art_stat_corr_4: 8.15967028e-07 + art_stat_corr_5: -6.74162507e-06 + art_stat_corr_6: 6.26013840e-06 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art_stat_corr_3: 1.16601301e-06 + art_stat_corr_4: 1.36135511e-06 + art_stat_corr_5: 1.10468609e-06 + art_stat_corr_6: 6.23469087e-07 + art_stat_corr_7: -1.30791200e-06 + art_stat_corr_8: -2.12361472e-06 + art_stat_corr_9: 1.46074593e-06 + art_stat_corr_10: -1.82863884e-06 + art_stat_corr_11: 8.12461407e-05 + art_stat_corr_12: -6.25264498e-04 + art_stat_corr_13: 2.07590959e-04 + art_stat_corr_14: -3.78115232e-03 + art_stat_corr_15: 1.46037884e-02 + art_stat_corr_16: 3.98040543e-05 + JetScaleEff1_plus: 0.0087 + JetScaleEff1_minus: -0.0079 + JetScaleEff2_plus: 0.01 + JetScaleEff2_minus: -0.0078 + JetScaleEff3_plus: 0.0026 + JetScaleEff3_minus: -0.0022 + JetScaleEff4_plus: 0.001 + JetScaleEff4_minus: -0.0011 + JetScaleEff5_plus: -0.0005 + JetScaleEff5_minus: -0.0012 + JetScaleEff6_plus: 0.001 + JetScaleEff6_minus: -0.001 + JetScaleEta1_plus: 0.0027 + JetScaleEta1_minus: -0.0028 + JetScaleEta2_plus: 0.0022 + JetScaleEta2_minus: -0.0021 + JetScaleHighPt_plus: 3.0e-05 + JetScaleHighPt_minus: 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JetScaleFlav1Known_plus: 0.00032 + JetScaleFlav1Known_minus: -0.00036 + JetScaleFlav2_plus: 0.00157 + JetScaleFlav2_minus: -0.00172 + JetScaleBjet_plus: 1.0e-05 + JetScaleBjet_minus: 1.0e-05 + JetScalepunchT_plus: 1.0e-05 + JetScalepunchT_minus: 1.0e-05 + JetResolution10_plus: 1.0e-05 + JetResolution10_minus: 1.0e-05 + JetSFBeff_plus: 0.00085 + JetSFBeff_minus: -0.00085 + JetSFCeff_plus: 0.00019 + JetSFCeff_minus: -0.00022 + JetSFLmistag_plus: 0.00014 + JetSFLmistag_minus: -0.00019 + JetSFHighPt_plus: 1.0e-05 + JetSFHighPt_minus: 1.0e-05 + JetJVFcut_plus: -0.00042 + JetJVFcut_minus: -0.00043 + ElScaleR12_plus: 0.00024 + ElScaleR12_minus: -0.00023 + ElScaleZee_plus: 0.00034 + ElScaleZee_minus: -0.00033 + ElScalePS_plus: 2.0e-05 + ElScalePS_minus: -2.0e-05 + ElResolution_plus: 2.0e-05 + ElResolution_minus: -2.0e-05 + ElSFReco_plus: 0.00034 + ElSFReco_minus: -0.00037 + ElSFId_plus: 0.00096 + ElSFId_minus: -0.00095 + ElSFTrigger_plus: 0.00046 + ElSFTrigger_minus: -0.00047 + ElSFIso_plus: 0.00019 + ElSFIso_minus: -0.00021 + ElSFChargeMisID_plus: 3.0e-06 + ElSFChargeMisID_minus: 1.0e-06 + METScale_plus: 0.00061 + METScale_minus: -0.00055 + METResLong_plus: 0.00061 + METResLong_minus: -0.00055 + METResTrans_plus: 0.00061 + METResTrans_minus: -0.00055 + PileupWeight_plus: 0.00015 + PileupWeight_minus: -0.00017 + QCDlowRange_plus: 6.0e-05 + QCDlowRange_minus: -3.0e-05 + QCDhighRange_plus: 2.0e-05 + QCDhighRange_minus: -1.0e-05 + QCDvarIso_plus: 2.0e-05 + QCDvarIso_minus: -1.0e-05 + QCDvarElID_plus: 2.0e-05 + QCDvarElID_minus: -1.0e-05 + QCDfitUncert_plus: 2.0e-05 + QCDfitUncert_minus: -1.0e-05 + QCDotherGen_plus: 2.0e-05 + QCDotherGen_minus: -1.0e-05 + QCDfitRebin_plus: 2.0e-05 + QCDfitRebin_minus: -1.0e-05 + XsecZ_plus: 3.0e-05 + XsecZ_minus: -3.0e-05 + XsecTop_plus: 0.00027 + XsecTop_minus: -0.00027 + XsecDibos_plus: 8.0e-05 + XsecDibos_minus: -8.0e-05 + BkgTtbarNorm_plus: 8.0e-05 + BkgTtbarNorm_minus: -8.0e-05 + BkgMCstat_plus: 8.0e-05 + BkgMCstat_minus: -8.0e-05 + WHFmodel_plus: 8.0e-05 + WHFmodel_minus: -8.0e-05 + LumiUncert_plus: 0.00161 + LumiUncert_minus: -0.00167 + UnfoldMCstat_plus: 0.00161 + UnfoldMCstat_minus: -0.00167 + UnfoldOtherGen_plus: 0.00161 + UnfoldOtherGen_minus: -0.00167 + UnfoldReweight_plus: 0.00161 + UnfoldReweight_minus: -0.00167 diff --git a/validphys2/src/validphys/cuts/filters.yaml b/validphys2/src/validphys/cuts/filters.yaml index 665631f061..eb685532fd 100644 --- a/validphys2/src/validphys/cuts/filters.yaml +++ b/validphys2/src/validphys/cuts/filters.yaml @@ -218,11 +218,11 @@ - dataset: ATLAS_WJ_8TEV_WP-PT reason: Avoid the region where small-pT resummation effects become important. - rule: "p_T >= 30" + rule: "pT >= 30" - dataset: ATLAS_WJ_8TEV_WM-PT reason: Avoid the region where small-pT resummation effects become important. - rule: "p_T >= 30" + rule: "pT >= 30" - dataset: ATLAS_Z0J_8TEV_PT-M reason: Avoid the region where resummation effects become important. @@ -239,7 +239,7 @@ - dataset: ATLAS_Z0J_13TEV_PT_LL reason: Avoid the region where resummation effects become important. rule: "pT >= 30" - + - dataset: ATLAS_Z0J_13TEV_PT_LL reason: Avoid the large pT region where the statistics are not very good. rule: "pT <= 600" diff --git a/validphys2/src/validphys/process_options.py b/validphys2/src/validphys/process_options.py index 6690c1e640..590b99399d 100644 --- a/validphys2/src/validphys/process_options.py +++ b/validphys2/src/validphys/process_options.py @@ -287,6 +287,7 @@ def _dybosonptrap_xq2map(kin_info): x = np.concatenate((x1, x2)) return x, np.concatenate((ET2, ET2)) + def _singletop_xq2map(kin_dict): y_t = kin_dict[_Vars.y_t] @@ -301,7 +302,6 @@ def _singletop_xq2map(kin_dict): return np.clip(x, a_min=None, a_max=1, out=x), np.concatenate((q2, q2)) - DIS = _Process( "DIS", "Deep Inelastic Scattering", @@ -480,6 +480,7 @@ def _singletop_xq2map(kin_dict): DY_2L, name="DY_VB_ETA", description="DY Z/W -> ll pseudorapidity" ), "DY_NC_PT": dataclasses.replace(DY_PT, name="DY_NC_PT", description="DY Z (ll) + j"), + "DY_CC_PT": dataclasses.replace(DY_PT, name="DY_CC_PT", description="DY W + j"), "DY_NC_PTRAP": dataclasses.replace(DY_PT_RAP, name="DY_NC_PTRAP", description="DY Z (ll) + j"), "POS_XPDF": POS_XPDF, "POS_DIS": POS_DIS, From f37288ade4c15821d1ebfadf7f8fbdab9f9a3e12 Mon Sep 17 00:00:00 2001 From: achiefa Date: Sun, 1 Dec 2024 19:22:50 +0000 Subject: [PATCH 06/16] Correct file names in metadata --- .../nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml index 59aebe6c79..7e13c982c5 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml @@ -56,10 +56,10 @@ implemented_observables: - uncertainties_legacy_WM-PT.yaml legacy_NP: data_uncertainties: - - uncertainties_WM-PT_sys_NP.yaml + - uncertainties_legacy_WM-PT_sys_NP.yaml legacy_ATLAS: data_uncertainties: - - uncertainties_WM-PT_sys_ATLAS.yaml + - uncertainties_legacy_WM-PT_sys_ATLAS.yaml theory: conversion_factor: 1.0 operation: 'null' @@ -105,10 +105,10 @@ implemented_observables: - uncertainties_legacy_WP-PT.yaml legacy_NP: data_uncertainties: - - uncertainties_WP-PT_sys_NP.yaml + - uncertainties_legacy_WP-PT_sys_NP.yaml legacy_ATLAS: data_uncertainties: - - uncertainties_WP-PT_sys_ATLAS.yaml + - uncertainties_legacy_WP-PT_sys_ATLAS.yaml theory: conversion_factor: 1.0 operation: 'null' From ecbb4a3b923dcb428e3a9c191dd29dccec3f461d Mon Sep 17 00:00:00 2001 From: achiefa Date: Mon, 2 Dec 2024 12:11:47 +0000 Subject: [PATCH 07/16] Add legata data central in metadata --- .../nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml | 6 ++++++ 1 file changed, 6 insertions(+) diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml index 7e13c982c5..9b77c4aa8d 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml @@ -54,12 +54,15 @@ implemented_observables: legacy: data_uncertainties: - uncertainties_legacy_WM-PT.yaml + data_central: data_legacy_WM-PT.yaml legacy_NP: data_uncertainties: - uncertainties_legacy_WM-PT_sys_NP.yaml + data_central: data_legacy_WM-PT.yaml legacy_ATLAS: data_uncertainties: - uncertainties_legacy_WM-PT_sys_ATLAS.yaml + data_central: data_legacy_WM-PT.yaml theory: conversion_factor: 1.0 operation: 'null' @@ -103,12 +106,15 @@ implemented_observables: legacy: data_uncertainties: - uncertainties_legacy_WP-PT.yaml + data_central: data_legacy_WP-PT.yaml legacy_NP: data_uncertainties: - uncertainties_legacy_WP-PT_sys_NP.yaml + data_central: data_legacy_WP-PT.yaml legacy_ATLAS: data_uncertainties: - uncertainties_legacy_WP-PT_sys_ATLAS.yaml + data_central: data_legacy_WP-PT.yaml theory: conversion_factor: 1.0 operation: 'null' From f5ec1a7525c968c852acf8e017abe814ba9b8802 Mon Sep 17 00:00:00 2001 From: achiefa Date: Mon, 2 Dec 2024 12:12:37 +0000 Subject: [PATCH 08/16] Change name from SYSATLASW to ATLASWJ --- .../ATLAS_WJ_8TEV/uncertainties_WM-PT.yaml | 100 ++++----- .../uncertainties_WM-PT_cms.yaml | 208 +++++++++--------- .../ATLAS_WJ_8TEV/uncertainties_WP-PT.yaml | 100 ++++----- .../uncertainties_WP-PT_cms.yaml | 208 +++++++++--------- 4 files changed, 308 insertions(+), 308 deletions(-) diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WM-PT.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WM-PT.yaml index 82965271ff..384f2990ef 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WM-PT.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WM-PT.yaml @@ -66,167 +66,167 @@ definitions: JetScaleEff1: description: 'Systematic: JetScaleEff1' treatment: MULT - type: SYSATLASW1 + type: ATLASWJ1 JetScaleEff2: description: 'Systematic: JetScaleEff2' treatment: MULT - type: SYSATLASW2 + type: ATLASWJ2 JetScaleEff3: description: 'Systematic: JetScaleEff3' treatment: MULT - type: SYSATLASW3 + type: ATLASWJ3 JetScaleEff4: description: 'Systematic: JetScaleEff4' treatment: MULT - type: SYSATLASW4 + type: ATLASWJ4 JetScaleEff5: description: 'Systematic: JetScaleEff5' treatment: MULT - type: SYSATLASW5 + type: ATLASWJ5 JetScaleEff6: description: 'Systematic: JetScaleEff6' treatment: MULT - type: SYSATLASW6 + type: ATLASWJ6 JetScaleEta1: description: 'Systematic: JetScaleEta1' treatment: MULT - type: SYSATLASW7 + type: ATLASWJ7 JetScaleEta2: description: 'Systematic: JetScaleEta2' treatment: MULT - type: SYSATLASW8 + type: ATLASWJ8 JetScaleHighPt: description: 'Systematic: JetScaleHighPt' treatment: MULT - type: SYSATLASW9 + type: ATLASWJ9 JetScaleMC: description: 'Systematic: JetScaleMC' treatment: MULT - type: SYSATLASW10 + type: ATLASWJ10 JetScalePileup1: description: 'Systematic: JetScalePileup1' treatment: MULT - type: SYSATLASW11 + type: ATLASWJ11 JetScalePileup2: description: 'Systematic: JetScalePileup2' treatment: MULT - type: SYSATLASW12 + type: ATLASWJ12 JetScalePileup3: description: 'Systematic: JetScalePileup3' treatment: MULT - type: SYSATLASW13 + type: ATLASWJ13 JetScalePileup4: description: 'Systematic: JetScalePileup4' treatment: MULT - type: SYSATLASW14 + type: ATLASWJ14 JetScaleFlav1Known: description: 'Systematic: JetScaleFlav1Known' treatment: MULT - type: SYSATLASW15 + type: ATLASWJ15 JetScaleFlav2: description: 'Systematic: JetScaleFlav2' treatment: MULT - type: SYSATLASW16 + type: ATLASWJ16 JetScaleBjet: description: 'Systematic: JetScaleBjet' treatment: MULT - type: SYSATLASW17 + type: ATLASWJ17 JetScalepunchT: description: 'Systematic: JetScalepunchT' treatment: MULT - type: SYSATLASW18 + type: ATLASWJ18 JetResolution10: description: 'Systematic: JetResolution10' treatment: MULT - type: SYSATLASW19 + type: ATLASWJ19 JetSFBeff: description: 'Systematic: JetSFBeff' treatment: MULT - type: SYSATLASW20 + type: ATLASWJ20 JetSFCeff: description: 'Systematic: JetSFCeff' treatment: MULT - type: SYSATLASW21 + type: ATLASWJ21 JetSFLmistag: description: 'Systematic: JetSFLmistag' treatment: MULT - type: SYSATLASW22 + type: ATLASWJ22 JetSFHighPt: description: 'Systematic: JetSFHighPt' treatment: MULT - type: SYSATLASW23 + type: ATLASWJ23 JetJVFcut: description: 'Systematic: JetJVFcut' treatment: MULT - type: SYSATLASW24 + type: ATLASWJ24 ElScaleR12: description: 'Systematic: ElScaleR12' treatment: MULT - type: SYSATLASW25 + type: ATLASWJ25 ElScaleZee: description: 'Systematic: ElScaleZee' treatment: MULT - type: SYSATLASW26 + type: ATLASWJ26 ElScalePS: description: 'Systematic: ElScalePS' treatment: MULT - type: SYSATLASW27 + type: ATLASWJ27 ElResolution: description: 'Systematic: ElResolution' treatment: MULT - type: SYSATLASW28 + type: ATLASWJ28 ElSFReco: description: 'Systematic: ElSFReco' treatment: MULT - type: SYSATLASW29 + type: ATLASWJ29 ElSFId: description: 'Systematic: ElSFId' treatment: MULT - type: SYSATLASW30 + type: ATLASWJ30 ElSFTrigger: description: 'Systematic: ElSFTrigger' treatment: MULT - type: SYSATLASW31 + type: ATLASWJ31 ElSFIso: description: 'Systematic: ElSFIso' treatment: MULT - type: SYSATLASW32 + type: ATLASWJ32 ElSFChargeMisID: description: 'Systematic: ElSFChargeMisID' treatment: MULT - type: SYSATLASW33 + type: ATLASWJ33 METScale: description: 'Systematic: METScale' treatment: MULT - type: SYSATLASW34 + type: ATLASWJ34 METResLong: description: 'Systematic: METResLong' treatment: MULT - type: SYSATLASW35 + type: ATLASWJ35 METResTrans: description: 'Systematic: METResTrans' treatment: MULT - type: SYSATLASW36 + type: ATLASWJ36 PileupWeight: description: 'Systematic: PileupWeight' treatment: MULT - type: SYSATLASW37 + type: ATLASWJ37 QCDlowRange: description: 'Systematic: QCDlowRange' treatment: MULT - type: SYSATLASW38 + type: ATLASWJ38 QCDhighRange: description: 'Systematic: QCDhighRange' treatment: MULT - type: SYSATLASW39 + type: ATLASWJ39 QCDvarIso: description: 'Systematic: QCDvarIso' treatment: MULT - type: SYSATLASW40 + type: ATLASWJ40 QCDvarElID: description: 'Systematic: QCDvarElID' treatment: MULT - type: SYSATLASW41 + type: ATLASWJ41 QCDfitUncert: description: 'Systematic: QCDfitUncert' treatment: MULT @@ -234,27 +234,27 @@ definitions: QCDotherGen: description: 'Systematic: QCDotherGen' treatment: MULT - type: SYSATLASW42 + type: ATLASWJ42 QCDfitRebin: description: 'Systematic: QCDfitRebin' treatment: MULT - type: SYSATLASW43 + type: ATLASWJ43 XsecZ: description: 'Systematic: XsecZ' treatment: MULT - type: SYSATLASW44 + type: ATLASWJ44 XsecTop: description: 'Systematic: XsecTop' treatment: MULT - type: SYSATLASW45 + type: ATLASWJ45 XsecDibos: description: 'Systematic: XsecDibos' treatment: MULT - type: SYSATLASW46 + type: ATLASWJ46 BkgTtbarNorm: description: 'Systematic: BkgTtbarNorm' treatment: MULT - type: SYSATLASW47 + type: ATLASWJ47 BkgMCstat: description: 'Systematic: BkgMCstat' treatment: MULT @@ -262,7 +262,7 @@ definitions: WHFmodel: description: 'Systematic: WHFmodel' treatment: MULT - type: SYSATLASW48 + type: ATLASWJ48 LumiUncert: description: 'Systematic: LumiUncert' treatment: MULT @@ -274,11 +274,11 @@ definitions: UnfoldOtherGen: description: 'Systematic: UnfoldOtherGen' treatment: MULT - type: SYSATLASW49 + type: ATLASWJ49 UnfoldReweight: description: 'Systematic: UnfoldReweight' treatment: MULT - type: SYSATLASW50 + type: ATLASWJ50 bins: - art_stat_corr_1: -6.23054206e-01 art_stat_corr_2: -6.60106176e-01 diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WM-PT_cms.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WM-PT_cms.yaml index 42e9765e50..f2b151f713 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WM-PT_cms.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WM-PT_cms.yaml @@ -66,331 +66,331 @@ definitions: JetScaleEff1_plus: description: 'Systematic upper unc.: JetScaleEff1' treatment: MULT - type: SYSATLASW1 + type: ATLASWJ1 JetScaleEff1_minus: description: 'Systematic lower unc.: JetScaleEff1' treatment: MULT - type: SYSATLASW2 + type: ATLASWJ2 JetScaleEff2_plus: description: 'Systematic upper unc.: JetScaleEff2' treatment: MULT - type: SYSATLASW3 + type: ATLASWJ3 JetScaleEff2_minus: description: 'Systematic lower unc.: JetScaleEff2' treatment: MULT - type: SYSATLASW4 + type: ATLASWJ4 JetScaleEff3_plus: description: 'Systematic upper unc.: JetScaleEff3' treatment: MULT - type: SYSATLASW5 + type: ATLASWJ5 JetScaleEff3_minus: description: 'Systematic lower unc.: JetScaleEff3' treatment: MULT - type: SYSATLASW6 + type: ATLASWJ6 JetScaleEff4_plus: description: 'Systematic upper unc.: JetScaleEff4' treatment: MULT - type: SYSATLASW7 + type: ATLASWJ7 JetScaleEff4_minus: description: 'Systematic lower unc.: JetScaleEff4' treatment: MULT - type: SYSATLASW8 + type: ATLASWJ8 JetScaleEff5_plus: description: 'Systematic upper unc.: JetScaleEff5' treatment: MULT - type: SYSATLASW9 + type: ATLASWJ9 JetScaleEff5_minus: description: 'Systematic lower unc.: JetScaleEff5' treatment: MULT - type: SYSATLASW10 + type: ATLASWJ10 JetScaleEff6_plus: description: 'Systematic upper unc.: JetScaleEff6' treatment: MULT - type: SYSATLASW11 + type: ATLASWJ11 JetScaleEff6_minus: description: 'Systematic lower unc.: JetScaleEff6' treatment: MULT - type: SYSATLASW12 + type: ATLASWJ12 JetScaleEta1_plus: description: 'Systematic upper unc.: JetScaleEta1' treatment: MULT - type: SYSATLASW13 + type: ATLASWJ13 JetScaleEta1_minus: description: 'Systematic lower unc.: JetScaleEta1' treatment: MULT - type: SYSATLASW14 + type: ATLASWJ14 JetScaleEta2_plus: description: 'Systematic upper unc.: JetScaleEta2' treatment: MULT - type: SYSATLASW15 + type: ATLASWJ15 JetScaleEta2_minus: description: 'Systematic lower unc.: JetScaleEta2' treatment: MULT - type: SYSATLASW16 + type: ATLASWJ16 JetScaleHighPt_plus: description: 'Systematic upper unc.: JetScaleHighPt' treatment: MULT - type: SYSATLASW17 + type: ATLASWJ17 JetScaleHighPt_minus: description: 'Systematic lower unc.: JetScaleHighPt' treatment: MULT - type: SYSATLASW18 + type: ATLASWJ18 JetScaleMC_plus: description: 'Systematic upper unc.: JetScaleMC' treatment: MULT - type: SYSATLASW19 + type: ATLASWJ19 JetScaleMC_minus: description: 'Systematic lower unc.: JetScaleMC' treatment: MULT - type: SYSATLASW20 + type: ATLASWJ20 JetScalePileup1_plus: description: 'Systematic upper unc.: JetScalePileup1' treatment: MULT - type: SYSATLASW21 + type: ATLASWJ21 JetScalePileup1_minus: description: 'Systematic lower unc.: JetScalePileup1' treatment: MULT - type: SYSATLASW22 + type: ATLASWJ22 JetScalePileup2_plus: description: 'Systematic upper unc.: JetScalePileup2' treatment: MULT - type: SYSATLASW23 + type: ATLASWJ23 JetScalePileup2_minus: description: 'Systematic lower unc.: JetScalePileup2' treatment: MULT - type: SYSATLASW24 + type: ATLASWJ24 JetScalePileup3_plus: description: 'Systematic upper unc.: JetScalePileup3' treatment: MULT - type: SYSATLASW25 + type: ATLASWJ25 JetScalePileup3_minus: description: 'Systematic lower unc.: JetScalePileup3' treatment: MULT - type: SYSATLASW26 + type: ATLASWJ26 JetScalePileup4_plus: description: 'Systematic upper unc.: JetScalePileup4' treatment: MULT - type: SYSATLASW27 + type: ATLASWJ27 JetScalePileup4_minus: description: 'Systematic lower unc.: JetScalePileup4' treatment: MULT - type: SYSATLASW28 + type: ATLASWJ28 JetScaleFlav1Known_plus: description: 'Systematic upper unc.: JetScaleFlav1Known' treatment: MULT - type: SYSATLASW29 + type: ATLASWJ29 JetScaleFlav1Known_minus: description: 'Systematic lower unc.: JetScaleFlav1Known' treatment: MULT - type: SYSATLASW30 + type: ATLASWJ30 JetScaleFlav2_plus: description: 'Systematic upper unc.: JetScaleFlav2' treatment: MULT - type: SYSATLASW31 + type: ATLASWJ31 JetScaleFlav2_minus: description: 'Systematic lower unc.: JetScaleFlav2' treatment: MULT - type: SYSATLASW32 + type: ATLASWJ32 JetScaleBjet_plus: description: 'Systematic upper unc.: JetScaleBjet' treatment: MULT - type: SYSATLASW33 + type: ATLASWJ33 JetScaleBjet_minus: description: 'Systematic lower unc.: JetScaleBjet' treatment: MULT - type: SYSATLASW34 + type: ATLASWJ34 JetScalepunchT_plus: description: 'Systematic upper unc.: JetScalepunchT' treatment: MULT - type: SYSATLASW35 + type: ATLASWJ35 JetScalepunchT_minus: description: 'Systematic lower unc.: JetScalepunchT' treatment: MULT - type: SYSATLASW36 + type: ATLASWJ36 JetResolution10_plus: description: 'Systematic upper unc.: JetResolution10' treatment: MULT - type: SYSATLASW37 + type: ATLASWJ37 JetResolution10_minus: description: 'Systematic lower unc.: JetResolution10' treatment: MULT - type: SYSATLASW38 + type: ATLASWJ38 JetSFBeff_plus: description: 'Systematic upper unc.: JetSFBeff' treatment: MULT - type: SYSATLASW39 + type: ATLASWJ39 JetSFBeff_minus: description: 'Systematic lower unc.: JetSFBeff' treatment: MULT - type: SYSATLASW40 + type: ATLASWJ40 JetSFCeff_plus: description: 'Systematic upper unc.: JetSFCeff' treatment: MULT - type: SYSATLASW41 + type: ATLASWJ41 JetSFCeff_minus: description: 'Systematic lower unc.: JetSFCeff' treatment: MULT - type: SYSATLASW42 + type: ATLASWJ42 JetSFLmistag_plus: description: 'Systematic upper unc.: JetSFLmistag' treatment: MULT - type: SYSATLASW43 + type: ATLASWJ43 JetSFLmistag_minus: description: 'Systematic lower unc.: JetSFLmistag' treatment: MULT - type: SYSATLASW44 + type: ATLASWJ44 JetSFHighPt_plus: description: 'Systematic upper unc.: JetSFHighPt' treatment: MULT - type: SYSATLASW45 + type: ATLASWJ45 JetSFHighPt_minus: description: 'Systematic lower unc.: JetSFHighPt' treatment: MULT - type: SYSATLASW46 + type: ATLASWJ46 JetJVFcut_plus: description: 'Systematic upper unc.: JetJVFcut' treatment: MULT - type: SYSATLASW47 + type: ATLASWJ47 JetJVFcut_minus: description: 'Systematic lower unc.: JetJVFcut' treatment: MULT - type: SYSATLASW48 + type: ATLASWJ48 ElScaleR12_plus: description: 'Systematic upper unc.: ElScaleR12' treatment: MULT - type: SYSATLASW49 + type: ATLASWJ49 ElScaleR12_minus: description: 'Systematic lower unc.: ElScaleR12' treatment: MULT - type: SYSATLASW50 + type: ATLASWJ50 ElScaleZee_plus: description: 'Systematic upper unc.: ElScaleZee' treatment: MULT - type: SYSATLASW51 + type: ATLASWJ51 ElScaleZee_minus: description: 'Systematic lower unc.: ElScaleZee' treatment: MULT - type: SYSATLASW52 + type: ATLASWJ52 ElScalePS_plus: description: 'Systematic upper unc.: ElScalePS' treatment: MULT - type: SYSATLASW53 + type: ATLASWJ53 ElScalePS_minus: description: 'Systematic lower unc.: ElScalePS' treatment: MULT - type: SYSATLASW54 + type: ATLASWJ54 ElResolution_plus: description: 'Systematic upper unc.: ElResolution' treatment: MULT - type: SYSATLASW55 + type: ATLASWJ55 ElResolution_minus: description: 'Systematic lower unc.: ElResolution' treatment: MULT - type: SYSATLASW56 + type: ATLASWJ56 ElSFReco_plus: description: 'Systematic upper unc.: ElSFReco' treatment: MULT - type: SYSATLASW57 + type: ATLASWJ57 ElSFReco_minus: description: 'Systematic lower unc.: ElSFReco' treatment: MULT - type: SYSATLASW58 + type: ATLASWJ58 ElSFId_plus: description: 'Systematic upper unc.: ElSFId' treatment: MULT - type: SYSATLASW59 + type: ATLASWJ59 ElSFId_minus: description: 'Systematic lower unc.: ElSFId' treatment: MULT - type: SYSATLASW60 + type: ATLASWJ60 ElSFTrigger_plus: description: 'Systematic upper unc.: ElSFTrigger' treatment: MULT - type: SYSATLASW61 + type: ATLASWJ61 ElSFTrigger_minus: description: 'Systematic lower unc.: ElSFTrigger' treatment: MULT - type: SYSATLASW62 + type: ATLASWJ62 ElSFIso_plus: description: 'Systematic upper unc.: ElSFIso' treatment: MULT - type: SYSATLASW63 + type: ATLASWJ63 ElSFIso_minus: description: 'Systematic lower unc.: ElSFIso' treatment: MULT - type: SYSATLASW64 + type: ATLASWJ64 ElSFChargeMisID_plus: description: 'Systematic upper unc.: ElSFChargeMisID' treatment: MULT - type: SYSATLASW65 + type: ATLASWJ65 ElSFChargeMisID_minus: description: 'Systematic lower unc.: ElSFChargeMisID' treatment: MULT - type: SYSATLASW66 + type: ATLASWJ66 METScale_plus: description: 'Systematic upper unc.: METScale' treatment: MULT - type: SYSATLASW67 + type: ATLASWJ67 METScale_minus: description: 'Systematic lower unc.: METScale' treatment: MULT - type: SYSATLASW68 + type: ATLASWJ68 METResLong_plus: description: 'Systematic upper unc.: METResLong' treatment: MULT - type: SYSATLASW69 + type: ATLASWJ69 METResLong_minus: description: 'Systematic lower unc.: METResLong' treatment: MULT - type: SYSATLASW70 + type: ATLASWJ70 METResTrans_plus: description: 'Systematic upper unc.: METResTrans' treatment: MULT - type: SYSATLASW71 + type: ATLASWJ71 METResTrans_minus: description: 'Systematic lower unc.: METResTrans' treatment: MULT - type: SYSATLASW72 + type: ATLASWJ72 PileupWeight_plus: description: 'Systematic upper unc.: PileupWeight' treatment: MULT - type: SYSATLASW73 + type: ATLASWJ73 PileupWeight_minus: description: 'Systematic lower unc.: PileupWeight' treatment: MULT - type: SYSATLASW74 + type: ATLASWJ74 QCDlowRange_plus: description: 'Systematic upper unc.: QCDlowRange' treatment: MULT - type: SYSATLASW75 + type: ATLASWJ75 QCDlowRange_minus: description: 'Systematic lower unc.: QCDlowRange' treatment: MULT - type: SYSATLASW76 + type: ATLASWJ76 QCDhighRange_plus: description: 'Systematic upper unc.: QCDhighRange' treatment: MULT - type: SYSATLASW77 + type: ATLASWJ77 QCDhighRange_minus: description: 'Systematic lower unc.: QCDhighRange' treatment: MULT - type: SYSATLASW78 + type: ATLASWJ78 QCDvarIso_plus: description: 'Systematic upper unc.: QCDvarIso' treatment: MULT - type: SYSATLASW79 + type: ATLASWJ79 QCDvarIso_minus: description: 'Systematic lower unc.: QCDvarIso' treatment: MULT - type: SYSATLASW80 + type: ATLASWJ80 QCDvarElID_plus: description: 'Systematic upper unc.: QCDvarElID' treatment: MULT - type: SYSATLASW81 + type: ATLASWJ81 QCDvarElID_minus: description: 'Systematic lower unc.: QCDvarElID' treatment: MULT - type: SYSATLASW82 + type: ATLASWJ82 QCDfitUncert_plus: description: 'Systematic upper unc.: QCDfitUncert' treatment: MULT @@ -402,51 +402,51 @@ definitions: QCDotherGen_plus: description: 'Systematic upper unc.: QCDotherGen' treatment: MULT - type: SYSATLASW83 + type: ATLASWJ83 QCDotherGen_minus: description: 'Systematic lower unc.: QCDotherGen' treatment: MULT - type: SYSATLASW84 + type: ATLASWJ84 QCDfitRebin_plus: description: 'Systematic upper unc.: QCDfitRebin' treatment: MULT - type: SYSATLASW85 + type: ATLASWJ85 QCDfitRebin_minus: description: 'Systematic lower unc.: QCDfitRebin' treatment: MULT - type: SYSATLASW86 + type: ATLASWJ86 XsecZ_plus: description: 'Systematic upper unc.: XsecZ' treatment: MULT - type: SYSATLASW87 + type: ATLASWJ87 XsecZ_minus: description: 'Systematic lower unc.: XsecZ' treatment: MULT - type: SYSATLASW88 + type: ATLASWJ88 XsecTop_plus: description: 'Systematic upper unc.: XsecTop' treatment: MULT - type: SYSATLASW89 + type: ATLASWJ89 XsecTop_minus: description: 'Systematic lower unc.: XsecTop' treatment: MULT - type: SYSATLASW90 + type: ATLASWJ90 XsecDibos_plus: description: 'Systematic upper unc.: XsecDibos' treatment: MULT - type: SYSATLASW91 + type: ATLASWJ91 XsecDibos_minus: description: 'Systematic lower unc.: XsecDibos' treatment: MULT - type: SYSATLASW92 + type: ATLASWJ92 BkgTtbarNorm_plus: description: 'Systematic upper unc.: BkgTtbarNorm' treatment: MULT - type: SYSATLASW93 + type: ATLASWJ93 BkgTtbarNorm_minus: description: 'Systematic lower unc.: BkgTtbarNorm' treatment: MULT - type: SYSATLASW94 + type: ATLASWJ94 BkgMCstat_plus: description: 'Systematic upper unc.: BkgMCstat' treatment: MULT @@ -458,19 +458,19 @@ definitions: WHFmodel_plus: description: 'Systematic upper unc.: WHFmodel' treatment: MULT - type: SYSATLASW95 + type: ATLASWJ95 WHFmodel_minus: description: 'Systematic lower unc.: WHFmodel' treatment: MULT - type: SYSATLASW96 + type: ATLASWJ96 LumiUncert_plus: - description: 'Systematic upper unc.: LumiUncert' + description: 'Systematic: LumiUncert' treatment: MULT - type: SYSATLASW97 + type: ATLASLUMI12 LumiUncert_minus: - description: 'Systematic lower unc.: LumiUncert' + description: 'Systematic: LumiUncert' treatment: MULT - type: SYSATLASW98 + type: ATLASLUMI12 UnfoldMCstat_plus: description: 'Systematic upper unc.: UnfoldMCstat' treatment: MULT @@ -482,19 +482,19 @@ definitions: UnfoldOtherGen_plus: description: 'Systematic upper unc.: UnfoldOtherGen' treatment: MULT - type: SYSATLASW99 + type: ATLASWJ97 UnfoldOtherGen_minus: description: 'Systematic lower unc.: UnfoldOtherGen' treatment: MULT - type: SYSATLASW100 + type: ATLASWJ98 UnfoldReweight_plus: description: 'Systematic upper unc.: UnfoldReweight' treatment: MULT - type: SYSATLASW101 + type: ATLASWJ99 UnfoldReweight_minus: description: 'Systematic lower unc.: UnfoldReweight' treatment: MULT - type: SYSATLASW102 + type: ATLASWJ100 bins: - art_stat_corr_1: -6.23054206e-01 art_stat_corr_2: -6.60106176e-01 diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WP-PT.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WP-PT.yaml index 5d7631321e..eabff35e75 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WP-PT.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WP-PT.yaml @@ -66,167 +66,167 @@ definitions: JetScaleEff1: description: 'Systematic: JetScaleEff1' treatment: MULT - type: SYSATLASW1 + type: ATLASWJ1 JetScaleEff2: description: 'Systematic: JetScaleEff2' treatment: MULT - type: SYSATLASW2 + type: ATLASWJ2 JetScaleEff3: description: 'Systematic: JetScaleEff3' treatment: MULT - type: SYSATLASW3 + type: ATLASWJ3 JetScaleEff4: description: 'Systematic: JetScaleEff4' treatment: MULT - type: SYSATLASW4 + type: ATLASWJ4 JetScaleEff5: description: 'Systematic: JetScaleEff5' treatment: MULT - type: SYSATLASW5 + type: ATLASWJ5 JetScaleEff6: description: 'Systematic: JetScaleEff6' treatment: MULT - type: SYSATLASW6 + type: ATLASWJ6 JetScaleEta1: description: 'Systematic: JetScaleEta1' treatment: MULT - type: SYSATLASW7 + type: ATLASWJ7 JetScaleEta2: description: 'Systematic: JetScaleEta2' treatment: MULT - type: SYSATLASW8 + type: ATLASWJ8 JetScaleHighPt: description: 'Systematic: JetScaleHighPt' treatment: MULT - type: SYSATLASW9 + type: ATLASWJ9 JetScaleMC: description: 'Systematic: JetScaleMC' treatment: MULT - type: SYSATLASW10 + type: ATLASWJ10 JetScalePileup1: description: 'Systematic: JetScalePileup1' treatment: MULT - type: SYSATLASW11 + type: ATLASWJ11 JetScalePileup2: description: 'Systematic: JetScalePileup2' treatment: MULT - type: SYSATLASW12 + type: ATLASWJ12 JetScalePileup3: description: 'Systematic: JetScalePileup3' treatment: MULT - type: SYSATLASW13 + type: ATLASWJ13 JetScalePileup4: description: 'Systematic: JetScalePileup4' treatment: MULT - type: SYSATLASW14 + type: ATLASWJ14 JetScaleFlav1Known: description: 'Systematic: JetScaleFlav1Known' treatment: MULT - type: SYSATLASW15 + type: ATLASWJ15 JetScaleFlav2: description: 'Systematic: JetScaleFlav2' treatment: MULT - type: SYSATLASW16 + type: ATLASWJ16 JetScaleBjet: description: 'Systematic: JetScaleBjet' treatment: MULT - type: SYSATLASW17 + type: ATLASWJ17 JetScalepunchT: description: 'Systematic: JetScalepunchT' treatment: MULT - type: SYSATLASW18 + type: ATLASWJ18 JetResolution10: description: 'Systematic: JetResolution10' treatment: MULT - type: SYSATLASW19 + type: ATLASWJ19 JetSFBeff: description: 'Systematic: JetSFBeff' treatment: MULT - type: SYSATLASW20 + type: ATLASWJ20 JetSFCeff: description: 'Systematic: JetSFCeff' treatment: MULT - type: SYSATLASW21 + type: ATLASWJ21 JetSFLmistag: description: 'Systematic: JetSFLmistag' treatment: MULT - type: SYSATLASW22 + type: ATLASWJ22 JetSFHighPt: description: 'Systematic: JetSFHighPt' treatment: MULT - type: SYSATLASW23 + type: ATLASWJ23 JetJVFcut: description: 'Systematic: JetJVFcut' treatment: MULT - type: SYSATLASW24 + type: ATLASWJ24 ElScaleR12: description: 'Systematic: ElScaleR12' treatment: MULT - type: SYSATLASW25 + type: ATLASWJ25 ElScaleZee: description: 'Systematic: ElScaleZee' treatment: MULT - type: SYSATLASW26 + type: ATLASWJ26 ElScalePS: description: 'Systematic: ElScalePS' treatment: MULT - type: SYSATLASW27 + type: ATLASWJ27 ElResolution: description: 'Systematic: ElResolution' treatment: MULT - type: SYSATLASW28 + type: ATLASWJ28 ElSFReco: description: 'Systematic: ElSFReco' treatment: MULT - type: SYSATLASW29 + type: ATLASWJ29 ElSFId: description: 'Systematic: ElSFId' treatment: MULT - type: SYSATLASW30 + type: ATLASWJ30 ElSFTrigger: description: 'Systematic: ElSFTrigger' treatment: MULT - type: SYSATLASW31 + type: ATLASWJ31 ElSFIso: description: 'Systematic: ElSFIso' treatment: MULT - type: SYSATLASW32 + type: ATLASWJ32 ElSFChargeMisID: description: 'Systematic: ElSFChargeMisID' treatment: MULT - type: SYSATLASW33 + type: ATLASWJ33 METScale: description: 'Systematic: METScale' treatment: MULT - type: SYSATLASW34 + type: ATLASWJ34 METResLong: description: 'Systematic: METResLong' treatment: MULT - type: SYSATLASW35 + type: ATLASWJ35 METResTrans: description: 'Systematic: METResTrans' treatment: MULT - type: SYSATLASW36 + type: ATLASWJ36 PileupWeight: description: 'Systematic: PileupWeight' treatment: MULT - type: SYSATLASW37 + type: ATLASWJ37 QCDlowRange: description: 'Systematic: QCDlowRange' treatment: MULT - type: SYSATLASW38 + type: ATLASWJ38 QCDhighRange: description: 'Systematic: QCDhighRange' treatment: MULT - type: SYSATLASW39 + type: ATLASWJ39 QCDvarIso: description: 'Systematic: QCDvarIso' treatment: MULT - type: SYSATLASW40 + type: ATLASWJ40 QCDvarElID: description: 'Systematic: QCDvarElID' treatment: MULT - type: SYSATLASW41 + type: ATLASWJ41 QCDfitUncert: description: 'Systematic: QCDfitUncert' treatment: MULT @@ -234,27 +234,27 @@ definitions: QCDotherGen: description: 'Systematic: QCDotherGen' treatment: MULT - type: SYSATLASW42 + type: ATLASWJ42 QCDfitRebin: description: 'Systematic: QCDfitRebin' treatment: MULT - type: SYSATLASW43 + type: ATLASWJ43 XsecZ: description: 'Systematic: XsecZ' treatment: MULT - type: SYSATLASW44 + type: ATLASWJ44 XsecTop: description: 'Systematic: XsecTop' treatment: MULT - type: SYSATLASW45 + type: ATLASWJ45 XsecDibos: description: 'Systematic: XsecDibos' treatment: MULT - type: SYSATLASW46 + type: ATLASWJ46 BkgTtbarNorm: description: 'Systematic: BkgTtbarNorm' treatment: MULT - type: SYSATLASW47 + type: ATLASWJ47 BkgMCstat: description: 'Systematic: BkgMCstat' treatment: MULT @@ -262,7 +262,7 @@ definitions: WHFmodel: description: 'Systematic: WHFmodel' treatment: MULT - type: SYSATLASW48 + type: ATLASWJ48 LumiUncert: description: 'Systematic: LumiUncert' treatment: MULT @@ -274,11 +274,11 @@ definitions: UnfoldOtherGen: description: 'Systematic: UnfoldOtherGen' treatment: MULT - type: SYSATLASW49 + type: ATLASWJ49 UnfoldReweight: description: 'Systematic: UnfoldReweight' treatment: MULT - type: SYSATLASW50 + type: ATLASWJ50 bins: - art_stat_corr_1: -1.98549813e+00 art_stat_corr_2: -9.25079723e-02 diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WP-PT_cms.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WP-PT_cms.yaml index 67fecfc9b2..d16af1e0cd 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WP-PT_cms.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WP-PT_cms.yaml @@ -66,331 +66,331 @@ definitions: JetScaleEff1_plus: description: 'Systematic upper unc.: JetScaleEff1' treatment: MULT - type: SYSATLASW1 + type: ATLASWJ1 JetScaleEff1_minus: description: 'Systematic lower unc.: JetScaleEff1' treatment: MULT - type: SYSATLASW2 + type: ATLASWJ2 JetScaleEff2_plus: description: 'Systematic upper unc.: JetScaleEff2' treatment: MULT - type: SYSATLASW3 + type: ATLASWJ3 JetScaleEff2_minus: description: 'Systematic lower unc.: JetScaleEff2' treatment: MULT - type: SYSATLASW4 + type: ATLASWJ4 JetScaleEff3_plus: description: 'Systematic upper unc.: JetScaleEff3' treatment: MULT - type: SYSATLASW5 + type: ATLASWJ5 JetScaleEff3_minus: description: 'Systematic lower unc.: JetScaleEff3' treatment: MULT - type: SYSATLASW6 + type: ATLASWJ6 JetScaleEff4_plus: description: 'Systematic upper unc.: JetScaleEff4' treatment: MULT - type: SYSATLASW7 + type: ATLASWJ7 JetScaleEff4_minus: description: 'Systematic lower unc.: JetScaleEff4' treatment: MULT - type: SYSATLASW8 + type: ATLASWJ8 JetScaleEff5_plus: description: 'Systematic upper unc.: JetScaleEff5' treatment: MULT - type: SYSATLASW9 + type: ATLASWJ9 JetScaleEff5_minus: description: 'Systematic lower unc.: JetScaleEff5' treatment: MULT - type: SYSATLASW10 + type: ATLASWJ10 JetScaleEff6_plus: description: 'Systematic upper unc.: JetScaleEff6' treatment: MULT - type: SYSATLASW11 + type: ATLASWJ11 JetScaleEff6_minus: description: 'Systematic lower unc.: JetScaleEff6' treatment: MULT - type: SYSATLASW12 + type: ATLASWJ12 JetScaleEta1_plus: description: 'Systematic upper unc.: JetScaleEta1' treatment: MULT - type: SYSATLASW13 + type: ATLASWJ13 JetScaleEta1_minus: description: 'Systematic lower unc.: JetScaleEta1' treatment: MULT - type: SYSATLASW14 + type: ATLASWJ14 JetScaleEta2_plus: description: 'Systematic upper unc.: JetScaleEta2' treatment: MULT - type: SYSATLASW15 + type: ATLASWJ15 JetScaleEta2_minus: description: 'Systematic lower unc.: JetScaleEta2' treatment: MULT - type: SYSATLASW16 + type: ATLASWJ16 JetScaleHighPt_plus: description: 'Systematic upper unc.: JetScaleHighPt' treatment: MULT - type: SYSATLASW17 + type: ATLASWJ17 JetScaleHighPt_minus: description: 'Systematic lower unc.: JetScaleHighPt' treatment: MULT - type: SYSATLASW18 + type: ATLASWJ18 JetScaleMC_plus: description: 'Systematic upper unc.: JetScaleMC' treatment: MULT - type: SYSATLASW19 + type: ATLASWJ19 JetScaleMC_minus: description: 'Systematic lower unc.: JetScaleMC' treatment: MULT - type: SYSATLASW20 + type: ATLASWJ20 JetScalePileup1_plus: description: 'Systematic upper unc.: JetScalePileup1' treatment: MULT - type: SYSATLASW21 + type: ATLASWJ21 JetScalePileup1_minus: description: 'Systematic lower unc.: JetScalePileup1' treatment: MULT - type: SYSATLASW22 + type: ATLASWJ22 JetScalePileup2_plus: description: 'Systematic upper unc.: JetScalePileup2' treatment: MULT - type: SYSATLASW23 + type: ATLASWJ23 JetScalePileup2_minus: description: 'Systematic lower unc.: JetScalePileup2' treatment: MULT - type: SYSATLASW24 + type: ATLASWJ24 JetScalePileup3_plus: description: 'Systematic upper unc.: JetScalePileup3' treatment: MULT - type: SYSATLASW25 + type: ATLASWJ25 JetScalePileup3_minus: description: 'Systematic lower unc.: JetScalePileup3' treatment: MULT - type: SYSATLASW26 + type: ATLASWJ26 JetScalePileup4_plus: description: 'Systematic upper unc.: JetScalePileup4' treatment: MULT - type: SYSATLASW27 + type: ATLASWJ27 JetScalePileup4_minus: description: 'Systematic lower unc.: JetScalePileup4' treatment: MULT - type: SYSATLASW28 + type: ATLASWJ28 JetScaleFlav1Known_plus: description: 'Systematic upper unc.: JetScaleFlav1Known' treatment: MULT - type: SYSATLASW29 + type: ATLASWJ29 JetScaleFlav1Known_minus: description: 'Systematic lower unc.: JetScaleFlav1Known' treatment: MULT - type: SYSATLASW30 + type: ATLASWJ30 JetScaleFlav2_plus: description: 'Systematic upper unc.: JetScaleFlav2' treatment: MULT - type: SYSATLASW31 + type: ATLASWJ31 JetScaleFlav2_minus: description: 'Systematic lower unc.: JetScaleFlav2' treatment: MULT - type: SYSATLASW32 + type: ATLASWJ32 JetScaleBjet_plus: description: 'Systematic upper unc.: JetScaleBjet' treatment: MULT - type: SYSATLASW33 + type: ATLASWJ33 JetScaleBjet_minus: description: 'Systematic lower unc.: JetScaleBjet' treatment: MULT - type: SYSATLASW34 + type: ATLASWJ34 JetScalepunchT_plus: description: 'Systematic upper unc.: JetScalepunchT' treatment: MULT - type: SYSATLASW35 + type: ATLASWJ35 JetScalepunchT_minus: description: 'Systematic lower unc.: JetScalepunchT' treatment: MULT - type: SYSATLASW36 + type: ATLASWJ36 JetResolution10_plus: description: 'Systematic upper unc.: JetResolution10' treatment: MULT - type: SYSATLASW37 + type: ATLASWJ37 JetResolution10_minus: description: 'Systematic lower unc.: JetResolution10' treatment: MULT - type: SYSATLASW38 + type: ATLASWJ38 JetSFBeff_plus: description: 'Systematic upper unc.: JetSFBeff' treatment: MULT - type: SYSATLASW39 + type: ATLASWJ39 JetSFBeff_minus: description: 'Systematic lower unc.: JetSFBeff' treatment: MULT - type: SYSATLASW40 + type: ATLASWJ40 JetSFCeff_plus: description: 'Systematic upper unc.: JetSFCeff' treatment: MULT - type: SYSATLASW41 + type: ATLASWJ41 JetSFCeff_minus: description: 'Systematic lower unc.: JetSFCeff' treatment: MULT - type: SYSATLASW42 + type: ATLASWJ42 JetSFLmistag_plus: description: 'Systematic upper unc.: JetSFLmistag' treatment: MULT - type: SYSATLASW43 + type: ATLASWJ43 JetSFLmistag_minus: description: 'Systematic lower unc.: JetSFLmistag' treatment: MULT - type: SYSATLASW44 + type: ATLASWJ44 JetSFHighPt_plus: description: 'Systematic upper unc.: JetSFHighPt' treatment: MULT - type: SYSATLASW45 + type: ATLASWJ45 JetSFHighPt_minus: description: 'Systematic lower unc.: JetSFHighPt' treatment: MULT - type: SYSATLASW46 + type: ATLASWJ46 JetJVFcut_plus: description: 'Systematic upper unc.: JetJVFcut' treatment: MULT - type: SYSATLASW47 + type: ATLASWJ47 JetJVFcut_minus: description: 'Systematic lower unc.: JetJVFcut' treatment: MULT - type: SYSATLASW48 + type: ATLASWJ48 ElScaleR12_plus: description: 'Systematic upper unc.: ElScaleR12' treatment: MULT - type: SYSATLASW49 + type: ATLASWJ49 ElScaleR12_minus: description: 'Systematic lower unc.: ElScaleR12' treatment: MULT - type: SYSATLASW50 + type: ATLASWJ50 ElScaleZee_plus: description: 'Systematic upper unc.: ElScaleZee' treatment: MULT - type: SYSATLASW51 + type: ATLASWJ51 ElScaleZee_minus: description: 'Systematic lower unc.: ElScaleZee' treatment: MULT - type: SYSATLASW52 + type: ATLASWJ52 ElScalePS_plus: description: 'Systematic upper unc.: ElScalePS' treatment: MULT - type: SYSATLASW53 + type: ATLASWJ53 ElScalePS_minus: description: 'Systematic lower unc.: ElScalePS' treatment: MULT - type: SYSATLASW54 + type: ATLASWJ54 ElResolution_plus: description: 'Systematic upper unc.: ElResolution' treatment: MULT - type: SYSATLASW55 + type: ATLASWJ55 ElResolution_minus: description: 'Systematic lower unc.: ElResolution' treatment: MULT - type: SYSATLASW56 + type: ATLASWJ56 ElSFReco_plus: description: 'Systematic upper unc.: ElSFReco' treatment: MULT - type: SYSATLASW57 + type: ATLASWJ57 ElSFReco_minus: description: 'Systematic lower unc.: ElSFReco' treatment: MULT - type: SYSATLASW58 + type: ATLASWJ58 ElSFId_plus: description: 'Systematic upper unc.: ElSFId' treatment: MULT - type: SYSATLASW59 + type: ATLASWJ59 ElSFId_minus: description: 'Systematic lower unc.: ElSFId' treatment: MULT - type: SYSATLASW60 + type: ATLASWJ60 ElSFTrigger_plus: description: 'Systematic upper unc.: ElSFTrigger' treatment: MULT - type: SYSATLASW61 + type: ATLASWJ61 ElSFTrigger_minus: description: 'Systematic lower unc.: ElSFTrigger' treatment: MULT - type: SYSATLASW62 + type: ATLASWJ62 ElSFIso_plus: description: 'Systematic upper unc.: ElSFIso' treatment: MULT - type: SYSATLASW63 + type: ATLASWJ63 ElSFIso_minus: description: 'Systematic lower unc.: ElSFIso' treatment: MULT - type: SYSATLASW64 + type: ATLASWJ64 ElSFChargeMisID_plus: description: 'Systematic upper unc.: ElSFChargeMisID' treatment: MULT - type: SYSATLASW65 + type: ATLASWJ65 ElSFChargeMisID_minus: description: 'Systematic lower unc.: ElSFChargeMisID' treatment: MULT - type: SYSATLASW66 + type: ATLASWJ66 METScale_plus: description: 'Systematic upper unc.: METScale' treatment: MULT - type: SYSATLASW67 + type: ATLASWJ67 METScale_minus: description: 'Systematic lower unc.: METScale' treatment: MULT - type: SYSATLASW68 + type: ATLASWJ68 METResLong_plus: description: 'Systematic upper unc.: METResLong' treatment: MULT - type: SYSATLASW69 + type: ATLASWJ69 METResLong_minus: description: 'Systematic lower unc.: METResLong' treatment: MULT - type: SYSATLASW70 + type: ATLASWJ70 METResTrans_plus: description: 'Systematic upper unc.: METResTrans' treatment: MULT - type: SYSATLASW71 + type: ATLASWJ71 METResTrans_minus: description: 'Systematic lower unc.: METResTrans' treatment: MULT - type: SYSATLASW72 + type: ATLASWJ72 PileupWeight_plus: description: 'Systematic upper unc.: PileupWeight' treatment: MULT - type: SYSATLASW73 + type: ATLASWJ73 PileupWeight_minus: description: 'Systematic lower unc.: PileupWeight' treatment: MULT - type: SYSATLASW74 + type: ATLASWJ74 QCDlowRange_plus: description: 'Systematic upper unc.: QCDlowRange' treatment: MULT - type: SYSATLASW75 + type: ATLASWJ75 QCDlowRange_minus: description: 'Systematic lower unc.: QCDlowRange' treatment: MULT - type: SYSATLASW76 + type: ATLASWJ76 QCDhighRange_plus: description: 'Systematic upper unc.: QCDhighRange' treatment: MULT - type: SYSATLASW77 + type: ATLASWJ77 QCDhighRange_minus: description: 'Systematic lower unc.: QCDhighRange' treatment: MULT - type: SYSATLASW78 + type: ATLASWJ78 QCDvarIso_plus: description: 'Systematic upper unc.: QCDvarIso' treatment: MULT - type: SYSATLASW79 + type: ATLASWJ79 QCDvarIso_minus: description: 'Systematic lower unc.: QCDvarIso' treatment: MULT - type: SYSATLASW80 + type: ATLASWJ80 QCDvarElID_plus: description: 'Systematic upper unc.: QCDvarElID' treatment: MULT - type: SYSATLASW81 + type: ATLASWJ81 QCDvarElID_minus: description: 'Systematic lower unc.: QCDvarElID' treatment: MULT - type: SYSATLASW82 + type: ATLASWJ82 QCDfitUncert_plus: description: 'Systematic upper unc.: QCDfitUncert' treatment: MULT @@ -402,51 +402,51 @@ definitions: QCDotherGen_plus: description: 'Systematic upper unc.: QCDotherGen' treatment: MULT - type: SYSATLASW83 + type: ATLASWJ83 QCDotherGen_minus: description: 'Systematic lower unc.: QCDotherGen' treatment: MULT - type: SYSATLASW84 + type: ATLASWJ84 QCDfitRebin_plus: description: 'Systematic upper unc.: QCDfitRebin' treatment: MULT - type: SYSATLASW85 + type: ATLASWJ85 QCDfitRebin_minus: description: 'Systematic lower unc.: QCDfitRebin' treatment: MULT - type: SYSATLASW86 + type: ATLASWJ86 XsecZ_plus: description: 'Systematic upper unc.: XsecZ' treatment: MULT - type: SYSATLASW87 + type: ATLASWJ87 XsecZ_minus: description: 'Systematic lower unc.: XsecZ' treatment: MULT - type: SYSATLASW88 + type: ATLASWJ88 XsecTop_plus: description: 'Systematic upper unc.: XsecTop' treatment: MULT - type: SYSATLASW89 + type: ATLASWJ89 XsecTop_minus: description: 'Systematic lower unc.: XsecTop' treatment: MULT - type: SYSATLASW90 + type: ATLASWJ90 XsecDibos_plus: description: 'Systematic upper unc.: XsecDibos' treatment: MULT - type: SYSATLASW91 + type: ATLASWJ91 XsecDibos_minus: description: 'Systematic lower unc.: XsecDibos' treatment: MULT - type: SYSATLASW92 + type: ATLASWJ92 BkgTtbarNorm_plus: description: 'Systematic upper unc.: BkgTtbarNorm' treatment: MULT - type: SYSATLASW93 + type: ATLASWJ93 BkgTtbarNorm_minus: description: 'Systematic lower unc.: BkgTtbarNorm' treatment: MULT - type: SYSATLASW94 + type: ATLASWJ94 BkgMCstat_plus: description: 'Systematic upper unc.: BkgMCstat' treatment: MULT @@ -458,19 +458,19 @@ definitions: WHFmodel_plus: description: 'Systematic upper unc.: WHFmodel' treatment: MULT - type: SYSATLASW95 + type: ATLASWJ95 WHFmodel_minus: description: 'Systematic lower unc.: WHFmodel' treatment: MULT - type: SYSATLASW96 + type: ATLASWJ96 LumiUncert_plus: - description: 'Systematic upper unc.: LumiUncert' + description: 'Systematic: LumiUncert' treatment: MULT - type: SYSATLASW97 + type: ATLASLUMI12 LumiUncert_minus: - description: 'Systematic lower unc.: LumiUncert' + description: 'Systematic: LumiUncert' treatment: MULT - type: SYSATLASW98 + type: ATLASLUMI12 UnfoldMCstat_plus: description: 'Systematic upper unc.: UnfoldMCstat' treatment: MULT @@ -482,19 +482,19 @@ definitions: UnfoldOtherGen_plus: description: 'Systematic upper unc.: UnfoldOtherGen' treatment: MULT - type: SYSATLASW99 + type: ATLASWJ97 UnfoldOtherGen_minus: description: 'Systematic lower unc.: UnfoldOtherGen' treatment: MULT - type: SYSATLASW100 + type: ATLASWJ98 UnfoldReweight_plus: description: 'Systematic upper unc.: UnfoldReweight' treatment: MULT - type: SYSATLASW101 + type: ATLASWJ99 UnfoldReweight_minus: description: 'Systematic lower unc.: UnfoldReweight' treatment: MULT - type: SYSATLASW102 + type: ATLASWJ100 bins: - art_stat_corr_1: -1.98549813e+00 art_stat_corr_2: -9.25079723e-02 From 671fbd29d9a8bc13dfc0d7532e56cb44c4cca06c Mon Sep 17 00:00:00 2001 From: achiefa Date: Mon, 2 Dec 2024 12:13:07 +0000 Subject: [PATCH 09/16] Update filter utils --- .../commondata/ATLAS_WJ_8TEV/filter_utils.py | 53 ++++++++++--------- 1 file changed, 29 insertions(+), 24 deletions(-) diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter_utils.py b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter_utils.py index 850fe64959..62f9ea19dd 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter_utils.py +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter_utils.py @@ -334,7 +334,7 @@ def __build_unc_definitions(self, variant='default'): elif label in UNCORR_SYS_UNC: unc_type = 'UNCORR' else: - unc_type = f'SYSATLASW{i}' + unc_type = f'ATLASWJ{i}' i += 1 unc_definitions[f'{label}'] = { @@ -346,36 +346,41 @@ def __build_unc_definitions(self, variant='default'): elif variant == 'CMS_prescription': i = 1 for label in self.unc_labels: - # if label == 'LumiUncert': - # unc_definitions[f'{label}'] = { - # 'description': f'Systematic: {label}', - # 'treatment': 'MULT', - # 'type': 'ATLASLUMI12', - # } - # else: - if label in UNCORR_SYS_UNC: + if label == 'LumiUncert': unc_definitions[f'{label}_plus'] = { - 'description': f'Systematic upper unc.: {label}', + 'description': f'Systematic: {label}', 'treatment': 'MULT', - 'type': 'UNCORR', + 'type': 'ATLASLUMI12', } unc_definitions[f'{label}_minus'] = { - 'description': f'Systematic lower unc.: {label}', + 'description': f'Systematic: {label}', 'treatment': 'MULT', - 'type': 'UNCORR', + 'type': 'ATLASLUMI12', } else: - unc_definitions[f'{label}_plus'] = { - 'description': f'Systematic upper unc.: {label}', - 'treatment': 'MULT', - 'type': f'SYSATLASW{i}', - } - unc_definitions[f'{label}_minus'] = { - 'description': f'Systematic lower unc.: {label}', - 'treatment': 'MULT', - 'type': f'SYSATLASW{i+1}', - } - i += 2 + if label in UNCORR_SYS_UNC: + unc_definitions[f'{label}_plus'] = { + 'description': f'Systematic upper unc.: {label}', + 'treatment': 'MULT', + 'type': 'UNCORR', + } + unc_definitions[f'{label}_minus'] = { + 'description': f'Systematic lower unc.: {label}', + 'treatment': 'MULT', + 'type': 'UNCORR', + } + else: + unc_definitions[f'{label}_plus'] = { + 'description': f'Systematic upper unc.: {label}', + 'treatment': 'MULT', + 'type': f'ATLASWJ{i}', + } + unc_definitions[f'{label}_minus'] = { + 'description': f'Systematic lower unc.: {label}', + 'treatment': 'MULT', + 'type': f'ATLASWJ{i+1}', + } + i += 2 elif variant == 'inter_sys': raise ValueError(f'Not yet implemented') From 59a2bf129c008d029ef85e0d3a55ece5627ead9f Mon Sep 17 00:00:00 2001 From: achiefa Date: Mon, 2 Dec 2024 20:52:13 +0000 Subject: [PATCH 10/16] Symmetrized lumi unc for CMS prescription --- .../ATLAS_WJ_8TEV/data_WM-PT_cms.yaml | 32 +++++------ .../ATLAS_WJ_8TEV/data_WP-PT_cms.yaml | 32 +++++------ .../commondata/ATLAS_WJ_8TEV/filter_utils.py | 22 ++++---- .../uncertainties_WM-PT_cms.yaml | 54 ++++++------------- .../uncertainties_WP-PT_cms.yaml | 54 ++++++------------- 5 files changed, 78 insertions(+), 116 deletions(-) diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WM-PT_cms.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WM-PT_cms.yaml index f459b6b24a..c3da05daab 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WM-PT_cms.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WM-PT_cms.yaml @@ -1,17 +1,17 @@ data_central: -- 1618.0 -- 4037.0 -- 2096.0 -- 834.0 -- 362.3 -- 171.2 -- 86.49 -- 46.16 -- 20.34 -- 7.263 -- 2.979 -- 1.319 -- 0.6226 -- 0.3336 -- 0.1224 -- 0.02836 +- 1617.0 +- 4035.5 +- 2095.0 +- 833.7 +- 3.62150000e+02 +- 171.1 +- 8.64500000e+01 +- 4.61400000e+01 +- 20.335 +- 7.26 +- 2.9775 +- 1.3185 +- 6.22300000e-01 +- 0.33345 +- 0.12235 +- 0.02835 diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WP-PT_cms.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WP-PT_cms.yaml index 0c6c89cbc0..d8285522db 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WP-PT_cms.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WP-PT_cms.yaml @@ -1,17 +1,17 @@ data_central: -- 2322.0 -- 5644.0 -- 2973.0 -- 1210.0 -- 537.1 -- 258.1 -- 135.0 -- 73.55 -- 33.73 -- 12.6 -- 5.403 -- 2.55 -- 1.249 -- 0.696 -- 0.3016 -- 0.0774 +- 2321.0 +- 5642.0 +- 2972.0 +- 1209.5 +- 536.85 +- 258.0 +- 134.95 +- 73.52 +- 3.37150000e+01 +- 1.25950000e+01 +- 5.40050000e+00 +- 2.549 +- 1.24850000e+00 +- 0.6957 +- 0.30145 +- 0.07737 diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter_utils.py b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter_utils.py index 62f9ea19dd..00f00e33ac 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter_utils.py +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter_utils.py @@ -255,6 +255,7 @@ def __cms_sys_unc(self): With this prescription, asymmetric uncertainties are not symmetrized. """ modified_uncertainties = [] + deltas_from_lumi = [] for bin in self.diag_unc: unc_dict = {} for source in self.unc_labels: @@ -267,8 +268,13 @@ def __cms_sys_unc(self): minus = plus plus = aux - unc_dict[f'{source}_plus'] = plus - unc_dict[f'{source}_minus'] = minus + if source == 'LumiUncert': + data_delta, sym_error = symmetrize_errors(plus, minus) + unc_dict[f'{source}'] = sym_error + deltas_from_lumi.append(data_delta) + else: + unc_dict[f'{source}_plus'] = plus + unc_dict[f'{source}_minus'] = minus elif bin[source]['type'] == 'symerror': error = bin[source]['error'] if source == 'LumiUncert': @@ -277,7 +283,7 @@ def __cms_sys_unc(self): unc_dict[f'{source}_plus'] = plus unc_dict[f'{source}_minus'] = minus modified_uncertainties.append(unc_dict) - return modified_uncertainties + return modified_uncertainties, deltas_from_lumi def get_diag_unc(self): if hasattr(self, 'diag_unc'): @@ -347,12 +353,7 @@ def __build_unc_definitions(self, variant='default'): i = 1 for label in self.unc_labels: if label == 'LumiUncert': - unc_definitions[f'{label}_plus'] = { - 'description': f'Systematic: {label}', - 'treatment': 'MULT', - 'type': 'ATLASLUMI12', - } - unc_definitions[f'{label}_minus'] = { + unc_definitions[f'{label}'] = { 'description': f'Systematic: {label}', 'treatment': 'MULT', 'type': 'ATLASLUMI12', @@ -431,7 +432,8 @@ def generate_data(self, variant='default', save_to_yaml=False, path='./'): central_data = central_data + shifts elif variant == 'CMS_prescription': - cms_type_uncertainties = self.__cms_sys_unc() + cms_type_uncertainties, deltas = self.__cms_sys_unc() + central_data = central_data + deltas for data_idx, unc in enumerate(cms_type_uncertainties): # Add statistical uncertainties unc_dict = { diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WM-PT_cms.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WM-PT_cms.yaml index f2b151f713..d1ee8bf6b2 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WM-PT_cms.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WM-PT_cms.yaml @@ -463,11 +463,7 @@ definitions: description: 'Systematic lower unc.: WHFmodel' treatment: MULT type: ATLASWJ96 - LumiUncert_plus: - description: 'Systematic: LumiUncert' - treatment: MULT - type: ATLASLUMI12 - LumiUncert_minus: + LumiUncert: description: 'Systematic: LumiUncert' treatment: MULT type: ATLASLUMI12 @@ -612,8 +608,7 @@ bins: BkgMCstat_minus: -1 WHFmodel_plus: 1 WHFmodel_minus: -1 - LumiUncert_plus: 33 - LumiUncert_minus: -35 + LumiUncert: 3.40293991e+01 UnfoldMCstat_plus: 33 UnfoldMCstat_minus: -35 UnfoldOtherGen_plus: 33 @@ -736,8 +731,7 @@ bins: BkgMCstat_minus: -2 WHFmodel_plus: 2 WHFmodel_minus: -2 - LumiUncert_plus: 82 - LumiUncert_minus: -85 + LumiUncert: 8.35269418e+01 UnfoldMCstat_plus: 82 UnfoldMCstat_minus: -85 UnfoldOtherGen_plus: 82 @@ -860,8 +854,7 @@ bins: BkgMCstat_minus: -1 WHFmodel_plus: 1 WHFmodel_minus: -1 - LumiUncert_plus: 43 - LumiUncert_minus: -45 + LumiUncert: 4.40227214e+01 UnfoldMCstat_plus: 43 UnfoldMCstat_minus: -45 UnfoldOtherGen_plus: 43 @@ -984,8 +977,7 @@ bins: BkgMCstat_minus: -0.7 WHFmodel_plus: 0.7 WHFmodel_minus: -0.7 - LumiUncert_plus: 17.6 - LumiUncert_minus: -18.2 + LumiUncert: 1.79050272e+01 UnfoldMCstat_plus: 17.6 UnfoldMCstat_minus: -18.2 UnfoldOtherGen_plus: 17.6 @@ -1108,8 +1100,7 @@ bins: BkgMCstat_minus: -0.3 WHFmodel_plus: 0.3 WHFmodel_minus: -0.3 - LumiUncert_plus: 7.7 - LumiUncert_minus: -8.0 + LumiUncert: 7.85286572e+00 UnfoldMCstat_plus: 7.7 UnfoldMCstat_minus: -8.0 UnfoldOtherGen_plus: 7.7 @@ -1232,8 +1223,7 @@ bins: BkgMCstat_minus: -0.2 WHFmodel_plus: 0.2 WHFmodel_minus: -0.2 - LumiUncert_plus: 3.7 - LumiUncert_minus: -3.9 + LumiUncert: 3.80263067e+00 UnfoldMCstat_plus: 3.7 UnfoldMCstat_minus: -3.9 UnfoldOtherGen_plus: 3.7 @@ -1356,8 +1346,7 @@ bins: BkgMCstat_minus: -0.09 WHFmodel_plus: 0.09 WHFmodel_minus: -0.09 - LumiUncert_plus: 1.9 - LumiUncert_minus: -1.98 + LumiUncert: 1.94082457e+00 UnfoldMCstat_plus: 1.9 UnfoldMCstat_minus: -1.98 UnfoldOtherGen_plus: 1.9 @@ -1480,8 +1469,7 @@ bins: BkgMCstat_minus: -0.05 WHFmodel_plus: 0.05 WHFmodel_minus: -0.05 - LumiUncert_plus: 1.03 - LumiUncert_minus: -1.07 + LumiUncert: 1.05038088e+00 UnfoldMCstat_plus: 1.03 UnfoldMCstat_minus: -1.07 UnfoldOtherGen_plus: 1.03 @@ -1604,8 +1592,7 @@ bins: BkgMCstat_minus: -0.02 WHFmodel_plus: 0.02 WHFmodel_minus: -0.02 - LumiUncert_plus: 0.46 - LumiUncert_minus: -0.47 + LumiUncert: 4.65053760e-01 UnfoldMCstat_plus: 0.46 UnfoldMCstat_minus: -0.47 UnfoldOtherGen_plus: 0.46 @@ -1728,8 +1715,7 @@ bins: BkgMCstat_minus: -0.009 WHFmodel_plus: 0.009 WHFmodel_minus: -0.009 - LumiUncert_plus: 0.164 - LumiUncert_minus: -0.17 + LumiUncert: 1.67053884e-01 UnfoldMCstat_plus: 0.164 UnfoldMCstat_minus: -0.17 UnfoldOtherGen_plus: 0.164 @@ -1852,8 +1838,7 @@ bins: BkgMCstat_minus: -0.004 WHFmodel_plus: 0.004 WHFmodel_minus: -0.004 - LumiUncert_plus: 0.067 - LumiUncert_minus: -0.07 + LumiUncert: 6.85328388e-02 UnfoldMCstat_plus: 0.067 UnfoldMCstat_minus: -0.07 UnfoldOtherGen_plus: 0.067 @@ -1976,8 +1961,7 @@ bins: BkgMCstat_minus: -0.002 WHFmodel_plus: 0.002 WHFmodel_minus: -0.002 - LumiUncert_plus: 0.03 - LumiUncert_minus: -0.031 + LumiUncert: 3.05081956e-02 UnfoldMCstat_plus: 0.03 UnfoldMCstat_minus: -0.031 UnfoldOtherGen_plus: 0.03 @@ -2100,8 +2084,7 @@ bins: BkgMCstat_minus: -0.0008 WHFmodel_plus: 0.0008 WHFmodel_minus: -0.0008 - LumiUncert_plus: 0.0136 - LumiUncert_minus: -0.0142 + LumiUncert: 1.39064733e-02 UnfoldMCstat_plus: 0.0136 UnfoldMCstat_minus: -0.0142 UnfoldOtherGen_plus: 0.0136 @@ -2224,8 +2207,7 @@ bins: BkgMCstat_minus: -0.0005 WHFmodel_plus: 0.0005 WHFmodel_minus: -0.0005 - LumiUncert_plus: 0.0072 - LumiUncert_minus: -0.0075 + LumiUncert: 7.35306059e-03 UnfoldMCstat_plus: 0.0072 UnfoldMCstat_minus: -0.0075 UnfoldOtherGen_plus: 0.0072 @@ -2348,8 +2330,7 @@ bins: BkgMCstat_minus: -0.0002 WHFmodel_plus: 0.0002 WHFmodel_minus: -0.0002 - LumiUncert_plus: 0.0028 - LumiUncert_minus: -0.0029 + LumiUncert: 2.85087706e-03 UnfoldMCstat_plus: 0.0028 UnfoldMCstat_minus: -0.0029 UnfoldOtherGen_plus: 0.0028 @@ -2472,8 +2453,7 @@ bins: BkgMCstat_minus: -8.0e-05 WHFmodel_plus: 8.0e-05 WHFmodel_minus: -8.0e-05 - LumiUncert_plus: 0.00064 - LumiUncert_minus: -0.00066 + LumiUncert: 6.50153828e-04 UnfoldMCstat_plus: 0.00064 UnfoldMCstat_minus: -0.00066 UnfoldOtherGen_plus: 0.00064 diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WP-PT_cms.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WP-PT_cms.yaml index d16af1e0cd..34988cc51c 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WP-PT_cms.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WP-PT_cms.yaml @@ -463,11 +463,7 @@ definitions: description: 'Systematic lower unc.: WHFmodel' treatment: MULT type: ATLASWJ96 - LumiUncert_plus: - description: 'Systematic: LumiUncert' - treatment: MULT - type: ATLASLUMI12 - LumiUncert_minus: + LumiUncert: description: 'Systematic: LumiUncert' treatment: MULT type: ATLASLUMI12 @@ -612,8 +608,7 @@ bins: BkgMCstat_minus: -1 WHFmodel_plus: 1 WHFmodel_minus: -1 - LumiUncert_plus: 47 - LumiUncert_minus: -49 + LumiUncert: 4.80208288e+01 UnfoldMCstat_plus: 47 UnfoldMCstat_minus: -49 UnfoldOtherGen_plus: 47 @@ -736,8 +731,7 @@ bins: BkgMCstat_minus: -2 WHFmodel_plus: 2 WHFmodel_minus: -2 - LumiUncert_plus: 113 - LumiUncert_minus: -117 + LumiUncert: 1.15034777e+02 UnfoldMCstat_plus: 113 UnfoldMCstat_minus: -117 UnfoldOtherGen_plus: 113 @@ -860,8 +854,7 @@ bins: BkgMCstat_minus: -2 WHFmodel_plus: 2 WHFmodel_minus: -2 - LumiUncert_plus: 61 - LumiUncert_minus: -63 + LumiUncert: 6.20161269e+01 UnfoldMCstat_plus: 61 UnfoldMCstat_minus: -63 UnfoldOtherGen_plus: 61 @@ -984,8 +977,7 @@ bins: BkgMCstat_minus: -1 WHFmodel_plus: 1 WHFmodel_minus: -1 - LumiUncert_plus: 25 - LumiUncert_minus: -26 + LumiUncert: 2.55098020e+01 UnfoldMCstat_plus: 25 UnfoldMCstat_minus: -26 UnfoldOtherGen_plus: 25 @@ -1108,8 +1100,7 @@ bins: BkgMCstat_minus: -0.4 WHFmodel_plus: 0.4 WHFmodel_minus: -0.4 - LumiUncert_plus: 11.2 - LumiUncert_minus: -11.7 + LumiUncert: 1.14554572e+01 UnfoldMCstat_plus: 11.2 UnfoldMCstat_minus: -11.7 UnfoldOtherGen_plus: 11.2 @@ -1232,8 +1223,7 @@ bins: BkgMCstat_minus: -0.2 WHFmodel_plus: 0.2 WHFmodel_minus: -0.2 - LumiUncert_plus: 5.5 - LumiUncert_minus: -5.7 + LumiUncert: 5.60178543e+00 UnfoldMCstat_plus: 5.5 UnfoldMCstat_minus: -5.7 UnfoldOtherGen_plus: 5.5 @@ -1356,8 +1346,7 @@ bins: BkgMCstat_minus: -0.1 WHFmodel_plus: 0.1 WHFmodel_minus: -0.1 - LumiUncert_plus: 2.9 - LumiUncert_minus: -3.0 + LumiUncert: 2.95084734e+00 UnfoldMCstat_plus: 2.9 UnfoldMCstat_minus: -3.0 UnfoldOtherGen_plus: 2.9 @@ -1480,8 +1469,7 @@ bins: BkgMCstat_minus: -0.06 WHFmodel_plus: 0.06 WHFmodel_minus: -0.06 - LumiUncert_plus: 1.57 - LumiUncert_minus: -1.63 + LumiUncert: 1.60056240e+00 UnfoldMCstat_plus: 1.57 UnfoldMCstat_minus: -1.63 UnfoldOtherGen_plus: 1.57 @@ -1604,8 +1592,7 @@ bins: BkgMCstat_minus: -0.03 WHFmodel_plus: 0.03 WHFmodel_minus: -0.03 - LumiUncert_plus: 0.72 - LumiUncert_minus: -0.75 + LumiUncert: 7.35306059e-01 UnfoldMCstat_plus: 0.72 UnfoldMCstat_minus: -0.75 UnfoldOtherGen_plus: 0.72 @@ -1728,8 +1715,7 @@ bins: BkgMCstat_minus: -0.01 WHFmodel_plus: 0.01 WHFmodel_minus: -0.01 - LumiUncert_plus: 0.27 - LumiUncert_minus: -0.28 + LumiUncert: 2.75090894e-01 UnfoldMCstat_plus: 0.27 UnfoldMCstat_minus: -0.28 UnfoldOtherGen_plus: 0.27 @@ -1852,8 +1838,7 @@ bins: BkgMCstat_minus: -0.005 WHFmodel_plus: 0.005 WHFmodel_minus: -0.005 - LumiUncert_plus: 0.115 - LumiUncert_minus: -0.12 + LumiUncert: 1.17553179e-01 UnfoldMCstat_plus: 0.115 UnfoldMCstat_minus: -0.12 UnfoldOtherGen_plus: 0.115 @@ -1976,8 +1961,7 @@ bins: BkgMCstat_minus: -0.002 WHFmodel_plus: 0.002 WHFmodel_minus: -0.002 - LumiUncert_plus: 0.054 - LumiUncert_minus: -0.056 + LumiUncert: 5.50181788e-02 UnfoldMCstat_plus: 0.054 UnfoldMCstat_minus: -0.056 UnfoldOtherGen_plus: 0.054 @@ -2100,8 +2084,7 @@ bins: BkgMCstat_minus: -0.001 WHFmodel_plus: 0.001 WHFmodel_minus: -0.001 - LumiUncert_plus: 0.027 - LumiUncert_minus: -0.028 + LumiUncert: 2.75090894e-02 UnfoldMCstat_plus: 0.027 UnfoldMCstat_minus: -0.028 UnfoldOtherGen_plus: 0.027 @@ -2224,8 +2207,7 @@ bins: BkgMCstat_minus: -0.0006 WHFmodel_plus: 0.0006 WHFmodel_minus: -0.0006 - LumiUncert_plus: 0.0146 - LumiUncert_minus: -0.0152 + LumiUncert: 1.49060390e-02 UnfoldMCstat_plus: 0.0146 UnfoldMCstat_minus: -0.0152 UnfoldOtherGen_plus: 0.0146 @@ -2348,8 +2330,7 @@ bins: BkgMCstat_minus: -0.0003 WHFmodel_plus: 0.0003 WHFmodel_minus: -0.0003 - LumiUncert_plus: 0.0066 - LumiUncert_minus: -0.0069 + LumiUncert: 6.75333251e-03 UnfoldMCstat_plus: 0.0066 UnfoldMCstat_minus: -0.0069 UnfoldOtherGen_plus: 0.0066 @@ -2472,8 +2453,7 @@ bins: BkgMCstat_minus: -8.0e-05 WHFmodel_plus: 8.0e-05 WHFmodel_minus: -8.0e-05 - LumiUncert_plus: 0.00161 - LumiUncert_minus: -0.00167 + LumiUncert: 1.64054869e-03 UnfoldMCstat_plus: 0.00161 UnfoldMCstat_minus: -0.00167 UnfoldOtherGen_plus: 0.00161 From 098e13e9401d4dcc137ae22a73d76a65e4774efc Mon Sep 17 00:00:00 2001 From: Amedeo Chiefa <103528316+achiefa@users.noreply.github.com> Date: Tue, 3 Dec 2024 10:15:57 +0000 Subject: [PATCH 11/16] Add comments for legacy variants --- .../nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml | 6 ++++++ 1 file changed, 6 insertions(+) diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml index 9b77c4aa8d..7da5c8dfaf 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml @@ -52,14 +52,17 @@ implemented_observables: - uncertainties_WM-PT_cms.yaml data_central: data_WM-PT_cms.yaml legacy: + # Corresponds to CMS prescription data_uncertainties: - uncertainties_legacy_WM-PT.yaml data_central: data_legacy_WM-PT.yaml legacy_NP: + # Corresponds to CMS prescription + non-perturbative corrections data_uncertainties: - uncertainties_legacy_WM-PT_sys_NP.yaml data_central: data_legacy_WM-PT.yaml legacy_ATLAS: + # Corresponds to CMS prescription + inter-experiment correlations data_uncertainties: - uncertainties_legacy_WM-PT_sys_ATLAS.yaml data_central: data_legacy_WM-PT.yaml @@ -104,14 +107,17 @@ implemented_observables: - uncertainties_WP-PT_cms.yaml data_central: data_WP-PT_cms.yaml legacy: + # Corresponds to CMS prescription data_uncertainties: - uncertainties_legacy_WP-PT.yaml data_central: data_legacy_WP-PT.yaml legacy_NP: + # Corresponds to CMS prescription + non-perturbative corrections data_uncertainties: - uncertainties_legacy_WP-PT_sys_NP.yaml data_central: data_legacy_WP-PT.yaml legacy_ATLAS: + # Corresponds to CMS prescription + inter-experiment correlations data_uncertainties: - uncertainties_legacy_WP-PT_sys_ATLAS.yaml data_central: data_legacy_WP-PT.yaml From bdc0a14e8dd1c22f60199f022a1e1bf2ddb317c3 Mon Sep 17 00:00:00 2001 From: Amedeo Chiefa <103528316+achiefa@users.noreply.github.com> Date: Wed, 4 Dec 2024 09:42:33 +0000 Subject: [PATCH 12/16] Remove legacy kinematics --- .../kinematics_legacy_WM-PT.yaml | 193 ------------------ .../kinematics_legacy_WP-PT.yaml | 193 ------------------ 2 files changed, 386 deletions(-) delete mode 100644 nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/kinematics_legacy_WM-PT.yaml delete mode 100644 nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/kinematics_legacy_WP-PT.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/kinematics_legacy_WM-PT.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/kinematics_legacy_WM-PT.yaml deleted file mode 100644 index 8120562585..0000000000 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/kinematics_legacy_WM-PT.yaml +++ /dev/null @@ -1,193 +0,0 @@ -bins: -- k1: - min: null - mid: 12.5 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null - mid: 37.5 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null - mid: 62.5 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null - mid: 87.5 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null - mid: 112.5 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null - mid: 137.5 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null - mid: 162.5 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null - mid: 187.5 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null - mid: 225.0 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null - mid: 275.0 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null - mid: 325.0 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null - mid: 375.0 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null - mid: 425.0 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null - mid: 475.0 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null - mid: 550.0 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null - mid: 700.0 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: - min: null - mid: 8000.0 - max: null diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/kinematics_legacy_WP-PT.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/kinematics_legacy_WP-PT.yaml deleted file mode 100644 index 8120562585..0000000000 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/kinematics_legacy_WP-PT.yaml +++ /dev/null @@ -1,193 +0,0 @@ -bins: -- k1: - min: null - mid: 12.5 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null - mid: 37.5 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null - mid: 62.5 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null - mid: 87.5 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null - mid: 112.5 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null - mid: 137.5 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null - mid: 162.5 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null - mid: 187.5 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null - mid: 225.0 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null - mid: 275.0 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null - mid: 325.0 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null - mid: 375.0 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null - mid: 425.0 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null - mid: 475.0 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null - mid: 550.0 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: - min: null - mid: 8000.0 - max: null -- k1: - min: null - mid: 700.0 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: - min: null - mid: 8000.0 - max: null From d78e0ca3c8c99d50e59090b96fcdaf035b6bd1c7 Mon Sep 17 00:00:00 2001 From: achiefa Date: Wed, 4 Dec 2024 16:30:56 +0000 Subject: [PATCH 13/16] Correct bug in stat. and uncorrelated uncertainties --- .../commondata/ATLAS_WJ_8TEV/data_WM-PT.yaml | 32 +- .../commondata/ATLAS_WJ_8TEV/data_WP-PT.yaml | 32 +- .../commondata/ATLAS_WJ_8TEV/filter.py | 4 +- .../commondata/ATLAS_WJ_8TEV/filter_utils.py | 78 +- .../commondata/ATLAS_WJ_8TEV/metadata.yaml | 4 +- .../ATLAS_WJ_8TEV/uncertainties_WM-PT.yaml | 886 +++++++++--------- .../ATLAS_WJ_8TEV/uncertainties_WP-PT.yaml | 858 ++++++++--------- 7 files changed, 946 insertions(+), 948 deletions(-) diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WM-PT.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WM-PT.yaml index 73ca4f121e..d9164fa9a2 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WM-PT.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WM-PT.yaml @@ -1,17 +1,17 @@ data_central: -- 1631.4 -- 4037.95 -- 2096.5 -- 835.16 -- 364.545 -- 1.71450500e+02 -- 86.63615 -- 46.0402 -- 20.23555 -- 7.2515 -- 2.977525 -- 1.335755 -- 0.62122 -- 0.33252 -- 0.121998 -- 2.82787000e-02 +- 1632.4 +- 4039.45 +- 2097.5 +- 835.46 +- 364.695 +- 171.5505 +- 8.66761500e+01 +- 4.60602000e+01 +- 20.24055 +- 7.2545 +- 2.979025 +- 1.336255 +- 6.21520000e-01 +- 0.33267 +- 1.22048000e-01 +- 2.82887000e-02 diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WP-PT.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WP-PT.yaml index 576b18d49f..e813590ec4 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WP-PT.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WP-PT.yaml @@ -1,17 +1,17 @@ data_central: -- 2345.065 -- 5664.1 -- 2970.07 -- 1213.885 -- 5.35680000e+02 -- 255.967 -- 133.531 -- 73.187 -- 3.35522500e+01 -- 12.4881 -- 5.3465 -- 2.52222 -- 1.242785 -- 0.69372 -- 3.00397000e-01 -- 7.71570000e-02 +- 2346.065 +- 5666.1 +- 2971.07 +- 1214.385 +- 5.35930000e+02 +- 256.067 +- 133.581 +- 73.217 +- 3.35672500e+01 +- 12.4931 +- 5.34900000e+00 +- 2.52322 +- 1.24328500e+00 +- 0.69402 +- 3.00547000e-01 +- 7.71870000e-02 diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter.py b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter.py index c18feb4818..46955de7f2 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter.py +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter.py @@ -53,11 +53,11 @@ def check_dat_with_legacy(observable, rtol=1e-03): if __name__ == "__main__": ATLAS_WP_8TEV_PT = Extractor("./metadata.yaml", "WP-PT") _, _, _ = ATLAS_WP_8TEV_PT.generate_data(variant='default', save_to_yaml=True) - _, _, _ = ATLAS_WP_8TEV_PT.generate_data(variant='CMS_prescription', save_to_yaml=True) + # _, _, _ = ATLAS_WP_8TEV_PT.generate_data(variant='CMS_prescription', save_to_yaml=True) ATLAS_WM_8TEV_PT = Extractor("./metadata.yaml", "WM-PT") _, _, _ = ATLAS_WM_8TEV_PT.generate_data(variant='default', save_to_yaml=True) - _, _, _ = ATLAS_WM_8TEV_PT.generate_data(variant='CMS_prescription', save_to_yaml=True) + # _, _, _ = ATLAS_WM_8TEV_PT.generate_data(variant='CMS_prescription', save_to_yaml=True) # check_dat_with_legacy('WP-PT', rtol=1e-4) # check_dat_with_legacy('WM-PT', rtol=1e-4) diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter_utils.py b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter_utils.py index 00f00e33ac..ba2a9b2743 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter_utils.py +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter_utils.py @@ -14,7 +14,7 @@ # List of systematic uncertainties that shuold # be considered uncorrelated -UNCORR_SYS_UNC = ['BkgMCstat', 'UnfoldMCstat', 'QCDfitUncert'] +UNCORR_SYS_UNC = ['UnfoldMCstat', 'UnfoldOtherGen', 'UnfoldReweight'] STAT_ART_LABEL = 'art_stat_corr' @@ -125,7 +125,7 @@ def __retrieve_table(self, table_id): logging.debug( f'Table {table_id} has not already been used or stored.' f' Storing the table...' ) - with open(f'./rawdata/data{table_id}.yaml', 'r') as tab: + with open(f'./rawdata_v1/data{table_id}.yaml', 'r') as tab: tab_dict = yaml.safe_load(tab) self.tables[str(table_id)] = tab_dict table = tab_dict @@ -181,22 +181,27 @@ def generate_data_central(self): dat_central = np.concatenate([dat_central, data]) return dat_central - def __build_abs_stat_covmat(self): - """Builds the statistical covmat given the diagonal statistical uncertainties.""" + def __build_stat_corrmat(self): ndata = self.metadata['ndata'] table_id = self.metadata['tables'][1] - with open(f'./rawdata/data{table_id}.yaml', 'r') as tab: + with open(f'./rawdata_v1/data{table_id}.yaml', 'r') as tab: stat = yaml.load(tab, yaml.Loader) matlist = [val['value'] for val in stat['dependent_variables'][0]['values']] - statmat_rel = matlist_to_matrix(ndata, ndata, matlist) + stat_cormat = np.zeros((ndata, ndata)) + for i in range(ndata): + for j in range(ndata): + stat_cormat[i, j] = matlist[i + ndata * j] # Col-major + return stat_cormat + def __build_abs_stat_covmat(self): + """Builds the statistical covmat given the diagonal statistical uncertainties.""" + stat_cormat = self.__build_stat_corrmat() # Retrieve statistical diagonal entries abs_stat_diag = [float(d['Stat']['error']) for d in self.diag_unc] - statmat_abs = np.zeros_like(statmat_rel) - for i in range(statmat_rel.shape[0]): - for j in range(statmat_rel.shape[1]): - statmat_abs[i, j] = statmat_rel[i, j] * abs_stat_diag[i] * abs_stat_diag[j] - + statmat_abs = np.zeros_like(stat_cormat) + for i in range(stat_cormat.shape[0]): + for j in range(stat_cormat.shape[1]): + statmat_abs[i, j] = stat_cormat[i, j] * abs_stat_diag[i] * abs_stat_diag[j] return statmat_abs def __collect_diag_unc(self): @@ -217,9 +222,6 @@ def __collect_diag_unc(self): abs_unc_by_bin.append(unc_dict) return abs_unc_by_bin - # TODO and TOCHECK - # Some plus uncertainties are actually lower than minus uncertainties - # Also, some symmetric uncertainties are negative. def symmetrized_sys_unc(self): """Symmetrise systematic uncertainties. Returns the symmetrized uncertainty and the shift to the central data @@ -232,19 +234,15 @@ def symmetrized_sys_unc(self): error = bin[source]['error'] plus = error['plus'] minus = error['minus'] - if plus < minus: - aux = minus - minus = plus - plus = aux - data_delta, sym_error = symmetrize_errors(error['plus'], error['minus']) + data_delta, sym_error = symmetrize_errors(plus, minus) unc_dict[source] = {'shift': data_delta, 'sym_error': sym_error} elif bin[source]['type'] == 'symerror': - # TODO - # I'm not sure I need the abs value here - unc_dict[source] = {'shift': 0, 'sym_error': abs(bin[source]['error'])} + unc_dict[source] = {'shift': 0.0, 'sym_error': bin[source]['error']} symmetrized_uncs.append(unc_dict) return symmetrized_uncs + # TODO + # I was not able to reproduce the legacy implementation with this function def __cms_sys_unc(self): """In the legacy implementation, all systematic uncertainties (even for symmetric uncertanties), are treated using the prescription outlined in eq. (6) of https://arxiv.org/pdf/1703.01630. @@ -263,25 +261,27 @@ def __cms_sys_unc(self): error = bin[source]['error'] plus = error['plus'] minus = error['minus'] - if plus < minus: - aux = minus - minus = plus - plus = aux - if source == 'LumiUncert': data_delta, sym_error = symmetrize_errors(plus, minus) unc_dict[f'{source}'] = sym_error + data_delta = 0.0 deltas_from_lumi.append(data_delta) + elif abs(plus) == abs(minus): + unc_dict[f'{source}_plus'] = abs(plus) / float(np.sqrt(2)) + unc_dict[f'{source}_minus'] = 0.0 # minus / float(np.sqrt(2)) else: - unc_dict[f'{source}_plus'] = plus - unc_dict[f'{source}_minus'] = minus + unc_dict[f'{source}_plus'] = plus / float(np.sqrt(2)) + unc_dict[f'{source}_minus'] = minus / float(np.sqrt(2)) elif bin[source]['type'] == 'symerror': error = bin[source]['error'] if source == 'LumiUncert': unc_dict[f'{source}'] = error + elif source in UNCORR_SYS_UNC: + unc_dict[f'{source}_plus'] = error / float(np.sqrt(2)) + unc_dict[f'{source}_minus'] = -error / float(np.sqrt(2)) else: - unc_dict[f'{source}_plus'] = plus - unc_dict[f'{source}_minus'] = minus + unc_dict[f'{source}_plus'] = error / float(np.sqrt(2)) + unc_dict[f'{source}_minus'] = -error / float(np.sqrt(2)) modified_uncertainties.append(unc_dict) return modified_uncertainties, deltas_from_lumi @@ -292,6 +292,12 @@ def get_diag_unc(self): self.diag_unc = self.__collect_diag_unc() return self.diag_unc + def get_stat_covmat(self): + return self.__build_abs_stat_covmat() + + def get_stat_cormat(self): + return self.__build_stat_corrmat() + def get_abs_stat_covmat(self): if hasattr(self, 'abs_stat_covmat'): return self.abs_stat_covmat @@ -390,14 +396,6 @@ def __build_unc_definitions(self, variant='default'): return unc_definitions - @classmethod - def generate_artifical_unc(matrix): - eigvals, eigvecs = np.linalg.eig(matrix) - artificial_unc = np.zeros_like(eigvecs) - for i in range(artificial_unc.shape[0]): - for j in range(artificial_unc.shape[1]): - artificial_unc[i, j] = np.sqrt(eigvals[j]) * eigvecs[i, j] - def generate_data(self, variant='default', save_to_yaml=False, path='./'): # Get central data and kinematics central_data = self.generate_data_central() @@ -409,7 +407,6 @@ def generate_data(self, variant='default', save_to_yaml=False, path='./'): # Get statistical (artidicial uncertainties) stat_covmat = self.__build_abs_stat_covmat() eigvals, eigvecs = np.linalg.eig(stat_covmat) - eigvals, eigvecs = np.linalg.eig(stat_covmat) art_stat = np.sqrt(eigvals) * eigvecs sys_artificial = [] # Initialize vector of artificial uncertainties @@ -432,6 +429,7 @@ def generate_data(self, variant='default', save_to_yaml=False, path='./'): central_data = central_data + shifts elif variant == 'CMS_prescription': + raise NotImplementedError('This variant has a bug and will not produce any data file.') cms_type_uncertainties, deltas = self.__cms_sys_unc() central_data = central_data + deltas for data_idx, unc in enumerate(cms_type_uncertainties): diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml index 7da5c8dfaf..6d1c9b08af 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml @@ -23,7 +23,7 @@ implemented_observables: label: ATLAS $W^-$+jet 8 TeV units: '[fb]' process_type: DY_CC_PT - tables: [13, 14] + tables: [13, 15] ndata: 16 plotting: kinematics_override: identity @@ -78,7 +78,7 @@ implemented_observables: label: ATLAS $W^+$+jet 8 TeV units: '[fb]' process_type: DY_CC_PT - tables: [13, 15] + tables: [13, 14] ndata: 16 plotting: kinematics_override: identity diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WM-PT.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WM-PT.yaml index 384f2990ef..60dfcba7ca 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WM-PT.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WM-PT.yaml @@ -230,39 +230,39 @@ definitions: QCDfitUncert: description: 'Systematic: QCDfitUncert' treatment: MULT - type: UNCORR + type: ATLASWJ42 QCDotherGen: description: 'Systematic: QCDotherGen' treatment: MULT - type: ATLASWJ42 + type: ATLASWJ43 QCDfitRebin: description: 'Systematic: QCDfitRebin' treatment: MULT - type: ATLASWJ43 + type: ATLASWJ44 XsecZ: description: 'Systematic: XsecZ' treatment: MULT - type: ATLASWJ44 + type: ATLASWJ45 XsecTop: description: 'Systematic: XsecTop' treatment: MULT - type: ATLASWJ45 + type: ATLASWJ46 XsecDibos: description: 'Systematic: XsecDibos' treatment: MULT - type: ATLASWJ46 + type: ATLASWJ47 BkgTtbarNorm: description: 'Systematic: BkgTtbarNorm' treatment: MULT - type: ATLASWJ47 + type: ATLASWJ48 BkgMCstat: description: 'Systematic: BkgMCstat' treatment: MULT - type: UNCORR + type: ATLASWJ49 WHFmodel: description: 'Systematic: WHFmodel' treatment: MULT - type: ATLASWJ48 + type: ATLASWJ50 LumiUncert: description: 'Systematic: LumiUncert' treatment: MULT @@ -274,28 +274,28 @@ definitions: UnfoldOtherGen: description: 'Systematic: UnfoldOtherGen' treatment: MULT - type: ATLASWJ49 + type: UNCORR UnfoldReweight: description: 'Systematic: UnfoldReweight' treatment: MULT - type: ATLASWJ50 + type: UNCORR bins: -- art_stat_corr_1: -6.23054206e-01 - art_stat_corr_2: -6.60106176e-01 - art_stat_corr_3: -3.65763825e-01 - art_stat_corr_4: -1.93447285e-01 - art_stat_corr_5: -6.31086642e-02 - art_stat_corr_6: -2.91207529e-02 - art_stat_corr_7: 5.16404592e-03 - art_stat_corr_8: 9.23844245e-04 - art_stat_corr_9: 1.48947707e-04 - art_stat_corr_10: 1.63169167e-05 - art_stat_corr_11: 1.02877296e-06 - art_stat_corr_12: 1.22305738e-07 - art_stat_corr_13: 3.93795500e-08 - art_stat_corr_14: -8.58669834e-09 - art_stat_corr_15: -1.07398508e-09 - art_stat_corr_16: 1.38135318e-10 +- art_stat_corr_1: -6.27588381e-01 + art_stat_corr_2: -6.54163592e-01 + art_stat_corr_3: -3.67451045e-01 + art_stat_corr_4: -1.95953283e-01 + art_stat_corr_5: -6.27998321e-02 + art_stat_corr_6: -2.85290412e-02 + art_stat_corr_7: 5.11806271e-03 + art_stat_corr_8: 9.55272013e-04 + art_stat_corr_9: 1.63525608e-04 + art_stat_corr_10: 2.06712475e-05 + art_stat_corr_11: 1.28429809e-06 + art_stat_corr_12: 1.24480014e-07 + art_stat_corr_13: 7.92558341e-09 + art_stat_corr_14: -5.37921958e-09 + art_stat_corr_15: 1.25540426e-08 + art_stat_corr_16: -2.87323680e-10 JetScaleEff1: 9.50105257e+01 JetScaleEff2: 2.15116248e+01 JetScaleEff3: 3.0 @@ -323,7 +323,7 @@ bins: ElScaleR12: 1.0 ElScaleZee: 1.65151446e+01 ElScalePS: 3.57071421e-01 - ElResolution: 1 + ElResolution: -1 ElSFReco: 3.0 ElSFId: 11.0 ElSFTrigger: 9.0 @@ -331,7 +331,7 @@ bins: ElSFChargeMisID: 9.83615779e-02 METScale: 1.03923048e+01 METResLong: 4 - METResTrans: 4 + METResTrans: -4 PileupWeight: 1.45172311e+01 QCDlowRange: 2.29510348e+01 QCDhighRange: 3.31662479e+00 @@ -339,33 +339,33 @@ bins: QCDvarElID: 52 QCDfitUncert: 5 QCDotherGen: 37 - QCDfitRebin: 0.5 + QCDfitRebin: -0.5 XsecZ: 6.0 XsecTop: 3.0 XsecDibos: 1.0 - BkgTtbarNorm: 2 - BkgMCstat: 2 - WHFmodel: 4 - LumiUncert: 3.40293991e+01 - UnfoldMCstat: 4 + BkgTtbarNorm: -2 + BkgMCstat: -2 + WHFmodel: -4 + LumiUncert: 3.0 + UnfoldMCstat: -4 UnfoldOtherGen: 29 UnfoldReweight: 51 -- art_stat_corr_1: -8.90718976e-01 - art_stat_corr_2: -9.96676403e-02 - art_stat_corr_3: 3.08178914e-01 - art_stat_corr_4: 2.91069693e-01 - art_stat_corr_5: 1.12991578e-01 - art_stat_corr_6: 6.34402276e-02 - art_stat_corr_7: -1.37907587e-02 - art_stat_corr_8: -2.84076801e-03 - art_stat_corr_9: -4.89808346e-04 - art_stat_corr_10: -5.79165363e-05 - art_stat_corr_11: -3.47851184e-06 - art_stat_corr_12: -4.68044785e-07 - art_stat_corr_13: -9.29288411e-08 - art_stat_corr_14: 2.34139744e-08 - art_stat_corr_15: 4.49735773e-09 - art_stat_corr_16: 2.47393920e-10 +- art_stat_corr_1: -8.90086981e-01 + art_stat_corr_2: -9.85839862e-02 + art_stat_corr_3: 3.09682676e-01 + art_stat_corr_4: 2.92538915e-01 + art_stat_corr_5: 1.11817531e-01 + art_stat_corr_6: 6.20263408e-02 + art_stat_corr_7: -1.35937425e-02 + art_stat_corr_8: -2.91237694e-03 + art_stat_corr_9: -5.31881137e-04 + art_stat_corr_10: -7.15094056e-05 + art_stat_corr_11: -4.20899494e-06 + art_stat_corr_12: -4.36358514e-07 + art_stat_corr_13: 9.62373886e-10 + art_stat_corr_14: -5.12203413e-09 + art_stat_corr_15: -1.76563638e-08 + art_stat_corr_16: 7.06592452e-10 JetScaleEff1: 2.03501228e+02 JetScaleEff2: 4.80208288e+01 JetScaleEff3: 6.16441400e+00 @@ -393,49 +393,49 @@ bins: ElScaleR12: 6.0 ElScaleZee: 4.25529082e+01 ElScalePS: 1.0 - ElResolution: 3 + ElResolution: -3 ElSFReco: 9.52627944e+00 ElSFId: 3.00333148e+01 ElSFTrigger: 2.25111084e+01 ElSFIso: 7.0 ElSFChargeMisID: 2.17944947e-01 METScale: 8.75028571e+01 - METResLong: 86 - METResTrans: 80 + METResLong: -86 + METResTrans: -80 PileupWeight: 2.60384331e+01 QCDlowRange: 3.41284339e+01 QCDhighRange: 4.09267639e+00 - QCDvarIso: 2 + QCDvarIso: -2 QCDvarElID: 34 QCDfitUncert: 7 QCDotherGen: 48 - QCDfitRebin: 1 + QCDfitRebin: -1 XsecZ: 4.0 XsecTop: 4.0 XsecDibos: 2.0 - BkgTtbarNorm: 4 - BkgMCstat: 2 + BkgTtbarNorm: -4 + BkgMCstat: -2 WHFmodel: 21 - LumiUncert: 8.35269418e+01 - UnfoldMCstat: 6 + LumiUncert: 7.0 + UnfoldMCstat: -6 UnfoldOtherGen: 306 - UnfoldReweight: 40 -- art_stat_corr_1: -6.35514951e-01 - art_stat_corr_2: 7.20845787e-01 - art_stat_corr_3: 1.60683400e-03 - art_stat_corr_4: -2.18732321e-01 - art_stat_corr_5: -1.35132994e-01 - art_stat_corr_6: -9.78027526e-02 - art_stat_corr_7: 2.79946320e-02 - art_stat_corr_8: 6.63494898e-03 - art_stat_corr_9: 1.27944653e-03 - art_stat_corr_10: 1.57171449e-04 - art_stat_corr_11: 1.02504457e-05 - art_stat_corr_12: 1.19731798e-06 - art_stat_corr_13: 1.88043638e-07 - art_stat_corr_14: -3.52097090e-08 - art_stat_corr_15: -5.78913012e-09 - art_stat_corr_16: 1.54437345e-10 + UnfoldReweight: -40 +- art_stat_corr_1: -6.28240902e-01 + art_stat_corr_2: 7.27207187e-01 + art_stat_corr_3: 2.45177992e-03 + art_stat_corr_4: -2.19512710e-01 + art_stat_corr_5: -1.34616644e-01 + art_stat_corr_6: -9.66998432e-02 + art_stat_corr_7: 2.77540976e-02 + art_stat_corr_8: 6.81914748e-03 + art_stat_corr_9: 1.38111039e-03 + art_stat_corr_10: 1.90963620e-04 + art_stat_corr_11: 1.18682261e-05 + art_stat_corr_12: 1.11013903e-06 + art_stat_corr_13: -9.55459529e-08 + art_stat_corr_14: 8.75280340e-09 + art_stat_corr_15: 9.93378663e-09 + art_stat_corr_16: 3.17007765e-10 JetScaleEff1: 9.15027322e+01 JetScaleEff2: 1.75142799e+01 JetScaleEff3: 2.0 @@ -463,49 +463,49 @@ bins: ElScaleR12: 6.53834842e+00 ElScaleZee: 2.05121915e+01 ElScalePS: 8.18535277e-01 - ElResolution: 1 + ElResolution: -1 ElSFReco: 6.0 ElSFId: 17.0 ElSFTrigger: 12.0 ElSFIso: 4.0 ElSFChargeMisID: 9.83615779e-02 METScale: 6.60151498e+01 - METResLong: 61 - METResTrans: 59 + METResLong: -61 + METResTrans: -59 PileupWeight: 1.45172311e+01 QCDlowRange: 1.32193041e+01 QCDhighRange: 1.65831240e+00 - QCDvarIso: 6 + QCDvarIso: -6 QCDvarElID: 3 QCDfitUncert: 3 QCDotherGen: 21 - QCDfitRebin: 0.3 + QCDfitRebin: -0.3 XsecZ: 2.59807621e-02 XsecTop: 4.0 XsecDibos: 1.0 - BkgTtbarNorm: 3 - BkgMCstat: 1 + BkgTtbarNorm: -3 + BkgMCstat: -1 WHFmodel: 11 - LumiUncert: 4.40227214e+01 - UnfoldMCstat: 3 + LumiUncert: 4.0 + UnfoldMCstat: -3 UnfoldOtherGen: 31 - UnfoldReweight: 13 -- art_stat_corr_1: -1.09404151e-01 - art_stat_corr_2: 3.91805097e-01 - art_stat_corr_3: -5.02138443e-01 - art_stat_corr_4: 1.13257548e-01 - art_stat_corr_5: 1.51153484e-01 - art_stat_corr_6: 1.76864156e-01 - art_stat_corr_7: -7.05713732e-02 - art_stat_corr_8: -2.05203287e-02 - art_stat_corr_9: -4.37649525e-03 - art_stat_corr_10: -5.88748300e-04 - art_stat_corr_11: -3.81858620e-05 - art_stat_corr_12: -4.49874782e-06 - art_stat_corr_13: -5.22856825e-07 - art_stat_corr_14: 1.05767673e-07 - art_stat_corr_15: 7.27216552e-09 - art_stat_corr_16: 9.05996530e-10 + UnfoldReweight: -13 +- art_stat_corr_1: -1.07692642e-01 + art_stat_corr_2: 3.93070594e-01 + art_stat_corr_3: -5.00489319e-01 + art_stat_corr_4: 1.16854468e-01 + art_stat_corr_5: 1.52562177e-01 + art_stat_corr_6: 1.76484855e-01 + art_stat_corr_7: -6.97890629e-02 + art_stat_corr_8: -2.09367924e-02 + art_stat_corr_9: -4.66998039e-03 + art_stat_corr_10: -6.95360562e-04 + art_stat_corr_11: -4.35891306e-05 + art_stat_corr_12: -4.36185324e-06 + art_stat_corr_13: 3.79728993e-07 + art_stat_corr_14: -5.52234078e-08 + art_stat_corr_15: -7.89706606e-10 + art_stat_corr_16: -1.31498679e-09 JetScaleEff1: 3.01500829e+01 JetScaleEff2: 2.20624115e+00 JetScaleEff3: 2.60384331e+00 @@ -533,49 +533,49 @@ bins: ElScaleR12: 3.51140997e+00 ElScaleZee: 6.80587981e+00 ElScalePS: 7.39932429e-01 - ElResolution: 0.6 + ElResolution: -0.6 ElSFReco: 2.95084734e+00 ElSFId: 7.95031446e+00 ElSFTrigger: 4.40227214e+00 ElSFIso: 1.75142799e+00 ElSFChargeMisID: 3.84057287e-02 METScale: 2.42674164e+01 - METResLong: 19.7 - METResTrans: 21.1 + METResLong: -19.7 + METResTrans: -21.1 PileupWeight: 4.60868745e+00 QCDlowRange: 3.51140997e+00 QCDhighRange: 4.09267639e-01 - QCDvarIso: 2.9 + QCDvarIso: -2.9 QCDvarElID: 1.4 QCDfitUncert: 1.1 QCDotherGen: 6.5 - QCDfitRebin: 0.1 + QCDfitRebin: -0.1 XsecZ: 0.2 XsecTop: 2.6 XsecDibos: 0.7 - BkgTtbarNorm: 2.3 - BkgMCstat: 0.6 + BkgTtbarNorm: -2.3 + BkgMCstat: -0.6 WHFmodel: 2.3 - LumiUncert: 1.79050272e+01 - UnfoldMCstat: 1.8 + LumiUncert: 2.0 + UnfoldMCstat: -1.8 UnfoldOtherGen: 13.5 - UnfoldReweight: 1.7 -- art_stat_corr_1: 2.38041421e-02 - art_stat_corr_2: 5.64438799e-02 - art_stat_corr_3: -2.77284930e-01 - art_stat_corr_4: 3.42785526e-01 - art_stat_corr_5: -4.71782006e-02 - art_stat_corr_6: -1.70399410e-01 - art_stat_corr_7: 1.33630891e-01 - art_stat_corr_8: 5.06483498e-02 - art_stat_corr_9: 1.30712710e-02 - art_stat_corr_10: 1.87442323e-03 - art_stat_corr_11: 1.35278486e-04 - art_stat_corr_12: 1.49542778e-05 - art_stat_corr_13: 1.80857698e-06 - art_stat_corr_14: -3.45208110e-07 - art_stat_corr_15: 4.93440117e-09 - art_stat_corr_16: -1.53260130e-10 + UnfoldReweight: -1.7 +- art_stat_corr_1: 2.37945148e-02 + art_stat_corr_2: 5.56663946e-02 + art_stat_corr_3: -2.77341479e-01 + art_stat_corr_4: 3.43071370e-01 + art_stat_corr_5: -4.76946085e-02 + art_stat_corr_6: -1.71103507e-01 + art_stat_corr_7: 1.31582863e-01 + art_stat_corr_8: 5.15532367e-02 + art_stat_corr_9: 1.38216945e-02 + art_stat_corr_10: 2.18589555e-03 + art_stat_corr_11: 1.53135993e-04 + art_stat_corr_12: 1.49091707e-05 + art_stat_corr_13: -1.47381865e-06 + art_stat_corr_14: 1.86193678e-07 + art_stat_corr_15: 1.45881610e-09 + art_stat_corr_16: 3.74209977e-09 JetScaleEff1: 11.1 JetScaleEff2: 1.13137085e+00 JetScaleEff3: 1.70587221e+00 @@ -603,49 +603,49 @@ bins: ElScaleR12: 1.52643375e+00 ElScaleZee: 2.31732605e+00 ElScalePS: 3.27871926e-01 - ElResolution: 0.2 + ElResolution: -0.2 ElSFReco: 1.60623784e+00 ElSFId: 4.05061724e+00 ElSFTrigger: 2.00499377e+00 ElSFIso: 9.11043358e-01 ElSFChargeMisID: 2.17944947e-02 METScale: 7.85795775e+00 - METResLong: 5.8 - METResTrans: 6.5 + METResLong: -5.8 + METResTrans: -6.5 PileupWeight: 1.07121426e+00 QCDlowRange: 9.83615779e-01 QCDhighRange: 8.17006732e-02 - QCDvarIso: 1.6 - QCDvarElID: 1.9 + QCDvarIso: -1.6 + QCDvarElID: -1.9 QCDfitUncert: 0.4 QCDotherGen: 2.0 - QCDfitRebin: 0.02 + QCDfitRebin: -0.02 XsecZ: 0.1 XsecTop: 1.7 XsecDibos: 0.3 - BkgTtbarNorm: 1.6 - BkgMCstat: 0.4 - WHFmodel: 0.2 - LumiUncert: 7.85286572e+00 - UnfoldMCstat: 1.1 + BkgTtbarNorm: -1.6 + BkgMCstat: -0.4 + WHFmodel: -0.2 + LumiUncert: 1.0 + UnfoldMCstat: -1.1 UnfoldOtherGen: 7.6 - UnfoldReweight: 0.7 -- art_stat_corr_1: 1.80188251e-02 - art_stat_corr_2: -1.93251550e-02 - art_stat_corr_3: -4.60935577e-02 - art_stat_corr_4: 2.03239465e-01 - art_stat_corr_5: -2.91370251e-01 - art_stat_corr_6: -8.89000393e-02 - art_stat_corr_7: -1.19554426e-01 - art_stat_corr_8: -8.90437069e-02 - art_stat_corr_9: -2.87342154e-02 - art_stat_corr_10: -4.82640925e-03 - art_stat_corr_11: -3.60827416e-04 - art_stat_corr_12: -4.47836298e-05 - art_stat_corr_13: -5.05042220e-06 - art_stat_corr_14: 1.03608715e-06 - art_stat_corr_15: -2.67316813e-08 - art_stat_corr_16: 6.82056257e-10 + UnfoldReweight: -0.7 +- art_stat_corr_1: 1.78855293e-02 + art_stat_corr_2: -1.93731092e-02 + art_stat_corr_3: -4.73008530e-02 + art_stat_corr_4: 2.02728173e-01 + art_stat_corr_5: -2.93360231e-01 + art_stat_corr_6: -8.81459512e-02 + art_stat_corr_7: -1.15164838e-01 + art_stat_corr_8: -8.92017578e-02 + art_stat_corr_9: -2.98183522e-02 + art_stat_corr_10: -5.43914138e-03 + art_stat_corr_11: -4.00100163e-04 + art_stat_corr_12: -4.35710097e-05 + art_stat_corr_13: 4.01745246e-06 + art_stat_corr_14: -6.00685323e-07 + art_stat_corr_15: -1.09948833e-09 + art_stat_corr_16: -5.81478136e-09 JetScaleEff1: 4.95454337e+00 JetScaleEff2: 1.00995049e+00 JetScaleEff3: 1.00995049e+00 @@ -673,49 +673,49 @@ bins: ElScaleR12: 6.53834842e-01 ElScaleZee: 0.9 ElScalePS: 1.64924225e-01 - ElResolution: 0.1 + ElResolution: -0.1 ElSFReco: 8.52936105e-01 ElSFId: 2.1 ElSFTrigger: 1.0 ElSFIso: 4.55521679e-01 ElSFChargeMisID: 9.83615779e-03 METScale: 3.0 - METResLong: 2.5 - METResTrans: 2.6 + METResLong: -2.5 + METResTrans: -2.6 PileupWeight: 5.19615242e-01 QCDlowRange: 3.31662479e-01 QCDhighRange: 4.12310563e-02 - QCDvarIso: 0.9 - QCDvarElID: 0.8 + QCDvarIso: -0.9 + QCDvarElID: -0.8 QCDfitUncert: 0.2 QCDotherGen: 0.8 - QCDfitRebin: 0.005 + QCDfitRebin: -0.005 XsecZ: 0.1 XsecTop: 1.0 XsecDibos: 0.2 - BkgTtbarNorm: 1.0 - BkgMCstat: 0.3 - WHFmodel: 0.1 - LumiUncert: 3.80263067e+00 - UnfoldMCstat: 0.8 + BkgTtbarNorm: -1.0 + BkgMCstat: -0.3 + WHFmodel: -0.1 + LumiUncert: 0.5 + UnfoldMCstat: -0.8 UnfoldOtherGen: 3.9 - UnfoldReweight: 0.3 -- art_stat_corr_1: 5.29572777e-03 - art_stat_corr_2: -1.48328684e-02 - art_stat_corr_3: 2.28945950e-02 - art_stat_corr_4: 5.59500582e-02 - art_stat_corr_5: -3.03605950e-01 - art_stat_corr_6: 2.17648052e-01 - art_stat_corr_7: -1.55336536e-02 - art_stat_corr_8: 8.02776251e-02 - art_stat_corr_9: 4.35410404e-02 - art_stat_corr_10: 8.24268178e-03 - art_stat_corr_11: 7.47318654e-04 - art_stat_corr_12: 9.01458523e-05 - art_stat_corr_13: 1.13226172e-05 - art_stat_corr_14: -2.21641265e-06 - art_stat_corr_15: 9.27326911e-08 - art_stat_corr_16: 2.99004266e-10 + UnfoldReweight: -0.3 +- art_stat_corr_1: 5.27985999e-03 + art_stat_corr_2: -1.48736855e-02 + art_stat_corr_3: 2.23558216e-02 + art_stat_corr_4: 5.62945920e-02 + art_stat_corr_5: -3.04605281e-01 + art_stat_corr_6: 2.16710464e-01 + art_stat_corr_7: -1.85421647e-02 + art_stat_corr_8: 7.81107675e-02 + art_stat_corr_9: 4.36825579e-02 + art_stat_corr_10: 8.96202789e-03 + art_stat_corr_11: 7.97026385e-04 + art_stat_corr_12: 8.50376294e-05 + art_stat_corr_13: -9.19932408e-06 + art_stat_corr_14: 1.30028118e-06 + art_stat_corr_15: 2.94599346e-08 + art_stat_corr_16: 9.47610265e-09 JetScaleEff1: 2.53063233e+00 JetScaleEff2: 8.16026960e-01 JetScaleEff3: 0.64 @@ -743,49 +743,49 @@ bins: ElScaleR12: 3.30302891e-01 ElScaleZee: 4.35057467e-01 ElScalePS: 7.39932429e-02 - ElResolution: 0.06 + ElResolution: -0.06 ElSFReco: 4.60868745e-01 ElSFId: 1.14502183e+00 ElSFTrigger: 5.70175412e-01 ElSFIso: 2.27760839e-01 ElSFChargeMisID: 3.84057287e-03 METScale: 1.38516245e+00 - METResLong: 1.1 - METResTrans: 1.27 + METResLong: -1.1 + METResTrans: -1.27 PileupWeight: 2.56320112e-01 QCDlowRange: 1.65831240e-01 QCDhighRange: 1.72356462e-02 - QCDvarIso: 0.48 - QCDvarElID: 0.4 + QCDvarIso: -0.48 + QCDvarElID: -0.4 QCDfitUncert: 0.09 QCDotherGen: 0.37 - QCDfitRebin: 0.001 + QCDfitRebin: -0.001 XsecZ: 0.03 XsecTop: 0.61 XsecDibos: 0.09 - BkgTtbarNorm: 0.61 - BkgMCstat: 0.18 - WHFmodel: 0.12 - LumiUncert: 1.94082457e+00 - UnfoldMCstat: 0.5 + BkgTtbarNorm: -0.61 + BkgMCstat: -0.18 + WHFmodel: -0.12 + LumiUncert: 0.3 + UnfoldMCstat: -0.5 UnfoldOtherGen: 1.27 - UnfoldReweight: 0.18 -- art_stat_corr_1: 3.78141991e-04 - art_stat_corr_2: -3.27240405e-03 - art_stat_corr_3: 1.39103920e-02 - art_stat_corr_4: -6.52477713e-03 - art_stat_corr_5: -9.75038776e-02 - art_stat_corr_6: 1.73282509e-01 - art_stat_corr_7: 1.77040024e-01 - art_stat_corr_8: -6.01779618e-02 - art_stat_corr_9: -5.85103710e-02 - art_stat_corr_10: -1.51367071e-02 - art_stat_corr_11: -1.43394264e-03 - art_stat_corr_12: -2.12499458e-04 - art_stat_corr_13: -2.44912746e-05 - art_stat_corr_14: 5.38604544e-06 - art_stat_corr_15: -2.04442940e-07 - art_stat_corr_16: 2.32581250e-09 + UnfoldReweight: -0.18 +- art_stat_corr_1: 3.75871593e-04 + art_stat_corr_2: -3.20861405e-03 + art_stat_corr_3: 1.36881329e-02 + art_stat_corr_4: -6.42900097e-03 + art_stat_corr_5: -9.64216467e-02 + art_stat_corr_6: 1.73787161e-01 + art_stat_corr_7: 1.79240069e-01 + art_stat_corr_8: -5.42230132e-02 + art_stat_corr_9: -5.77522116e-02 + art_stat_corr_10: -1.60294707e-02 + art_stat_corr_11: -1.52140187e-03 + art_stat_corr_12: -2.01912941e-04 + art_stat_corr_13: 1.98585590e-05 + art_stat_corr_14: -3.81103937e-06 + art_stat_corr_15: -8.09080495e-08 + art_stat_corr_16: -5.87265834e-09 JetScaleEff1: 1.37719824e+00 JetScaleEff2: 5.70175412e-01 JetScaleEff3: 3.61109402e-01 @@ -813,49 +813,49 @@ bins: ElScaleR12: 1.75142799e-01 ElScaleZee: 0.23 ElScalePS: 4.12310563e-02 - ElResolution: 0.03 + ElResolution: -0.03 ElSFReco: 2.40416306e-01 ElSFId: 6.35983490e-01 ElSFTrigger: 3.05081956e-01 ElSFIso: 1.26787223e-01 ElSFChargeMisID: 2.17944947e-03 METScale: 6.65338260e-01 - METResLong: 0.6 - METResTrans: 0.56 + METResLong: -0.6 + METResTrans: -0.56 PileupWeight: 1.33041347e-01 QCDlowRange: 9.05538514e-02 QCDhighRange: 8.55102333e-03 - QCDvarIso: 0.32 - QCDvarElID: 0.21 + QCDvarIso: -0.32 + QCDvarElID: -0.21 QCDfitUncert: 0.05 QCDotherGen: 0.2 - QCDfitRebin: 0.001 + QCDfitRebin: -0.001 XsecZ: 0.02 XsecTop: 0.36 XsecDibos: 0.05 - BkgTtbarNorm: 0.36 - BkgMCstat: 0.13 - WHFmodel: 0.1 - LumiUncert: 1.05038088e+00 - UnfoldMCstat: 0.35 + BkgTtbarNorm: -0.36 + BkgMCstat: -0.13 + WHFmodel: -0.1 + LumiUncert: 0.17 + UnfoldMCstat: -0.35 UnfoldOtherGen: 1.9 - UnfoldReweight: 0.09 -- art_stat_corr_1: -1.16952661e-04 - art_stat_corr_2: 1.27366544e-05 - art_stat_corr_3: 1.45001217e-03 - art_stat_corr_4: -5.57422206e-03 - art_stat_corr_5: 5.69114925e-03 - art_stat_corr_6: 1.67170078e-02 - art_stat_corr_7: 6.40087084e-02 - art_stat_corr_8: -1.12752379e-01 - art_stat_corr_9: 8.84307736e-02 - art_stat_corr_10: 2.46420894e-02 - art_stat_corr_11: 4.15041840e-03 - art_stat_corr_12: 5.31555827e-04 - art_stat_corr_13: 8.54358636e-05 - art_stat_corr_14: -1.68123451e-05 - art_stat_corr_15: 1.13924196e-06 - art_stat_corr_16: 7.53830821e-09 + UnfoldReweight: -0.09 +- art_stat_corr_1: -1.15823766e-04 + art_stat_corr_2: 9.61743009e-06 + art_stat_corr_3: 1.49186962e-03 + art_stat_corr_4: -5.55761400e-03 + art_stat_corr_5: 5.41136242e-03 + art_stat_corr_6: 1.79012724e-02 + art_stat_corr_7: 6.71839688e-02 + art_stat_corr_8: -1.13299615e-01 + art_stat_corr_9: 8.47437971e-02 + art_stat_corr_10: 2.58189537e-02 + art_stat_corr_11: 4.27373877e-03 + art_stat_corr_12: 4.96793344e-04 + art_stat_corr_13: -7.49313253e-05 + art_stat_corr_14: 1.31292233e-05 + art_stat_corr_15: 8.33076672e-07 + art_stat_corr_16: 1.15935478e-08 JetScaleEff1: 6.11473630e-01 JetScaleEff2: 2.95084734e-01 JetScaleEff3: 1.86212244e-01 @@ -883,49 +883,49 @@ bins: ElScaleR12: 7.53325959e-02 ElScaleZee: 0.1 ElScalePS: 1.65831240e-02 - ElResolution: 0.01 + ElResolution: -0.01 ElSFReco: 1.05237826e-01 ElSFId: 2.75090894e-01 ElSFTrigger: 1.35185058e-01 ElSFIso: 5.54526825e-02 ElSFChargeMisID: 9.83615779e-04 METScale: 2.41660919e-01 - METResLong: 0.25 - METResTrans: 0.27 + METResLong: -0.25 + METResTrans: -0.27 PileupWeight: 6.16441400e-02 QCDlowRange: 3.31662479e-02 QCDhighRange: 3.84057287e-03 - QCDvarIso: 0.14 - QCDvarElID: 0.09 + QCDvarIso: -0.14 + QCDvarElID: -0.09 QCDfitUncert: 0.02 QCDotherGen: 0.08 - QCDfitRebin: 0.0004 + QCDfitRebin: -0.0004 XsecZ: 0.01 XsecTop: 0.17 XsecDibos: 0.02 - BkgTtbarNorm: 0.17 - BkgMCstat: 0.08 + BkgTtbarNorm: -0.17 + BkgMCstat: -0.08 WHFmodel: 0.03 - LumiUncert: 4.65053760e-01 - UnfoldMCstat: 0.18 + LumiUncert: 0.08 + UnfoldMCstat: -0.18 UnfoldOtherGen: 0.42 - UnfoldReweight: 0.04 -- art_stat_corr_1: -1.61853308e-05 - art_stat_corr_2: 4.98086175e-05 - art_stat_corr_3: -1.27621124e-04 - art_stat_corr_4: -4.42847472e-04 - art_stat_corr_5: 3.64841217e-03 - art_stat_corr_6: -4.92403580e-03 - art_stat_corr_7: -3.76715805e-03 - art_stat_corr_8: -8.62506075e-03 - art_stat_corr_9: 4.23588993e-02 - art_stat_corr_10: -8.46233141e-02 - art_stat_corr_11: -1.11772276e-02 - art_stat_corr_12: -3.03154992e-03 - art_stat_corr_13: -3.63530728e-04 - art_stat_corr_14: 1.00671386e-04 - art_stat_corr_15: -5.37112398e-06 - art_stat_corr_16: 6.26335244e-08 + UnfoldReweight: -0.04 +- art_stat_corr_1: -1.64259374e-05 + art_stat_corr_2: 5.30191066e-05 + art_stat_corr_3: -1.22891895e-04 + art_stat_corr_4: -4.47167708e-04 + art_stat_corr_5: 3.59497250e-03 + art_stat_corr_6: -4.86566002e-03 + art_stat_corr_7: -3.53576266e-03 + art_stat_corr_8: -9.63651530e-03 + art_stat_corr_9: 4.40652171e-02 + art_stat_corr_10: -8.35920896e-02 + art_stat_corr_11: -1.16564604e-02 + art_stat_corr_12: -2.90926590e-03 + art_stat_corr_13: 3.08941919e-04 + art_stat_corr_14: -7.87349615e-05 + art_stat_corr_15: -2.02333728e-06 + art_stat_corr_16: 1.84260407e-08 JetScaleEff1: 2.17115177e-01 JetScaleEff2: 1.33651599e-01 JetScaleEff3: 6.53834842e-02 @@ -953,49 +953,49 @@ bins: ElScaleR12: 2.80356915e-02 ElScaleZee: 3.65068487e-02 ElScalePS: 6.55743852e-03 - ElResolution: 0.005 + ElResolution: -0.005 ElSFReco: 3.85583973e-02 ElSFId: 9.95627943e-02 ElSFTrigger: 4.80208288e-02 ElSFIso: 1.92093727e-02 ElSFChargeMisID: 3.84057287e-04 METScale: 8.49985294e-02 - METResLong: 0.088 - METResTrans: 0.097 + METResLong: -0.088 + METResTrans: -0.097 PileupWeight: 2.14242853e-02 QCDlowRange: 1.25199840e-02 QCDhighRange: 1.41421356e-03 - QCDvarIso: 0.05 - QCDvarElID: 0.034 + QCDvarIso: -0.05 + QCDvarElID: -0.034 QCDfitUncert: 0.012 QCDotherGen: 0.027 QCDfitRebin: 0.0002 XsecZ: 0.002 XsecTop: 6.45038759e-02 XsecDibos: 0.009 - BkgTtbarNorm: 0.065 - BkgMCstat: 0.044 - WHFmodel: 0.013 - LumiUncert: 1.67053884e-01 - UnfoldMCstat: 0.104 + BkgTtbarNorm: -0.065 + BkgMCstat: -0.044 + WHFmodel: -0.013 + LumiUncert: 0.029 + UnfoldMCstat: -0.104 UnfoldOtherGen: 0.148 - UnfoldReweight: 0.015 -- art_stat_corr_1: 8.13455362e-07 - art_stat_corr_2: 3.24884647e-06 - art_stat_corr_3: -2.64150251e-05 - art_stat_corr_4: 3.02569282e-05 - art_stat_corr_5: 2.42664877e-04 - art_stat_corr_6: -7.14355230e-04 - art_stat_corr_7: -1.88560372e-03 - art_stat_corr_8: 3.16979315e-03 - art_stat_corr_9: 7.05684691e-05 - art_stat_corr_10: -1.99466580e-02 - art_stat_corr_11: 5.56305737e-02 - art_stat_corr_12: 9.37982278e-03 - art_stat_corr_13: 2.22529485e-03 - art_stat_corr_14: -5.06395910e-04 - art_stat_corr_15: 4.20600216e-05 - art_stat_corr_16: -1.40924527e-07 + UnfoldReweight: -0.015 +- art_stat_corr_1: -9.10833581e-08 + art_stat_corr_2: 3.66780920e-06 + art_stat_corr_3: -2.36072639e-05 + art_stat_corr_4: 2.77759008e-05 + art_stat_corr_5: 2.50248861e-04 + art_stat_corr_6: -7.47380507e-04 + art_stat_corr_7: -1.95852724e-03 + art_stat_corr_8: 3.12571045e-03 + art_stat_corr_9: 7.09573009e-04 + art_stat_corr_10: -2.06271036e-02 + art_stat_corr_11: 5.54268355e-02 + art_stat_corr_12: 9.12828927e-03 + art_stat_corr_13: -2.03986936e-03 + art_stat_corr_14: 4.11199947e-04 + art_stat_corr_15: 2.74249178e-05 + art_stat_corr_16: 3.21801522e-07 JetScaleEff1: 8.45739322e-02 JetScaleEff2: 5.45412688e-02 JetScaleEff3: 2.71477439e-02 @@ -1023,49 +1023,49 @@ bins: ElScaleR12: 1.15217186e-02 ElScaleZee: 0.015 ElScalePS: 2.44948974e-03 - ElResolution: 0.002 + ElResolution: -0.002 ElSFReco: 1.55161206e-02 ElSFId: 4.10243830e-02 ElSFTrigger: 1.95128163e-02 ElSFIso: 8.12403840e-03 ElSFChargeMisID: 1.92028644e-04 METScale: 3.46806863e-02 - METResLong: 0.036 - METResTrans: 0.04 + METResLong: -0.036 + METResTrans: -0.04 PileupWeight: 8.76070773e-03 QCDlowRange: 5.74456265e-03 QCDhighRange: 8.98610038e-04 - QCDvarIso: 0.02 - QCDvarElID: 0.014 + QCDvarIso: -0.02 + QCDvarElID: -0.014 QCDfitUncert: 0.004 QCDotherGen: 0.013 QCDfitRebin: 3.0e-05 XsecZ: 0.0004 XsecTop: 0.025 XsecDibos: 0.004 - BkgTtbarNorm: 0.025 - BkgMCstat: 0.026 - WHFmodel: 0.016 - LumiUncert: 6.85328388e-02 - UnfoldMCstat: 0.067 + BkgTtbarNorm: -0.025 + BkgMCstat: -0.026 + WHFmodel: -0.016 + LumiUncert: 0.012 + UnfoldMCstat: -0.067 UnfoldOtherGen: 0.061 - UnfoldReweight: 0.006 -- art_stat_corr_1: 3.16148191e-07 - art_stat_corr_2: 6.99129141e-07 - art_stat_corr_3: -6.06152022e-08 - art_stat_corr_4: 4.82857489e-06 - art_stat_corr_5: -2.57390885e-05 - art_stat_corr_6: 8.53773499e-06 - art_stat_corr_7: -1.03269451e-04 - art_stat_corr_8: 5.76021022e-04 - art_stat_corr_9: -1.67651806e-03 - art_stat_corr_10: 2.07892267e-03 - art_stat_corr_11: 1.57874126e-02 - art_stat_corr_12: -3.60845921e-02 - art_stat_corr_13: -5.98418131e-03 - art_stat_corr_14: 2.31336167e-03 - art_stat_corr_15: -1.47945196e-04 - art_stat_corr_16: 2.11660204e-06 + UnfoldReweight: -0.006 +- art_stat_corr_1: 4.55293903e-07 + art_stat_corr_2: -6.74227151e-08 + art_stat_corr_3: -1.14669827e-06 + art_stat_corr_4: 7.02717033e-06 + art_stat_corr_5: -1.86614319e-05 + art_stat_corr_6: -2.89755126e-06 + art_stat_corr_7: -1.29677153e-04 + art_stat_corr_8: 6.14199893e-04 + art_stat_corr_9: -1.65254776e-03 + art_stat_corr_10: 1.68819982e-03 + art_stat_corr_11: 1.51524880e-02 + art_stat_corr_12: -3.64424058e-02 + art_stat_corr_13: 5.67496135e-03 + art_stat_corr_14: -2.04024922e-03 + art_stat_corr_15: -9.98404739e-05 + art_stat_corr_16: 2.43543426e-07 JetScaleEff1: 4.34827552e-02 JetScaleEff2: 4.04227659e-02 JetScaleEff3: 1.20830460e-02 @@ -1093,49 +1093,49 @@ bins: ElScaleR12: 0.005 ElScaleZee: 0.007 ElScalePS: 8.17006732e-04 - ElResolution: 0.001 + ElResolution: -0.001 ElSFReco: 0.007 ElSFId: 0.018 ElSFTrigger: 0.009 ElSFIso: 3.57071421e-03 ElSFChargeMisID: 9.38083152e-05 METScale: 1.56444878e-02 - METResLong: 0.016 - METResTrans: 0.018 + METResLong: -0.016 + METResTrans: -0.018 PileupWeight: 3.57071421e-03 QCDlowRange: 1.65831240e-03 QCDhighRange: 2.17944947e-04 - QCDvarIso: 0.009 - QCDvarElID: 0.006 + QCDvarIso: -0.009 + QCDvarElID: -0.006 QCDfitUncert: 0.001 QCDotherGen: 0.004 QCDfitRebin: 0.0001 XsecZ: 0.001 XsecTop: 0.011 XsecDibos: 0.002 - BkgTtbarNorm: 0.01 - BkgMCstat: 0.018 - WHFmodel: 0.009 - LumiUncert: 3.05081956e-02 - UnfoldMCstat: 0.041 + BkgTtbarNorm: -0.01 + BkgMCstat: -0.018 + WHFmodel: -0.009 + LumiUncert: 0.005 + UnfoldMCstat: -0.041 UnfoldOtherGen: 0.027 - UnfoldReweight: 0.003 -- art_stat_corr_1: 1.17924381e-07 - art_stat_corr_2: -4.32932627e-07 - art_stat_corr_3: 8.47634966e-07 - art_stat_corr_4: 1.07502975e-06 - art_stat_corr_5: -3.42259852e-06 - art_stat_corr_6: 7.90856939e-06 - art_stat_corr_7: 1.54468544e-05 - art_stat_corr_8: 2.28036482e-06 - art_stat_corr_9: -2.09993491e-04 - art_stat_corr_10: 1.03980379e-03 - art_stat_corr_11: -1.05975432e-03 - art_stat_corr_12: -1.13337976e-02 - art_stat_corr_13: 2.15846428e-02 - art_stat_corr_14: -6.92241057e-03 - art_stat_corr_15: 7.99848715e-04 - art_stat_corr_16: -3.64223907e-06 + UnfoldReweight: -0.003 +- art_stat_corr_1: 4.02428595e-07 + art_stat_corr_2: -1.99421271e-07 + art_stat_corr_3: -6.24662632e-07 + art_stat_corr_4: -9.04429588e-08 + art_stat_corr_5: -3.77498647e-06 + art_stat_corr_6: 4.95499691e-06 + art_stat_corr_7: 6.29728436e-06 + art_stat_corr_8: 2.28523936e-05 + art_stat_corr_9: -2.38185848e-04 + art_stat_corr_10: 1.00608655e-03 + art_stat_corr_11: -9.80242363e-04 + art_stat_corr_12: -1.04716101e-02 + art_stat_corr_13: -2.20994929e-02 + art_stat_corr_14: 6.68102496e-03 + art_stat_corr_15: 6.71749196e-04 + art_stat_corr_16: 5.98617549e-06 JetScaleEff1: 2.05773541e-02 JetScaleEff2: 2.64894319e-02 JetScaleEff3: 5.62849891e-03 @@ -1163,49 +1163,49 @@ bins: ElScaleR12: 2.40416306e-03 ElScaleZee: 0.0031 ElScalePS: 5.72276157e-04 - ElResolution: 0.0004 + ElResolution: -0.0004 ElSFReco: 3.25691572e-03 ElSFId: 8.50470458e-03 ElSFTrigger: 4.10243830e-03 ElSFIso: 1.62480768e-03 ElSFChargeMisID: 3.0e-05 METScale: 7.29160476e-03 - METResLong: 0.0075 - METResTrans: 0.0083 + METResLong: -0.0075 + METResTrans: -0.0083 PileupWeight: 1.84932420e-03 QCDlowRange: 9.20597632e-04 QCDhighRange: 8.18535277e-05 - QCDvarIso: 0.0043 - QCDvarElID: 0.0029 + QCDvarIso: -0.0043 + QCDvarElID: -0.0029 QCDfitUncert: 0.0004 QCDotherGen: 0.0021 - QCDfitRebin: 2.0e-05 + QCDfitRebin: -2.0e-05 XsecZ: 0.0002 XsecTop: 0.0046 XsecDibos: 0.0008 - BkgTtbarNorm: 0.0046 - BkgMCstat: 0.0095 - WHFmodel: 0.006 - LumiUncert: 1.39064733e-02 - UnfoldMCstat: 0.0291 + BkgTtbarNorm: -0.0046 + BkgMCstat: -0.0095 + WHFmodel: -0.006 + LumiUncert: 0.0021 + UnfoldMCstat: -0.0291 UnfoldOtherGen: 0.0127 - UnfoldReweight: 0.0013 -- art_stat_corr_1: 2.66914213e-07 - art_stat_corr_2: -2.21811939e-07 - art_stat_corr_3: 2.07683866e-08 - art_stat_corr_4: 1.50440505e-07 - art_stat_corr_5: 6.84405097e-08 - art_stat_corr_6: 7.26400016e-07 - art_stat_corr_7: 2.58934188e-06 - art_stat_corr_8: -8.43678388e-06 - art_stat_corr_9: 8.06669679e-06 - art_stat_corr_10: 9.10221488e-05 - art_stat_corr_11: -9.73452903e-04 - art_stat_corr_12: 6.06967015e-04 - art_stat_corr_13: 1.12246865e-02 - art_stat_corr_14: 1.47251600e-02 - art_stat_corr_15: -1.34551275e-03 - art_stat_corr_16: 3.49605741e-05 + UnfoldReweight: -0.0013 +- art_stat_corr_1: 6.11404828e-07 + art_stat_corr_2: -6.54294374e-09 + art_stat_corr_3: -1.98994997e-07 + art_stat_corr_4: -8.46087664e-07 + art_stat_corr_5: 2.07066481e-06 + art_stat_corr_6: -1.35106980e-06 + art_stat_corr_7: 3.57099140e-06 + art_stat_corr_8: -1.14748810e-05 + art_stat_corr_9: 1.02084162e-06 + art_stat_corr_10: 1.17391533e-04 + art_stat_corr_11: -8.90101054e-04 + art_stat_corr_12: 4.87044722e-04 + art_stat_corr_13: -1.05416240e-02 + art_stat_corr_14: -1.52379058e-02 + art_stat_corr_15: -1.26357048e-03 + art_stat_corr_16: 1.88140770e-05 JetScaleEff1: 1.10344914e-02 JetScaleEff2: 1.42049287e-02 JetScaleEff3: 3.01330383e-03 @@ -1233,49 +1233,49 @@ bins: ElScaleR12: 1.25199840e-03 ElScaleZee: 0.0017 ElScalePS: 3.27871926e-04 - ElResolution: 0.0002 + ElResolution: -0.0002 ElSFReco: 1.75142799e-03 ElSFId: 4.55494237e-03 ElSFTrigger: 0.0022 ElSFIso: 9.11043358e-04 ElSFChargeMisID: 2.17944947e-05 METScale: 3.92300905e-03 - METResLong: 0.004 - METResTrans: 0.0044 + METResLong: -0.004 + METResTrans: -0.0044 PileupWeight: 9.73396117e-04 QCDlowRange: 5.54526825e-04 QCDhighRange: 8.17006732e-05 - QCDvarIso: 0.0023 - QCDvarElID: 0.0015 + QCDvarIso: -0.0023 + QCDvarElID: -0.0015 QCDfitUncert: 0.0003 QCDotherGen: 0.0016 QCDfitRebin: 2.0e-05 XsecZ: 0.0001 XsecTop: 0.002 XsecDibos: 0.0005 - BkgTtbarNorm: 0.0022 - BkgMCstat: 0.0075 + BkgTtbarNorm: -0.0022 + BkgMCstat: -0.0075 WHFmodel: 0.007 - LumiUncert: 7.35306059e-03 - UnfoldMCstat: 0.021 + LumiUncert: 0.001 + UnfoldMCstat: -0.021 UnfoldOtherGen: 0.0068 - UnfoldReweight: 0.0007 -- art_stat_corr_1: 7.56237256e-08 - art_stat_corr_2: 1.29089220e-07 - art_stat_corr_3: 8.87424462e-08 - art_stat_corr_4: -3.77457446e-07 - art_stat_corr_5: 1.39773561e-08 - art_stat_corr_6: -8.30812932e-07 - art_stat_corr_7: -3.61059721e-07 - art_stat_corr_8: -1.37975712e-07 - art_stat_corr_9: 3.92849298e-06 - art_stat_corr_10: -5.12202831e-06 - art_stat_corr_11: -5.52372235e-05 - art_stat_corr_12: 4.29480960e-04 - art_stat_corr_13: -3.26641285e-04 - art_stat_corr_14: 2.67267476e-03 - art_stat_corr_15: 9.62094249e-03 - art_stat_corr_16: 5.73727673e-06 + UnfoldReweight: -0.0007 +- art_stat_corr_1: -1.24133611e-07 + art_stat_corr_2: -2.56738193e-08 + art_stat_corr_3: 9.98836299e-07 + art_stat_corr_4: 1.04245533e-06 + art_stat_corr_5: 4.48582443e-07 + art_stat_corr_6: 8.14446806e-08 + art_stat_corr_7: -8.24903661e-07 + art_stat_corr_8: 1.40618586e-06 + art_stat_corr_9: -1.10112643e-06 + art_stat_corr_10: 1.49916195e-06 + art_stat_corr_11: -5.17372592e-05 + art_stat_corr_12: 3.88012999e-04 + art_stat_corr_13: 2.22455730e-04 + art_stat_corr_14: -2.47490450e-03 + art_stat_corr_15: 9.67841677e-03 + art_stat_corr_16: 1.92536921e-05 JetScaleEff1: 4.02585395e-03 JetScaleEff2: 5.23139561e-03 JetScaleEff3: 1.10905365e-03 @@ -1303,49 +1303,49 @@ bins: ElScaleR12: 4.55521679e-04 ElScaleZee: 0.0006 ElScalePS: 8.17006732e-05 - ElResolution: 0.0001 + ElResolution: -0.0001 ElSFReco: 6.53834842e-04 ElSFId: 1.65151446e-03 ElSFTrigger: 0.0008 ElSFIso: 3.57071421e-04 ElSFChargeMisID: 9.38083152e-06 METScale: 1.40712473e-03 - METResLong: 0.0015 - METResTrans: 0.0016 + METResLong: -0.0015 + METResTrans: -0.0016 PileupWeight: 3.57071421e-04 QCDlowRange: 8.98610038e-05 QCDhighRange: 1.0e-05 - QCDvarIso: 0.0008 - QCDvarElID: 0.0006 + QCDvarIso: -0.0008 + QCDvarElID: -0.0006 QCDfitUncert: 5.0e-08 QCDotherGen: 0.0001 QCDfitRebin: 2.0e-06 XsecZ: 0.0002 XsecTop: 0.0009 XsecDibos: 0.0002 - BkgTtbarNorm: 0.0009 - BkgMCstat: 0.0032 + BkgTtbarNorm: -0.0009 + BkgMCstat: -0.0032 WHFmodel: 0.0014 - LumiUncert: 2.85087706e-03 - UnfoldMCstat: 0.0092 + LumiUncert: 0.0005 + UnfoldMCstat: -0.0092 UnfoldOtherGen: 0.0025 - UnfoldReweight: 0.0002 -- art_stat_corr_1: 1.40662424e-07 - art_stat_corr_2: -9.15457279e-08 - art_stat_corr_3: 1.08570996e-07 - art_stat_corr_4: -3.98059077e-08 - art_stat_corr_5: 5.11073076e-08 - art_stat_corr_6: -1.50522461e-07 - art_stat_corr_7: -1.65073175e-07 - art_stat_corr_8: 3.26357159e-07 - art_stat_corr_9: -1.97994875e-07 - art_stat_corr_10: -4.13772221e-07 - art_stat_corr_11: 1.62137313e-06 - art_stat_corr_12: 3.75045501e-06 - art_stat_corr_13: -8.67701442e-05 - art_stat_corr_14: -1.62644365e-04 - art_stat_corr_15: -1.42971736e-06 - art_stat_corr_16: 3.44506874e-03 + UnfoldReweight: -0.0002 +- art_stat_corr_1: 1.34403646e-07 + art_stat_corr_2: -9.06366037e-09 + art_stat_corr_3: -1.07586258e-07 + art_stat_corr_4: -1.90742983e-07 + art_stat_corr_5: 2.05713198e-07 + art_stat_corr_6: -1.67383386e-07 + art_stat_corr_7: -4.76132843e-08 + art_stat_corr_8: -4.08991071e-07 + art_stat_corr_9: -3.41385914e-07 + art_stat_corr_10: -2.93638732e-07 + art_stat_corr_11: 6.46750494e-07 + art_stat_corr_12: 1.50943179e-05 + art_stat_corr_13: 9.44540258e-05 + art_stat_corr_14: 8.54907729e-05 + art_stat_corr_15: -4.83216534e-05 + art_stat_corr_16: 3.44727516e-03 JetScaleEff1: 9.34705836e-04 JetScaleEff2: 1.20261174e-03 JetScaleEff3: 2.55880832e-04 @@ -1373,30 +1373,30 @@ bins: ElScaleR12: 1.05237826e-04 ElScaleZee: 0.00014 ElScalePS: 2.44948974e-05 - ElResolution: 2.0e-05 + ElResolution: -2.0e-05 ElSFReco: 1.50665192e-04 ElSFId: 3.90256326e-04 ElSFTrigger: 1.85135086e-04 ElSFIso: 7.53325959e-05 ElSFChargeMisID: 1.03440804e-06 METScale: 3.32716095e-04 - METResLong: 0.00034 - METResTrans: 0.00038 + METResLong: -0.00034 + METResTrans: -0.00038 PileupWeight: 8.12403840e-05 QCDlowRange: 1.0e-05 QCDhighRange: 8.24621125e-07 - QCDvarIso: 0.00019 - QCDvarElID: 0.00013 - QCDfitUncert: 3.0e-06 - QCDotherGen: 2.0e-05 - QCDfitRebin: 1.0e-08 + QCDvarIso: -0.00019 + QCDvarElID: -0.00013 + QCDfitUncert: -3.0e-06 + QCDotherGen: -2.0e-05 + QCDfitRebin: -1.0e-08 XsecZ: 6.0e-05 XsecTop: 0.00014 XsecDibos: 8.0e-05 - BkgTtbarNorm: 0.00013 - BkgMCstat: 0.00099 - WHFmodel: 0.00075 - LumiUncert: 6.50153828e-04 - UnfoldMCstat: 0.00404 + BkgTtbarNorm: -0.00013 + BkgMCstat: -0.00099 + WHFmodel: -0.00075 + LumiUncert: 0.00011 + UnfoldMCstat: -0.00404 UnfoldOtherGen: 0.00058 - UnfoldReweight: 6.0e-05 + UnfoldReweight: -6.0e-05 diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WP-PT.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WP-PT.yaml index eabff35e75..e7a3d98ce5 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WP-PT.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WP-PT.yaml @@ -230,39 +230,39 @@ definitions: QCDfitUncert: description: 'Systematic: QCDfitUncert' treatment: MULT - type: UNCORR + type: ATLASWJ42 QCDotherGen: description: 'Systematic: QCDotherGen' treatment: MULT - type: ATLASWJ42 + type: ATLASWJ43 QCDfitRebin: description: 'Systematic: QCDfitRebin' treatment: MULT - type: ATLASWJ43 + type: ATLASWJ44 XsecZ: description: 'Systematic: XsecZ' treatment: MULT - type: ATLASWJ44 + type: ATLASWJ45 XsecTop: description: 'Systematic: XsecTop' treatment: MULT - type: ATLASWJ45 + type: ATLASWJ46 XsecDibos: description: 'Systematic: XsecDibos' treatment: MULT - type: ATLASWJ46 + type: ATLASWJ47 BkgTtbarNorm: description: 'Systematic: BkgTtbarNorm' treatment: MULT - type: ATLASWJ47 + type: ATLASWJ48 BkgMCstat: description: 'Systematic: BkgMCstat' treatment: MULT - type: UNCORR + type: ATLASWJ49 WHFmodel: description: 'Systematic: WHFmodel' treatment: MULT - type: ATLASWJ48 + type: ATLASWJ50 LumiUncert: description: 'Systematic: LumiUncert' treatment: MULT @@ -274,28 +274,28 @@ definitions: UnfoldOtherGen: description: 'Systematic: UnfoldOtherGen' treatment: MULT - type: ATLASWJ49 + type: UNCORR UnfoldReweight: description: 'Systematic: UnfoldReweight' treatment: MULT - type: ATLASWJ50 + type: UNCORR bins: -- art_stat_corr_1: -1.98549813e+00 - art_stat_corr_2: -9.25079723e-02 - art_stat_corr_3: -1.88737325e-01 - art_stat_corr_4: -9.46107117e-02 - art_stat_corr_5: -5.68157564e-02 - art_stat_corr_6: -3.75945006e-02 - art_stat_corr_7: 4.94245821e-03 - art_stat_corr_8: -8.11582063e-04 - art_stat_corr_9: -1.45818415e-04 - art_stat_corr_10: -2.27037350e-05 - art_stat_corr_11: -1.32337848e-06 - art_stat_corr_12: -1.26667928e-07 - art_stat_corr_13: 5.87697050e-09 - art_stat_corr_14: -6.07661817e-09 - art_stat_corr_15: 1.43013263e-08 - art_stat_corr_16: -4.28585078e-10 +- art_stat_corr_1: -1.98542171e+00 + art_stat_corr_2: 9.56548751e-02 + art_stat_corr_3: 1.88862080e-01 + art_stat_corr_4: 9.28404853e-02 + art_stat_corr_5: 5.61228648e-02 + art_stat_corr_6: 3.85627331e-02 + art_stat_corr_7: 5.00592572e-03 + art_stat_corr_8: -7.85567390e-04 + art_stat_corr_9: -1.33589803e-04 + art_stat_corr_10: -1.79785626e-05 + art_stat_corr_11: -1.05988974e-06 + art_stat_corr_12: -1.19526188e-07 + art_stat_corr_13: 4.35508103e-08 + art_stat_corr_14: -1.05397397e-08 + art_stat_corr_15: -1.19261727e-09 + art_stat_corr_16: 2.06555333e-10 JetScaleEff1: 1.25501992e+02 JetScaleEff2: 3.15079355e+01 JetScaleEff3: 4.55521679e+00 @@ -323,7 +323,7 @@ bins: ElScaleR12: 2.0 ElScaleZee: 2.16043977e+01 ElScalePS: 0.5 - ElResolution: 3 + ElResolution: -3 ElSFReco: 5.0 ElSFId: 1.75142799e+01 ElSFTrigger: 14.0 @@ -339,33 +339,33 @@ bins: QCDvarElID: 48 QCDfitUncert: 5 QCDotherGen: 4 - QCDfitRebin: 1 + QCDfitRebin: -1 XsecZ: 6.0 XsecTop: 3.0 XsecDibos: 1.0 - BkgTtbarNorm: 2 - BkgMCstat: 2 - WHFmodel: 13 - LumiUncert: 4.80208288e+01 - UnfoldMCstat: 4 + BkgTtbarNorm: -2 + BkgMCstat: -2 + WHFmodel: -13 + LumiUncert: 4.0 + UnfoldMCstat: -4 UnfoldOtherGen: 40 UnfoldReweight: 48 -- art_stat_corr_1: -5.46130092e-01 - art_stat_corr_2: 4.20854057e-01 - art_stat_corr_3: 5.59423753e-01 - art_stat_corr_4: 3.58404009e-01 - art_stat_corr_5: 2.31855937e-01 - art_stat_corr_6: 1.69572474e-01 - art_stat_corr_7: -2.60467742e-02 - art_stat_corr_8: 4.90610013e-03 - art_stat_corr_9: 9.42616776e-04 - art_stat_corr_10: 1.55326394e-04 - art_stat_corr_11: 8.69648562e-06 - art_stat_corr_12: 8.80425856e-07 - art_stat_corr_13: 1.62284565e-08 - art_stat_corr_14: -1.25049385e-08 - art_stat_corr_15: -4.02752628e-08 - art_stat_corr_16: 2.11172552e-09 +- art_stat_corr_1: -5.46002087e-01 + art_stat_corr_2: -4.27285350e-01 + art_stat_corr_3: -5.57536453e-01 + art_stat_corr_4: -3.52843748e-01 + art_stat_corr_5: -2.29862118e-01 + art_stat_corr_6: -1.74358239e-01 + art_stat_corr_7: -2.65003448e-02 + art_stat_corr_8: 4.78636812e-03 + art_stat_corr_9: 8.72668337e-04 + art_stat_corr_10: 1.25908437e-04 + art_stat_corr_11: 7.17572327e-06 + art_stat_corr_12: 9.20534997e-07 + art_stat_corr_13: -2.11361624e-07 + art_stat_corr_14: 5.74752177e-08 + art_stat_corr_15: 1.00856463e-08 + art_stat_corr_16: 7.42301837e-10 JetScaleEff1: 2.79014337e+02 JetScaleEff2: 6.95035970e+01 JetScaleEff3: 9.52627944e+00 @@ -393,49 +393,49 @@ bins: ElScaleR12: 4.0 ElScaleZee: 5.40740233e+01 ElScalePS: 1.0 - ElResolution: 8 + ElResolution: -8 ElSFReco: 1.35185058e+01 ElSFId: 44.0 ElSFTrigger: 3.45072456e+01 ElSFIso: 10.0 ElSFChargeMisID: 2.17944947e-01 METScale: 1.02619443e+02 - METResLong: 99 - METResTrans: 95 + METResLong: -99 + METResTrans: -95 PileupWeight: 3.15713478e+01 QCDlowRange: 3.53694784e+01 QCDhighRange: 4.55521679e+00 - QCDvarIso: 4 + QCDvarIso: -4 QCDvarElID: 19 QCDfitUncert: 7 QCDotherGen: 8 - QCDfitRebin: 1 + QCDfitRebin: -1 XsecZ: 4.0 XsecTop: 5.0 XsecDibos: 2.0 - BkgTtbarNorm: 3 - BkgMCstat: 2 + BkgTtbarNorm: -3 + BkgMCstat: -2 WHFmodel: 13 - LumiUncert: 1.15034777e+02 - UnfoldMCstat: 7 + LumiUncert: 8.0 + UnfoldMCstat: -7 UnfoldOtherGen: 463 - UnfoldReweight: 29 -- art_stat_corr_1: -2.32127013e-02 - art_stat_corr_2: 8.78160776e-01 - art_stat_corr_3: 3.09818866e-01 - art_stat_corr_4: -1.72625277e-01 - art_stat_corr_5: -2.23992707e-01 - art_stat_corr_6: -2.23200218e-01 - art_stat_corr_7: 4.88640377e-02 - art_stat_corr_8: -1.10862158e-02 - art_stat_corr_9: -2.40207200e-03 - art_stat_corr_10: -4.09724989e-04 - art_stat_corr_11: -2.43367430e-05 - art_stat_corr_12: -2.23213712e-06 - art_stat_corr_13: -2.42353122e-07 - art_stat_corr_14: 2.63204302e-08 - art_stat_corr_15: 2.27500801e-08 - art_stat_corr_16: 9.52379364e-10 + UnfoldReweight: -29 +- art_stat_corr_1: -2.59558118e-02 + art_stat_corr_2: -8.80092582e-01 + art_stat_corr_3: -3.05579700e-01 + art_stat_corr_4: 1.69517565e-01 + art_stat_corr_5: 2.20631802e-01 + art_stat_corr_6: 2.26747457e-01 + art_stat_corr_7: 4.93373007e-02 + art_stat_corr_8: -1.07753162e-02 + art_stat_corr_9: -2.23453199e-03 + art_stat_corr_10: -3.37011786e-04 + art_stat_corr_11: -2.09343662e-05 + art_stat_corr_12: -2.37162477e-06 + art_stat_corr_13: 4.40014236e-07 + art_stat_corr_14: -8.99435481e-08 + art_stat_corr_15: -1.28832719e-08 + art_stat_corr_16: 4.60457365e-10 JetScaleEff1: 1.28548629e+02 JetScaleEff2: 25.0 JetScaleEff3: 2.59807621e+00 @@ -463,49 +463,49 @@ bins: ElScaleR12: 6.0 ElScaleZee: 2.70370117e+01 ElScalePS: 1.0 - ElResolution: 2 + ElResolution: -2 ElSFReco: 8.0 ElSFId: 24.0 ElSFTrigger: 18.0 ElSFIso: 6.0 ElSFChargeMisID: 1.03440804e-01 METScale: 8.25757228e+01 - METResLong: 76 - METResTrans: 76 + METResLong: -76 + METResTrans: -76 PileupWeight: 1.75142799e+01 QCDlowRange: 1.50996689e+01 QCDhighRange: 2.0 - QCDvarIso: 7 + QCDvarIso: -7 QCDvarElID: 10 QCDfitUncert: 3 QCDotherGen: 3 - QCDfitRebin: 0.3 + QCDfitRebin: -0.3 XsecZ: 0.3 XsecTop: 4.0 XsecDibos: 2.0 - BkgTtbarNorm: 3 - BkgMCstat: 1 + BkgTtbarNorm: -3 + BkgMCstat: -1 WHFmodel: 16 - LumiUncert: 6.20161269e+01 - UnfoldMCstat: 4 + LumiUncert: 5.0 + UnfoldMCstat: -4 UnfoldOtherGen: 58 - UnfoldReweight: 7 -- art_stat_corr_1: 8.37312159e-02 - art_stat_corr_2: 7.44624627e-01 - art_stat_corr_3: -6.07705503e-01 - art_stat_corr_4: -9.83901914e-02 - art_stat_corr_5: 8.48126654e-02 - art_stat_corr_6: 2.13416364e-01 - art_stat_corr_7: -7.88851286e-02 - art_stat_corr_8: 2.32654438e-02 - art_stat_corr_9: 5.62988051e-03 - art_stat_corr_10: 1.03142707e-03 - art_stat_corr_11: 6.23663052e-05 - art_stat_corr_12: 6.11287268e-06 - art_stat_corr_13: 6.69256365e-07 - art_stat_corr_14: -1.05692018e-07 - art_stat_corr_15: -1.57702078e-09 - art_stat_corr_16: -2.75770019e-09 + UnfoldReweight: -7 +- art_stat_corr_1: 8.37164657e-02 + art_stat_corr_2: -7.40666480e-01 + art_stat_corr_3: 6.12723683e-01 + art_stat_corr_4: 1.00961042e-01 + art_stat_corr_5: -8.01740596e-02 + art_stat_corr_6: -2.13197843e-01 + art_stat_corr_7: -7.97042497e-02 + art_stat_corr_8: 2.27702330e-02 + art_stat_corr_9: 5.29738728e-03 + art_stat_corr_10: 8.71305458e-04 + art_stat_corr_11: 5.44526894e-05 + art_stat_corr_12: 6.25756472e-06 + art_stat_corr_13: -8.84903348e-07 + art_stat_corr_14: 1.90042862e-07 + art_stat_corr_15: 1.09490964e-08 + art_stat_corr_16: 1.90345122e-09 JetScaleEff1: 42.0 JetScaleEff2: 4.0 JetScaleEff3: 3.57071421e+00 @@ -533,49 +533,49 @@ bins: ElScaleR12: 3.0 ElScaleZee: 9.0 ElScalePS: 0.2 - ElResolution: 1 + ElResolution: -1 ElSFReco: 4.0 ElSFId: 11.0 ElSFTrigger: 7.0 ElSFIso: 2.59807621e+00 ElSFChargeMisID: 5.17204022e-02 METScale: 3.00333148e+01 - METResLong: 23 - METResTrans: 26 + METResLong: -23 + METResTrans: -26 PileupWeight: 6.0 QCDlowRange: 4.12310563e+00 QCDhighRange: 8.29156198e-01 - QCDvarIso: 4 - QCDvarElID: 2 + QCDvarIso: -4 + QCDvarElID: -2 QCDfitUncert: 1 QCDotherGen: 1 - QCDfitRebin: 0.04 + QCDfitRebin: -0.04 XsecZ: 0.2 XsecTop: 3.0 XsecDibos: 1.0 - BkgTtbarNorm: 2 - BkgMCstat: 1 + BkgTtbarNorm: -2 + BkgMCstat: -1 WHFmodel: 8 - LumiUncert: 2.55098020e+01 - UnfoldMCstat: 2 + LumiUncert: 2.0 + UnfoldMCstat: -2 UnfoldOtherGen: 29 - UnfoldReweight: 3 -- art_stat_corr_1: 2.50600243e-02 - art_stat_corr_2: 1.68492305e-01 - art_stat_corr_3: -4.35060462e-01 - art_stat_corr_4: 4.54081860e-01 - art_stat_corr_5: 7.15182503e-02 - art_stat_corr_6: -1.82918172e-01 - art_stat_corr_7: 1.52192646e-01 - art_stat_corr_8: -5.89647083e-02 - art_stat_corr_9: -1.70328244e-02 - art_stat_corr_10: -3.29755489e-03 - art_stat_corr_11: -2.22027900e-04 - art_stat_corr_12: -2.12747037e-05 - art_stat_corr_13: -2.60819632e-06 - art_stat_corr_14: 3.69210066e-07 - art_stat_corr_15: 3.57630888e-09 - art_stat_corr_16: 8.00938753e-09 + UnfoldReweight: -3 +- art_stat_corr_1: 2.55145732e-02 + art_stat_corr_2: -1.66290402e-01 + art_stat_corr_3: 4.34534384e-01 + art_stat_corr_4: -4.55649045e-01 + art_stat_corr_5: -7.46825792e-02 + art_stat_corr_6: 1.79573386e-01 + art_stat_corr_7: 1.54332967e-01 + art_stat_corr_8: -5.78625089e-02 + art_stat_corr_9: -1.61711675e-02 + art_stat_corr_10: -2.82076836e-03 + art_stat_corr_11: -1.95618782e-04 + art_stat_corr_12: -2.12328617e-05 + art_stat_corr_13: 3.11642427e-06 + art_stat_corr_14: -6.35594969e-07 + art_stat_corr_15: 1.02852373e-08 + art_stat_corr_16: -3.41829418e-10 JetScaleEff1: 1.56514376e+01 JetScaleEff2: 1.10905365e+00 JetScaleEff3: 2.3 @@ -603,49 +603,49 @@ bins: ElScaleR12: 1.6 ElScaleZee: 3.05081956e+00 ElScalePS: 0.1 - ElResolution: 0.4 + ElResolution: -0.4 ElSFReco: 2.05121915e+00 ElSFId: 5.50181788e+00 ElSFTrigger: 2.95084734e+00 ElSFIso: 1.35185058e+00 ElSFChargeMisID: 2.17944947e-02 METScale: 9.17210445e+00 - METResLong: 6.9 - METResTrans: 7.9 + METResLong: -6.9 + METResTrans: -7.9 PileupWeight: 1.15217186e+00 QCDlowRange: 1.14455231e+00 QCDhighRange: 1.65831240e-01 - QCDvarIso: 1.5 - QCDvarElID: 3.1 + QCDvarIso: -1.5 + QCDvarElID: -3.1 QCDfitUncert: 0.4 QCDotherGen: 0.2 QCDfitRebin: 0.004 XsecZ: 0.1 XsecTop: 1.9 XsecDibos: 0.4 - BkgTtbarNorm: 1.7 - BkgMCstat: 0.5 + BkgTtbarNorm: -1.7 + BkgMCstat: -0.5 WHFmodel: 3.9 - LumiUncert: 1.14554572e+01 - UnfoldMCstat: 1.4 + LumiUncert: 1.2 + UnfoldMCstat: -1.4 UnfoldOtherGen: 18.6 - UnfoldReweight: 1.5 -- art_stat_corr_1: 2.47464666e-03 - art_stat_corr_2: -1.90402851e-02 - art_stat_corr_3: -8.78966463e-02 - art_stat_corr_4: 3.46431470e-01 - art_stat_corr_5: -2.62209409e-01 - art_stat_corr_6: -1.00171459e-01 - art_stat_corr_7: -1.65447965e-01 - art_stat_corr_8: 1.17995500e-01 - art_stat_corr_9: 4.15139667e-02 - art_stat_corr_10: 9.10299179e-03 - art_stat_corr_11: 6.47175004e-04 - art_stat_corr_12: 6.92560868e-05 - art_stat_corr_13: 8.00566104e-06 - art_stat_corr_14: -1.30342997e-06 - art_stat_corr_15: -5.92472364e-09 - art_stat_corr_16: -1.39398247e-08 + UnfoldReweight: -1.5 +- art_stat_corr_1: 2.51761439e-03 + art_stat_corr_2: 1.98165033e-02 + art_stat_corr_3: 8.58050707e-02 + art_stat_corr_4: -3.46827952e-01 + art_stat_corr_5: 2.58158877e-01 + art_stat_corr_6: 1.01902953e-01 + art_stat_corr_7: -1.71380028e-01 + art_stat_corr_8: 1.17764641e-01 + art_stat_corr_9: 4.01731969e-02 + art_stat_corr_10: 8.04717395e-03 + art_stat_corr_11: 5.82381468e-04 + art_stat_corr_12: 7.08732061e-05 + art_stat_corr_13: -9.79281907e-06 + art_stat_corr_14: 2.12651117e-06 + art_stat_corr_15: -5.60753977e-08 + art_stat_corr_16: 1.68372271e-09 JetScaleEff1: 6.65338260e+00 JetScaleEff2: 1.35185058e+00 JetScaleEff3: 1.25199840e+00 @@ -673,49 +673,49 @@ bins: ElScaleR12: 0.8 ElScaleZee: 1.30766968e+00 ElScalePS: 0.1 - ElResolution: 0.2 + ElResolution: -0.2 ElSFReco: 1.15217186e+00 ElSFId: 2.85087706e+00 ElSFTrigger: 1.45172311e+00 ElSFIso: 6.53834842e-01 ElSFChargeMisID: 1.03440804e-02 METScale: 3.00333148e+00 - METResLong: 2.6 - METResTrans: 2.7 + METResLong: -2.6 + METResTrans: -2.7 PileupWeight: 5.54526825e-01 QCDlowRange: 4.09267639e-01 QCDhighRange: 8.17006732e-02 - QCDvarIso: 0.9 - QCDvarElID: 1.0 + QCDvarIso: -0.9 + QCDvarElID: -1.0 QCDfitUncert: 0.2 QCDotherGen: 0.1 QCDfitRebin: 0.01 XsecZ: 0.1 XsecTop: 1.2 XsecDibos: 0.2 - BkgTtbarNorm: 1.1 - BkgMCstat: 0.3 + BkgTtbarNorm: -1.1 + BkgMCstat: -0.3 WHFmodel: 1.5 - LumiUncert: 5.60178543e+00 - UnfoldMCstat: 0.9 + LumiUncert: 0.7 + UnfoldMCstat: -0.9 UnfoldOtherGen: 4.3 - UnfoldReweight: 0.7 -- art_stat_corr_1: -7.88153600e-04 - art_stat_corr_2: -3.08801844e-02 - art_stat_corr_3: 2.16202779e-02 - art_stat_corr_4: 1.47961688e-01 - art_stat_corr_5: -3.98724643e-01 - art_stat_corr_6: 2.32247252e-01 - art_stat_corr_7: -1.76401036e-02 - art_stat_corr_8: -9.91815450e-02 - art_stat_corr_9: -5.83875891e-02 - art_stat_corr_10: -1.43789419e-02 - art_stat_corr_11: -1.23859781e-03 - art_stat_corr_12: -1.30942857e-04 - art_stat_corr_13: -1.74986569e-05 - art_stat_corr_14: 2.74165455e-06 - art_stat_corr_15: 6.09595778e-08 - art_stat_corr_16: 2.21608618e-08 + UnfoldReweight: -0.7 +- art_stat_corr_1: -8.03408678e-04 + art_stat_corr_2: 3.06889418e-02 + art_stat_corr_3: -2.25053233e-02 + art_stat_corr_4: -1.46579824e-01 + art_stat_corr_5: 4.00242437e-01 + art_stat_corr_6: -2.29587157e-01 + art_stat_corr_7: -1.37926731e-02 + art_stat_corr_8: -1.01904208e-01 + art_stat_corr_9: -5.84075702e-02 + art_stat_corr_10: -1.31766944e-02 + art_stat_corr_11: -1.15896269e-03 + art_stat_corr_12: -1.38265644e-04 + art_stat_corr_13: 2.11414152e-05 + art_stat_corr_14: -4.43170489e-06 + art_stat_corr_15: 1.80455595e-07 + art_stat_corr_16: 5.99134321e-10 JetScaleEff1: 3.55070416e+00 JetScaleEff2: 1.15217186e+00 JetScaleEff3: 7.79422863e-01 @@ -743,49 +743,49 @@ bins: ElScaleR12: 0.4 ElScaleZee: 0.6 ElScalePS: 0.03 - ElResolution: 0.1 + ElResolution: -0.1 ElSFReco: 0.6 ElSFId: 1.55161206e+00 ElSFTrigger: 0.8 ElSFIso: 3.57071421e-01 ElSFChargeMisID: 9.38083152e-03 METScale: 1.3 - METResLong: 0.9 - METResTrans: 1.1 + METResLong: -0.9 + METResTrans: -1.1 PileupWeight: 0.3 QCDlowRange: 1.65831240e-01 QCDhighRange: 3.27871926e-02 - QCDvarIso: 0.6 - QCDvarElID: 0.5 + QCDvarIso: -0.6 + QCDvarElID: -0.5 QCDfitUncert: 0.1 QCDotherGen: 0.1 QCDfitRebin: 0.01 XsecZ: 0.03 XsecTop: 0.7 XsecDibos: 0.1 - BkgTtbarNorm: 0.7 - BkgMCstat: 0.2 + BkgTtbarNorm: -0.7 + BkgMCstat: -0.2 WHFmodel: 0.8 - LumiUncert: 2.95084734e+00 - UnfoldMCstat: 0.6 + LumiUncert: 0.4 + UnfoldMCstat: -0.6 UnfoldOtherGen: 2.6 - UnfoldReweight: 0.4 -- art_stat_corr_1: -3.65661141e-04 - art_stat_corr_2: -8.65569703e-03 - art_stat_corr_3: 1.78735927e-02 - art_stat_corr_4: 9.00748703e-03 - art_stat_corr_5: -1.56983480e-01 - art_stat_corr_6: 1.91934276e-01 - art_stat_corr_7: 2.38615381e-01 - art_stat_corr_8: 6.59481550e-02 - art_stat_corr_9: 7.57155626e-02 - art_stat_corr_10: 2.48381034e-02 - art_stat_corr_11: 2.33097114e-03 - art_stat_corr_12: 3.06815934e-04 - art_stat_corr_13: 3.77668856e-05 - art_stat_corr_14: -7.70683209e-06 - art_stat_corr_15: -1.64036212e-07 - art_stat_corr_16: -1.36939404e-08 + UnfoldReweight: -0.4 +- art_stat_corr_1: -3.87209868e-04 + art_stat_corr_2: 8.68187011e-03 + art_stat_corr_3: -1.81399120e-02 + art_stat_corr_4: -8.86357012e-03 + art_stat_corr_5: 1.60217683e-01 + art_stat_corr_6: -1.89584752e-01 + art_stat_corr_7: 2.35803745e-01 + art_stat_corr_8: 7.35596006e-02 + art_stat_corr_9: 7.70634415e-02 + art_stat_corr_10: 2.33806806e-02 + art_stat_corr_11: 2.19424159e-03 + art_stat_corr_12: 3.22092689e-04 + art_stat_corr_13: -4.57266799e-05 + art_stat_corr_14: 1.06428903e-05 + art_stat_corr_15: -3.98033596e-07 + art_stat_corr_16: 5.67892573e-09 JetScaleEff1: 1.98126222e+00 JetScaleEff2: 7.85286572e-01 JetScaleEff3: 5.61604843e-01 @@ -813,49 +813,49 @@ bins: ElScaleR12: 2.25111084e-01 ElScaleZee: 0.32 ElScalePS: 1.65831240e-02 - ElResolution: 0.06 + ElResolution: -0.06 ElSFReco: 3.35670970e-01 ElSFId: 0.86 ElSFTrigger: 4.45056176e-01 ElSFIso: 1.90525589e-01 ElSFChargeMisID: 0.003 METScale: 5.51633937e-01 - METResLong: 0.45 - METResTrans: 0.45 + METResLong: -0.45 + METResTrans: -0.45 PileupWeight: 1.50665192e-01 QCDlowRange: 1.06301458e-01 QCDhighRange: 1.65831240e-02 - QCDvarIso: 0.3 - QCDvarElID: 0.3 + QCDvarIso: -0.3 + QCDvarElID: -0.3 QCDfitUncert: 0.06 QCDotherGen: 0.03 QCDfitRebin: 0.01 XsecZ: 0.01 XsecTop: 0.4 XsecDibos: 0.06 - BkgTtbarNorm: 0.39 - BkgMCstat: 0.14 + BkgTtbarNorm: -0.39 + BkgMCstat: -0.14 WHFmodel: 0.36 - LumiUncert: 1.60056240e+00 - UnfoldMCstat: 0.46 + LumiUncert: 0.21 + UnfoldMCstat: -0.46 UnfoldOtherGen: 1.41 - UnfoldReweight: 0.2 -- art_stat_corr_1: -3.84037556e-05 - art_stat_corr_2: -2.65318618e-04 - art_stat_corr_3: 2.37663959e-03 - art_stat_corr_4: -9.62629650e-03 - art_stat_corr_5: 1.60261186e-03 - art_stat_corr_6: 2.09957285e-02 - art_stat_corr_7: 8.94448331e-02 - art_stat_corr_8: 1.51817025e-01 - art_stat_corr_9: -1.04821490e-01 - art_stat_corr_10: -3.84969698e-02 - art_stat_corr_11: -6.27078496e-03 - art_stat_corr_12: -7.31546431e-04 - art_stat_corr_13: -1.33441500e-04 - art_stat_corr_14: 2.56730128e-05 - art_stat_corr_15: 1.51825627e-06 - art_stat_corr_16: 2.66950177e-08 + UnfoldReweight: -0.2 +- art_stat_corr_1: -3.82463633e-05 + art_stat_corr_2: 2.42918591e-04 + art_stat_corr_3: -2.31167392e-03 + art_stat_corr_4: 9.68858537e-03 + art_stat_corr_5: -1.99313094e-03 + art_stat_corr_6: -1.96235212e-02 + art_stat_corr_7: 8.52584543e-02 + art_stat_corr_8: 1.51261283e-01 + art_stat_corr_9: -1.09905334e-01 + art_stat_corr_10: -3.66859804e-02 + art_stat_corr_11: -6.08394655e-03 + art_stat_corr_12: -7.81098367e-04 + art_stat_corr_13: 1.51417046e-04 + art_stat_corr_14: -3.24003437e-05 + art_stat_corr_15: 2.09035085e-06 + art_stat_corr_16: 1.64786681e-08 JetScaleEff1: 9.25243211e-01 JetScaleEff2: 4.53541619e-01 JetScaleEff3: 2.67348088e-01 @@ -883,49 +883,49 @@ bins: ElScaleR12: 0.1 ElScaleZee: 0.15 ElScalePS: 0.01 - ElResolution: 0.03 + ElResolution: -0.03 ElSFReco: 1.55161206e-01 ElSFId: 3.95063286e-01 ElSFTrigger: 2.05121915e-01 ElSFIso: 8.52936105e-02 ElSFChargeMisID: 1.08972474e-03 METScale: 2.55880832e-01 - METResLong: 0.21 - METResTrans: 0.21 + METResLong: -0.21 + METResTrans: -0.21 PileupWeight: 0.07 QCDlowRange: 4.89897949e-02 QCDhighRange: 8.41130192e-03 - QCDvarIso: 0.14 - QCDvarElID: 0.14 + QCDvarIso: -0.14 + QCDvarElID: -0.14 QCDfitUncert: 0.03 QCDotherGen: 0.01 QCDfitRebin: 0.003 XsecZ: 0.002 XsecTop: 0.19 XsecDibos: 0.03 - BkgTtbarNorm: 0.19 - BkgMCstat: 0.08 + BkgTtbarNorm: -0.19 + BkgMCstat: -0.08 WHFmodel: 0.11 - LumiUncert: 7.35306059e-01 - UnfoldMCstat: 0.24 + LumiUncert: 0.1 + UnfoldMCstat: -0.24 UnfoldOtherGen: 0.68 - UnfoldReweight: 0.09 -- art_stat_corr_1: 2.02933021e-06 - art_stat_corr_2: 1.24085098e-04 - art_stat_corr_3: -1.14431905e-04 - art_stat_corr_4: -1.36319976e-03 - art_stat_corr_5: 5.62675756e-03 - art_stat_corr_6: -5.66525322e-03 - art_stat_corr_7: -4.95430780e-03 - art_stat_corr_8: 1.45716788e-02 - art_stat_corr_9: -6.47245900e-02 - art_stat_corr_10: 1.10115855e-01 - art_stat_corr_11: 1.62956568e-02 - art_stat_corr_12: 4.10363444e-03 - art_stat_corr_13: 5.43143848e-04 - art_stat_corr_14: -1.45837852e-04 - art_stat_corr_15: -3.74284320e-06 - art_stat_corr_16: 4.11028116e-08 + UnfoldReweight: -0.09 +- art_stat_corr_1: 9.76535268e-07 + art_stat_corr_2: -1.21827150e-04 + art_stat_corr_3: 1.22650116e-04 + art_stat_corr_4: 1.36102455e-03 + art_stat_corr_5: -5.76850772e-03 + art_stat_corr_6: 5.67446450e-03 + art_stat_corr_7: -5.27574622e-03 + art_stat_corr_8: 1.31489012e-02 + art_stat_corr_9: -6.19883840e-02 + art_stat_corr_10: 1.11921847e-01 + art_stat_corr_11: 1.56260979e-02 + art_stat_corr_12: 4.27178777e-03 + art_stat_corr_13: -6.31359205e-04 + art_stat_corr_14: 1.84094088e-04 + art_stat_corr_15: -9.58588930e-06 + art_stat_corr_16: 1.43675568e-07 JetScaleEff1: 3.30302891e-01 JetScaleEff2: 0.22 JetScaleEff3: 1.00995049e-01 @@ -953,49 +953,49 @@ bins: ElScaleR12: 0.04 ElScaleZee: 5.54526825e-02 ElScalePS: 2.59807621e-03 - ElResolution: 0.01 + ElResolution: -0.01 ElSFReco: 5.54526825e-02 ElSFId: 0.16 ElSFTrigger: 7.53325959e-02 ElSFIso: 0.03 ElSFChargeMisID: 9.38083152e-04 METScale: 9.52627944e-02 - METResLong: 0.08 - METResTrans: 0.08 + METResLong: -0.08 + METResTrans: -0.08 PileupWeight: 2.59807621e-02 QCDlowRange: 1.65831240e-02 QCDhighRange: 3.31662479e-03 - QCDvarIso: 0.05 - QCDvarElID: 0.05 + QCDvarIso: -0.05 + QCDvarElID: -0.05 QCDfitUncert: 0.01 QCDotherGen: 0.01 QCDfitRebin: 0.001 XsecZ: 0.001 XsecTop: 0.07 XsecDibos: 0.01 - BkgTtbarNorm: 0.07 - BkgMCstat: 0.06 + BkgTtbarNorm: -0.07 + BkgMCstat: -0.06 WHFmodel: 0.08 - LumiUncert: 2.75090894e-01 - UnfoldMCstat: 0.13 + LumiUncert: 0.04 + UnfoldMCstat: -0.13 UnfoldOtherGen: 0.35 - UnfoldReweight: 0.03 -- art_stat_corr_1: 1.22627324e-06 - art_stat_corr_2: 1.16192609e-05 - art_stat_corr_3: -3.24652534e-05 - art_stat_corr_4: 3.35771309e-06 - art_stat_corr_5: 4.94305532e-04 - art_stat_corr_6: -9.01675749e-04 - art_stat_corr_7: -2.73992288e-03 - art_stat_corr_8: -4.33770671e-03 - art_stat_corr_9: -2.22067976e-03 - art_stat_corr_10: 2.86109034e-02 - art_stat_corr_11: -7.55181713e-02 - art_stat_corr_12: -1.25804375e-02 - art_stat_corr_13: -3.35806844e-03 - art_stat_corr_14: 7.50236138e-04 - art_stat_corr_15: 4.76466685e-05 - art_stat_corr_16: 7.11282334e-07 + UnfoldReweight: -0.03 +- art_stat_corr_1: 1.04476827e-06 + art_stat_corr_2: -1.19348689e-05 + art_stat_corr_3: 3.67093521e-05 + art_stat_corr_4: -6.28857452e-06 + art_stat_corr_5: -4.86076754e-04 + art_stat_corr_6: 8.55713655e-04 + art_stat_corr_7: -2.63950943e-03 + art_stat_corr_8: -4.41894848e-03 + art_stat_corr_9: -1.18220721e-03 + art_stat_corr_10: 2.77028976e-02 + art_stat_corr_11: -7.58091099e-02 + art_stat_corr_12: -1.29041734e-02 + art_stat_corr_13: 3.64871064e-03 + art_stat_corr_14: -9.11288519e-04 + art_stat_corr_15: 7.29594623e-05 + art_stat_corr_16: -3.30961000e-07 JetScaleEff1: 1.52527866e-01 JetScaleEff2: 9.55026178e-02 JetScaleEff3: 4.27872645e-02 @@ -1023,49 +1023,49 @@ bins: ElScaleR12: 1.65151446e-02 ElScaleZee: 2.35106359e-02 ElScalePS: 0.001 - ElResolution: 0.004 + ElResolution: -0.004 ElSFReco: 2.45916653e-02 ElSFId: 0.067 ElSFTrigger: 3.25076914e-02 ElSFIso: 1.40712473e-02 ElSFChargeMisID: 2.17944947e-04 METScale: 4.06540281e-02 - METResLong: 0.033 - METResTrans: 0.033 + METResLong: -0.033 + METResTrans: -0.033 PileupWeight: 1.15217186e-02 QCDlowRange: 6.63324958e-03 QCDhighRange: 8.41130192e-04 - QCDvarIso: 0.022 - QCDvarElID: 0.022 + QCDvarIso: -0.022 + QCDvarElID: -0.022 QCDfitUncert: 0.005 QCDotherGen: 0.004 QCDfitRebin: 0.001 XsecZ: 0.0001 XsecTop: 0.027 XsecDibos: 0.005 - BkgTtbarNorm: 0.026 - BkgMCstat: 0.03 + BkgTtbarNorm: -0.026 + BkgMCstat: -0.03 WHFmodel: 0.017 - LumiUncert: 1.17553179e-01 - UnfoldMCstat: 0.083 + LumiUncert: 0.015 + UnfoldMCstat: -0.083 UnfoldOtherGen: 0.148 - UnfoldReweight: 0.015 -- art_stat_corr_1: 3.86344306e-07 - art_stat_corr_2: -1.55349173e-07 - art_stat_corr_3: -2.32377126e-06 - art_stat_corr_4: 1.50505973e-05 - art_stat_corr_5: -2.37404144e-05 - art_stat_corr_6: -4.56980669e-06 - art_stat_corr_7: -1.82619408e-04 - art_stat_corr_8: -9.14420119e-04 - art_stat_corr_9: 2.41453082e-03 - art_stat_corr_10: -2.13181491e-03 - art_stat_corr_11: -2.10224237e-02 - art_stat_corr_12: 4.97263385e-02 - art_stat_corr_13: 9.29098782e-03 - art_stat_corr_14: -3.57097635e-03 - art_stat_corr_15: -1.72352451e-04 - art_stat_corr_16: 5.40732346e-07 + UnfoldReweight: -0.015 +- art_stat_corr_1: 6.50343122e-07 + art_stat_corr_2: 1.57890322e-07 + art_stat_corr_3: 2.32849206e-07 + art_stat_corr_4: -1.39954492e-05 + art_stat_corr_5: 3.64873973e-05 + art_stat_corr_6: -7.87403716e-06 + art_stat_corr_7: -1.45104053e-04 + art_stat_corr_8: -8.62249823e-04 + art_stat_corr_9: 2.46100497e-03 + art_stat_corr_10: -2.68465619e-03 + art_stat_corr_11: -2.18964582e-02 + art_stat_corr_12: 4.91971317e-02 + art_stat_corr_13: -9.74369038e-03 + art_stat_corr_14: 4.01904849e-03 + art_stat_corr_15: -2.55004545e-04 + art_stat_corr_16: 4.73501064e-06 JetScaleEff1: 7.06735453e-02 JetScaleEff2: 5.74521540e-02 JetScaleEff3: 2.01990099e-02 @@ -1093,49 +1093,49 @@ bins: ElScaleR12: 7.53325959e-03 ElScaleZee: 0.011 ElScalePS: 0.001 - ElResolution: 0.002 + ElResolution: -0.002 ElSFReco: 1.15217186e-02 ElSFId: 3.15079355e-02 ElSFTrigger: 1.55161206e-02 ElSFIso: 6.53834842e-03 ElSFChargeMisID: 1.03440804e-04 METScale: 1.90525589e-02 - METResLong: 0.016 - METResTrans: 0.016 + METResLong: -0.016 + METResTrans: -0.016 PileupWeight: 5.54526825e-03 QCDlowRange: 3.31662479e-03 QCDhighRange: 8.24621125e-04 - QCDvarIso: 0.01 - QCDvarElID: 0.01 + QCDvarIso: -0.01 + QCDvarElID: -0.01 QCDfitUncert: 0.002 QCDotherGen: 0.002 QCDfitRebin: 0.0002 XsecZ: 0.0002 XsecTop: 0.011 XsecDibos: 0.002 - BkgTtbarNorm: 0.011 - BkgMCstat: 0.02 + BkgTtbarNorm: -0.011 + BkgMCstat: -0.02 WHFmodel: 0.012 - LumiUncert: 5.50181788e-02 - UnfoldMCstat: 0.058 + LumiUncert: 0.006 + UnfoldMCstat: -0.058 UnfoldOtherGen: 0.07 - UnfoldReweight: 0.007 -- art_stat_corr_1: -1.98543905e-07 - art_stat_corr_2: -4.92110729e-07 - art_stat_corr_3: -9.43633392e-07 - art_stat_corr_4: 8.15967028e-07 - art_stat_corr_5: -6.74162507e-06 - art_stat_corr_6: 6.26013840e-06 - art_stat_corr_7: 1.01691001e-05 - art_stat_corr_8: -3.95265163e-05 - art_stat_corr_9: 4.12837341e-04 - art_stat_corr_10: -1.48667435e-03 - art_stat_corr_11: 1.43432745e-03 - art_stat_corr_12: 1.63979937e-02 - art_stat_corr_13: -3.12814139e-02 - art_stat_corr_14: 1.07699356e-02 - art_stat_corr_15: 1.07125993e-03 - art_stat_corr_16: 1.23891794e-05 + UnfoldReweight: -0.007 +- art_stat_corr_1: 2.50914363e-07 + art_stat_corr_2: 7.08829439e-07 + art_stat_corr_3: -8.08250005e-07 + art_stat_corr_4: -2.17678136e-06 + art_stat_corr_5: 6.40393969e-06 + art_stat_corr_6: -1.07739641e-05 + art_stat_corr_7: 2.36426280e-05 + art_stat_corr_8: -8.18635182e-06 + art_stat_corr_9: 3.66849880e-04 + art_stat_corr_10: -1.54156800e-03 + art_stat_corr_11: 1.55115468e-03 + art_stat_corr_12: 1.76856583e-02 + art_stat_corr_13: 3.04415772e-02 + art_stat_corr_14: -1.10896220e-02 + art_stat_corr_15: 1.27679701e-03 + art_stat_corr_16: -7.79414269e-06 JetScaleEff1: 3.45651559e-02 JetScaleEff2: 3.80361670e-02 JetScaleEff3: 1.00995049e-02 @@ -1163,49 +1163,49 @@ bins: ElScaleR12: 0.004 ElScaleZee: 5.54526825e-03 ElScalePS: 2.59807621e-04 - ElResolution: 0.001 + ElResolution: -0.001 ElSFReco: 5.54526825e-03 ElSFId: 0.015 ElSFTrigger: 7.53325959e-03 ElSFIso: 0.003 ElSFChargeMisID: 5.17204022e-05 METScale: 9.52627944e-03 - METResLong: 0.008 - METResTrans: 0.008 + METResLong: -0.008 + METResTrans: -0.008 PileupWeight: 2.59807621e-03 QCDlowRange: 1.65831240e-03 QCDhighRange: 3.31662479e-04 - QCDvarIso: 0.005 - QCDvarElID: 0.005 + QCDvarIso: -0.005 + QCDvarElID: -0.005 QCDfitUncert: 0.001 QCDotherGen: 0.0003 - QCDfitRebin: 4.0e-06 + QCDfitRebin: -4.0e-06 XsecZ: 0.001 XsecTop: 0.005 XsecDibos: 0.001 - BkgTtbarNorm: 0.005 - BkgMCstat: 0.016 + BkgTtbarNorm: -0.005 + BkgMCstat: -0.016 WHFmodel: 0.014 - LumiUncert: 2.75090894e-02 - UnfoldMCstat: 0.04 - UnfoldOtherGen: 0.127 - UnfoldReweight: 0.003 -- art_stat_corr_1: 4.54205323e-07 - art_stat_corr_2: -5.33468819e-07 - art_stat_corr_3: -4.90809482e-07 - art_stat_corr_4: -1.86742897e-06 - art_stat_corr_5: 2.99572945e-06 - art_stat_corr_6: -1.77634825e-06 - art_stat_corr_7: 5.56685379e-06 - art_stat_corr_8: 1.82526699e-05 - art_stat_corr_9: 4.30337857e-06 - art_stat_corr_10: -1.88966458e-04 - art_stat_corr_11: 1.38847862e-03 - art_stat_corr_12: -3.88161235e-04 - art_stat_corr_13: -1.67291862e-02 - art_stat_corr_14: -2.23226408e-02 - art_stat_corr_15: -1.92820216e-03 - art_stat_corr_16: 3.77115623e-05 + LumiUncert: 0.003 + UnfoldMCstat: -0.04 + UnfoldOtherGen: -0.127 + UnfoldReweight: -0.003 +- art_stat_corr_1: 1.31936803e-07 + art_stat_corr_2: 4.34991951e-07 + art_stat_corr_3: 1.85999180e-07 + art_stat_corr_4: -8.11455742e-08 + art_stat_corr_5: 1.02742860e-08 + art_stat_corr_6: -1.15397923e-06 + art_stat_corr_7: 4.12967598e-06 + art_stat_corr_8: 1.39068120e-05 + art_stat_corr_9: -9.23663655e-06 + art_stat_corr_10: -1.49457422e-04 + art_stat_corr_11: 1.51969278e-03 + art_stat_corr_12: -5.26536676e-04 + art_stat_corr_13: 1.77547117e-02 + art_stat_corr_14: 2.14925510e-02 + art_stat_corr_15: -2.05576130e-03 + art_stat_corr_16: 7.04718859e-05 JetScaleEff1: 1.91970701e-02 JetScaleEff2: 2.09625261e-02 JetScaleEff3: 5.48703016e-03 @@ -1233,49 +1233,49 @@ bins: ElScaleR12: 2.10475652e-03 ElScaleZee: 3.05081956e-03 ElScalePS: 0.0001 - ElResolution: 0.0006 + ElResolution: -0.0006 ElSFReco: 3.15713478e-03 ElSFId: 0.0086 ElSFTrigger: 4.15060237e-03 ElSFIso: 1.80554701e-03 ElSFChargeMisID: 3.0e-05 METScale: 5.21727898e-03 - METResLong: 0.0043 - METResTrans: 0.0043 + METResLong: -0.0043 + METResTrans: -0.0043 PileupWeight: 1.45172311e-03 QCDlowRange: 3.27871926e-04 QCDhighRange: 0.0001 - QCDvarIso: 0.0028 - QCDvarElID: 0.0028 + QCDvarIso: -0.0028 + QCDvarElID: -0.0028 QCDfitUncert: 0.0001 QCDotherGen: 0.0001 - QCDfitRebin: 3.0e-05 + QCDfitRebin: -3.0e-05 XsecZ: 0.0001 XsecTop: 0.0026 XsecDibos: 0.0006 - BkgTtbarNorm: 0.0024 - BkgMCstat: 0.0073 + BkgTtbarNorm: -0.0024 + BkgMCstat: -0.0073 WHFmodel: 0.0063 - LumiUncert: 1.49060390e-02 - UnfoldMCstat: 0.0321 + LumiUncert: 0.0016 + UnfoldMCstat: -0.0321 UnfoldOtherGen: 0.0821 - UnfoldReweight: 0.0019 -- art_stat_corr_1: 5.57448716e-07 - art_stat_corr_2: -6.91021952e-08 - art_stat_corr_3: 1.16601301e-06 - art_stat_corr_4: 1.36135511e-06 - art_stat_corr_5: 1.10468609e-06 - art_stat_corr_6: 6.23469087e-07 - art_stat_corr_7: -1.30791200e-06 - art_stat_corr_8: -2.12361472e-06 - art_stat_corr_9: 1.46074593e-06 - art_stat_corr_10: -1.82863884e-06 - art_stat_corr_11: 8.12461407e-05 - art_stat_corr_12: -6.25264498e-04 - art_stat_corr_13: 2.07590959e-04 - art_stat_corr_14: -3.78115232e-03 - art_stat_corr_15: 1.46037884e-02 - art_stat_corr_16: 3.98040543e-05 + UnfoldReweight: -0.0019 +- art_stat_corr_1: 1.30061274e-07 + art_stat_corr_2: 7.98741208e-08 + art_stat_corr_3: -1.93687703e-07 + art_stat_corr_4: 3.58689892e-07 + art_stat_corr_5: -1.11709636e-07 + art_stat_corr_6: 1.32679720e-06 + art_stat_corr_7: -5.50196269e-07 + art_stat_corr_8: 4.03190669e-07 + art_stat_corr_9: -6.51126851e-06 + art_stat_corr_10: 8.05781043e-06 + art_stat_corr_11: 8.64437157e-05 + art_stat_corr_12: -6.98268212e-04 + art_stat_corr_13: -3.53199429e-04 + art_stat_corr_14: 4.09541540e-03 + art_stat_corr_15: 1.45126679e-02 + art_stat_corr_16: 1.15572376e-05 JetScaleEff1: 8.31925477e-03 JetScaleEff2: 9.03493221e-03 JetScaleEff3: 2.41660919e-03 @@ -1303,49 +1303,49 @@ bins: ElScaleR12: 0.0009 ElScaleZee: 0.0013 ElScalePS: 0.0001 - ElResolution: 0.0002 + ElResolution: -0.0002 ElSFReco: 1.35185058e-03 ElSFId: 0.0037 ElSFTrigger: 0.0018 ElSFIso: 7.53325959e-04 ElSFChargeMisID: 1.03440804e-05 METScale: 2.25997788e-03 - METResLong: 0.0019 - METResTrans: 0.0019 + METResLong: -0.0019 + METResTrans: -0.0019 PileupWeight: 6.53834842e-04 QCDlowRange: 2.44948974e-04 QCDhighRange: 8.24621125e-05 - QCDvarIso: 0.0012 - QCDvarElID: 0.0012 + QCDvarIso: -0.0012 + QCDvarElID: -0.0012 QCDfitUncert: 0.0001 QCDotherGen: 0.0001 QCDfitRebin: 1.0e-05 XsecZ: 4.0e-05 XsecTop: 0.0013 XsecDibos: 0.0003 - BkgTtbarNorm: 0.0009 - BkgMCstat: 0.0065 + BkgTtbarNorm: -0.0009 + BkgMCstat: -0.0065 WHFmodel: 0.0036 - LumiUncert: 6.75333251e-03 - UnfoldMCstat: 0.0147 + LumiUncert: 0.001 + UnfoldMCstat: -0.0147 UnfoldOtherGen: 0.0465 - UnfoldReweight: 0.0008 -- art_stat_corr_1: 6.11178999e-08 - art_stat_corr_2: -1.23657758e-07 - art_stat_corr_3: -2.11032261e-07 - art_stat_corr_4: -4.29000891e-07 - art_stat_corr_5: 2.85894646e-07 - art_stat_corr_6: -2.92039409e-07 - art_stat_corr_7: -8.28290227e-08 - art_stat_corr_8: 6.86679377e-07 - art_stat_corr_9: 5.79866039e-07 - art_stat_corr_10: 6.26402497e-07 - art_stat_corr_11: -1.46108234e-06 - art_stat_corr_12: -3.04624030e-05 - art_stat_corr_13: 1.68900876e-04 - art_stat_corr_14: 1.44220837e-04 - art_stat_corr_15: -8.74726146e-05 - art_stat_corr_16: 5.96514792e-03 + UnfoldReweight: -0.0008 +- art_stat_corr_1: 1.11398353e-07 + art_stat_corr_2: 3.24988255e-07 + art_stat_corr_3: -8.65289205e-08 + art_stat_corr_4: 3.89964532e-08 + art_stat_corr_5: -1.37778583e-07 + art_stat_corr_6: 2.24358749e-07 + art_stat_corr_7: -2.97882687e-07 + art_stat_corr_8: -5.74799347e-07 + art_stat_corr_9: 2.97442785e-07 + art_stat_corr_10: 7.86376700e-07 + art_stat_corr_11: -3.28327078e-06 + art_stat_corr_12: -9.19301890e-06 + art_stat_corr_13: -1.61447339e-04 + art_stat_corr_14: -2.79764316e-04 + art_stat_corr_15: -1.95739182e-06 + art_stat_corr_16: 5.96124704e-03 JetScaleEff1: 2.14015770e-03 JetScaleEff2: 2.33012339e-03 JetScaleEff3: 6.09979508e-04 @@ -1373,30 +1373,30 @@ bins: ElScaleR12: 2.35106359e-04 ElScaleZee: 3.35074619e-04 ElScalePS: 2.0e-05 - ElResolution: 6.0e-05 + ElResolution: -6.0e-05 ElSFReco: 3.55633238e-04 ElSFId: 9.55026178e-04 ElSFTrigger: 4.65053760e-04 ElSFIso: 2.00499377e-04 ElSFChargeMisID: 3.0e-06 METScale: 5.81549654e-04 - METResLong: 0.00048 - METResTrans: 0.00048 + METResLong: -0.00048 + METResTrans: -0.00048 PileupWeight: 1.60623784e-04 QCDlowRange: 4.97493719e-05 QCDhighRange: 1.65831240e-05 - QCDvarIso: 0.00032 - QCDvarElID: 0.00031 + QCDvarIso: -0.00032 + QCDvarElID: -0.00031 QCDfitUncert: 4.0e-05 QCDotherGen: 6.0e-05 - QCDfitRebin: 4.0e-06 + QCDfitRebin: -4.0e-06 XsecZ: 3.0e-05 XsecTop: 0.00027 XsecDibos: 8.0e-05 - BkgTtbarNorm: 0.0002 - BkgMCstat: 0.00184 + BkgTtbarNorm: -0.0002 + BkgMCstat: -0.00184 WHFmodel: 0.00085 - LumiUncert: 1.64054869e-03 - UnfoldMCstat: 0.00652 + LumiUncert: 0.00017 + UnfoldMCstat: -0.00652 UnfoldOtherGen: 0.01194 - UnfoldReweight: 0.00021 + UnfoldReweight: -0.00021 From c309b32b39b40d9896a5dbf3854be2f6b5c6990f Mon Sep 17 00:00:00 2001 From: achiefa Date: Wed, 4 Dec 2024 16:35:07 +0000 Subject: [PATCH 14/16] Update HepData to version 2 --- .../commondata/ATLAS_WJ_8TEV/data_WM-PT.yaml | 32 +++++++++---------- .../commondata/ATLAS_WJ_8TEV/data_WP-PT.yaml | 32 +++++++++---------- .../commondata/ATLAS_WJ_8TEV/filter_utils.py | 4 +-- .../ATLAS_WJ_8TEV/uncertainties_WM-PT.yaml | 32 +++++++++---------- .../ATLAS_WJ_8TEV/uncertainties_WP-PT.yaml | 32 +++++++++---------- 5 files changed, 66 insertions(+), 66 deletions(-) diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WM-PT.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WM-PT.yaml index d9164fa9a2..73ca4f121e 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WM-PT.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WM-PT.yaml @@ -1,17 +1,17 @@ data_central: -- 1632.4 -- 4039.45 -- 2097.5 -- 835.46 -- 364.695 -- 171.5505 -- 8.66761500e+01 -- 4.60602000e+01 -- 20.24055 -- 7.2545 -- 2.979025 -- 1.336255 -- 6.21520000e-01 -- 0.33267 -- 1.22048000e-01 -- 2.82887000e-02 +- 1631.4 +- 4037.95 +- 2096.5 +- 835.16 +- 364.545 +- 1.71450500e+02 +- 86.63615 +- 46.0402 +- 20.23555 +- 7.2515 +- 2.977525 +- 1.335755 +- 0.62122 +- 0.33252 +- 0.121998 +- 2.82787000e-02 diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WP-PT.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WP-PT.yaml index e813590ec4..576b18d49f 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WP-PT.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WP-PT.yaml @@ -1,17 +1,17 @@ data_central: -- 2346.065 -- 5666.1 -- 2971.07 -- 1214.385 -- 5.35930000e+02 -- 256.067 -- 133.581 -- 73.217 -- 3.35672500e+01 -- 12.4931 -- 5.34900000e+00 -- 2.52322 -- 1.24328500e+00 -- 0.69402 -- 3.00547000e-01 -- 7.71870000e-02 +- 2345.065 +- 5664.1 +- 2970.07 +- 1213.885 +- 5.35680000e+02 +- 255.967 +- 133.531 +- 73.187 +- 3.35522500e+01 +- 12.4881 +- 5.3465 +- 2.52222 +- 1.242785 +- 0.69372 +- 3.00397000e-01 +- 7.71570000e-02 diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter_utils.py b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter_utils.py index ba2a9b2743..d7dd1b89f4 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter_utils.py +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter_utils.py @@ -125,7 +125,7 @@ def __retrieve_table(self, table_id): logging.debug( f'Table {table_id} has not already been used or stored.' f' Storing the table...' ) - with open(f'./rawdata_v1/data{table_id}.yaml', 'r') as tab: + with open(f'./rawdata/data{table_id}.yaml', 'r') as tab: tab_dict = yaml.safe_load(tab) self.tables[str(table_id)] = tab_dict table = tab_dict @@ -184,7 +184,7 @@ def generate_data_central(self): def __build_stat_corrmat(self): ndata = self.metadata['ndata'] table_id = self.metadata['tables'][1] - with open(f'./rawdata_v1/data{table_id}.yaml', 'r') as tab: + with open(f'./rawdata/data{table_id}.yaml', 'r') as tab: stat = yaml.load(tab, yaml.Loader) matlist = [val['value'] for val in stat['dependent_variables'][0]['values']] stat_cormat = np.zeros((ndata, ndata)) diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WM-PT.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WM-PT.yaml index 60dfcba7ca..80822fe602 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WM-PT.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WM-PT.yaml @@ -346,7 +346,7 @@ bins: BkgTtbarNorm: -2 BkgMCstat: -2 WHFmodel: -4 - LumiUncert: 3.0 + LumiUncert: 3.40293991e+01 UnfoldMCstat: -4 UnfoldOtherGen: 29 UnfoldReweight: 51 @@ -416,7 +416,7 @@ bins: BkgTtbarNorm: -4 BkgMCstat: -2 WHFmodel: 21 - LumiUncert: 7.0 + LumiUncert: 8.35269418e+01 UnfoldMCstat: -6 UnfoldOtherGen: 306 UnfoldReweight: -40 @@ -486,7 +486,7 @@ bins: BkgTtbarNorm: -3 BkgMCstat: -1 WHFmodel: 11 - LumiUncert: 4.0 + LumiUncert: 4.40227214e+01 UnfoldMCstat: -3 UnfoldOtherGen: 31 UnfoldReweight: -13 @@ -556,7 +556,7 @@ bins: BkgTtbarNorm: -2.3 BkgMCstat: -0.6 WHFmodel: 2.3 - LumiUncert: 2.0 + LumiUncert: 1.79050272e+01 UnfoldMCstat: -1.8 UnfoldOtherGen: 13.5 UnfoldReweight: -1.7 @@ -626,7 +626,7 @@ bins: BkgTtbarNorm: -1.6 BkgMCstat: -0.4 WHFmodel: -0.2 - LumiUncert: 1.0 + LumiUncert: 7.85286572e+00 UnfoldMCstat: -1.1 UnfoldOtherGen: 7.6 UnfoldReweight: -0.7 @@ -696,7 +696,7 @@ bins: BkgTtbarNorm: -1.0 BkgMCstat: -0.3 WHFmodel: -0.1 - LumiUncert: 0.5 + LumiUncert: 3.80263067e+00 UnfoldMCstat: -0.8 UnfoldOtherGen: 3.9 UnfoldReweight: -0.3 @@ -766,7 +766,7 @@ bins: BkgTtbarNorm: -0.61 BkgMCstat: -0.18 WHFmodel: -0.12 - LumiUncert: 0.3 + LumiUncert: 1.94082457e+00 UnfoldMCstat: -0.5 UnfoldOtherGen: 1.27 UnfoldReweight: -0.18 @@ -836,7 +836,7 @@ bins: BkgTtbarNorm: -0.36 BkgMCstat: -0.13 WHFmodel: -0.1 - LumiUncert: 0.17 + LumiUncert: 1.05038088e+00 UnfoldMCstat: -0.35 UnfoldOtherGen: 1.9 UnfoldReweight: -0.09 @@ -906,7 +906,7 @@ bins: BkgTtbarNorm: -0.17 BkgMCstat: -0.08 WHFmodel: 0.03 - LumiUncert: 0.08 + LumiUncert: 4.65053760e-01 UnfoldMCstat: -0.18 UnfoldOtherGen: 0.42 UnfoldReweight: -0.04 @@ -976,7 +976,7 @@ bins: BkgTtbarNorm: -0.065 BkgMCstat: -0.044 WHFmodel: -0.013 - LumiUncert: 0.029 + LumiUncert: 1.67053884e-01 UnfoldMCstat: -0.104 UnfoldOtherGen: 0.148 UnfoldReweight: -0.015 @@ -1046,7 +1046,7 @@ bins: BkgTtbarNorm: -0.025 BkgMCstat: -0.026 WHFmodel: -0.016 - LumiUncert: 0.012 + LumiUncert: 6.85328388e-02 UnfoldMCstat: -0.067 UnfoldOtherGen: 0.061 UnfoldReweight: -0.006 @@ -1116,7 +1116,7 @@ bins: BkgTtbarNorm: -0.01 BkgMCstat: -0.018 WHFmodel: -0.009 - LumiUncert: 0.005 + LumiUncert: 3.05081956e-02 UnfoldMCstat: -0.041 UnfoldOtherGen: 0.027 UnfoldReweight: -0.003 @@ -1186,7 +1186,7 @@ bins: BkgTtbarNorm: -0.0046 BkgMCstat: -0.0095 WHFmodel: -0.006 - LumiUncert: 0.0021 + LumiUncert: 1.39064733e-02 UnfoldMCstat: -0.0291 UnfoldOtherGen: 0.0127 UnfoldReweight: -0.0013 @@ -1256,7 +1256,7 @@ bins: BkgTtbarNorm: -0.0022 BkgMCstat: -0.0075 WHFmodel: 0.007 - LumiUncert: 0.001 + LumiUncert: 7.35306059e-03 UnfoldMCstat: -0.021 UnfoldOtherGen: 0.0068 UnfoldReweight: -0.0007 @@ -1326,7 +1326,7 @@ bins: BkgTtbarNorm: -0.0009 BkgMCstat: -0.0032 WHFmodel: 0.0014 - LumiUncert: 0.0005 + LumiUncert: 2.85087706e-03 UnfoldMCstat: -0.0092 UnfoldOtherGen: 0.0025 UnfoldReweight: -0.0002 @@ -1396,7 +1396,7 @@ bins: BkgTtbarNorm: -0.00013 BkgMCstat: -0.00099 WHFmodel: -0.00075 - LumiUncert: 0.00011 + LumiUncert: 6.50153828e-04 UnfoldMCstat: -0.00404 UnfoldOtherGen: 0.00058 UnfoldReweight: -6.0e-05 diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WP-PT.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WP-PT.yaml index e7a3d98ce5..55e09c6819 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WP-PT.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WP-PT.yaml @@ -346,7 +346,7 @@ bins: BkgTtbarNorm: -2 BkgMCstat: -2 WHFmodel: -13 - LumiUncert: 4.0 + LumiUncert: 4.80208288e+01 UnfoldMCstat: -4 UnfoldOtherGen: 40 UnfoldReweight: 48 @@ -416,7 +416,7 @@ bins: BkgTtbarNorm: -3 BkgMCstat: -2 WHFmodel: 13 - LumiUncert: 8.0 + LumiUncert: 1.15034777e+02 UnfoldMCstat: -7 UnfoldOtherGen: 463 UnfoldReweight: -29 @@ -486,7 +486,7 @@ bins: BkgTtbarNorm: -3 BkgMCstat: -1 WHFmodel: 16 - LumiUncert: 5.0 + LumiUncert: 6.20161269e+01 UnfoldMCstat: -4 UnfoldOtherGen: 58 UnfoldReweight: -7 @@ -556,7 +556,7 @@ bins: BkgTtbarNorm: -2 BkgMCstat: -1 WHFmodel: 8 - LumiUncert: 2.0 + LumiUncert: 2.55098020e+01 UnfoldMCstat: -2 UnfoldOtherGen: 29 UnfoldReweight: -3 @@ -626,7 +626,7 @@ bins: BkgTtbarNorm: -1.7 BkgMCstat: -0.5 WHFmodel: 3.9 - LumiUncert: 1.2 + LumiUncert: 1.14554572e+01 UnfoldMCstat: -1.4 UnfoldOtherGen: 18.6 UnfoldReweight: -1.5 @@ -696,7 +696,7 @@ bins: BkgTtbarNorm: -1.1 BkgMCstat: -0.3 WHFmodel: 1.5 - LumiUncert: 0.7 + LumiUncert: 5.60178543e+00 UnfoldMCstat: -0.9 UnfoldOtherGen: 4.3 UnfoldReweight: -0.7 @@ -766,7 +766,7 @@ bins: BkgTtbarNorm: -0.7 BkgMCstat: -0.2 WHFmodel: 0.8 - LumiUncert: 0.4 + LumiUncert: 2.95084734e+00 UnfoldMCstat: -0.6 UnfoldOtherGen: 2.6 UnfoldReweight: -0.4 @@ -836,7 +836,7 @@ bins: BkgTtbarNorm: -0.39 BkgMCstat: -0.14 WHFmodel: 0.36 - LumiUncert: 0.21 + LumiUncert: 1.60056240e+00 UnfoldMCstat: -0.46 UnfoldOtherGen: 1.41 UnfoldReweight: -0.2 @@ -906,7 +906,7 @@ bins: BkgTtbarNorm: -0.19 BkgMCstat: -0.08 WHFmodel: 0.11 - LumiUncert: 0.1 + LumiUncert: 7.35306059e-01 UnfoldMCstat: -0.24 UnfoldOtherGen: 0.68 UnfoldReweight: -0.09 @@ -976,7 +976,7 @@ bins: BkgTtbarNorm: -0.07 BkgMCstat: -0.06 WHFmodel: 0.08 - LumiUncert: 0.04 + LumiUncert: 2.75090894e-01 UnfoldMCstat: -0.13 UnfoldOtherGen: 0.35 UnfoldReweight: -0.03 @@ -1046,7 +1046,7 @@ bins: BkgTtbarNorm: -0.026 BkgMCstat: -0.03 WHFmodel: 0.017 - LumiUncert: 0.015 + LumiUncert: 1.17553179e-01 UnfoldMCstat: -0.083 UnfoldOtherGen: 0.148 UnfoldReweight: -0.015 @@ -1116,7 +1116,7 @@ bins: BkgTtbarNorm: -0.011 BkgMCstat: -0.02 WHFmodel: 0.012 - LumiUncert: 0.006 + LumiUncert: 5.50181788e-02 UnfoldMCstat: -0.058 UnfoldOtherGen: 0.07 UnfoldReweight: -0.007 @@ -1186,7 +1186,7 @@ bins: BkgTtbarNorm: -0.005 BkgMCstat: -0.016 WHFmodel: 0.014 - LumiUncert: 0.003 + LumiUncert: 2.75090894e-02 UnfoldMCstat: -0.04 UnfoldOtherGen: -0.127 UnfoldReweight: -0.003 @@ -1256,7 +1256,7 @@ bins: BkgTtbarNorm: -0.0024 BkgMCstat: -0.0073 WHFmodel: 0.0063 - LumiUncert: 0.0016 + LumiUncert: 1.49060390e-02 UnfoldMCstat: -0.0321 UnfoldOtherGen: 0.0821 UnfoldReweight: -0.0019 @@ -1326,7 +1326,7 @@ bins: BkgTtbarNorm: -0.0009 BkgMCstat: -0.0065 WHFmodel: 0.0036 - LumiUncert: 0.001 + LumiUncert: 6.75333251e-03 UnfoldMCstat: -0.0147 UnfoldOtherGen: 0.0465 UnfoldReweight: -0.0008 @@ -1396,7 +1396,7 @@ bins: BkgTtbarNorm: -0.0002 BkgMCstat: -0.00184 WHFmodel: 0.00085 - LumiUncert: 0.00017 + LumiUncert: 1.64054869e-03 UnfoldMCstat: -0.00652 UnfoldOtherGen: 0.01194 UnfoldReweight: -0.00021 From 740f089f1a036ee52a117c4a229e4ca4c0bb0965 Mon Sep 17 00:00:00 2001 From: achiefa Date: Wed, 4 Dec 2024 16:35:36 +0000 Subject: [PATCH 15/16] Remove CMS variant --- .../ATLAS_WJ_8TEV/data_WM-PT_cms.yaml | 17 - .../ATLAS_WJ_8TEV/data_WP-PT_cms.yaml | 17 - .../uncertainties_WM-PT_cms.yaml | 2462 ----------------- .../uncertainties_WP-PT_cms.yaml | 2462 ----------------- 4 files changed, 4958 deletions(-) delete mode 100644 nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WM-PT_cms.yaml delete mode 100644 nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WP-PT_cms.yaml delete mode 100644 nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WM-PT_cms.yaml delete mode 100644 nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WP-PT_cms.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WM-PT_cms.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WM-PT_cms.yaml deleted file mode 100644 index c3da05daab..0000000000 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WM-PT_cms.yaml +++ /dev/null @@ -1,17 +0,0 @@ -data_central: -- 1617.0 -- 4035.5 -- 2095.0 -- 833.7 -- 3.62150000e+02 -- 171.1 -- 8.64500000e+01 -- 4.61400000e+01 -- 20.335 -- 7.26 -- 2.9775 -- 1.3185 -- 6.22300000e-01 -- 0.33345 -- 0.12235 -- 0.02835 diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WP-PT_cms.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WP-PT_cms.yaml deleted file mode 100644 index d8285522db..0000000000 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WP-PT_cms.yaml +++ /dev/null @@ -1,17 +0,0 @@ -data_central: -- 2321.0 -- 5642.0 -- 2972.0 -- 1209.5 -- 536.85 -- 258.0 -- 134.95 -- 73.52 -- 3.37150000e+01 -- 1.25950000e+01 -- 5.40050000e+00 -- 2.549 -- 1.24850000e+00 -- 0.6957 -- 0.30145 -- 0.07737 diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WM-PT_cms.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WM-PT_cms.yaml deleted file mode 100644 index d1ee8bf6b2..0000000000 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WM-PT_cms.yaml +++ /dev/null @@ -1,2462 +0,0 @@ -definitions: - art_stat_corr_1: - description: Artificial statistical uncertainty 1 - treatment: ADD - type: CORR - art_stat_corr_2: - description: Artificial statistical uncertainty 2 - treatment: ADD - type: CORR - art_stat_corr_3: - description: Artificial statistical uncertainty 3 - treatment: ADD - type: CORR - art_stat_corr_4: - description: Artificial statistical uncertainty 4 - treatment: ADD - type: CORR - art_stat_corr_5: - description: Artificial statistical uncertainty 5 - treatment: ADD - type: CORR - art_stat_corr_6: - description: Artificial statistical uncertainty 6 - treatment: ADD - type: CORR - art_stat_corr_7: - description: Artificial statistical uncertainty 7 - treatment: ADD - type: CORR - art_stat_corr_8: - description: Artificial statistical uncertainty 8 - treatment: ADD - type: CORR - art_stat_corr_9: - description: Artificial statistical uncertainty 9 - treatment: ADD - type: CORR - art_stat_corr_10: - description: Artificial statistical uncertainty 10 - treatment: ADD - type: CORR - art_stat_corr_11: - description: Artificial statistical uncertainty 11 - treatment: ADD - type: CORR - art_stat_corr_12: - description: Artificial statistical uncertainty 12 - treatment: ADD - type: CORR - art_stat_corr_13: - description: Artificial statistical uncertainty 13 - treatment: ADD - type: CORR - art_stat_corr_14: - description: Artificial statistical uncertainty 14 - treatment: ADD - type: CORR - art_stat_corr_15: - description: Artificial statistical uncertainty 15 - treatment: ADD - type: CORR - art_stat_corr_16: - description: Artificial statistical uncertainty 16 - treatment: ADD - type: CORR - JetScaleEff1_plus: - description: 'Systematic upper unc.: JetScaleEff1' - treatment: MULT - type: ATLASWJ1 - JetScaleEff1_minus: - description: 'Systematic lower unc.: JetScaleEff1' - treatment: MULT - type: ATLASWJ2 - JetScaleEff2_plus: - description: 'Systematic upper unc.: JetScaleEff2' - treatment: MULT - type: ATLASWJ3 - JetScaleEff2_minus: - description: 'Systematic lower unc.: JetScaleEff2' - treatment: MULT - type: ATLASWJ4 - JetScaleEff3_plus: - description: 'Systematic upper unc.: JetScaleEff3' - treatment: MULT - type: ATLASWJ5 - JetScaleEff3_minus: - description: 'Systematic lower unc.: JetScaleEff3' - treatment: MULT - type: ATLASWJ6 - JetScaleEff4_plus: - description: 'Systematic upper unc.: JetScaleEff4' - treatment: MULT - type: ATLASWJ7 - JetScaleEff4_minus: - description: 'Systematic lower unc.: JetScaleEff4' - treatment: MULT - type: ATLASWJ8 - JetScaleEff5_plus: - description: 'Systematic upper unc.: JetScaleEff5' - treatment: MULT - type: ATLASWJ9 - JetScaleEff5_minus: - description: 'Systematic lower unc.: JetScaleEff5' - treatment: MULT - type: ATLASWJ10 - JetScaleEff6_plus: - description: 'Systematic upper unc.: JetScaleEff6' - treatment: MULT - type: ATLASWJ11 - JetScaleEff6_minus: - description: 'Systematic lower unc.: JetScaleEff6' - treatment: MULT - type: ATLASWJ12 - JetScaleEta1_plus: - description: 'Systematic upper unc.: JetScaleEta1' - treatment: MULT - type: ATLASWJ13 - JetScaleEta1_minus: - description: 'Systematic lower unc.: JetScaleEta1' - treatment: MULT - type: ATLASWJ14 - JetScaleEta2_plus: - description: 'Systematic upper unc.: JetScaleEta2' - treatment: MULT - type: ATLASWJ15 - JetScaleEta2_minus: - description: 'Systematic lower unc.: JetScaleEta2' - treatment: MULT - type: ATLASWJ16 - JetScaleHighPt_plus: - description: 'Systematic upper unc.: JetScaleHighPt' - treatment: MULT - type: ATLASWJ17 - JetScaleHighPt_minus: - description: 'Systematic lower unc.: JetScaleHighPt' - treatment: MULT - type: ATLASWJ18 - JetScaleMC_plus: - description: 'Systematic upper unc.: JetScaleMC' - treatment: MULT - type: ATLASWJ19 - JetScaleMC_minus: - description: 'Systematic lower unc.: JetScaleMC' - treatment: MULT - type: ATLASWJ20 - JetScalePileup1_plus: - description: 'Systematic upper unc.: JetScalePileup1' - treatment: MULT - type: ATLASWJ21 - JetScalePileup1_minus: - description: 'Systematic lower unc.: JetScalePileup1' - treatment: MULT - type: ATLASWJ22 - JetScalePileup2_plus: - description: 'Systematic upper unc.: JetScalePileup2' - treatment: MULT - type: ATLASWJ23 - JetScalePileup2_minus: - description: 'Systematic lower unc.: JetScalePileup2' - treatment: MULT - type: ATLASWJ24 - JetScalePileup3_plus: - description: 'Systematic upper unc.: JetScalePileup3' - treatment: MULT - type: ATLASWJ25 - JetScalePileup3_minus: - description: 'Systematic lower unc.: JetScalePileup3' - treatment: MULT - type: ATLASWJ26 - JetScalePileup4_plus: - description: 'Systematic upper unc.: JetScalePileup4' - treatment: MULT - type: ATLASWJ27 - JetScalePileup4_minus: - description: 'Systematic lower unc.: JetScalePileup4' - treatment: MULT - type: ATLASWJ28 - JetScaleFlav1Known_plus: - description: 'Systematic upper unc.: JetScaleFlav1Known' - treatment: MULT - type: ATLASWJ29 - JetScaleFlav1Known_minus: - description: 'Systematic lower unc.: JetScaleFlav1Known' - treatment: MULT - type: ATLASWJ30 - JetScaleFlav2_plus: - description: 'Systematic upper unc.: JetScaleFlav2' - 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art_stat_corr_11: - description: Artificial statistical uncertainty 11 - treatment: ADD - type: CORR - art_stat_corr_12: - description: Artificial statistical uncertainty 12 - treatment: ADD - type: CORR - art_stat_corr_13: - description: Artificial statistical uncertainty 13 - treatment: ADD - type: CORR - art_stat_corr_14: - description: Artificial statistical uncertainty 14 - treatment: ADD - type: CORR - art_stat_corr_15: - description: Artificial statistical uncertainty 15 - treatment: ADD - type: CORR - art_stat_corr_16: - description: Artificial statistical uncertainty 16 - treatment: ADD - type: CORR - JetScaleEff1_plus: - description: 'Systematic upper unc.: JetScaleEff1' - treatment: MULT - type: ATLASWJ1 - JetScaleEff1_minus: - description: 'Systematic lower unc.: JetScaleEff1' - treatment: MULT - type: ATLASWJ2 - JetScaleEff2_plus: - description: 'Systematic upper unc.: JetScaleEff2' - treatment: MULT - type: ATLASWJ3 - JetScaleEff2_minus: - description: 'Systematic lower unc.: JetScaleEff2' - treatment: MULT - type: ATLASWJ4 - JetScaleEff3_plus: - description: 'Systematic upper unc.: JetScaleEff3' - treatment: MULT - type: ATLASWJ5 - JetScaleEff3_minus: - description: 'Systematic lower unc.: JetScaleEff3' - treatment: MULT - type: ATLASWJ6 - JetScaleEff4_plus: - description: 'Systematic upper unc.: JetScaleEff4' - treatment: MULT - type: ATLASWJ7 - JetScaleEff4_minus: - description: 'Systematic lower unc.: JetScaleEff4' - treatment: MULT - type: ATLASWJ8 - JetScaleEff5_plus: - description: 'Systematic upper unc.: JetScaleEff5' - treatment: MULT - type: ATLASWJ9 - JetScaleEff5_minus: - description: 'Systematic lower unc.: JetScaleEff5' - treatment: MULT - type: ATLASWJ10 - JetScaleEff6_plus: - description: 'Systematic upper unc.: JetScaleEff6' - treatment: MULT - type: ATLASWJ11 - JetScaleEff6_minus: - description: 'Systematic lower unc.: JetScaleEff6' - treatment: MULT - type: ATLASWJ12 - JetScaleEta1_plus: - description: 'Systematic upper unc.: JetScaleEta1' - treatment: MULT - type: ATLASWJ13 - JetScaleEta1_minus: - description: 'Systematic lower unc.: JetScaleEta1' - treatment: MULT - type: ATLASWJ14 - JetScaleEta2_plus: - description: 'Systematic upper unc.: JetScaleEta2' - treatment: MULT - type: ATLASWJ15 - JetScaleEta2_minus: - description: 'Systematic lower unc.: JetScaleEta2' - treatment: MULT - type: ATLASWJ16 - JetScaleHighPt_plus: - description: 'Systematic upper unc.: JetScaleHighPt' - treatment: MULT - type: ATLASWJ17 - JetScaleHighPt_minus: - description: 'Systematic lower unc.: JetScaleHighPt' - treatment: MULT - type: ATLASWJ18 - JetScaleMC_plus: - description: 'Systematic upper unc.: JetScaleMC' - treatment: MULT - type: ATLASWJ19 - JetScaleMC_minus: - description: 'Systematic lower unc.: JetScaleMC' - treatment: MULT - type: ATLASWJ20 - JetScalePileup1_plus: - description: 'Systematic upper unc.: JetScalePileup1' - treatment: MULT - type: ATLASWJ21 - JetScalePileup1_minus: - description: 'Systematic lower unc.: JetScalePileup1' - treatment: MULT - type: ATLASWJ22 - JetScalePileup2_plus: - description: 'Systematic upper unc.: JetScalePileup2' - treatment: MULT - type: ATLASWJ23 - JetScalePileup2_minus: - description: 'Systematic lower unc.: JetScalePileup2' - treatment: MULT - type: ATLASWJ24 - JetScalePileup3_plus: - description: 'Systematic upper unc.: JetScalePileup3' - treatment: MULT - type: ATLASWJ25 - JetScalePileup3_minus: - description: 'Systematic lower unc.: JetScalePileup3' - treatment: MULT - type: ATLASWJ26 - JetScalePileup4_plus: - description: 'Systematic upper unc.: JetScalePileup4' - treatment: MULT - type: ATLASWJ27 - JetScalePileup4_minus: - description: 'Systematic lower unc.: JetScalePileup4' - treatment: MULT - type: ATLASWJ28 - JetScaleFlav1Known_plus: - description: 'Systematic upper unc.: JetScaleFlav1Known' - treatment: MULT - type: ATLASWJ29 - JetScaleFlav1Known_minus: - description: 'Systematic lower unc.: JetScaleFlav1Known' - treatment: MULT - type: ATLASWJ30 - JetScaleFlav2_plus: - description: 'Systematic upper unc.: JetScaleFlav2' - treatment: MULT - type: ATLASWJ31 - JetScaleFlav2_minus: - description: 'Systematic lower unc.: JetScaleFlav2' - treatment: MULT - type: ATLASWJ32 - JetScaleBjet_plus: - description: 'Systematic upper unc.: JetScaleBjet' - treatment: MULT - type: ATLASWJ33 - JetScaleBjet_minus: - description: 'Systematic lower unc.: JetScaleBjet' - treatment: MULT - type: ATLASWJ34 - JetScalepunchT_plus: - description: 'Systematic upper unc.: JetScalepunchT' - treatment: MULT - type: ATLASWJ35 - JetScalepunchT_minus: - description: 'Systematic lower unc.: JetScalepunchT' - treatment: MULT - type: ATLASWJ36 - JetResolution10_plus: - description: 'Systematic upper unc.: JetResolution10' - treatment: MULT - type: ATLASWJ37 - JetResolution10_minus: - description: 'Systematic lower unc.: JetResolution10' - treatment: MULT - type: ATLASWJ38 - JetSFBeff_plus: - description: 'Systematic upper unc.: JetSFBeff' - treatment: MULT - type: ATLASWJ39 - JetSFBeff_minus: - description: 'Systematic lower unc.: JetSFBeff' - treatment: MULT - type: ATLASWJ40 - JetSFCeff_plus: - description: 'Systematic upper unc.: JetSFCeff' - treatment: MULT - type: ATLASWJ41 - JetSFCeff_minus: - description: 'Systematic lower unc.: JetSFCeff' - treatment: MULT - type: ATLASWJ42 - JetSFLmistag_plus: - description: 'Systematic upper unc.: JetSFLmistag' - treatment: MULT - type: ATLASWJ43 - JetSFLmistag_minus: - description: 'Systematic lower unc.: JetSFLmistag' - treatment: MULT - type: ATLASWJ44 - JetSFHighPt_plus: - description: 'Systematic upper unc.: JetSFHighPt' - treatment: MULT - type: ATLASWJ45 - JetSFHighPt_minus: - description: 'Systematic lower unc.: JetSFHighPt' - treatment: MULT - type: ATLASWJ46 - JetJVFcut_plus: - description: 'Systematic upper unc.: JetJVFcut' - treatment: MULT - type: ATLASWJ47 - JetJVFcut_minus: - description: 'Systematic lower unc.: JetJVFcut' - treatment: MULT - type: ATLASWJ48 - ElScaleR12_plus: - description: 'Systematic upper unc.: ElScaleR12' - treatment: MULT - type: ATLASWJ49 - ElScaleR12_minus: - description: 'Systematic lower unc.: ElScaleR12' - treatment: MULT - type: ATLASWJ50 - ElScaleZee_plus: - description: 'Systematic upper unc.: ElScaleZee' - treatment: MULT - type: ATLASWJ51 - ElScaleZee_minus: - description: 'Systematic lower unc.: ElScaleZee' - treatment: MULT - type: ATLASWJ52 - ElScalePS_plus: - description: 'Systematic upper unc.: ElScalePS' - treatment: MULT - type: ATLASWJ53 - ElScalePS_minus: - description: 'Systematic lower unc.: ElScalePS' - treatment: MULT - type: ATLASWJ54 - ElResolution_plus: - description: 'Systematic upper unc.: ElResolution' - treatment: MULT - type: ATLASWJ55 - ElResolution_minus: - description: 'Systematic lower unc.: ElResolution' - treatment: MULT - type: ATLASWJ56 - ElSFReco_plus: - description: 'Systematic upper unc.: ElSFReco' - treatment: MULT - type: ATLASWJ57 - ElSFReco_minus: - description: 'Systematic lower unc.: ElSFReco' - treatment: MULT - type: ATLASWJ58 - ElSFId_plus: - description: 'Systematic upper unc.: ElSFId' - treatment: MULT - type: ATLASWJ59 - ElSFId_minus: - description: 'Systematic lower unc.: ElSFId' - treatment: MULT - type: ATLASWJ60 - ElSFTrigger_plus: - description: 'Systematic upper unc.: ElSFTrigger' - treatment: MULT - type: ATLASWJ61 - ElSFTrigger_minus: - description: 'Systematic lower unc.: ElSFTrigger' - treatment: MULT - type: ATLASWJ62 - ElSFIso_plus: - description: 'Systematic upper unc.: ElSFIso' - treatment: MULT - type: ATLASWJ63 - ElSFIso_minus: - description: 'Systematic lower unc.: ElSFIso' - treatment: MULT - type: ATLASWJ64 - ElSFChargeMisID_plus: - description: 'Systematic upper unc.: ElSFChargeMisID' - treatment: MULT - type: ATLASWJ65 - ElSFChargeMisID_minus: - description: 'Systematic lower unc.: ElSFChargeMisID' - treatment: MULT - type: ATLASWJ66 - METScale_plus: - description: 'Systematic upper unc.: METScale' - treatment: MULT - type: ATLASWJ67 - METScale_minus: - description: 'Systematic lower unc.: METScale' - treatment: MULT - type: ATLASWJ68 - METResLong_plus: - description: 'Systematic upper unc.: METResLong' - treatment: MULT - type: ATLASWJ69 - METResLong_minus: - description: 'Systematic lower unc.: METResLong' - treatment: MULT - type: ATLASWJ70 - METResTrans_plus: - description: 'Systematic upper unc.: METResTrans' - treatment: MULT - type: ATLASWJ71 - METResTrans_minus: - description: 'Systematic lower unc.: METResTrans' - treatment: MULT - type: ATLASWJ72 - PileupWeight_plus: - description: 'Systematic upper unc.: PileupWeight' - treatment: MULT - type: ATLASWJ73 - PileupWeight_minus: - description: 'Systematic lower unc.: PileupWeight' - treatment: MULT - type: ATLASWJ74 - QCDlowRange_plus: - description: 'Systematic upper unc.: QCDlowRange' - treatment: MULT - type: ATLASWJ75 - QCDlowRange_minus: - description: 'Systematic lower unc.: QCDlowRange' - treatment: MULT - type: ATLASWJ76 - QCDhighRange_plus: - description: 'Systematic upper unc.: QCDhighRange' - treatment: MULT - type: ATLASWJ77 - QCDhighRange_minus: - description: 'Systematic lower unc.: QCDhighRange' - treatment: MULT - type: ATLASWJ78 - QCDvarIso_plus: - description: 'Systematic upper unc.: QCDvarIso' - treatment: MULT - type: ATLASWJ79 - QCDvarIso_minus: - description: 'Systematic lower unc.: QCDvarIso' - treatment: MULT - type: ATLASWJ80 - QCDvarElID_plus: - description: 'Systematic upper unc.: QCDvarElID' - treatment: MULT - type: ATLASWJ81 - QCDvarElID_minus: - description: 'Systematic lower unc.: QCDvarElID' - treatment: MULT - type: ATLASWJ82 - QCDfitUncert_plus: - description: 'Systematic upper unc.: QCDfitUncert' - treatment: MULT - type: UNCORR - QCDfitUncert_minus: - description: 'Systematic lower unc.: QCDfitUncert' - treatment: MULT - type: UNCORR - QCDotherGen_plus: - description: 'Systematic upper unc.: QCDotherGen' - treatment: MULT - type: ATLASWJ83 - QCDotherGen_minus: - description: 'Systematic lower unc.: QCDotherGen' - treatment: MULT - type: ATLASWJ84 - QCDfitRebin_plus: - description: 'Systematic upper unc.: QCDfitRebin' - treatment: MULT - type: ATLASWJ85 - QCDfitRebin_minus: - description: 'Systematic lower unc.: QCDfitRebin' - treatment: MULT - type: ATLASWJ86 - XsecZ_plus: - description: 'Systematic upper unc.: XsecZ' - treatment: MULT - type: ATLASWJ87 - XsecZ_minus: - description: 'Systematic lower unc.: XsecZ' - treatment: MULT - type: ATLASWJ88 - XsecTop_plus: - description: 'Systematic upper unc.: XsecTop' - treatment: MULT - type: ATLASWJ89 - XsecTop_minus: - description: 'Systematic lower unc.: XsecTop' - treatment: MULT - type: ATLASWJ90 - XsecDibos_plus: - description: 'Systematic upper unc.: XsecDibos' - treatment: MULT - type: ATLASWJ91 - XsecDibos_minus: - description: 'Systematic lower unc.: XsecDibos' - treatment: MULT - type: ATLASWJ92 - BkgTtbarNorm_plus: - description: 'Systematic upper unc.: BkgTtbarNorm' - treatment: MULT - type: ATLASWJ93 - BkgTtbarNorm_minus: - description: 'Systematic lower unc.: BkgTtbarNorm' - treatment: MULT - type: ATLASWJ94 - BkgMCstat_plus: - description: 'Systematic upper unc.: BkgMCstat' - treatment: MULT - type: UNCORR - BkgMCstat_minus: - description: 'Systematic lower unc.: BkgMCstat' - treatment: MULT - type: UNCORR - WHFmodel_plus: - description: 'Systematic upper unc.: WHFmodel' - treatment: MULT - type: ATLASWJ95 - WHFmodel_minus: - description: 'Systematic lower unc.: WHFmodel' - treatment: MULT - type: ATLASWJ96 - LumiUncert: - description: 'Systematic: LumiUncert' - treatment: MULT - type: ATLASLUMI12 - UnfoldMCstat_plus: - description: 'Systematic upper unc.: UnfoldMCstat' - treatment: MULT - type: UNCORR - UnfoldMCstat_minus: - description: 'Systematic lower unc.: UnfoldMCstat' - treatment: MULT - type: UNCORR - UnfoldOtherGen_plus: - description: 'Systematic upper unc.: UnfoldOtherGen' - treatment: MULT - type: ATLASWJ97 - UnfoldOtherGen_minus: - description: 'Systematic lower unc.: UnfoldOtherGen' - treatment: MULT - type: ATLASWJ98 - UnfoldReweight_plus: - description: 'Systematic upper unc.: UnfoldReweight' - treatment: MULT - type: ATLASWJ99 - UnfoldReweight_minus: - description: 'Systematic lower unc.: UnfoldReweight' - treatment: MULT - type: ATLASWJ100 -bins: -- art_stat_corr_1: -1.98549813e+00 - art_stat_corr_2: -9.25079723e-02 - art_stat_corr_3: -1.88737325e-01 - art_stat_corr_4: -9.46107117e-02 - art_stat_corr_5: -5.68157564e-02 - art_stat_corr_6: -3.75945006e-02 - art_stat_corr_7: 4.94245821e-03 - art_stat_corr_8: -8.11582063e-04 - art_stat_corr_9: -1.45818415e-04 - art_stat_corr_10: -2.27037350e-05 - art_stat_corr_11: -1.32337848e-06 - art_stat_corr_12: -1.26667928e-07 - art_stat_corr_13: 5.87697050e-09 - art_stat_corr_14: -6.07661817e-09 - art_stat_corr_15: 1.43013263e-08 - art_stat_corr_16: -4.28585078e-10 - JetScaleEff1_plus: 126 - JetScaleEff1_minus: -125 - JetScaleEff2_plus: 32 - JetScaleEff2_minus: -31 - JetScaleEff3_plus: 5 - JetScaleEff3_minus: -4 - JetScaleEff4_plus: 0.4 - JetScaleEff4_minus: 0.2 - JetScaleEff5_plus: 6 - JetScaleEff5_minus: -4 - JetScaleEff6_plus: 8 - JetScaleEff6_minus: -7 - JetScaleEta1_plus: 67 - JetScaleEta1_minus: -64 - JetScaleEta2_plus: 33 - JetScaleEta2_minus: -31 - 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JetScaleEta1_minus: -136 - JetScaleEta2_plus: 71 - JetScaleEta2_minus: -69 - JetScaleHighPt_plus: 1 - JetScaleHighPt_minus: 0.4 - JetScaleMC_plus: 1 - JetScaleMC_minus: 1 - JetScalePileup1_plus: 8 - JetScalePileup1_minus: -4 - JetScalePileup2_plus: 38 - JetScalePileup2_minus: -30 - JetScalePileup3_plus: 8 - JetScalePileup3_minus: -7 - JetScalePileup4_plus: 183 - JetScalePileup4_minus: -185 - JetScaleFlav1Known_plus: 56 - JetScaleFlav1Known_minus: -56 - JetScaleFlav2_plus: 222 - JetScaleFlav2_minus: -223 - JetScaleBjet_plus: 1 - JetScaleBjet_minus: 1 - JetScalepunchT_plus: 1 - JetScalepunchT_minus: 0.5 - JetResolution10_plus: 1 - JetResolution10_minus: 0.5 - JetSFBeff_plus: 11 - JetSFBeff_minus: -10 - JetSFCeff_plus: 9 - JetSFCeff_minus: -7 - JetSFLmistag_plus: 9 - JetSFLmistag_minus: -8 - JetSFHighPt_plus: 1 - JetSFHighPt_minus: 1 - JetJVFcut_plus: 31 - JetJVFcut_minus: -47 - ElScaleR12_plus: 4 - ElScaleR12_minus: -4 - ElScaleZee_plus: 52 - ElScaleZee_minus: -56 - ElScalePS_plus: 1 - ElScalePS_minus: -1 - ElResolution_plus: 1 - ElResolution_minus: -1 - ElSFReco_plus: 14 - ElSFReco_minus: -13 - ElSFId_plus: 44 - ElSFId_minus: -44 - ElSFTrigger_plus: 34 - ElSFTrigger_minus: -35 - ElSFIso_plus: 10 - ElSFIso_minus: -10 - ElSFChargeMisID_plus: 0.2 - ElSFChargeMisID_minus: 0.1 - METScale_plus: 99 - METScale_minus: -106 - METResLong_plus: 99 - METResLong_minus: -106 - METResTrans_plus: 99 - METResTrans_minus: -106 - PileupWeight_plus: 33 - PileupWeight_minus: -30 - QCDlowRange_plus: 42 - QCDlowRange_minus: -4 - QCDhighRange_plus: 4 - QCDhighRange_minus: -5 - QCDvarIso_plus: 4 - QCDvarIso_minus: -5 - QCDvarElID_plus: 4 - QCDvarElID_minus: -5 - QCDfitUncert_plus: 4 - QCDfitUncert_minus: -5 - QCDotherGen_plus: 4 - QCDotherGen_minus: -5 - QCDfitRebin_plus: 4 - QCDfitRebin_minus: -5 - XsecZ_plus: 4 - XsecZ_minus: -4 - XsecTop_plus: 5 - XsecTop_minus: -5 - XsecDibos_plus: 2 - XsecDibos_minus: -2 - BkgTtbarNorm_plus: 2 - BkgTtbarNorm_minus: -2 - BkgMCstat_plus: 2 - BkgMCstat_minus: -2 - WHFmodel_plus: 2 - 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UnfoldMCstat_minus: -0.00167 - UnfoldOtherGen_plus: 0.00161 - UnfoldOtherGen_minus: -0.00167 - UnfoldReweight_plus: 0.00161 - UnfoldReweight_minus: -0.00167 From c3756f16e9c03542e687cba84c141005517a4948 Mon Sep 17 00:00:00 2001 From: achiefa Date: Wed, 4 Dec 2024 16:38:53 +0000 Subject: [PATCH 16/16] Remove CMS prescription from metadata --- .../commondata/ATLAS_WJ_8TEV/metadata.yaml | 16 ++++++++-------- 1 file changed, 8 insertions(+), 8 deletions(-) diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml index 6d1c9b08af..6cd7bf5af6 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml @@ -47,10 +47,10 @@ implemented_observables: data_central: data_WM-PT.yaml data_uncertainties: [uncertainties_WM-PT.yaml] variants: - CMS_prescription: - data_uncertainties: - - uncertainties_WM-PT_cms.yaml - data_central: data_WM-PT_cms.yaml + #CMS_prescription: + # data_uncertainties: + # - uncertainties_WM-PT_cms.yaml + # data_central: data_WM-PT_cms.yaml legacy: # Corresponds to CMS prescription data_uncertainties: @@ -102,10 +102,10 @@ implemented_observables: data_central: data_WP-PT.yaml data_uncertainties: [uncertainties_WP-PT.yaml] variants: - CMS_prescription: - data_uncertainties: - - uncertainties_WP-PT_cms.yaml - data_central: data_WP-PT_cms.yaml + #CMS_prescription: + # data_uncertainties: + # - uncertainties_WP-PT_cms.yaml + # data_central: data_WP-PT_cms.yaml legacy: # Corresponds to CMS prescription data_uncertainties: