diff --git a/.github/workflows/pytorch_test.yml b/.github/workflows/pytorch_test.yml new file mode 100644 index 0000000000..1621159b4c --- /dev/null +++ b/.github/workflows/pytorch_test.yml @@ -0,0 +1,25 @@ +name: Test pytorch + +on: [push] + +jobs: + run_pytorch: + runs-on: ubuntu-latest + env: + KERAS_BACKEND: torch + steps: + - uses: actions/checkout@v4 + - uses: actions/setup-python@v5 + with: + python-version: "3.12" + - name: Install nnpdf without LHAPDF + shell: bash -l {0} + run: | + pip install .[nolha,torch] + # Since there is no LHAPDF in the system, initialize the folder and download pdfsets.index + lhapdf-management update --init + - name: Test we can run one runcard + shell: bash -l {0} + run: | + cd n3fit/runcards/examples + n3fit Basic_runcard.yml 4 diff --git a/.github/workflows/tests.yml b/.github/workflows/tests.yml index e719ff4423..315f95e674 100644 --- a/.github/workflows/tests.yml +++ b/.github/workflows/tests.yml @@ -12,7 +12,7 @@ jobs: strategy: matrix: os: [ubuntu-latest, macos-14] - python-version: ["3.10"] # We need an older python version to avoid conflict with the pymongo pin + python-version: ["3.12"] fail-fast: false runs-on: ${{ matrix.os }} env: diff --git a/conda-recipe/meta.yaml b/conda-recipe/meta.yaml index f88f3e7a0a..6f7432a8b8 100644 --- a/conda-recipe/meta.yaml +++ b/conda-recipe/meta.yaml @@ -19,8 +19,9 @@ requirements: - pip run: - python >=3.9,<3.13 - - tensorflow >=2.10,<2.17 # 2.17 works ok but the conda-forge package for macos doesn't - - psutil + - tensorflow >=2.17 + - keras >=3.1 + - psutil # to ensure n3fit affinity is with the right processors - hyperopt - mongodb - pymongo <4 @@ -44,7 +45,7 @@ requirements: - joblib - sphinx_rtd_theme >0.5 - sphinxcontrib-bibtex - - ruamel.yaml <0.18 + - ruamel.yaml >=0.15 test: requires: diff --git a/doc/sphinx/source/get-started/nnpdfmodules.rst b/doc/sphinx/source/get-started/nnpdfmodules.rst index 054fefaa53..0643b43570 100644 --- a/doc/sphinx/source/get-started/nnpdfmodules.rst +++ b/doc/sphinx/source/get-started/nnpdfmodules.rst @@ -14,7 +14,7 @@ for an NNPDF fit is displayed in the figure below. The :ref:`n3fit ` fitting code -------------------------------------------------------------------------------- This module implements the core fitting methodology as implemented through -the ``TensorFlow`` framework. The ``n3fit`` library allows +the ``Keras`` framework. The ``n3fit`` library allows for a flexible specification of the neural network model adopted to parametrise the PDFs, whose settings can be selected automatically via the built-in :ref:`hyperoptimization algorithm `. These diff --git a/doc/sphinx/source/n3fit/index.rst b/doc/sphinx/source/n3fit/index.rst index 5d5705ba97..3225fa529a 100644 --- a/doc/sphinx/source/n3fit/index.rst +++ b/doc/sphinx/source/n3fit/index.rst @@ -6,8 +6,7 @@ Fitting code: ``n3fit`` - ``n3fit`` is the next generation fitting code for NNPDF developed by the N3PDF team :cite:p:`Carrazza:2019mzf` - ``n3fit`` is responsible for fitting PDFs from NNPDF4.0 onwards. -- The code is implemented in python using `Tensorflow `_ - and `Keras `_. +- The code is implemented in python using `Keras `_ and can run with `Tensorflow `_ (default) or `pytorch `_ (with the environment variable ``KERAS_BACKEND=torch``). - The sections below are an overview of the ``n3fit`` design. diff --git a/doc/sphinx/source/n3fit/methodology.rst b/doc/sphinx/source/n3fit/methodology.rst index 8380d5526d..f460af5967 100644 --- a/doc/sphinx/source/n3fit/methodology.rst +++ b/doc/sphinx/source/n3fit/methodology.rst @@ -8,8 +8,8 @@ different in comparison to the latest NNPDF (i.e. `NNPDF3.1 `_. .. note:: @@ -90,7 +90,7 @@ random numbers used in training-validation, ``nnseed`` for the neural network in Neural network architecture --------------------------- -The main advantage of using a modern deep learning backend such as Keras/Tensorflow consists in the +The main advantage of using a modern deep learning backend such as Keras consists in the possibility to change the neural network architecture quickly as the developer is not forced to fine tune the code in order to achieve efficient memory management and PDF convolution performance. @@ -132,41 +132,36 @@ See the `Keras documentation `_. +It is possible to inspect the ``n3fit`` code using `TensorBoard `_ when running with the tensorflow backend. In order to enable the TensorBoard callback in ``n3fit`` it is enough with adding the following options in the runcard: @@ -333,7 +333,7 @@ top-level option: parallel_models: true Note that currently, in order to run with parallel models, one has to set ``savepseudodata: false`` -in the ``fitting`` section of the runcard. Once this is done, the user can run ``n3fit`` with a +in the ``fitting`` section of the runcard. Once this is done, the user can run ``n3fit`` with a replica range to be parallelized (in this case from replica 1 to replica 4). .. code-block:: bash @@ -346,8 +346,8 @@ should run by setting the environment variable ``CUDA_VISIBLE_DEVICES`` to the right index (usually ``0, 1, 2``) or leaving it explicitly empty to avoid running on GPU: ``export CUDA_VISIBLE_DEVICES=""`` -Note that in order to run the replicas in parallel using the GPUs of an Apple Silicon computer (like M1 Mac), it is necessary to also install -the following packages: +Note that in order to run the replicas in parallel using the GPUs of an Apple Silicon computer (like M1 Mac), it is necessary to also install +extra packages. At the timing of writing this worked with ``tensorflow`` 2.13. .. code-block:: bash diff --git a/doc/sphinx/source/tutorials/run-fit.rst b/doc/sphinx/source/tutorials/run-fit.rst index 4293563fb2..b3d4437260 100644 --- a/doc/sphinx/source/tutorials/run-fit.rst +++ b/doc/sphinx/source/tutorials/run-fit.rst @@ -51,7 +51,7 @@ example of the ``parameter`` dictionary that defines the Machine Learning framew dropout: 0.0 ... -The runcard system is designed such that the user can utilize the program +The runcard system is designed such that the user can utilize the program without having to tinker with the codebase. One can simply modify the options in ``parameters`` to specify the desired architecture of the Neural Network as well as the settings for the optimization algorithm. @@ -164,7 +164,7 @@ folder, which contains a number of files: - ``runcard.exportgrid``: a file containing the PDF grid. - ``runcard.json``: Includes information about the fit (metadata, parameters, times) in json format. -.. note:: +.. note:: The reported χ² refers always to the actual χ², i.e., without positivity loss or other penalty terms. @@ -184,25 +184,26 @@ After obtaining the fit you can proceed with the fit upload and analisis by: Performance of the fit ---------------------- -The ``n3fit`` framework is currently based on `Tensorflow `_ and as such, to -first approximation, anything that makes Tensorflow faster will also make ``n3fit`` faster. - -.. note:: - - Tensorflow only supports the installation via pip. Note, however, that the TensorFlow - pip package has been known to break third party packages. Install it at your own risk. - Only the conda tensorflow-eigen package is tested by our CI systems. - -When you install the nnpdf conda package, you get the -`tensorflow-eigen `_ package, -which is not the default. This is due to a memory explosion found in some of +The ``n3fit`` framework is currently based on `Keras `_ +and it is tested to run with the `Tensorflow `_ +and `pytorch `_ backends. +This also means that anything that make any of these packages faster will also +make ``n3fit`` faster. +Note that at the time of writing, ``TensorFlow`` is approximately 4 times faster than ``pytorch``. + +The default backend for ``keras`` is ``tensorflow``. +In order to change the backend, the environment variable ``KERAS_BACKENDD`` need to be set (e.g., ``KERAS_BACKEND=torch``). + +The best results are obtained with ``tensorflow[and-cuda]`` installed from pip. +When you install the nnpdf conda package, you get the +`tensorflow-eigen `_ package, +which is not the default. This is due to a memory explosion found in some of the conda mkl builds. -If you want to disable MKL without installing ``tensorflow-eigen`` you can always +If you want to disable MKL without installing ``tensorflow-eigen`` you can always set the environment variable ``TF_DISABLE_MKL=1`` before running ``n3fit``. When running ``n3fit`` all versions of the package show similar performance. - When using the MKL version of tensorflow you gain more control of the way Tensorflow will use the multithreading capabilities of the machine by using the following environment variables: @@ -214,7 +215,7 @@ the multithreading capabilities of the machine by using the following environmen These are the best values found for ``n3fit`` when using the mkl version of Tensorflow from conda and were found for TF 2.1 as the default values were suboptimal. For a more detailed explanation on the effects of ``KMP_AFFINITY`` on the performance of -the code please see +the code please see `here `_. By default, ``n3fit`` will try to use as many cores as possible, but this behaviour can be overriden diff --git a/extra_tests/regression_checks.py b/extra_tests/regression_checks.py index 855c398fd5..e5976d54dc 100644 --- a/extra_tests/regression_checks.py +++ b/extra_tests/regression_checks.py @@ -9,7 +9,7 @@ import pytest from n3fit.tests.test_fit import EXE, check_fit_results -from reportengine.compat import yaml +from validphys.utils import yaml_safe REGRESSION_FOLDER = pathlib.Path(__file__).with_name("regression_fits") @@ -37,7 +37,7 @@ def test_regression_fit(tmp_path, runcard, replica, regenerate): runcard_file = REGRESSION_FOLDER / runcard_name shutil.copy(runcard_file, tmp_path) - runcard_info = yaml.load(runcard_file.read_text()) + runcard_info = yaml_safe.load(runcard_file.read_text()) if (wname := runcard_info.get("load")) is not None: shutil.copy(REGRESSION_FOLDER / wname, tmp_path) diff --git a/n3fit/src/evolven3fit/evolve.py b/n3fit/src/evolven3fit/evolve.py index eb6e27960d..fb10a4db84 100644 --- a/n3fit/src/evolven3fit/evolve.py +++ b/n3fit/src/evolven3fit/evolve.py @@ -11,7 +11,7 @@ import eko from eko import basis_rotation, runner -from reportengine.compat import yaml +from validphys.utils import yaml_safe from . import eko_utils, utils @@ -164,7 +164,7 @@ def load_fit(usr_path): nnfitpath = usr_path / "nnfit" pdf_dict = {} for yaml_file in nnfitpath.glob(f"replica_*/{usr_path.name}.exportgrid"): - data = yaml.safe_load(yaml_file.read_text(encoding="UTF-8")) + data = yaml_safe.load(yaml_file.read_text(encoding="UTF-8")) pdf_dict[yaml_file.parent.stem] = data return pdf_dict diff --git a/n3fit/src/evolven3fit/utils.py b/n3fit/src/evolven3fit/utils.py index 9f0b6ad9fd..cdd649d972 100644 --- a/n3fit/src/evolven3fit/utils.py +++ b/n3fit/src/evolven3fit/utils.py @@ -4,8 +4,8 @@ import numpy as np from scipy.interpolate import interp1d -from reportengine.compat import yaml from validphys.pdfbases import PIDS_DICT +from validphys.utils import yaml_safe from .q2grids import Q2GRID_DEFAULT, Q2GRID_NNPDF40 @@ -57,7 +57,7 @@ def hasFlavor(self, pid): def read_runcard(usr_path): """Read the runcard and return the relevant information for evolven3fit""" - return yaml.safe_load((usr_path / "filter.yml").read_text(encoding="UTF-8")) + return yaml_safe.load((usr_path / "filter.yml").read_text(encoding="UTF-8")) def get_theoryID_from_runcard(usr_path): @@ -99,9 +99,7 @@ def generate_q2grid(Q0, Qfin, Q_points, match_dict, nf0=None, legacy40=False): frac_of_point = np.log(match_scale / Q_ini) / np.log(Qfin / Q0) num_points = int(Q_points * frac_of_point) num_points_list.append(num_points) - grids.append( - np.geomspace(Q_ini**2, match_scale**2, num=num_points, endpoint=False) - ) + grids.append(np.geomspace(Q_ini**2, match_scale**2, num=num_points, endpoint=False)) Q_ini = match_scale num_points = Q_points - sum(num_points_list) grids.append(np.geomspace(Q_ini**2, Qfin**2, num=num_points)) diff --git a/n3fit/src/n3fit/backends/keras_backend/MetaModel.py b/n3fit/src/n3fit/backends/keras_backend/MetaModel.py index 2399c16a64..d5f1c8c5bd 100644 --- a/n3fit/src/n3fit/backends/keras_backend/MetaModel.py +++ b/n3fit/src/n3fit/backends/keras_backend/MetaModel.py @@ -8,27 +8,12 @@ from pathlib import Path import re +from keras import Variable +from keras import optimizers as Kopt +from keras.models import Model import numpy as np -import tensorflow as tf -from tensorflow.keras import optimizers as Kopt -from tensorflow.keras.models import Model -from tensorflow.python.keras.utils import tf_utils # pylint: disable=no-name-in-module - -import n3fit.backends.keras_backend.operations as op - -# We need a function to transform tensors to numpy/python primitives -# which is not part of the official TF interface and can change with the version -if hasattr(tf_utils, "to_numpy_or_python_type"): - _to_numpy_or_python_type = tf_utils.to_numpy_or_python_type -elif hasattr(tf_utils, "sync_to_numpy_or_python_type"): # from TF 2.5 - _to_numpy_or_python_type = tf_utils.sync_to_numpy_or_python_type -else: # in case of disaster - _to_numpy_or_python_type = lambda ret: {k: i.numpy() for k, i in ret.items()} - -# Starting with TF 2.16, a memory leak in TF https://github.com/tensorflow/tensorflow/issues/64170 -# makes jit compilation unusable in GPU. -# Before TF 2.16 it was set to `False` by default. From 2.16 onwards, it is set to `True` -JIT_COMPILE = False + +from . import operations as ops # Define in this dictionary new optimizers as well as the arguments they accept # (with default values if needed be) @@ -55,7 +40,7 @@ def _default_loss(y_true, y_pred): # pylint: disable=unused-argument """Default loss to be used when the model is compiled with loss = Null (for instance if the prediction of the model is already the loss""" - return op.sum(y_pred) + return ops.sum(y_pred) class MetaModel(Model): @@ -108,7 +93,7 @@ def __init__(self, input_tensors, output_tensors, scaler=None, input_values=None if k in input_values: x_in[k] = input_values[k] elif hasattr(v, "tensor_content"): - x_in[k] = op.numpy_to_tensor(v.tensor_content) + x_in[k] = ops.numpy_to_tensor(v.tensor_content) else: self.required_slots.add(k) super().__init__(input_tensors, output_tensors, **kwargs) @@ -121,7 +106,6 @@ def __init__(self, input_tensors, output_tensors, scaler=None, input_values=None self.compute_losses_function = None self._scaler = scaler - @tf.autograph.experimental.do_not_convert def _parse_input(self, extra_input=None): """Returns the input data the model was compiled with. Introduces the extra_input in the places asigned to the placeholders. @@ -173,8 +157,8 @@ def perform_fit(self, x=None, y=None, epochs=1, **kwargs): steps_per_epoch = self._determine_steps_per_epoch(epochs) for k, v in x_params.items(): - x_params[k] = tf.repeat(v, steps_per_epoch, axis=0) - y = [tf.repeat(yi, steps_per_epoch, axis=0) for yi in y] + x_params[k] = ops.repeat(v, steps_per_epoch, axis=0) + y = [ops.repeat(yi, steps_per_epoch, axis=0) for yi in y] history = super().fit( x=x_params, y=y, epochs=epochs // steps_per_epoch, batch_size=1, **kwargs @@ -228,13 +212,13 @@ def compute_losses(self): inputs[k] = v[:1] # Compile a evaluation function - @tf.function + @ops.decorator_compiler def losses_fun(): predictions = self(inputs) # If we only have one dataset the output changes if len(out_names) == 2: predictions = [predictions] - total_loss = tf.reduce_sum(predictions, axis=0) + total_loss = ops.sum(predictions, axis=0) ret = [total_loss] + predictions return dict(zip(out_names, ret)) @@ -244,7 +228,7 @@ def losses_fun(): # The output of this function is to be used by python (and numpy) # so we need to convert the tensors - return _to_numpy_or_python_type(ret) + return ops.dict_to_numpy_or_python(ret) def compile( self, @@ -305,13 +289,16 @@ def compile( # If given target output is None, target_output is unnecesary, save just a zero per output if target_output is None: - self.target_tensors = [op.numpy_to_tensor(np.zeros((1, 1))) for i in self.output_shape] + self.target_tensors = [ops.numpy_to_tensor(np.zeros((1, 1))) for _ in self.output_shape] else: if not isinstance(target_output, list): target_output = [target_output] self.target_tensors = target_output - super().compile(optimizer=opt, loss=loss, jit_compile=JIT_COMPILE) + # For debug purposes it may be interesting to set in the compile call + # jit_compile = False + # run_eager = True + super().compile(optimizer=opt, loss=loss) def set_masks_to(self, names, val=0.0): """Set all mask value to the selected value @@ -509,9 +496,9 @@ def get_layer_replica_weights(layer, i_replica: int): """ if is_stacked_single_replicas(layer): weights_ref = layer.get_layer(f"{NN_PREFIX}_{i_replica}").weights - weights = [tf.Variable(w, name=w.name) for w in weights_ref] + weights = [Variable(w, name=w.name) for w in weights_ref] else: - weights = [tf.Variable(w[i_replica : i_replica + 1], name=w.name) for w in layer.weights] + weights = [Variable(w[i_replica : i_replica + 1], name=w.name) for w in layer.weights] return weights diff --git a/n3fit/src/n3fit/backends/keras_backend/base_layers.py b/n3fit/src/n3fit/backends/keras_backend/base_layers.py index 2ed2628293..849cd74175 100644 --- a/n3fit/src/n3fit/backends/keras_backend/base_layers.py +++ b/n3fit/src/n3fit/backends/keras_backend/base_layers.py @@ -17,16 +17,14 @@ The names of the layer and the activation function are the ones to be used in the n3fit runcard. """ -from tensorflow import expand_dims, math, nn -from tensorflow.keras.layers import Dense as KerasDense -from tensorflow.keras.layers import Dropout, Lambda -from tensorflow.keras.layers import Input # pylint: disable=unused-import -from tensorflow.keras.layers import LSTM, Concatenate -from tensorflow.keras.regularizers import l1_l2 +from keras.layers import Dense as KerasDense +from keras.layers import Dropout, Lambda +from keras.layers import Input # pylint: disable=unused-import +from keras.layers import LSTM, Concatenate +from keras.regularizers import l1_l2 +from . import operations as ops from .MetaLayer import MetaLayer -from .operations import concatenate_function - # Custom activation functions def square_activation(x): @@ -38,17 +36,17 @@ def square_singlet(x): """Square the singlet sector Defined as the two first values of the NN""" singlet_squared = x[..., :2] ** 2 - return concatenate_function([singlet_squared, x[..., 2:]], axis=-1) + return ops.concatenate([singlet_squared, x[..., 2:]], axis=-1) def modified_tanh(x): """A non-saturating version of the tanh function""" - return math.abs(x) * nn.tanh(x) + return ops.absolute(x) * ops.tanh(x) def leaky_relu(x): """Computes the Leaky ReLU activation function""" - return nn.leaky_relu(x, alpha=0.2) + return ops.leaky_relu(x, alpha=0.2) custom_activations = { @@ -64,7 +62,7 @@ def LSTM_modified(**kwargs): LSTM asks for a sample X timestep X features kind of thing so we need to reshape the input """ the_lstm = LSTM(**kwargs) - ExpandDim = Lambda(lambda x: expand_dims(x, axis=-1)) + ExpandDim = Lambda(lambda x: ops.expand_dims(x, axis=-1)) def ReshapedLSTM(input_tensor): if len(input_tensor.shape) == 2: diff --git a/n3fit/src/n3fit/backends/keras_backend/callbacks.py b/n3fit/src/n3fit/backends/keras_backend/callbacks.py index 911f069e5c..f3627e9e3b 100644 --- a/n3fit/src/n3fit/backends/keras_backend/callbacks.py +++ b/n3fit/src/n3fit/backends/keras_backend/callbacks.py @@ -15,9 +15,10 @@ import logging from time import time +from keras.callbacks import Callback, TensorBoard import numpy as np -import tensorflow as tf -from tensorflow.keras.callbacks import Callback, TensorBoard + +from .operations import decorator_compiler log = logging.getLogger(__name__) @@ -171,7 +172,7 @@ def on_train_begin(self, logs=None): layer = self.model.get_layer(layer_name) self.updateable_weights.append(layer.weights) - @tf.function + @decorator_compiler def _update_weights(self): """Update all the weight with the corresponding multipliers Wrapped with tf.function to compensate the for loops as both weights variables @@ -194,7 +195,8 @@ def gen_tensorboard_callback(log_dir, profiling=False, histogram_freq=0): If the profiling flag is set to True, it will also attempt to save profiling data. - Note the usage of this callback can hurt performance. + Note the usage of this callback can hurt performance + At the moment can only be used with TensorFlow: https://github.com/keras-team/keras/issues/19121 Parameters ---------- diff --git a/n3fit/src/n3fit/backends/keras_backend/constraints.py b/n3fit/src/n3fit/backends/keras_backend/constraints.py index e943c1fcb6..7ac874e0d8 100644 --- a/n3fit/src/n3fit/backends/keras_backend/constraints.py +++ b/n3fit/src/n3fit/backends/keras_backend/constraints.py @@ -2,9 +2,10 @@ Implementations of weight constraints for initializers """ -import tensorflow as tf -from tensorflow.keras import backend as K -from tensorflow.keras.constraints import MinMaxNorm +from keras import backend as K +from keras.constraints import MinMaxNorm + +from . import operations as ops class MinMaxWeight(MinMaxNorm): @@ -17,8 +18,8 @@ def __init__(self, min_value, max_value, **kwargs): super().__init__(min_value=min_value, max_value=max_value, axis=1, **kwargs) def __call__(self, w): - norms = K.sum(w, axis=self.axis, keepdims=True) + norms = ops.sum(w, axis=self.axis, keepdims=True) desired = ( - self.rate * K.clip(norms, self.min_value, self.max_value) + (1 - self.rate) * norms + self.rate * ops.clip(norms, self.min_value, self.max_value) + (1 - self.rate) * norms ) return w * desired / (K.epsilon() + norms) diff --git a/n3fit/src/n3fit/backends/keras_backend/internal_state.py b/n3fit/src/n3fit/backends/keras_backend/internal_state.py index e818716940..3b7be3f7ed 100644 --- a/n3fit/src/n3fit/backends/keras_backend/internal_state.py +++ b/n3fit/src/n3fit/backends/keras_backend/internal_state.py @@ -1,6 +1,7 @@ """ Library of functions that modify the internal state of Keras/Tensorflow """ + import os import psutil @@ -13,20 +14,51 @@ import logging import random as rn +import keras +from keras import backend as K import numpy as np -import tensorflow as tf -from tensorflow import keras -from tensorflow.keras import backend as K log = logging.getLogger(__name__) +# Prepare Keras-backend dependent functions +if K.backend() in ("torch", "jax"): + import torch -def set_eager(flag=True): - """Set eager mode on or off - for a very slow but fine grained debugging call this function as early as possible - ideally after the first tf import - """ - tf.config.run_functions_eagerly(flag) + def set_eager(flag=True): + """Pytorch is eager by default""" + pass + + def set_threading(threads, core): + """Not implemented""" + log.info("Setting max number of threads to: %d", threads) + torch.set_num_threads(threads) + +elif K.backend() == "tensorflow": + import tensorflow as tf + + def set_eager(flag=True): + """Set eager mode on or off + for a very slow but fine grained debugging call this function as early as possible + ideally after the first tf import + """ + tf.config.run_functions_eagerly(flag) + + def set_threading(threads, cores): + """Set the Tensorflow inter and intra parallelism options""" + log.info("Setting the number of cores to: %d", cores) + try: + tf.config.threading.set_inter_op_parallelism_threads(threads) + tf.config.threading.set_intra_op_parallelism_threads(cores) + except RuntimeError: + # If tensorflow has already been initiated, the previous calls might fail. + # This may happen for instance if pdfflow is being used + log.warning( + "Could not set tensorflow parallelism settings from n3fit, maybe tensorflow is already initialized by a third program" + ) + +else: + # Keras should've failed by now, if it doesn't it could be a new backend that works ootb? + log.warning(f"Backend {K.backend()} not recognized. You are entering uncharted territory") def set_number_of_cores(max_cores=None, max_threads=None): @@ -62,16 +94,7 @@ def set_number_of_cores(max_cores=None, max_threads=None): if max_threads is not None: threads = min(max_threads, threads) - log.info("Setting the number of cores to: %d", cores) - try: - tf.config.threading.set_inter_op_parallelism_threads(threads) - tf.config.threading.set_intra_op_parallelism_threads(cores) - except RuntimeError: - # If pdfflow is being used, tensorflow will already be initialized by pdfflow - # maybe it would be good to drop completely pdfflow before starting the fit? (TODO ?) - log.warning( - "Could not set tensorflow parallelism settings from n3fit, maybe has already been initialized?" - ) + set_threading(threads, cores) def clear_backend_state(): @@ -129,7 +152,7 @@ def set_initial_state(debug=False, external_seed=None, max_cores=None, double_pr clear_backend_state() if double_precision: - tf.keras.backend.set_floatx('float64') + K.set_floatx('float64') # Set the number of cores depending on the user choice of max_cores # if debug mode and no number of cores set by the user, set to 1 @@ -142,7 +165,11 @@ def set_initial_state(debug=False, external_seed=None, max_cores=None, double_pr # Once again, if in debug mode or external_seed set, set also the TF seed if debug or external_seed: - tf.random.set_seed(use_seed) + if K.backend() == "tensorflow": + # if backend is tensorflow, keep the old seeding + tf.random.set_seed(use_seed) + else: + keras.utils.set_random_seed(use_seed) def get_physical_gpus(): diff --git a/n3fit/src/n3fit/backends/keras_backend/operations.py b/n3fit/src/n3fit/backends/keras_backend/operations.py index b6ad0e010e..f123e450e3 100644 --- a/n3fit/src/n3fit/backends/keras_backend/operations.py +++ b/n3fit/src/n3fit/backends/keras_backend/operations.py @@ -6,8 +6,6 @@ This includes an implementation of the NNPDF operations on fktable in the keras language (with the mapping ``c_to_py_fun``) into Keras ``Lambda`` layers. - Tensor operations are compiled through the @tf.function decorator for optimization - The rest of the operations in this module are divided into four categories: numpy to tensor: Operations that take a numpy array and return a tensorflow tensor @@ -18,37 +16,66 @@ layer generation: Instanciate a layer to be applied by the calling function - Some of these are just aliases to the backend (tensorflow or Keras) operations + Most of the operations in this module are just aliases to the backend + (Keras in this case) so that, when implementing new backends, it is clear + which operations may need to be overwritten. + For a few selected operations, a more complicated wrapper to e.g., make + them into layers or apply some default, is included. + Note that tensor operations can also be applied to layers as the output of a layer is a tensor equally operations are automatically converted to layers when used as such. """ -from typing import Optional - +from keras import backend as K +from keras import ops as Kops +from keras.layers import ELU, Input +from keras.layers import Lambda as keras_Lambda import numpy as np -import numpy.typing as npt -import tensorflow as tf -from tensorflow import keras -from tensorflow.keras import backend as K -from tensorflow.keras.layers import Input -from tensorflow.keras.layers import Lambda as keras_Lambda -from tensorflow.keras.layers import multiply as keras_multiply -from tensorflow.keras.layers import subtract as keras_subtract from validphys.convolution import OP -# Select a concatenate function depending on the tensorflow version -try: - # For tensorflow >= 2.16, Keras >= 3 - concatenate_function = keras.ops.concatenate -except AttributeError: - # keras.ops was introduced in keras 3 - concatenate_function = tf.concat - - -def evaluate(tensor): - """Evaluate input tensor using the backend""" - return K.eval(tensor) +# The following operations are either loaded directly from keras and exposed here +# or the name is change slightly (usually for historical or collision reasons, +# e.g., our logs are always logs or we were using the tf version in the past) + +# isort: off +from keras.ops import ( + absolute, + clip, + einsum, + expand_dims, + leaky_relu, + reshape, + repeat, + split, + sum, + tanh, + transpose, +) +from keras.ops import log as op_log +from keras.ops import power as pow +from keras.ops import take as gather +from keras.ops import tensordot as tensor_product +from keras.layers import multiply as op_multiply +from keras.layers import subtract as op_subtract + +# isort: on + +# Backend dependent functions and operations +if K.backend() == "torch": + tensor_to_numpy_or_python = lambda x: x.detach().cpu().numpy() + decorator_compiler = lambda f: f +elif K.backend() == "jax": + tensor_to_numpy_or_python = lambda x: np.array(x.block_until_ready()) + decorator_compiler = lambda f: f +elif K.backend() == "tensorflow": + tensor_to_numpy_or_python = lambda x: x.numpy() + lambda ret: {k: i.numpy() for k, i in ret.items()} + import tensorflow as tf + + decorator_compiler = tf.function + +dict_to_numpy_or_python = lambda ret: {k: tensor_to_numpy_or_python(i) for k, i in ret.items()} def as_layer(operation, op_args=None, op_kwargs=None, **kwargs): @@ -101,7 +128,6 @@ def c_to_py_fun(op_name, name="dataset"): except KeyError as e: raise ValueError(f"Operation {op_name} not recognised") from e - @tf.function def operate_on_tensors(tensor_list): return operation(*tensor_list) @@ -113,19 +139,19 @@ def numpy_to_tensor(ival, **kwargs): """ Make the input into a tensor """ - if kwargs.get("dtype", None) is not bool: - kwargs["dtype"] = tf.keras.backend.floatx() - return K.constant(ival, **kwargs) + if (dtype := kwargs.get("dtype", None)) is not bool: + dtype = K.floatx() + return Kops.cast(ival, dtype) # f(x: tensor) -> y: tensor def batchit(x, batch_dimension=0, **kwarg): """Add a batch dimension to tensor x""" - return tf.expand_dims(x, batch_dimension, **kwarg) + return Kops.expand_dims(x, batch_dimension, **kwarg) # layer generation -def numpy_to_input(numpy_array: npt.NDArray, name: Optional[str] = None): +def numpy_to_input(numpy_array, name=None): """ Takes a numpy array and generates an Input layer with the same shape, but with a batch dimension (of size 1) added. @@ -146,33 +172,6 @@ def numpy_to_input(numpy_array: npt.NDArray, name: Optional[str] = None): return input_layer -# -# Layer to Layer operations -# -def op_multiply(o_list, **kwargs): - """ - Receives a list of layers of the same output size and multiply them element-wise - """ - return keras_multiply(o_list, **kwargs) - - -def op_multiply_dim(o_list, **kwargs): - """ - Bypass in order to multiply two layers with different output dimension - for instance: (10000 x 14) * (14) - as the normal keras multiply don't accept it (but somewhow it does accept it doing it like this) - """ - if len(o_list) != 2: - raise ValueError( - "The number of observables is incorrect, operations.py:op_multiply_dim, expected 2, received {}".format( - len(o_list) - ) - ) - - layer_op = as_layer(lambda inputs: inputs[0] * inputs[1]) - return layer_op(o_list) - - def op_gather_keep_dims(tensor, indices, axis=0, **kwargs): """A convoluted way of providing ``x[:, indices, :]`` @@ -183,82 +182,23 @@ def op_gather_keep_dims(tensor, indices, axis=0, **kwargs): indices = tensor.shape[axis] - 1 def tmp(x): - y = tf.gather(x, indices, axis=axis, **kwargs) - return tf.expand_dims(y, axis=axis) + y = gather(x, indices, axis=axis) + return Kops.expand_dims(y, axis=axis) layer_op = as_layer(tmp) return layer_op(tensor) -def gather(*args, **kwargs): - """ - Gather elements from a tensor along an axis - """ - return tf.gather(*args, **kwargs) - - -# -# Tensor operations -# f(x: tensor[s]) -> y: tensor -# - - -# Generation operations -# generate tensors of given shape/content -@tf.function -def tensor_ones_like(*args, **kwargs): - """ - Generates a tensor of ones of the same shape as the input tensor - See full `docs `_ - """ - return K.ones_like(*args, **kwargs) - - -# Property operations -# modify properties of the tensor like the shape or elements it has -@tf.function def flatten(x): """Flatten tensor x""" - return tf.reshape(x, (-1,)) - - -@tf.function -def reshape(x, shape): - """reshape tensor x""" - return tf.reshape(x, shape) - - -@tf.function -def boolean_mask(*args, target_shape=None, **kwargs): - """ - Applies a boolean mask to a tensor - - Relevant parameters: (tensor, mask, axis=None) - see full `docs `_. - - tensorflow's masking concatenates the masked dimensions, it is possible to - provide a `target_shape` to reshape the output to the desired shape - """ - ret = tf.boolean_mask(*args, **kwargs) - if target_shape is not None: - ret = reshape(ret, target_shape) - return ret - - -@tf.function -def transpose(tensor, **kwargs): - """ - Transpose a layer, - see full `docs `_ - """ - return K.transpose(tensor, **kwargs) + return reshape(x, (-1,)) def stack(tensor_list, axis=0, **kwargs): """Stack a list of tensors see full `docs `_ """ - return tf.stack(tensor_list, axis=axis, **kwargs) + return Kops.stack(tensor_list, axis=axis) def concatenate(tensor_list, axis=-1, target_shape=None, name=None): @@ -266,77 +206,20 @@ def concatenate(tensor_list, axis=-1, target_shape=None, name=None): Concatenates a list of numbers or tensor into a bigger tensor If the target shape is given, the output is reshaped to said shape """ - concatenated_tensor = concatenate_function(tensor_list, axis=axis) + concatenated_tensor = Kops.concatenate(tensor_list, axis=axis) if target_shape is None: return concatenated_tensor return K.reshape(concatenated_tensor, target_shape) -def einsum(equation, *args, **kwargs): - """ - Computes the tensor product using einsum - See full `docs `_ - """ - return tf.einsum(equation, *args, **kwargs) - - -def tensor_product(*args, **kwargs): - """ - Computes the tensordot product between tensor_x and tensor_y - See full `docs `_ - """ - return tf.tensordot(*args, **kwargs) - - -@tf.function -def pow(tensor, power): - """ - Computes the power of the tensor - """ - return tf.pow(tensor, power) - - -@tf.function(reduce_retracing=True) -def op_log(o_tensor, **kwargs): - """ - Computes the logarithm of the input - """ - return K.log(o_tensor) - - -@tf.function -def sum(*args, **kwargs): - """ - Computes the sum of the elements of the tensor - see full `docs `_ - """ - return K.sum(*args, **kwargs) - - -def split(*args, **kwargs): - """ - Splits the tensor on the selected axis - see full `docs `_ - """ - return tf.split(*args, **kwargs) - - def scatter_to_one(values, indices, output_shape): """ Like scatter_nd initialized to one instead of zero see full `docs `_ """ - ones = numpy_to_tensor(np.ones(output_shape)) - return tf.tensor_scatter_nd_update(ones, indices, values) - - -def op_subtract(inputs, **kwargs): - """ - Computes the difference between two tensors. - see full `docs `_ - """ - return keras_subtract(inputs, **kwargs) + ones = Kops.ones(output_shape) + return Kops.scatter_update(ones, indices, values) def swapaxes(tensor, source, destination): @@ -344,22 +227,66 @@ def swapaxes(tensor, source, destination): Moves the axis of the tensor from source to destination, as in numpy.swapaxes. see full `docs `_ """ - indices = list(range(tensor.shape.rank)) + rank = len(tensor.shape) + indices = list(range(rank)) if source < 0: - source += tensor.shape.rank + source += rank if destination < 0: - destination += tensor.shape.rank + destination += rank indices[source], indices[destination] = indices[destination], indices[source] - return tf.transpose(tensor, indices) + return Kops.transpose(tensor, indices) + +def elu(x, alpha=1.0, **kwargs): + new_layer = ELU(alpha=alpha, **kwargs) + return new_layer(x) -@tf.function -def backend_function(fun_name, *args, **kwargs): + +def tensor_splitter(ishape, split_sizes, axis=2, name="splitter"): """ - Wrapper to call non-explicitly implemented backend functions by name: (``fun_name``) - see full `docs `_ for some possibilities + Generates a Lambda layer to apply the split operation to a given tensor shape. + This wrapper cannot split along the batch index (axis=0). + + Parameters + ---------- + ishape: list(int) + input shape of the tensor that will be split + split_sizes: list(int) + size of each chunk + axis: int + axis along which the split will be applied + name: str + name of the layer + Returns + ------- + sp_layer: layer + a keras layer that applies the split operation upon call """ - fun = getattr(K, fun_name) - return fun(*args, **kwargs) + if axis < 1: + raise ValueError("tensor_splitter wrapper can only split along non-batch dimensions") + + # Check that we can indeed split this + if ishape[axis] != np.sum(split_sizes): + raise ValueError( + f"Cannot split tensor of shape {ishape} along axis {axis} in chunks of {split_sizes}" + ) + + # Output shape of each split + oshapes = [] + # Indices at which to put the splits + # NB: tensorflow's split function would've taken the split_sizes directly + # keras instead takes the index at where to split + indices = [] + current_idx = 0 + + for xsize in split_sizes: + current_idx += xsize + indices.append(current_idx) + oshapes.append((*ishape[1:axis], xsize, *ishape[axis + 1 :])) + + sp_layer = keras_Lambda( + lambda x: Kops.split(x, indices, axis=axis), output_shape=oshapes, name=name + ) + return sp_layer diff --git a/n3fit/src/n3fit/checks.py b/n3fit/src/n3fit/checks.py index 32c2d26acf..ee7cdaee43 100644 --- a/n3fit/src/n3fit/checks.py +++ b/n3fit/src/n3fit/checks.py @@ -159,6 +159,14 @@ def check_dropout(parameters): def check_tensorboard(tensorboard): """Check that the tensorbard callback can be enabled correctly""" if tensorboard is not None: + # Check that Tensorflow is installed + try: + import tensorflow + except ModuleNotFoundError as e: + raise ModuleNotFoundError( + "The tensorboard callback requires `tensorflow` to be installed" + ) from e + weight_freq = tensorboard.get("weight_freq", 0) if weight_freq < 0: raise CheckError( diff --git a/n3fit/src/n3fit/io/writer.py b/n3fit/src/n3fit/io/writer.py index 93842d23b4..7b6e40e140 100644 --- a/n3fit/src/n3fit/io/writer.py +++ b/n3fit/src/n3fit/io/writer.py @@ -12,8 +12,8 @@ import n3fit from n3fit import vpinterface -from reportengine.compat import yaml import validphys +from validphys.utils import yaml_safe log = logging.getLogger(__name__) @@ -394,23 +394,24 @@ def jsonfit( def version(): """Generates a dictionary with misc version info for this run""" versions = {} + try: - # Wrap tf in try-except block as it could possible to run n3fit without tf - import tensorflow as tf - from tensorflow.python.framework import test_util - - versions["keras"] = tf.keras.__version__ - mkl = test_util.IsMklEnabled() - versions["tensorflow"] = f"{tf.__version__}, mkl={mkl}" - except ImportError: - versions["tensorflow"] = "Not available" - versions["keras"] = "Not available" - except AttributeError: - # Check for MKL was only recently introduced and is not part of the official API - versions["tensorflow"] = f"{tf.__version__}, mkl=??" + import keras + + versions["keras"] = f"{keras.__version__} backend={keras.backend()}" + + if keras.backend.backend() == "tensorflow": + import tensorflow as tf + + versions["tensorflow"] = tf.__version__ + elif keras.backend.backend() == "torch": + import torch + + versions["torch"] == torch.__version__ except: # We don't want _any_ uncaught exception to crash the whole program at this point pass + versions["numpy"] = np.__version__ versions["nnpdf"] = n3fit.__version__ try: @@ -622,4 +623,4 @@ def storefit(pdf_object, replica, out_path, theory): } with open(out_path, "w") as fs: - yaml.dump(data, fs) + yaml_safe.dump(data, fs) diff --git a/n3fit/src/n3fit/layers/DY.py b/n3fit/src/n3fit/layers/DY.py index f05416c5e4..94c982a391 100644 --- a/n3fit/src/n3fit/layers/DY.py +++ b/n3fit/src/n3fit/layers/DY.py @@ -86,7 +86,7 @@ def compute_dy_observable_many_replica(pdf, padded_fk): """ pdfa = pdf[1] pdfb = pdf[0] - + temp = op.einsum('nxfyg, bryg -> brnxf', padded_fk, pdfa) return op.einsum('brnxf, brxf -> brn', temp, pdfb) @@ -96,11 +96,13 @@ def compute_dy_observable_one_replica(pdf, mask_and_fk): Same operations as above but a specialized implementation that is more efficient for 1 replica, masking the PDF rather than the fk table. """ + # mask: (channels, flavs_b, flavs_a) Ffg + # fk: (npoints, channels, x_a, x_b) nFyx mask, fk = mask_and_fk # Retrieve the two PDFs (which may potentially be coming from different initial states) # Since this is the one-replica function, remove the batch and replica dimension - pdfb = pdf[0][0][0] # xf - pdfa = pdf[1][0][0] # yg + pdfb = pdf[0][0][0] # (x_b, flavs_b) xf + pdfa = pdf[1][0][0] # (x_a, flavs_a) yg # TODO: check which PDF must go first in case of different initial states!!! mask_x_pdf = op.tensor_product(mask, pdfa, axes=[(2,), (1,)]) # Ffg, yg -> Ffy diff --git a/n3fit/src/n3fit/layers/losses.py b/n3fit/src/n3fit/layers/losses.py index b33547a6ce..ee6162a8d4 100644 --- a/n3fit/src/n3fit/layers/losses.py +++ b/n3fit/src/n3fit/layers/losses.py @@ -160,7 +160,7 @@ def __init__(self, alpha=1e-7, **kwargs): super().__init__(**kwargs) def apply_loss(self, y_pred): - loss = op.backend_function("elu", -y_pred, alpha=self.alpha) + loss = op.elu(-y_pred, alpha=self.alpha) # Sum over the batch and the datapoints return op.sum(loss, axis=[0, -1]) @@ -180,6 +180,6 @@ class LossIntegrability(LossLagrange): """ def apply_loss(self, y_pred): - y = op.backend_function("square", y_pred) + y = y_pred * y_pred # Sum over the batch and the datapoints return op.sum(y, axis=[0, -1]) diff --git a/n3fit/src/n3fit/layers/mask.py b/n3fit/src/n3fit/layers/mask.py index 3ed007a18f..d89a8942af 100644 --- a/n3fit/src/n3fit/layers/mask.py +++ b/n3fit/src/n3fit/layers/mask.py @@ -1,4 +1,4 @@ -from numpy import count_nonzero +import numpy as np from n3fit.backends import MetaLayer from n3fit.backends import operations as op @@ -23,12 +23,14 @@ class Mask(MetaLayer): """ def __init__(self, bool_mask=None, c=None, **kwargs): + self._raw_mask = bool_mask + self._flattened_indices = None if bool_mask is None: self.mask = None self.last_dim = -1 else: self.mask = op.numpy_to_tensor(bool_mask, dtype=bool) - self.last_dim = count_nonzero(bool_mask[0, ...]) + self.last_dim = np.count_nonzero(bool_mask[0, ...]) self.c = c self.masked_output_shape = None super().__init__(**kwargs) @@ -40,9 +42,15 @@ def build(self, input_shape): # Make sure reshape will succeed: set the last dimension to the unmasked data length and before-last to # the number of replicas if self.mask is not None: + + # Prepare the indices to mask + indices = np.where(self._raw_mask) + # The batch dimension can be ignored + nreps = self.mask.shape[-2] + self._flattened_indices = np.ravel_multi_index(indices, self._raw_mask.shape) self.masked_output_shape = [-1 if d is None else d for d in input_shape] self.masked_output_shape[-1] = self.last_dim - self.masked_output_shape[-2] = self.mask.shape[-2] + self.masked_output_shape[-2] = nreps super().build(input_shape) def call(self, ret): @@ -58,7 +66,8 @@ def call(self, ret): Tensor of shape (batch_size, n_replicas, n_features) """ if self.mask is not None: - ret = op.boolean_mask(ret, self.mask, axis=1, target_shape=self.masked_output_shape) + ret = op.gather(op.flatten(ret), self._flattened_indices) + ret = op.reshape(ret, self.masked_output_shape) if self.c is not None: ret = ret * self.kernel return ret diff --git a/n3fit/src/n3fit/layers/msr_normalization.py b/n3fit/src/n3fit/layers/msr_normalization.py index 7695d4f11f..5159628c0d 100644 --- a/n3fit/src/n3fit/layers/msr_normalization.py +++ b/n3fit/src/n3fit/layers/msr_normalization.py @@ -194,6 +194,7 @@ def call(self, pdf_integrated, photon_integral): numerators += [self.vsr_factors] numerators = op.concatenate(numerators, axis=0) + divisors = op.gather(y, self.divisor_indices, axis=0) # Fill in the rest of the flavours with 1 diff --git a/n3fit/src/n3fit/layers/observable.py b/n3fit/src/n3fit/layers/observable.py index 8945cc4da4..14a7c8cd15 100644 --- a/n3fit/src/n3fit/layers/observable.py +++ b/n3fit/src/n3fit/layers/observable.py @@ -89,7 +89,7 @@ def __init__( operation_name="NULL", nfl=14, n_replicas=1, - **kwargs + **kwargs, ): super(MetaLayer, self).__init__(**kwargs) @@ -178,7 +178,10 @@ def call(self, pdf): rank 3 tensor (batchsize, replicas, ndata) """ if self.splitting: - pdfs = op.split(pdf, self.splitting, axis=2) + splitter = op.tensor_splitter( + pdf.shape, self.splitting, axis=2, name=f"pdf_splitter_{self.name}" + ) + pdfs = splitter(pdf) else: pdfs = [pdf] * len(self.padded_fk_tables) @@ -222,7 +225,7 @@ def compute_float_mask(bool_mask): """ # Create a tensor with the shape (**bool_mask.shape, num_active_flavours) masked_to_full = [] - for idx in np.argwhere(bool_mask): + for idx in np.argwhere(op.tensor_to_numpy_or_python(bool_mask)): temp_matrix = np.zeros(bool_mask.shape) temp_matrix[tuple(idx)] = 1 masked_to_full.append(temp_matrix) diff --git a/n3fit/src/n3fit/model_gen.py b/n3fit/src/n3fit/model_gen.py index 852f93caf3..868409f489 100644 --- a/n3fit/src/n3fit/model_gen.py +++ b/n3fit/src/n3fit/model_gen.py @@ -99,11 +99,8 @@ def _generate_experimental_layer(self, pdf): the input PDF is evaluated in all points that the experiment needs and needs to be split """ if len(self.dataset_xsizes) > 1: - splitting_layer = op.as_layer( - op.split, - op_args=[self.dataset_xsizes], - op_kwargs={"axis": 2}, - name=f"{self.name}_split", + splitting_layer = op.tensor_splitter( + pdf.shape, self.dataset_xsizes, axis=2, name=f"{self.name}_split" ) sp_pdf = splitting_layer(pdf) output_layers = [obs(p) for obs, p in zip(self.observables, sp_pdf)] diff --git a/n3fit/src/n3fit/model_trainer.py b/n3fit/src/n3fit/model_trainer.py index d92e7cf51d..d864d2c6e5 100644 --- a/n3fit/src/n3fit/model_trainer.py +++ b/n3fit/src/n3fit/model_trainer.py @@ -16,7 +16,7 @@ import numpy as np from n3fit import model_gen -from n3fit.backends import NN_LAYER_ALL_REPLICAS, MetaModel, callbacks, clear_backend_state +from n3fit.backends import NN_LAYER_ALL_REPLICAS, Lambda, MetaModel, callbacks, clear_backend_state from n3fit.backends import operations as op from n3fit.hyper_optimization.hyper_scan import HYPEROPT_STATUSES import n3fit.hyper_optimization.penalties @@ -40,6 +40,9 @@ # Each how many epochs do we increase the integrability Lagrange Multiplier PUSH_INTEGRABILITY_EACH = 100 +# Final number of flavours +FLAVOURS = 14 + # See ModelTrainer::_xgrid_generation for the definition of each field and how they are generated InputInfo = namedtuple("InputInfo", ["input", "split", "idx"]) @@ -354,11 +357,13 @@ def _xgrid_generation(self): input_arr = self._scaler(input_arr) input_layer = op.numpy_to_input(input_arr, name="pdf_input") - # The PDF model will be called with a concatenation of all inputs - # now the output needs to be splitted so that each experiment takes its corresponding input - sp_ar = [[i.shape[1] for i in inputs_unique]] - sp_kw = {"axis": 2} - sp_layer = op.as_layer(op.split, op_args=sp_ar, op_kwargs=sp_kw, name="pdf_split") + # The PDF model is called with a concatenation of all inputs + # however, each output layer might require a different subset, this is achieved by + # splitting back the output + # Input shape: (batch size, replicas, input array, flavours) + ishape = (1, len(self.replicas), input_arr.shape[0], FLAVOURS) + xsizes = [i.shape[1] for i in inputs_unique] + sp_layer = op.tensor_splitter(ishape, xsizes, axis=2, name="splitter") return InputInfo(input_layer, sp_layer, inputs_idx) @@ -936,8 +941,10 @@ def hyperparametrizable(self, params): ) if photons: - if self._scaler: # select only the non-scaled input - pdf_model.get_layer("add_photon").register_photon(xinput.input.tensor_content[:,:,1:]) + if self._scaler: # select only the non-scaled input + pdf_model.get_layer("add_photon").register_photon( + xinput.input.tensor_content[:, :, 1:] + ) else: pdf_model.get_layer("add_photon").register_photon(xinput.input.tensor_content) diff --git a/n3fit/src/n3fit/msr.py b/n3fit/src/n3fit/msr.py index a66e03a3fe..721eb6b38d 100644 --- a/n3fit/src/n3fit/msr.py +++ b/n3fit/src/n3fit/msr.py @@ -84,7 +84,9 @@ def generate_msr_model_and_grid( # 3. Prepare the pdf for integration by dividing by x pdf_integrand = Lambda( - lambda x_pdf: op.batchit(x_pdf[0], batch_dimension=1) * x_pdf[1], name="pdf_integrand" + lambda x_pdf: op.batchit(x_pdf[0], batch_dimension=1) * x_pdf[1], + name="pdf_integrand", + output_shape=pdf_xgrid_integration.shape[1:], )([x_divided, pdf_xgrid_integration]) # 4. Integrate the pdf diff --git a/n3fit/src/n3fit/performfit.py b/n3fit/src/n3fit/performfit.py index 04703ef924..7e91c1b5ca 100644 --- a/n3fit/src/n3fit/performfit.py +++ b/n3fit/src/n3fit/performfit.py @@ -3,11 +3,8 @@ """ # Backend-independent imports -import copy import logging -import numpy as np - import n3fit.checks from n3fit.vpinterface import N3PDF diff --git a/n3fit/src/n3fit/scripts/n3fit_exec.py b/n3fit/src/n3fit/scripts/n3fit_exec.py index 3f2d69559f..58942b32f4 100755 --- a/n3fit/src/n3fit/scripts/n3fit_exec.py +++ b/n3fit/src/n3fit/scripts/n3fit_exec.py @@ -9,14 +9,15 @@ import re import shutil import sys -import warnings + +from ruamel.yaml import error from reportengine import colors -from reportengine.compat import yaml from reportengine.namespaces import NSList from validphys.app import App from validphys.config import Config, ConfigError, Environment, EnvironmentError_ from validphys.core import FitSpec +from validphys.utils import yaml_safe N3FIT_FIXED_CONFIG = dict(use_cuts='internal', use_t0=True, actions_=[]) @@ -108,15 +109,8 @@ class N3FitConfig(Config): @classmethod def from_yaml(cls, o, *args, **kwargs): try: - with warnings.catch_warnings(): - warnings.simplefilter("ignore", yaml.error.MantissaNoDotYAML1_1Warning) - # We need to specify the older version 1.1 to support the - # older configuration files, which liked to use on/off for - # booleans. - # The floating point parsing yields warnings everywhere, which - # we suppress. - file_content = yaml.safe_load(o, version="1.1") - except yaml.error.YAMLError as e: + file_content = yaml_safe.load(o) + except error.YAMLError as e: raise ConfigError(f"Failed to parse yaml file: {e}") if not isinstance(file_content, dict): raise ConfigError( diff --git a/n3fit/src/n3fit/scripts/vp_setupfit.py b/n3fit/src/n3fit/scripts/vp_setupfit.py index 34de8dfea7..0739963cc1 100644 --- a/n3fit/src/n3fit/scripts/vp_setupfit.py +++ b/n3fit/src/n3fit/scripts/vp_setupfit.py @@ -31,12 +31,13 @@ import re import shutil import sys -import warnings + +from ruamel.yaml import error from reportengine import colors -from reportengine.compat import yaml from validphys.app import App from validphys.config import Config, ConfigError, Environment, EnvironmentError_ +from validphys.utils import yaml_safe SETUPFIT_FIXED_CONFIG = dict( actions_=[ @@ -131,15 +132,8 @@ class SetupFitConfig(Config): @classmethod def from_yaml(cls, o, *args, **kwargs): try: - with warnings.catch_warnings(): - warnings.simplefilter('ignore', yaml.error.MantissaNoDotYAML1_1Warning) - # We need to specify the older version 1.1 to support the - # older configuration files, which liked to use on/off for - # booleans. - # The floating point parsing yields warnings everywhere, which - # we suppress. - file_content = yaml.safe_load(o, version='1.1') - except yaml.error.YAMLError as e: + file_content = yaml_safe.load(o) + except error.YAMLError as e: raise ConfigError(f"Failed to parse yaml file: {e}") if not isinstance(file_content, dict): raise ConfigError( diff --git a/n3fit/src/n3fit/tests/test_backend.py b/n3fit/src/n3fit/tests/test_backend.py index eaae5667c8..9e434eaf8b 100644 --- a/n3fit/src/n3fit/tests/test_backend.py +++ b/n3fit/src/n3fit/tests/test_backend.py @@ -2,8 +2,11 @@ This module tests the mathematical functions in the n3fit backend and ensures they do the same thing as their numpy counterparts """ + import operator + import numpy as np + from n3fit.backends import operations as op # General parameters @@ -24,14 +27,14 @@ def are_equal(result, reference, threshold=THRESHOLD): - """ checks the difference between array `reference` and tensor `result` is - below `threshold` for all elements """ - res = op.evaluate(result) + """checks the difference between array `reference` and tensor `result` is + below `threshold` for all elements""" + res = op.tensor_to_numpy_or_python(result) assert np.allclose(res, reference, atol=threshold) def numpy_check(backend_op, python_op, mode="same"): - """ Receives a backend operation (`backend_op`) and a python operation + """Receives a backend operation (`backend_op`) and a python operation `python_op` and asserts that, applied to two random arrays, the result is the same. The option `mode` selects the two arrays to be tested and accepts the following @@ -53,7 +56,28 @@ def numpy_check(backend_op, python_op, mode="same"): arrays = [ARR1, ARR2, ARR1, ARR1] elif mode == "twenty": tensors = [T1, T2, T1, T1, T1, T1, T1, T1, T1, T1, T1, T2, T1, T1, T1, T1, T1, T1, T1, T1] - arrays = [ARR1, ARR2, ARR1, ARR1, ARR1, ARR1, ARR1, ARR1, ARR1, ARR1, ARR1, ARR2, ARR1, ARR1, ARR1, ARR1, ARR1, ARR1, ARR1, ARR1] + arrays = [ + ARR1, + ARR2, + ARR1, + ARR1, + ARR1, + ARR1, + ARR1, + ARR1, + ARR1, + ARR1, + ARR1, + ARR2, + ARR1, + ARR1, + ARR1, + ARR1, + ARR1, + ARR1, + ARR1, + ARR1, + ] elif mode == "ten": tensors = [T1, T2, T1, T1, T1, T1, T1, T1, T1, T1] arrays = [ARR1, ARR2, ARR1, ARR1, ARR1, ARR1, ARR1, ARR1, ARR1, ARR1] @@ -98,22 +122,21 @@ def test_c_to_py_fun(): numpy_check(op_smp, reference, "four") # COM op_com = op.c_to_py_fun("COM") - reference = lambda x, y, z, d, e, f, g, h, i, j, k, l, m, n, o, p, q, r, s, t : (x + y + z + d + e + f + g + h + i + j) / (k + l + m + n + o + p + q + r + s + t) + reference = lambda x, y, z, d, e, f, g, h, i, j, k, l, m, n, o, p, q, r, s, t: ( + x + y + z + d + e + f + g + h + i + j + ) / (k + l + m + n + o + p + q + r + s + t) numpy_check(op_com, reference, "twenty") # SMT op_smt = op.c_to_py_fun("SMT") - reference = lambda x, y, z, d, e, f, g, h, i, j : (x + y + z + d + e + f + g + h + i + j) + reference = lambda x, y, z, d, e, f, g, h, i, j: (x + y + z + d + e + f + g + h + i + j) numpy_check(op_smt, reference, "ten") + # Tests operations def test_op_multiply(): numpy_check(op.op_multiply, operator.mul) -def test_op_multiply_dim(): - numpy_check(op.op_multiply_dim, operator.mul, mode="diff") - - def test_op_log(): numpy_check(op.op_log, np.log, mode='single') @@ -122,17 +145,11 @@ def test_flatten(): numpy_check(op.flatten, np.ndarray.flatten, mode=(T3, [ARR3])) -def test_boolean_mask(): - bools = np.random.randint(0, 2, DIM, dtype=bool) - np_result = ARR1[bools] - tf_bools = op.numpy_to_tensor(bools) - tf_result = op.boolean_mask(T1, tf_bools, axis=0) - are_equal(np_result, tf_result) - def test_tensor_product(): np_result = np.tensordot(ARR3, ARR1, axes=1) tf_result = op.tensor_product(T3, T1, axes=1) - are_equal(np_result, tf_result) + are_equal(tf_result, np_result) + def test_sum(): numpy_check(op.sum, np.sum, mode='single') diff --git a/n3fit/src/n3fit/tests/test_evolven3fit.py b/n3fit/src/n3fit/tests/test_evolven3fit.py index 52799829f6..34039cb8ba 100644 --- a/n3fit/src/n3fit/tests/test_evolven3fit.py +++ b/n3fit/src/n3fit/tests/test_evolven3fit.py @@ -8,9 +8,9 @@ import pytest from eko import EKO, runner -from reportengine.compat import yaml from validphys.api import API from validphys.pdfbases import PIDS_DICT +from validphys.utils import yaml_safe REGRESSION_FOLDER = pathlib.Path(__file__).with_name("regressions") log = logging.getLogger(__name__) @@ -24,7 +24,7 @@ def assert_sorted(arr, title): def check_lhapdf_info(info_path): """Check the LHAPDF info file is correct""" - info = yaml.load(info_path.open("r", encoding="utf-8")) + info = yaml_safe.load(info_path.open("r", encoding="utf-8")) alphas_qs = info["AlphaS_Qs"] alphas = info["AlphaS_Vals"] diff --git a/n3fit/src/n3fit/tests/test_fit.py b/n3fit/src/n3fit/tests/test_fit.py index c6458e2d27..0610250843 100644 --- a/n3fit/src/n3fit/tests/test_fit.py +++ b/n3fit/src/n3fit/tests/test_fit.py @@ -22,8 +22,8 @@ import pytest import n3fit -from reportengine.compat import yaml from validphys.n3fit_data import replica_mcseed, replica_nnseed, replica_trvlseed +from validphys.utils import yaml_safe log = logging.getLogger(__name__) REGRESSION_FOLDER = pathlib.Path(__file__).with_name("regressions") @@ -45,7 +45,7 @@ def _load_json(info_file): def _load_exportgrid(exportgrid_file): """Loads the exportgrid file""" - return yaml.safe_load(exportgrid_file.read_text()) + return yaml_safe.load(exportgrid_file.read_text()) def test_initialize_seeds(): diff --git a/n3fit/src/n3fit/tests/test_layers.py b/n3fit/src/n3fit/tests/test_layers.py index 8615414c2f..84ef8c8eaf 100644 --- a/n3fit/src/n3fit/tests/test_layers.py +++ b/n3fit/src/n3fit/tests/test_layers.py @@ -169,7 +169,7 @@ def test_DIS(): kp = op.numpy_to_tensor([[pdf]]) # add batch and replica dimension # generate the n3fit results result_tensor = obs_layer(kp) - result = op.evaluate(result_tensor) + result = op.tensor_to_numpy_or_python(result_tensor) # Compute the numpy version of this layer all_masks = obs_layer.all_masks if len(all_masks) < nfk: @@ -195,7 +195,7 @@ def test_DY(): kp = op.numpy_to_tensor([[pdf]]) # add batch and replica dimension # generate the n3fit results result_tensor = obs_layer(kp) - result = op.evaluate(result_tensor) + result = op.tensor_to_numpy_or_python(result_tensor) # Compute the numpy version of this layer all_masks = obs_layer.all_masks if len(all_masks) < nfk: diff --git a/nnpdf_data/nnpdf_data/__init__.py b/nnpdf_data/nnpdf_data/__init__.py index a6eeec892d..f12d3e0abc 100644 --- a/nnpdf_data/nnpdf_data/__init__.py +++ b/nnpdf_data/nnpdf_data/__init__.py @@ -1,9 +1,7 @@ from functools import lru_cache import pathlib -import ruamel.yaml as yaml - -from ._version import __version__ +import yaml path_vpdata = pathlib.Path(__file__).parent path_commondata = path_vpdata / "commondata" @@ -12,7 +10,8 @@ _path_legacy_mapping = path_commondata / "dataset_names.yml" theory_cards = path_vpdata / "theory_cards" -_legacy_to_new_mapping_raw = yaml.YAML().load(_path_legacy_mapping) +with open(_path_legacy_mapping) as file: + _legacy_to_new_mapping_raw = yaml.load(file, yaml.Loader) # Convert strings into a dictionary legacy_to_new_mapping = { k: ({"dataset": v} if isinstance(v, str) else v) for k, v in _legacy_to_new_mapping_raw.items() diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/data_legacy_WM-YL.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/data_WM-YL.yaml similarity index 100% rename from nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/data_legacy_WM-YL.yaml rename to nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/data_WM-YL.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/data_legacy_WP-YL.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/data_WP-YL.yaml similarity index 100% rename from nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/data_legacy_WP-YL.yaml rename to nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/data_WP-YL.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/filter.py b/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/filter.py new file mode 100644 index 0000000000..6c382cbb18 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/filter.py @@ -0,0 +1,44 @@ +''' +Filter script for ATLAS_WJ_8TEV +''' + +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_WCHARM_7TEV_WP = Extractor("./metadata.yaml", "WP-YL", mult_factor=1000.0) + _, _, _ = ATLAS_WCHARM_7TEV_WP.generate_data(variant='default', save_to_yaml=True) + # _, _, _ = ATLAS_WCHARM_7TEV_WP.generate_data(variant='sys_10', save_to_yaml=True) + + ATLAS_WCHARM_7TEV_WM = Extractor("./metadata.yaml", "WM-YL", mult_factor=1000.0) + _, _, _ = ATLAS_WCHARM_7TEV_WM.generate_data(variant='default', save_to_yaml=True) + # _, _, _ = ATLAS_WCHARM_7TEV_WM.generate_data(variant='sys_10', save_to_yaml=True) diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/filter_utils.py b/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/filter_utils.py new file mode 100644 index 0000000000..035e95312d --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/filter_utils.py @@ -0,0 +1,357 @@ +import logging +import os + +import numpy as np +import pandas as pd +import yaml + +from nnpdf_data.filter_utils.utils import matlist_to_matrix, prettify_float, symmetrize_errors + +yaml.add_representer(float, prettify_float) + +SQRTS = 7000 +MW2 = 80.377**2 +TABLE_TOKEN = 'Table' +LUMI_UNC = 1.8 # % + +# List of systematic uncertainties that shuold +# be considered uncorrelated +SYS_CORR_TOKEN = 'sys_corr_' +SYS_UNCORR_TOKEN = 'sys_uncorr_' + + +class Extractor: + """ + Extracts kinematics, central data, and uncertainties for a given dataset + + Parameters + ---------- + metadata_file: str + Path to the metadata file + observable: str + The name of the observable for which the data is extracted. The name must + be listed in the metadata file. + """ + + def __init__(self, metadata_file, observable, mult_factor=1.0): + + # Open metadata and select process + with open(metadata_file, 'r') as file: + metadata = yaml.safe_load(file) + self.metadata = next( + ( + md + for md in metadata["implemented_observables"] + if md['observable_name'] == observable + ), + None, + ) + if self.metadata is None: + raise Exception(f"{observable} is not listed in the metadata file.") + + # Initialise dict of tables + self.tables = {} + self.observable = observable + self.mult_factor = mult_factor + self.kin_labels = self.metadata['kinematic_coverage'] + self.ndata = self.metadata['ndata'] + + if self.observable == 'WM-YL': + self.observable_latex = 'W- CJET' + elif self.observable == 'WP-YL': + self.observable_latex = 'W+ CBARJET' + else: + raise Exception(f'{self.observable} is an unknown observable.') + + # Collect diagonal absoulute uncertainties + self.diag_unc = self.__collect_diag_unc() + + 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}, + label[1]: {'min': None, 'mid': MW2, 'max': None}, + } + kinematics.append(kin_bin) + return kinematics + + def __retrieve_table(self, table_id): + """ + Implementation of the lazy loading for the tables. If the table + is loaded for the first time, it is stored into an internal + container of the class, so that it will not be loaded each time. + + When called, this functions checks if the table has already been stored + and, if that is the case, returns the stored table. + + Parameters + ---------- + table_id: int + Index that specifies the table + + Return + ------ + The table specified by `table_id`. If not previously loaded, it is also + stored into the internal container for future use. + """ + try: + table = self.tables[str(table_id)] + except KeyError: + logging.debug( + f'Table {table_id} has not already been used or stored.' f' Storing the table...' + ) + with open(f'./rawdata/{TABLE_TOKEN}{table_id}.yaml', 'r') as tab: + tab_dict = yaml.safe_load(tab) + self.tables[str(table_id)] = tab_dict + table = tab_dict + return table + + def get_table(self, table_id): + return self.__retrieve_table(table_id) + + 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 + 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) + + # Check number of data agrees with metadata + try: + assert self.metadata['ndata'] is not None + assert self.metadata['ndata'] == ndata + except AssertionError as e: + logging.warning( + f"The number of data in the metafile is either wrong or unspecified." + f" The correct number is {ndata}. Please, update the metafile." + ) + return + return kinematics.tolist() + + def generate_data_central(self): + """ + Same as `generate_kinematics`, but for central data points. + """ + logging.info(f"Generating central data for ATLAS_{self.observable}...") + dat_central = [] + table = self.metadata['tables'][0] + tab_dict = self.__retrieve_table(table) + + # 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]) + return dat_central + + 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 + + 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_unc_def(self): + if hasattr(self, 'unc_def'): + return self.unc_def + else: + self.unc_def = self.__build_unc_definitions() + return self.unc_def + + def get_central_data(self): + if hasattr(self, 'central_data'): + return self.central_data + else: + self.central_data = self.generate_data_central() + return self.central_data + + 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']}") + raise Exception() + else: + return values + + def __build_unc_definitions(self, variant='default'): + unc_definitions = {} + + # Statistical uncertainties are always the same + unc_definitions['stat_uncorr'] = { + 'description': f'Statistical uncertainty', + 'treatment': 'ADD', + 'type': 'UNCORR', + } + + unc_definitions[SYS_UNCORR_TOKEN + '1'] = { + 'description': f'Uncorrelated systematic uncertainty', + 'treatment': 'MULT', + 'type': 'UNCORR', + } + + for idx in range(113): + unc_definitions[SYS_CORR_TOKEN + f'{idx+1}'] = { + 'description': f'Correlated systematic uncertainty idx: {idx+1}', + 'treatment': 'MULT', + 'type': 'CORR', + } + + # Add Lumi uncertanty + unc_definitions['LumiUncer'] = { + 'description': f'Integrated luminosity uncertainty', + 'treatment': 'MULT', + 'type': 'ATLASLUMI11', + } + + if variant == 'sys_10': + raise ValueError(f"{variant} variant not implemented yet") + return unc_definitions + + def generate_artifical_unc(self, variant): + # Collect statistical uncertainties + diag_uncertainties = self.get_diag_unc() + stat_unc = [unc['stat']['error'] for unc in diag_uncertainties] + unc_def = self.get_unc_def() + data_central = self.get_central_data() + + # Collect systematic uncertainties + sys_table = self.get_table(self.metadata['tables'][1])['dependent_variables'] + art_sys_unc = [] + for idx_bin, unc_bin in enumerate(sys_table): + # Get systematic uncertainties + # NOTE + # The division 100 is needed if systematic sources are + # given in percentage in the table (if they are given in percentages) + bin_sys_unc = [ + value['value'] * data_central[idx_bin] * 0.01 for value in unc_bin['values'] + ] + + # Append Lumi unc + bin_sys_unc.append(LUMI_UNC * data_central[idx_bin] * 0.01) + bin_sys_unc = np.concatenate( + [[stat_unc[idx_bin] * self.mult_factor], bin_sys_unc] + ).tolist() + + if variant == 'sys_10': + raise ValueError(f"{variant} variant not implemented yet") + + try: + assert len(bin_sys_unc) == len(list(unc_def.keys())) + except AssertionError: + print(f'problem {len(bin_sys_unc)} != {len(list(unc_def.keys()))}') + art_sys_unc.append({key: value for key, value in zip(unc_def.keys(), bin_sys_unc)}) + + return art_sys_unc + + def generate_data(self, variant='default', save_to_yaml=False, path='./'): + # Get central data, kinematics, and uncertainties + central_data = self.get_central_data() + kinematics = self.generate_kinematics() + sys_artificial = self.generate_artifical_unc(variant) + + # Uncertainty definitions + unc_definitions = self.__build_unc_definitions(variant=variant) + + 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': list(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_WCHARM_7TEV/kinematics_WM-YL.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/kinematics_WM-YL.yaml index 7b33603b74..a4575ec8df 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/kinematics_WM-YL.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/kinematics_WM-YL.yaml @@ -1,133 +1,89 @@ bins: -- k1: - min: null +- abs_eta: + min: 0.0 mid: 0.105 - max: null - k2: - min: null - mid: 6463.838404 - max: null - k3: + max: 0.21 + m_W2: min: null - mid: 7000.0 + mid: 6.46046213e+03 max: null -- k1: - min: null +- abs_eta: + min: 0.21 mid: 0.315 - max: null - k2: + max: 0.42 + m_W2: min: null - mid: 6463.838404 + mid: 6.46046213e+03 max: null - k3: - min: null - mid: 7000.0 - max: null -- k1: - min: null +- abs_eta: + min: 0.42 mid: 0.525 - max: null - k2: - min: null - mid: 6463.838404 - max: null - k3: + max: 0.63 + m_W2: min: null - mid: 7000.0 + mid: 6.46046213e+03 max: null -- k1: - min: null +- abs_eta: + min: 0.63 mid: 0.735 - max: null - k2: + max: 0.84 + m_W2: min: null - mid: 6463.838404 + mid: 6.46046213e+03 max: null - k3: +- abs_eta: + min: 0.84 + mid: 9.45000000e-01 + max: 1.05 + m_W2: min: null - mid: 7000.0 + mid: 6.46046213e+03 max: null -- k1: - min: null - mid: 0.945 - max: null - k2: - min: null - mid: 6463.838404 - max: null - k3: - min: null - mid: 7000.0 - max: null -- k1: - min: null +- abs_eta: + min: 1.05 mid: 1.21 - max: null - k2: + max: 1.37 + m_W2: min: null - mid: 6463.838404 + mid: 6.46046213e+03 max: null - k3: - min: null - mid: 7000.0 - max: null -- k1: - min: null +- abs_eta: + min: 1.37 mid: 1.445 - max: null - k2: - min: null - mid: 6463.838404 - max: null - k3: + max: 1.52 + m_W2: min: null - mid: 7000.0 + mid: 6.46046213e+03 max: null -- k1: - min: null +- abs_eta: + min: 1.52 mid: 1.63 - max: null - k2: + max: 1.74 + m_W2: min: null - mid: 6463.838404 + mid: 6.46046213e+03 max: null - k3: - min: null - mid: 7000.0 - max: null -- k1: - min: null +- abs_eta: + min: 1.74 mid: 1.845 - max: null - k2: - min: null - mid: 6463.838404 - max: null - k3: + max: 1.95 + m_W2: min: null - mid: 7000.0 + mid: 6.46046213e+03 max: null -- k1: - min: null +- abs_eta: + min: 1.95 mid: 2.065 - max: null - k2: + max: 2.18 + m_W2: min: null - mid: 6463.838404 + mid: 6.46046213e+03 max: null - k3: - min: null - mid: 7000.0 - max: null -- k1: - min: null +- abs_eta: + min: 2.18 mid: 2.34 - max: null - k2: - min: null - mid: 6463.838404 - max: null - k3: + max: 2.5 + m_W2: min: null - mid: 7000.0 + mid: 6.46046213e+03 max: null diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/kinematics_WP-YL.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/kinematics_WP-YL.yaml index 7b33603b74..a4575ec8df 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/kinematics_WP-YL.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/kinematics_WP-YL.yaml @@ -1,133 +1,89 @@ bins: -- k1: - min: null +- abs_eta: + min: 0.0 mid: 0.105 - max: null - k2: - min: null - mid: 6463.838404 - max: null - k3: + max: 0.21 + m_W2: min: null - mid: 7000.0 + mid: 6.46046213e+03 max: null -- k1: - min: null +- abs_eta: + min: 0.21 mid: 0.315 - max: null - k2: + max: 0.42 + m_W2: min: null - mid: 6463.838404 + mid: 6.46046213e+03 max: null - k3: - min: null - mid: 7000.0 - max: null -- k1: - min: null +- abs_eta: + min: 0.42 mid: 0.525 - max: null - k2: - min: null - mid: 6463.838404 - max: null - k3: + max: 0.63 + m_W2: min: null - mid: 7000.0 + mid: 6.46046213e+03 max: null -- k1: - min: null +- abs_eta: + min: 0.63 mid: 0.735 - max: null - k2: + max: 0.84 + m_W2: min: null - mid: 6463.838404 + mid: 6.46046213e+03 max: null - k3: +- abs_eta: + min: 0.84 + mid: 9.45000000e-01 + max: 1.05 + m_W2: min: null - mid: 7000.0 + mid: 6.46046213e+03 max: null -- k1: - min: null - mid: 0.945 - max: null - k2: - min: null - mid: 6463.838404 - max: null - k3: - min: null - mid: 7000.0 - max: null -- k1: - min: null +- abs_eta: + min: 1.05 mid: 1.21 - max: null - k2: + max: 1.37 + m_W2: min: null - mid: 6463.838404 + mid: 6.46046213e+03 max: null - k3: - min: null - mid: 7000.0 - max: null -- k1: - min: null +- abs_eta: + min: 1.37 mid: 1.445 - max: null - k2: - min: null - mid: 6463.838404 - max: null - k3: + max: 1.52 + m_W2: min: null - mid: 7000.0 + mid: 6.46046213e+03 max: null -- k1: - min: null +- abs_eta: + min: 1.52 mid: 1.63 - max: null - k2: + max: 1.74 + m_W2: min: null - mid: 6463.838404 + mid: 6.46046213e+03 max: null - k3: - min: null - mid: 7000.0 - max: null -- k1: - min: null +- abs_eta: + min: 1.74 mid: 1.845 - max: null - k2: - min: null - mid: 6463.838404 - max: null - k3: + max: 1.95 + m_W2: min: null - mid: 7000.0 + mid: 6.46046213e+03 max: null -- k1: - min: null +- abs_eta: + min: 1.95 mid: 2.065 - max: null - k2: + max: 2.18 + m_W2: min: null - mid: 6463.838404 + mid: 6.46046213e+03 max: null - k3: - min: null - mid: 7000.0 - max: null -- k1: - min: null +- abs_eta: + min: 2.18 mid: 2.34 - max: null - k2: - min: null - mid: 6463.838404 - max: null - k3: + max: 2.5 + m_W2: min: null - mid: 7000.0 + mid: 6.46046213e+03 max: null diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/metadata.yaml index a35972d55f..75d6b01122 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/metadata.yaml @@ -1,113 +1,103 @@ setname: ATLAS_WCHARM_7TEV -version: 1 -version_comment: Port of old commondata + nnpdf_metadata: nnpdf31_process: DY CC experiment: ATLAS + arXiv: url: https://arxiv.org/abs/1402.6263 journal: JHEP 1405 (2014) 068 iNSPIRE: - url: '' + url: https://inspirehep.net/literature/1282447 hepdata: - url: '' - version: -1 + url: https://inspirehep.net/literature/1282447 + version: 1 + +version: 2 +version_comment: Implementation in the new format + implemented_observables: - observable_name: WM-YL observable: description: Jet Rapidity Distribution label: ATLAS $W^-+c$ 7 TeV - units: '' - process_type: EWJ_RAP - tables: [] - npoints: [] + units: '[fb]' + process_type: DY_W_ETA + tables: [3, 13] ndata: 11 plotting: - kinematics_override: ewj_rap_sqrt_scale + kinematics_override: identity dataset_label: ATLAS $W^-+c$ 7 TeV y_label: $d\sigma(W^-+c)/d|\eta^\ell|$ (fb) x_label: $|\eta^\ell|$ - plot_x: k1 - kinematic_coverage: - - k1 - - k2 - - k3 + plot_x: abs_eta + kinematic_coverage: [abs_eta, m_W2] kinematics: variables: - k1: - description: Variable k1 - label: k1 - units: '' - k2: - description: Variable k2 - label: k2 - units: '' - k3: - description: Variable k3 - label: k3 + abs_eta: + description: Lepton pseudo-rapidity of the production of a W boson with a single c-jet + label: $|\eta^\ell|$ units: '' + m_W2: + description: W boson mass squared + label: $M_W^2$ + units: GeV$^2$ file: kinematics_WM-YL.yaml - theory: - conversion_factor: 1.0 - operation: 'null' - FK_tables: - - - ATLAS_WCHARM_WM_DIFF_7TEV-ATLAS_WCHARM_7TEV_WMC_leptrap - data_uncertainties: [] + data_uncertainties: [uncertainties_WM-YL.yaml] + data_central: data_WM-YL.yaml variants: legacy: data_uncertainties: - uncertainties_legacy_WM-YL.yaml legacy_10: data_uncertainties: - - uncertainties_WM-YL_sys_10.yaml - data_central: data_legacy_WM-YL.yaml + - uncertainties_legacy_WM-YL_sys_10.yaml + theory: + conversion_factor: 1.0 + operation: 'null' + FK_tables: + - - ATLAS_WCHARM_WM_DIFF_7TEV-ATLAS_WCHARM_7TEV_WMC_leptrap ported_from: ATLAS_WCHARM_WM_DIFF_7TEV + - observable_name: WP-YL observable: description: Jet Rapidity Distribution label: ATLAS $W^++\bar{c}$ 7 TeV - units: '' - process_type: EWJ_RAP - tables: [] + units: '[fb]' + process_type: DY_W_ETA + tables: [3,12] npoints: [] ndata: 11 plotting: - kinematics_override: ewj_rap_sqrt_scale + kinematics_override: identity dataset_label: ATLAS $W^++\bar{c}$ 7 TeV y_label: $d\sigma(W^++\bar{c})/d|\eta^\ell|$ (fb) x_label: $|\eta^\ell|$ - plot_x: k1 - kinematic_coverage: - - k1 - - k2 - - k3 + plot_x: abs_eta + kinematic_coverage: [abs_eta, m_W2] kinematics: variables: - k1: - description: Variable k1 - label: k1 - units: '' - k2: - description: Variable k2 - label: k2 - units: '' - k3: - description: Variable k3 - label: k3 + abs_eta: + description: Lepton pseudo-rapidity of the production of a W boson with a single c-jet + label: $|\eta^\ell|$ units: '' + m_W2: + description: W boson mass squared + label: $M_W^2$ + units: GeV$^2$ file: kinematics_WP-YL.yaml - theory: - conversion_factor: 1.0 - operation: 'null' - FK_tables: - - - ATLAS_WCHARM_WP_DIFF_7TEV-ATLAS_WCHARM_7TEV_WPCB_leptrap - data_uncertainties: [] + data_uncertainties: [uncertainties_WP-YL.yaml] + data_central: data_WP-YL.yaml variants: legacy: data_uncertainties: - uncertainties_legacy_WP-YL.yaml legacy_10: data_uncertainties: - - uncertainties_WP-YL_sys_10.yaml - data_central: data_legacy_WP-YL.yaml + - uncertainties_legacy_WP-YL_sys_10.yaml + theory: + conversion_factor: 1.0 + operation: 'null' + FK_tables: + - - ATLAS_WCHARM_WP_DIFF_7TEV-ATLAS_WCHARM_7TEV_WPCB_leptrap ported_from: ATLAS_WCHARM_WP_DIFF_7TEV diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/rawdata/Table12.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/rawdata/Table12.yaml new file mode 100755 index 0000000000..4b7b13b10c --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/rawdata/Table12.yaml @@ -0,0 +1,1515 @@ +dependent_variables: +- header: {name: 0.00-0.21} + qualifiers: + - {name: ABS(ETARAP(C=CJET)), value: < 2.5} + - {name: ABS(ETARAP(C=LEPTON)), value: < 2.5} + - {name: MT, units: GEV, value: '> 40'} + - {name: PT(C=CJET), units: GEV, value: '> 25'} + - {name: PT(C=LEPTON), units: GEV, value: '> 20'} + - {name: PT(C=NU), units: GEV, value: '> 25'} + - {name: QED LEVEL, value: BORN} + - {name: RE, value: P P --> W+ < LEPTON+ NU > CBARJET X} + - {name: SAMPLE, value: OS-SS} + - {name: SQRT(S), units: GeV, value: '7000.0'} + values: + - {value: 3.3} + - {value: 1.89} + - {value: 0.77} + - {value: 1.88} + - {value: -0.63} + - {value: -0.02} + - {value: -0.22} + - {value: 0.12} + - {value: -1.15} + - {value: 0.0} + - {value: -0.25} + - {value: 0.07} + - {value: -0.15} + - {value: -0.23} + - {value: 0.79} + - {value: 0.16} + - {value: 0.0} + - {value: -0.29} + - {value: 0.26} + - {value: -0.69} + - {value: -0.53} + - {value: -0.05} + - {value: -0.08} + - {value: 0.4} + - {value: 0.04} + - {value: -0.27} + - {value: -0.58} + - {value: 0.06} + - {value: 0.87} + - {value: -0.91} + - {value: 0.45} + - {value: -0.45} + - {value: 0.39} + - {value: 0.29} + - {value: 0.79} + - {value: 0.48} + - {value: 0.36} + - {value: 0.09} + - {value: 0.49} + - {value: 0.66} + - {value: 0.02} + - {value: 0.75} + - {value: 0.3} + - {value: 0.25} + - {value: -0.8} + - {value: 0.21} + - {value: -0.53} + - {value: -0.24} + - {value: 0.4} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: -0.15} + - {value: 0.19} + - {value: -0.37} + - {value: 0.45} + - {value: 0.19} + - {value: 0.79} + - {value: 0.26} + - {value: -0.3} + - {value: -0.33} + - {value: -0.91} + - {value: -0.13} + - {value: -0.02} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: 0.0} + - {value: -0.86} + - {value: 0.12} + - {value: 1.18} + - {value: -0.04} + - {value: 1.7} + - {value: 0.22} + - {value: 1.27} + - {value: 0.26} + - {value: -1.15} + - {value: 0.33} + - {value: 0.78} + - {value: -1.36} + - {value: -0.19} + - {value: 1.97} + - {value: 0.79} + - {value: -1.7} + - {value: 0.98} + - {value: -0.68} + - {value: -0.59} + - {value: 0.6} + - {value: 0.32} + - {value: -0.51} + - {value: -0.92} + - {value: -0.77} + - {value: 1.45} + - {value: -0.18} + - {value: -1.03} +- header: {name: 0.21-0.42} + qualifiers: + - {name: ABS(ETARAP(C=CJET)), value: < 2.5} + - {name: ABS(ETARAP(C=LEPTON)), value: < 2.5} + - {name: MT, units: GEV, value: '> 40'} + - {name: PT(C=CJET), units: GEV, value: '> 25'} + - {name: PT(C=LEPTON), units: GEV, value: '> 20'} + - {name: PT(C=NU), units: GEV, value: '> 25'} + - {name: QED LEVEL, value: BORN} + - {name: RE, value: P P --> W+ < LEPTON+ NU > CBARJET X} + - {name: SAMPLE, value: OS-SS} + - {name: SQRT(S), units: GeV, value: '7000.0'} + values: + - {value: 2.93} + - {value: 0.43} + - {value: 0.86} + - {value: 1.41} + - {value: -0.42} + - {value: -0.5} + - {value: -0.19} + - {value: 0.1} + - {value: -0.61} + - {value: -0.19} + - {value: 0.19} + - {value: -0.23} + - {value: -0.31} + - {value: -0.25} + - {value: 0.31} + - {value: 0.43} + - {value: 0.0} + - {value: -0.25} + - {value: 0.05} + - {value: -0.53} + - {value: -0.36} + - {value: -0.37} + - 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{value: 73.0} + - {value: 74.0} + - {value: 75.0} + - {value: 76.0} + - {value: 77.0} + - {value: 78.0} + - {value: 79.0} + - {value: 80.0} + - {value: 81.0} + - {value: 82.0} + - {value: 83.0} + - {value: 84.0} + - {value: 85.0} + - {value: 86.0} + - {value: 87.0} + - {value: 88.0} + - {value: 89.0} + - {value: 90.0} + - {value: 91.0} + - {value: 92.0} + - {value: 93.0} + - {value: 94.0} + - {value: 95.0} + - {value: 96.0} + - {value: 97.0} + - {value: 98.0} + - {value: 99.0} + - {value: 100.0} + - {value: 101.0} + - {value: 102.0} + - {value: 103.0} + - {value: 104.0} + - {value: 105.0} + - {value: 106.0} + - {value: 107.0} + - {value: 108.0} + - {value: 109.0} + - {value: 110.0} + - {value: 111.0} + - {value: 112.0} + - {value: 113.0} diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/rawdata/Table3.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/rawdata/Table3.yaml new file mode 100755 index 0000000000..9f7c316db6 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/rawdata/Table3.yaml @@ -0,0 +1,131 @@ +dependent_variables: +- header: {name: D(SIG)/DABS(ETARAP)(W+ CBARJET), units: PB} + qualifiers: + - {name: ABS(ETARAP(C=CJET)), value: < 2.5} + - {name: ABS(ETARAP(C=LEPTON)), value: < 2.5} + - {name: MT, units: GEV, value: '> 40'} + - {name: PT(C=CJET), units: GEV, value: '> 25'} + - {name: PT(C=LEPTON), units: GEV, value: '> 20'} + - {name: PT(C=NU), units: GEV, value: '> 25'} + - {name: QED LEVEL, value: BORN} + - {name: RE, value: P P --> W+ < LEPTON+ NU > CBARJET X} + - {name: RE, value: P P --> W- < LEPTON- NU > CJET X} + - {name: SAMPLE, value: OS-SS} + - {name: SQRT(S), units: GeV, value: '7000.0'} + values: + - errors: + - {label: stat, symerror: 1.38} + - {label: sys, symerror: 1.48} + value: 19.86 + - errors: + - {label: stat, symerror: 1.33} + - {label: sys, symerror: 1.19} + value: 18.67 + - errors: + - {label: stat, symerror: 1.19} + - {label: sys, symerror: 2.1} + value: 18.38 + - errors: + - {label: stat, symerror: 1.33} + - {label: sys, symerror: 1.24} + value: 18.1 + - errors: + - {label: stat, symerror: 1.29} + - {label: sys, symerror: 1.05} + value: 16.0 + - errors: + - {label: stat, symerror: 1.0} + - {label: sys, symerror: 1.03} + value: 14.91 + - errors: + - {label: stat, symerror: 1.93} + - {label: sys, symerror: 1.67} + value: 14.4 + - errors: + - {label: stat, symerror: 1.18} + - {label: sys, symerror: 0.86} + value: 11.59 + - errors: + - {label: stat, symerror: 1.14} + - {label: sys, symerror: 0.81} + value: 9.43 + - errors: + - {label: stat, symerror: 1.04} + - {label: sys, symerror: 0.65} + value: 7.74 + - errors: + - {label: stat, symerror: 1.0} + - {label: sys, symerror: 0.81} + value: 6.75 +- header: {name: D(SIG)/DABS(ETARAP)(W- CJET), units: PB} + qualifiers: + - {name: ABS(ETARAP(C=CJET)), value: < 2.5} + - {name: ABS(ETARAP(C=LEPTON)), value: < 2.5} + - {name: MT, units: GEV, value: '> 40'} + - {name: PT(C=CJET), units: GEV, value: '> 25'} + - {name: PT(C=LEPTON), units: GEV, value: '> 20'} + - {name: PT(C=NU), units: GEV, value: '> 25'} + - {name: QED LEVEL, value: BORN} + - {name: RE, value: P P --> W+ < LEPTON+ NU > CBARJET X} + - {name: RE, value: P P --> W- < LEPTON- NU > CJET X} + - {name: SAMPLE, value: OS-SS} + - {name: SQRT(S), units: GeV, value: '7000.0'} + values: + - errors: + - {label: stat, symerror: 1.29} + - {label: sys, symerror: 1.24} + value: 19.52 + - errors: + - {label: stat, symerror: 1.19} + - {label: sys, symerror: 1.33} + value: 20.24 + - errors: + - {label: stat, symerror: 1.14} + - {label: sys, symerror: 1.33} + value: 20.1 + - errors: + - {label: stat, symerror: 1.29} + - {label: sys, symerror: 1.43} + value: 20.57 + - errors: + - {label: stat, symerror: 1.24} + - {label: sys, symerror: 1.86} + value: 19.52 + - errors: + - {label: stat, symerror: 0.91} + - {label: sys, symerror: 1.06} + value: 16.44 + - errors: + - {label: stat, symerror: 1.67} + - {label: sys, symerror: 2.4} + value: 13.2 + - errors: + - {label: stat, symerror: 1.05} + - {label: sys, symerror: 0.95} + value: 12.18 + - errors: + - {label: stat, symerror: 1.0} + - {label: sys, symerror: 0.81} + value: 11.52 + - errors: + - {label: stat, symerror: 0.91} + - {label: sys, symerror: 0.74} + value: 7.7 + - errors: + - {label: stat, symerror: 0.81} + - {label: sys, symerror: 0.78} + value: 7.91 +independent_variables: +- header: {name: ABS(ETARAP(C=LEPTON))} + values: + - {high: 0.21, low: 0.0} + - {high: 0.42, low: 0.21} + - {high: 0.63, low: 0.42} + - {high: 0.84, low: 0.63} + - {high: 1.05, low: 0.84} + - {high: 1.37, low: 1.05} + - {high: 1.52, low: 1.37} + - {high: 1.74, low: 1.52} + - {high: 1.95, low: 1.74} + - {high: 2.18, low: 1.95} + - {high: 2.5, low: 2.18} diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/uncertainties_WM-YL.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/uncertainties_WM-YL.yaml new file mode 100644 index 0000000000..9ce7174c88 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/uncertainties_WM-YL.yaml @@ -0,0 +1,1742 @@ +definitions: + stat_uncorr: + description: Statistical uncertainty + treatment: ADD + type: UNCORR + sys_uncorr_1: + description: Uncorrelated systematic uncertainty + treatment: MULT + type: UNCORR + sys_corr_1: + description: 'Correlated systematic uncertainty idx: 1' + treatment: MULT + type: CORR + sys_corr_2: + description: 'Correlated systematic uncertainty idx: 2' + treatment: MULT + type: CORR + sys_corr_3: + description: 'Correlated systematic uncertainty idx: 3' + treatment: MULT + type: CORR + sys_corr_4: + description: 'Correlated systematic uncertainty idx: 4' + treatment: MULT + type: CORR + sys_corr_5: + description: 'Correlated systematic uncertainty idx: 5' + treatment: MULT + type: CORR + sys_corr_6: + description: 'Correlated systematic uncertainty idx: 6' + treatment: MULT + type: CORR + sys_corr_7: + description: 'Correlated systematic uncertainty idx: 7' + treatment: MULT + type: CORR + sys_corr_8: + description: 'Correlated systematic uncertainty idx: 8' + treatment: MULT + type: CORR + sys_corr_9: + description: 'Correlated systematic uncertainty idx: 9' + treatment: MULT + type: CORR + sys_corr_10: + description: 'Correlated systematic uncertainty idx: 10' + treatment: MULT + type: CORR + sys_corr_11: + description: 'Correlated systematic uncertainty idx: 11' + treatment: MULT + type: CORR + sys_corr_12: + description: 'Correlated systematic uncertainty idx: 12' + treatment: MULT + type: CORR + sys_corr_13: + description: 'Correlated systematic uncertainty idx: 13' + treatment: MULT + type: CORR + sys_corr_14: + description: 'Correlated systematic uncertainty idx: 14' + treatment: MULT + type: CORR + sys_corr_15: + description: 'Correlated systematic uncertainty idx: 15' + treatment: MULT + type: CORR + sys_corr_16: + description: 'Correlated systematic uncertainty idx: 16' + treatment: MULT + type: CORR + sys_corr_17: + description: 'Correlated systematic uncertainty idx: 17' + treatment: MULT + type: CORR + sys_corr_18: + description: 'Correlated systematic uncertainty idx: 18' + treatment: MULT + type: CORR + sys_corr_19: + description: 'Correlated systematic uncertainty idx: 19' + treatment: MULT + type: CORR + sys_corr_20: + description: 'Correlated systematic uncertainty idx: 20' + treatment: MULT + type: CORR + sys_corr_21: + description: 'Correlated systematic uncertainty idx: 21' + treatment: MULT + type: CORR + sys_corr_22: + description: 'Correlated systematic uncertainty idx: 22' + treatment: MULT + type: CORR + sys_corr_23: + description: 'Correlated systematic uncertainty idx: 23' + treatment: MULT + type: CORR + sys_corr_24: + description: 'Correlated systematic uncertainty idx: 24' + treatment: MULT + type: CORR + sys_corr_25: + description: 'Correlated systematic uncertainty idx: 25' + treatment: MULT + type: CORR + sys_corr_26: + description: 'Correlated systematic uncertainty idx: 26' + treatment: MULT + type: CORR + sys_corr_27: + description: 'Correlated systematic uncertainty idx: 27' + treatment: MULT + type: CORR + sys_corr_28: + description: 'Correlated systematic uncertainty idx: 28' + treatment: MULT + type: CORR + sys_corr_29: + description: 'Correlated systematic uncertainty idx: 29' + treatment: MULT + type: CORR + sys_corr_30: + description: 'Correlated systematic uncertainty idx: 30' + treatment: MULT + type: CORR + sys_corr_31: + description: 'Correlated systematic uncertainty idx: 31' + treatment: MULT + type: CORR + sys_corr_32: + description: 'Correlated systematic uncertainty idx: 32' + treatment: MULT + type: CORR + sys_corr_33: + description: 'Correlated systematic uncertainty idx: 33' + treatment: MULT + type: CORR + sys_corr_34: + description: 'Correlated systematic uncertainty idx: 34' + treatment: MULT + type: CORR + sys_corr_35: + description: 'Correlated systematic uncertainty idx: 35' + treatment: MULT + type: CORR + sys_corr_36: + description: 'Correlated systematic uncertainty idx: 36' + treatment: MULT + type: CORR + sys_corr_37: + description: 'Correlated systematic uncertainty idx: 37' + treatment: MULT + type: CORR + sys_corr_38: + description: 'Correlated systematic uncertainty idx: 38' + treatment: MULT + type: CORR + sys_corr_39: + description: 'Correlated systematic uncertainty idx: 39' + treatment: MULT + type: CORR + sys_corr_40: + description: 'Correlated systematic uncertainty idx: 40' + treatment: MULT + type: CORR + sys_corr_41: + description: 'Correlated systematic uncertainty idx: 41' + treatment: MULT + type: CORR + sys_corr_42: + description: 'Correlated systematic uncertainty idx: 42' + treatment: MULT + type: CORR + sys_corr_43: + description: 'Correlated systematic uncertainty idx: 43' + treatment: MULT + type: CORR + sys_corr_44: + description: 'Correlated systematic uncertainty idx: 44' + treatment: MULT + type: CORR + sys_corr_45: + description: 'Correlated systematic uncertainty idx: 45' + treatment: MULT + type: CORR + sys_corr_46: + description: 'Correlated systematic uncertainty idx: 46' + treatment: MULT + type: CORR + sys_corr_47: + description: 'Correlated systematic uncertainty idx: 47' + treatment: MULT + type: CORR + sys_corr_48: + description: 'Correlated systematic uncertainty idx: 48' + treatment: MULT + type: CORR + sys_corr_49: + description: 'Correlated systematic uncertainty idx: 49' + treatment: MULT + type: CORR + sys_corr_50: + description: 'Correlated systematic uncertainty idx: 50' + treatment: MULT + type: CORR + sys_corr_51: + description: 'Correlated systematic uncertainty idx: 51' + treatment: MULT + type: CORR + sys_corr_52: + description: 'Correlated systematic uncertainty idx: 52' + treatment: MULT + type: CORR + sys_corr_53: + description: 'Correlated systematic uncertainty idx: 53' + treatment: MULT + type: CORR + sys_corr_54: + description: 'Correlated systematic uncertainty idx: 54' + treatment: MULT + type: CORR + sys_corr_55: + description: 'Correlated systematic uncertainty idx: 55' + treatment: MULT + type: CORR + sys_corr_56: + description: 'Correlated systematic uncertainty idx: 56' + treatment: MULT + type: CORR + sys_corr_57: + description: 'Correlated systematic uncertainty idx: 57' + treatment: MULT + type: CORR + sys_corr_58: + description: 'Correlated systematic uncertainty idx: 58' + treatment: MULT + type: CORR + sys_corr_59: + description: 'Correlated systematic uncertainty idx: 59' + treatment: MULT + type: CORR + sys_corr_60: + description: 'Correlated systematic uncertainty idx: 60' + treatment: MULT + type: CORR + sys_corr_61: + description: 'Correlated systematic uncertainty idx: 61' + treatment: MULT + type: CORR + sys_corr_62: + description: 'Correlated systematic uncertainty idx: 62' + treatment: MULT + type: CORR + sys_corr_63: + description: 'Correlated systematic uncertainty idx: 63' + treatment: MULT + type: CORR + sys_corr_64: + description: 'Correlated systematic uncertainty idx: 64' + treatment: MULT + type: CORR + sys_corr_65: + description: 'Correlated systematic uncertainty idx: 65' + treatment: MULT + type: CORR + sys_corr_66: + description: 'Correlated systematic uncertainty idx: 66' + treatment: MULT + type: CORR + sys_corr_67: + description: 'Correlated systematic uncertainty idx: 67' + treatment: MULT + type: CORR + sys_corr_68: + description: 'Correlated systematic uncertainty idx: 68' + treatment: MULT + type: CORR + sys_corr_69: + description: 'Correlated systematic uncertainty idx: 69' + treatment: MULT + type: CORR + sys_corr_70: + description: 'Correlated systematic uncertainty idx: 70' + treatment: MULT + type: CORR + sys_corr_71: + description: 'Correlated systematic uncertainty idx: 71' + treatment: MULT + type: CORR + sys_corr_72: + description: 'Correlated systematic uncertainty idx: 72' + treatment: MULT + type: CORR + sys_corr_73: + description: 'Correlated systematic uncertainty idx: 73' + treatment: MULT + type: CORR + sys_corr_74: + description: 'Correlated systematic uncertainty idx: 74' + treatment: MULT + type: CORR + sys_corr_75: + description: 'Correlated systematic uncertainty idx: 75' + treatment: MULT + type: CORR + sys_corr_76: + description: 'Correlated systematic uncertainty idx: 76' + treatment: MULT + type: CORR + sys_corr_77: + description: 'Correlated systematic uncertainty idx: 77' + treatment: MULT + type: CORR + sys_corr_78: + description: 'Correlated systematic uncertainty idx: 78' + treatment: MULT + type: CORR + sys_corr_79: + description: 'Correlated systematic uncertainty idx: 79' + treatment: MULT + type: CORR + sys_corr_80: + description: 'Correlated systematic uncertainty idx: 80' + treatment: MULT + type: CORR + sys_corr_81: + description: 'Correlated systematic uncertainty idx: 81' + treatment: MULT + type: CORR + sys_corr_82: + description: 'Correlated systematic uncertainty idx: 82' + treatment: MULT + type: CORR + sys_corr_83: + description: 'Correlated systematic uncertainty idx: 83' + treatment: MULT + type: CORR + sys_corr_84: + description: 'Correlated systematic uncertainty idx: 84' + treatment: MULT + type: CORR + sys_corr_85: + description: 'Correlated systematic uncertainty idx: 85' + treatment: MULT + type: CORR + sys_corr_86: + description: 'Correlated systematic uncertainty idx: 86' + treatment: MULT + type: CORR + sys_corr_87: + description: 'Correlated systematic uncertainty idx: 87' + treatment: MULT + type: CORR + sys_corr_88: + description: 'Correlated systematic uncertainty idx: 88' + treatment: MULT + type: CORR + sys_corr_89: + description: 'Correlated systematic uncertainty idx: 89' + treatment: MULT + type: CORR + sys_corr_90: + description: 'Correlated systematic uncertainty idx: 90' + treatment: MULT + type: CORR + sys_corr_91: + description: 'Correlated systematic uncertainty idx: 91' + treatment: MULT + type: CORR + sys_corr_92: + description: 'Correlated systematic uncertainty idx: 92' + treatment: MULT + type: CORR + sys_corr_93: + description: 'Correlated systematic uncertainty idx: 93' + treatment: MULT + type: CORR + sys_corr_94: + description: 'Correlated systematic uncertainty idx: 94' + treatment: MULT + type: CORR + sys_corr_95: + description: 'Correlated systematic uncertainty idx: 95' + treatment: MULT + type: CORR + sys_corr_96: + description: 'Correlated systematic uncertainty idx: 96' + treatment: MULT + type: CORR + sys_corr_97: + description: 'Correlated systematic uncertainty idx: 97' + treatment: MULT + type: CORR + sys_corr_98: + description: 'Correlated systematic uncertainty idx: 98' + treatment: MULT + type: CORR + sys_corr_99: + description: 'Correlated systematic uncertainty idx: 99' + treatment: MULT + type: CORR + sys_corr_100: + description: 'Correlated systematic uncertainty idx: 100' + treatment: MULT + type: CORR + sys_corr_101: + description: 'Correlated systematic uncertainty idx: 101' + treatment: MULT + type: CORR + sys_corr_102: + description: 'Correlated systematic uncertainty idx: 102' + treatment: MULT + type: CORR + sys_corr_103: + description: 'Correlated systematic uncertainty idx: 103' + treatment: MULT + type: CORR + sys_corr_104: + description: 'Correlated systematic uncertainty idx: 104' + treatment: MULT + type: CORR + sys_corr_105: + description: 'Correlated systematic uncertainty idx: 105' + treatment: MULT + type: CORR + sys_corr_106: + description: 'Correlated systematic uncertainty idx: 106' + treatment: MULT + type: CORR + sys_corr_107: + description: 'Correlated systematic uncertainty idx: 107' + treatment: MULT + type: CORR + sys_corr_108: + description: 'Correlated systematic uncertainty idx: 108' + treatment: MULT + type: CORR + sys_corr_109: + description: 'Correlated systematic uncertainty idx: 109' + treatment: MULT + type: CORR + sys_corr_110: + description: 'Correlated systematic uncertainty idx: 110' + treatment: MULT + type: CORR + sys_corr_111: + description: 'Correlated systematic uncertainty idx: 111' + treatment: MULT + type: CORR + sys_corr_112: + description: 'Correlated systematic uncertainty idx: 112' + treatment: MULT + type: CORR + sys_corr_113: + description: 'Correlated systematic uncertainty idx: 113' + treatment: MULT + type: CORR + LumiUncer: + description: Integrated luminosity uncertainty + treatment: MULT + type: ATLASLUMI11 +bins: +- stat_uncorr: 1290.0 + sys_uncorr_1: 634.4 + sys_corr_1: -1.97152000e+02 + sys_corr_2: 298.656 + sys_corr_3: 156.16 + sys_corr_4: -6.83200000e+01 + sys_corr_5: 9.76 + sys_corr_6: -40.992 + sys_corr_7: 5.85600000e+00 + sys_corr_8: -167.872 + sys_corr_9: -6.63680000e+01 + sys_corr_10: -29.28 + sys_corr_11: -9.76 + sys_corr_12: -81.984 + sys_corr_13: -76.128 + sys_corr_14: 99.552 + sys_corr_15: 2.73280000e+01 + sys_corr_16: 0.0 + sys_corr_17: -3.12320000e+01 + sys_corr_18: 5.46560000e+01 + sys_corr_19: -78.08 + sys_corr_20: -91.744 + sys_corr_21: -40.992 + sys_corr_22: -19.52 + sys_corr_23: 7.80800000e+00 + sys_corr_24: -1.95200000e+00 + sys_corr_25: 29.28 + sys_corr_26: -103.456 + sys_corr_27: 50.752 + sys_corr_28: 1.81536000e+02 + sys_corr_29: -1.87392000e+02 + sys_corr_30: 50.752 + sys_corr_31: 1.95200000e+00 + sys_corr_32: 4.88000000e+01 + sys_corr_33: 1.05408000e+02 + sys_corr_34: 1.22976000e+02 + sys_corr_35: 6.44160000e+01 + sys_corr_36: 99.552 + sys_corr_37: 3.90400000e+00 + sys_corr_38: 80.032 + sys_corr_39: 1.95200000e+00 + sys_corr_40: 6.44160000e+01 + sys_corr_41: 87.84 + sys_corr_42: 58.56 + sys_corr_43: 50.752 + sys_corr_44: -103.456 + sys_corr_45: 80.032 + sys_corr_46: -1.30784000e+02 + sys_corr_47: -40.992 + sys_corr_48: 142.496 + sys_corr_49: 0.0 + sys_corr_50: 0.0 + sys_corr_51: 0.0 + sys_corr_52: 0.0 + sys_corr_53: 0.0 + sys_corr_54: 0.0 + sys_corr_55: 0.0 + sys_corr_56: 0.0 + sys_corr_57: 0.0 + sys_corr_58: 0.0 + sys_corr_59: 0.0 + sys_corr_60: 0.0 + sys_corr_61: -9.36960000e+01 + sys_corr_62: 2.73280000e+01 + sys_corr_63: -37.088 + sys_corr_64: 72.224 + sys_corr_65: 1.05408000e+02 + sys_corr_66: 144.448 + sys_corr_67: 107.36 + sys_corr_68: -1.17120000e+01 + sys_corr_69: -3.12320000e+01 + sys_corr_70: -142.496 + sys_corr_71: -5.27040000e+01 + sys_corr_72: -1.56160000e+01 + sys_corr_73: 0.0 + sys_corr_74: 0.0 + sys_corr_75: 0.0 + sys_corr_76: 0.0 + sys_corr_77: 0.0 + sys_corr_78: 0.0 + sys_corr_79: 0.0 + sys_corr_80: 0.0 + sys_corr_81: 0.0 + sys_corr_82: 0.0 + sys_corr_83: 0.0 + sys_corr_84: 0.0 + sys_corr_85: 0.0 + sys_corr_86: 0.0 + sys_corr_87: -152.256 + sys_corr_88: 6.24640000e+01 + sys_corr_89: 236.192 + sys_corr_90: -2.14720000e+01 + sys_corr_91: 1.09312000e+02 + sys_corr_92: 162.016 + sys_corr_93: -296.704 + sys_corr_94: -5.27040000e+01 + sys_corr_95: -2.10816000e+02 + sys_corr_96: 7.80800000e+00 + sys_corr_97: -101.504 + sys_corr_98: -6.24640000e+01 + sys_corr_99: -3.31840000e+01 + sys_corr_100: 203.008 + sys_corr_101: -2.73280000e+01 + sys_corr_102: -8.97920000e+01 + sys_corr_103: 203.008 + sys_corr_104: -228.384 + sys_corr_105: 9.76 + sys_corr_106: 74.176 + sys_corr_107: 2.14720000e+01 + sys_corr_108: -91.744 + sys_corr_109: -113.216 + sys_corr_110: -177.632 + sys_corr_111: 3.43552000e+02 + sys_corr_112: 1.19072000e+02 + sys_corr_113: -1.81536000e+02 + LumiUncer: 351.36 +- stat_uncorr: 1190.0 + sys_uncorr_1: 595.056 + sys_corr_1: 192.28 + sys_corr_2: 344.08 + sys_corr_3: 2.95504000e+02 + sys_corr_4: -72.864 + sys_corr_5: -91.08 + sys_corr_6: 1.01200000e+01 + sys_corr_7: 36.432 + sys_corr_8: -165.968 + sys_corr_9: -66.792 + sys_corr_10: 2.42880000e+01 + sys_corr_11: 16.192 + sys_corr_12: -2.63120000e+01 + sys_corr_13: -109.296 + sys_corr_14: 9.71520000e+01 + sys_corr_15: 78.936 + sys_corr_16: 0.0 + sys_corr_17: -2.83360000e+01 + sys_corr_18: -6.07200000e+00 + sys_corr_19: -95.128 + sys_corr_20: -85.008 + sys_corr_21: -109.296 + sys_corr_22: -8.096 + sys_corr_23: -2.63120000e+01 + sys_corr_24: 30.36 + sys_corr_25: 76.912 + sys_corr_26: -72.864 + sys_corr_27: 8.90560000e+01 + sys_corr_28: 180.136 + sys_corr_29: -170.016 + sys_corr_30: 16.192 + sys_corr_31: 34.408 + sys_corr_32: 2.42880000e+01 + sys_corr_33: 9.71520000e+01 + sys_corr_34: 121.44 + sys_corr_35: 133.584 + sys_corr_36: 70.84 + sys_corr_37: 16.192 + sys_corr_38: 135.608 + sys_corr_39: 5.66720000e+01 + sys_corr_40: 93.104 + sys_corr_41: 50.6 + sys_corr_42: 2.63120000e+01 + sys_corr_43: 66.792 + sys_corr_44: -68.816 + sys_corr_45: 99.176 + sys_corr_46: -68.816 + sys_corr_47: -46.552 + sys_corr_48: 8.09600000e+01 + sys_corr_49: 0.0 + sys_corr_50: 0.0 + sys_corr_51: 0.0 + sys_corr_52: 0.0 + sys_corr_53: 0.0 + sys_corr_54: 0.0 + sys_corr_55: 0.0 + sys_corr_56: 0.0 + sys_corr_57: 0.0 + sys_corr_58: 0.0 + sys_corr_59: 0.0 + sys_corr_60: 0.0 + sys_corr_61: -8.09600000e+01 + sys_corr_62: -38.456 + sys_corr_63: 16.192 + sys_corr_64: 2.63120000e+01 + sys_corr_65: 70.84 + sys_corr_66: 76.912 + sys_corr_67: 36.432 + sys_corr_68: -30.36 + sys_corr_69: -16.192 + sys_corr_70: -196.328 + sys_corr_71: -8.096 + sys_corr_72: -34.408 + sys_corr_73: 0.0 + sys_corr_74: 0.0 + sys_corr_75: 0.0 + sys_corr_76: 0.0 + sys_corr_77: 0.0 + sys_corr_78: 0.0 + sys_corr_79: 0.0 + sys_corr_80: 0.0 + sys_corr_81: 0.0 + sys_corr_82: 0.0 + sys_corr_83: 0.0 + sys_corr_84: 0.0 + sys_corr_85: 0.0 + sys_corr_86: 0.0 + sys_corr_87: -190.256 + sys_corr_88: 8.096 + sys_corr_89: 2.26688000e+02 + sys_corr_90: -2.83360000e+01 + sys_corr_91: 2.24664000e+02 + sys_corr_92: 2.10496000e+02 + sys_corr_93: 74.888 + sys_corr_94: -60.72 + sys_corr_95: -250.976 + sys_corr_96: 4.85760000e+01 + sys_corr_97: 1.21440000e+01 + sys_corr_98: -1.21440000e+01 + sys_corr_99: -2.42880000e+01 + sys_corr_100: 141.68 + sys_corr_101: 36.432 + sys_corr_102: -2.63120000e+01 + sys_corr_103: 155.848 + sys_corr_104: -176.088 + sys_corr_105: 1.84184000e+02 + sys_corr_106: -38.456 + sys_corr_107: -8.90560000e+01 + sys_corr_108: -1.39656000e+02 + sys_corr_109: -214.544 + sys_corr_110: -190.256 + sys_corr_111: 5.28264000e+02 + sys_corr_112: 281.336 + sys_corr_113: -172.04 + LumiUncer: 364.32 +- stat_uncorr: 1140.0 + sys_uncorr_1: 657.27 + sys_corr_1: -389.94 + sys_corr_2: -122.61 + sys_corr_3: 168.84 + sys_corr_4: -50.25 + sys_corr_5: -80.4 + sys_corr_6: -40.2 + sys_corr_7: 1.40700000e+01 + sys_corr_8: -1.90950000e+02 + sys_corr_9: -9.24600000e+01 + sys_corr_10: -36.18 + sys_corr_11: 1.60800000e+01 + sys_corr_12: -86.43 + sys_corr_13: -116.58 + sys_corr_14: 66.33 + sys_corr_15: 40.2 + sys_corr_16: 0.0 + sys_corr_17: -62.31 + sys_corr_18: 24.12 + sys_corr_19: -1.20600000e+02 + sys_corr_20: -9.24600000e+01 + sys_corr_21: -62.31 + sys_corr_22: 10.05 + sys_corr_23: -18.09 + sys_corr_24: 12.06 + sys_corr_25: 4.62300000e+01 + sys_corr_26: -80.4 + sys_corr_27: 3.21600000e+01 + sys_corr_28: 148.74 + sys_corr_29: -124.62 + sys_corr_30: 48.24 + sys_corr_31: 8.04000000e+00 + sys_corr_32: 6.43200000e+01 + sys_corr_33: 96.48 + sys_corr_34: 1.28640000e+02 + sys_corr_35: 74.37 + sys_corr_36: 76.38 + sys_corr_37: -12.06 + sys_corr_38: 102.51 + sys_corr_39: -6.03 + sys_corr_40: 62.31 + sys_corr_41: 38.19 + sys_corr_42: 40.2 + sys_corr_43: 1.20600000e+02 + sys_corr_44: -84.42 + sys_corr_45: 78.39 + sys_corr_46: -1.28640000e+02 + sys_corr_47: -44.22 + sys_corr_48: 156.78 + sys_corr_49: 0.0 + sys_corr_50: 0.0 + sys_corr_51: 0.0 + sys_corr_52: 0.0 + sys_corr_53: 0.0 + sys_corr_54: 0.0 + sys_corr_55: 0.0 + sys_corr_56: 0.0 + sys_corr_57: 0.0 + sys_corr_58: 0.0 + sys_corr_59: 0.0 + sys_corr_60: 0.0 + sys_corr_61: -86.43 + sys_corr_62: 1.60800000e+01 + sys_corr_63: -3.21600000e+01 + sys_corr_64: 62.31 + sys_corr_65: 80.4 + sys_corr_66: 94.47 + sys_corr_67: 9.24600000e+01 + sys_corr_68: -3.21600000e+01 + sys_corr_69: -12.06 + sys_corr_70: -146.73 + sys_corr_71: -20.1 + sys_corr_72: -1.40700000e+01 + sys_corr_73: 0.0 + sys_corr_74: 0.0 + sys_corr_75: 0.0 + sys_corr_76: 0.0 + sys_corr_77: 0.0 + sys_corr_78: 0.0 + sys_corr_79: 0.0 + sys_corr_80: 0.0 + sys_corr_81: 0.0 + sys_corr_82: 0.0 + sys_corr_83: 0.0 + sys_corr_84: 0.0 + sys_corr_85: 0.0 + sys_corr_86: 0.0 + sys_corr_87: -168.84 + sys_corr_88: 72.36 + sys_corr_89: 249.24 + sys_corr_90: -26.13 + sys_corr_91: 160.8 + sys_corr_92: -233.16 + sys_corr_93: -516.57 + sys_corr_94: -2.81400000e+01 + sys_corr_95: -164.82 + sys_corr_96: 9.24600000e+01 + sys_corr_97: -6.43200000e+01 + sys_corr_98: 50.25 + sys_corr_99: -10.05 + sys_corr_100: 96.48 + sys_corr_101: 10.05 + sys_corr_102: -72.36 + sys_corr_103: 138.69 + sys_corr_104: -146.73 + sys_corr_105: 100.5 + sys_corr_106: 44.22 + sys_corr_107: 52.26 + sys_corr_108: -76.38 + sys_corr_109: -215.07 + sys_corr_110: -88.44 + sys_corr_111: 3.69840000e+02 + sys_corr_112: 102.51 + sys_corr_113: -130.65 + LumiUncer: 361.8 +- stat_uncorr: 1290.0 + sys_uncorr_1: 608.872 + sys_corr_1: 2.87980000e+02 + sys_corr_2: -3.02379000e+02 + sys_corr_3: 446.369 + sys_corr_4: -41.14 + sys_corr_5: -24.684 + sys_corr_6: -41.14 + sys_corr_7: 6.171 + sys_corr_8: -1.76902000e+02 + sys_corr_9: -1.13135000e+02 + sys_corr_10: -6.58240000e+01 + sys_corr_11: -12.342 + sys_corr_12: -8.63940000e+01 + sys_corr_13: -8.63940000e+01 + sys_corr_14: 8.63940000e+01 + sys_corr_15: 6.171 + sys_corr_16: 0.0 + sys_corr_17: -5.75960000e+01 + sys_corr_18: 26.741 + sys_corr_19: -121.363 + sys_corr_20: -6.58240000e+01 + sys_corr_21: -5.14250000e+01 + sys_corr_22: -22.627 + sys_corr_23: -24.684 + sys_corr_24: -1.43990000e+01 + sys_corr_25: 26.741 + sys_corr_26: -1.15192000e+02 + sys_corr_27: -6.171 + sys_corr_28: 150.161 + sys_corr_29: -183.073 + sys_corr_30: 61.71 + sys_corr_31: -24.684 + sys_corr_32: 1.00793000e+02 + sys_corr_33: 6.58240000e+01 + sys_corr_34: 1.11078000e+02 + sys_corr_35: 6.58240000e+01 + sys_corr_36: 5.55390000e+01 + sys_corr_37: -41.14 + sys_corr_38: 1.11078000e+02 + sys_corr_39: -22.627 + sys_corr_40: 6.58240000e+01 + sys_corr_41: 7.81660000e+01 + sys_corr_42: 61.71 + sys_corr_43: 8.43370000e+01 + sys_corr_44: -123.42 + sys_corr_45: 8.63940000e+01 + sys_corr_46: -146.047 + sys_corr_47: -45.254 + sys_corr_48: 1.66617000e+02 + sys_corr_49: 0.0 + sys_corr_50: 0.0 + sys_corr_51: 0.0 + sys_corr_52: 0.0 + sys_corr_53: 0.0 + sys_corr_54: 0.0 + sys_corr_55: 0.0 + sys_corr_56: 0.0 + sys_corr_57: 0.0 + sys_corr_58: 0.0 + sys_corr_59: 0.0 + sys_corr_60: 0.0 + sys_corr_61: -8.43370000e+01 + sys_corr_62: 3.90830000e+01 + sys_corr_63: -96.679 + sys_corr_64: 76.109 + sys_corr_65: 1.13135000e+02 + sys_corr_66: 1.37819000e+02 + sys_corr_67: 129.591 + sys_corr_68: -20.57 + sys_corr_69: 0.0 + sys_corr_70: -1.43990000e+02 + sys_corr_71: -7.81660000e+01 + sys_corr_72: -2.87980000e+01 + sys_corr_73: 0.0 + sys_corr_74: 0.0 + sys_corr_75: 0.0 + sys_corr_76: 0.0 + sys_corr_77: 0.0 + sys_corr_78: 0.0 + sys_corr_79: 0.0 + sys_corr_80: 0.0 + sys_corr_81: 0.0 + sys_corr_82: 0.0 + sys_corr_83: 0.0 + sys_corr_84: 0.0 + sys_corr_85: 0.0 + sys_corr_86: 0.0 + sys_corr_87: -121.363 + sys_corr_88: 8.63940000e+01 + sys_corr_89: 2.22156000e+02 + sys_corr_90: -12.342 + sys_corr_91: 4.40198000e+02 + sys_corr_92: -438.141 + sys_corr_93: 1.62503000e+02 + sys_corr_94: -30.855 + sys_corr_95: -2.01586000e+02 + sys_corr_96: -24.684 + sys_corr_97: -5.75960000e+01 + sys_corr_98: -2.05700000e+00 + sys_corr_99: -2.05700000e+00 + sys_corr_100: 82.28 + sys_corr_101: 24.684 + sys_corr_102: -160.446 + sys_corr_103: 98.736 + sys_corr_104: -174.845 + sys_corr_105: -82.28 + sys_corr_106: 82.28 + sys_corr_107: 164.56 + sys_corr_108: -1.89244000e+02 + sys_corr_109: -271.524 + sys_corr_110: -63.767 + sys_corr_111: 187.187 + sys_corr_112: -1.04907000e+02 + sys_corr_113: -117.249 + LumiUncer: 370.26 +- stat_uncorr: 1240.0 + sys_uncorr_1: 683.2 + sys_corr_1: -8.56928000e+02 + sys_corr_2: -4.11872000e+02 + sys_corr_3: 83.936 + sys_corr_4: -5.46560000e+01 + sys_corr_5: -4.48960000e+01 + sys_corr_6: -17.568 + sys_corr_7: 3.90400000e+00 + sys_corr_8: -1.71776000e+02 + sys_corr_9: -5.27040000e+01 + sys_corr_10: -1.95200000e+00 + sys_corr_11: 7.80800000e+00 + sys_corr_12: -80.032 + sys_corr_13: -91.744 + sys_corr_14: 5.27040000e+01 + sys_corr_15: 4.48960000e+01 + sys_corr_16: 0.0 + sys_corr_17: -37.088 + sys_corr_18: 2.73280000e+01 + sys_corr_19: -99.552 + sys_corr_20: -50.752 + sys_corr_21: -2.14720000e+01 + sys_corr_22: 9.76 + sys_corr_23: 35.136 + sys_corr_24: -3.31840000e+01 + sys_corr_25: 4.48960000e+01 + sys_corr_26: -99.552 + sys_corr_27: 50.752 + sys_corr_28: 160.064 + sys_corr_29: -103.456 + sys_corr_30: 5.27040000e+01 + sys_corr_31: -2.34240000e+01 + sys_corr_32: 37.088 + sys_corr_33: 76.128 + sys_corr_34: 9.76000000e+01 + sys_corr_35: 140.544 + sys_corr_36: 6.63680000e+01 + sys_corr_37: 2.34240000e+01 + sys_corr_38: 99.552 + sys_corr_39: 37.088 + sys_corr_40: 83.936 + sys_corr_41: 60.512 + sys_corr_42: 0.0 + sys_corr_43: 5.46560000e+01 + sys_corr_44: -81.984 + sys_corr_45: 56.608 + sys_corr_46: -103.456 + sys_corr_47: -37.088 + sys_corr_48: 95.648 + sys_corr_49: 0.0 + sys_corr_50: 0.0 + sys_corr_51: 0.0 + sys_corr_52: 0.0 + sys_corr_53: 0.0 + sys_corr_54: 0.0 + sys_corr_55: 0.0 + sys_corr_56: 0.0 + sys_corr_57: 0.0 + sys_corr_58: 0.0 + sys_corr_59: 0.0 + sys_corr_60: 0.0 + sys_corr_61: -70.272 + sys_corr_62: 3.90400000e+00 + sys_corr_63: 0.0 + sys_corr_64: 6.24640000e+01 + sys_corr_65: 9.36960000e+01 + sys_corr_66: 1.38592000e+02 + sys_corr_67: 1.36640000e+02 + sys_corr_68: -17.568 + sys_corr_69: -1.36640000e+01 + sys_corr_70: -1.71776000e+02 + sys_corr_71: 3.90400000e+00 + sys_corr_72: 25.376 + sys_corr_73: 0.0 + sys_corr_74: 0.0 + sys_corr_75: 0.0 + sys_corr_76: 0.0 + sys_corr_77: 0.0 + sys_corr_78: 0.0 + sys_corr_79: 0.0 + sys_corr_80: 0.0 + sys_corr_81: 0.0 + sys_corr_82: 0.0 + sys_corr_83: 0.0 + sys_corr_84: 0.0 + sys_corr_85: 0.0 + sys_corr_86: 0.0 + sys_corr_87: -152.256 + sys_corr_88: 60.512 + sys_corr_89: 2.45952000e+02 + sys_corr_90: -5.85600000e+00 + sys_corr_91: 6.44160000e+01 + sys_corr_92: -5.48512000e+02 + sys_corr_93: -9.54528000e+02 + sys_corr_94: -2.73280000e+01 + sys_corr_95: -232.288 + sys_corr_96: 40.992 + sys_corr_97: 80.032 + sys_corr_98: -1.56160000e+01 + sys_corr_99: 117.12 + sys_corr_100: 220.576 + sys_corr_101: 4.68480000e+01 + sys_corr_102: -160.064 + sys_corr_103: 156.16 + sys_corr_104: -191.296 + sys_corr_105: 95.648 + sys_corr_106: -2.14720000e+01 + sys_corr_107: -4.29440000e+01 + sys_corr_108: -83.936 + sys_corr_109: -214.72 + sys_corr_110: -3.12320000e+01 + sys_corr_111: 3.84544000e+02 + sys_corr_112: 1.09312000e+02 + sys_corr_113: -146.4 + LumiUncer: 351.36 +- stat_uncorr: 910.0 + sys_uncorr_1: 475.116 + sys_corr_1: 318.936 + sys_corr_2: 128.232 + sys_corr_3: 3.33732000e+02 + sys_corr_4: -57.54 + sys_corr_5: -4.27440000e+01 + sys_corr_6: 0.0 + sys_corr_7: 2.13720000e+01 + sys_corr_8: -157.824 + sys_corr_9: -19.728 + sys_corr_10: -9.864 + sys_corr_11: 1.64400000e+00 + sys_corr_12: -4.27440000e+01 + sys_corr_13: -73.98 + sys_corr_14: 1.10148000e+02 + sys_corr_15: 14.796 + sys_corr_16: 0.0 + sys_corr_17: -5.26080000e+01 + sys_corr_18: 32.88 + sys_corr_19: -101.928 + sys_corr_20: -5.26080000e+01 + sys_corr_21: -31.236 + sys_corr_22: -29.592 + sys_corr_23: -14.796 + sys_corr_24: -3.28800000e+00 + sys_corr_25: 16.44 + sys_corr_26: -78.912 + sys_corr_27: 62.472 + sys_corr_28: 1.70976000e+02 + sys_corr_29: -131.52 + sys_corr_30: 29.592 + sys_corr_31: 4.43880000e+01 + sys_corr_32: 82.2 + sys_corr_33: 82.2 + sys_corr_34: 93.708 + sys_corr_35: 72.336 + sys_corr_36: 70.692 + sys_corr_37: 1.15080000e+01 + sys_corr_38: 106.86 + sys_corr_39: 32.88 + sys_corr_40: 4.43880000e+01 + sys_corr_41: 3.78120000e+01 + sys_corr_42: 2.63040000e+01 + sys_corr_43: 67.404 + sys_corr_44: -8.54880000e+01 + sys_corr_45: 50.964 + sys_corr_46: -106.86 + sys_corr_47: -31.236 + sys_corr_48: 70.692 + sys_corr_49: 0.0 + sys_corr_50: 0.0 + sys_corr_51: 0.0 + sys_corr_52: 0.0 + sys_corr_53: 0.0 + sys_corr_54: 0.0 + sys_corr_55: 0.0 + sys_corr_56: 0.0 + sys_corr_57: 0.0 + sys_corr_58: 0.0 + sys_corr_59: 0.0 + sys_corr_60: 0.0 + sys_corr_61: -5.58960000e+01 + sys_corr_62: -31.236 + sys_corr_63: -2.63040000e+01 + sys_corr_64: 2.13720000e+01 + sys_corr_65: 62.472 + sys_corr_66: 4.27440000e+01 + sys_corr_67: 90.42 + sys_corr_68: -3.78120000e+01 + sys_corr_69: -2.79480000e+01 + sys_corr_70: -149.604 + sys_corr_71: -2.63040000e+01 + sys_corr_72: -9.864 + sys_corr_73: 0.0 + sys_corr_74: 0.0 + sys_corr_75: 0.0 + sys_corr_76: 0.0 + sys_corr_77: 0.0 + sys_corr_78: 0.0 + sys_corr_79: 0.0 + sys_corr_80: 0.0 + sys_corr_81: 0.0 + sys_corr_82: 0.0 + sys_corr_83: 0.0 + sys_corr_84: 0.0 + sys_corr_85: 0.0 + sys_corr_86: 0.0 + sys_corr_87: -136.452 + sys_corr_88: -1.15080000e+01 + sys_corr_89: 175.908 + sys_corr_90: -9.864 + sys_corr_91: 276.192 + sys_corr_92: 9.864 + sys_corr_93: 2.48244000e+02 + sys_corr_94: -32.88 + sys_corr_95: -166.044 + sys_corr_96: 50.964 + sys_corr_97: 2.13720000e+01 + sys_corr_98: -32.88 + sys_corr_99: -57.54 + sys_corr_100: 197.28 + sys_corr_101: 3.28800000e+00 + sys_corr_102: 2.30160000e+01 + sys_corr_103: 195.636 + sys_corr_104: -18.084 + sys_corr_105: 87.132 + sys_corr_106: 39.456 + sys_corr_107: 2.63040000e+01 + sys_corr_108: -8.54880000e+01 + sys_corr_109: -9.53520000e+01 + sys_corr_110: -60.828 + sys_corr_111: 189.06 + sys_corr_112: 258.108 + sys_corr_113: -124.944 + LumiUncer: 295.92 +- stat_uncorr: 1670.0 + sys_uncorr_1: 6.79800000e+02 + sys_corr_1: 871.2 + sys_corr_2: 1.34112000e+03 + sys_corr_3: 1.53120000e+02 + sys_corr_4: -17.16 + sys_corr_5: -48.84 + sys_corr_6: -1.32 + sys_corr_7: -15.84 + sys_corr_8: -1.43880000e+02 + sys_corr_9: -5.28000000e+01 + sys_corr_10: -5.28 + sys_corr_11: -5.01600000e+01 + sys_corr_12: -5.14800000e+01 + sys_corr_13: -96.36 + sys_corr_14: 66.0 + sys_corr_15: 3.96 + sys_corr_16: 0.0 + sys_corr_17: -1.32000000e+01 + sys_corr_18: 80.52 + sys_corr_19: -66.0 + sys_corr_20: -60.72 + sys_corr_21: 3.96 + sys_corr_22: -2.64000000e+01 + sys_corr_23: 75.24 + sys_corr_24: -95.04 + sys_corr_25: 1.32000000e+01 + sys_corr_26: -33.0 + sys_corr_27: -7.92 + sys_corr_28: 89.76 + sys_corr_29: -59.4 + sys_corr_30: 77.88 + sys_corr_31: 5.01600000e+01 + sys_corr_32: 48.84 + sys_corr_33: 6.73200000e+01 + sys_corr_34: 42.24 + sys_corr_35: 43.56 + sys_corr_36: 59.4 + sys_corr_37: -75.24 + sys_corr_38: 114.84 + sys_corr_39: 2.50800000e+01 + sys_corr_40: 6.99600000e+01 + sys_corr_41: 2.64 + sys_corr_42: 2.64 + sys_corr_43: 7.12800000e+01 + sys_corr_44: -2.64 + sys_corr_45: 66.0 + sys_corr_46: -87.12 + sys_corr_47: -30.36 + sys_corr_48: 1.02960000e+02 + sys_corr_49: 0.0 + sys_corr_50: 0.0 + sys_corr_51: 0.0 + sys_corr_52: 0.0 + sys_corr_53: 0.0 + sys_corr_54: 0.0 + sys_corr_55: 0.0 + sys_corr_56: 0.0 + sys_corr_57: 0.0 + sys_corr_58: 0.0 + sys_corr_59: 0.0 + sys_corr_60: 0.0 + sys_corr_61: -116.16 + sys_corr_62: -5.41200000e+01 + sys_corr_63: -63.36 + sys_corr_64: 59.4 + sys_corr_65: 68.64 + sys_corr_66: 93.72 + sys_corr_67: 92.4 + sys_corr_68: 2.64 + sys_corr_69: -2.50800000e+01 + sys_corr_70: -154.44 + sys_corr_71: 79.2 + sys_corr_72: 5.28000000e+01 + sys_corr_73: 0.0 + sys_corr_74: 0.0 + sys_corr_75: 0.0 + sys_corr_76: 0.0 + sys_corr_77: 0.0 + sys_corr_78: 0.0 + sys_corr_79: 0.0 + sys_corr_80: 0.0 + sys_corr_81: 0.0 + sys_corr_82: 0.0 + sys_corr_83: 0.0 + sys_corr_84: 0.0 + sys_corr_85: 0.0 + sys_corr_86: 0.0 + sys_corr_87: -81.84 + sys_corr_88: 39.6 + sys_corr_89: 154.44 + sys_corr_90: -6.60000000e+00 + sys_corr_91: 171.6 + sys_corr_92: 1246.08 + sys_corr_93: 784.08 + sys_corr_94: 33.0 + sys_corr_95: -195.36 + sys_corr_96: 182.16 + sys_corr_97: 10.56 + sys_corr_98: 3.56400000e+01 + sys_corr_99: 7.65600000e+01 + sys_corr_100: 165.0 + sys_corr_101: 79.2 + sys_corr_102: -349.8 + sys_corr_103: 58.08 + sys_corr_104: 0.0 + sys_corr_105: 170.28 + sys_corr_106: 33.0 + sys_corr_107: -7.12800000e+01 + sys_corr_108: 19.8 + sys_corr_109: 68.64 + sys_corr_110: -1.72920000e+02 + sys_corr_111: -1.51800000e+02 + sys_corr_112: 80.52 + sys_corr_113: 6.99600000e+01 + LumiUncer: 237.6 +- stat_uncorr: 1050.0 + sys_uncorr_1: 4.89636000e+02 + sys_corr_1: 79.17 + sys_corr_2: 371.49 + sys_corr_3: 92.568 + sys_corr_4: -4.99380000e+01 + sys_corr_5: -24.36 + sys_corr_6: 2.19240000e+01 + sys_corr_7: 4.872 + sys_corr_8: -85.26 + sys_corr_9: -4.14120000e+01 + sys_corr_10: -4.872 + sys_corr_11: -37.758 + sys_corr_12: -24.36 + sys_corr_13: -4.38480000e+01 + sys_corr_14: 8.76960000e+01 + sys_corr_15: 24.36 + sys_corr_16: 0.0 + sys_corr_17: -8.16060000e+01 + sys_corr_18: 26.796 + sys_corr_19: -92.568 + sys_corr_20: -45.066 + sys_corr_21: 19.488 + sys_corr_22: -1.218 + sys_corr_23: 13.398 + sys_corr_24: -3.41040000e+01 + sys_corr_25: 53.592 + sys_corr_26: -73.08 + sys_corr_27: 2.19240000e+01 + sys_corr_28: 9.62220000e+01 + sys_corr_29: -121.8 + sys_corr_30: 1.70520000e+01 + sys_corr_31: 24.36 + sys_corr_32: 124.236 + sys_corr_33: 76.734 + sys_corr_34: 73.08 + sys_corr_35: 6.82080000e+01 + sys_corr_36: 45.066 + sys_corr_37: 7.308 + sys_corr_38: 36.54 + sys_corr_39: 30.45 + sys_corr_40: 2.80140000e+01 + sys_corr_41: 54.81 + sys_corr_42: 24.36 + sys_corr_43: 51.156 + sys_corr_44: -79.17 + sys_corr_45: 42.63 + sys_corr_46: -8.40420000e+01 + sys_corr_47: -23.142 + sys_corr_48: 46.284 + sys_corr_49: 0.0 + sys_corr_50: 0.0 + sys_corr_51: 0.0 + sys_corr_52: 0.0 + sys_corr_53: 0.0 + sys_corr_54: 0.0 + sys_corr_55: 0.0 + sys_corr_56: 0.0 + sys_corr_57: 0.0 + sys_corr_58: 0.0 + sys_corr_59: 0.0 + sys_corr_60: 0.0 + sys_corr_61: -3.41040000e+01 + sys_corr_62: -1.58340000e+01 + sys_corr_63: 1.70520000e+01 + sys_corr_64: 18.27 + sys_corr_65: 0.0 + sys_corr_66: 3.41040000e+01 + sys_corr_67: 8.76960000e+01 + sys_corr_68: -32.886 + sys_corr_69: -23.142 + sys_corr_70: -109.62 + sys_corr_71: -3.53220000e+01 + sys_corr_72: 40.194 + sys_corr_73: 0.0 + sys_corr_74: 0.0 + sys_corr_75: 0.0 + sys_corr_76: 0.0 + sys_corr_77: 0.0 + sys_corr_78: 0.0 + sys_corr_79: 0.0 + sys_corr_80: 0.0 + sys_corr_81: 0.0 + sys_corr_82: 0.0 + sys_corr_83: 0.0 + sys_corr_84: 0.0 + sys_corr_85: 0.0 + sys_corr_86: 0.0 + sys_corr_87: -5.60280000e+01 + sys_corr_88: 9.744 + sys_corr_89: 1.36416000e+02 + sys_corr_90: -1.218 + sys_corr_91: 1.15710000e+02 + sys_corr_92: 2.95974000e+02 + sys_corr_93: 1.218 + sys_corr_94: -74.298 + sys_corr_95: -154.686 + sys_corr_96: 25.578 + sys_corr_97: -29.232 + sys_corr_98: 4.38480000e+01 + sys_corr_99: -1.218 + sys_corr_100: 176.61 + sys_corr_101: -30.45 + sys_corr_102: -86.478 + sys_corr_103: 101.094 + sys_corr_104: -1.41288000e+02 + sys_corr_105: 5.72460000e+01 + sys_corr_106: 58.464 + sys_corr_107: -153.468 + sys_corr_108: -3.53220000e+01 + sys_corr_109: -54.81 + sys_corr_110: -64.554 + sys_corr_111: 146.16 + sys_corr_112: 2.35074000e+02 + sys_corr_113: -152.25 + LumiUncer: 219.24 +- stat_uncorr: 1000.0 + sys_uncorr_1: 4.53888000e+02 + sys_corr_1: 26.496 + sys_corr_2: 138.24 + sys_corr_3: 130.176 + sys_corr_4: -21.888 + sys_corr_5: 1.15200000e+00 + sys_corr_6: -3.45600000e+00 + sys_corr_7: 5.76 + sys_corr_8: -119.808 + sys_corr_9: -47.232 + sys_corr_10: -1.61280000e+01 + sys_corr_11: 24.192 + sys_corr_12: -7.14240000e+01 + sys_corr_13: -7.60320000e+01 + sys_corr_14: 70.272 + sys_corr_15: 10.368 + sys_corr_16: 0.0 + sys_corr_17: -3.57120000e+01 + sys_corr_18: 46.08 + sys_corr_19: -6.45120000e+01 + sys_corr_20: -66.816 + sys_corr_21: -20.736 + sys_corr_22: -10.368 + sys_corr_23: 20.736 + sys_corr_24: -3.11040000e+01 + sys_corr_25: 46.08 + sys_corr_26: -7.25760000e+01 + sys_corr_27: 24.192 + sys_corr_28: 1.22112000e+02 + sys_corr_29: -94.464 + sys_corr_30: 5.52960000e+01 + sys_corr_31: 5.76 + sys_corr_32: 54.144 + sys_corr_33: 59.904 + sys_corr_34: 69.12 + sys_corr_35: 5.52960000e+01 + sys_corr_36: 2.76480000e+01 + sys_corr_37: 24.192 + sys_corr_38: 54.144 + sys_corr_39: -1.38240000e+01 + sys_corr_40: 3.80160000e+01 + sys_corr_41: 46.08 + sys_corr_42: 4.49280000e+01 + sys_corr_43: 3.68640000e+01 + sys_corr_44: -66.816 + sys_corr_45: 52.992 + sys_corr_46: -1.04832000e+02 + sys_corr_47: -28.8 + sys_corr_48: 8.98560000e+01 + sys_corr_49: 0.0 + sys_corr_50: 0.0 + sys_corr_51: 0.0 + sys_corr_52: 0.0 + sys_corr_53: 0.0 + sys_corr_54: 0.0 + sys_corr_55: 0.0 + sys_corr_56: 0.0 + sys_corr_57: 0.0 + sys_corr_58: 0.0 + sys_corr_59: 0.0 + sys_corr_60: 0.0 + sys_corr_61: -1.84320000e+01 + sys_corr_62: 1.15200000e+00 + sys_corr_63: -2.30400000e+00 + sys_corr_64: 3.80160000e+01 + sys_corr_65: 50.688 + sys_corr_66: 7.37280000e+01 + sys_corr_67: 7.71840000e+01 + sys_corr_68: -11.52 + sys_corr_69: -17.28 + sys_corr_70: -111.744 + sys_corr_71: 12.672 + sys_corr_72: 3.45600000e+00 + sys_corr_73: 0.0 + sys_corr_74: 0.0 + sys_corr_75: 0.0 + sys_corr_76: 0.0 + sys_corr_77: 0.0 + sys_corr_78: 0.0 + sys_corr_79: 0.0 + sys_corr_80: 0.0 + sys_corr_81: 0.0 + sys_corr_82: 0.0 + sys_corr_83: 0.0 + sys_corr_84: 0.0 + sys_corr_85: 0.0 + sys_corr_86: 0.0 + sys_corr_87: -94.464 + sys_corr_88: 23.04 + sys_corr_89: 1.47456000e+02 + sys_corr_90: 1.15200000e+00 + sys_corr_91: 130.176 + sys_corr_92: 6.45120000e+01 + sys_corr_93: -57.6 + sys_corr_94: 25.344 + sys_corr_95: -131.328 + sys_corr_96: 25.344 + sys_corr_97: -5.76 + sys_corr_98: -3.57120000e+01 + sys_corr_99: -41.472 + sys_corr_100: 1.35936000e+02 + sys_corr_101: 92.16 + sys_corr_102: -86.4 + sys_corr_103: 9.10080000e+01 + sys_corr_104: -131.328 + sys_corr_105: -86.4 + sys_corr_106: 26.496 + sys_corr_107: -4.60800000e+00 + sys_corr_108: -94.464 + sys_corr_109: -7.71840000e+01 + sys_corr_110: -195.84 + sys_corr_111: 156.672 + sys_corr_112: 157.824 + sys_corr_113: -1.07136000e+02 + LumiUncer: 207.36 +- stat_uncorr: 910.0 + sys_uncorr_1: 349.58 + sys_corr_1: -207.9 + sys_corr_2: -57.75 + sys_corr_3: 33.88 + sys_corr_4: -54.67 + sys_corr_5: -8.47 + sys_corr_6: -3.08 + sys_corr_7: -7.7 + sys_corr_8: -58.52 + sys_corr_9: -12.32 + sys_corr_10: 6.93 + sys_corr_11: -50.82 + sys_corr_12: -6.39100000e+01 + sys_corr_13: -50.82 + sys_corr_14: 12.32 + sys_corr_15: 32.34 + sys_corr_16: 0.0 + sys_corr_17: -23.1 + sys_corr_18: 54.67 + sys_corr_19: -21.56 + sys_corr_20: -63.14 + sys_corr_21: -2.84900000e+01 + sys_corr_22: -43.12 + sys_corr_23: 27.72 + sys_corr_24: 6.16 + sys_corr_25: -2.31 + sys_corr_26: -27.72 + sys_corr_27: 18.48 + sys_corr_28: 73.15 + sys_corr_29: -54.67 + sys_corr_30: -5.39 + sys_corr_31: 20.79 + sys_corr_32: 10.01 + sys_corr_33: 36.19 + sys_corr_34: 6.23700000e+01 + sys_corr_35: 2.84900000e+01 + sys_corr_36: 78.54 + sys_corr_37: 31.57 + sys_corr_38: 4.46600000e+01 + sys_corr_39: 20.02 + sys_corr_40: -6.93 + sys_corr_41: 31.57 + sys_corr_42: 21.56 + sys_corr_43: -6.93 + sys_corr_44: -33.11 + sys_corr_45: 0.77 + sys_corr_46: -36.96 + sys_corr_47: -12.32 + sys_corr_48: 52.36 + sys_corr_49: 0.0 + sys_corr_50: 0.0 + sys_corr_51: 0.0 + sys_corr_52: 0.0 + sys_corr_53: 0.0 + sys_corr_54: 0.0 + sys_corr_55: 0.0 + sys_corr_56: 0.0 + sys_corr_57: 0.0 + sys_corr_58: 0.0 + sys_corr_59: 0.0 + sys_corr_60: 0.0 + sys_corr_61: -43.89 + sys_corr_62: -8.47 + sys_corr_63: 10.01 + sys_corr_64: 20.79 + sys_corr_65: 7.7 + sys_corr_66: 45.43 + sys_corr_67: 58.52 + sys_corr_68: 20.79 + sys_corr_69: -13.86 + sys_corr_70: -84.7 + sys_corr_71: 10.01 + sys_corr_72: 4.62 + sys_corr_73: 0.0 + sys_corr_74: 0.0 + sys_corr_75: 0.0 + sys_corr_76: 0.0 + sys_corr_77: 0.0 + sys_corr_78: 0.0 + sys_corr_79: 0.0 + sys_corr_80: 0.0 + sys_corr_81: 0.0 + sys_corr_82: 0.0 + sys_corr_83: 0.0 + sys_corr_84: 0.0 + sys_corr_85: 0.0 + sys_corr_86: 0.0 + sys_corr_87: -65.45 + sys_corr_88: 7.7 + sys_corr_89: 80.08 + sys_corr_90: -3.08 + sys_corr_91: 65.45 + sys_corr_92: -126.28 + sys_corr_93: -250.25 + sys_corr_94: -2.84900000e+01 + sys_corr_95: -1.05490000e+02 + sys_corr_96: 125.51 + sys_corr_97: -18.48 + sys_corr_98: -73.15 + sys_corr_99: -61.6 + sys_corr_100: 133.21 + sys_corr_101: 25.41 + sys_corr_102: -1.42450000e+02 + sys_corr_103: 1.40140000e+02 + sys_corr_104: -9.47100000e+01 + sys_corr_105: 90.86 + sys_corr_106: 12.32 + sys_corr_107: -8.08500000e+01 + sys_corr_108: -64.68 + sys_corr_109: -209.44 + sys_corr_110: -19.25 + sys_corr_111: 92.4 + sys_corr_112: 170.94 + sys_corr_113: -1.08570000e+02 + LumiUncer: 138.6 +- stat_uncorr: 810.0 + sys_uncorr_1: 4.15275000e+02 + sys_corr_1: 2.15943000e+02 + sys_corr_2: 2.15943000e+02 + sys_corr_3: 128.933 + sys_corr_4: -2.68940000e+01 + sys_corr_5: 2.29390000e+01 + sys_corr_6: -16.611 + sys_corr_7: 0.0 + sys_corr_8: -76.727 + sys_corr_9: -10.283 + sys_corr_10: -17.402 + sys_corr_11: -10.283 + sys_corr_12: -38.759 + sys_corr_13: -52.206 + sys_corr_14: 2.76850000e+01 + sys_corr_15: -14.238 + sys_corr_16: 0.0 + sys_corr_17: -30.849 + sys_corr_18: 4.27140000e+01 + sys_corr_19: -54.579 + sys_corr_20: -51.415 + sys_corr_21: 20.566 + sys_corr_22: -38.759 + sys_corr_23: 18.193 + sys_corr_24: -41.132 + sys_corr_25: 1.34470000e+01 + sys_corr_26: -5.29970000e+01 + sys_corr_27: 7.91 + sys_corr_28: 87.801 + sys_corr_29: -64.862 + sys_corr_30: 49.042 + sys_corr_31: 1.34470000e+01 + sys_corr_32: 31.64 + sys_corr_33: 49.042 + sys_corr_34: 5.53700000e+01 + sys_corr_35: 36.386 + sys_corr_36: 5.53700000e+00 + sys_corr_37: 1.10740000e+01 + sys_corr_38: 59.325 + sys_corr_39: -1.58200000e+00 + sys_corr_40: 1.34470000e+01 + sys_corr_41: 41.923 + sys_corr_42: 17.402 + sys_corr_43: 2.21480000e+01 + sys_corr_44: -38.759 + sys_corr_45: 2.68940000e+01 + sys_corr_46: -79.891 + sys_corr_47: -18.193 + sys_corr_48: 43.505 + sys_corr_49: 0.0 + sys_corr_50: 0.0 + sys_corr_51: 0.0 + sys_corr_52: 0.0 + sys_corr_53: 0.0 + sys_corr_54: 0.0 + sys_corr_55: 0.0 + sys_corr_56: 0.0 + sys_corr_57: 0.0 + sys_corr_58: 0.0 + sys_corr_59: 0.0 + sys_corr_60: 0.0 + sys_corr_61: -2.29390000e+01 + sys_corr_62: -8.701 + sys_corr_63: 7.91 + sys_corr_64: 3.00580000e+01 + sys_corr_65: 43.505 + sys_corr_66: 58.534 + sys_corr_67: 7.91000000e+01 + sys_corr_68: -7.91000000e-01 + sys_corr_69: -16.611 + sys_corr_70: -79.891 + sys_corr_71: -1.26560000e+01 + sys_corr_72: 15.82 + sys_corr_73: 0.0 + sys_corr_74: 0.0 + sys_corr_75: 0.0 + sys_corr_76: 0.0 + sys_corr_77: 0.0 + sys_corr_78: 0.0 + sys_corr_79: 0.0 + sys_corr_80: 0.0 + sys_corr_81: 0.0 + sys_corr_82: 0.0 + sys_corr_83: 0.0 + sys_corr_84: 0.0 + sys_corr_85: 0.0 + sys_corr_86: 0.0 + sys_corr_87: -4.58780000e+01 + sys_corr_88: 4.74600000e+00 + sys_corr_89: 9.72930000e+01 + sys_corr_90: 10.283 + sys_corr_91: 1.30515000e+02 + sys_corr_92: 156.618 + sys_corr_93: 163.737 + sys_corr_94: 2.29390000e+01 + sys_corr_95: -8.54280000e+01 + sys_corr_96: 38.759 + sys_corr_97: 14.238 + sys_corr_98: -66.444 + sys_corr_99: -4.42960000e+01 + sys_corr_100: 1.58991000e+02 + sys_corr_101: 38.759 + sys_corr_102: -161.364 + sys_corr_103: 1.03621000e+02 + sys_corr_104: -9.49200000e+00 + sys_corr_105: -7.91 + sys_corr_106: 122.605 + sys_corr_107: -8.701 + sys_corr_108: -40.341 + sys_corr_109: -2.76850000e+01 + sys_corr_110: -2.29390000e+01 + sys_corr_111: -10.283 + sys_corr_112: 2.21480000e+02 + sys_corr_113: -147.917 + LumiUncer: 142.38 diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/uncertainties_WP-YL.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/uncertainties_WP-YL.yaml new file mode 100644 index 0000000000..926a35df1f --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/uncertainties_WP-YL.yaml @@ -0,0 +1,1742 @@ +definitions: + stat_uncorr: + description: Statistical uncertainty + treatment: ADD + type: UNCORR + sys_uncorr_1: + description: Uncorrelated systematic uncertainty + treatment: MULT + type: UNCORR + sys_corr_1: + description: 'Correlated systematic uncertainty idx: 1' + treatment: MULT + type: CORR + sys_corr_2: + description: 'Correlated systematic uncertainty idx: 2' + treatment: MULT + type: CORR + sys_corr_3: + description: 'Correlated systematic uncertainty idx: 3' + treatment: MULT + type: CORR + sys_corr_4: + description: 'Correlated systematic uncertainty idx: 4' + treatment: MULT + type: CORR + sys_corr_5: + description: 'Correlated systematic uncertainty idx: 5' + treatment: MULT + type: CORR + sys_corr_6: + description: 'Correlated systematic uncertainty idx: 6' + treatment: MULT + type: CORR + sys_corr_7: + description: 'Correlated systematic uncertainty idx: 7' + treatment: MULT + type: CORR + sys_corr_8: + description: 'Correlated systematic uncertainty idx: 8' + treatment: MULT + type: CORR + sys_corr_9: + description: 'Correlated systematic uncertainty idx: 9' + treatment: MULT + type: CORR + sys_corr_10: + description: 'Correlated systematic uncertainty idx: 10' + treatment: MULT + type: CORR + sys_corr_11: + description: 'Correlated systematic uncertainty idx: 11' + treatment: MULT + type: CORR + sys_corr_12: + description: 'Correlated systematic uncertainty idx: 12' + treatment: MULT + type: CORR + sys_corr_13: + description: 'Correlated systematic uncertainty idx: 13' + treatment: MULT + type: CORR + sys_corr_14: + description: 'Correlated systematic uncertainty idx: 14' + treatment: MULT + type: CORR + sys_corr_15: + description: 'Correlated systematic uncertainty idx: 15' + treatment: MULT + type: CORR + sys_corr_16: + description: 'Correlated systematic uncertainty idx: 16' + treatment: MULT + type: CORR + sys_corr_17: + description: 'Correlated systematic uncertainty idx: 17' + treatment: MULT + type: CORR + sys_corr_18: + description: 'Correlated systematic uncertainty idx: 18' + treatment: MULT + type: CORR + sys_corr_19: + description: 'Correlated systematic uncertainty idx: 19' + treatment: MULT + type: CORR + sys_corr_20: + description: 'Correlated systematic uncertainty idx: 20' + treatment: MULT + type: CORR + sys_corr_21: + description: 'Correlated systematic uncertainty idx: 21' + treatment: MULT + type: CORR + sys_corr_22: + description: 'Correlated systematic uncertainty idx: 22' + treatment: MULT + type: CORR + sys_corr_23: + description: 'Correlated systematic uncertainty idx: 23' + treatment: MULT + type: CORR + sys_corr_24: + description: 'Correlated systematic uncertainty idx: 24' + treatment: MULT + type: CORR + sys_corr_25: + description: 'Correlated systematic uncertainty idx: 25' + treatment: MULT + type: CORR + sys_corr_26: + description: 'Correlated systematic uncertainty idx: 26' + treatment: MULT + type: CORR + sys_corr_27: + description: 'Correlated systematic uncertainty idx: 27' + treatment: MULT + type: CORR + sys_corr_28: + description: 'Correlated systematic uncertainty idx: 28' + treatment: MULT + type: CORR + sys_corr_29: + description: 'Correlated systematic uncertainty idx: 29' + treatment: MULT + type: CORR + sys_corr_30: + description: 'Correlated systematic uncertainty idx: 30' + treatment: MULT + type: CORR + sys_corr_31: + description: 'Correlated systematic uncertainty idx: 31' + treatment: MULT + type: CORR + sys_corr_32: + description: 'Correlated systematic uncertainty idx: 32' + treatment: MULT + type: CORR + sys_corr_33: + description: 'Correlated systematic uncertainty idx: 33' + treatment: MULT + type: CORR + sys_corr_34: + description: 'Correlated systematic uncertainty idx: 34' + treatment: MULT + type: CORR + sys_corr_35: + description: 'Correlated systematic uncertainty idx: 35' + treatment: MULT + type: CORR + sys_corr_36: + description: 'Correlated systematic uncertainty idx: 36' + treatment: MULT + type: CORR + sys_corr_37: + description: 'Correlated systematic uncertainty idx: 37' + treatment: MULT + type: CORR + sys_corr_38: + description: 'Correlated systematic uncertainty idx: 38' + treatment: MULT + type: CORR + sys_corr_39: + description: 'Correlated systematic uncertainty idx: 39' + treatment: MULT + type: CORR + sys_corr_40: + description: 'Correlated systematic uncertainty idx: 40' + treatment: MULT + type: CORR + sys_corr_41: + description: 'Correlated systematic uncertainty idx: 41' + treatment: MULT + type: CORR + sys_corr_42: + description: 'Correlated systematic uncertainty idx: 42' + treatment: MULT + type: CORR + sys_corr_43: + description: 'Correlated systematic uncertainty idx: 43' + treatment: MULT + type: CORR + sys_corr_44: + description: 'Correlated systematic uncertainty idx: 44' + treatment: MULT + type: CORR + sys_corr_45: + description: 'Correlated systematic uncertainty idx: 45' + treatment: MULT + type: CORR + sys_corr_46: + description: 'Correlated systematic uncertainty idx: 46' + treatment: MULT + type: CORR + sys_corr_47: + description: 'Correlated systematic uncertainty idx: 47' + treatment: MULT + type: CORR + sys_corr_48: + description: 'Correlated systematic uncertainty idx: 48' + treatment: MULT + type: CORR + sys_corr_49: + description: 'Correlated systematic uncertainty idx: 49' + treatment: MULT + type: CORR + sys_corr_50: + description: 'Correlated systematic uncertainty idx: 50' + treatment: MULT + type: CORR + sys_corr_51: + description: 'Correlated systematic uncertainty idx: 51' + treatment: MULT + type: CORR + sys_corr_52: + description: 'Correlated systematic uncertainty idx: 52' + treatment: MULT + type: CORR + sys_corr_53: + description: 'Correlated systematic uncertainty idx: 53' + treatment: MULT + type: CORR + sys_corr_54: + description: 'Correlated systematic uncertainty idx: 54' + treatment: MULT + type: CORR + sys_corr_55: + description: 'Correlated systematic uncertainty idx: 55' + treatment: MULT + type: CORR + sys_corr_56: + description: 'Correlated systematic uncertainty idx: 56' + treatment: MULT + type: CORR + sys_corr_57: + description: 'Correlated systematic uncertainty idx: 57' + treatment: MULT + type: CORR + sys_corr_58: + description: 'Correlated systematic uncertainty idx: 58' + treatment: MULT + type: CORR + sys_corr_59: + description: 'Correlated systematic uncertainty idx: 59' + treatment: MULT + type: CORR + sys_corr_60: + description: 'Correlated systematic uncertainty idx: 60' + treatment: MULT + type: CORR + sys_corr_61: + description: 'Correlated systematic uncertainty idx: 61' + treatment: MULT + type: CORR + sys_corr_62: + description: 'Correlated systematic uncertainty idx: 62' + treatment: MULT + type: CORR + sys_corr_63: + description: 'Correlated systematic uncertainty idx: 63' + treatment: MULT + type: CORR + sys_corr_64: + description: 'Correlated systematic uncertainty idx: 64' + treatment: MULT + type: CORR + sys_corr_65: + description: 'Correlated systematic uncertainty idx: 65' + treatment: MULT + type: CORR + sys_corr_66: + description: 'Correlated systematic uncertainty idx: 66' + treatment: MULT + type: CORR + sys_corr_67: + description: 'Correlated systematic uncertainty idx: 67' + treatment: MULT + type: CORR + sys_corr_68: + description: 'Correlated systematic uncertainty idx: 68' + treatment: MULT + type: CORR + sys_corr_69: + description: 'Correlated systematic uncertainty idx: 69' + treatment: MULT + type: CORR + sys_corr_70: + description: 'Correlated systematic uncertainty idx: 70' + treatment: MULT + type: CORR + sys_corr_71: + description: 'Correlated systematic uncertainty idx: 71' + treatment: MULT + type: CORR + sys_corr_72: + description: 'Correlated systematic uncertainty idx: 72' + treatment: MULT + type: CORR + sys_corr_73: + description: 'Correlated systematic uncertainty idx: 73' + treatment: MULT + type: CORR + sys_corr_74: + description: 'Correlated systematic uncertainty idx: 74' + treatment: MULT + type: CORR + sys_corr_75: + description: 'Correlated systematic uncertainty idx: 75' + treatment: MULT + type: CORR + sys_corr_76: + description: 'Correlated systematic uncertainty idx: 76' + treatment: MULT + type: CORR + sys_corr_77: + description: 'Correlated systematic uncertainty idx: 77' + treatment: MULT + type: CORR + sys_corr_78: + description: 'Correlated systematic uncertainty idx: 78' + treatment: MULT + type: CORR + sys_corr_79: + description: 'Correlated systematic uncertainty idx: 79' + treatment: MULT + type: CORR + sys_corr_80: + description: 'Correlated systematic uncertainty idx: 80' + treatment: MULT + type: CORR + sys_corr_81: + description: 'Correlated systematic uncertainty idx: 81' + treatment: MULT + type: CORR + sys_corr_82: + description: 'Correlated systematic uncertainty idx: 82' + treatment: MULT + type: CORR + sys_corr_83: + description: 'Correlated systematic uncertainty idx: 83' + treatment: MULT + type: CORR + sys_corr_84: + description: 'Correlated systematic uncertainty idx: 84' + treatment: MULT + type: CORR + sys_corr_85: + description: 'Correlated systematic uncertainty idx: 85' + treatment: MULT + type: CORR + sys_corr_86: + description: 'Correlated systematic uncertainty idx: 86' + treatment: MULT + type: CORR + sys_corr_87: + description: 'Correlated systematic uncertainty idx: 87' + treatment: MULT + type: CORR + sys_corr_88: + description: 'Correlated systematic uncertainty idx: 88' + treatment: MULT + type: CORR + sys_corr_89: + description: 'Correlated systematic uncertainty idx: 89' + treatment: MULT + type: CORR + sys_corr_90: + description: 'Correlated systematic uncertainty idx: 90' + treatment: MULT + type: CORR + sys_corr_91: + description: 'Correlated systematic uncertainty idx: 91' + treatment: MULT + type: CORR + sys_corr_92: + description: 'Correlated systematic uncertainty idx: 92' + treatment: MULT + type: CORR + sys_corr_93: + description: 'Correlated systematic uncertainty idx: 93' + treatment: MULT + type: CORR + sys_corr_94: + description: 'Correlated systematic uncertainty idx: 94' + treatment: MULT + type: CORR + sys_corr_95: + description: 'Correlated systematic uncertainty idx: 95' + treatment: MULT + type: CORR + sys_corr_96: + description: 'Correlated systematic uncertainty idx: 96' + treatment: MULT + type: CORR + sys_corr_97: + description: 'Correlated systematic uncertainty idx: 97' + treatment: MULT + type: CORR + sys_corr_98: + description: 'Correlated systematic uncertainty idx: 98' + treatment: MULT + type: CORR + sys_corr_99: + description: 'Correlated systematic uncertainty idx: 99' + treatment: MULT + type: CORR + sys_corr_100: + description: 'Correlated systematic uncertainty idx: 100' + treatment: MULT + type: CORR + sys_corr_101: + description: 'Correlated systematic uncertainty idx: 101' + treatment: MULT + type: CORR + sys_corr_102: + description: 'Correlated systematic uncertainty idx: 102' + treatment: MULT + type: CORR + sys_corr_103: + description: 'Correlated systematic uncertainty idx: 103' + treatment: MULT + type: CORR + sys_corr_104: + description: 'Correlated systematic uncertainty idx: 104' + treatment: MULT + type: CORR + sys_corr_105: + description: 'Correlated systematic uncertainty idx: 105' + treatment: MULT + type: CORR + sys_corr_106: + description: 'Correlated systematic uncertainty idx: 106' + treatment: MULT + type: CORR + sys_corr_107: + description: 'Correlated systematic uncertainty idx: 107' + treatment: MULT + type: CORR + sys_corr_108: + description: 'Correlated systematic uncertainty idx: 108' + treatment: MULT + type: CORR + sys_corr_109: + description: 'Correlated systematic uncertainty idx: 109' + treatment: MULT + type: CORR + sys_corr_110: + description: 'Correlated systematic uncertainty idx: 110' + treatment: MULT + type: CORR + sys_corr_111: + description: 'Correlated systematic uncertainty idx: 111' + treatment: MULT + type: CORR + sys_corr_112: + description: 'Correlated systematic uncertainty idx: 112' + treatment: MULT + type: CORR + sys_corr_113: + description: 'Correlated systematic uncertainty idx: 113' + treatment: MULT + type: CORR + LumiUncer: + description: Integrated luminosity uncertainty + treatment: MULT + type: ATLASLUMI11 +bins: +- stat_uncorr: 1380.0 + sys_uncorr_1: 655.38 + sys_corr_1: 3.75354000e+02 + sys_corr_2: 152.922 + sys_corr_3: 3.73368000e+02 + sys_corr_4: -125.118 + sys_corr_5: -3.972 + sys_corr_6: -43.692 + sys_corr_7: 2.38320000e+01 + sys_corr_8: -2.28390000e+02 + sys_corr_9: 0.0 + sys_corr_10: -49.65 + sys_corr_11: 1.39020000e+01 + sys_corr_12: -29.79 + sys_corr_13: -4.56780000e+01 + sys_corr_14: 156.894 + sys_corr_15: 31.776 + sys_corr_16: 0.0 + sys_corr_17: -5.75940000e+01 + sys_corr_18: 51.636 + sys_corr_19: -137.034 + sys_corr_20: -1.05258000e+02 + sys_corr_21: -9.93 + sys_corr_22: -15.888 + sys_corr_23: 79.44 + sys_corr_24: 7.944 + sys_corr_25: -5.36220000e+01 + sys_corr_26: -1.15188000e+02 + sys_corr_27: 1.19160000e+01 + sys_corr_28: 172.782 + sys_corr_29: -1.80726000e+02 + sys_corr_30: 89.37 + sys_corr_31: -89.37 + sys_corr_32: 7.74540000e+01 + sys_corr_33: 5.75940000e+01 + sys_corr_34: 156.894 + sys_corr_35: 9.53280000e+01 + sys_corr_36: 71.496 + sys_corr_37: 17.874 + sys_corr_38: 97.314 + sys_corr_39: 131.076 + sys_corr_40: 3.972 + sys_corr_41: 1.48950000e+02 + sys_corr_42: 59.58 + sys_corr_43: 49.65 + sys_corr_44: -158.88 + sys_corr_45: 4.17060000e+01 + sys_corr_46: -1.05258000e+02 + sys_corr_47: -4.76640000e+01 + sys_corr_48: 79.44 + sys_corr_49: 0.0 + sys_corr_50: 0.0 + sys_corr_51: 0.0 + sys_corr_52: 0.0 + sys_corr_53: 0.0 + sys_corr_54: 0.0 + sys_corr_55: 0.0 + sys_corr_56: 0.0 + sys_corr_57: 0.0 + sys_corr_58: 0.0 + sys_corr_59: 0.0 + sys_corr_60: 0.0 + sys_corr_61: -29.79 + sys_corr_62: 37.734 + sys_corr_63: -73.482 + sys_corr_64: 89.37 + sys_corr_65: 37.734 + sys_corr_66: 156.894 + sys_corr_67: 51.636 + sys_corr_68: -59.58 + sys_corr_69: -65.538 + sys_corr_70: -1.80726000e+02 + sys_corr_71: -25.818 + sys_corr_72: -3.972 + sys_corr_73: 0.0 + sys_corr_74: 0.0 + sys_corr_75: 0.0 + sys_corr_76: 0.0 + sys_corr_77: 0.0 + sys_corr_78: 0.0 + sys_corr_79: 0.0 + sys_corr_80: 0.0 + sys_corr_81: 0.0 + sys_corr_82: 0.0 + sys_corr_83: 0.0 + sys_corr_84: 0.0 + sys_corr_85: 0.0 + sys_corr_86: 0.0 + sys_corr_87: -170.796 + sys_corr_88: 2.38320000e+01 + sys_corr_89: 2.34348000e+02 + sys_corr_90: -7.944 + sys_corr_91: 337.62 + sys_corr_92: 43.692 + sys_corr_93: 252.222 + sys_corr_94: 51.636 + sys_corr_95: -2.28390000e+02 + sys_corr_96: 65.538 + sys_corr_97: 1.54908000e+02 + sys_corr_98: -270.096 + sys_corr_99: -37.734 + sys_corr_100: 3.91242000e+02 + sys_corr_101: 156.894 + sys_corr_102: -337.62 + sys_corr_103: 194.628 + sys_corr_104: -135.048 + sys_corr_105: -1.17174000e+02 + sys_corr_106: 119.16 + sys_corr_107: 63.552 + sys_corr_108: -101.286 + sys_corr_109: -1.82712000e+02 + sys_corr_110: -152.922 + sys_corr_111: 287.97 + sys_corr_112: -35.748 + sys_corr_113: -204.558 + LumiUncer: 357.48 +- stat_uncorr: 1330.0 + sys_uncorr_1: 5.47031000e+02 + sys_corr_1: 8.02810000e+01 + sys_corr_2: 1.60562000e+02 + sys_corr_3: 2.63247000e+02 + sys_corr_4: -78.414 + sys_corr_5: -9.33500000e+01 + sys_corr_6: -3.54730000e+01 + sys_corr_7: 18.67 + sys_corr_8: -1.13887000e+02 + sys_corr_9: -3.54730000e+01 + sys_corr_10: 3.54730000e+01 + sys_corr_11: -42.941 + sys_corr_12: -57.877 + sys_corr_13: -4.66750000e+01 + sys_corr_14: 57.877 + sys_corr_15: 8.02810000e+01 + sys_corr_16: 0.0 + sys_corr_17: -4.66750000e+01 + sys_corr_18: 9.335 + sys_corr_19: -9.89510000e+01 + sys_corr_20: -67.212 + sys_corr_21: -69.079 + sys_corr_22: -3.54730000e+01 + sys_corr_23: 22.404 + sys_corr_24: 5.97440000e+01 + sys_corr_25: -6.16110000e+01 + sys_corr_26: -67.212 + sys_corr_27: 44.808 + sys_corr_28: 126.956 + sys_corr_29: -145.626 + sys_corr_30: 16.803 + sys_corr_31: 22.404 + sys_corr_32: 87.749 + sys_corr_33: 44.808 + sys_corr_34: 78.414 + sys_corr_35: 9.52170000e+01 + sys_corr_36: 1.60562000e+02 + sys_corr_37: 5.601 + sys_corr_38: 44.808 + sys_corr_39: 33.606 + sys_corr_40: 5.04090000e+01 + sys_corr_41: 5.04090000e+01 + sys_corr_42: 39.207 + sys_corr_43: 132.557 + sys_corr_44: -9.52170000e+01 + sys_corr_45: 39.207 + sys_corr_46: -78.414 + sys_corr_47: -33.606 + sys_corr_48: 9.89510000e+01 + sys_corr_49: 0.0 + sys_corr_50: 0.0 + sys_corr_51: 0.0 + sys_corr_52: 0.0 + sys_corr_53: 0.0 + sys_corr_54: 0.0 + sys_corr_55: 0.0 + sys_corr_56: 0.0 + sys_corr_57: 0.0 + sys_corr_58: 0.0 + sys_corr_59: 0.0 + sys_corr_60: 0.0 + sys_corr_61: -63.478 + sys_corr_62: -37.34 + sys_corr_63: -28.005 + sys_corr_64: 16.803 + sys_corr_65: 26.138 + sys_corr_66: 42.941 + sys_corr_67: 52.276 + sys_corr_68: -24.271 + sys_corr_69: -3.54730000e+01 + sys_corr_70: -112.02 + sys_corr_71: -31.739 + sys_corr_72: -1.86700000e+00 + sys_corr_73: 0.0 + sys_corr_74: 0.0 + sys_corr_75: 0.0 + sys_corr_76: 0.0 + sys_corr_77: 0.0 + sys_corr_78: 0.0 + sys_corr_79: 0.0 + sys_corr_80: 0.0 + sys_corr_81: 0.0 + sys_corr_82: 0.0 + sys_corr_83: 0.0 + sys_corr_84: 0.0 + sys_corr_85: 0.0 + sys_corr_86: 0.0 + sys_corr_87: -184.833 + sys_corr_88: 9.335 + sys_corr_89: 237.109 + sys_corr_90: -2.98720000e+01 + sys_corr_91: 225.907 + sys_corr_92: 48.542 + sys_corr_93: -3.73400000e+00 + sys_corr_94: -1.25089000e+02 + sys_corr_95: -1.73631000e+02 + sys_corr_96: 233.375 + sys_corr_97: 44.808 + sys_corr_98: -128.823 + sys_corr_99: -28.005 + sys_corr_100: 1.97902000e+02 + sys_corr_101: 9.33500000e+01 + sys_corr_102: -2.50178000e+02 + sys_corr_103: 1.86700000e+02 + sys_corr_104: 20.537 + sys_corr_105: 326.725 + sys_corr_106: 128.823 + sys_corr_107: -1.08286000e+02 + sys_corr_108: -41.074 + sys_corr_109: -5.97440000e+01 + sys_corr_110: -175.498 + sys_corr_111: 3.34193000e+02 + sys_corr_112: 289.385 + sys_corr_113: -1.66163000e+02 + LumiUncer: 336.06 +- stat_uncorr: 1190.0 + sys_uncorr_1: 586.322 + sys_corr_1: -1139.56 + sys_corr_2: -4.61338000e+02 + sys_corr_3: -2.57320000e+01 + sys_corr_4: -53.302 + sys_corr_5: -3.676 + sys_corr_6: -7.53580000e+01 + sys_corr_7: 3.676 + sys_corr_8: -1.96666000e+02 + sys_corr_9: -77.196 + sys_corr_10: -64.33 + sys_corr_11: -9.19 + sys_corr_12: -115.794 + sys_corr_13: -8.45480000e+01 + sys_corr_14: 40.436 + sys_corr_15: -3.676 + sys_corr_16: 0.0 + sys_corr_17: -22.056 + sys_corr_18: 3.12460000e+01 + sys_corr_19: -1.02928000e+02 + sys_corr_20: -9.55760000e+01 + sys_corr_21: -34.922 + sys_corr_22: -44.112 + sys_corr_23: -7.352 + sys_corr_24: 1.838 + sys_corr_25: 2.57320000e+01 + sys_corr_26: -132.336 + sys_corr_27: -1.838 + sys_corr_28: 1.65420000e+02 + sys_corr_29: -1.50716000e+02 + sys_corr_30: 8.63860000e+01 + sys_corr_31: -64.33 + sys_corr_32: 69.844 + sys_corr_33: 40.436 + sys_corr_34: 93.738 + sys_corr_35: 80.872 + sys_corr_36: 64.33 + sys_corr_37: -3.12460000e+01 + sys_corr_38: 97.414 + sys_corr_39: -16.542 + sys_corr_40: 20.218 + sys_corr_41: 66.168 + sys_corr_42: 34.922 + sys_corr_43: 55.14 + sys_corr_44: -112.118 + sys_corr_45: 53.302 + sys_corr_46: -141.526 + sys_corr_47: -45.95 + sys_corr_48: 137.85 + sys_corr_49: 0.0 + sys_corr_50: 0.0 + sys_corr_51: 0.0 + sys_corr_52: 0.0 + sys_corr_53: 0.0 + sys_corr_54: 0.0 + sys_corr_55: 0.0 + sys_corr_56: 0.0 + sys_corr_57: 0.0 + sys_corr_58: 0.0 + sys_corr_59: 0.0 + sys_corr_60: 0.0 + sys_corr_61: -5.14640000e+01 + sys_corr_62: 27.57 + sys_corr_63: -45.95 + sys_corr_64: 8.63860000e+01 + sys_corr_65: 93.738 + sys_corr_66: 152.554 + sys_corr_67: 119.47 + sys_corr_68: 5.514 + sys_corr_69: -3.676 + sys_corr_70: -1.50716000e+02 + sys_corr_71: -44.112 + sys_corr_72: -14.704 + sys_corr_73: 0.0 + sys_corr_74: 0.0 + sys_corr_75: 0.0 + sys_corr_76: 0.0 + sys_corr_77: 0.0 + sys_corr_78: 0.0 + sys_corr_79: 0.0 + sys_corr_80: 0.0 + sys_corr_81: 0.0 + sys_corr_82: 0.0 + sys_corr_83: 0.0 + sys_corr_84: 0.0 + sys_corr_85: 0.0 + sys_corr_86: 0.0 + sys_corr_87: -115.794 + sys_corr_88: 7.90340000e+01 + sys_corr_89: 2.05856000e+02 + sys_corr_90: 1.838 + sys_corr_91: -38.598 + sys_corr_92: -578.97 + sys_corr_93: -1259.03 + sys_corr_94: -36.76 + sys_corr_95: -187.476 + sys_corr_96: 8.63860000e+01 + sys_corr_97: 71.682 + sys_corr_98: -69.844 + sys_corr_99: -141.526 + sys_corr_100: 215.046 + sys_corr_101: 93.738 + sys_corr_102: -2.55482000e+02 + sys_corr_103: 1.50716000e+02 + sys_corr_104: -33.084 + sys_corr_105: 58.816 + sys_corr_106: 7.352 + sys_corr_107: 33.084 + sys_corr_108: -5.514 + sys_corr_109: -137.85 + sys_corr_110: -22.056 + sys_corr_111: 147.04 + sys_corr_112: 1.28660000e+01 + sys_corr_113: -108.442 + LumiUncer: 3.30840000e+02 +- stat_uncorr: 1330.0 + sys_uncorr_1: 543.0 + sys_corr_1: 378.29 + sys_corr_2: 164.71 + sys_corr_3: 302.27 + sys_corr_4: -9.77400000e+01 + sys_corr_5: -30.77 + sys_corr_6: -4.88700000e+01 + sys_corr_7: 16.29 + sys_corr_8: -128.51 + sys_corr_9: -9.77400000e+01 + sys_corr_10: -1.26700000e+01 + sys_corr_11: -16.29 + sys_corr_12: -1.08600000e+02 + sys_corr_13: -83.26 + sys_corr_14: 72.4 + sys_corr_15: 19.91 + sys_corr_16: 0.0 + sys_corr_17: -52.49 + sys_corr_18: 52.49 + sys_corr_19: -106.79 + sys_corr_20: -88.69 + sys_corr_21: -81.45 + sys_corr_22: -7.42100000e+01 + sys_corr_23: -2.53400000e+01 + sys_corr_24: 43.44 + sys_corr_25: 9.05 + sys_corr_26: -94.12 + sys_corr_27: 39.82 + sys_corr_28: 121.27 + sys_corr_29: -1.24890000e+02 + sys_corr_30: 94.12 + sys_corr_31: -43.44 + sys_corr_32: 103.17 + sys_corr_33: 61.54 + sys_corr_34: 106.79 + sys_corr_35: 66.97 + sys_corr_36: 110.41 + sys_corr_37: -41.63 + sys_corr_38: 66.97 + sys_corr_39: -9.05 + sys_corr_40: 19.91 + sys_corr_41: 86.88 + sys_corr_42: 76.02 + sys_corr_43: 28.96 + sys_corr_44: -8.50700000e+01 + sys_corr_45: 61.54 + sys_corr_46: -115.84 + sys_corr_47: -41.63 + sys_corr_48: 117.65 + sys_corr_49: 0.0 + sys_corr_50: 0.0 + sys_corr_51: 0.0 + sys_corr_52: 0.0 + sys_corr_53: 0.0 + sys_corr_54: 0.0 + sys_corr_55: 0.0 + sys_corr_56: 0.0 + sys_corr_57: 0.0 + sys_corr_58: 0.0 + sys_corr_59: 0.0 + sys_corr_60: 0.0 + sys_corr_61: -63.35 + sys_corr_62: 1.81 + sys_corr_63: -14.48 + sys_corr_64: 43.44 + sys_corr_65: 34.39 + sys_corr_66: 95.93 + sys_corr_67: 52.49 + sys_corr_68: 5.43 + sys_corr_69: -2.53400000e+01 + sys_corr_70: -191.86 + sys_corr_71: -9.05 + sys_corr_72: -36.2 + sys_corr_73: 0.0 + sys_corr_74: 0.0 + sys_corr_75: 0.0 + sys_corr_76: 0.0 + sys_corr_77: 0.0 + sys_corr_78: 0.0 + sys_corr_79: 0.0 + sys_corr_80: 0.0 + sys_corr_81: 0.0 + sys_corr_82: 0.0 + sys_corr_83: 0.0 + sys_corr_84: 0.0 + sys_corr_85: 0.0 + sys_corr_86: 0.0 + sys_corr_87: -162.9 + sys_corr_88: 4.88700000e+01 + sys_corr_89: 258.83 + sys_corr_90: -23.53 + sys_corr_91: 356.57 + sys_corr_92: 47.06 + sys_corr_93: 2.47970000e+02 + sys_corr_94: -45.25 + sys_corr_95: -197.29 + sys_corr_96: 144.8 + sys_corr_97: -18.1 + sys_corr_98: -10.86 + sys_corr_99: -92.31 + sys_corr_100: 244.35 + sys_corr_101: 2.53400000e+01 + sys_corr_102: -114.03 + sys_corr_103: 133.94 + sys_corr_104: -152.04 + sys_corr_105: -23.53 + sys_corr_106: 21.72 + sys_corr_107: -4.88700000e+01 + sys_corr_108: 28.96 + sys_corr_109: -34.39 + sys_corr_110: -228.06 + sys_corr_111: 2.98650000e+02 + sys_corr_112: 76.02 + sys_corr_113: -133.94 + LumiUncer: 325.8 +- stat_uncorr: 1290.0 + sys_uncorr_1: 568.0 + sys_corr_1: 80.0 + sys_corr_2: -54.4 + sys_corr_3: 257.6 + sys_corr_4: -54.4 + sys_corr_5: -20.8 + sys_corr_6: -56.0 + sys_corr_7: -3.2 + sys_corr_8: -1.39200000e+02 + sys_corr_9: -72.0 + sys_corr_10: -2.24000000e+01 + sys_corr_11: 0.0 + sys_corr_12: -152.0 + sys_corr_13: -49.6 + sys_corr_14: 8.0 + sys_corr_15: 17.6 + sys_corr_16: 0.0 + sys_corr_17: -49.6 + sys_corr_18: 41.6 + sys_corr_19: -116.8 + sys_corr_20: -76.8 + sys_corr_21: -32.0 + sys_corr_22: -16.0 + sys_corr_23: -54.4 + sys_corr_24: 40.0 + sys_corr_25: 2.24000000e+01 + sys_corr_26: -137.6 + sys_corr_27: 20.8 + sys_corr_28: 96.0 + sys_corr_29: -7.36000000e+01 + sys_corr_30: 67.2 + sys_corr_31: -67.2 + sys_corr_32: 100.8 + sys_corr_33: 65.6 + sys_corr_34: 107.2 + sys_corr_35: 59.2 + sys_corr_36: 8.16000000e+01 + sys_corr_37: 12.8 + sys_corr_38: 6.4 + sys_corr_39: -57.6 + sys_corr_40: -8.0 + sys_corr_41: 67.2 + sys_corr_42: 38.4 + sys_corr_43: 48.0 + sys_corr_44: -115.2 + sys_corr_45: 14.4 + sys_corr_46: -126.4 + sys_corr_47: -41.6 + sys_corr_48: 116.8 + sys_corr_49: 0.0 + sys_corr_50: 0.0 + sys_corr_51: 0.0 + sys_corr_52: 0.0 + sys_corr_53: 0.0 + sys_corr_54: 0.0 + sys_corr_55: 0.0 + sys_corr_56: 0.0 + sys_corr_57: 0.0 + sys_corr_58: 0.0 + sys_corr_59: 0.0 + sys_corr_60: 0.0 + sys_corr_61: -46.4 + sys_corr_62: 14.4 + sys_corr_63: -9.6 + sys_corr_64: 46.4 + sys_corr_65: 28.8 + sys_corr_66: 91.2 + sys_corr_67: 64.0 + sys_corr_68: -27.2 + sys_corr_69: -14.4 + sys_corr_70: -152.0 + sys_corr_71: 3.2 + sys_corr_72: 3.2 + sys_corr_73: 0.0 + sys_corr_74: 0.0 + sys_corr_75: 0.0 + sys_corr_76: 0.0 + sys_corr_77: 0.0 + sys_corr_78: 0.0 + sys_corr_79: 0.0 + sys_corr_80: 0.0 + sys_corr_81: 0.0 + sys_corr_82: 0.0 + sys_corr_83: 0.0 + sys_corr_84: 0.0 + sys_corr_85: 0.0 + sys_corr_86: 0.0 + sys_corr_87: -118.4 + sys_corr_88: 8.96000000e+01 + sys_corr_89: 233.6 + sys_corr_90: -19.2 + sys_corr_91: 248.0 + sys_corr_92: -150.4 + sys_corr_93: -20.8 + sys_corr_94: -65.6 + sys_corr_95: -236.8 + sys_corr_96: 152.0 + sys_corr_97: -1.13600000e+02 + sys_corr_98: 83.2 + sys_corr_99: -100.8 + sys_corr_100: 124.8 + sys_corr_101: -20.8 + sys_corr_102: -76.8 + sys_corr_103: 212.8 + sys_corr_104: -177.6 + sys_corr_105: -1.12000000e+01 + sys_corr_106: 65.6 + sys_corr_107: -57.6 + sys_corr_108: -67.2 + sys_corr_109: 8.0 + sys_corr_110: -3.04000000e+01 + sys_corr_111: 176.0 + sys_corr_112: -1.55200000e+02 + sys_corr_113: -1.55200000e+02 + LumiUncer: 288.0 +- stat_uncorr: 1000.0 + sys_uncorr_1: 439.845 + sys_corr_1: 2.98200000e+00 + sys_corr_2: 3.86169000e+02 + sys_corr_3: 125.244 + sys_corr_4: -4.77120000e+01 + sys_corr_5: -4.02570000e+01 + sys_corr_6: -16.401 + sys_corr_7: 5.96400000e+00 + sys_corr_8: -110.334 + sys_corr_9: -70.077 + sys_corr_10: 5.96400000e+00 + sys_corr_11: 1.04370000e+01 + sys_corr_12: -56.658 + sys_corr_13: -68.586 + sys_corr_14: 5.36760000e+01 + sys_corr_15: 2.68380000e+01 + sys_corr_16: 0.0 + sys_corr_17: -1.04370000e+01 + sys_corr_18: 31.311 + sys_corr_19: -7.90230000e+01 + sys_corr_20: -5.81490000e+01 + sys_corr_21: -5.81490000e+01 + sys_corr_22: -5.96400000e+00 + sys_corr_23: 28.329 + sys_corr_24: 16.401 + sys_corr_25: 0.0 + sys_corr_26: -96.915 + sys_corr_27: 2.08740000e+01 + sys_corr_28: 9.09510000e+01 + sys_corr_29: -86.478 + sys_corr_30: 7.90230000e+01 + sys_corr_31: -55.167 + sys_corr_32: 55.167 + sys_corr_33: 4.77120000e+01 + sys_corr_34: 7.60410000e+01 + sys_corr_35: 9.24420000e+01 + sys_corr_36: 7.90230000e+01 + sys_corr_37: -2.08740000e+01 + sys_corr_38: 8.94600000e+01 + sys_corr_39: 37.275 + sys_corr_40: 4.02570000e+01 + sys_corr_41: 8.05140000e+01 + sys_corr_42: 2.38560000e+01 + sys_corr_43: 7.455 + sys_corr_44: -73.059 + sys_corr_45: 55.167 + sys_corr_46: -65.604 + sys_corr_47: -38.766 + sys_corr_48: 82.005 + sys_corr_49: 0.0 + sys_corr_50: 0.0 + sys_corr_51: 0.0 + sys_corr_52: 0.0 + sys_corr_53: 0.0 + sys_corr_54: 0.0 + sys_corr_55: 0.0 + sys_corr_56: 0.0 + sys_corr_57: 0.0 + sys_corr_58: 0.0 + sys_corr_59: 0.0 + sys_corr_60: 0.0 + sys_corr_61: -29.82 + sys_corr_62: 1.34190000e+01 + sys_corr_63: -1.49100000e+00 + sys_corr_64: 31.311 + sys_corr_65: 43.239 + sys_corr_66: 110.334 + sys_corr_67: 62.622 + sys_corr_68: -32.802 + sys_corr_69: -8.946 + sys_corr_70: -162.519 + sys_corr_71: -1.34190000e+01 + sys_corr_72: -17.892 + sys_corr_73: 0.0 + sys_corr_74: 0.0 + sys_corr_75: 0.0 + sys_corr_76: 0.0 + sys_corr_77: 0.0 + sys_corr_78: 0.0 + sys_corr_79: 0.0 + sys_corr_80: 0.0 + sys_corr_81: 0.0 + sys_corr_82: 0.0 + sys_corr_83: 0.0 + sys_corr_84: 0.0 + sys_corr_85: 0.0 + sys_corr_86: 0.0 + sys_corr_87: -119.28 + sys_corr_88: 6.11310000e+01 + sys_corr_89: 207.249 + sys_corr_90: -4.473 + sys_corr_91: 1.01388000e+02 + sys_corr_92: 281.799 + sys_corr_93: -9.09510000e+01 + sys_corr_94: -87.969 + sys_corr_95: -228.123 + sys_corr_96: 1.65501000e+02 + sys_corr_97: -4.47300000e+01 + sys_corr_98: 32.802 + sys_corr_99: -16.401 + sys_corr_100: 1.22262000e+02 + sys_corr_101: 29.82 + sys_corr_102: -29.82 + sys_corr_103: 2.54961000e+02 + sys_corr_104: -126.735 + sys_corr_105: 2.23650000e+01 + sys_corr_106: 74.55 + sys_corr_107: -77.532 + sys_corr_108: -1.90848000e+02 + sys_corr_109: -153.573 + sys_corr_110: -268.38 + sys_corr_111: 164.01 + sys_corr_112: -37.275 + sys_corr_113: -143.136 + LumiUncer: 268.38 +- stat_uncorr: 1930.0 + sys_uncorr_1: 744.48 + sys_corr_1: 614.88 + sys_corr_2: 504.0 + sys_corr_3: 252.0 + sys_corr_4: -17.28 + sys_corr_5: 31.68 + sys_corr_6: -97.92 + sys_corr_7: -36.0 + sys_corr_8: -77.76 + sys_corr_9: -1.02240000e+02 + sys_corr_10: -47.52 + sys_corr_11: -21.6 + sys_corr_12: -138.24 + sys_corr_13: -73.44 + sys_corr_14: -87.84 + sys_corr_15: 4.03200000e+01 + sys_corr_16: 0.0 + sys_corr_17: -31.68 + sys_corr_18: 3.02400000e+01 + sys_corr_19: -64.8 + sys_corr_20: -61.92 + sys_corr_21: 2.01600000e+01 + sys_corr_22: 5.76 + sys_corr_23: 17.28 + sys_corr_24: -14.4 + sys_corr_25: 70.56 + sys_corr_26: -105.12 + sys_corr_27: -47.52 + sys_corr_28: 51.84 + sys_corr_29: -87.84 + sys_corr_30: 5.61600000e+01 + sys_corr_31: -50.4 + sys_corr_32: 69.12 + sys_corr_33: 8.49600000e+01 + sys_corr_34: 97.92 + sys_corr_35: 27.36 + sys_corr_36: 122.4 + sys_corr_37: -15.84 + sys_corr_38: 24.48 + sys_corr_39: -1.00800000e+01 + sys_corr_40: 53.28 + sys_corr_41: 86.4 + sys_corr_42: 17.28 + sys_corr_43: 36.0 + sys_corr_44: -82.08 + sys_corr_45: 28.8 + sys_corr_46: -113.76 + sys_corr_47: -27.36 + sys_corr_48: 1.58400000e+02 + sys_corr_49: 0.0 + sys_corr_50: 0.0 + sys_corr_51: 0.0 + sys_corr_52: 0.0 + sys_corr_53: 0.0 + sys_corr_54: 0.0 + sys_corr_55: 0.0 + sys_corr_56: 0.0 + sys_corr_57: 0.0 + sys_corr_58: 0.0 + sys_corr_59: 0.0 + sys_corr_60: 0.0 + sys_corr_61: -59.04 + sys_corr_62: 31.68 + sys_corr_63: -2.88 + sys_corr_64: 7.63200000e+01 + sys_corr_65: 77.76 + sys_corr_66: 1.61280000e+02 + sys_corr_67: 99.36 + sys_corr_68: -28.8 + sys_corr_69: 1.44 + sys_corr_70: -9.36000000e+01 + sys_corr_71: -7.2 + sys_corr_72: 50.4 + sys_corr_73: 0.0 + sys_corr_74: 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10.431 + sys_corr_2: -70.699 + sys_corr_3: 170.373 + sys_corr_4: -4.52010000e+01 + sys_corr_5: -56.791 + sys_corr_6: 10.431 + sys_corr_7: 28.975 + sys_corr_8: -1.03151000e+02 + sys_corr_9: -35.929 + sys_corr_10: 15.067 + sys_corr_11: 11.59 + sys_corr_12: -27.816 + sys_corr_13: -4.86780000e+01 + sys_corr_14: 9.61970000e+01 + sys_corr_15: 18.544 + sys_corr_16: 0.0 + sys_corr_17: -47.519 + sys_corr_18: 20.862 + sys_corr_19: -83.448 + sys_corr_20: 4.636 + sys_corr_21: -6.60630000e+01 + sys_corr_22: -15.067 + sys_corr_23: -23.18 + sys_corr_24: 2.66570000e+01 + sys_corr_25: -5.33140000e+01 + sys_corr_26: -57.95 + sys_corr_27: 33.611 + sys_corr_28: 60.268 + sys_corr_29: -57.95 + sys_corr_30: 17.385 + sys_corr_31: -18.544 + sys_corr_32: 107.787 + sys_corr_33: 5.795 + sys_corr_34: 5.44730000e+01 + sys_corr_35: 56.791 + sys_corr_36: 9.61970000e+01 + sys_corr_37: -2.318 + sys_corr_38: 37.088 + sys_corr_39: 28.975 + sys_corr_40: 3.82470000e+01 + sys_corr_41: 35.929 + sys_corr_42: 42.883 + 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sys_corr_109: -101.394 + sys_corr_110: -9.21060000e+01 + sys_corr_111: 75.078 + sys_corr_112: 11.61 + sys_corr_113: -1.38546000e+02 + LumiUncer: 139.32 +- stat_uncorr: 1000.0 + sys_uncorr_1: 419.85 + sys_corr_1: -42.525 + sys_corr_2: 250.425 + sys_corr_3: 14.175 + sys_corr_4: -42.525 + sys_corr_5: 11.475 + sys_corr_6: -1.35 + sys_corr_7: -2.025 + sys_corr_8: -5.13000000e+01 + sys_corr_9: 0.0 + sys_corr_10: -2.025 + sys_corr_11: 13.5 + sys_corr_12: -31.05 + sys_corr_13: -1.28250000e+01 + sys_corr_14: 39.15 + sys_corr_15: 8.1 + sys_corr_16: 0.0 + sys_corr_17: -42.525 + sys_corr_18: 35.1 + sys_corr_19: -72.9 + sys_corr_20: -18.225 + sys_corr_21: -0.675 + sys_corr_22: -17.55 + sys_corr_23: -2.22750000e+01 + sys_corr_24: -14.85 + sys_corr_25: -35.1 + sys_corr_26: -69.525 + sys_corr_27: 15.525 + sys_corr_28: 9.45000000e+00 + sys_corr_29: -7.425 + sys_corr_30: 2.90250000e+01 + sys_corr_31: -28.35 + sys_corr_32: 69.525 + sys_corr_33: 62.775 + sys_corr_34: 93.15 + sys_corr_35: 3.78000000e+01 + sys_corr_36: 26.325 + sys_corr_37: 39.825 + sys_corr_38: -20.925 + sys_corr_39: 86.4 + sys_corr_40: 13.5 + sys_corr_41: 7.62750000e+01 + sys_corr_42: -2.025 + sys_corr_43: 24.3 + sys_corr_44: -65.475 + sys_corr_45: -2.7 + sys_corr_46: 10.8 + sys_corr_47: -16.875 + sys_corr_48: 8.775 + sys_corr_49: 0.0 + sys_corr_50: 0.0 + sys_corr_51: 0.0 + sys_corr_52: 0.0 + sys_corr_53: 0.0 + sys_corr_54: 0.0 + sys_corr_55: 0.0 + sys_corr_56: 0.0 + sys_corr_57: 0.0 + sys_corr_58: 0.0 + sys_corr_59: 0.0 + sys_corr_60: 0.0 + sys_corr_61: -45.225 + sys_corr_62: 20.25 + sys_corr_63: -17.55 + sys_corr_64: 15.525 + sys_corr_65: -16.2 + sys_corr_66: 27.675 + sys_corr_67: 45.225 + sys_corr_68: -20.25 + sys_corr_69: -29.7 + sys_corr_70: -99.9 + sys_corr_71: -35.775 + sys_corr_72: 11.475 + sys_corr_73: 0.0 + sys_corr_74: 0.0 + sys_corr_75: 0.0 + sys_corr_76: 0.0 + sys_corr_77: 0.0 + sys_corr_78: 0.0 + sys_corr_79: 0.0 + sys_corr_80: 0.0 + sys_corr_81: 0.0 + sys_corr_82: 0.0 + sys_corr_83: 0.0 + sys_corr_84: 0.0 + sys_corr_85: 0.0 + sys_corr_86: 0.0 + sys_corr_87: -41.85 + sys_corr_88: 41.85 + sys_corr_89: 103.95 + sys_corr_90: -15.525 + sys_corr_91: 18.225 + sys_corr_92: 222.75 + sys_corr_93: -84.375 + sys_corr_94: -47.25 + sys_corr_95: -251.1 + sys_corr_96: 113.4 + sys_corr_97: 7.425 + sys_corr_98: -113.4 + sys_corr_99: -59.4 + sys_corr_100: 1.19475000e+02 + sys_corr_101: 7.425 + sys_corr_102: -78.3 + sys_corr_103: 142.425 + sys_corr_104: -133.65 + sys_corr_105: 143.1 + sys_corr_106: 45.9 + sys_corr_107: 62.775 + sys_corr_108: -117.45 + sys_corr_109: -57.375 + sys_corr_110: -56.7 + sys_corr_111: -6.075 + sys_corr_112: 99.9 + sys_corr_113: -1.74825000e+02 + LumiUncer: 121.5 diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/uncertainties_WM-YL_sys_10.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/uncertainties_legacy_WM-YL_sys_10.yaml similarity index 100% rename from nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/uncertainties_WM-YL_sys_10.yaml rename to nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/uncertainties_legacy_WM-YL_sys_10.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/uncertainties_WP-YL_sys_10.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/uncertainties_legacy_WP-YL_sys_10.yaml similarity index 100% rename from nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/uncertainties_WP-YL_sys_10.yaml rename to nnpdf_data/nnpdf_data/commondata/ATLAS_WCHARM_7TEV/uncertainties_legacy_WP-YL_sys_10.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..73ca4f121e --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WM-PT.yaml @@ -0,0 +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 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..576b18d49f --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/data_WP-PT.yaml @@ -0,0 +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 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..46955de7f2 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter.py @@ -0,0 +1,63 @@ +''' +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 +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_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_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) 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..d7dd1b89f4 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/filter_utils.py @@ -0,0 +1,481 @@ +import logging +import os + +import numpy as np +import pandas as pd +import yaml + +from nnpdf_data.filter_utils.utils import matlist_to_matrix, prettify_float, symmetrize_errors + +yaml.add_representer(float, prettify_float) + +SQRTS = 8000 +MW2 = 80.377**2 + +# List of systematic uncertainties that shuold +# be considered uncorrelated +UNCORR_SYS_UNC = ['UnfoldMCstat', 'UnfoldOtherGen', 'UnfoldReweight'] +STAT_ART_LABEL = 'art_stat_corr' + + +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'] + self.ndata = self.metadata['ndata'] + + 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.') + + # 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 + 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}, + label[1]: {'min': None, 'mid': MW2, 'max': None}, + } + 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 get_table(self, table_id): + return self.__retrieve_table(table_id) + + 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 + 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) + + # Check number of data agrees with metadata + try: + assert self.metadata['ndata'] is not None + assert self.metadata['ndata'] == ndata + except AssertionError as e: + logging.warning( + f"The number of data in the metafile is either wrong or unspecified." + f" The correct number is {ndata}. Please, update the metafile." + ) + return + return kinematics.tolist() + + def generate_data_central(self): + """ + Same as `generate_kinematics`, but for central data points. + """ + logging.info(f"Generating central data for ATLAS_{self.observable}...") + dat_central = [] + table = self.metadata['tables'][0] + tab_dict = self.__retrieve_table(table) + + # 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]) + return dat_central + + 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: + stat = yaml.load(tab, yaml.Loader) + matlist = [val['value'] for val in stat['dependent_variables'][0]['values']] + 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(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): + """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 + + 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 = {} + for source in self.unc_labels: + if bin[source]['type'] == 'asymerror': + error = bin[source]['error'] + plus = error['plus'] + minus = 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': + 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. + 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 = [] + deltas_from_lumi = [] + 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 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 / 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'] = 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 + + 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_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 + 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_unc_definitions(self, variant='default'): + unc_definitions = {} + + # Statistical uncertainties are always the same + for idx in range(self.ndata): + unc_definitions[STAT_ART_LABEL + f'_{idx + 1}'] = { + 'description': f'Artificial 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'ATLASWJ{i}' + i += 1 + + unc_definitions[f'{label}'] = { + 'description': f'Systematic: {label}', + 'treatment': 'MULT', + 'type': unc_type, + } + + 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: + 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') + else: + raise ValueError(f'The variant {variant} is not yet implemented or wrong.') + + return unc_definitions + + 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) + 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': + 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): + # 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 8120562585..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 @@ -1,193 +1,129 @@ bins: -- k1: - min: null +- pT: + min: 0.0 mid: 12.5 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: + max: 25.0 + m_W2: min: null - mid: 8000.0 + mid: 6.46046213e+03 max: null -- k1: - min: null +- pT: + min: 25.0 mid: 37.5 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: + max: 50.0 + m_W2: min: null - mid: 8000.0 + mid: 6.46046213e+03 max: null -- k1: - min: null +- pT: + min: 50.0 mid: 62.5 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: + max: 75.0 + m_W2: min: null - mid: 8000.0 + mid: 6.46046213e+03 max: null -- k1: - min: null +- pT: + min: 75.0 mid: 87.5 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: + max: 100.0 + m_W2: min: null - mid: 8000.0 + mid: 6.46046213e+03 max: null -- k1: - min: null +- pT: + min: 100.0 mid: 112.5 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: + max: 125.0 + m_W2: min: null - mid: 8000.0 + mid: 6.46046213e+03 max: null -- k1: - min: null +- pT: + min: 125.0 mid: 137.5 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: + max: 150.0 + m_W2: min: null - mid: 8000.0 + mid: 6.46046213e+03 max: null -- k1: - min: null +- pT: + min: 150.0 mid: 162.5 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: + max: 175.0 + m_W2: min: null - mid: 8000.0 + mid: 6.46046213e+03 max: null -- k1: - min: null +- pT: + min: 175.0 mid: 187.5 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: + max: 200.0 + m_W2: min: null - mid: 8000.0 + mid: 6.46046213e+03 max: null -- k1: - min: null +- pT: + min: 200.0 mid: 225.0 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: + max: 250.0 + m_W2: min: null - mid: 8000.0 + mid: 6.46046213e+03 max: null -- k1: - min: null +- pT: + min: 250.0 mid: 275.0 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: + max: 300.0 + m_W2: min: null - mid: 8000.0 + mid: 6.46046213e+03 max: null -- k1: - min: null +- pT: + min: 300.0 mid: 325.0 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: + max: 350.0 + m_W2: min: null - mid: 8000.0 + mid: 6.46046213e+03 max: null -- k1: - min: null +- pT: + min: 350.0 mid: 375.0 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: + max: 400.0 + m_W2: min: null - mid: 8000.0 + mid: 6.46046213e+03 max: null -- k1: - min: null +- pT: + min: 400.0 mid: 425.0 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: + max: 450.0 + m_W2: min: null - mid: 8000.0 + mid: 6.46046213e+03 max: null -- k1: - min: null +- pT: + min: 450.0 mid: 475.0 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: + max: 500.0 + m_W2: min: null - mid: 8000.0 + mid: 6.46046213e+03 max: null -- k1: - min: null +- pT: + min: 500.0 mid: 550.0 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: + max: 600.0 + m_W2: min: null - mid: 8000.0 + mid: 6.46046213e+03 max: null -- k1: - min: null +- pT: + min: 600.0 mid: 700.0 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: + max: 800.0 + m_W2: min: null - mid: 8000.0 + 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 8120562585..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 @@ -1,193 +1,129 @@ bins: -- k1: - min: null +- pT: + min: 0.0 mid: 12.5 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: + max: 25.0 + m_W2: min: null - mid: 8000.0 + mid: 6.46046213e+03 max: null -- k1: - min: null +- pT: + min: 25.0 mid: 37.5 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: + max: 50.0 + m_W2: min: null - mid: 8000.0 + mid: 6.46046213e+03 max: null -- k1: - min: null +- pT: + min: 50.0 mid: 62.5 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: + max: 75.0 + m_W2: min: null - mid: 8000.0 + mid: 6.46046213e+03 max: null -- k1: - min: null +- pT: + min: 75.0 mid: 87.5 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: + max: 100.0 + m_W2: min: null - mid: 8000.0 + mid: 6.46046213e+03 max: null -- k1: - min: null +- pT: + min: 100.0 mid: 112.5 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: + max: 125.0 + m_W2: min: null - mid: 8000.0 + mid: 6.46046213e+03 max: null -- k1: - min: null +- pT: + min: 125.0 mid: 137.5 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: + max: 150.0 + m_W2: min: null - mid: 8000.0 + mid: 6.46046213e+03 max: null -- k1: - min: null +- pT: + min: 150.0 mid: 162.5 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: + max: 175.0 + m_W2: min: null - mid: 8000.0 + mid: 6.46046213e+03 max: null -- k1: - min: null +- pT: + min: 175.0 mid: 187.5 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: + max: 200.0 + m_W2: min: null - mid: 8000.0 + mid: 6.46046213e+03 max: null -- k1: - min: null +- pT: + min: 200.0 mid: 225.0 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: + max: 250.0 + m_W2: min: null - mid: 8000.0 + mid: 6.46046213e+03 max: null -- k1: - min: null +- pT: + min: 250.0 mid: 275.0 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: + max: 300.0 + m_W2: min: null - mid: 8000.0 + mid: 6.46046213e+03 max: null -- k1: - min: null +- pT: + min: 300.0 mid: 325.0 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: + max: 350.0 + m_W2: min: null - mid: 8000.0 + mid: 6.46046213e+03 max: null -- k1: - min: null +- pT: + min: 350.0 mid: 375.0 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: + max: 400.0 + m_W2: min: null - mid: 8000.0 + mid: 6.46046213e+03 max: null -- k1: - min: null +- pT: + min: 400.0 mid: 425.0 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: + max: 450.0 + m_W2: min: null - mid: 8000.0 + mid: 6.46046213e+03 max: null -- k1: - min: null +- pT: + min: 450.0 mid: 475.0 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: + max: 500.0 + m_W2: min: null - mid: 8000.0 + mid: 6.46046213e+03 max: null -- k1: - min: null +- pT: + min: 500.0 mid: 550.0 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: + max: 600.0 + m_W2: min: null - mid: 8000.0 + mid: 6.46046213e+03 max: null -- k1: - min: null +- pT: + min: 600.0 mid: 700.0 - max: null - k2: - min: null - mid: 0.0 - max: null - k3: + max: 800.0 + m_W2: min: null - mid: 8000.0 + 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 1354e02e41..6cd7bf5af6 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/metadata.yaml @@ -1,121 +1,128 @@ 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: '' - process_type: EWJ_PT - tables: [] - npoints: [] + units: '[fb]' + process_type: DY_CC_PT + tables: [13, 15] 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, m_W2] 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 + m_W2: + description: W boson mass squared + label: $M_W^2$ + units: GeV$^2$ 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: + #CMS_prescription: + # data_uncertainties: + # - 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_WM-PT_sys_NP.yaml + - 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_WM-PT_sys_ATLAS.yaml - data_central: data_legacy_WM-PT.yaml - ported_from: ATLAS_WM_JET_8TEV_PT + - uncertainties_legacy_WM-PT_sys_ATLAS.yaml + data_central: data_legacy_WM-PT.yaml + 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, 14] 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, m_W2] 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 + m_W2: + description: W boson mass squared + label: $M_W^2$ + units: GeV$^2$ 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: + #CMS_prescription: + # data_uncertainties: + # - 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_WP-PT_sys_NP.yaml + - 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_WP-PT_sys_ATLAS.yaml - data_central: data_legacy_WP-PT.yaml - ported_from: ATLAS_WP_JET_8TEV_PT + - uncertainties_legacy_WP-PT_sys_ATLAS.yaml + data_central: data_legacy_WP-PT.yaml + 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/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}} + - 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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} 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'} + - 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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: ATLASWJ1 + JetScaleEff2: + description: 'Systematic: JetScaleEff2' + treatment: MULT + type: ATLASWJ2 + JetScaleEff3: + description: 'Systematic: JetScaleEff3' + treatment: MULT + type: ATLASWJ3 + JetScaleEff4: + description: 'Systematic: JetScaleEff4' + treatment: MULT + type: ATLASWJ4 + JetScaleEff5: + description: 'Systematic: JetScaleEff5' + treatment: MULT + type: ATLASWJ5 + JetScaleEff6: + description: 'Systematic: JetScaleEff6' + treatment: MULT + type: ATLASWJ6 + JetScaleEta1: + description: 'Systematic: JetScaleEta1' + treatment: MULT + type: ATLASWJ7 + JetScaleEta2: + description: 'Systematic: JetScaleEta2' + treatment: MULT + type: ATLASWJ8 + JetScaleHighPt: + description: 'Systematic: JetScaleHighPt' + treatment: MULT + type: ATLASWJ9 + JetScaleMC: + description: 'Systematic: JetScaleMC' + treatment: MULT + type: ATLASWJ10 + JetScalePileup1: + description: 'Systematic: JetScalePileup1' + treatment: MULT + type: ATLASWJ11 + JetScalePileup2: + description: 'Systematic: JetScalePileup2' + treatment: MULT + type: ATLASWJ12 + JetScalePileup3: + description: 'Systematic: JetScalePileup3' + treatment: MULT + type: ATLASWJ13 + JetScalePileup4: + description: 'Systematic: JetScalePileup4' + treatment: MULT + type: ATLASWJ14 + JetScaleFlav1Known: + description: 'Systematic: JetScaleFlav1Known' + treatment: MULT + type: ATLASWJ15 + JetScaleFlav2: + description: 'Systematic: JetScaleFlav2' + treatment: MULT + type: ATLASWJ16 + JetScaleBjet: + description: 'Systematic: JetScaleBjet' + treatment: MULT + type: ATLASWJ17 + JetScalepunchT: + description: 'Systematic: JetScalepunchT' + treatment: MULT + type: ATLASWJ18 + JetResolution10: + description: 'Systematic: JetResolution10' + treatment: MULT + type: ATLASWJ19 + JetSFBeff: + description: 'Systematic: JetSFBeff' + treatment: MULT + type: ATLASWJ20 + JetSFCeff: + description: 'Systematic: JetSFCeff' + treatment: MULT + type: ATLASWJ21 + JetSFLmistag: + description: 'Systematic: JetSFLmistag' + treatment: MULT + type: ATLASWJ22 + JetSFHighPt: + description: 'Systematic: JetSFHighPt' + treatment: MULT + type: ATLASWJ23 + JetJVFcut: + description: 'Systematic: JetJVFcut' + treatment: MULT + type: ATLASWJ24 + ElScaleR12: + description: 'Systematic: ElScaleR12' + treatment: MULT + type: ATLASWJ25 + ElScaleZee: + description: 'Systematic: ElScaleZee' + treatment: MULT + type: ATLASWJ26 + ElScalePS: + description: 'Systematic: ElScalePS' + treatment: MULT + type: ATLASWJ27 + ElResolution: + description: 'Systematic: ElResolution' + treatment: MULT + type: ATLASWJ28 + ElSFReco: + description: 'Systematic: ElSFReco' + treatment: MULT + type: ATLASWJ29 + ElSFId: + description: 'Systematic: ElSFId' + treatment: MULT + type: ATLASWJ30 + ElSFTrigger: + description: 'Systematic: ElSFTrigger' + treatment: MULT + type: ATLASWJ31 + ElSFIso: + description: 'Systematic: ElSFIso' + treatment: MULT + type: ATLASWJ32 + ElSFChargeMisID: + description: 'Systematic: ElSFChargeMisID' + treatment: MULT + type: ATLASWJ33 + METScale: + description: 'Systematic: METScale' + treatment: MULT + type: ATLASWJ34 + METResLong: + description: 'Systematic: METResLong' + treatment: MULT + type: ATLASWJ35 + METResTrans: + description: 'Systematic: METResTrans' + treatment: MULT + type: ATLASWJ36 + PileupWeight: + description: 'Systematic: PileupWeight' + treatment: MULT + type: ATLASWJ37 + QCDlowRange: + description: 'Systematic: QCDlowRange' + treatment: MULT + type: ATLASWJ38 + QCDhighRange: + description: 'Systematic: QCDhighRange' + treatment: MULT + type: ATLASWJ39 + QCDvarIso: + description: 'Systematic: QCDvarIso' + treatment: MULT + type: ATLASWJ40 + QCDvarElID: + description: 'Systematic: QCDvarElID' + treatment: MULT + type: ATLASWJ41 + QCDfitUncert: + description: 'Systematic: QCDfitUncert' + treatment: MULT + type: ATLASWJ42 + QCDotherGen: + description: 'Systematic: QCDotherGen' + treatment: MULT + type: ATLASWJ43 + QCDfitRebin: + description: 'Systematic: QCDfitRebin' + treatment: MULT + type: ATLASWJ44 + XsecZ: + description: 'Systematic: XsecZ' + treatment: MULT + type: ATLASWJ45 + XsecTop: + description: 'Systematic: XsecTop' + treatment: MULT + type: ATLASWJ46 + XsecDibos: + description: 'Systematic: XsecDibos' + treatment: MULT + type: ATLASWJ47 + BkgTtbarNorm: + description: 'Systematic: BkgTtbarNorm' + treatment: MULT + type: ATLASWJ48 + BkgMCstat: + description: 'Systematic: BkgMCstat' + treatment: MULT + type: ATLASWJ49 + WHFmodel: + description: 'Systematic: WHFmodel' + treatment: MULT + type: ATLASWJ50 + LumiUncert: + description: 'Systematic: LumiUncert' + treatment: MULT + type: ATLASLUMI12 + UnfoldMCstat: + description: 'Systematic: UnfoldMCstat' + treatment: MULT + type: UNCORR + UnfoldOtherGen: + description: 'Systematic: UnfoldOtherGen' + treatment: MULT + type: UNCORR + UnfoldReweight: + description: 'Systematic: UnfoldReweight' + treatment: MULT + type: UNCORR +bins: +- 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 + 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: -8.90086981e-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 + 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 + ElScaleZee: 4.25529082e+01 + ElScalePS: 1.0 + 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 + PileupWeight: 2.60384331e+01 + QCDlowRange: 3.41284339e+01 + QCDhighRange: 4.09267639e+00 + QCDvarIso: -2 + QCDvarElID: 34 + QCDfitUncert: 7 + QCDotherGen: 48 + QCDfitRebin: -1 + XsecZ: 4.0 + XsecTop: 4.0 + XsecDibos: 2.0 + BkgTtbarNorm: -4 + BkgMCstat: -2 + WHFmodel: 21 + LumiUncert: 8.35269418e+01 + UnfoldMCstat: -6 + UnfoldOtherGen: 306 + 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 + 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: -1.07692642e-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 + 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: 2.37945148e-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 + 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: 1.78855293e-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 + 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: 5.27985999e-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 + 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: 3.75871593e-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 + 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 + METResLong: -0.6 + METResTrans: -0.56 + PileupWeight: 1.33041347e-01 + QCDlowRange: 9.05538514e-02 + QCDhighRange: 8.55102333e-03 + QCDvarIso: -0.32 + QCDvarElID: -0.21 + QCDfitUncert: 0.05 + QCDotherGen: 0.2 + 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 + UnfoldOtherGen: 1.9 + 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 + JetScaleEff4: 7.53325959e-02 + JetScaleEff5: 7.34846923e-02 + JetScaleEff6: 6.53834842e-02 + JetScaleEta1: 2.10475652e-01 + JetScaleEta2: 1.55161206e-01 + JetScaleHighPt: 4.24264069e-03 + JetScaleMC: 5.65685425e-03 + JetScalePileup1: 2.44948974e-02 + JetScalePileup2: 5.19615242e-02 + JetScalePileup3: 8.52936105e-02 + JetScalePileup4: 2.75090894e-01 + JetScaleFlav1Known: 1.05237826e-01 + JetScaleFlav2: 5.80689246e-01 + JetScaleBjet: 1.03440804e-03 + JetScalepunchT: 2.17944947e-03 + JetResolution10: 0.31 + JetSFBeff: 3.30302891e-01 + JetSFCeff: 0.08 + JetSFLmistag: 4.55521679e-02 + JetSFHighPt: 2.17944947e-03 + JetJVFcut: 2.47537876e-01 + ElScaleR12: 7.53325959e-02 + ElScaleZee: 0.1 + ElScalePS: 1.65831240e-02 + 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 + PileupWeight: 6.16441400e-02 + QCDlowRange: 3.31662479e-02 + QCDhighRange: 3.84057287e-03 + QCDvarIso: -0.14 + QCDvarElID: -0.09 + QCDfitUncert: 0.02 + QCDotherGen: 0.08 + QCDfitRebin: -0.0004 + XsecZ: 0.01 + XsecTop: 0.17 + XsecDibos: 0.02 + BkgTtbarNorm: -0.17 + BkgMCstat: -0.08 + WHFmodel: 0.03 + LumiUncert: 4.65053760e-01 + UnfoldMCstat: -0.18 + UnfoldOtherGen: 0.42 + 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 + JetScaleEff4: 2.57439313e-02 + JetScaleEff5: 2.55880832e-02 + JetScaleEff6: 2.43721152e-02 + JetScaleEta1: 7.56620777e-02 + JetScaleEta2: 5.50726793e-02 + JetScaleHighPt: 1.41421356e-03 + JetScaleMC: 2.17944947e-03 + JetScalePileup1: 8.98610038e-03 + JetScalePileup2: 1.91507180e-02 + JetScalePileup3: 2.95761728e-02 + JetScalePileup4: 9.75230742e-02 + JetScaleFlav1Known: 3.85583973e-02 + JetScaleFlav2: 1.86263255e-01 + JetScaleBjet: 0.0003 + JetScalepunchT: 1.03440804e-03 + JetResolution10: 0.109 + JetSFBeff: 1.25947410e-01 + JetSFCeff: 2.80356915e-02 + JetSFLmistag: 1.56444878e-02 + JetSFHighPt: 9.83615779e-04 + JetJVFcut: 8.98039531e-02 + ElScaleR12: 2.80356915e-02 + ElScaleZee: 3.65068487e-02 + ElScalePS: 6.55743852e-03 + 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 + PileupWeight: 2.14242853e-02 + QCDlowRange: 1.25199840e-02 + QCDhighRange: 1.41421356e-03 + 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 + UnfoldOtherGen: 0.148 + 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 + 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: 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 + JetScaleEff4: 4.55521679e-03 + JetScaleEff5: 4.35889894e-03 + JetScaleEff6: 4.55521679e-03 + JetScaleEta1: 1.35185058e-02 + JetScaleEta2: 0.01 + JetScaleHighPt: 2.82842712e-04 + JetScaleMC: 3.57071421e-04 + JetScalePileup1: 1.65831240e-03 + JetScalePileup2: 3.57071421e-03 + JetScalePileup3: 5.54526825e-03 + JetScalePileup4: 1.75142799e-02 + JetScaleFlav1Known: 0.007 + JetScaleFlav2: 3.25076914e-02 + JetScaleBjet: 9.83615779e-05 + JetScalepunchT: 1.41421356e-04 + JetResolution10: 0.02 + JetSFBeff: 2.25997788e-02 + JetSFCeff: 0.005 + JetSFLmistag: 0.003 + JetSFHighPt: 1.41421356e-04 + JetJVFcut: 1.62711401e-02 + ElScaleR12: 0.005 + ElScaleZee: 0.007 + ElScalePS: 8.17006732e-04 + 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 + PileupWeight: 3.57071421e-03 + QCDlowRange: 1.65831240e-03 + QCDhighRange: 2.17944947e-04 + 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 + UnfoldOtherGen: 0.027 + 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 + JetScaleEff4: 2.21810730e-03 + JetScaleEff5: 2.25997788e-03 + JetScaleEff6: 2.08026441e-03 + JetScaleEta1: 6.45968265e-03 + JetScaleEta2: 4.70850295e-03 + JetScaleHighPt: 1.41421356e-04 + JetScaleMC: 1.41421356e-04 + JetScalePileup1: 8.17006732e-04 + JetScalePileup2: 1.65529454e-03 + JetScalePileup3: 2.55880832e-03 + JetScalePileup4: 8.35269418e-03 + JetScaleFlav1Known: 3.30302891e-03 + JetScaleFlav2: 1.53501629e-02 + JetScaleBjet: 3.0e-05 + JetScalepunchT: 9.83615779e-05 + JetResolution10: 0.0093 + JetSFBeff: 1.08332821e-02 + JetSFCeff: 2.40416306e-03 + JetSFLmistag: 1.36656504e-03 + JetSFHighPt: 9.83615779e-05 + JetJVFcut: 7.63675324e-03 + ElScaleR12: 2.40416306e-03 + ElScaleZee: 0.0031 + ElScalePS: 5.72276157e-04 + 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 + PileupWeight: 1.84932420e-03 + QCDlowRange: 9.20597632e-04 + QCDhighRange: 8.18535277e-05 + QCDvarIso: -0.0043 + QCDvarElID: -0.0029 + QCDfitUncert: 0.0004 + QCDotherGen: 0.0021 + 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 + UnfoldOtherGen: 0.0127 + 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 + JetScaleEff4: 1.20830460e-03 + JetScaleEff5: 1.17046999e-03 + JetScaleEff6: 1.10905365e-03 + JetScaleEta1: 3.45651559e-03 + JetScaleEta2: 2.50399681e-03 + JetScaleHighPt: 7.07106781e-05 + JetScaleMC: 1.41421356e-04 + JetScalePileup1: 4.09267639e-04 + JetScalePileup2: 8.76070773e-04 + JetScalePileup3: 1.35185058e-03 + JetScalePileup4: 4.45056176e-03 + JetScaleFlav1Known: 1.75142799e-03 + JetScaleFlav2: 8.25030302e-03 + JetScaleBjet: 2.17944947e-05 + JetScalepunchT: 3.57071421e-05 + JetResolution10: 0.005 + JetSFBeff: 5.77126503e-03 + JetSFCeff: 1.25199840e-03 + JetSFLmistag: 7.14142843e-04 + JetSFHighPt: 3.0e-05 + JetJVFcut: 4.10121933e-03 + ElScaleR12: 1.25199840e-03 + ElScaleZee: 0.0017 + ElScalePS: 3.27871926e-04 + 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 + PileupWeight: 9.73396117e-04 + QCDlowRange: 5.54526825e-04 + QCDhighRange: 8.17006732e-05 + 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 + WHFmodel: 0.007 + LumiUncert: 7.35306059e-03 + UnfoldMCstat: -0.021 + UnfoldOtherGen: 0.0068 + 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 + 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: 1.34403646e-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 + 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_WP-PT.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WJ_8TEV/uncertainties_WP-PT.yaml new file mode 100644 index 0000000000..55e09c6819 --- /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: ATLASWJ1 + JetScaleEff2: + description: 'Systematic: JetScaleEff2' + treatment: MULT + type: ATLASWJ2 + JetScaleEff3: + description: 'Systematic: JetScaleEff3' + treatment: MULT + type: ATLASWJ3 + JetScaleEff4: + description: 'Systematic: JetScaleEff4' + treatment: MULT + type: ATLASWJ4 + JetScaleEff5: + description: 'Systematic: JetScaleEff5' + treatment: MULT + type: ATLASWJ5 + JetScaleEff6: + description: 'Systematic: JetScaleEff6' + treatment: MULT + type: ATLASWJ6 + JetScaleEta1: + description: 'Systematic: JetScaleEta1' + treatment: MULT + type: ATLASWJ7 + JetScaleEta2: + description: 'Systematic: JetScaleEta2' + treatment: MULT + type: ATLASWJ8 + JetScaleHighPt: + description: 'Systematic: JetScaleHighPt' + treatment: MULT + type: ATLASWJ9 + JetScaleMC: + description: 'Systematic: JetScaleMC' + treatment: MULT + type: ATLASWJ10 + JetScalePileup1: + description: 'Systematic: JetScalePileup1' + treatment: MULT + type: ATLASWJ11 + JetScalePileup2: + description: 'Systematic: JetScalePileup2' + treatment: MULT + type: ATLASWJ12 + JetScalePileup3: + description: 'Systematic: JetScalePileup3' + treatment: MULT + type: ATLASWJ13 + JetScalePileup4: + description: 'Systematic: JetScalePileup4' + treatment: MULT + type: ATLASWJ14 + JetScaleFlav1Known: + description: 'Systematic: JetScaleFlav1Known' + treatment: MULT + type: ATLASWJ15 + JetScaleFlav2: + description: 'Systematic: JetScaleFlav2' + treatment: MULT + type: ATLASWJ16 + JetScaleBjet: + description: 'Systematic: JetScaleBjet' + treatment: MULT + type: ATLASWJ17 + JetScalepunchT: + description: 'Systematic: JetScalepunchT' + treatment: MULT + type: ATLASWJ18 + JetResolution10: + description: 'Systematic: JetResolution10' + treatment: MULT + type: ATLASWJ19 + JetSFBeff: + description: 'Systematic: JetSFBeff' + treatment: MULT + type: ATLASWJ20 + JetSFCeff: + description: 'Systematic: JetSFCeff' + treatment: MULT + type: ATLASWJ21 + JetSFLmistag: + description: 'Systematic: JetSFLmistag' + treatment: MULT + type: ATLASWJ22 + JetSFHighPt: + description: 'Systematic: JetSFHighPt' + treatment: MULT + type: ATLASWJ23 + JetJVFcut: + description: 'Systematic: JetJVFcut' + treatment: MULT + type: ATLASWJ24 + ElScaleR12: + description: 'Systematic: ElScaleR12' + treatment: MULT + type: ATLASWJ25 + ElScaleZee: + description: 'Systematic: ElScaleZee' + treatment: MULT + type: ATLASWJ26 + ElScalePS: + description: 'Systematic: ElScalePS' + treatment: MULT + type: ATLASWJ27 + ElResolution: + description: 'Systematic: ElResolution' + treatment: MULT + type: ATLASWJ28 + ElSFReco: + description: 'Systematic: ElSFReco' + treatment: MULT + type: ATLASWJ29 + ElSFId: + description: 'Systematic: ElSFId' + treatment: MULT + type: ATLASWJ30 + ElSFTrigger: + description: 'Systematic: ElSFTrigger' + treatment: MULT + type: ATLASWJ31 + ElSFIso: + description: 'Systematic: ElSFIso' + treatment: MULT + type: ATLASWJ32 + ElSFChargeMisID: + description: 'Systematic: ElSFChargeMisID' + treatment: MULT + type: ATLASWJ33 + METScale: + description: 'Systematic: METScale' + treatment: MULT + type: ATLASWJ34 + METResLong: + description: 'Systematic: METResLong' + treatment: MULT + type: ATLASWJ35 + METResTrans: + description: 'Systematic: METResTrans' + treatment: MULT + type: ATLASWJ36 + PileupWeight: + description: 'Systematic: PileupWeight' + treatment: MULT + type: ATLASWJ37 + QCDlowRange: + description: 'Systematic: QCDlowRange' + treatment: MULT + type: ATLASWJ38 + QCDhighRange: + description: 'Systematic: QCDhighRange' + treatment: MULT + type: ATLASWJ39 + QCDvarIso: + description: 'Systematic: QCDvarIso' + treatment: MULT + type: ATLASWJ40 + QCDvarElID: + description: 'Systematic: QCDvarElID' + treatment: MULT + type: ATLASWJ41 + QCDfitUncert: + description: 'Systematic: QCDfitUncert' + treatment: MULT + type: ATLASWJ42 + QCDotherGen: + description: 'Systematic: QCDotherGen' + treatment: MULT + type: ATLASWJ43 + QCDfitRebin: + description: 'Systematic: QCDfitRebin' + treatment: MULT + type: ATLASWJ44 + XsecZ: + description: 'Systematic: XsecZ' + treatment: MULT + type: ATLASWJ45 + XsecTop: + description: 'Systematic: XsecTop' + treatment: MULT + type: ATLASWJ46 + XsecDibos: + description: 'Systematic: XsecDibos' + treatment: MULT + type: ATLASWJ47 + BkgTtbarNorm: + description: 'Systematic: BkgTtbarNorm' + treatment: MULT + type: ATLASWJ48 + BkgMCstat: + description: 'Systematic: BkgMCstat' + treatment: MULT + type: ATLASWJ49 + WHFmodel: + description: 'Systematic: WHFmodel' + treatment: MULT + type: ATLASWJ50 + LumiUncert: + description: 'Systematic: LumiUncert' + treatment: MULT + type: ATLASLUMI12 + UnfoldMCstat: + description: 'Systematic: UnfoldMCstat' + treatment: MULT + type: UNCORR + UnfoldOtherGen: + description: 'Systematic: UnfoldOtherGen' + treatment: MULT + type: UNCORR + UnfoldReweight: + description: 'Systematic: UnfoldReweight' + treatment: MULT + type: UNCORR +bins: +- 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 + 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: -5.46002087e-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 + 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: -2.59558118e-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 + 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: 8.37164657e-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 + 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: 2.55145732e-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 + 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: 2.51761439e-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 + 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: -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 + 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: -3.87209868e-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 + 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: -3.82463633e-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 + 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 + 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-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_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 diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/data.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/data.yaml new file mode 100644 index 0000000000..0b10ffdb22 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/data.yaml @@ -0,0 +1,23 @@ +data_central: +- 577150.0 +- 576870.0 +- 581750.0 +- 586070.0 +- 586330.0 +- 599070.0 +- 596750.0 +- 604170.0 +- 606930.0 +- 593400.0 +- 558460.0 +- 436450.0 +- 432780.0 +- 429290.0 +- 423380.0 +- 413640.0 +- 405260.0 +- 388020.0 +- 377510.0 +- 365820.0 +- 344700.0 +- 319040.0 diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/filter.py b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/filter.py new file mode 100644 index 0000000000..0a28efddf3 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/filter.py @@ -0,0 +1,93 @@ +""" +When running `python filter.py` the relevant data yaml +file will be created in the `nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB` directory. +""" + +import yaml +from filter_utils import get_data_values, get_kinematics, get_systematics + +from nnpdf_data.filter_utils.utils import prettify_float + +yaml.add_representer(float, prettify_float) + + +def filter_ATLAS_WPWM_7TEV_46FB_data_kinematic(): + """ + This function writes the central values to yaml files. + """ + central_values = list(get_data_values()) + + kin = get_kinematics() + + data_central_yaml = {"data_central": central_values} + + kinematics_yaml = {"bins": kin} + + # write central values and kinematics to yaml file + with open("data.yaml", "w") as file: + yaml.dump(data_central_yaml, file, sort_keys=False) + + with open("kinematics.yaml", "w") as file: + yaml.dump(kinematics_yaml, file, sort_keys=False) + + +def filter_ATLAS_WPWM_7TEV_46FB_systematics(): + """ + This function writes the systematics to a yaml file. + """ + + with open("metadata.yaml", "r") as file: + metadata = yaml.safe_load(file) + + systematics = get_systematics() + + # error definition + error_definitions = {} + errors = [] + + counter = 1 + + for sys in systematics: + if sys[0]['name'] == 'stat': + error_definitions[sys[0]['name']] = { + "description": "Uncorrelated statistical uncertainties", + "treatment": "ADD", + "type": "UNCORR", + } + elif 'UNCORR' in sys[0]['name']: + error_definitions['sys_corr_' + str(counter)] = { + "description": "Sys uncertainty idx: " + str(counter), + "treatment": "MULT", + "type": "UNCORR", + } + counter += 1 + else: + error_definitions['sys_corr_' + str(counter)] = { + "description": "Sys uncertainty idx: " + str(counter), + "treatment": "MULT", + "type": f"{sys[0]['name']}", + } + counter += 1 + + for i in range(metadata['implemented_observables'][0]['ndata']): + error_value = {} + counter_2 = 0 + for sys in systematics: + if counter_2 == 0: + error_value[sys[0]['name']] = float(sys[0]['values'][i]) + else: + error_value['sys_corr_' + str(counter_2)] = float(sys[0]['values'][i]) + counter_2 += 1 + + errors.append(error_value) + + uncertainties_yaml = {"definitions": error_definitions, "bins": errors} + + # write uncertainties + with open(f"uncertainties.yaml", 'w') as file: + yaml.dump(uncertainties_yaml, file, sort_keys=False) + + +if __name__ == "__main__": + filter_ATLAS_WPWM_7TEV_46FB_data_kinematic() + filter_ATLAS_WPWM_7TEV_46FB_systematics() diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/filter_utils.py b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/filter_utils.py new file mode 100644 index 0000000000..127caa270c --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/filter_utils.py @@ -0,0 +1,116 @@ +""" +This module contains helper functions that are used to extract the data values +from the rawdata files. +""" + +import yaml +import pandas as pd +import numpy as np + + +def get_data_values(): + """ + returns the central data values in the form of a list. + """ + + data_central = [] + + hepdata_table_1 = f"rawdata/HEPData-ins1502620-v1-Table_9.yaml" + hepdata_table_2 = f"rawdata/HEPData-ins1502620-v1-Table_10.yaml" + + with open(hepdata_table_1, 'r') as file: + input_1 = yaml.safe_load(file) + + with open(hepdata_table_2, 'r') as file: + input_2 = yaml.safe_load(file) + + values_1 = input_1['dependent_variables'][0]['values'] + values_2 = input_2['dependent_variables'][0]['values'] + + values = values_1 + values_2 + + for value in values: + # store data central and convert the units + data_central.append(value['value'] * 1000) + + return data_central + + +def get_kinematics(): + """ + returns the kinematics in the form of a list of dictionaries. + """ + kin = [] + + hepdata_table_1 = f"rawdata/HEPData-ins1502620-v1-Table_9.yaml" + hepdata_table_2 = f"rawdata/HEPData-ins1502620-v1-Table_10.yaml" + + with open(hepdata_table_1, 'r') as file: + input_1 = yaml.safe_load(file) + + with open(hepdata_table_2, 'r') as file: + input_2 = yaml.safe_load(file) + + for i, M in enumerate(input_1["independent_variables"][0]['values']): + + kin_value = { + 'abs_eta': { + 'min': None, + 'mid': (0.5 * (M['low'] + M['high'])), + 'max': None, + }, # absolute lepton eta + 'm_W2': {'min': None, 'mid': 6463.838404, 'max': None}, + 'sqrts': {'min': None, 'mid': 7000.0, 'max': None}, + } + + kin.append(kin_value) + + for i, M in enumerate(input_2["independent_variables"][0]['values']): + + kin_value = { + 'abs_eta': { + 'min': None, + 'mid': (0.5 * (M['low'] + M['high'])), + 'max': None, + }, # absolute lepton eta + 'm_W2': {'min': None, 'mid': 6463.838404, 'max': None}, + 'sqrts': {'min': None, 'mid': 7000.0, 'max': None}, + } + + kin.append(kin_value) + + return kin + + +def get_systematics_dataframe(): + """ + returns the absolute systematic uncertainties in the form of a pandas dataframe. + """ + sys_rawdata_path = "rawdata/wzrap11_full.csv" + + df = pd.read_csv(sys_rawdata_path) + data_central = np.array(get_data_values()) + + # convert (MULT) percentage unc to absolute unc + abs_unc_df = (df.T[2:] * data_central).T / 100 + + return abs_unc_df + + +def get_systematics(): + """ """ + abs_unc_df = get_systematics_dataframe() + + uncertainties = [] + + for i, unc_dp in enumerate(abs_unc_df.values.T): + name = f"{abs_unc_df.columns[i]}" + values = [unc_dp[j] for j in range(len(unc_dp))] + uncertainties.append([{"name": name, "values": values}]) + + return uncertainties + + +if __name__ == "__main__": + get_data_values() + get_systematics_dataframe() diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/kinematics.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/kinematics.yaml new file mode 100644 index 0000000000..d058f7e862 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/kinematics.yaml @@ -0,0 +1,265 @@ +bins: +- abs_eta: + min: null + mid: 0.105 + max: null + m_W2: + min: null + mid: 6.46383840e+03 + max: null + sqrts: + min: null + mid: 7000.0 + max: null +- abs_eta: + min: null + mid: 0.315 + max: null + m_W2: + min: null + mid: 6.46383840e+03 + max: null + sqrts: + min: null + mid: 7000.0 + max: null +- abs_eta: + min: null + mid: 0.525 + max: null + m_W2: + min: null + mid: 6.46383840e+03 + max: null + sqrts: + min: null + mid: 7000.0 + max: null +- abs_eta: + min: null + mid: 0.735 + max: null + m_W2: + min: null + mid: 6.46383840e+03 + max: null + sqrts: + min: null + mid: 7000.0 + max: null +- abs_eta: + min: null + mid: 9.45000000e-01 + max: null + m_W2: + min: null + mid: 6.46383840e+03 + max: null + sqrts: + min: null + mid: 7000.0 + max: null +- abs_eta: + min: null + mid: 1.21 + max: null + m_W2: + min: null + mid: 6.46383840e+03 + max: null + sqrts: + min: null + mid: 7000.0 + max: null +- abs_eta: + min: null + mid: 1.445 + max: null + m_W2: + min: null + mid: 6.46383840e+03 + max: null + sqrts: + min: null + mid: 7000.0 + max: null +- abs_eta: + min: null + mid: 1.63 + max: null + m_W2: + min: null + mid: 6.46383840e+03 + max: null + sqrts: + min: null + mid: 7000.0 + max: null +- abs_eta: + min: null + mid: 1.845 + max: null + m_W2: + min: null + mid: 6.46383840e+03 + max: null + sqrts: + min: null + mid: 7000.0 + max: null +- abs_eta: + min: null + mid: 2.065 + max: null + m_W2: + min: null + mid: 6.46383840e+03 + max: null + sqrts: + min: null + mid: 7000.0 + max: null +- abs_eta: + min: null + mid: 2.34 + max: null + m_W2: + min: null + mid: 6.46383840e+03 + max: null + sqrts: + min: null + mid: 7000.0 + max: null +- abs_eta: + min: null + mid: 0.105 + max: null + m_W2: + min: null + mid: 6.46383840e+03 + max: null + sqrts: + min: null + mid: 7000.0 + max: null +- abs_eta: + min: null + mid: 0.315 + max: null + m_W2: + min: null + mid: 6.46383840e+03 + max: null + sqrts: + min: null + mid: 7000.0 + max: null +- abs_eta: + min: null + mid: 0.525 + max: null + m_W2: + min: null + mid: 6.46383840e+03 + max: null + sqrts: + min: null + mid: 7000.0 + max: null +- abs_eta: + min: null + mid: 0.735 + max: null + m_W2: + min: null + mid: 6.46383840e+03 + max: null + sqrts: + min: null + mid: 7000.0 + max: null +- abs_eta: + min: null + mid: 9.45000000e-01 + max: null + m_W2: + min: null + mid: 6.46383840e+03 + max: null + sqrts: + min: null + mid: 7000.0 + max: null +- abs_eta: + min: null + mid: 1.21 + max: null + m_W2: + min: null + mid: 6.46383840e+03 + max: null + sqrts: + min: null + mid: 7000.0 + max: null +- abs_eta: + min: null + mid: 1.445 + max: null + m_W2: + min: null + mid: 6.46383840e+03 + max: null + sqrts: + min: null + mid: 7000.0 + max: null +- abs_eta: + min: null + mid: 1.63 + max: null + m_W2: + min: null + mid: 6.46383840e+03 + max: null + sqrts: + min: null + mid: 7000.0 + max: null +- abs_eta: + min: null + mid: 1.845 + max: null + m_W2: + min: null + mid: 6.46383840e+03 + max: null + sqrts: + min: null + mid: 7000.0 + max: null +- abs_eta: + min: null + mid: 2.065 + max: null + m_W2: + min: null + mid: 6.46383840e+03 + max: null + sqrts: + min: null + mid: 7000.0 + max: null +- abs_eta: + min: null + mid: 2.34 + max: null + m_W2: + min: null + mid: 6.46383840e+03 + max: null + sqrts: + min: null + mid: 7000.0 + max: null diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/metadata.yaml index 67804678c9..9b9524e257 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/metadata.yaml @@ -1,6 +1,6 @@ setname: ATLAS_WPWM_7TEV_46FB -version: 1 -version_comment: Port of old commondata +version: 2 +version_comment: Reimplementation of old commondata nnpdf_metadata: nnpdf31_process: DY CC experiment: ATLAS @@ -10,7 +10,7 @@ arXiv: iNSPIRE: url: '' hepdata: - url: 10.17182/hepdata.76541.v1/t9-t10 + url: https://www.hepdata.net/record/ins1502620 version: -1 implemented_observables: - observable_name: CC-ETA @@ -18,12 +18,12 @@ implemented_observables: description: Drell-Yan Rapidity Distribution label: ATLAS $W$ 7 TeV 2011 Central selection units: '' - process_type: EWK_RAP - tables: [] + process_type: DY_W_ETA + tables: [9,10] npoints: [] ndata: 22 plotting: - kinematics_override: ewk_rap_sqrt_scale + kinematics_override: identity dataset_label: ATLAS $W$ 7 TeV 2011 Central selection x_label: $\left\|\eta/y\right|$ y_label: $d\sigma/dy$ (fb) @@ -57,36 +57,37 @@ implemented_observables: - $W^-$ - $W^-$ - $W^-$ - plot_x: k1 + plot_x: abs_eta kinematic_coverage: - - k1 - - k2 - - k3 + - abs_eta + - m_W2 + - sqrts kinematics: variables: - k1: - description: Variable k1 - label: k1 + abs_eta: + description: Absolute lepton pseudorapidity + label: abs_eta units: '' - k2: - description: Variable k2 - label: k2 - units: '' - k3: - description: Variable k3 - label: k3 - units: '' - file: kinematics_CC-ETA.yaml + m_W2: + description: Squared mass of the W boson + label: m_W2 + units: 'GeV2' + sqrts: + description: Square root of the center of mass energy + label: sqrts + units: 'GeV' + file: kinematics.yaml theory: conversion_factor: 1000.0 operation: 'null' FK_tables: - - ATLAS_WP_7TEV - ATLAS_WM_7TEV - data_uncertainties: [] + data_uncertainties: + - uncertainties.yaml variants: legacy: data_uncertainties: - uncertainties_legacy_CC-ETA.yaml - data_central: data_legacy_CC-ETA.yaml + data_central: data.yaml ported_from: ATLASWRAP11CC diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/rawdata/HEPData-ins1502620-v1-Table_10.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/rawdata/HEPData-ins1502620-v1-Table_10.yaml new file mode 100644 index 0000000000..9970522c8f --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/rawdata/HEPData-ins1502620-v1-Table_10.yaml @@ -0,0 +1,92 @@ + +independent_variables: +- header: {name: absolute lepton eta} + values: + - {low: 0.00, high: 0.21} + - {low: 0.21, high: 0.42} + - {low: 0.42, high: 0.63} + - {low: 0.63, high: 0.84} + - {low: 0.84, high: 1.05} + - {low: 1.05, high: 1.37} + - {low: 1.37, high: 1.52} + - {low: 1.52, high: 1.74} + - {low: 1.74, high: 1.95} + - {low: 1.95, high: 2.18} + - {low: 2.18, high: 2.50} + +dependent_variables: +- header: {name: '$d\sigma / d|\eta_\ell|$', units: PB} + qualifiers: + - {name: SQRT(S), units: GEV, value: 7000} + - {name: RE, value: P P --> W- X} + - {name: ABS(ETARAP(C=LEPTON)), value: < 2.5} + - {name: MT, units: GEV, value: '> 40'} + - {name: PT(C=LEPTON), units: GEV, value: '> 25'} + - {name: PT(C=NU), units: GEV, value: '> 25'} + values: + - value: 436.45 + errors: + - {label: stat, symerror: 0.12%} + - {label: 'uncor', symerror: 0.14%} + - {label: 'cor', symerror: 0.52%} + - {label: 'lumi', symerror: 1.8%} + - value: 432.78 + errors: + - {label: stat, symerror: 0.12%} + - {label: 'uncor', symerror: 0.16%} + - {label: 'cor', symerror: 0.48%} + - {label: 'lumi', symerror: 1.8%} + - value: 429.29 + errors: + - {label: stat, symerror: 0.11%} + - {label: 'uncor', symerror: 0.13%} + - {label: 'cor', symerror: 0.49%} + - {label: 'lumi', symerror: 1.8%} + - value: 423.38 + errors: + - {label: stat, symerror: 0.12%} + - {label: 'uncor', symerror: 0.13%} + - {label: 'cor', symerror: 0.50%} + - {label: 'lumi', symerror: 1.8%} + - value: 413.64 + errors: + - {label: stat, symerror: 0.11%} + - {label: 'uncor', symerror: 0.15%} + - {label: 'cor', symerror: 0.50%} + - {label: 'lumi', symerror: 1.8%} + - value: 405.26 + errors: + - {label: stat, symerror: 0.10%} + - {label: 'uncor', symerror: 0.14%} + - {label: 'cor', symerror: 0.56%} + - {label: 'lumi', symerror: 1.8%} + - value: 388.02 + errors: + - {label: stat, symerror: 0.17%} + - {label: 'uncor', symerror: 0.34%} + - {label: 'cor', symerror: 0.52%} + - {label: 'lumi', symerror: 1.8%} + - value: 377.51 + errors: + - {label: stat, symerror: 0.14%} + - {label: 'uncor', symerror: 0.16%} + - {label: 'cor', symerror: 0.58%} + - {label: 'lumi', symerror: 1.8%} + - value: 365.82 + errors: + - {label: stat, symerror: 0.12%} + - {label: 'uncor', symerror: 0.20%} + - {label: 'cor', symerror: 0.58%} + - {label: 'lumi', symerror: 1.8%} + - value: 344.70 + errors: + - {label: stat, symerror: 0.13%} + - {label: 'uncor', symerror: 0.17%} + - {label: 'cor', symerror: 0.59%} + - {label: 'lumi', symerror: 1.8%} + - value: 319.04 + errors: + - {label: stat, symerror: 0.14%} + - {label: 'uncor', symerror: 0.19%} + - {label: 'cor', symerror: 0.75%} + - {label: 'lumi', symerror: 1.8%} diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/rawdata/HEPData-ins1502620-v1-Table_9.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/rawdata/HEPData-ins1502620-v1-Table_9.yaml new file mode 100644 index 0000000000..bb874e0363 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/rawdata/HEPData-ins1502620-v1-Table_9.yaml @@ -0,0 +1,92 @@ + +independent_variables: +- header: {name: absolute lepton eta} + values: + - {low: 0.00, high: 0.21} + - {low: 0.21, high: 0.42} + - {low: 0.42, high: 0.63} + - {low: 0.63, high: 0.84} + - {low: 0.84, high: 1.05} + - {low: 1.05, high: 1.37} + - {low: 1.37, high: 1.52} + - {low: 1.52, high: 1.74} + - {low: 1.74, high: 1.95} + - {low: 1.95, high: 2.18} + - {low: 2.18, high: 2.50} + +dependent_variables: +- header: {name: '$d\sigma / d|\eta_\ell|$', units: PB} + qualifiers: + - {name: SQRT(S), units: GEV, value: 7000} + - {name: RE, value: P P --> W+ X} + - {name: ABS(ETARAP(C=LEPTON)), value: < 2.5} + - {name: MT, units: GEV, value: '> 40'} + - {name: PT(C=LEPTON), units: GEV, value: '> 25'} + - {name: PT(C=NU), units: GEV, value: '> 25'} + values: + - value: 577.15 + errors: + - {label: stat, symerror: 0.11%} + - {label: 'uncor', symerror: 0.13%} + - {label: 'cor', symerror: 0.52%} + - {label: 'lumi', symerror: 1.8%} + - value: 576.87 + errors: + - {label: stat, symerror: 0.11%} + - {label: 'uncor', symerror: 0.15%} + - {label: 'cor', symerror: 0.49%} + - {label: 'lumi', symerror: 1.8%} + - value: 581.75 + errors: + - {label: stat, symerror: 0.09%} + - {label: 'uncor', symerror: 0.12%} + - {label: 'cor', symerror: 0.49%} + - {label: 'lumi', symerror: 1.8%} + - value: 586.07 + errors: + - {label: stat, symerror: 0.10%} + - {label: 'uncor', symerror: 0.11%} + - {label: 'cor', symerror: 0.50%} + - {label: 'lumi', symerror: 1.8%} + - value: 586.33 + errors: + - {label: stat, symerror: 0.10%} + - {label: 'uncor', symerror: 0.14%} + - {label: 'cor', symerror: 0.50%} + - {label: 'lumi', symerror: 1.8%} + - value: 599.07 + errors: + - {label: stat, symerror: 0.08%} + - {label: 'uncor', symerror: 0.13%} + - {label: 'cor', symerror: 0.51%} + - {label: 'lumi', symerror: 1.8%} + - value: 596.75 + errors: + - {label: stat, symerror: 0.13%} + - {label: 'uncor', symerror: 0.33%} + - {label: 'cor', symerror: 0.52%} + - {label: 'lumi', symerror: 1.8%} + - value: 604.17 + errors: + - {label: stat, symerror: 0.11%} + - {label: 'uncor', symerror: 0.13%} + - {label: 'cor', symerror: 0.55%} + - {label: 'lumi', symerror: 1.8%} + - value: 606.93 + errors: + - {label: stat, symerror: 0.12%} + - {label: 'uncor', symerror: 0.18%} + - {label: 'cor', symerror: 0.54%} + - {label: 'lumi', symerror: 1.8%} + - value: 593.40 + errors: + - {label: stat, symerror: 0.11%} + - {label: 'uncor', symerror: 0.14%} + - {label: 'cor', symerror: 0.53%} + - {label: 'lumi', symerror: 1.8%} + - value: 558.46 + errors: + - {label: stat, symerror: 0.12%} + - {label: 'uncor', symerror: 0.14%} + - {label: 'cor', symerror: 0.62%} + - {label: 'lumi', symerror: 1.8%} diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/rawdata/wzrap11_full.csv b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/rawdata/wzrap11_full.csv new file mode 100644 index 0000000000..33345c3593 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/rawdata/wzrap11_full.csv @@ -0,0 +1,23 @@ 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b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/uncertainties.yaml new file mode 100644 index 0000000000..4aa25e4e78 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_WPWM_7TEV_46FB/uncertainties.yaml @@ -0,0 +1,3486 @@ +definitions: + stat: + description: Uncorrelated statistical uncertainties + treatment: ADD + type: UNCORR + sys_corr_1: + description: 'Sys uncertainty idx: 1' + treatment: MULT + type: UNCORR + sys_corr_2: + description: 'Sys uncertainty idx: 2' + treatment: MULT + type: ATLASWZRAP11_1001 + sys_corr_3: + description: 'Sys uncertainty idx: 3' + treatment: MULT + type: ATLASWZRAP11_1002 + sys_corr_4: + description: 'Sys uncertainty idx: 4' + treatment: MULT + type: ATLASWZRAP11_1003 + sys_corr_5: + description: 'Sys uncertainty idx: 5' + treatment: MULT + type: ATLASWZRAP11_1004 + sys_corr_6: + description: 'Sys uncertainty idx: 6' + treatment: MULT + type: ATLASWZRAP11_1005 + sys_corr_7: + description: 'Sys uncertainty idx: 7' + treatment: MULT + type: ATLASWZRAP11_1006 + sys_corr_8: + description: 'Sys uncertainty idx: 8' + treatment: MULT + type: ATLASWZRAP11_1007 + sys_corr_9: + description: 'Sys uncertainty idx: 9' + treatment: MULT + type: ATLASWZRAP11_1008 + sys_corr_10: + description: 'Sys uncertainty idx: 10' + treatment: MULT + type: ATLASWZRAP11_1009 + sys_corr_11: + description: 'Sys uncertainty idx: 11' + treatment: MULT + type: ATLASWZRAP11_1010 + sys_corr_12: + description: 'Sys uncertainty idx: 12' + treatment: MULT + type: ATLASWZRAP11_1011 + sys_corr_13: + description: 'Sys uncertainty idx: 13' + treatment: MULT + type: ATLASWZRAP11_1012 + sys_corr_14: + description: 'Sys uncertainty idx: 14' + treatment: MULT + type: ATLASWZRAP11_1013 + sys_corr_15: + description: 'Sys uncertainty idx: 15' + treatment: MULT + type: ATLASWZRAP11_1014 + sys_corr_16: + description: 'Sys uncertainty idx: 16' + treatment: MULT + type: ATLASWZRAP11_1015 + sys_corr_17: + description: 'Sys uncertainty idx: 17' + treatment: MULT + type: ATLASWZRAP11_1016 + sys_corr_18: + description: 'Sys uncertainty idx: 18' + treatment: MULT + type: ATLASWZRAP11_1017 + sys_corr_19: + description: 'Sys uncertainty idx: 19' + treatment: MULT + type: ATLASWZRAP11_1018 + sys_corr_20: + description: 'Sys uncertainty idx: 20' + treatment: MULT + type: ATLASWZRAP11_1019 + sys_corr_21: + description: 'Sys uncertainty idx: 21' + treatment: MULT + type: ATLASWZRAP11_1020 + sys_corr_22: + description: 'Sys uncertainty idx: 22' + treatment: MULT + type: ATLASWZRAP11_1021 + sys_corr_23: + description: 'Sys uncertainty idx: 23' + treatment: MULT + type: ATLASWZRAP11_1022 + sys_corr_24: + description: 'Sys uncertainty idx: 24' + treatment: MULT + type: ATLASWZRAP11_1023 + sys_corr_25: + description: 'Sys uncertainty idx: 25' + treatment: MULT + type: ATLASWZRAP11_1024 + sys_corr_26: + description: 'Sys uncertainty idx: 26' + treatment: MULT + type: ATLASWZRAP11_1025 + sys_corr_27: + description: 'Sys uncertainty idx: 27' + treatment: MULT + type: ATLASWZRAP11_1026 + sys_corr_28: + description: 'Sys uncertainty idx: 28' + treatment: MULT + type: ATLASWZRAP11_1027 + sys_corr_29: + description: 'Sys uncertainty idx: 29' + treatment: MULT + type: ATLASWZRAP11_1028 + sys_corr_30: + description: 'Sys uncertainty idx: 30' + treatment: MULT + type: ATLASWZRAP11_1029 + sys_corr_31: + description: 'Sys uncertainty idx: 31' + treatment: MULT + type: ATLASWZRAP11_1030 + sys_corr_32: + description: 'Sys uncertainty idx: 32' + treatment: MULT + type: ATLASWZRAP11_1031 + sys_corr_33: + description: 'Sys uncertainty idx: 33' + treatment: MULT + type: ATLASWZRAP11_1032 + sys_corr_34: + description: 'Sys uncertainty idx: 34' + treatment: MULT + type: ATLASWZRAP11_1033 + sys_corr_35: + description: 'Sys uncertainty idx: 35' + treatment: MULT + type: ATLASWZRAP11_1034 + sys_corr_36: + description: 'Sys uncertainty idx: 36' + treatment: MULT + type: ATLASWZRAP11_1035 + sys_corr_37: + description: 'Sys uncertainty idx: 37' + treatment: MULT + type: ATLASWZRAP11_1036 + sys_corr_38: + description: 'Sys uncertainty idx: 38' + treatment: MULT + type: ATLASWZRAP11_1037 + sys_corr_39: + description: 'Sys uncertainty idx: 39' + treatment: MULT + type: ATLASWZRAP11_1038 + sys_corr_40: + description: 'Sys uncertainty idx: 40' + treatment: MULT + type: ATLASWZRAP11_1039 + sys_corr_41: + description: 'Sys uncertainty idx: 41' + treatment: MULT + type: ATLASWZRAP11_1040 + sys_corr_42: + description: 'Sys uncertainty idx: 42' + treatment: MULT + type: ATLASWZRAP11_1041 + sys_corr_43: + description: 'Sys uncertainty idx: 43' + treatment: MULT + type: ATLASWZRAP11_1042 + sys_corr_44: + description: 'Sys uncertainty idx: 44' + treatment: MULT + type: ATLASWZRAP11_1043 + sys_corr_45: + description: 'Sys uncertainty idx: 45' + treatment: MULT + type: ATLASWZRAP11_1044 + sys_corr_46: + description: 'Sys uncertainty idx: 46' + treatment: MULT + type: ATLASWZRAP11_1045 + sys_corr_47: + description: 'Sys uncertainty idx: 47' + treatment: MULT + type: ATLASWZRAP11_1046 + sys_corr_48: + description: 'Sys uncertainty idx: 48' + treatment: MULT + type: ATLASWZRAP11_1047 + sys_corr_49: + description: 'Sys uncertainty idx: 49' + treatment: MULT + type: ATLASWZRAP11_1048 + sys_corr_50: + description: 'Sys uncertainty idx: 50' + treatment: MULT + type: ATLASWZRAP11_1049 + sys_corr_51: + description: 'Sys uncertainty idx: 51' + treatment: MULT + type: ATLASWZRAP11_1050 + sys_corr_52: + description: 'Sys uncertainty idx: 52' + treatment: MULT + type: ATLASWZRAP11_1051 + sys_corr_53: + description: 'Sys uncertainty idx: 53' + treatment: MULT + type: ATLASWZRAP11_1052 + sys_corr_54: + description: 'Sys uncertainty idx: 54' + treatment: MULT + type: ATLASWZRAP11_1053 + sys_corr_55: + description: 'Sys uncertainty idx: 55' + treatment: MULT + type: ATLASWZRAP11_1054 + sys_corr_56: + description: 'Sys uncertainty idx: 56' + treatment: MULT + type: ATLASWZRAP11_1055 + sys_corr_57: + description: 'Sys uncertainty idx: 57' + treatment: MULT + type: ATLASWZRAP11_1056 + sys_corr_58: + description: 'Sys uncertainty idx: 58' + treatment: MULT + type: ATLASWZRAP11_1057 + sys_corr_59: + description: 'Sys uncertainty idx: 59' + treatment: MULT + type: ATLASWZRAP11_1058 + sys_corr_60: + description: 'Sys uncertainty idx: 60' + treatment: MULT + type: ATLASWZRAP11_1059 + sys_corr_61: + description: 'Sys uncertainty idx: 61' + treatment: MULT + type: ATLASWZRAP11_1060 + sys_corr_62: + description: 'Sys uncertainty idx: 62' + treatment: MULT + type: ATLASWZRAP11_1061 + sys_corr_63: + description: 'Sys uncertainty idx: 63' + treatment: MULT + type: ATLASWZRAP11_1062 + sys_corr_64: + description: 'Sys uncertainty idx: 64' + treatment: MULT + type: ATLASWZRAP11_1063 + sys_corr_65: + description: 'Sys uncertainty idx: 65' + treatment: MULT + type: ATLASWZRAP11_1064 + sys_corr_66: + description: 'Sys uncertainty idx: 66' + treatment: MULT + type: ATLASWZRAP11_1065 + sys_corr_67: + description: 'Sys uncertainty idx: 67' + treatment: MULT + type: ATLASWZRAP11_1066 + sys_corr_68: + description: 'Sys uncertainty idx: 68' + treatment: MULT + type: ATLASWZRAP11_1067 + sys_corr_69: + description: 'Sys uncertainty idx: 69' + treatment: MULT + type: ATLASWZRAP11_1068 + sys_corr_70: + description: 'Sys uncertainty idx: 70' + treatment: MULT + type: ATLASWZRAP11_1069 + sys_corr_71: + description: 'Sys uncertainty idx: 71' + treatment: MULT + type: ATLASWZRAP11_1070 + sys_corr_72: + description: 'Sys uncertainty idx: 72' + treatment: MULT + type: ATLASWZRAP11_1071 + sys_corr_73: + description: 'Sys uncertainty idx: 73' + treatment: MULT + type: ATLASWZRAP11_1072 + sys_corr_74: + description: 'Sys uncertainty idx: 74' + treatment: MULT + type: ATLASWZRAP11_1073 + sys_corr_75: + description: 'Sys uncertainty idx: 75' + treatment: MULT + type: ATLASWZRAP11_1074 + sys_corr_76: + description: 'Sys uncertainty idx: 76' + treatment: MULT + type: ATLASWZRAP11_1075 + sys_corr_77: + description: 'Sys uncertainty idx: 77' + treatment: MULT + type: ATLASWZRAP11_1076 + sys_corr_78: + description: 'Sys uncertainty idx: 78' + treatment: MULT + type: ATLASWZRAP11_1077 + sys_corr_79: + description: 'Sys uncertainty idx: 79' + treatment: MULT + type: ATLASWZRAP11_1078 + sys_corr_80: + description: 'Sys uncertainty idx: 80' + treatment: MULT + type: ATLASWZRAP11_1079 + sys_corr_81: + description: 'Sys uncertainty idx: 81' + treatment: MULT + type: ATLASWZRAP11_1080 + sys_corr_82: + description: 'Sys uncertainty idx: 82' + treatment: MULT + type: ATLASWZRAP11_1081 + sys_corr_83: + description: 'Sys uncertainty idx: 83' + treatment: MULT + type: ATLASWZRAP11_1082 + sys_corr_84: + description: 'Sys uncertainty idx: 84' + treatment: MULT + type: ATLASWZRAP11_1083 + sys_corr_85: + description: 'Sys uncertainty idx: 85' + treatment: MULT + type: ATLASWZRAP11_1084 + sys_corr_86: + description: 'Sys uncertainty idx: 86' + treatment: MULT + type: ATLASWZRAP11_1085 + sys_corr_87: + description: 'Sys uncertainty idx: 87' + treatment: MULT + type: ATLASWZRAP11_1086 + sys_corr_88: + description: 'Sys uncertainty idx: 88' + treatment: MULT + type: ATLASWZRAP11_1087 + sys_corr_89: + description: 'Sys uncertainty idx: 89' + treatment: MULT + type: ATLASWZRAP11_1088 + sys_corr_90: + description: 'Sys uncertainty idx: 90' + treatment: MULT + type: ATLASWZRAP11_1089 + sys_corr_91: + description: 'Sys uncertainty idx: 91' + treatment: MULT + type: ATLASWZRAP11_1090 + sys_corr_92: + description: 'Sys uncertainty idx: 92' + treatment: MULT + type: ATLASWZRAP11_1091 + sys_corr_93: + description: 'Sys uncertainty idx: 93' + treatment: MULT + type: ATLASWZRAP11_1092 + sys_corr_94: + description: 'Sys uncertainty idx: 94' + treatment: MULT + type: ATLASWZRAP11_1093 + sys_corr_95: + description: 'Sys uncertainty idx: 95' + treatment: MULT + type: ATLASWZRAP11_1094 + sys_corr_96: + description: 'Sys uncertainty idx: 96' + treatment: MULT + type: ATLASWZRAP11_1095 + sys_corr_97: + description: 'Sys uncertainty idx: 97' + treatment: MULT + type: ATLASWZRAP11_1096 + sys_corr_98: + description: 'Sys uncertainty idx: 98' + treatment: MULT + type: ATLASWZRAP11_1097 + sys_corr_99: + description: 'Sys uncertainty idx: 99' + treatment: MULT + type: ATLASWZRAP11_1098 + sys_corr_100: + description: 'Sys uncertainty idx: 100' + treatment: MULT + type: ATLASWZRAP11_1099 + sys_corr_101: + description: 'Sys uncertainty idx: 101' + treatment: MULT + type: ATLASWZRAP11_1100 + sys_corr_102: + description: 'Sys uncertainty idx: 102' + treatment: MULT + type: ATLASWZRAP11_1101 + sys_corr_103: + description: 'Sys uncertainty idx: 103' + treatment: MULT + type: ATLASWZRAP11_1102 + sys_corr_104: + description: 'Sys uncertainty idx: 104' + treatment: MULT + type: ATLASWZRAP11_1103 + sys_corr_105: + description: 'Sys uncertainty idx: 105' + treatment: MULT + type: ATLASWZRAP11_1104 + sys_corr_106: + description: 'Sys uncertainty idx: 106' + treatment: MULT + type: ATLASWZRAP11_1105 + sys_corr_107: + description: 'Sys uncertainty idx: 107' + treatment: MULT + type: ATLASWZRAP11_1106 + sys_corr_108: + description: 'Sys uncertainty idx: 108' + treatment: MULT + type: ATLASWZRAP11_1107 + sys_corr_109: + description: 'Sys uncertainty idx: 109' + treatment: MULT + type: ATLASWZRAP11_1108 + sys_corr_110: + description: 'Sys uncertainty idx: 110' + treatment: MULT + type: ATLASWZRAP11_1109 + sys_corr_111: + description: 'Sys uncertainty idx: 111' + treatment: MULT + type: ATLASWZRAP11_1110 + sys_corr_112: + description: 'Sys uncertainty idx: 112' + treatment: MULT + type: ATLASWZRAP11_1111 + sys_corr_113: + description: 'Sys uncertainty idx: 113' + treatment: MULT + type: ATLASWZRAP11_1112 + sys_corr_114: + description: 'Sys uncertainty idx: 114' + treatment: MULT + type: ATLASWZRAP11_1113 + sys_corr_115: + description: 'Sys uncertainty idx: 115' + treatment: MULT + type: ATLASWZRAP11_1114 + sys_corr_116: + description: 'Sys uncertainty idx: 116' + treatment: MULT + type: ATLASWZRAP11_1115 + sys_corr_117: + description: 'Sys uncertainty idx: 117' + treatment: MULT + type: ATLASWZRAP11_1116 + sys_corr_118: + description: 'Sys uncertainty idx: 118' + treatment: MULT + type: ATLASWZRAP11_1117 + sys_corr_119: + description: 'Sys uncertainty idx: 119' + treatment: MULT + type: ATLASWZRAP11_1118 + sys_corr_120: + description: 'Sys uncertainty idx: 120' + treatment: MULT + type: ATLASWZRAP11_1119 + sys_corr_121: + description: 'Sys uncertainty idx: 121' + treatment: MULT + type: ATLASWZRAP11_1120 + sys_corr_122: + description: 'Sys uncertainty idx: 122' + treatment: MULT + type: ATLASWZRAP11_1121 + sys_corr_123: + description: 'Sys uncertainty idx: 123' + treatment: MULT + type: ATLASWZRAP11_1122 + sys_corr_124: + description: 'Sys uncertainty idx: 124' + treatment: MULT + type: ATLASWZRAP11_1123 + sys_corr_125: + description: 'Sys uncertainty idx: 125' + treatment: MULT + type: ATLASWZRAP11_1124 + sys_corr_126: + description: 'Sys uncertainty idx: 126' + treatment: MULT + type: ATLASWZRAP11_1125 + sys_corr_127: + description: 'Sys uncertainty idx: 127' + treatment: MULT + type: ATLASWZRAP11_1126 + sys_corr_128: + description: 'Sys uncertainty idx: 128' + treatment: MULT + type: ATLASWZRAP11_1127 + sys_corr_129: + description: 'Sys uncertainty idx: 129' + treatment: MULT + type: ATLASWZRAP11_1128 + sys_corr_130: + description: 'Sys uncertainty idx: 130' + treatment: MULT + type: ATLASWZRAP11_1129 + sys_corr_131: + description: 'Sys uncertainty idx: 131' + treatment: MULT + type: ATLASWZRAP11_1130 + sys_corr_132: + description: 'Sys uncertainty idx: 132' + treatment: MULT + type: ATLASLUMI11 + sys_corr_133: + description: 'Sys uncertainty idx: 133' + treatment: MULT + type: UNCORR +bins: +- stat: 6.26380895e+02 + sys_corr_1: 7.60914560e+02 + sys_corr_2: -126.973 + sys_corr_3: 5.7715 + sys_corr_4: 5.7715 + sys_corr_5: 0.0 + sys_corr_6: -5.7715 + sys_corr_7: 28.8575 + sys_corr_8: -69.258 + sys_corr_9: 8.19553000e+02 + sys_corr_10: 1.64487750e+03 + sys_corr_11: 277.032 + sys_corr_12: 28.8575 + sys_corr_13: 2.02002500e+02 + sys_corr_14: 0.0 + sys_corr_15: 657.951 + sys_corr_16: 5.19435000e+01 + sys_corr_17: 17.3145 + sys_corr_18: 40.4005 + sys_corr_19: 1.21201500e+02 + sys_corr_20: 69.258 + sys_corr_21: -2.59717500e+02 + sys_corr_22: -11.543 + sys_corr_23: -23.086 + sys_corr_24: -28.8575 + sys_corr_25: -5.7715 + sys_corr_26: 5.19435000e+01 + sys_corr_27: -46.172 + sys_corr_28: 40.4005 + sys_corr_29: -40.4005 + sys_corr_30: 5.7715 + sys_corr_31: 0.0 + sys_corr_32: -5.7715 + sys_corr_33: 23.086 + sys_corr_34: 34.629 + sys_corr_35: 5.7715 + sys_corr_36: -23.086 + sys_corr_37: 69.258 + sys_corr_38: 317.4325 + sys_corr_39: -115.43 + sys_corr_40: 40.4005 + sys_corr_41: 219.317 + sys_corr_42: 144.2875 + sys_corr_43: 28.8575 + sys_corr_44: -75.0295 + sys_corr_45: 11.543 + sys_corr_46: 1.03887000e+02 + sys_corr_47: 23.086 + sys_corr_48: 5.19435000e+01 + sys_corr_49: -46.172 + sys_corr_50: 109.6585 + sys_corr_51: 11.543 + sys_corr_52: 173.145 + sys_corr_53: -115.43 + sys_corr_54: -11.543 + sys_corr_55: 92.344 + sys_corr_56: 109.6585 + sys_corr_57: 75.0295 + sys_corr_58: 2.25088500e+02 + sys_corr_59: 46.172 + sys_corr_60: -11.543 + sys_corr_61: 28.8575 + sys_corr_62: 184.688 + sys_corr_63: 178.9165 + sys_corr_64: 1.03887000e+02 + sys_corr_65: 126.973 + sys_corr_66: -1.03887000e+02 + sys_corr_67: 40.4005 + sys_corr_68: -40.4005 + sys_corr_69: -28.8575 + sys_corr_70: -1.09658500e+02 + sys_corr_71: -0.0 + sys_corr_72: 132.7445 + sys_corr_73: 80.801 + sys_corr_74: 57.715 + sys_corr_75: 1.03887000e+02 + sys_corr_76: -461.72 + sys_corr_77: -2.42403000e+02 + sys_corr_78: -1.32744500e+02 + sys_corr_79: 150.059 + sys_corr_80: 34.629 + sys_corr_81: -277.032 + sys_corr_82: -253.946 + sys_corr_83: -28.8575 + sys_corr_84: 109.6585 + sys_corr_85: 132.7445 + sys_corr_86: -86.5725 + sys_corr_87: 69.258 + sys_corr_88: 46.172 + sys_corr_89: 5.19435000e+01 + sys_corr_90: 17.3145 + sys_corr_91: -0.0 + sys_corr_92: 0.0 + sys_corr_93: -0.0 + sys_corr_94: 0.0 + sys_corr_95: -0.0 + 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sys_corr_64: 73.3792 + sys_corr_65: -38.2848 + sys_corr_66: 54.2368 + sys_corr_67: -1.08473600e+02 + sys_corr_68: 4.78560000e+01 + sys_corr_69: -38.2848 + sys_corr_70: 1.78662400e+02 + sys_corr_71: 0.0 + sys_corr_72: 267.9936 + sys_corr_73: -2.61612800e+02 + sys_corr_74: 66.9984 + sys_corr_75: -1.69091200e+02 + sys_corr_76: -98.9024 + sys_corr_77: 4.14752000e+01 + sys_corr_78: -6.38080000e+00 + sys_corr_79: 15.952 + sys_corr_80: 66.9984 + sys_corr_81: -6.38080000e+00 + sys_corr_82: 2.23328000e+01 + sys_corr_83: 4.78560000e+01 + sys_corr_84: 197.8048 + sys_corr_85: -1.27616000e+01 + sys_corr_86: 9.5712 + sys_corr_87: 2.23328000e+01 + sys_corr_88: 76.5696 + sys_corr_89: 3.19040000e+00 + sys_corr_90: 6.38080000e+00 + sys_corr_91: -0.0 + sys_corr_92: 0.0 + sys_corr_93: 0.0 + sys_corr_94: -0.0 + sys_corr_95: -0.0 + sys_corr_96: 0.0 + sys_corr_97: -0.0 + sys_corr_98: -0.0 + sys_corr_99: -0.0 + sys_corr_100: -5.74272000e+01 + sys_corr_101: 4.14752000e+01 + sys_corr_102: -4.78560000e+01 + sys_corr_103: -38.2848 + sys_corr_104: 76.5696 + sys_corr_105: -4.46656000e+01 + sys_corr_106: -19.1424 + sys_corr_107: 6.38080000e+00 + sys_corr_108: -1.62710400e+02 + sys_corr_109: -54.2368 + sys_corr_110: -2.87136000e+01 + sys_corr_111: -2.55232000e+01 + sys_corr_112: -3.50944000e+01 + sys_corr_113: -8.51836800e+02 + sys_corr_114: -2.36089600e+02 + sys_corr_115: -3.86038400e+02 + sys_corr_116: -5.74272000e+01 + sys_corr_117: -175.472 + sys_corr_118: 513.6544 + sys_corr_119: 239.28 + sys_corr_120: 4.05180800e+02 + sys_corr_121: 9.92214400e+02 + sys_corr_122: 491.3216 + sys_corr_123: -38.2848 + sys_corr_124: 245.6608 + sys_corr_125: -1.08473600e+02 + sys_corr_126: 274.3744 + sys_corr_127: 60.6176 + sys_corr_128: 676.3648 + sys_corr_129: 153.1392 + sys_corr_130: -5.13654400e+02 + sys_corr_131: -5.48748800e+02 + sys_corr_132: 5742.72 + sys_corr_133: 3.79657600e+02 diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/data.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/data.yaml new file mode 100644 index 0000000000..d9b577a16a --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/data.yaml @@ -0,0 +1,14 @@ +data_central: +- 224.0 +- 102.0 +- 51.2 +- 2.84000000e+01 +- 1.87000000e+01 +- 10.7 +- 8.23000000e+00 +- 4.66 +- 1.7 +- 0.474 +- 0.146 +- 2.21000000e-02 +- 2.88000000e-03 diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/filter.py b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/filter.py new file mode 100644 index 0000000000..a1ea470b6e --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/filter.py @@ -0,0 +1,94 @@ +""" +filter.py module for ATLAS_Z0_7TEV_49FB dataset +When running `python filter.py` the relevant data yaml +file will be created in the `nnpdf_data/commondata/ATLAS_Z0_7TEV_LOMASS` directory. +""" + +import yaml +from filter_utils import get_data_values, get_kinematics, get_systematics +from nnpdf_data.filter_utils.utils import prettify_float + +yaml.add_representer(float, prettify_float) + + +def filter_ATLAS_Z0_7TEV_49FB_data_kinetic(): + """ + This function writes the central values to yaml files. + """ + central_values = list(get_data_values()) + + kin = get_kinematics() + + data_central_yaml = {"data_central": central_values} + + kinematics_yaml = {"bins": kin} + + # write central values and kinematics to yaml file + with open("data.yaml", "w") as file: + yaml.dump(data_central_yaml, file, sort_keys=False) + + with open("kinematics.yaml", "w") as file: + yaml.dump(kinematics_yaml, file, sort_keys=False) + + +def filter_ATLAS_Z0_7TEV_49FB_systematics(): + """ + This function writes the systematics to a yaml file. + """ + + with open("metadata.yaml", "r") as file: + metadata = yaml.safe_load(file) + + systematics = get_systematics() + + # error definition + error_definitions = {} + errors = [] + + for sys in systematics: + if sys[0]['name'] == 'Stat': + error_definitions[sys[0]['name']] = { + "description": f"{sys[0]['name']}", + "treatment": "ADD", + "type": "UNCORR", + } + + elif (sys[0]['name'] == 'Nbkg_stat') or (sys[0]['name'] == 'CDY_stat'): + error_definitions[sys[0]['name']] = { + "description": f"{sys[0]['name']}", + "treatment": "MULT", + "type": "UNCORR", + } + + elif sys[0]['name'] == 'Lumi': + error_definitions[sys[0]['name']] = { + "description": f"{sys[0]['name']}", + "treatment": "MULT", + "type": "ATLASLUMI11", + } + + else: + error_definitions[sys[0]['name']] = { + "description": f"{sys[0]['name']}", + "treatment": "MULT", + "type": "CORR", + } + + for i in range(metadata['implemented_observables'][0]['ndata']): + error_value = {} + + for sys in systematics: + error_value[sys[0]['name']] = float(sys[0]['values'][i]) + + errors.append(error_value) + + uncertainties_yaml = {"definitions": error_definitions, "bins": errors} + + # write uncertainties + with open(f"uncertainties.yaml", 'w') as file: + yaml.dump(uncertainties_yaml, file, sort_keys=False) + + +if __name__ == "__main__": + filter_ATLAS_Z0_7TEV_49FB_data_kinetic() + filter_ATLAS_Z0_7TEV_49FB_systematics() diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/filter_utils.py b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/filter_utils.py new file mode 100644 index 0000000000..8f4073c4d2 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/filter_utils.py @@ -0,0 +1,83 @@ +""" +This module contains helper functions that are used to extract the data values +from the rawdata files. +""" + +import yaml +import pandas as pd +import numpy as np + + +def get_data_values(): + """ + returns the central data values in the form of a list. + """ + + data_central = [] + + hepdata_table = f"rawdata/HEPData-ins1234228-v1-Table_1.yaml" + + with open(hepdata_table, 'r') as file: + input = yaml.safe_load(file) + + values = input['dependent_variables'][0]['values'] + + for value in values: + # store data central and convert the units + data_central.append(value['value'] * 1000) + + return data_central + + +def get_kinematics(): + """ + returns the kinematics in the form of a list of dictionaries. + """ + kin = [] + + hepdata_table = f"rawdata/HEPData-ins1234228-v1-Table_1.yaml" + + with open(hepdata_table, 'r') as file: + input = yaml.safe_load(file) + + for i, M in enumerate(input["independent_variables"][0]['values']): + + kin_value = {'m_ll': {'min': None, 'mid': (0.5 * (M['low'] + M['high'])), 'max': None}} + + kin.append(kin_value) + + return kin + + +def get_systematics_dataframe(): + """ + returns the absolute systematic uncertainties in the form of a pandas dataframe. + """ + sys_rawdata_path = "rawdata/ATLAS-49fb-Zhighmass.csv" + + df = pd.read_csv(sys_rawdata_path) + data_central = np.array(get_data_values()) + + # convert (MULT) percentage unc to absolute unc + abs_unc_df = (df.T[2:] * data_central).T / 100 + + return abs_unc_df + + +def get_systematics(): + """ """ + abs_unc_df = get_systematics_dataframe() + + uncertainties = [] + + for i, unc_dp in enumerate(abs_unc_df.values.T): + name = f"{abs_unc_df.columns[i]}" + values = [unc_dp[j] for j in range(len(unc_dp))] + uncertainties.append([{"name": name, "values": values}]) + + return uncertainties + + +if __name__ == "__main__": + get_data_values() + get_systematics_dataframe() diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/kinematics.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/kinematics.yaml new file mode 100644 index 0000000000..4ef504f00f --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/kinematics.yaml @@ -0,0 +1,53 @@ +bins: +- m_ll: + min: null + mid: 123.0 + max: null +- m_ll: + min: null + mid: 140.0 + max: null +- m_ll: + min: null + mid: 160.0 + max: null +- m_ll: + min: null + mid: 180.0 + max: null +- m_ll: + min: null + mid: 200.0 + max: null +- m_ll: + min: null + mid: 220.0 + max: null +- m_ll: + min: null + mid: 240.0 + max: null +- m_ll: + min: null + mid: 275.0 + max: null +- m_ll: + min: null + mid: 350.0 + max: null +- m_ll: + min: null + mid: 450.0 + max: null +- m_ll: + min: null + mid: 600.0 + max: null +- m_ll: + min: null + mid: 850.0 + max: null +- m_ll: + min: null + mid: 1250.0 + max: null diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/metadata.yaml index 8ea136e9dc..d1c801d942 100644 --- a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/metadata.yaml @@ -1,6 +1,6 @@ setname: ATLAS_Z0_7TEV_49FB -version: 1 -version_comment: Port of old commondata +version: 2 +version_comment: Reimplementation of old commondata nnpdf_metadata: nnpdf31_process: DY NC experiment: ATLAS @@ -8,9 +8,9 @@ arXiv: url: https://arxiv.org/abs/1305.4192 journal: Phys.Lett. B725 (2013) 223 iNSPIRE: - url: '' + url: 'https://inspirehep.net/literature/1234228' hepdata: - url: 10.17182/hepdata.61422.v1/t1 + url: https://www.hepdata.net/record/ins1234228 version: -1 implemented_observables: - observable_name: HIMASS @@ -18,44 +18,35 @@ implemented_observables: description: Drell-Yan Mass Distribution label: ATLAS HM DY 7 TeV units: '' - process_type: EWK_MLL - tables: [] + process_type: "DY_MLL" + tables: [1] npoints: [] ndata: 13 plotting: - kinematics_override: ewk_mll_sqrt_scale + kinematics_override: identity dataset_label: ATLAS HM DY 7 TeV y_label: $d\sigma_{Z/\gamma^{*}}/dM_{ll}$ (fb) y_scale: log - plot_x: k2 + plot_x: m_ll kinematic_coverage: - - k1 - - k2 - - k3 + - m_ll kinematics: variables: - k1: - description: Variable k1 - label: k1 - units: '' - k2: - description: Variable k2 - label: k2 - units: '' - k3: - description: Variable k3 - label: k3 - units: '' - file: kinematics_HIMASS.yaml + m_ll: + description: Mass of lepton pair + label: "$m_{ll}$" + units: 'GeV' + file: kinematics.yaml theory: conversion_factor: 1000.0 operation: 'null' FK_tables: - - ATLAS_DY_7TEV_49FB_HIMASS - data_uncertainties: [] + data_uncertainties: + - uncertainties.yaml variants: legacy: data_uncertainties: - - uncertainties_legacy_HIMASS.yaml - data_central: data_legacy_HIMASS.yaml + - uncertainties.yaml + data_central: data.yaml ported_from: ATLASZHIGHMASS49FB diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/rawdata/ATLAS-49fb-Zhighmass.csv b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/rawdata/ATLAS-49fb-Zhighmass.csv new file mode 100644 index 0000000000..bb18e4d58f --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/rawdata/ATLAS-49fb-Zhighmass.csv @@ -0,0 +1,14 @@ +mee_xmin,mee_xmax,Stat,Nbkg_stat,CDY_stat,Nbkg,Reco,Id,Energy_scale_res,Unfolding,Trigger,MC_Modelling,Theoretical,Lumi +116,130,1.1,0.1,0.7,1.3,1.6,2.3,2.1,1.5,0.8,0.2,0.3,1.8 +130,150,1.4,0.2,0.7,1.8,1.6,2.3,1.7,1.5,0.8,0.5,0.2,1.8 +150,170,2.0,0.3,1.0,2.5,1.6,2.3,1.6,1.5,0.8,0.2,0.2,1.8 +170,190,2.7,0.4,1.3,2.8,1.6,2.3,1.0,1.5,0.8,0.2,0.2,1.8 +190,210,3.0,0.5,1.7,3.4,1.6,2.4,1.5,1.5,0.8,0.3,0.4,1.8 +210,230,4.4,0.9,2.0,4.1,1.6,2.4,2.0,1.5,0.8,0.8,0.5,1.8 +230,250,5.2,0.9,2.4,3.8,1.6,2.4,1.2,1.5,0.8,0.2,0.3,1.8 +250,300,4.3,0.7,0.9,4.1,1.6,2.4,1.7,1.5,0.8,0.2,0.2,1.8 +300,400,5.1,0.9,1.0,4.4,1.6,2.5,1.7,1.5,0.8,0.3,0.3,1.8 +400,500,9.4,2.0,0.9,4.0,1.6,2.6,2.3,1.5,0.8,0.5,0.4,1.8 +500,700,11,2.0,0.8,3.1,1.6,2.6,2.4,1.5,0.8,0.2,0.3,1.8 +700,1000,24,4.0,0.6,4.3,1.6,2.6,2.8,1.5,0.8,0.2,0.4,1.8 +1000,1500,50,7.6,0.4,3.1,1.7,2.5,3.3,1.5,0.8,0.3,0.4,1.8 diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/rawdata/ATLAS-49fb-Zhighmass.sys b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/rawdata/ATLAS-49fb-Zhighmass.sys new file mode 100644 index 0000000000..11171ba3bb --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/rawdata/ATLAS-49fb-Zhighmass.sys @@ -0,0 +1,19 @@ +Born level +============================================================================================================ +mee mee Stat. Nbkg CDY Nbkg Reco. Id. Energy Unfolding Trigger MC Theoretical Lumi +xmin xmax stat. stat. scale&res modelling + GeV <-uncorrelated (%)-> <---------------------bin-to-bin correlated (%)---------------------> +============================================================================================================ +116 130 1.1 0.1 0.7 1.3 1.6 2.3 2.1 1.5 0.8 0.2 0.3 1.8 +130 150 1.4 0.2 0.7 1.8 1.6 2.3 1.7 1.5 0.8 0.5 0.2 1.8 +150 170 2.0 0.3 1.0 2.5 1.6 2.3 1.6 1.5 0.8 0.2 0.2 1.8 +170 190 2.7 0.4 1.3 2.8 1.6 2.3 1.0 1.5 0.8 0.2 0.2 1.8 +190 210 3.0 0.5 1.7 3.4 1.6 2.4 1.5 1.5 0.8 0.3 0.4 1.8 +210 230 4.4 0.9 2.0 4.1 1.6 2.4 2.0 1.5 0.8 0.8 0.5 1.8 +230 250 5.2 0.9 2.4 3.8 1.6 2.4 1.2 1.5 0.8 0.2 0.3 1.8 +250 300 4.3 0.7 0.9 4.1 1.6 2.4 1.7 1.5 0.8 0.2 0.2 1.8 +300 400 5.1 0.9 1.0 4.4 1.6 2.5 1.7 1.5 0.8 0.3 0.3 1.8 +400 500 9.4 2.0 0.9 4.0 1.6 2.6 2.3 1.5 0.8 0.5 0.4 1.8 +500 700 11 2.0 0.8 3.1 1.6 2.6 2.4 1.5 0.8 0.2 0.3 1.8 +700 1000 24 4.0 0.6 4.3 1.6 2.6 2.8 1.5 0.8 0.2 0.4 1.8 +1000 1500 50 7.6 0.4 3.1 1.7 2.5 3.3 1.5 0.8 0.3 0.4 1.8 diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/rawdata/HEPData-ins1234228-v1-Table_1.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/rawdata/HEPData-ins1234228-v1-Table_1.yaml new file mode 100644 index 0000000000..b696003121 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/rawdata/HEPData-ins1234228-v1-Table_1.yaml @@ -0,0 +1,137 @@ +dependent_variables: +- header: {name: D(SIG)/DM(EE), units: PB/GEV} + qualifiers: + - {name: ABS(ETARAP(EE)), value: < 2.5} + - {name: PT(C=E), units: GEV, value: '> 25'} + - {name: RE, value: P P --> E+ E- X} + - {name: SQRT(S), units: GeV, value: '7000.0'} + - {name: '', value: BORN} + values: + - errors: + - {label: stat, symerror: 1.1%} + - {label: sys, symerror: 4.2%} + value: 0.224 + - errors: + - {label: stat, symerror: 1.4%} + - {label: sys, symerror: 4.3%} + value: 0.102 + - errors: + - {label: stat, symerror: 2.0%} + - {label: sys, symerror: 4.6%} + value: 0.0512 + - errors: + - {label: stat, symerror: 2.7%} + - {label: sys, symerror: 4.7%} + value: 0.0284 + - errors: + - {label: stat, symerror: 3.0%} + - {label: sys, symerror: 5.3%} + value: 0.0187 + - errors: + - {label: stat, symerror: 4.4%} + - {label: sys, symerror: 6.1%} + value: 0.0107 + - errors: + - {label: stat, symerror: 5.2%} + - {label: sys, symerror: 5.9%} + value: 0.00823 + - errors: + - {label: stat, symerror: 4.3%} + - {label: sys, symerror: 5.8%} + value: 0.00466 + - errors: + - {label: stat, symerror: 5.1%} + - {label: sys, symerror: 5.9%} + value: 0.0017 + - errors: + - {label: stat, symerror: 9.4%} + - {label: sys, symerror: 6.3%} + value: 0.000474 + - errors: + - {label: stat, symerror: 11.0%} + - {label: sys, symerror: 5.7%} + value: 0.000146 + - errors: + - {label: stat, symerror: 24.0%} + - {label: sys, symerror: 7.5%} + value: 2.21e-05 + - errors: + - {label: stat, symerror: 50.0%} + - {label: sys, symerror: 9.8%} + value: 2.88e-06 +- header: {name: D(SIG)/DM(EE), units: PB/GEV} + qualifiers: + - {name: ABS(ETARAP(EE)), value: < 2.5} + - {name: PT(C=E), units: GEV, value: '> 25'} + - {name: RE, value: P P --> E+ E- X} + - {name: SQRT(S), units: GeV, value: '7000.0'} + - {name: '', value: DRESSED} + values: + - errors: + - {label: stat, symerror: 1.1%} + - {label: sys, symerror: 4.2%} + value: 0.215 + - errors: + - {label: stat, symerror: 1.4%} + - {label: sys, symerror: 4.3%} + value: 0.0984 + - errors: + - {label: stat, symerror: 2.0%} + - {label: sys, symerror: 4.6%} + value: 0.0493 + - errors: + - {label: stat, symerror: 2.7%} + - {label: sys, symerror: 4.7%} + value: 0.0276 + - errors: + - {label: stat, symerror: 3.0%} + - {label: sys, symerror: 5.3%} + value: 0.0182 + - errors: + - {label: stat, symerror: 4.4%} + - {label: sys, symerror: 6.1%} + value: 0.0104 + - errors: + - {label: stat, symerror: 5.2%} + - {label: sys, symerror: 5.9%} + value: 0.00798 + - errors: + - {label: stat, symerror: 4.3%} + - {label: sys, symerror: 5.8%} + value: 0.00452 + - errors: + - {label: stat, symerror: 5.1%} + - {label: sys, symerror: 5.9%} + value: 0.00165 + - errors: + - {label: stat, symerror: 9.4%} + - {label: sys, symerror: 6.3%} + value: 0.000458 + - errors: + - {label: stat, symerror: 11.0%} + - {label: sys, symerror: 5.7%} + value: 0.000141 + - errors: + - {label: stat, symerror: 24.0%} + - {label: sys, symerror: 7.5%} + value: 2.13e-05 + - errors: + - {label: stat, symerror: 50.0%} + - {label: sys, symerror: 9.8%} + value: 2.76e-06 +independent_variables: +- header: {name: M(EE), units: GEV} + values: + - {high: 130.0, low: 116.0} + - {high: 150.0, low: 130.0} + - {high: 170.0, low: 150.0} + - {high: 190.0, low: 170.0} + - {high: 210.0, low: 190.0} + - {high: 230.0, low: 210.0} + - {high: 250.0, low: 230.0} + - {high: 300.0, low: 250.0} + - {high: 400.0, low: 300.0} + - {high: 500.0, low: 400.0} + - {high: 700.0, low: 500.0} + - {high: 1000.0, low: 700.0} + - {high: 1500.0, low: 1000.0} diff --git a/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/uncertainties.yaml b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/uncertainties.yaml new file mode 100644 index 0000000000..1c58b9975c --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/ATLAS_Z0_7TEV_49FB/uncertainties.yaml @@ -0,0 +1,206 @@ +definitions: + Stat: + description: Stat + treatment: ADD + type: UNCORR + Nbkg_stat: + description: Nbkg_stat + treatment: MULT + type: UNCORR + CDY_stat: + description: CDY_stat + treatment: MULT + type: UNCORR + Nbkg: + description: Nbkg + treatment: MULT + type: CORR + Reco: + description: Reco + treatment: MULT + type: CORR + Id: + description: Id + treatment: MULT + type: CORR + Energy_scale_res: + description: Energy_scale_res + treatment: MULT + type: CORR + Unfolding: + description: Unfolding + treatment: MULT + type: CORR + Trigger: + description: Trigger + treatment: MULT + type: CORR + MC_Modelling: + description: MC_Modelling + treatment: MULT + type: CORR + Theoretical: + description: Theoretical + treatment: MULT + type: CORR + Lumi: + description: Lumi + treatment: MULT + type: ATLASLUMI11 +bins: +- Stat: 2.46400000e+00 + Nbkg_stat: 2.24000000e-01 + CDY_stat: 1.56800000e+00 + Nbkg: 2.912 + Reco: 3.58400000e+00 + Id: 5.15200000e+00 + Energy_scale_res: 4.70400000e+00 + Unfolding: 3.36 + Trigger: 1.79200000e+00 + MC_Modelling: 4.48000000e-01 + Theoretical: 0.672 + Lumi: 4.032 +- Stat: 1.428 + Nbkg_stat: 2.04000000e-01 + CDY_stat: 0.714 + Nbkg: 1.83600000e+00 + Reco: 1.63200000e+00 + Id: 2.346 + Energy_scale_res: 1.734 + Unfolding: 1.53 + Trigger: 8.16000000e-01 + MC_Modelling: 0.51 + Theoretical: 2.04000000e-01 + Lumi: 1.83600000e+00 +- Stat: 1.024 + Nbkg_stat: 0.1536 + CDY_stat: 0.512 + Nbkg: 1.28 + Reco: 8.19200000e-01 + Id: 1.1776 + Energy_scale_res: 8.19200000e-01 + Unfolding: 7.68000000e-01 + Trigger: 4.09600000e-01 + MC_Modelling: 1.02400000e-01 + Theoretical: 1.02400000e-01 + Lumi: 9.21600000e-01 +- Stat: 0.7668 + Nbkg_stat: 0.1136 + CDY_stat: 3.69200000e-01 + Nbkg: 7.95200000e-01 + Reco: 0.4544 + Id: 6.53200000e-01 + Energy_scale_res: 2.84000000e-01 + Unfolding: 0.426 + Trigger: 0.2272 + MC_Modelling: 0.0568 + Theoretical: 0.0568 + Lumi: 5.11200000e-01 +- Stat: 0.561 + Nbkg_stat: 9.35000000e-02 + CDY_stat: 0.3179 + Nbkg: 0.6358 + Reco: 2.99200000e-01 + Id: 4.48800000e-01 + Energy_scale_res: 0.2805 + Unfolding: 0.2805 + Trigger: 1.49600000e-01 + MC_Modelling: 5.61000000e-02 + Theoretical: 7.48000000e-02 + Lumi: 0.3366 +- Stat: 0.4708 + Nbkg_stat: 0.0963 + CDY_stat: 0.214 + Nbkg: 4.38700000e-01 + Reco: 1.71200000e-01 + Id: 0.2568 + Energy_scale_res: 0.214 + Unfolding: 1.60500000e-01 + Trigger: 8.56000000e-02 + MC_Modelling: 8.56000000e-02 + Theoretical: 0.0535 + Lumi: 0.1926 +- Stat: 4.27960000e-01 + Nbkg_stat: 0.07407 + CDY_stat: 1.97520000e-01 + Nbkg: 3.12740000e-01 + Reco: 0.13168 + Id: 1.97520000e-01 + Energy_scale_res: 9.87600000e-02 + Unfolding: 1.23450000e-01 + Trigger: 0.06584 + MC_Modelling: 0.01646 + Theoretical: 2.46900000e-02 + Lumi: 0.14814 +- Stat: 0.20038 + Nbkg_stat: 0.03262 + CDY_stat: 0.04194 + Nbkg: 1.91060000e-01 + Reco: 0.07456 + Id: 0.11184 + Energy_scale_res: 0.07922 + Unfolding: 0.0699 + Trigger: 0.03728 + MC_Modelling: 0.00932 + Theoretical: 0.00932 + Lumi: 0.08388 +- Stat: 0.0867 + Nbkg_stat: 1.53000000e-02 + CDY_stat: 0.017 + Nbkg: 0.0748 + Reco: 2.72000000e-02 + Id: 0.0425 + Energy_scale_res: 2.89000000e-02 + Unfolding: 0.0255 + Trigger: 1.36000000e-02 + MC_Modelling: 0.0051 + Theoretical: 0.0051 + Lumi: 3.06000000e-02 +- Stat: 0.044556 + Nbkg_stat: 9.48000000e-03 + CDY_stat: 0.004266 + Nbkg: 1.89600000e-02 + Reco: 0.007584 + Id: 0.012324 + Energy_scale_res: 1.09020000e-02 + Unfolding: 0.00711 + Trigger: 0.003792 + MC_Modelling: 2.37000000e-03 + Theoretical: 0.001896 + Lumi: 0.008532 +- Stat: 1.60600000e-02 + Nbkg_stat: 0.00292 + CDY_stat: 0.001168 + Nbkg: 0.004526 + Reco: 0.002336 + Id: 0.003796 + Energy_scale_res: 3.50400000e-03 + Unfolding: 2.19000000e-03 + Trigger: 0.001168 + MC_Modelling: 0.000292 + Theoretical: 4.38000000e-04 + Lumi: 2.62800000e-03 +- Stat: 0.005304 + Nbkg_stat: 8.84000000e-04 + CDY_stat: 1.32600000e-04 + Nbkg: 9.50300000e-04 + Reco: 3.53600000e-04 + Id: 5.74600000e-04 + Energy_scale_res: 6.18800000e-04 + Unfolding: 3.31500000e-04 + Trigger: 1.76800000e-04 + MC_Modelling: 4.42e-05 + Theoretical: 8.84e-05 + Lumi: 3.97800000e-04 +- Stat: 1.44000000e-03 + Nbkg_stat: 2.18880000e-04 + CDY_stat: 1.15200000e-05 + Nbkg: 8.92800000e-05 + Reco: 4.89600000e-05 + Id: 7.2e-05 + Energy_scale_res: 9.50400000e-05 + Unfolding: 4.32000000e-05 + Trigger: 2.30400000e-05 + MC_Modelling: 8.64000000e-06 + Theoretical: 1.15200000e-05 + Lumi: 5.18400000e-05 diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/data_rqcd.yaml b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/data_rqcd.yaml new file mode 100644 index 0000000000..d27d01ea99 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/data_rqcd.yaml @@ -0,0 +1,160 @@ +data_central: +- 0.38165 +- 0.3836 +- 0.36055 +- 0.36655 +- 0.33304 +- 0.31578 +- 0.27821 +- 0.36055 +- 0.34403 +- 0.31458 +- 0.28755 +- 0.25894 +- 0.18309 +- 0.12077 +- 0.33974 +- 0.30259 +- 0.27928 +- 0.24846 +- 0.18897 +- 0.11864 +- 0.05873 +- 0.39517 +- 0.33773 +- 0.30863 +- 0.27217 +- 0.2397 +- 0.17921 +- 0.12121 +- 0.05719 +- 0.02809 +- 0.38663 +- 0.36425 +- 0.34631 +- 0.31282 +- 0.27346 +- 0.23833 +- 0.17414 +- 0.11297 +- 0.06293 +- 0.02872 +- 0.37191 +- 0.33812 +- 0.30169 +- 0.27142 +- 0.23372 +- 0.18573 +- 0.11777 +- 0.05927 +- 0.02676 +- 0.36414 +- 0.34444 +- 0.30175 +- 0.2684 +- 0.23571 +- 0.17887 +- 0.10969 +- 0.05603 +- 0.02864 +- 0.33278 +- 0.30764 +- 0.27095 +- 0.23997 +- 0.17794 +- 0.1094 +- 0.05914 +- 0.02373 +- 0.37969 +- 0.3278 +- 0.30751 +- 0.2644 +- 0.23397 +- 0.17863 +- 0.10807 +- 0.0555 +- 0.02496 +- 0.00868 +- 0.37547 +- 0.3337 +- 0.29904 +- 0.26675 +- 0.22177 +- 0.17134 +- 0.10665 +- 0.05434 +- 0.02529 +- 0.00986 +- 0.33244 +- 0.30168 +- 0.26706 +- 0.22432 +- 0.1715 +- 0.10488 +- 0.05401 +- 0.02384 +- 0.00895 +- 0.33497 +- 0.31585 +- 0.26203 +- 0.22336 +- 0.16813 +- 0.10201 +- 0.05363 +- 0.02474 +- 0.00917 +- 0.32518 +- 0.29215 +- 0.25251 +- 0.21766 +- 0.16549 +- 0.10335 +- 0.05314 +- 0.02346 +- 0.00854 +- 0.29697 +- 0.25211 +- 0.22559 +- 0.16244 +- 0.09967 +- 0.05192 +- 0.02228 +- 0.00794 +- 0.25361 +- 0.20918 +- 0.16033 +- 0.09833 +- 0.05267 +- 0.02283 +- 0.00796 +- 0.25124 +- 0.21299 +- 0.16099 +- 0.0958 +- 0.04833 +- 0.02083 +- 0.00749 +- 0.21647 +- 0.15219 +- 0.09372 +- 0.05057 +- 0.02226 +- 0.008 +- 0.20187 +- 0.1587 +- 0.09366 +- 0.04886 +- 0.02 +- 0.00658 +- 0.14921 +- 0.08823 +- 0.04519 +- 0.01974 +- 0.00634 +- 0.09061 +- 0.03951 +- 0.0182 +- 0.00542 +- 0.04192 +- 0.01614 +- 0.00642 diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/data_rzero.yaml b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/data_rzero.yaml new file mode 100644 index 0000000000..44800baf62 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/data_rzero.yaml @@ -0,0 +1,160 @@ +data_central: +- 0.36575 +- 0.36092 +- 0.3536 +- 0.35702 +- 0.33013 +- 0.31451 +- 0.27761 +- 0.34834 +- 0.34016 +- 0.31298 +- 0.28678 +- 0.25851 +- 0.1829 +- 0.12068 +- 0.33475 +- 0.30061 +- 0.27833 +- 0.24795 +- 0.18873 +- 0.11853 +- 0.05869 +- 0.3742 +- 0.33123 +- 0.30601 +- 0.27099 +- 0.23909 +- 0.17893 +- 0.12108 +- 0.05714 +- 0.02807 +- 0.3604 +- 0.35627 +- 0.3378 +- 0.30947 +- 0.27198 +- 0.23758 +- 0.17382 +- 0.11283 +- 0.06287 +- 0.02869 +- 0.36119 +- 0.33493 +- 0.29923 +- 0.26953 +- 0.23279 +- 0.18531 +- 0.11759 +- 0.0592 +- 0.02673 +- 0.3501 +- 0.34013 +- 0.29883 +- 0.26596 +- 0.2345 +- 0.17836 +- 0.10949 +- 0.05595 +- 0.02861 +- 0.3272 +- 0.30541 +- 0.26906 +- 0.23886 +- 0.17729 +- 0.10915 +- 0.05904 +- 0.0237 +- 0.36758 +- 0.32015 +- 0.30445 +- 0.26196 +- 0.23258 +- 0.17803 +- 0.10785 +- 0.05542 +- 0.02494 +- 0.00867 +- 0.35901 +- 0.329 +- 0.29533 +- 0.26515 +- 0.2206 +- 0.17081 +- 0.10638 +- 0.05424 +- 0.02526 +- 0.00984 +- 0.32609 +- 0.2966 +- 0.26491 +- 0.22277 +- 0.17085 +- 0.10466 +- 0.05392 +- 0.02382 +- 0.00894 +- 0.32622 +- 0.31237 +- 0.25915 +- 0.22205 +- 0.16732 +- 0.10172 +- 0.05353 +- 0.0247 +- 0.00916 +- 0.31362 +- 0.28775 +- 0.24923 +- 0.21609 +- 0.16457 +- 0.10302 +- 0.05301 +- 0.02343 +- 0.00852 +- 0.2909 +- 0.24968 +- 0.22351 +- 0.16165 +- 0.09925 +- 0.05178 +- 0.02224 +- 0.00792 +- 0.25033 +- 0.20662 +- 0.15936 +- 0.09781 +- 0.05248 +- 0.02278 +- 0.00794 +- 0.24686 +- 0.21105 +- 0.15969 +- 0.09539 +- 0.04811 +- 0.02076 +- 0.00747 +- 0.2138 +- 0.15057 +- 0.09319 +- 0.0504 +- 0.02218 +- 0.00798 +- 0.19842 +- 0.15741 +- 0.09295 +- 0.04865 +- 0.01993 +- 0.00657 +- 0.14745 +- 0.08773 +- 0.04489 +- 0.01965 +- 0.00631 +- 0.08977 +- 0.0393 +- 0.01814 +- 0.00541 +- 0.04154 +- 0.01605 +- 0.00639 diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/filter.py b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/filter.py new file mode 100644 index 0000000000..c14aa41376 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/filter.py @@ -0,0 +1,124 @@ +""" +Implement BCDMS_NC_NOTFIXED_D_EM-F2-HEPDATA data form Hepdata reference. +We use tables with R=R(QCD) and R=0, for the averaged values on $\sqrt{s}$. +The legacy implementation of BCDMS_NC_NOTFIXED_D is given by the not averaged $\sqrt{s}$ for R=0, +so it has almost twice number of datapoints. +""" + +import pathlib + +import numpy as np +import pandas as pd +import yaml + +from nnpdf_data.filter_utils.utils import check_xq2_degenearcy + +HERE = pathlib.Path(__file__).parent +VARIANTS = {"rqcd": (13, 23), "rzero": (2, 12)} + +def read_tables(tables): + """Parse Tables.""" + dfs = pd.DataFrame() + for table_id in range(tables[0], tables[1] + 1): + file = HERE / "rawdata" / f"Table{table_id}.csv" + with open(file, "r", encoding="utf-8") as f: + lines = f.readlines() + df = pd.DataFrame( + [l.split(",") for l in lines[12:-1]], + columns=[ + "Q2", + "F2", + "stat+", + "stat-", + "sys+", + "sys-", + "norm+", + "norm-", + ], + ) + df["x"] = float(lines[10].split(",")[1]) + if dfs.empty: + dfs = df + else: + dfs = pd.concat([dfs, df], ignore_index=True) + dfs["norm+"] = [float(x[:-1]) for x in dfs["norm+"]] + dfs["norm-"] = [float(x[:-2]) for x in dfs["norm-"]] + dfs = dfs.astype(float) + dfs["norm+"] *= abs(dfs.F2) + dfs["norm-"] *= abs(dfs.F2) + + check_xq2_degenearcy(dfs.Q2.values, dfs.x.values) + return dfs.sort_values(["Q2", "x"]) + + +def write_files(df, variant): + """Write kinematics, central value and uncertainties files.""" + + # Write central data + data_central_yaml = {"data_central": [float(x) for x in df["F2"]]} + with open(HERE / f"data_{variant}.yaml", "w", encoding="utf-8") as file: + yaml.dump(data_central_yaml, file) + + # Write kin file + kin = [] + for _, row in df.iterrows(): + kin_value = { + "Q2": { + "min": None, + "mid": float(row.Q2), + "max": None, + }, + "x": { + "min": None, + "mid": float(row.x), + "max": None, + }, + } + kin.append(kin_value) + kinematics_yaml = {"bins": kin} + with open(HERE / "kinematics_EM-F2-HEPDATA.yaml", "w", encoding="utf-8") as file: + yaml.dump(kinematics_yaml, file, sort_keys=False) + + # loop on data points + error_definition = { + "stat": { + "description": "statistical uncertainty", + "treatment": "ADD", + "type": "UNCORR", + }, + "sys": { + "description": "systematical uncertainty", + "treatment": "MULT", + "type": "CORR", + }, + "norm": { + "description": "normalization uncertainty", + "treatment": "MULT", + "type": "CORR", + }, + } + error = [] + for _, row in df.iterrows(): + e = { + "stat": float(row["stat+"]), + "sys": float(row["sys+"]), + "norm": float(row["norm+"]), + } + error.append(e) + + uncertainties_yaml = {"definitions": error_definition, "bins": error} + with open(HERE / f"uncertainties_{variant}.yaml", "w", encoding="utf-8") as file: + yaml.dump(uncertainties_yaml, file, sort_keys=False) + + +if __name__ == "__main__": + dfs = [] + for tables in VARIANTS.values(): + dfs.append(read_tables(tables)) + + # check kinematic is the same for the 2 variants + np.testing.assert_allclose(dfs[0].x, dfs[1].x) + np.testing.assert_allclose(dfs[0].Q2, dfs[1].Q2) + + for df, variant in zip(dfs, VARIANTS): + write_files(df, variant) diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/kinematics_EM-F2-HEPDATA.yaml b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/kinematics_EM-F2-HEPDATA.yaml new file mode 100644 index 0000000000..208a7c0300 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/kinematics_EM-F2-HEPDATA.yaml @@ -0,0 +1,1273 @@ +bins: +- Q2: + min: null + mid: 8.75 + max: null + x: + min: null + mid: 0.07 + max: null +- Q2: + min: null + mid: 10.25 + max: null + x: + min: null + mid: 0.07 + max: null +- Q2: + min: null + mid: 10.25 + max: null + x: + min: null + mid: 0.1 + max: null +- Q2: + min: null + mid: 11.75 + max: null + x: + min: null + mid: 0.1 + max: null +- Q2: + min: null + mid: 11.75 + max: null + x: + min: null + mid: 0.14 + max: null +- Q2: + min: null + mid: 11.75 + max: null + x: + min: null + mid: 0.18 + max: null +- Q2: + min: null + mid: 11.75 + max: null + x: + min: null + mid: 0.225 + max: null +- Q2: + min: null + mid: 13.25 + max: null + x: + min: null + mid: 0.1 + max: null +- Q2: + min: null + mid: 13.25 + max: null + x: + min: null + mid: 0.14 + max: null +- Q2: + min: null + mid: 13.25 + max: null + x: + min: null + mid: 0.18 + max: null +- Q2: + min: null + mid: 13.25 + max: null + x: + min: null + mid: 0.225 + max: null +- Q2: + min: null + mid: 13.25 + max: null + x: + min: null + mid: 0.275 + max: null +- Q2: + min: null + mid: 13.25 + max: null + x: + min: null + mid: 0.35 + max: null +- Q2: + min: null + mid: 13.25 + max: null + x: + min: null + mid: 0.45 + max: null +- Q2: + min: null + mid: 15.0 + max: null + x: + min: null + mid: 0.14 + max: null +- Q2: + min: null + mid: 15.0 + max: null + x: + min: null + mid: 0.18 + max: null +- Q2: + min: null + mid: 15.0 + max: null + x: + min: null + mid: 0.225 + max: null +- Q2: + min: null + mid: 15.0 + max: null + x: + min: null + mid: 0.275 + max: null +- Q2: + min: null + mid: 15.0 + max: null + x: + min: null + mid: 0.35 + max: null +- Q2: + min: null + mid: 15.0 + max: null + x: + min: null + mid: 0.45 + max: null +- Q2: + min: null + mid: 15.0 + max: null + x: + min: null + mid: 0.55 + max: null +- Q2: + min: null + mid: 17.0 + max: null + x: + min: null + mid: 0.07 + max: null +- Q2: + min: null + mid: 17.0 + max: null + x: + min: null + mid: 0.14 + max: null +- Q2: + min: null + mid: 17.0 + max: null + x: + min: null + mid: 0.18 + max: null +- Q2: + min: null + mid: 17.0 + max: null + x: + min: null + mid: 0.225 + max: null +- Q2: + min: null + mid: 17.0 + max: null + x: + min: null + mid: 0.275 + max: null +- Q2: + min: null + mid: 17.0 + max: null + x: + min: null + mid: 0.35 + max: null +- Q2: + min: null + mid: 17.0 + max: null + x: + min: null + mid: 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min: null mid: 0.75 max: null - k2: + Q2: min: null mid: 99.0 max: null - k3: + y: min: null mid: 0.3586 max: null -- k1: +- x: min: null mid: 0.75 max: null - k2: + Q2: min: null mid: 115.5 max: null - k3: + y: min: null mid: 0.4184 max: null -- k1: +- x: min: null mid: 0.75 max: null - k2: + Q2: min: null mid: 137.5 max: null - k3: + y: min: null mid: 0.4981 max: null -- k1: +- x: min: null mid: 0.1 max: null - k2: + Q2: min: null mid: 32.5 max: null - k3: + y: min: null mid: 0.6281 max: null -- k1: +- x: min: null mid: 0.1 max: null - k2: + Q2: min: null mid: 37.5 max: null - k3: + y: min: null mid: 0.7248001 max: null -- k1: +- x: min: null mid: 0.14 max: null - k2: + Q2: min: null mid: 37.5 max: null - k3: + y: min: null mid: 0.5177 max: null -- k1: +- x: min: null mid: 0.14 max: null - k2: + Q2: min: null mid: 43.0 max: null - k3: + y: min: null mid: 0.5936 max: null -- k1: +- x: min: null mid: 0.14 max: null - k2: + Q2: min: null mid: 49.5 max: null - k3: + y: min: null mid: 0.6834 max: null -- k1: +- x: min: null mid: 0.14 max: null - k2: + Q2: min: null mid: 57.0 max: null - k3: + y: min: null mid: 0.7869 max: null -- k1: +- x: min: null mid: 0.18 max: null - k2: + Q2: min: null mid: 37.5 max: null - k3: + y: min: null mid: 0.4027 max: null -- k1: +- x: min: null mid: 0.18 max: null - k2: + Q2: min: null mid: 43.0 max: null - k3: + y: min: null mid: 0.4617 max: null -- k1: +- x: min: null mid: 0.18 max: null - k2: + Q2: min: null mid: 49.5 max: null - k3: + y: min: null mid: 0.5315 max: null -- k1: +- x: min: null mid: 0.18 max: null - k2: + Q2: min: null mid: 57.0 max: null - k3: + y: min: null mid: 0.612 max: null -- k1: +- x: min: null mid: 0.18 max: null - k2: + Q2: min: null mid: 65.5 max: null - k3: + y: min: null mid: 0.7033 max: null -- k1: +- x: min: null mid: 0.225 max: null - k2: + Q2: min: null mid: 37.5 max: null - k3: + y: min: null mid: 0.3221 max: null -- k1: +- x: min: null mid: 0.225 max: null - k2: + Q2: min: null mid: 43.0 max: null - k3: + y: min: null mid: 0.3694 max: null -- k1: +- x: min: null mid: 0.225 max: null - k2: + Q2: min: null mid: 49.5 max: null - k3: + y: min: null mid: 0.4252 max: null -- k1: +- x: min: null mid: 0.225 max: null - k2: + Q2: min: null mid: 57.0 max: null - k3: + y: min: null mid: 0.4896 max: null -- k1: +- x: min: null mid: 0.225 max: null - k2: + Q2: min: null mid: 65.5 max: null - k3: + y: min: null mid: 0.5626 max: null -- k1: +- x: min: null mid: 0.225 max: null - k2: + Q2: min: null mid: 75.0 max: null - k3: + y: min: null mid: 0.6442 max: null -- k1: +- x: min: null mid: 0.225 max: null - k2: + Q2: min: null mid: 86.0 max: null - k3: + y: min: null mid: 0.7387 max: null -- k1: +- x: min: null mid: 0.275 max: null - k2: + Q2: min: null mid: 37.5 max: null - k3: + y: min: null mid: 0.2636 max: null -- k1: +- x: min: null mid: 0.275 max: null - k2: + Q2: min: null mid: 43.0 max: null - k3: + y: min: null mid: 0.3022 max: null -- k1: +- x: min: null mid: 0.275 max: null - k2: + Q2: min: null mid: 49.5 max: null - k3: + y: min: null mid: 0.3479 max: null -- k1: +- x: min: null mid: 0.275 max: null - k2: + Q2: min: null mid: 57.0 max: null - k3: + y: min: null mid: 0.4006 max: null -- k1: +- x: min: null mid: 0.275 max: null - k2: + Q2: min: null mid: 65.5 max: null - k3: + y: min: null mid: 0.4603 max: null -- k1: +- x: min: null mid: 0.275 max: null - k2: + Q2: min: null mid: 75.0 max: null - k3: + y: min: null mid: 0.5271 max: null -- k1: +- x: min: null mid: 0.275 max: null - k2: + Q2: min: null mid: 86.0 max: null - k3: + y: min: null mid: 0.6044 max: null -- k1: +- x: min: null mid: 0.275 max: null - k2: + Q2: min: null mid: 99.0 max: null - k3: + y: min: null mid: 0.6958 max: null -- k1: +- x: min: null mid: 0.275 max: null - k2: + Q2: min: null mid: 115.5 max: null - k3: + y: min: null mid: 0.8117 max: null -- k1: +- x: min: null mid: 0.35 max: null - k2: + Q2: min: null mid: 43.0 max: null - k3: + y: min: null mid: 0.2375 max: null -- k1: +- x: min: null mid: 0.35 max: null - k2: + Q2: min: null mid: 49.5 max: null - k3: + y: min: null mid: 0.2733 max: null -- k1: +- x: min: null mid: 0.35 max: null - k2: + Q2: min: null mid: 57.0 max: null - k3: + y: min: null mid: 0.3148 max: null -- k1: +- x: min: null mid: 0.35 max: null - k2: + Q2: min: null mid: 65.5 max: null - k3: + y: min: null mid: 0.3617 max: null -- k1: +- x: min: null mid: 0.35 max: null - k2: + Q2: min: null mid: 75.0 max: null - k3: + y: min: null mid: 0.4142 max: null -- k1: +- x: min: null mid: 0.35 max: null - k2: + Q2: min: null mid: 86.0 max: null - k3: + y: min: null mid: 0.4749 max: null -- k1: +- x: min: null mid: 0.35 max: null - k2: + Q2: min: null mid: 99.0 max: null - k3: + y: min: null mid: 0.5467001 max: null -- k1: +- x: min: null mid: 0.35 max: null - k2: + Q2: min: null mid: 115.5 max: null - k3: + y: min: null mid: 0.6378 max: null -- k1: +- x: min: null mid: 0.35 max: null - k2: + Q2: min: null mid: 137.5 max: null - k3: + y: min: null mid: 0.7593001 max: null -- k1: +- x: min: null mid: 0.45 max: null - k2: + Q2: min: null mid: 43.0 max: null - k3: + y: min: null mid: 0.1847 max: null -- k1: +- x: min: null mid: 0.45 max: null - k2: + Q2: min: null mid: 49.5 max: null - k3: + y: min: null mid: 0.2126 max: null -- k1: +- x: min: null mid: 0.45 max: null - k2: + Q2: min: null mid: 57.0 max: null - k3: + y: min: null mid: 0.2448 max: null -- k1: +- x: min: null mid: 0.45 max: null - k2: + Q2: min: null mid: 65.5 max: null - k3: + y: min: null mid: 0.2813 max: null -- k1: +- x: min: null mid: 0.45 max: null - k2: + Q2: min: null mid: 75.0 max: null - k3: + y: min: null mid: 0.3221 max: null -- k1: +- x: min: null mid: 0.45 max: null - k2: + Q2: min: null mid: 86.0 max: null - k3: + y: min: null mid: 0.3694 max: null -- k1: +- x: min: null mid: 0.45 max: null - k2: + Q2: min: null mid: 99.0 max: null - k3: + y: min: null mid: 0.4252 max: null -- k1: +- x: min: null mid: 0.45 max: null - k2: + Q2: min: null mid: 115.5 max: null - k3: + y: min: null mid: 0.4961 max: null -- k1: +- x: min: null mid: 0.45 max: null - k2: + Q2: min: null mid: 137.5 max: null - k3: + y: min: null mid: 0.5906 max: null -- k1: +- x: min: null mid: 0.45 max: null - k2: + Q2: min: null mid: 175.0 max: null - k3: + y: min: null mid: 0.7516 max: null -- k1: +- x: min: null mid: 0.55 max: null - k2: + Q2: min: null mid: 43.0 max: null - k3: + y: min: null mid: 0.1511 max: null -- k1: +- x: min: null mid: 0.55 max: null - k2: + Q2: min: null mid: 49.5 max: null - k3: + y: min: null mid: 0.1739 max: null -- k1: +- x: min: null mid: 0.55 max: null - k2: + Q2: min: null mid: 57.0 max: null - k3: + y: min: null mid: 0.2003 max: null -- k1: +- x: min: null mid: 0.55 max: null - k2: + Q2: min: null mid: 65.5 max: null - k3: + y: min: null mid: 0.2302 max: null -- k1: +- x: min: null mid: 0.55 max: null - k2: + Q2: min: null mid: 75.0 max: null - k3: + y: min: null mid: 0.2636 max: null -- k1: +- x: min: null mid: 0.55 max: null - k2: + Q2: min: null mid: 86.0 max: null - k3: + y: min: null mid: 0.3022 max: null -- k1: +- x: min: null mid: 0.55 max: null - k2: + Q2: min: null mid: 99.0 max: null - k3: + y: min: null mid: 0.3479 max: null -- k1: +- x: min: null mid: 0.55 max: null - k2: + Q2: min: null mid: 115.5 max: null - k3: + y: min: null mid: 0.4059 max: null -- k1: +- x: min: null mid: 0.55 max: null - k2: + Q2: min: null mid: 137.5 max: null - k3: + y: min: null mid: 0.4832 max: null -- k1: +- x: min: null mid: 0.55 max: null - k2: + Q2: min: null mid: 175.0 max: null - k3: + y: min: null mid: 0.615 max: null -- k1: +- x: min: null mid: 0.55 max: null - k2: + Q2: min: null mid: 230.0 max: null - k3: + y: min: null mid: 0.8082001 max: null -- k1: +- x: min: null mid: 0.65 max: null - k2: + Q2: min: null mid: 49.5 max: null - k3: + y: min: null mid: 0.1472 max: null -- k1: +- x: min: null mid: 0.65 max: null - k2: + Q2: min: null mid: 57.0 max: null - k3: + y: min: null mid: 0.1695 max: null -- k1: +- x: min: null mid: 0.65 max: null - k2: + Q2: min: null mid: 65.5 max: null - k3: + y: min: null mid: 0.1948 max: null -- k1: +- x: min: null mid: 0.65 max: null - k2: + Q2: min: null mid: 75.0 max: null - k3: + y: min: null mid: 0.223 max: null -- k1: +- x: min: null mid: 0.65 max: null - k2: + Q2: min: null mid: 86.0 max: null - k3: + y: min: null mid: 0.2557 max: null -- k1: +- x: min: null mid: 0.65 max: null - k2: + Q2: min: null mid: 99.0 max: null - k3: + y: min: null mid: 0.2944 max: null -- k1: +- x: min: null mid: 0.65 max: null - k2: + Q2: min: null mid: 115.5 max: null - k3: + y: min: null mid: 0.3434 max: null -- k1: +- x: min: null mid: 0.65 max: null - k2: + Q2: min: null mid: 137.5 max: null - k3: + y: min: null mid: 0.4088 max: null -- k1: +- x: min: null mid: 0.65 max: null - k2: + Q2: min: null mid: 175.0 max: null - k3: + y: min: null mid: 0.5204 max: null -- k1: +- x: min: null mid: 0.65 max: null - k2: + Q2: min: null mid: 230.0 max: null - k3: + y: min: null mid: 0.6839001 max: null -- k1: +- x: min: null mid: 0.75 max: null - k2: + Q2: min: null mid: 57.0 max: null - k3: + y: min: null mid: 0.1469 max: null -- k1: +- x: min: null mid: 0.75 max: null - k2: + Q2: min: null mid: 65.5 max: null - k3: + y: min: null mid: 0.1688 max: null -- k1: +- x: min: null mid: 0.75 max: null - k2: + Q2: min: null mid: 75.0 max: null - k3: + y: min: null mid: 0.1933 max: null -- k1: +- x: min: null mid: 0.75 max: null - k2: + Q2: min: null mid: 86.0 max: null - k3: + y: min: null mid: 0.2216 max: null -- k1: +- x: min: null mid: 0.75 max: null - k2: + Q2: min: null mid: 99.0 max: null - k3: + y: min: null mid: 0.2551 max: null -- k1: +- x: min: null mid: 0.75 max: null - k2: + Q2: min: null mid: 115.5 max: null - k3: + y: min: null mid: 0.2976 max: null -- k1: +- x: min: null mid: 0.75 max: null - k2: + Q2: min: null mid: 137.5 max: null - k3: + y: min: null mid: 0.3543 max: null -- k1: +- x: min: null mid: 0.75 max: null - k2: + Q2: min: null mid: 175.0 max: null - k3: + y: min: null mid: 0.451 max: null -- k1: +- x: min: null mid: 0.75 max: null - k2: + Q2: min: null mid: 230.0 max: null - k3: + y: min: null mid: 0.5927001 max: null diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/metadata.yaml index 34778f576a..3923de32c1 100644 --- a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/metadata.yaml @@ -1,29 +1,29 @@ setname: BCDMS_NC_NOTFIXED_D -version: 2 -version_comment: Port of old commondata +version: 3 +version_comment: Hepdata implementation of F2(R(QCD)) and F2(R=0) deuteron, averaged on $\sqrt{s}$ and port of old commondata nnpdf_metadata: nnpdf31_process: DIS NC experiment: null arXiv: - url: https://arxiv.org/abs/ + url: https://cds.cern.ch/record/194232 journal: Phys. Lett. B223 (1989) 485 iNSPIRE: - url: '' + url: https://inspirehep.net/literature/285497 hepdata: - url: '' - version: -1 + url: https://www.hepdata.net/record/ins285497 + version: 1 implemented_observables: - observable_name: EM-F2 observable: description: Deep Inelastic Scattering label: BCDMS $d$ units: '' - process_type: DIS_F2D + process_type: DIS_NC tables: [] npoints: [] ndata: 254 plotting: - kinematics_override: dis_sqrt_scale + kinematics_override: identity theory_reference: Bertone:2013vaa dataset_label: BCDMS $d$ y_label: $10^{i}F_2(x,Q^2)$ @@ -31,31 +31,31 @@ implemented_observables: data_reference: bcdms2 y_scale: symlog line_by: - - k1 + - x normalize: y_scale: linear line_by: [] figure_by: - - k1 - - k3 - plot_x: k2 + - x + - y + plot_x: Q2 kinematic_coverage: - - k1 - - k2 - - k3 + - x + - Q2 + - y kinematics: variables: - k1: - description: Variable k1 - label: k1 + x: + description: Bjorken x + label: '$x$' units: '' - k2: - description: Variable k2 - label: k2 + Q2: + description: Momentum transfer + label: '$Q^2$' units: '' - k3: - description: Variable k3 - label: k3 + y: + description: Inelasticity + label: '$y$' units: '' file: kinematics_EM-F2.yaml theory: @@ -77,3 +77,58 @@ implemented_observables: experiment: DEUTERON data_central: data_legacy_EM-F2.yaml ported_from: BCDMSD +- observable_name: EM-F2-HEPDATA + observable: + description: Deep Inelastic Scattering F2 on deuteron target. + label: BCDMS $d$ + units: '' + process_type: DIS_NC + tables: [2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23] + npoints: [] + ndata: 159 + data_uncertainties: [] + data_central: data_rqcd.yaml + kinematic_coverage: + - x + - Q2 + kinematics: + variables: + x: + description: Bjorken x + label: $x$ + units: '' + Q2: + description: Momentum transfer + label: '$Q^2$' + units: '$GeV^2$' + file: kinematics_EM-F2-HEPDATA.yaml + plotting: + kinematics_override: identity + dataset_label: BCDMS $d$ + y_label: $F_2(x,Q^2)$ + result_transform: qbindis + y_scale: symlog + line_by: + - x + normalize: + y_scale: linear + line_by: [] + figure_by: + - x + plot_x: Q2 + theory: + conversion_factor: 1.0 + operation: 'NULL' + FK_tables: + - - BCDMS_NC_D_EM_F2_HEPDATA + variants: + rzero: + data_uncertainties: + - uncertainties_rzero.yaml + data_central: data_rzero.yaml + experiment: BCDMS + rqcd: + data_uncertainties: + - uncertainties_rqcd.yaml + data_central: data_rqcd.yaml + experiment: BCDMS diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/rawdata/Table10.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/rawdata/Table10.csv new file mode 100644 index 0000000000..ecedad43e2 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/rawdata/Table10.csv @@ -0,0 +1,32 @@ +#: table_doi: 10.17182/hepdata.6191.v1/t10 +#: name: Table 10 +#: description: R=SIG(L)/SIG(T) is taken to be zero. + +#: data_file: Table10.yaml +#: keyword reactions: MU+ DEUT --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: P [GEV],120 TO 280 +#: RE,MU+ DEUT --> MU+ X +#: X,0.55 +Q**2 [GEV**2],F2(R=0),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data -" +15.0,0.05869,0.00241,-0.00241,0.00268,-0.00268,3.0%,-3.0% +17.0,0.05714,0.00256,-0.00256,0.00229,-0.00229,3.0%,-3.0% +19.0,0.06287,0.00303,-0.00303,0.00206,-0.00206,3.0%,-3.0% +21.5,0.0592,0.00264,-0.00264,0.00177,-0.00177,3.0%,-3.0% +24.5,0.05595,0.0028,-0.0028,0.00147,-0.00147,3.0%,-3.0% +28.0,0.05904,0.00172,-0.00172,0.0013,-0.0013,3.0%,-3.0% +32.5,0.05542,0.00128,-0.00128,0.00149,-0.00149,3.0%,-3.0% +37.5,0.05424,0.00144,-0.00144,0.00125,-0.00125,3.0%,-3.0% +43.0,0.05392,0.0011,-0.0011,0.00128,-0.00128,3.0%,-3.0% +49.5,0.05353,0.00114,-0.00114,0.00111,-0.00111,3.0%,-3.0% +57.0,0.05301,0.00114,-0.00114,0.00088,-0.00088,3.0%,-3.0% +65.5,0.05178,0.0012,-0.0012,0.00076,-0.00076,3.0%,-3.0% +75.0,0.05248,0.00132,-0.00132,0.00068,-0.00068,3.0%,-3.0% +86.0,0.04811,0.00142,-0.00142,0.00057,-0.00057,3.0%,-3.0% +99.0,0.0504,0.00176,-0.00176,0.00057,-0.00057,3.0%,-3.0% +115.5,0.04865,0.00175,-0.00175,0.00048,-0.00048,3.0%,-3.0% +137.5,0.04489,0.00184,-0.00184,0.00042,-0.00042,3.0%,-3.0% +175.0,0.0393,0.00312,-0.00312,0.0004,-0.0004,3.0%,-3.0% +230.0,0.04154,0.00459,-0.00459,0.00036,-0.00036,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/rawdata/Table11.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/rawdata/Table11.csv new file mode 100644 index 0000000000..c775e52a2b --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/rawdata/Table11.csv @@ -0,0 +1,31 @@ +#: table_doi: 10.17182/hepdata.6191.v1/t11 +#: name: Table 11 +#: description: R=SIG(L)/SIG(T) is taken to be zero. + +#: data_file: Table11.yaml +#: keyword reactions: MU+ DEUT --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: P [GEV],120 TO 280 +#: RE,MU+ DEUT --> MU+ X +#: X,0.65 +Q**2 [GEV**2],F2(R=0),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data -" +17.0,0.02807,0.00152,-0.00152,0.0032,-0.0032,3.0%,-3.0% +19.0,0.02869,0.00176,-0.00176,0.00284,-0.00284,3.0%,-3.0% +21.5,0.02673,0.00151,-0.00151,0.00241,-0.00241,3.0%,-3.0% +24.5,0.02861,0.00183,-0.00183,0.0022,-0.0022,3.0%,-3.0% +28.0,0.0237,0.00159,-0.00159,0.00154,-0.00154,3.0%,-3.0% +32.5,0.02494,0.00075,-0.00075,0.0017,-0.0017,3.0%,-3.0% +37.5,0.02526,0.00087,-0.00087,0.00152,-0.00152,3.0%,-3.0% +43.0,0.02382,0.00067,-0.00067,0.00151,-0.00151,3.0%,-3.0% +49.5,0.0247,0.0007,-0.0007,0.00137,-0.00137,3.0%,-3.0% +57.0,0.02343,0.00069,-0.00069,0.00107,-0.00107,3.0%,-3.0% +65.5,0.02224,0.00074,-0.00074,0.00081,-0.00081,3.0%,-3.0% +75.0,0.02278,0.00083,-0.00083,0.00071,-0.00071,3.0%,-3.0% +86.0,0.02076,0.00091,-0.00091,0.00054,-0.00054,3.0%,-3.0% +99.0,0.02218,0.00103,-0.00103,0.0005,-0.0005,3.0%,-3.0% +115.5,0.01993,0.0011,-0.0011,0.00042,-0.00042,3.0%,-3.0% +137.5,0.01965,0.00126,-0.00126,0.00035,-0.00035,3.0%,-3.0% +175.0,0.01814,0.00238,-0.00238,0.00033,-0.00033,3.0%,-3.0% +230.0,0.01605,0.00263,-0.00263,0.00024,-0.00024,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/rawdata/Table12.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/rawdata/Table12.csv new file mode 100644 index 0000000000..54e7f7bd73 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/rawdata/Table12.csv @@ -0,0 +1,26 @@ +#: table_doi: 10.17182/hepdata.6191.v1/t12 +#: name: Table 12 +#: description: R=SIG(L)/SIG(T) is taken to be zero. + +#: data_file: Table12.yaml +#: keyword reactions: MU+ DEUT --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: P [GEV],120 TO 280 +#: RE,MU+ DEUT --> MU+ X +#: X,0.75 +Q**2 [GEV**2],F2(R=0),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data -" +32.5,0.00867,0.00054,-0.00054,0.00107,-0.00107,3.0%,-3.0% +37.5,0.00984,0.00073,-0.00073,0.00107,-0.00107,3.0%,-3.0% +43.0,0.00894,0.00038,-0.00038,0.00128,-0.00128,3.0%,-3.0% +49.5,0.00916,0.00042,-0.00042,0.00118,-0.00118,3.0%,-3.0% +57.0,0.00852,0.00042,-0.00042,0.00109,-0.00109,3.0%,-3.0% +65.5,0.00792,0.00044,-0.00044,0.0009,-0.0009,3.0%,-3.0% +75.0,0.00794,0.00048,-0.00048,0.0008,-0.0008,3.0%,-3.0% +86.0,0.00747,0.00051,-0.00051,0.00062,-0.00062,3.0%,-3.0% +99.0,0.00798,0.00059,-0.00059,0.00054,-0.00054,3.0%,-3.0% +115.5,0.00657,0.00063,-0.00063,0.00045,-0.00045,3.0%,-3.0% +137.5,0.00631,0.00067,-0.00067,0.00035,-0.00035,3.0%,-3.0% +175.0,0.00541,0.00116,-0.00116,0.00028,-0.00028,3.0%,-3.0% +230.0,0.00639,0.00172,-0.00172,0.00021,-0.00021,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/rawdata/Table13.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/rawdata/Table13.csv new file mode 100644 index 0000000000..2f3fba0249 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/rawdata/Table13.csv @@ -0,0 +1,17 @@ +#: table_doi: 10.17182/hepdata.6191.v1/t13 +#: name: Table 13 +#: description: R=SIG(L)/SIG(T) is taken to be R(QCD). + +#: data_file: Table13.yaml +#: keyword reactions: MU+ DEUT --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: P [GEV],120 TO 280 +#: RE,MU+ DEUT --> MU+ X +#: X,0.07 +Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data -" +8.75,0.38165,0.00671,-0.00671,0.00708,-0.00708,3.0%,-3.0% +10.25,0.3836,0.00644,-0.00644,0.00766,-0.00766,3.0%,-3.0% +17.0,0.39517,0.00724,-0.00724,0.00656,-0.00656,3.0%,-3.0% +19.0,0.38663,0.0064,-0.0064,0.00651,-0.00651,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/rawdata/Table14.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/rawdata/Table14.csv new file mode 100644 index 0000000000..7af87d0185 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/rawdata/Table14.csv @@ -0,0 +1,21 @@ +#: table_doi: 10.17182/hepdata.6191.v1/t14 +#: name: Table 14 +#: description: R=SIG(L)/SIG(T) is taken to be R(QCD). + +#: data_file: Table14.yaml +#: keyword reactions: MU+ DEUT --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: P [GEV],120 TO 280 +#: RE,MU+ DEUT --> MU+ X +#: X,0.1 +Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data -" +10.25,0.36055,0.00446,-0.00446,0.00469,-0.00469,3.0%,-3.0% +11.75,0.36655,0.00475,-0.00475,0.00488,-0.00488,3.0%,-3.0% +13.25,0.36055,0.00506,-0.00506,0.00443,-0.00443,3.0%,-3.0% +19.0,0.36425,0.00476,-0.00476,0.00333,-0.00333,3.0%,-3.0% +21.5,0.37191,0.00404,-0.00404,0.00364,-0.00364,3.0%,-3.0% +24.5,0.36414,0.00433,-0.00433,0.00303,-0.00303,3.0%,-3.0% +32.5,0.37969,0.00761,-0.00761,0.00535,-0.00535,3.0%,-3.0% +37.5,0.37547,0.0084,-0.0084,0.00459,-0.00459,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/rawdata/Table15.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/rawdata/Table15.csv new file mode 100644 index 0000000000..1eee96d370 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/rawdata/Table15.csv @@ -0,0 +1,26 @@ +#: table_doi: 10.17182/hepdata.6191.v1/t15 +#: name: Table 15 +#: description: R=SIG(L)/SIG(T) is taken to be R(QCD). + +#: data_file: Table15.yaml +#: keyword reactions: MU+ DEUT --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: P [GEV],120 TO 280 +#: RE,MU+ DEUT --> MU+ X +#: X,0.14 +Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data -" +11.75,0.33304,0.00508,-0.00508,0.00385,-0.00385,3.0%,-3.0% +13.25,0.34403,0.0055,-0.0055,0.00402,-0.00402,3.0%,-3.0% +15.0,0.33974,0.00505,-0.00505,0.00391,-0.00391,3.0%,-3.0% +17.0,0.33773,0.00565,-0.00565,0.00371,-0.00371,3.0%,-3.0% +19.0,0.34631,0.00648,-0.00648,0.00364,-0.00364,3.0%,-3.0% +21.5,0.33812,0.00438,-0.00438,0.00282,-0.00282,3.0%,-3.0% +24.5,0.34444,0.00463,-0.00463,0.00329,-0.00329,3.0%,-3.0% +28.0,0.33278,0.00426,-0.00426,0.00237,-0.00237,3.0%,-3.0% +32.5,0.3278,0.00431,-0.00431,0.00232,-0.00232,3.0%,-3.0% +37.5,0.3337,0.00837,-0.00837,0.00398,-0.00398,3.0%,-3.0% +43.0,0.33244,0.00834,-0.00834,0.00372,-0.00372,3.0%,-3.0% +49.5,0.33497,0.00884,-0.00884,0.00374,-0.00374,3.0%,-3.0% +57.0,0.32518,0.01028,-0.01028,0.00364,-0.00364,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/rawdata/Table16.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/rawdata/Table16.csv new file mode 100644 index 0000000000..cd9d19812f --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/rawdata/Table16.csv @@ -0,0 +1,27 @@ +#: table_doi: 10.17182/hepdata.6191.v1/t16 +#: name: Table 16 +#: description: R=SIG(L)/SIG(T) is taken to be R(QCD). + +#: data_file: Table16.yaml +#: keyword reactions: MU+ DEUT --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: P [GEV],120 TO 280 +#: RE,MU+ DEUT --> MU+ X +#: X,0.18 +Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data -" +11.75,0.31578,0.00601,-0.00601,0.00371,-0.00371,3.0%,-3.0% +13.25,0.31458,0.00608,-0.00608,0.00357,-0.00357,3.0%,-3.0% +15.0,0.30259,0.00548,-0.00548,0.00338,-0.00338,3.0%,-3.0% +17.0,0.30863,0.00617,-0.00617,0.00346,-0.00346,3.0%,-3.0% +19.0,0.31282,0.00675,-0.00675,0.00352,-0.00352,3.0%,-3.0% +21.5,0.30169,0.00378,-0.00378,0.00275,-0.00275,3.0%,-3.0% +24.5,0.30175,0.00411,-0.00411,0.00236,-0.00236,3.0%,-3.0% +28.0,0.30764,0.00468,-0.00468,0.0022,-0.0022,3.0%,-3.0% +32.5,0.30751,0.00373,-0.00373,0.00199,-0.00199,3.0%,-3.0% +37.5,0.29904,0.00349,-0.00349,0.00149,-0.00149,3.0%,-3.0% +43.0,0.30168,0.00349,-0.00349,0.00137,-0.00137,3.0%,-3.0% +49.5,0.31585,0.00932,-0.00932,0.00336,-0.00336,3.0%,-3.0% +57.0,0.29215,0.00642,-0.00642,0.00158,-0.00158,3.0%,-3.0% +65.5,0.29697,0.00685,-0.00685,0.00173,-0.00173,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/rawdata/Table17.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/rawdata/Table17.csv new file mode 100644 index 0000000000..2f02405aa1 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/rawdata/Table17.csv @@ -0,0 +1,29 @@ +#: table_doi: 10.17182/hepdata.6191.v1/t17 +#: name: Table 17 +#: description: R=SIG(L)/SIG(T) is taken to be R(QCD). + +#: data_file: Table17.yaml +#: keyword reactions: MU+ DEUT --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: P [GEV],120 TO 280 +#: RE,MU+ DEUT --> MU+ X +#: X,0.225 +Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data -" +11.75,0.27821,0.00563,-0.00563,0.0032,-0.0032,3.0%,-3.0% +13.25,0.28755,0.00596,-0.00596,0.00331,-0.00331,3.0%,-3.0% +15.0,0.27928,0.00537,-0.00537,0.00307,-0.00307,3.0%,-3.0% +17.0,0.27217,0.00562,-0.00562,0.00294,-0.00294,3.0%,-3.0% +19.0,0.27346,0.00618,-0.00618,0.00301,-0.00301,3.0%,-3.0% +21.5,0.27142,0.0056,-0.0056,0.00305,-0.00305,3.0%,-3.0% +24.5,0.2684,0.00627,-0.00627,0.00282,-0.00282,3.0%,-3.0% +28.0,0.27095,0.00349,-0.00349,0.0013,-0.0013,3.0%,-3.0% +32.5,0.2644,0.00337,-0.00337,0.00139,-0.00139,3.0%,-3.0% +37.5,0.26675,0.00313,-0.00313,0.00144,-0.00144,3.0%,-3.0% +43.0,0.26706,0.00308,-0.00308,0.00145,-0.00145,3.0%,-3.0% +49.5,0.26203,0.00313,-0.00313,0.00165,-0.00165,3.0%,-3.0% +57.0,0.25251,0.00354,-0.00354,0.00102,-0.00102,3.0%,-3.0% +65.5,0.25211,0.00603,-0.00603,0.00135,-0.00135,3.0%,-3.0% +75.0,0.25361,0.00653,-0.00653,0.00111,-0.00111,3.0%,-3.0% +86.0,0.25124,0.00711,-0.00711,0.00121,-0.00121,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/rawdata/Table18.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/rawdata/Table18.csv new file mode 100644 index 0000000000..a90e920d61 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/rawdata/Table18.csv @@ -0,0 +1,30 @@ +#: table_doi: 10.17182/hepdata.6191.v1/t18 +#: name: Table 18 +#: description: R=SIG(L)/SIG(T) is taken to be R(QCD). + +#: data_file: Table18.yaml +#: keyword reactions: MU+ DEUT --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: P [GEV],120 TO 280 +#: RE,MU+ DEUT --> MU+ X +#: X,0.275 +Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data -" +13.25,0.25894,0.00632,-0.00632,0.00291,-0.00291,3.0%,-3.0% +15.0,0.24846,0.00544,-0.00544,0.00319,-0.00319,3.0%,-3.0% +17.0,0.2397,0.0057,-0.0057,0.00263,-0.00263,3.0%,-3.0% +19.0,0.23833,0.00626,-0.00626,0.00282,-0.00282,3.0%,-3.0% +21.5,0.23372,0.00553,-0.00553,0.00244,-0.00244,3.0%,-3.0% +24.5,0.23571,0.00438,-0.00438,0.00137,-0.00137,3.0%,-3.0% +28.0,0.23997,0.00307,-0.00307,0.00135,-0.00135,3.0%,-3.0% +32.5,0.23397,0.00307,-0.00307,0.00114,-0.00114,3.0%,-3.0% +37.5,0.22177,0.00267,-0.00267,0.001,-0.001,3.0%,-3.0% +43.0,0.22432,0.00267,-0.00267,0.00088,-0.00088,3.0%,-3.0% +49.5,0.22336,0.00305,-0.00305,0.0012,-0.0012,3.0%,-3.0% +57.0,0.21766,0.00297,-0.00297,0.0009,-0.0009,3.0%,-3.0% +65.5,0.22559,0.00372,-0.00372,0.0012,-0.0012,3.0%,-3.0% +75.0,0.20918,0.00372,-0.00372,0.00154,-0.00154,3.0%,-3.0% +86.0,0.21299,0.00658,-0.00658,0.00094,-0.00094,3.0%,-3.0% +99.0,0.21647,0.00874,-0.00874,0.00081,-0.00081,3.0%,-3.0% +115.5,0.20187,0.00934,-0.00934,0.00083,-0.00083,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/rawdata/Table19.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/rawdata/Table19.csv new file mode 100644 index 0000000000..5800c9355c --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/rawdata/Table19.csv @@ -0,0 +1,31 @@ +#: table_doi: 10.17182/hepdata.6191.v1/t19 +#: name: Table 19 +#: description: R=SIG(L)/SIG(T) is taken to be R(QCD). + +#: data_file: Table19.yaml +#: keyword reactions: MU+ DEUT --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: P [GEV],120 TO 280 +#: RE,MU+ DEUT --> MU+ X +#: X,0.35 +Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data -" +13.25,0.18309,0.00423,-0.00423,0.00236,-0.00236,3.0%,-3.0% +15.0,0.18897,0.00387,-0.00387,0.00241,-0.00241,3.0%,-3.0% +17.0,0.17921,0.00399,-0.00399,0.00191,-0.00191,3.0%,-3.0% +19.0,0.17414,0.00417,-0.00417,0.00197,-0.00197,3.0%,-3.0% +21.5,0.18573,0.00394,-0.00394,0.00204,-0.00204,3.0%,-3.0% +24.5,0.17887,0.00289,-0.00289,0.00132,-0.00132,3.0%,-3.0% +28.0,0.17794,0.00269,-0.00269,0.00109,-0.00109,3.0%,-3.0% +32.5,0.17863,0.00204,-0.00204,0.00097,-0.00097,3.0%,-3.0% +37.5,0.17134,0.0019,-0.0019,0.00074,-0.00074,3.0%,-3.0% +43.0,0.1715,0.00178,-0.00178,0.00099,-0.00099,3.0%,-3.0% +49.5,0.16813,0.00179,-0.00179,0.00076,-0.00076,3.0%,-3.0% +57.0,0.16549,0.0018,-0.0018,0.00087,-0.00087,3.0%,-3.0% +65.5,0.16244,0.00209,-0.00209,0.00078,-0.00078,3.0%,-3.0% +75.0,0.16033,0.00247,-0.00247,0.00102,-0.00102,3.0%,-3.0% +86.0,0.16099,0.00257,-0.00257,0.00073,-0.00073,3.0%,-3.0% +99.0,0.15219,0.00275,-0.00275,0.00057,-0.00057,3.0%,-3.0% +115.5,0.1587,0.00577,-0.00577,0.00066,-0.00066,3.0%,-3.0% +137.5,0.14921,0.00589,-0.00589,0.00062,-0.00062,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/rawdata/Table2.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/rawdata/Table2.csv new file mode 100644 index 0000000000..cd429ca093 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/rawdata/Table2.csv @@ -0,0 +1,17 @@ +#: table_doi: 10.17182/hepdata.6191.v1/t2 +#: name: Table 2 +#: description: R=SIG(L)/SIG(T) is taken to be zero. + +#: data_file: Table2.yaml +#: keyword reactions: MU+ DEUT --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: P [GEV],120 TO 280 +#: RE,MU+ DEUT --> MU+ X +#: X,0.07 +Q**2 [GEV**2],F2(R=0),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data -" +8.75,0.36575,0.00643,-0.00643,0.00679,-0.00679,3.0%,-3.0% +10.25,0.36092,0.00606,-0.00606,0.00721,-0.00721,3.0%,-3.0% +17.0,0.3742,0.00686,-0.00686,0.00622,-0.00622,3.0%,-3.0% +19.0,0.3604,0.00597,-0.00597,0.00608,-0.00608,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/rawdata/Table20.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/rawdata/Table20.csv new file mode 100644 index 0000000000..6e8675bfce --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/rawdata/Table20.csv @@ -0,0 +1,32 @@ +#: table_doi: 10.17182/hepdata.6191.v1/t20 +#: name: Table 20 +#: description: R=SIG(L)/SIG(T) is taken to be R(QCD). + +#: data_file: Table20.yaml +#: keyword reactions: MU+ DEUT --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: P [GEV],120 TO 280 +#: RE,MU+ DEUT --> MU+ X +#: X,0.45 +Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data -" +13.25,0.12077,0.00403,-0.00403,0.00236,-0.00236,3.0%,-3.0% +15.0,0.11864,0.00364,-0.00364,0.00218,-0.00218,3.0%,-3.0% +17.0,0.12121,0.00388,-0.00388,0.00204,-0.00204,3.0%,-3.0% +19.0,0.11297,0.00402,-0.00402,0.00194,-0.00194,3.0%,-3.0% +21.5,0.11777,0.00368,-0.00368,0.00171,-0.00171,3.0%,-3.0% +24.5,0.10969,0.00246,-0.00246,0.00111,-0.00111,3.0%,-3.0% +28.0,0.1094,0.00232,-0.00232,0.00104,-0.00104,3.0%,-3.0% +32.5,0.10807,0.00176,-0.00176,0.00107,-0.00107,3.0%,-3.0% +37.5,0.10665,0.00197,-0.00197,0.00097,-0.00097,3.0%,-3.0% +43.0,0.10488,0.00154,-0.00154,0.00099,-0.00099,3.0%,-3.0% +49.5,0.10201,0.00154,-0.00154,0.0008,-0.0008,3.0%,-3.0% +57.0,0.10335,0.00154,-0.00154,0.0008,-0.0008,3.0%,-3.0% +65.5,0.09967,0.0016,-0.0016,0.00068,-0.00068,3.0%,-3.0% +75.0,0.09833,0.00191,-0.00191,0.00062,-0.00062,3.0%,-3.0% +86.0,0.0958,0.00218,-0.00218,0.00061,-0.00061,3.0%,-3.0% +99.0,0.09372,0.00227,-0.00227,0.00054,-0.00054,3.0%,-3.0% +115.5,0.09366,0.00229,-0.00229,0.00054,-0.00054,3.0%,-3.0% +137.5,0.08823,0.00488,-0.00488,0.00048,-0.00048,3.0%,-3.0% +175.0,0.09061,0.00464,-0.00464,0.00052,-0.00052,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/rawdata/Table21.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/rawdata/Table21.csv new file mode 100644 index 0000000000..73fbfb5522 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/rawdata/Table21.csv @@ -0,0 +1,32 @@ +#: table_doi: 10.17182/hepdata.6191.v1/t21 +#: name: Table 21 +#: description: R=SIG(L)/SIG(T) is taken to be R(QCD). + +#: data_file: Table21.yaml +#: keyword reactions: MU+ DEUT --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: P [GEV],120 TO 280 +#: RE,MU+ DEUT --> MU+ X +#: X,0.55 +Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data -" +15.0,0.05873,0.00241,-0.00241,0.00268,-0.00268,3.0%,-3.0% +17.0,0.05719,0.00256,-0.00256,0.0023,-0.0023,3.0%,-3.0% +19.0,0.06293,0.00303,-0.00303,0.00206,-0.00206,3.0%,-3.0% +21.5,0.05927,0.00264,-0.00264,0.00177,-0.00177,3.0%,-3.0% +24.5,0.05603,0.0028,-0.0028,0.00147,-0.00147,3.0%,-3.0% +28.0,0.05914,0.00172,-0.00172,0.00132,-0.00132,3.0%,-3.0% +32.5,0.0555,0.00128,-0.00128,0.00149,-0.00149,3.0%,-3.0% +37.5,0.05434,0.00144,-0.00144,0.00125,-0.00125,3.0%,-3.0% +43.0,0.05401,0.00111,-0.00111,0.0013,-0.0013,3.0%,-3.0% +49.5,0.05363,0.00114,-0.00114,0.00111,-0.00111,3.0%,-3.0% +57.0,0.05314,0.00114,-0.00114,0.0009,-0.0009,3.0%,-3.0% +65.5,0.05192,0.0012,-0.0012,0.00076,-0.00076,3.0%,-3.0% +75.0,0.05267,0.00132,-0.00132,0.00068,-0.00068,3.0%,-3.0% +86.0,0.04833,0.00143,-0.00143,0.00057,-0.00057,3.0%,-3.0% +99.0,0.05057,0.00177,-0.00177,0.00057,-0.00057,3.0%,-3.0% +115.5,0.04886,0.00176,-0.00176,0.00048,-0.00048,3.0%,-3.0% +137.5,0.04519,0.00185,-0.00185,0.00042,-0.00042,3.0%,-3.0% +175.0,0.03951,0.00314,-0.00314,0.00042,-0.00042,3.0%,-3.0% +230.0,0.04192,0.00463,-0.00463,0.00036,-0.00036,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/rawdata/Table22.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/rawdata/Table22.csv new file mode 100644 index 0000000000..e86e8cf5cf --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/rawdata/Table22.csv @@ -0,0 +1,31 @@ +#: table_doi: 10.17182/hepdata.6191.v1/t22 +#: name: Table 22 +#: description: R=SIG(L)/SIG(T) is taken to be R(QCD). + +#: data_file: Table22.yaml +#: keyword reactions: MU+ DEUT --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: P [GEV],120 TO 280 +#: RE,MU+ DEUT --> MU+ X +#: X,0.65 +Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data -" +17.0,0.02809,0.00152,-0.00152,0.0032,-0.0032,3.0%,-3.0% +19.0,0.02872,0.00176,-0.00176,0.00284,-0.00284,3.0%,-3.0% +21.5,0.02676,0.00151,-0.00151,0.00241,-0.00241,3.0%,-3.0% +24.5,0.02864,0.00183,-0.00183,0.0022,-0.0022,3.0%,-3.0% +28.0,0.02373,0.00159,-0.00159,0.00156,-0.00156,3.0%,-3.0% +32.5,0.02496,0.00076,-0.00076,0.0017,-0.0017,3.0%,-3.0% +37.5,0.02529,0.00087,-0.00087,0.00152,-0.00152,3.0%,-3.0% +43.0,0.02384,0.00067,-0.00067,0.00152,-0.00152,3.0%,-3.0% +49.5,0.02474,0.0007,-0.0007,0.00137,-0.00137,3.0%,-3.0% +57.0,0.02346,0.00069,-0.00069,0.00107,-0.00107,3.0%,-3.0% +65.5,0.02228,0.00074,-0.00074,0.00081,-0.00081,3.0%,-3.0% +75.0,0.02283,0.00083,-0.00083,0.00071,-0.00071,3.0%,-3.0% +86.0,0.02083,0.00092,-0.00092,0.00054,-0.00054,3.0%,-3.0% +99.0,0.02226,0.00103,-0.00103,0.0005,-0.0005,3.0%,-3.0% +115.5,0.02,0.00111,-0.00111,0.00042,-0.00042,3.0%,-3.0% +137.5,0.01974,0.00127,-0.00127,0.00035,-0.00035,3.0%,-3.0% +175.0,0.0182,0.00239,-0.00239,0.00035,-0.00035,3.0%,-3.0% +230.0,0.01614,0.00264,-0.00264,0.00024,-0.00024,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/rawdata/Table23.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/rawdata/Table23.csv new file mode 100644 index 0000000000..4a20a582be --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/rawdata/Table23.csv @@ -0,0 +1,26 @@ +#: table_doi: 10.17182/hepdata.6191.v1/t23 +#: name: Table 23 +#: description: R=SIG(L)/SIG(T) is taken to be R(QCD). + +#: data_file: Table23.yaml +#: keyword reactions: MU+ DEUT --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: P [GEV],120 TO 280 +#: RE,MU+ DEUT --> MU+ X +#: X,0.75 +Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data -" +32.5,0.00868,0.00054,-0.00054,0.00107,-0.00107,3.0%,-3.0% +37.5,0.00986,0.00073,-0.00073,0.00107,-0.00107,3.0%,-3.0% +43.0,0.00895,0.00039,-0.00039,0.00128,-0.00128,3.0%,-3.0% +49.5,0.00917,0.00042,-0.00042,0.0012,-0.0012,3.0%,-3.0% +57.0,0.00854,0.00042,-0.00042,0.00109,-0.00109,3.0%,-3.0% +65.5,0.00794,0.00044,-0.00044,0.0009,-0.0009,3.0%,-3.0% +75.0,0.00796,0.00049,-0.00049,0.0008,-0.0008,3.0%,-3.0% +86.0,0.00749,0.00051,-0.00051,0.00062,-0.00062,3.0%,-3.0% +99.0,0.008,0.0006,-0.0006,0.00054,-0.00054,3.0%,-3.0% +115.5,0.00658,0.00063,-0.00063,0.00045,-0.00045,3.0%,-3.0% +137.5,0.00634,0.00068,-0.00068,0.00035,-0.00035,3.0%,-3.0% +175.0,0.00542,0.00116,-0.00116,0.00028,-0.00028,3.0%,-3.0% +230.0,0.00642,0.00173,-0.00173,0.00021,-0.00021,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/rawdata/Table3.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/rawdata/Table3.csv new file mode 100644 index 0000000000..004d047087 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/rawdata/Table3.csv @@ -0,0 +1,21 @@ +#: table_doi: 10.17182/hepdata.6191.v1/t3 +#: name: Table 3 +#: description: R=SIG(L)/SIG(T) is taken to be zero. + +#: data_file: Table3.yaml +#: keyword reactions: MU+ DEUT --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: P [GEV],120 TO 280 +#: RE,MU+ DEUT --> MU+ X +#: X,0.1 +Q**2 [GEV**2],F2(R=0),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data -" +10.25,0.3536,0.00437,-0.00437,0.00461,-0.00461,3.0%,-3.0% +11.75,0.35702,0.00463,-0.00463,0.00476,-0.00476,3.0%,-3.0% +13.25,0.34834,0.00489,-0.00489,0.00428,-0.00428,3.0%,-3.0% +19.0,0.35627,0.00466,-0.00466,0.00324,-0.00324,3.0%,-3.0% +21.5,0.36119,0.00392,-0.00392,0.00353,-0.00353,3.0%,-3.0% +24.5,0.3501,0.00416,-0.00416,0.00291,-0.00291,3.0%,-3.0% +32.5,0.36758,0.00737,-0.00737,0.00518,-0.00518,3.0%,-3.0% +37.5,0.35901,0.00803,-0.00803,0.0044,-0.0044,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/rawdata/Table4.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/rawdata/Table4.csv new file mode 100644 index 0000000000..0a508ac089 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/rawdata/Table4.csv @@ -0,0 +1,26 @@ +#: table_doi: 10.17182/hepdata.6191.v1/t4 +#: name: Table 4 +#: description: R=SIG(L)/SIG(T) is taken to be zero. + +#: data_file: Table4.yaml +#: keyword reactions: MU+ DEUT --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: P [GEV],120 TO 280 +#: RE,MU+ DEUT --> MU+ X +#: X,0.14 +Q**2 [GEV**2],F2(R=0),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data -" +11.75,0.33013,0.00504,-0.00504,0.00381,-0.00381,3.0%,-3.0% +13.25,0.34016,0.00544,-0.00544,0.00397,-0.00397,3.0%,-3.0% +15.0,0.33475,0.00498,-0.00498,0.00386,-0.00386,3.0%,-3.0% +17.0,0.33123,0.00554,-0.00554,0.00364,-0.00364,3.0%,-3.0% +19.0,0.3378,0.00632,-0.00632,0.00355,-0.00355,3.0%,-3.0% +21.5,0.33493,0.00434,-0.00434,0.00281,-0.00281,3.0%,-3.0% +24.5,0.34013,0.00457,-0.00457,0.00324,-0.00324,3.0%,-3.0% +28.0,0.3272,0.00419,-0.00419,0.00234,-0.00234,3.0%,-3.0% +32.5,0.32015,0.00421,-0.00421,0.00227,-0.00227,3.0%,-3.0% +37.5,0.329,0.00825,-0.00825,0.00391,-0.00391,3.0%,-3.0% +43.0,0.32609,0.00818,-0.00818,0.00365,-0.00365,3.0%,-3.0% +49.5,0.32622,0.00861,-0.00861,0.00365,-0.00365,3.0%,-3.0% +57.0,0.31362,0.00991,-0.00991,0.0035,-0.0035,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/rawdata/Table5.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/rawdata/Table5.csv new file mode 100644 index 0000000000..72be9eb356 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/rawdata/Table5.csv @@ -0,0 +1,27 @@ +#: table_doi: 10.17182/hepdata.6191.v1/t5 +#: name: Table 5 +#: description: R=SIG(L)/SIG(T) is taken to be zero. + +#: data_file: Table5.yaml +#: keyword reactions: MU+ DEUT --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: P [GEV],120 TO 280 +#: RE,MU+ DEUT --> MU+ X +#: X,0.18 +Q**2 [GEV**2],F2(R=0),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data -" +11.75,0.31451,0.00599,-0.00599,0.00369,-0.00369,3.0%,-3.0% +13.25,0.31298,0.00605,-0.00605,0.00355,-0.00355,3.0%,-3.0% +15.0,0.30061,0.00544,-0.00544,0.00334,-0.00334,3.0%,-3.0% +17.0,0.30601,0.00612,-0.00612,0.00343,-0.00343,3.0%,-3.0% +19.0,0.30947,0.00668,-0.00668,0.00348,-0.00348,3.0%,-3.0% +21.5,0.29923,0.00375,-0.00375,0.00274,-0.00274,3.0%,-3.0% +24.5,0.29883,0.00407,-0.00407,0.00234,-0.00234,3.0%,-3.0% +28.0,0.30541,0.00465,-0.00465,0.00218,-0.00218,3.0%,-3.0% +32.5,0.30445,0.00369,-0.00369,0.00197,-0.00197,3.0%,-3.0% +37.5,0.29533,0.00345,-0.00345,0.00145,-0.00145,3.0%,-3.0% +43.0,0.2966,0.00343,-0.00343,0.00133,-0.00133,3.0%,-3.0% +49.5,0.31237,0.00922,-0.00922,0.00333,-0.00333,3.0%,-3.0% +57.0,0.28775,0.00632,-0.00632,0.00154,-0.00154,3.0%,-3.0% +65.5,0.2909,0.00671,-0.00671,0.0017,-0.0017,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/rawdata/Table6.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/rawdata/Table6.csv new file mode 100644 index 0000000000..9219e25ed9 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/rawdata/Table6.csv @@ -0,0 +1,29 @@ +#: table_doi: 10.17182/hepdata.6191.v1/t6 +#: name: Table 6 +#: description: R=SIG(L)/SIG(T) is taken to be zero. + +#: data_file: Table6.yaml +#: keyword reactions: MU+ DEUT --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: P [GEV],120 TO 280 +#: RE,MU+ DEUT --> MU+ X +#: X,0.225 +Q**2 [GEV**2],F2(R=0),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data -" +11.75,0.27761,0.00562,-0.00562,0.0032,-0.0032,3.0%,-3.0% +13.25,0.28678,0.00594,-0.00594,0.00331,-0.00331,3.0%,-3.0% +15.0,0.27833,0.00535,-0.00535,0.00307,-0.00307,3.0%,-3.0% +17.0,0.27099,0.0056,-0.0056,0.00293,-0.00293,3.0%,-3.0% +19.0,0.27198,0.00615,-0.00615,0.003,-0.003,3.0%,-3.0% +21.5,0.26953,0.00556,-0.00556,0.00303,-0.00303,3.0%,-3.0% +24.5,0.26596,0.00621,-0.00621,0.00279,-0.00279,3.0%,-3.0% +28.0,0.26906,0.00347,-0.00347,0.00128,-0.00128,3.0%,-3.0% +32.5,0.26196,0.00334,-0.00334,0.00137,-0.00137,3.0%,-3.0% +37.5,0.26515,0.00311,-0.00311,0.00142,-0.00142,3.0%,-3.0% +43.0,0.26491,0.00305,-0.00305,0.00145,-0.00145,3.0%,-3.0% +49.5,0.25915,0.0031,-0.0031,0.00161,-0.00161,3.0%,-3.0% +57.0,0.24923,0.00349,-0.00349,0.00102,-0.00102,3.0%,-3.0% +65.5,0.24968,0.00597,-0.00597,0.00135,-0.00135,3.0%,-3.0% +75.0,0.25033,0.00645,-0.00645,0.00109,-0.00109,3.0%,-3.0% +86.0,0.24686,0.00699,-0.00699,0.00118,-0.00118,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/rawdata/Table7.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/rawdata/Table7.csv new file mode 100644 index 0000000000..0f939a7d1c --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/rawdata/Table7.csv @@ -0,0 +1,30 @@ +#: table_doi: 10.17182/hepdata.6191.v1/t7 +#: name: Table 7 +#: description: R=SIG(L)/SIG(T) is taken to be zero. + +#: data_file: Table7.yaml +#: keyword reactions: MU+ DEUT --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: P [GEV],120 TO 280 +#: RE,MU+ DEUT --> MU+ X +#: X,0.275 +Q**2 [GEV**2],F2(R=0),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data -" +13.25,0.25851,0.00631,-0.00631,0.00291,-0.00291,3.0%,-3.0% +15.0,0.24795,0.00543,-0.00543,0.00319,-0.00319,3.0%,-3.0% +17.0,0.23909,0.00569,-0.00569,0.00262,-0.00262,3.0%,-3.0% +19.0,0.23758,0.00624,-0.00624,0.00282,-0.00282,3.0%,-3.0% +21.5,0.23279,0.00551,-0.00551,0.00242,-0.00242,3.0%,-3.0% +24.5,0.2345,0.00436,-0.00436,0.00137,-0.00137,3.0%,-3.0% +28.0,0.23886,0.00306,-0.00306,0.00135,-0.00135,3.0%,-3.0% +32.5,0.23258,0.00305,-0.00305,0.00113,-0.00113,3.0%,-3.0% +37.5,0.2206,0.00266,-0.00266,0.001,-0.001,3.0%,-3.0% +43.0,0.22277,0.00266,-0.00266,0.00087,-0.00087,3.0%,-3.0% +49.5,0.22205,0.00303,-0.00303,0.0012,-0.0012,3.0%,-3.0% +57.0,0.21609,0.00295,-0.00295,0.0009,-0.0009,3.0%,-3.0% +65.5,0.22351,0.00369,-0.00369,0.00118,-0.00118,3.0%,-3.0% +75.0,0.20662,0.00367,-0.00367,0.00152,-0.00152,3.0%,-3.0% +86.0,0.21105,0.00652,-0.00652,0.00092,-0.00092,3.0%,-3.0% +99.0,0.2138,0.00863,-0.00863,0.0008,-0.0008,3.0%,-3.0% +115.5,0.19842,0.00918,-0.00918,0.00081,-0.00081,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/rawdata/Table8.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/rawdata/Table8.csv new file mode 100644 index 0000000000..25b63103ab --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/rawdata/Table8.csv @@ -0,0 +1,31 @@ +#: table_doi: 10.17182/hepdata.6191.v1/t8 +#: name: Table 8 +#: description: R=SIG(L)/SIG(T) is taken to be zero. + +#: data_file: Table8.yaml +#: keyword reactions: MU+ DEUT --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: P [GEV],120 TO 280 +#: RE,MU+ DEUT --> MU+ X +#: X,0.35 +Q**2 [GEV**2],F2(R=0),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data -" +13.25,0.1829,0.00423,-0.00423,0.00236,-0.00236,3.0%,-3.0% +15.0,0.18873,0.00387,-0.00387,0.00241,-0.00241,3.0%,-3.0% +17.0,0.17893,0.00398,-0.00398,0.00191,-0.00191,3.0%,-3.0% +19.0,0.17382,0.00416,-0.00416,0.00197,-0.00197,3.0%,-3.0% +21.5,0.18531,0.00393,-0.00393,0.00204,-0.00204,3.0%,-3.0% +24.5,0.17836,0.00288,-0.00288,0.00132,-0.00132,3.0%,-3.0% +28.0,0.17729,0.00268,-0.00268,0.00109,-0.00109,3.0%,-3.0% +32.5,0.17803,0.00203,-0.00203,0.00095,-0.00095,3.0%,-3.0% +37.5,0.17081,0.00189,-0.00189,0.00074,-0.00074,3.0%,-3.0% +43.0,0.17085,0.00177,-0.00177,0.00099,-0.00099,3.0%,-3.0% +49.5,0.16732,0.00178,-0.00178,0.00076,-0.00076,3.0%,-3.0% +57.0,0.16457,0.00179,-0.00179,0.00087,-0.00087,3.0%,-3.0% +65.5,0.16165,0.00208,-0.00208,0.00078,-0.00078,3.0%,-3.0% +75.0,0.15936,0.00246,-0.00246,0.001,-0.001,3.0%,-3.0% +86.0,0.15969,0.00255,-0.00255,0.00073,-0.00073,3.0%,-3.0% +99.0,0.15057,0.00272,-0.00272,0.00057,-0.00057,3.0%,-3.0% +115.5,0.15741,0.00572,-0.00572,0.00064,-0.00064,3.0%,-3.0% +137.5,0.14745,0.00582,-0.00582,0.00061,-0.00061,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/rawdata/Table9.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/rawdata/Table9.csv new file mode 100644 index 0000000000..60a8ff792e --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/rawdata/Table9.csv @@ -0,0 +1,32 @@ +#: table_doi: 10.17182/hepdata.6191.v1/t9 +#: name: Table 9 +#: description: R=SIG(L)/SIG(T) is taken to be zero. + +#: data_file: Table9.yaml +#: keyword reactions: MU+ DEUT --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: P [GEV],120 TO 280 +#: RE,MU+ DEUT --> MU+ X +#: X,0.45 +Q**2 [GEV**2],F2(R=0),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between the 120 and 200 GeV data and 1.5 PCT between the 280 and 200 GeV data -" +13.25,0.12068,0.00403,-0.00403,0.00236,-0.00236,3.0%,-3.0% +15.0,0.11853,0.00364,-0.00364,0.00218,-0.00218,3.0%,-3.0% +17.0,0.12108,0.00388,-0.00388,0.00204,-0.00204,3.0%,-3.0% +19.0,0.11283,0.00402,-0.00402,0.00194,-0.00194,3.0%,-3.0% +21.5,0.11759,0.00367,-0.00367,0.00171,-0.00171,3.0%,-3.0% +24.5,0.10949,0.00246,-0.00246,0.00111,-0.00111,3.0%,-3.0% +28.0,0.10915,0.00231,-0.00231,0.00104,-0.00104,3.0%,-3.0% +32.5,0.10785,0.00176,-0.00176,0.00106,-0.00106,3.0%,-3.0% +37.5,0.10638,0.00197,-0.00197,0.00097,-0.00097,3.0%,-3.0% +43.0,0.10466,0.00154,-0.00154,0.00099,-0.00099,3.0%,-3.0% +49.5,0.10172,0.00153,-0.00153,0.0008,-0.0008,3.0%,-3.0% +57.0,0.10302,0.00153,-0.00153,0.00078,-0.00078,3.0%,-3.0% +65.5,0.09925,0.00159,-0.00159,0.00068,-0.00068,3.0%,-3.0% +75.0,0.09781,0.0019,-0.0019,0.00061,-0.00061,3.0%,-3.0% +86.0,0.09539,0.00217,-0.00217,0.00061,-0.00061,3.0%,-3.0% +99.0,0.09319,0.00226,-0.00226,0.00052,-0.00052,3.0%,-3.0% +115.5,0.09295,0.00227,-0.00227,0.00054,-0.00054,3.0%,-3.0% +137.5,0.08773,0.00485,-0.00485,0.00048,-0.00048,3.0%,-3.0% +175.0,0.08977,0.0046,-0.0046,0.00052,-0.00052,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/uncertainties_rqcd.yaml b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/uncertainties_rqcd.yaml new file mode 100644 index 0000000000..1ef708c096 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_D/uncertainties_rqcd.yaml @@ -0,0 +1,491 @@ +definitions: + stat: + description: statistical uncertainty + treatment: ADD + type: UNCORR + sys: + description: systematical uncertainty + treatment: MULT + type: CORR + norm: + description: normalization uncertainty + treatment: MULT + type: CORR +bins: +- stat: 0.00671 + sys: 0.00708 + norm: 1.14495 +- stat: 0.00644 + sys: 0.00766 + norm: 1.1508 +- stat: 0.00446 + sys: 0.00469 + norm: 1.08165 +- stat: 0.00475 + sys: 0.00488 + norm: 1.09965 +- stat: 0.00508 + sys: 0.00385 + norm: 0.99912 +- stat: 0.00601 + sys: 0.00371 + norm: 0.9473400000000001 +- stat: 0.00563 + sys: 0.0032 + norm: 0.83463 +- stat: 0.00506 + sys: 0.00443 + norm: 1.08165 +- stat: 0.0055 + sys: 0.00402 + norm: 1.03209 +- stat: 0.00608 + sys: 0.00357 + norm: 0.94374 +- stat: 0.00596 + sys: 0.00331 + norm: 0.8626499999999999 +- stat: 0.00632 + sys: 0.00291 + norm: 0.7768200000000001 +- stat: 0.00423 + sys: 0.00236 + norm: 0.54927 +- stat: 0.00403 + sys: 0.00236 + norm: 0.36231 +- stat: 0.00505 + sys: 0.00391 + norm: 1.01922 +- stat: 0.00548 + sys: 0.00338 + norm: 0.9077700000000001 +- stat: 0.00537 + sys: 0.00307 + norm: 0.8378399999999999 +- stat: 0.00544 + sys: 0.00319 + norm: 0.7453799999999999 +- stat: 0.00387 + sys: 0.00241 + norm: 0.56691 +- stat: 0.00364 + sys: 0.00218 + norm: 0.35592 +- stat: 0.00241 + sys: 0.00268 + norm: 0.17618999999999999 +- stat: 0.00724 + sys: 0.00656 + norm: 1.18551 +- stat: 0.00565 + sys: 0.00371 + norm: 1.0131899999999998 +- stat: 0.00617 + sys: 0.00346 + norm: 0.9258900000000001 +- stat: 0.00562 + sys: 0.00294 + norm: 0.8165100000000001 +- stat: 0.0057 + sys: 0.00263 + norm: 0.7191 +- stat: 0.00399 + sys: 0.00191 + norm: 0.53763 +- stat: 0.00388 + sys: 0.00204 + norm: 0.36363 +- stat: 0.00256 + sys: 0.0023 + norm: 0.17157 +- stat: 0.00152 + sys: 0.0032 + norm: 0.08427 +- stat: 0.0064 + sys: 0.00651 + norm: 1.1598899999999999 +- stat: 0.00476 + sys: 0.00333 + norm: 1.09275 +- stat: 0.00648 + sys: 0.00364 + norm: 1.0389300000000001 +- stat: 0.00675 + sys: 0.00352 + norm: 0.93846 +- stat: 0.00618 + sys: 0.00301 + norm: 0.8203799999999999 +- stat: 0.00626 + sys: 0.00282 + norm: 0.71499 +- stat: 0.00417 + sys: 0.00197 + norm: 0.52242 +- stat: 0.00402 + sys: 0.00194 + norm: 0.33891 +- stat: 0.00303 + sys: 0.00206 + norm: 0.18879 +- stat: 0.00176 + sys: 0.00284 + norm: 0.08616 +- stat: 0.00404 + sys: 0.00364 + norm: 1.11573 +- stat: 0.00438 + sys: 0.00282 + norm: 1.01436 +- stat: 0.00378 + sys: 0.00275 + norm: 0.90507 +- stat: 0.0056 + sys: 0.00305 + norm: 0.81426 +- stat: 0.00553 + sys: 0.00244 + norm: 0.70116 +- stat: 0.00394 + sys: 0.00204 + norm: 0.5571900000000001 +- stat: 0.00368 + sys: 0.00171 + norm: 0.35331 +- stat: 0.00264 + sys: 0.00177 + norm: 0.17781000000000002 +- stat: 0.00151 + sys: 0.00241 + norm: 0.08027999999999999 +- stat: 0.00433 + sys: 0.00303 + norm: 1.0924200000000002 +- stat: 0.00463 + sys: 0.00329 + norm: 1.03332 +- stat: 0.00411 + sys: 0.00236 + norm: 0.9052500000000001 +- stat: 0.00627 + sys: 0.00282 + norm: 0.8052000000000001 +- stat: 0.00438 + sys: 0.00137 + norm: 0.70713 +- stat: 0.00289 + sys: 0.00132 + norm: 0.53661 +- stat: 0.00246 + sys: 0.00111 + norm: 0.32907 +- stat: 0.0028 + sys: 0.00147 + norm: 0.16809000000000002 +- stat: 0.00183 + sys: 0.0022 + norm: 0.08592 +- stat: 0.00426 + sys: 0.00237 + norm: 0.99834 +- stat: 0.00468 + sys: 0.0022 + norm: 0.9229200000000001 +- stat: 0.00349 + sys: 0.0013 + norm: 0.8128500000000001 +- stat: 0.00307 + sys: 0.00135 + norm: 0.7199099999999999 +- stat: 0.00269 + sys: 0.00109 + norm: 0.53382 +- stat: 0.00232 + sys: 0.00104 + norm: 0.3282 +- stat: 0.00172 + sys: 0.00132 + norm: 0.17742 +- stat: 0.00159 + sys: 0.00156 + norm: 0.07119 +- stat: 0.00761 + sys: 0.00535 + norm: 1.13907 +- stat: 0.00431 + sys: 0.00232 + 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b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/data_rzero.yaml new file mode 100644 index 0000000000..f1dff10145 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/data_rzero.yaml @@ -0,0 +1,178 @@ +data_central: +- 0.38934 +- 0.38055 +- 0.37713 +- 0.38347 +- 0.3756 +- 0.36786 +- 0.37381 +- 0.38249 +- 0.37676 +- 0.36457 +- 0.34051 +- 0.3044 +- 0.38341 +- 0.37616 +- 0.36324 +- 0.33715 +- 0.29925 +- 0.24001 +- 0.1602 +- 0.09286 +- 0.38291 +- 0.36979 +- 0.36021 +- 0.33816 +- 0.30115 +- 0.23467 +- 0.15722 +- 0.08784 +- 0.04389 +- 0.37348 +- 0.35659 +- 0.33145 +- 0.30599 +- 0.23203 +- 0.15703 +- 0.08803 +- 0.04264 +- 0.39928 +- 0.37197 +- 0.35217 +- 0.32498 +- 0.3007 +- 0.236 +- 0.15292 +- 0.08272 +- 0.04143 +- 0.39989 +- 0.39548 +- 0.36233 +- 0.34539 +- 0.31955 +- 0.29166 +- 0.22495 +- 0.15489 +- 0.08548 +- 0.04204 +- 0.39338 +- 0.37841 +- 0.35224 +- 0.31675 +- 0.29549 +- 0.22775 +- 0.14786 +- 0.08376 +- 0.04048 +- 0.39402 +- 0.37991 +- 0.35437 +- 0.31853 +- 0.2826 +- 0.22637 +- 0.14649 +- 0.08632 +- 0.04015 +- 0.01357 +- 0.37499 +- 0.36004 +- 0.31816 +- 0.28722 +- 0.22518 +- 0.143 +- 0.08123 +- 0.03829 +- 0.01365 +- 0.39629 +- 0.36709 +- 0.34712 +- 0.32484 +- 0.28208 +- 0.22074 +- 0.14395 +- 0.08018 +- 0.03738 +- 0.01319 +- 0.39408 +- 0.37285 +- 0.34144 +- 0.31287 +- 0.27748 +- 0.21952 +- 0.14124 +- 0.07995 +- 0.03653 +- 0.0118 +- 0.37063 +- 0.34514 +- 0.31267 +- 0.27271 +- 0.21533 +- 0.13863 +- 0.07659 +- 0.03545 +- 0.01222 +- 0.35668 +- 0.33701 +- 0.30754 +- 0.2695 +- 0.21359 +- 0.13629 +- 0.07634 +- 0.03474 +- 0.01164 +- 0.37001 +- 0.34082 +- 0.31203 +- 0.27336 +- 0.21341 +- 0.13527 +- 0.07501 +- 0.03307 +- 0.01113 +- 0.33512 +- 0.31282 +- 0.26645 +- 0.20568 +- 0.13036 +- 0.07039 +- 0.03198 +- 0.01083 +- 0.30247 +- 0.26569 +- 0.20445 +- 0.12838 +- 0.07081 +- 0.03212 +- 0.0109 +- 0.30229 +- 0.2596 +- 0.20565 +- 0.12934 +- 0.07083 +- 0.03227 +- 0.00991 +- 0.25794 +- 0.20141 +- 0.12868 +- 0.06773 +- 0.03151 +- 0.00918 +- 0.25851 +- 0.20358 +- 0.1221 +- 0.066 +- 0.02861 +- 0.00819 +- 0.20044 +- 0.11797 +- 0.06734 +- 0.02878 +- 0.00909 +- 0.11841 +- 0.0599 +- 0.02724 +- 0.00832 +- 0.06091 +- 0.02965 +- 0.00798 diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/filter.py b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/filter.py new file mode 100644 index 0000000000..6e18c13028 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/filter.py @@ -0,0 +1,137 @@ +r""" +Implement BCDMS_NC_NOTFIXED_P_EM-F2-HEPDATA data form Hepdata reference. +We use tables with R=R(QCD) and R=0, for the averaged values on $\sqrt{s}$. +The legacy implementation of BCDMS_NC_NOTFIXED_P is given by the not averaged $\sqrt{s}$ for R=0, +so it has almost twice number of datapoints. +""" + +import pathlib + +import numpy as np +import pandas as pd +import yaml + +from nnpdf_data.filter_utils.utils import check_xq2_degenearcy + +HERE = pathlib.Path(__file__).parent +VARIANTS = {"rqcd": (13, 23), "rzero": (2, 12)} +M_P = 0.938 + +def read_tables(tables): + """Parse Tables.""" + dfs = pd.DataFrame() + for table_id in range(tables[0], tables[1] + 1): + file = HERE / "rawdata" / f"Table{table_id}.csv" + with open(file, "r", encoding="utf-8") as f: + lines = f.readlines() + df = pd.DataFrame( + [l.split(",") for l in lines[14:-1]], + columns=[ + "Q2", + "F2", + "stat+", + "stat-", + "sys+", + "sys-", + "norm+", + "norm-", + ], + ) + df["x"] = float(lines[12].split(",")[1]) + df["sqrts_min"] = float(lines[11].split(",")[1].split("-")[0]) + df["sqrts_max"] = float(lines[11].split(",")[1].split("-")[1]) + df["sqrts"] = (df["sqrts_min"] + df["sqrts_max"]) / 2 + if dfs.empty: + dfs = df + else: + dfs = pd.concat([dfs, df], ignore_index=True) + dfs["norm+"] = [float(x[:-1]) for x in dfs["norm+"]] + dfs["norm-"] = [float(x[:-2]) for x in dfs["norm-"]] + dfs = dfs.astype(float) + dfs["norm+"] *= abs(dfs.F2) + dfs["norm-"] *= abs(dfs.F2) + + check_xq2_degenearcy(dfs.Q2.values, dfs.x.values) + dfs["y"] = dfs.Q2 / (dfs.x * (dfs.sqrts ** 2 - M_P ** 2)) + dfs["y_min"] = dfs.Q2 / (dfs.x * (dfs.sqrts_max ** 2 - M_P ** 2)) + dfs["y_max"] = dfs.Q2 / (dfs.x * (dfs.sqrts_min ** 2 - M_P ** 2)) + return dfs.sort_values(["Q2", "x", "y"]) + + +def write_files(df, variant): + """Write kinematics, central value and uncertainties files.""" + + # Write central data + data_central_yaml = {"data_central": [float(x) for x in df["F2"]]} + with open(HERE / f"data_{variant}.yaml", "w", encoding="utf-8") as file: + yaml.dump(data_central_yaml, file) + + # Write kin file + kin = [] + for _, row in df.iterrows(): + kin_value = { + "Q2": { + "min": None, + "mid": float(row.Q2), + "max": None, + }, + "x": { + "min": None, + "mid": float(row.x), + "max": None, + }, + "y": { + "min": float(row.y_min), + "mid": float(row.y), + "max": float(row.y_max), + }, + } + kin.append(kin_value) + kinematics_yaml = {"bins": kin} + with open(HERE / "kinematics_EM-F2-HEPDATA.yaml", "w", encoding="utf-8") as file: + yaml.dump(kinematics_yaml, file, sort_keys=False) + + # loop on data points + error_definition = { + "stat": { + "description": "statistical uncertainty", + "treatment": "ADD", + "type": "UNCORR", + }, + "sys": { + "description": "systematical uncertainty", + "treatment": "MULT", + "type": "CORR", + }, + "norm": { + "description": "normalization uncertainty", + "treatment": "MULT", + "type": "CORR", + }, + } + error = [] + for _, row in df.iterrows(): + e = { + "stat": float(row["stat+"]), + "sys": float(row["sys+"]), + "norm": float(row["norm+"]), + } + error.append(e) + + uncertainties_yaml = {"definitions": error_definition, "bins": error} + with open(HERE / f"uncertainties_{variant}.yaml", "w", encoding="utf-8") as file: + yaml.dump(uncertainties_yaml, file, sort_keys=False) + + +if __name__ == "__main__": + dfs = [] + for tables in VARIANTS.values(): + dfs.append(read_tables(tables)) + + # check kinematic is the same for the 2 variants + np.testing.assert_allclose(dfs[0].x, dfs[1].x) + np.testing.assert_allclose(dfs[0].Q2, dfs[1].Q2) + np.testing.assert_allclose(dfs[0].sqrts, dfs[1].sqrts) + + for df, variant in zip(dfs, VARIANTS): + write_files(df, variant) diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/kinematics_EM-F2-HEPDATA.yaml b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/kinematics_EM-F2-HEPDATA.yaml new file mode 100644 index 0000000000..ddcb378a8c --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/kinematics_EM-F2-HEPDATA.yaml @@ -0,0 +1,2125 @@ +bins: +- Q2: + min: null + mid: 7.5 + max: null + x: + min: null + mid: 0.07 + max: null + y: + min: 0.20397595368277227 + mid: 0.31960295627582547 + max: 0.571106933141537 +- Q2: + min: null + mid: 7.5 + max: null + x: + min: null + mid: 0.1 + max: null + y: + min: 0.1427831675779406 + mid: 0.22372206939307784 + max: 0.39977485319907596 +- Q2: + min: null + mid: 8.75 + max: null + x: + min: null + mid: 0.07 + max: null + y: + min: 0.23797194596323432 + 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0.3209 max: null -- k1: +- x: min: null mid: 0.275 max: null - k2: + Q2: min: null mid: 37.5 max: null - k3: + y: min: null mid: 0.3703 max: null -- k1: +- x: min: null mid: 0.275 max: null - k2: + Q2: min: null mid: 43.0 max: null - k3: + y: min: null mid: 0.4246 max: null -- k1: +- x: min: null mid: 0.275 max: null - k2: + Q2: min: null mid: 49.5 max: null - k3: + y: min: null mid: 0.4888 max: null -- k1: +- x: min: null mid: 0.275 max: null - k2: + Q2: min: null mid: 57.0 max: null - k3: + y: min: null mid: 0.5628 max: null -- k1: +- x: min: null mid: 0.275 max: null - k2: + Q2: min: null mid: 65.5 max: null - k3: + y: min: null mid: 0.6468 max: null -- k1: +- x: min: null mid: 0.275 max: null - k2: + Q2: min: null mid: 75.0 max: null - k3: + y: min: null mid: 0.7406 max: null -- k1: +- x: min: null mid: 0.35 max: null - k2: + Q2: min: null mid: 32.5 max: null - k3: + y: min: null mid: 0.2522 max: null -- k1: +- x: min: null mid: 0.35 max: null - k2: + Q2: min: null mid: 37.5 max: 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k3: + y: min: null mid: 0.3464 max: null -- k1: +- x: min: null mid: 0.55 max: null - k2: + Q2: min: null mid: 115.5 max: null - k3: + y: min: null mid: 0.4041 max: null -- k1: +- x: min: null mid: 0.55 max: null - k2: + Q2: min: null mid: 137.5 max: null - k3: + y: min: null mid: 0.4811 max: null -- k1: +- x: min: null mid: 0.55 max: null - k2: + Q2: min: null mid: 175.0 max: null - k3: + y: min: null mid: 0.6123 max: null -- k1: +- x: min: null mid: 0.55 max: null - k2: + Q2: min: null mid: 230.0 max: null - k3: + y: min: null mid: 0.8047001 max: null -- k1: +- x: min: null mid: 0.65 max: null - k2: + Q2: min: null mid: 49.5 max: null - k3: + y: min: null mid: 0.1465 max: null -- k1: +- x: min: null mid: 0.65 max: null - k2: + Q2: min: null mid: 57.0 max: null - k3: + y: min: null mid: 0.1688 max: null -- k1: +- x: min: null mid: 0.65 max: null - k2: + Q2: min: null mid: 65.5 max: null - k3: + y: min: null mid: 0.1939 max: null -- k1: +- x: min: null mid: 0.65 max: null - k2: + Q2: min: null mid: 75.0 max: null - k3: + y: min: null mid: 0.222 max: null -- k1: +- x: min: null mid: 0.65 max: null - k2: + Q2: min: null mid: 86.0 max: null - k3: + y: min: null mid: 0.2546 max: null -- k1: +- x: min: null mid: 0.65 max: null - k2: + Q2: min: null mid: 99.0 max: null - k3: + y: min: null mid: 0.2931 max: null -- k1: +- x: min: null mid: 0.65 max: null - k2: + Q2: min: null mid: 115.5 max: null - k3: + y: min: null mid: 0.3419 max: null -- k1: +- x: min: null mid: 0.65 max: null - k2: + Q2: min: null mid: 137.5 max: null - k3: + y: min: null mid: 0.4071 max: null -- k1: +- x: min: null mid: 0.65 max: null - k2: + Q2: min: null mid: 175.0 max: null - k3: + y: min: null mid: 0.5181 max: null -- k1: +- x: min: null mid: 0.65 max: null - k2: + Q2: min: null mid: 230.0 max: null - k3: + y: min: null mid: 0.6809 max: null -- k1: +- x: min: null mid: 0.75 max: null - k2: + Q2: min: null mid: 57.0 max: null - k3: + y: min: null mid: 0.1463 max: null -- k1: +- x: min: null mid: 0.75 max: null - k2: + Q2: min: null mid: 65.5 max: null - k3: + y: min: null mid: 0.1681 max: null -- k1: +- x: min: null mid: 0.75 max: null - k2: + Q2: min: null mid: 75.0 max: null - k3: + y: min: null mid: 0.1924 max: null -- k1: +- x: min: null mid: 0.75 max: null - k2: + Q2: min: null mid: 86.0 max: null - k3: + y: min: null mid: 0.2207 max: null -- k1: +- x: min: null mid: 0.75 max: null - k2: + Q2: min: null mid: 99.0 max: null - k3: + y: min: null mid: 0.254 max: null -- k1: +- x: min: null mid: 0.75 max: null - k2: + Q2: min: null mid: 115.5 max: null - k3: + y: min: null mid: 0.2964 max: null -- k1: +- x: min: null mid: 0.75 max: null - k2: + Q2: min: null mid: 137.5 max: null - k3: + y: min: null mid: 0.3528 max: null -- k1: +- x: min: null mid: 0.75 max: null - k2: + Q2: min: null mid: 175.0 max: null - k3: + y: min: null mid: 0.449 max: null -- k1: +- x: min: null mid: 0.75 max: null - k2: + Q2: min: null mid: 230.0 max: null - k3: + y: min: null mid: 0.5901 max: null diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/metadata.yaml index 525390c5ed..7a75bce07f 100644 --- a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/metadata.yaml @@ -1,29 +1,29 @@ setname: BCDMS_NC_NOTFIXED_P -version: 2 -version_comment: Port of old commondata +version: 3 +version_comment: Hepdata implementation of F2(R(QCD)) and F2(R=0) proton, averaged on $\sqrt{s}$ and port of old commondata nnpdf_metadata: nnpdf31_process: DIS NC experiment: null arXiv: - url: https://arxiv.org/abs/ + url: https://cds.cern.ch/record/194232 journal: Phys. Lett. B223 (1989) 485 iNSPIRE: - url: '' + url: https://inspirehep.net/literature/276661 hepdata: - url: '' - version: -1 + url: https://www.hepdata.net/record/ins276661 + version: 1 implemented_observables: - observable_name: EM-F2 observable: description: Deep Inelastic Scattering label: BCDMS $p$ units: '' - process_type: DIS_F2P + process_type: DIS_NC tables: [] npoints: [] ndata: 351 plotting: - kinematics_override: dis_sqrt_scale + kinematics_override: identity theory_reference: Bertone:2013vaa dataset_label: BCDMS $p$ y_label: $10^{i}F_2(x,Q^2)$ @@ -31,31 +31,31 @@ implemented_observables: data_reference: bcdms1 y_scale: symlog line_by: - - k1 + - x normalize: y_scale: linear line_by: [] figure_by: - - k1 - - k3 - plot_x: k2 + - x + - y + plot_x: Q2 kinematic_coverage: - - k1 - - k2 - - k3 + - x + - Q2 + - y kinematics: variables: - k1: - description: Variable k1 - label: k1 + x: + description: Bjorken x + label: '$x$' units: '' - k2: - description: Variable k2 - label: k2 + Q2: + description: Momentum transfer + label: '$Q^2$' units: '' - k3: - description: Variable k3 - label: k3 + y: + description: Inelasticity + label: '$y$' units: '' file: kinematics_EM-F2.yaml theory: @@ -78,3 +78,64 @@ implemented_observables: experiment: DEUTERON data_central: data_legacy_EM-F2.yaml ported_from: BCDMSP +- observable_name: EM-F2-HEPDATA + observable: + description: Deep Inelastic Scattering F2 on proton target. + label: BCDMS $p$ + units: '' + process_type: DIS_NC + tables: [2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23] + npoints: [] + ndata: 177 + data_uncertainties: [] + data_central: data_rqcd.yaml + kinematic_coverage: + - x + - Q2 + - y + kinematics: + variables: + x: + description: Bjorken x + label: $x$ + units: '' + Q2: + description: Momentum transfer + label: '$Q^2$' + units: '$GeV^2$' + y: + description: Inelasticity + label: '$y$' + units: '' + file: kinematics_EM-F2-HEPDATA.yaml + plotting: + kinematics_override: identity + dataset_label: BCDMS $p$ + y_label: $F_2(x,Q^2)$ + result_transform: qbindis + y_scale: symlog + line_by: + - x + normalize: + y_scale: linear + line_by: [] + figure_by: + - x + - y + plot_x: Q2 + theory: + conversion_factor: 1.0 + operation: 'NULL' + FK_tables: + - - BCDMS_NC_P_EM_F2_HEPDATA + variants: + rzero: + data_uncertainties: + - uncertainties_rzero.yaml + data_central: data_rzero.yaml + experiment: BCDMS + rqcd: + data_uncertainties: + - uncertainties_rqcd.yaml + data_central: data_rqcd.yaml + experiment: BCDMS \ No newline at end of file diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table10.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table10.csv new file mode 100644 index 0000000000..9086e1593c --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table10.csv @@ -0,0 +1,36 @@ +#: table_doi: 10.17182/hepdata.12557.v1/t10 +#: name: Table 10 +#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE ZERO. + +#: data_file: Table10.yaml +#: keyword reactions: MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 13.729-22.938 +#: P [GEV],100. TO 280. +#: RE,MU+ P --> MU+ X +#: SQRT(S) [GeV],13.729-22.938 +#: X,0.55 +Q**2 [GEV**2],F2(R=0),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" +11.75,0.09286,0.00316,-0.00316,0.0039,-0.0039,3.0%,-3.0% +13.25,0.08784,0.00329,-0.00329,0.00317,-0.00317,3.0%,-3.0% +15.0,0.08803,0.0024,-0.0024,0.00307,-0.00307,3.0%,-3.0% +17.0,0.08272,0.00235,-0.00235,0.00256,-0.00256,3.0%,-3.0% +19.0,0.08548,0.0026,-0.0026,0.00225,-0.00225,3.0%,-3.0% +21.5,0.08376,0.00228,-0.00228,0.00197,-0.00197,3.0%,-3.0% +24.5,0.08632,0.00186,-0.00186,0.00171,-0.00171,3.0%,-3.0% +28.0,0.08123,0.0015,-0.0015,0.00151,-0.00151,3.0%,-3.0% +32.5,0.08018,0.00126,-0.00126,0.0018,-0.0018,3.0%,-3.0% +37.5,0.07995,0.00138,-0.00138,0.00152,-0.00152,3.0%,-3.0% +43.0,0.07659,0.00105,-0.00105,0.00151,-0.00151,3.0%,-3.0% +49.5,0.07634,0.00106,-0.00106,0.00133,-0.00133,3.0%,-3.0% +57.0,0.07501,0.00104,-0.00104,0.00116,-0.00116,3.0%,-3.0% +65.5,0.07039,0.00106,-0.00106,0.00094,-0.00094,3.0%,-3.0% +75.0,0.07081,0.00125,-0.00125,0.0009,-0.0009,3.0%,-3.0% +86.0,0.07083,0.0014,-0.0014,0.00087,-0.00087,3.0%,-3.0% +99.0,0.06773,0.00153,-0.00153,0.00074,-0.00074,3.0%,-3.0% +115.5,0.066,0.00151,-0.00151,0.00066,-0.00066,3.0%,-3.0% +137.5,0.06734,0.00168,-0.00168,0.00059,-0.00059,3.0%,-3.0% +175.0,0.0599,0.00273,-0.00273,0.00059,-0.00059,3.0%,-3.0% +230.0,0.06091,0.00366,-0.00366,0.0005,-0.0005,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table11.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table11.csv new file mode 100644 index 0000000000..a2b9055dbc --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table11.csv @@ -0,0 +1,35 @@ +#: table_doi: 10.17182/hepdata.12557.v1/t11 +#: name: Table 11 +#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE ZERO. + +#: data_file: Table11.yaml +#: keyword reactions: MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 13.729-22.938 +#: P [GEV],100. TO 280. +#: RE,MU+ P --> MU+ X +#: SQRT(S) [GeV],13.729-22.938 +#: X,0.65 +Q**2 [GEV**2],F2(R=0),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" +13.25,0.04389,0.00187,-0.00187,0.0048,-0.0048,3.0%,-3.0% +15.0,0.04264,0.00166,-0.00166,0.00404,-0.00404,3.0%,-3.0% +17.0,0.04143,0.0014,-0.0014,0.00369,-0.00369,3.0%,-3.0% +19.0,0.04204,0.00152,-0.00152,0.00324,-0.00324,3.0%,-3.0% +21.5,0.04048,0.00138,-0.00138,0.00274,-0.00274,3.0%,-3.0% +24.5,0.04015,0.00107,-0.00107,0.00206,-0.00206,3.0%,-3.0% +28.0,0.03829,0.00107,-0.00107,0.00175,-0.00175,3.0%,-3.0% +32.5,0.03738,0.00077,-0.00077,0.00206,-0.00206,3.0%,-3.0% +37.5,0.03653,0.00087,-0.00087,0.00185,-0.00185,3.0%,-3.0% +43.0,0.03545,0.00066,-0.00066,0.00182,-0.00182,3.0%,-3.0% +49.5,0.03474,0.00066,-0.00066,0.00159,-0.00159,3.0%,-3.0% +57.0,0.03307,0.00064,-0.00064,0.00133,-0.00133,3.0%,-3.0% +65.5,0.03198,0.00068,-0.00068,0.00107,-0.00107,3.0%,-3.0% +75.0,0.03212,0.00075,-0.00075,0.00092,-0.00092,3.0%,-3.0% +86.0,0.03227,0.00092,-0.00092,0.00087,-0.00087,3.0%,-3.0% +99.0,0.03151,0.00097,-0.00097,0.00076,-0.00076,3.0%,-3.0% +115.5,0.02861,0.001,-0.001,0.00061,-0.00061,3.0%,-3.0% +137.5,0.02878,0.00112,-0.00112,0.00048,-0.00048,3.0%,-3.0% +175.0,0.02724,0.00189,-0.00189,0.00052,-0.00052,3.0%,-3.0% +230.0,0.02965,0.00248,-0.00248,0.00047,-0.00047,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table12.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table12.csv new file mode 100644 index 0000000000..866571b8ce --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table12.csv @@ -0,0 +1,30 @@ +#: table_doi: 10.17182/hepdata.12557.v1/t12 +#: name: Table 12 +#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE ZERO. + +#: data_file: Table12.yaml +#: keyword reactions: MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 13.729-22.938 +#: P [GEV],100. TO 280. +#: RE,MU+ P --> MU+ X +#: SQRT(S) [GeV],13.729-22.938 +#: X,0.75 +Q**2 [GEV**2],F2(R=0),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" +24.5,0.01357,0.00064,-0.00064,0.00166,-0.00166,3.0%,-3.0% +28.0,0.01365,0.00068,-0.00068,0.00156,-0.00156,3.0%,-3.0% +32.5,0.01319,0.00049,-0.00049,0.0013,-0.0013,3.0%,-3.0% +37.5,0.0118,0.00056,-0.00056,0.001,-0.001,3.0%,-3.0% +43.0,0.01222,0.00034,-0.00034,0.00149,-0.00149,3.0%,-3.0% +49.5,0.01164,0.00036,-0.00036,0.00126,-0.00126,3.0%,-3.0% +57.0,0.01113,0.00035,-0.00035,0.00125,-0.00125,3.0%,-3.0% +65.5,0.01083,0.00039,-0.00039,0.00104,-0.00104,3.0%,-3.0% +75.0,0.0109,0.00042,-0.00042,0.00094,-0.00094,3.0%,-3.0% +86.0,0.00991,0.00046,-0.00046,0.00083,-0.00083,3.0%,-3.0% +99.0,0.00918,0.00048,-0.00048,0.00064,-0.00064,3.0%,-3.0% +115.5,0.00819,0.00051,-0.00051,0.00054,-0.00054,3.0%,-3.0% +137.5,0.00909,0.00057,-0.00057,0.00048,-0.00048,3.0%,-3.0% +175.0,0.00832,0.00098,-0.00098,0.00043,-0.00043,3.0%,-3.0% +230.0,0.00798,0.0013,-0.0013,0.00028,-0.00028,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table13.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table13.csv new file mode 100644 index 0000000000..f623bc7f30 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table13.csv @@ -0,0 +1,20 @@ +#: table_doi: 10.17182/hepdata.12557.v1/t13 +#: name: Table 13 +#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). + +#: data_file: Table13.yaml +#: keyword reactions: MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 13.729-22.938 +#: P [GEV],100. TO 280. +#: RE,MU+ P --> MU+ X +#: SQRT(S) [GeV],13.729-22.938 +#: X,0.07 +Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" +7.5,0.40205,0.0062,-0.0062,0.00736,-0.00736,3.0%,-3.0% +8.75,0.39179,0.00404,-0.00404,0.0079,-0.0079,3.0%,-3.0% +10.25,0.38982,0.00622,-0.00622,0.00779,-0.00779,3.0%,-3.0% +17.0,0.41459,0.00541,-0.00541,0.00689,-0.00689,3.0%,-3.0% +19.0,0.41972,0.00553,-0.00553,0.00701,-0.00701,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table14.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table14.csv new file mode 100644 index 0000000000..df1f87f89e --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table14.csv @@ -0,0 +1,25 @@ +#: table_doi: 10.17182/hepdata.12557.v1/t14 +#: name: Table 14 +#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). + +#: data_file: Table14.yaml +#: keyword reactions: MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 13.729-22.938 +#: P [GEV],100. TO 280. +#: RE,MU+ P --> MU+ X +#: SQRT(S) [GeV],13.729-22.938 +#: X,0.1 +Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" +7.5,0.38468,0.00429,-0.00429,0.00485,-0.00485,3.0%,-3.0% +8.75,0.38926,0.00356,-0.00356,0.00532,-0.00532,3.0%,-3.0% +10.25,0.38958,0.00289,-0.00289,0.00514,-0.00514,3.0%,-3.0% +11.75,0.39066,0.00485,-0.00485,0.00516,-0.00516,3.0%,-3.0% +13.25,0.39239,0.00529,-0.00529,0.00482,-0.00482,3.0%,-3.0% +19.0,0.4018,0.00414,-0.00414,0.0035,-0.0035,3.0%,-3.0% +21.5,0.40171,0.00324,-0.00324,0.00393,-0.00393,3.0%,-3.0% +24.5,0.40528,0.00349,-0.00349,0.00336,-0.00336,3.0%,-3.0% +32.5,0.40558,0.00572,-0.00572,0.00452,-0.00452,3.0%,-3.0% +37.5,0.40695,0.00651,-0.00651,0.00341,-0.00341,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table15.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table15.csv new file mode 100644 index 0000000000..cdbfa8617d --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table15.csv @@ -0,0 +1,30 @@ +#: table_doi: 10.17182/hepdata.12557.v1/t15 +#: name: Table 15 +#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). + +#: data_file: Table15.yaml +#: keyword reactions: MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 13.729-22.938 +#: P [GEV],100. TO 280. +#: RE,MU+ P --> MU+ X +#: SQRT(S) [GeV],13.729-22.938 +#: X,0.14 +Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" +8.75,0.37768,0.00392,-0.00392,0.0043,-0.0043,3.0%,-3.0% +10.25,0.37965,0.00399,-0.00399,0.0045,-0.0045,3.0%,-3.0% +11.75,0.37955,0.00347,-0.00347,0.00445,-0.00445,3.0%,-3.0% +13.25,0.37406,0.00369,-0.00369,0.00416,-0.00416,3.0%,-3.0% +15.0,0.37906,0.00371,-0.00371,0.00435,-0.00435,3.0%,-3.0% +17.0,0.37759,0.00636,-0.00636,0.00404,-0.00404,3.0%,-3.0% +19.0,0.36935,0.00697,-0.00697,0.00388,-0.00388,3.0%,-3.0% +21.5,0.38121,0.00364,-0.00364,0.00319,-0.00319,3.0%,-3.0% +24.5,0.38366,0.00382,-0.00382,0.00359,-0.00359,3.0%,-3.0% +28.0,0.37999,0.00367,-0.00367,0.00253,-0.00253,3.0%,-3.0% +32.5,0.37396,0.00363,-0.00363,0.00267,-0.00267,3.0%,-3.0% +37.5,0.37701,0.00661,-0.00661,0.00293,-0.00293,3.0%,-3.0% +43.0,0.37628,0.00655,-0.00655,0.00268,-0.00268,3.0%,-3.0% +49.5,0.3642,0.00675,-0.00675,0.00258,-0.00258,3.0%,-3.0% +57.0,0.38075,0.00825,-0.00825,0.00255,-0.00255,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table16.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table16.csv new file mode 100644 index 0000000000..6cb708a164 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table16.csv @@ -0,0 +1,31 @@ +#: table_doi: 10.17182/hepdata.12557.v1/t16 +#: name: Table 16 +#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). + +#: data_file: Table16.yaml +#: keyword reactions: MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 13.729-22.938 +#: P [GEV],100. TO 280. +#: RE,MU+ P --> MU+ X +#: SQRT(S) [GeV],13.729-22.938 +#: X,0.18 +Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" +8.75,0.36886,0.0049,-0.0049,0.00475,-0.00475,3.0%,-3.0% +10.25,0.36592,0.00476,-0.00476,0.0041,-0.0041,3.0%,-3.0% +11.75,0.36481,0.00406,-0.00406,0.00414,-0.00414,3.0%,-3.0% +13.25,0.36218,0.00424,-0.00424,0.00414,-0.00414,3.0%,-3.0% +15.0,0.35909,0.00408,-0.00408,0.00397,-0.00397,3.0%,-3.0% +17.0,0.3554,0.00445,-0.00445,0.00374,-0.00374,3.0%,-3.0% +19.0,0.34847,0.00752,-0.00752,0.00379,-0.00379,3.0%,-3.0% +21.5,0.35422,0.00361,-0.00361,0.00312,-0.00312,3.0%,-3.0% +24.5,0.35693,0.00384,-0.00384,0.00272,-0.00272,3.0%,-3.0% +28.0,0.36224,0.00416,-0.00416,0.00248,-0.00248,3.0%,-3.0% +32.5,0.35007,0.0029,-0.0029,0.00208,-0.00208,3.0%,-3.0% +37.5,0.34507,0.0028,-0.0028,0.00159,-0.00159,3.0%,-3.0% +43.0,0.35017,0.0028,-0.0028,0.00139,-0.00139,3.0%,-3.0% +49.5,0.3402,0.00713,-0.00713,0.00213,-0.00213,3.0%,-3.0% +57.0,0.34527,0.00481,-0.00481,0.00142,-0.00142,3.0%,-3.0% +65.5,0.34112,0.00513,-0.00513,0.0014,-0.0014,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table17.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table17.csv new file mode 100644 index 0000000000..2afa2c4500 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table17.csv @@ -0,0 +1,32 @@ +#: table_doi: 10.17182/hepdata.12557.v1/t17 +#: name: Table 17 +#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). + +#: data_file: Table17.yaml +#: keyword reactions: MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 13.729-22.938 +#: P [GEV],100. TO 280. +#: RE,MU+ P --> MU+ X +#: SQRT(S) [GeV],13.729-22.938 +#: X,0.225 +Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" +10.25,0.3412,0.00482,-0.00482,0.00397,-0.00397,3.0%,-3.0% +11.75,0.33792,0.004,-0.004,0.00383,-0.00383,3.0%,-3.0% +13.25,0.33915,0.00419,-0.00419,0.00376,-0.00376,3.0%,-3.0% +15.0,0.33268,0.00389,-0.00389,0.00364,-0.00364,3.0%,-3.0% +17.0,0.32655,0.00416,-0.00416,0.0035,-0.0035,3.0%,-3.0% +19.0,0.32145,0.0045,-0.0045,0.00352,-0.00352,3.0%,-3.0% +21.5,0.31921,0.00423,-0.00423,0.00348,-0.00348,3.0%,-3.0% +24.5,0.32188,0.00425,-0.00425,0.00151,-0.00151,3.0%,-3.0% +28.0,0.32079,0.00277,-0.00277,0.00144,-0.00144,3.0%,-3.0% +32.5,0.32719,0.00311,-0.00311,0.00168,-0.00168,3.0%,-3.0% +37.5,0.31454,0.00256,-0.00256,0.00139,-0.00139,3.0%,-3.0% +43.0,0.31493,0.00249,-0.00249,0.00158,-0.00158,3.0%,-3.0% +49.5,0.31062,0.00248,-0.00248,0.00184,-0.00184,3.0%,-3.0% +57.0,0.31558,0.00282,-0.00282,0.00106,-0.00106,3.0%,-3.0% +65.5,0.31557,0.00474,-0.00474,0.0013,-0.0013,3.0%,-3.0% +75.0,0.30609,0.00505,-0.00505,0.00111,-0.00111,3.0%,-3.0% +86.0,0.30722,0.00542,-0.00542,0.0012,-0.0012,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table18.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table18.csv new file mode 100644 index 0000000000..ab566e3f37 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table18.csv @@ -0,0 +1,34 @@ +#: table_doi: 10.17182/hepdata.12557.v1/t18 +#: name: Table 18 +#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). + +#: data_file: Table18.yaml +#: keyword reactions: MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 13.729-22.938 +#: P [GEV],100. TO 280. +#: RE,MU+ P --> MU+ X +#: SQRT(S) [GeV],13.729-22.938 +#: X,0.275 +Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" +10.25,0.30476,0.00537,-0.00537,0.00518,-0.00518,3.0%,-3.0% +11.75,0.29971,0.00546,-0.00546,0.00374,-0.00374,3.0%,-3.0% +13.25,0.30167,0.00464,-0.00464,0.00329,-0.00329,3.0%,-3.0% +15.0,0.30664,0.00428,-0.00428,0.00326,-0.00326,3.0%,-3.0% +17.0,0.30151,0.00446,-0.00446,0.00317,-0.00317,3.0%,-3.0% +19.0,0.29265,0.00467,-0.00467,0.00307,-0.00307,3.0%,-3.0% +21.5,0.29675,0.00433,-0.00433,0.0031,-0.0031,3.0%,-3.0% +24.5,0.28413,0.00349,-0.00349,0.00111,-0.00111,3.0%,-3.0% +28.0,0.28862,0.00264,-0.00264,0.00139,-0.00139,3.0%,-3.0% +32.5,0.28393,0.0025,-0.0025,0.00113,-0.00113,3.0%,-3.0% +37.5,0.27916,0.00228,-0.00228,0.00102,-0.00102,3.0%,-3.0% +43.0,0.27419,0.00234,-0.00234,0.00099,-0.00099,3.0%,-3.0% +49.5,0.27093,0.00253,-0.00253,0.00132,-0.00132,3.0%,-3.0% +57.0,0.27517,0.00248,-0.00248,0.00104,-0.00104,3.0%,-3.0% +65.5,0.26869,0.00289,-0.00289,0.00128,-0.00128,3.0%,-3.0% +75.0,0.26879,0.00313,-0.00313,0.00175,-0.00175,3.0%,-3.0% +86.0,0.26182,0.00512,-0.00512,0.00078,-0.00078,3.0%,-3.0% +99.0,0.26097,0.00637,-0.00637,0.00078,-0.00078,3.0%,-3.0% +115.5,0.26278,0.00704,-0.00704,0.0008,-0.0008,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table19.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table19.csv new file mode 100644 index 0000000000..8ce51e65e4 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table19.csv @@ -0,0 +1,34 @@ +#: table_doi: 10.17182/hepdata.12557.v1/t19 +#: name: Table 19 +#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). + +#: data_file: Table19.yaml +#: keyword reactions: MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 13.729-22.938 +#: P [GEV],100. TO 280. +#: RE,MU+ P --> MU+ X +#: SQRT(S) [GeV],13.729-22.938 +#: X,0.35 +Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" +11.75,0.24021,0.00427,-0.00427,0.00381,-0.00381,3.0%,-3.0% +13.25,0.23489,0.00353,-0.00353,0.00262,-0.00262,3.0%,-3.0% +15.0,0.23229,0.00314,-0.00314,0.00249,-0.00249,3.0%,-3.0% +17.0,0.23633,0.00326,-0.00326,0.00255,-0.00255,3.0%,-3.0% +19.0,0.22533,0.00332,-0.00332,0.00236,-0.00236,3.0%,-3.0% +21.5,0.22823,0.00299,-0.00299,0.00244,-0.00244,3.0%,-3.0% +24.5,0.22699,0.00221,-0.00221,0.00111,-0.00111,3.0%,-3.0% +28.0,0.22596,0.00243,-0.00243,0.0008,-0.0008,3.0%,-3.0% +32.5,0.22147,0.00175,-0.00175,0.0009,-0.0009,3.0%,-3.0% +37.5,0.22029,0.00165,-0.00165,0.00078,-0.00078,3.0%,-3.0% +43.0,0.21619,0.00154,-0.00154,0.00087,-0.00087,3.0%,-3.0% +49.5,0.21435,0.00167,-0.00167,0.00085,-0.00085,3.0%,-3.0% +57.0,0.21428,0.00164,-0.00164,0.00088,-0.00088,3.0%,-3.0% +65.5,0.20654,0.00178,-0.00178,0.00083,-0.00083,3.0%,-3.0% +75.0,0.20555,0.00211,-0.00211,0.00061,-0.00061,3.0%,-3.0% +86.0,0.20711,0.00219,-0.00219,0.00071,-0.00071,3.0%,-3.0% +99.0,0.20334,0.00235,-0.00235,0.00061,-0.00061,3.0%,-3.0% +115.5,0.20511,0.00444,-0.00444,0.00071,-0.00071,3.0%,-3.0% +137.5,0.20266,0.00477,-0.00477,0.00071,-0.00071,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table2.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table2.csv new file mode 100644 index 0000000000..84a1964fd5 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table2.csv @@ -0,0 +1,20 @@ +#: table_doi: 10.17182/hepdata.12557.v1/t2 +#: name: Table 2 +#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE ZERO. + +#: data_file: Table2.yaml +#: keyword reactions: MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 13.729-22.938 +#: P [GEV],100. TO 280. +#: RE,MU+ P --> MU+ X +#: SQRT(S) [GeV],13.729-22.938 +#: X,0.07 +Q**2 [GEV**2],F2(R=0),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" +7.5,0.38934,0.006,-0.006,0.00714,-0.00714,3.0%,-3.0% +8.75,0.37713,0.00388,-0.00388,0.00762,-0.00762,3.0%,-3.0% +10.25,0.37381,0.00596,-0.00596,0.00747,-0.00747,3.0%,-3.0% +17.0,0.39928,0.00521,-0.00521,0.00663,-0.00663,3.0%,-3.0% +19.0,0.39989,0.00527,-0.00527,0.00669,-0.00669,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table20.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table20.csv new file mode 100644 index 0000000000..155459a790 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table20.csv @@ -0,0 +1,35 @@ +#: table_doi: 10.17182/hepdata.12557.v1/t20 +#: name: Table 20 +#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). + +#: data_file: Table20.yaml +#: keyword reactions: MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 13.729-22.938 +#: P [GEV],100. TO 280. +#: RE,MU+ P --> MU+ X +#: SQRT(S) [GeV],13.729-22.938 +#: X,0.45 +Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" +11.75,0.16027,0.00409,-0.00409,0.0026,-0.0026,3.0%,-3.0% +13.25,0.15729,0.00348,-0.00348,0.00251,-0.00251,3.0%,-3.0% +15.0,0.15712,0.00311,-0.00311,0.00248,-0.00248,3.0%,-3.0% +17.0,0.15303,0.00321,-0.00321,0.00218,-0.00218,3.0%,-3.0% +19.0,0.15502,0.00339,-0.00339,0.00222,-0.00222,3.0%,-3.0% +21.5,0.14802,0.00289,-0.00289,0.00196,-0.00196,3.0%,-3.0% +24.5,0.14668,0.002,-0.002,0.00125,-0.00125,3.0%,-3.0% +28.0,0.14324,0.00218,-0.00218,0.00097,-0.00097,3.0%,-3.0% +32.5,0.14418,0.00161,-0.00161,0.00116,-0.00116,3.0%,-3.0% +37.5,0.14153,0.00173,-0.00173,0.00104,-0.00104,3.0%,-3.0% +43.0,0.13889,0.00138,-0.00138,0.00106,-0.00106,3.0%,-3.0% +49.5,0.13664,0.00137,-0.00137,0.00094,-0.00094,3.0%,-3.0% +57.0,0.13566,0.00135,-0.00135,0.00092,-0.00092,3.0%,-3.0% +65.5,0.13069,0.00148,-0.00148,0.00087,-0.00087,3.0%,-3.0% +75.0,0.12882,0.00173,-0.00173,0.00071,-0.00071,3.0%,-3.0% +86.0,0.12975,0.00189,-0.00189,0.00074,-0.00074,3.0%,-3.0% +99.0,0.12922,0.00198,-0.00198,0.00071,-0.00071,3.0%,-3.0% +115.5,0.12283,0.00195,-0.00195,0.00057,-0.00057,3.0%,-3.0% +137.5,0.11853,0.0039,-0.0039,0.00062,-0.00062,3.0%,-3.0% +175.0,0.11937,0.00368,-0.00368,0.00059,-0.00059,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table21.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table21.csv new file mode 100644 index 0000000000..40855d25ca --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table21.csv @@ -0,0 +1,36 @@ +#: table_doi: 10.17182/hepdata.12557.v1/t21 +#: name: Table 21 +#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). + +#: data_file: Table21.yaml +#: keyword reactions: MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 13.729-22.938 +#: P [GEV],100. TO 280. +#: RE,MU+ P --> MU+ X +#: SQRT(S) [GeV],13.729-22.938 +#: X,0.55 +Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" +11.75,0.09289,0.00316,-0.00316,0.0039,-0.0039,3.0%,-3.0% +13.25,0.08787,0.00329,-0.00329,0.00317,-0.00317,3.0%,-3.0% +15.0,0.08806,0.0024,-0.0024,0.00307,-0.00307,3.0%,-3.0% +17.0,0.08275,0.00235,-0.00235,0.00256,-0.00256,3.0%,-3.0% +19.0,0.08553,0.00261,-0.00261,0.00225,-0.00225,3.0%,-3.0% +21.5,0.08382,0.00228,-0.00228,0.00197,-0.00197,3.0%,-3.0% +24.5,0.08638,0.00186,-0.00186,0.00171,-0.00171,3.0%,-3.0% +28.0,0.0813,0.0015,-0.0015,0.00151,-0.00151,3.0%,-3.0% +32.5,0.08024,0.00126,-0.00126,0.0018,-0.0018,3.0%,-3.0% +37.5,0.08003,0.00139,-0.00139,0.00152,-0.00152,3.0%,-3.0% +43.0,0.07666,0.00105,-0.00105,0.00151,-0.00151,3.0%,-3.0% +49.5,0.07644,0.00106,-0.00106,0.00133,-0.00133,3.0%,-3.0% +57.0,0.07512,0.00104,-0.00104,0.00116,-0.00116,3.0%,-3.0% +65.5,0.07053,0.00106,-0.00106,0.00094,-0.00094,3.0%,-3.0% +75.0,0.07093,0.00125,-0.00125,0.0009,-0.0009,3.0%,-3.0% +86.0,0.07099,0.00141,-0.00141,0.00087,-0.00087,3.0%,-3.0% +99.0,0.06788,0.00153,-0.00153,0.00076,-0.00076,3.0%,-3.0% +115.5,0.06619,0.00152,-0.00152,0.00066,-0.00066,3.0%,-3.0% +137.5,0.06763,0.00168,-0.00168,0.00059,-0.00059,3.0%,-3.0% +175.0,0.06013,0.00274,-0.00274,0.00059,-0.00059,3.0%,-3.0% +230.0,0.06133,0.00369,-0.00369,0.0005,-0.0005,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table22.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table22.csv new file mode 100644 index 0000000000..1f212dd7b6 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table22.csv @@ -0,0 +1,35 @@ +#: table_doi: 10.17182/hepdata.12557.v1/t22 +#: name: Table 22 +#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). + +#: data_file: Table22.yaml +#: keyword reactions: MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 13.729-22.938 +#: P [GEV],100. TO 280. +#: RE,MU+ P --> MU+ X +#: SQRT(S) [GeV],13.729-22.938 +#: X,0.65 +Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" +13.25,0.0439,0.00187,-0.00187,0.0048,-0.0048,3.0%,-3.0% +15.0,0.04265,0.00166,-0.00166,0.00404,-0.00404,3.0%,-3.0% +17.0,0.04144,0.0014,-0.0014,0.00369,-0.00369,3.0%,-3.0% +19.0,0.04205,0.00152,-0.00152,0.00324,-0.00324,3.0%,-3.0% +21.5,0.0405,0.00138,-0.00138,0.00274,-0.00274,3.0%,-3.0% +24.5,0.04017,0.00107,-0.00107,0.00206,-0.00206,3.0%,-3.0% +28.0,0.03831,0.00107,-0.00107,0.00175,-0.00175,3.0%,-3.0% +32.5,0.0374,0.00077,-0.00077,0.00208,-0.00208,3.0%,-3.0% +37.5,0.03656,0.00087,-0.00087,0.00185,-0.00185,3.0%,-3.0% +43.0,0.03547,0.00066,-0.00066,0.00182,-0.00182,3.0%,-3.0% +49.5,0.03476,0.00066,-0.00066,0.00159,-0.00159,3.0%,-3.0% +57.0,0.0331,0.00064,-0.00064,0.00133,-0.00133,3.0%,-3.0% +65.5,0.03201,0.00068,-0.00068,0.00109,-0.00109,3.0%,-3.0% +75.0,0.03215,0.00075,-0.00075,0.00092,-0.00092,3.0%,-3.0% +86.0,0.03231,0.00092,-0.00092,0.00087,-0.00087,3.0%,-3.0% +99.0,0.03155,0.00097,-0.00097,0.00076,-0.00076,3.0%,-3.0% +115.5,0.02865,0.001,-0.001,0.00061,-0.00061,3.0%,-3.0% +137.5,0.02884,0.00112,-0.00112,0.00048,-0.00048,3.0%,-3.0% +175.0,0.02729,0.00189,-0.00189,0.00052,-0.00052,3.0%,-3.0% +230.0,0.02975,0.00249,-0.00249,0.00047,-0.00047,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table23.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table23.csv new file mode 100644 index 0000000000..6a3df40755 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table23.csv @@ -0,0 +1,30 @@ +#: table_doi: 10.17182/hepdata.12557.v1/t23 +#: name: Table 23 +#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE R(QCD). + +#: data_file: Table23.yaml +#: keyword reactions: MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 13.729-22.938 +#: P [GEV],100. TO 280. +#: RE,MU+ P --> MU+ X +#: SQRT(S) [GeV],13.729-22.938 +#: X,0.75 +Q**2 [GEV**2],F2(R=R(QCD)),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" +24.5,0.01357,0.00064,-0.00064,0.00166,-0.00166,3.0%,-3.0% +28.0,0.01366,0.00068,-0.00068,0.00156,-0.00156,3.0%,-3.0% +32.5,0.0132,0.00049,-0.00049,0.0013,-0.0013,3.0%,-3.0% +37.5,0.0118,0.00056,-0.00056,0.001,-0.001,3.0%,-3.0% +43.0,0.01223,0.00034,-0.00034,0.00149,-0.00149,3.0%,-3.0% +49.5,0.01165,0.00036,-0.00036,0.00126,-0.00126,3.0%,-3.0% +57.0,0.01113,0.00035,-0.00035,0.00125,-0.00125,3.0%,-3.0% +65.5,0.01083,0.00039,-0.00039,0.00104,-0.00104,3.0%,-3.0% +75.0,0.0109,0.00043,-0.00043,0.00094,-0.00094,3.0%,-3.0% +86.0,0.00992,0.00046,-0.00046,0.00083,-0.00083,3.0%,-3.0% +99.0,0.00919,0.00048,-0.00048,0.00064,-0.00064,3.0%,-3.0% +115.5,0.0082,0.00051,-0.00051,0.00054,-0.00054,3.0%,-3.0% +137.5,0.0091,0.00057,-0.00057,0.00048,-0.00048,3.0%,-3.0% +175.0,0.00833,0.00098,-0.00098,0.00043,-0.00043,3.0%,-3.0% +230.0,0.00799,0.0013,-0.0013,0.00028,-0.00028,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table3.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table3.csv new file mode 100644 index 0000000000..6e4e27f3c5 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table3.csv @@ -0,0 +1,25 @@ +#: table_doi: 10.17182/hepdata.12557.v1/t3 +#: name: Table 3 +#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE ZERO. + +#: data_file: Table3.yaml +#: keyword reactions: MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 13.729-22.938 +#: P [GEV],100. TO 280. +#: RE,MU+ P --> MU+ X +#: SQRT(S) [GeV],13.729-22.938 +#: X,0.1 +Q**2 [GEV**2],F2(R=0),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" +7.5,0.38055,0.00424,-0.00424,0.0048,-0.0048,3.0%,-3.0% +8.75,0.38347,0.00351,-0.00351,0.00525,-0.00525,3.0%,-3.0% +10.25,0.38249,0.00284,-0.00284,0.00506,-0.00506,3.0%,-3.0% +11.75,0.38341,0.00476,-0.00476,0.00506,-0.00506,3.0%,-3.0% +13.25,0.38291,0.00516,-0.00516,0.00471,-0.00471,3.0%,-3.0% +19.0,0.39548,0.00407,-0.00407,0.00345,-0.00345,3.0%,-3.0% +21.5,0.39338,0.00317,-0.00317,0.00386,-0.00386,3.0%,-3.0% +24.5,0.39402,0.00339,-0.00339,0.00327,-0.00327,3.0%,-3.0% +32.5,0.39629,0.00559,-0.00559,0.00442,-0.00442,3.0%,-3.0% +37.5,0.39408,0.0063,-0.0063,0.00329,-0.00329,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table4.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table4.csv new file mode 100644 index 0000000000..5cd19e0448 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table4.csv @@ -0,0 +1,30 @@ +#: table_doi: 10.17182/hepdata.12557.v1/t4 +#: name: Table 4 +#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE ZERO. + +#: data_file: Table4.yaml +#: keyword reactions: MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 13.729-22.938 +#: P [GEV],100. TO 280. +#: RE,MU+ P --> MU+ X +#: SQRT(S) [GeV],13.729-22.938 +#: X,0.14 +Q**2 [GEV**2],F2(R=0),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" +8.75,0.3756,0.0039,-0.0039,0.00426,-0.00426,3.0%,-3.0% +10.25,0.37676,0.00396,-0.00396,0.00447,-0.00447,3.0%,-3.0% +11.75,0.37616,0.00343,-0.00343,0.00442,-0.00442,3.0%,-3.0% +13.25,0.36979,0.00365,-0.00365,0.0041,-0.0041,3.0%,-3.0% +15.0,0.37348,0.00366,-0.00366,0.0043,-0.0043,3.0%,-3.0% +17.0,0.37197,0.00627,-0.00627,0.00397,-0.00397,3.0%,-3.0% +19.0,0.36233,0.00684,-0.00684,0.00379,-0.00379,3.0%,-3.0% +21.5,0.37841,0.00361,-0.00361,0.00317,-0.00317,3.0%,-3.0% +24.5,0.37991,0.00378,-0.00378,0.00355,-0.00355,3.0%,-3.0% +28.0,0.37499,0.00362,-0.00362,0.00249,-0.00249,3.0%,-3.0% +32.5,0.36709,0.00356,-0.00356,0.00262,-0.00262,3.0%,-3.0% +37.5,0.37285,0.00654,-0.00654,0.00289,-0.00289,3.0%,-3.0% +43.0,0.37063,0.00645,-0.00645,0.00265,-0.00265,3.0%,-3.0% +49.5,0.35668,0.00661,-0.00661,0.00253,-0.00253,3.0%,-3.0% +57.0,0.37001,0.00802,-0.00802,0.00248,-0.00248,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table5.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table5.csv new file mode 100644 index 0000000000..99294d3a85 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table5.csv @@ -0,0 +1,31 @@ +#: table_doi: 10.17182/hepdata.12557.v1/t5 +#: name: Table 5 +#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE ZERO. + +#: data_file: Table5.yaml +#: keyword reactions: MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 13.729-22.938 +#: P [GEV],100. TO 280. +#: RE,MU+ P --> MU+ X +#: SQRT(S) [GeV],13.729-22.938 +#: X,0.18 +Q**2 [GEV**2],F2(R=0),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" +8.75,0.36786,0.00489,-0.00489,0.00475,-0.00475,3.0%,-3.0% +10.25,0.36457,0.00474,-0.00474,0.00409,-0.00409,3.0%,-3.0% +11.75,0.36324,0.00405,-0.00405,0.00412,-0.00412,3.0%,-3.0% +13.25,0.36021,0.00422,-0.00422,0.00412,-0.00412,3.0%,-3.0% +15.0,0.35659,0.00405,-0.00405,0.00395,-0.00395,3.0%,-3.0% +17.0,0.35217,0.00441,-0.00441,0.00371,-0.00371,3.0%,-3.0% +19.0,0.34539,0.00745,-0.00745,0.00378,-0.00378,3.0%,-3.0% +21.5,0.35224,0.00359,-0.00359,0.0031,-0.0031,3.0%,-3.0% +24.5,0.35437,0.00381,-0.00381,0.0027,-0.0027,3.0%,-3.0% +28.0,0.36004,0.00413,-0.00413,0.00248,-0.00248,3.0%,-3.0% +32.5,0.34712,0.00288,-0.00288,0.00206,-0.00206,3.0%,-3.0% +37.5,0.34144,0.00277,-0.00277,0.00158,-0.00158,3.0%,-3.0% +43.0,0.34514,0.00276,-0.00276,0.00137,-0.00137,3.0%,-3.0% +49.5,0.33701,0.00706,-0.00706,0.00211,-0.00211,3.0%,-3.0% +57.0,0.34082,0.00475,-0.00475,0.0014,-0.0014,3.0%,-3.0% +65.5,0.33512,0.00504,-0.00504,0.00139,-0.00139,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table6.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table6.csv new file mode 100644 index 0000000000..2af8fac8c6 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table6.csv @@ -0,0 +1,32 @@ +#: table_doi: 10.17182/hepdata.12557.v1/t6 +#: name: Table 6 +#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE ZERO. + +#: data_file: Table6.yaml +#: keyword reactions: MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 13.729-22.938 +#: P [GEV],100. TO 280. +#: RE,MU+ P --> MU+ X +#: SQRT(S) [GeV],13.729-22.938 +#: X,0.225 +Q**2 [GEV**2],F2(R=0),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" +10.25,0.34051,0.00481,-0.00481,0.00395,-0.00395,3.0%,-3.0% +11.75,0.33715,0.00399,-0.00399,0.00383,-0.00383,3.0%,-3.0% +13.25,0.33816,0.00418,-0.00418,0.00376,-0.00376,3.0%,-3.0% +15.0,0.33145,0.00387,-0.00387,0.00364,-0.00364,3.0%,-3.0% +17.0,0.32498,0.00414,-0.00414,0.00348,-0.00348,3.0%,-3.0% +19.0,0.31955,0.00447,-0.00447,0.0035,-0.0035,3.0%,-3.0% +21.5,0.31675,0.0042,-0.0042,0.00345,-0.00345,3.0%,-3.0% +24.5,0.31853,0.0042,-0.0042,0.00149,-0.00149,3.0%,-3.0% +28.0,0.31816,0.00275,-0.00275,0.0014,-0.0014,3.0%,-3.0% +32.5,0.32484,0.00309,-0.00309,0.00166,-0.00166,3.0%,-3.0% +37.5,0.31287,0.00255,-0.00255,0.00137,-0.00137,3.0%,-3.0% +43.0,0.31267,0.00247,-0.00247,0.00156,-0.00156,3.0%,-3.0% +49.5,0.30754,0.00245,-0.00245,0.00182,-0.00182,3.0%,-3.0% +57.0,0.31203,0.00279,-0.00279,0.00104,-0.00104,3.0%,-3.0% +65.5,0.31282,0.0047,-0.0047,0.00128,-0.00128,3.0%,-3.0% +75.0,0.30247,0.00499,-0.00499,0.00109,-0.00109,3.0%,-3.0% +86.0,0.30229,0.00533,-0.00533,0.00118,-0.00118,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table7.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table7.csv new file mode 100644 index 0000000000..ecf369800a --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table7.csv @@ -0,0 +1,34 @@ +#: table_doi: 10.17182/hepdata.12557.v1/t7 +#: name: Table 7 +#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE ZERO. + +#: data_file: Table7.yaml +#: keyword reactions: MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 13.729-22.938 +#: P [GEV],100. TO 280. +#: RE,MU+ P --> MU+ X +#: SQRT(S) [GeV],13.729-22.938 +#: X,0.275 +Q**2 [GEV**2],F2(R=0),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" +10.25,0.3044,0.00536,-0.00536,0.00518,-0.00518,3.0%,-3.0% +11.75,0.29925,0.00545,-0.00545,0.00374,-0.00374,3.0%,-3.0% +13.25,0.30115,0.00463,-0.00463,0.00327,-0.00327,3.0%,-3.0% +15.0,0.30599,0.00427,-0.00427,0.00324,-0.00324,3.0%,-3.0% +17.0,0.3007,0.00444,-0.00444,0.00315,-0.00315,3.0%,-3.0% +19.0,0.29166,0.00466,-0.00466,0.00305,-0.00305,3.0%,-3.0% +21.5,0.29549,0.00431,-0.00431,0.00308,-0.00308,3.0%,-3.0% +24.5,0.2826,0.00347,-0.00347,0.00111,-0.00111,3.0%,-3.0% +28.0,0.28722,0.00262,-0.00262,0.00137,-0.00137,3.0%,-3.0% +32.5,0.28208,0.00248,-0.00248,0.00111,-0.00111,3.0%,-3.0% +37.5,0.27748,0.00226,-0.00226,0.001,-0.001,3.0%,-3.0% +43.0,0.27271,0.00233,-0.00233,0.00097,-0.00097,3.0%,-3.0% +49.5,0.2695,0.00251,-0.00251,0.00132,-0.00132,3.0%,-3.0% +57.0,0.27336,0.00246,-0.00246,0.00102,-0.00102,3.0%,-3.0% +65.5,0.26645,0.00287,-0.00287,0.00126,-0.00126,3.0%,-3.0% +75.0,0.26569,0.00309,-0.00309,0.00173,-0.00173,3.0%,-3.0% +86.0,0.2596,0.00508,-0.00508,0.00078,-0.00078,3.0%,-3.0% +99.0,0.25794,0.0063,-0.0063,0.00078,-0.00078,3.0%,-3.0% +115.5,0.25851,0.00693,-0.00693,0.00078,-0.00078,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table8.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table8.csv new file mode 100644 index 0000000000..82d7d756a4 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table8.csv @@ -0,0 +1,34 @@ +#: table_doi: 10.17182/hepdata.12557.v1/t8 +#: name: Table 8 +#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE ZERO. + +#: data_file: Table8.yaml +#: keyword reactions: MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 13.729-22.938 +#: P [GEV],100. TO 280. +#: RE,MU+ P --> MU+ X +#: SQRT(S) [GeV],13.729-22.938 +#: X,0.35 +Q**2 [GEV**2],F2(R=0),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" +11.75,0.24001,0.00427,-0.00427,0.00381,-0.00381,3.0%,-3.0% +13.25,0.23467,0.00352,-0.00352,0.00262,-0.00262,3.0%,-3.0% +15.0,0.23203,0.00313,-0.00313,0.00249,-0.00249,3.0%,-3.0% +17.0,0.236,0.00325,-0.00325,0.00255,-0.00255,3.0%,-3.0% +19.0,0.22495,0.00332,-0.00332,0.00236,-0.00236,3.0%,-3.0% +21.5,0.22775,0.00298,-0.00298,0.00242,-0.00242,3.0%,-3.0% +24.5,0.22637,0.0022,-0.0022,0.00111,-0.00111,3.0%,-3.0% +28.0,0.22518,0.00242,-0.00242,0.0008,-0.0008,3.0%,-3.0% +32.5,0.22074,0.00175,-0.00175,0.0009,-0.0009,3.0%,-3.0% +37.5,0.21952,0.00164,-0.00164,0.00078,-0.00078,3.0%,-3.0% +43.0,0.21533,0.00154,-0.00154,0.00087,-0.00087,3.0%,-3.0% +49.5,0.21359,0.00167,-0.00167,0.00085,-0.00085,3.0%,-3.0% +57.0,0.21341,0.00163,-0.00163,0.00088,-0.00088,3.0%,-3.0% +65.5,0.20568,0.00178,-0.00178,0.00083,-0.00083,3.0%,-3.0% +75.0,0.20445,0.0021,-0.0021,0.00061,-0.00061,3.0%,-3.0% +86.0,0.20565,0.00217,-0.00217,0.00071,-0.00071,3.0%,-3.0% +99.0,0.20141,0.00233,-0.00233,0.00059,-0.00059,3.0%,-3.0% +115.5,0.20358,0.00441,-0.00441,0.00071,-0.00071,3.0%,-3.0% +137.5,0.20044,0.00472,-0.00472,0.00069,-0.00069,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table9.csv b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table9.csv new file mode 100644 index 0000000000..27e9cac245 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/rawdata/Table9.csv @@ -0,0 +1,35 @@ +#: table_doi: 10.17182/hepdata.12557.v1/t9 +#: name: Table 9 +#: description: R=SIG(L)/SIG(T) IS TAKEN TO BE ZERO. + +#: data_file: Table9.yaml +#: keyword reactions: MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 13.729-22.938 +#: P [GEV],100. TO 280. +#: RE,MU+ P --> MU+ X +#: SQRT(S) [GeV],13.729-22.938 +#: X,0.45 +Q**2 [GEV**2],F2(R=0),stat +,stat -,sys +,sys -,"sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error +","sys,There is a 3 PCT overall normalization error plus a relative normalization uncertainty of 1 PCT between any two sets of data at different energies. This has not been included in the calculation of the one-sigma systematic error -" +11.75,0.1602,0.00409,-0.00409,0.0026,-0.0026,3.0%,-3.0% +13.25,0.15722,0.00348,-0.00348,0.00251,-0.00251,3.0%,-3.0% +15.0,0.15703,0.00311,-0.00311,0.00248,-0.00248,3.0%,-3.0% +17.0,0.15292,0.0032,-0.0032,0.00218,-0.00218,3.0%,-3.0% +19.0,0.15489,0.00339,-0.00339,0.00222,-0.00222,3.0%,-3.0% +21.5,0.14786,0.00289,-0.00289,0.00196,-0.00196,3.0%,-3.0% +24.5,0.14649,0.002,-0.002,0.00125,-0.00125,3.0%,-3.0% +28.0,0.143,0.00218,-0.00218,0.00097,-0.00097,3.0%,-3.0% +32.5,0.14395,0.00161,-0.00161,0.00114,-0.00114,3.0%,-3.0% +37.5,0.14124,0.00173,-0.00173,0.00104,-0.00104,3.0%,-3.0% +43.0,0.13863,0.00138,-0.00138,0.00106,-0.00106,3.0%,-3.0% +49.5,0.13629,0.00136,-0.00136,0.00094,-0.00094,3.0%,-3.0% +57.0,0.13527,0.00134,-0.00134,0.00092,-0.00092,3.0%,-3.0% +65.5,0.13036,0.00147,-0.00147,0.00087,-0.00087,3.0%,-3.0% +75.0,0.12838,0.00173,-0.00173,0.00071,-0.00071,3.0%,-3.0% +86.0,0.12934,0.00189,-0.00189,0.00074,-0.00074,3.0%,-3.0% +99.0,0.12868,0.00197,-0.00197,0.00071,-0.00071,3.0%,-3.0% +115.5,0.1221,0.00193,-0.00193,0.00057,-0.00057,3.0%,-3.0% +137.5,0.11797,0.00388,-0.00388,0.00061,-0.00061,3.0%,-3.0% +175.0,0.11841,0.00365,-0.00365,0.00057,-0.00057,3.0%,-3.0% + diff --git a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/uncertainties_rqcd.yaml b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/uncertainties_rqcd.yaml new file mode 100644 index 0000000000..70ae8d67d3 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/uncertainties_rqcd.yaml @@ -0,0 +1,545 @@ +definitions: + stat: + description: statistical uncertainty + treatment: ADD + type: UNCORR + sys: + description: systematical uncertainty + treatment: MULT + type: CORR + norm: + description: normalization uncertainty + treatment: MULT + type: CORR +bins: +- stat: 0.0062 + sys: 0.00736 + norm: 1.20615 +- stat: 0.00429 + sys: 0.00485 + norm: 1.1540400000000002 +- stat: 0.00404 + sys: 0.0079 + norm: 1.17537 +- stat: 0.00356 + sys: 0.00532 + norm: 1.16778 +- stat: 0.00392 + sys: 0.0043 + norm: 1.13304 +- stat: 0.0049 + sys: 0.00475 + norm: 1.1065800000000001 +- stat: 0.00622 + sys: 0.00779 + norm: 1.16946 +- stat: 0.00289 + sys: 0.00514 + norm: 1.16874 +- stat: 0.00399 + sys: 0.0045 + norm: 1.13895 +- stat: 0.00476 + sys: 0.0041 + norm: 1.09776 +- stat: 0.00482 + sys: 0.00397 + norm: 1.0236 +- stat: 0.00537 + sys: 0.00518 + norm: 0.91428 +- stat: 0.00485 + sys: 0.00516 + norm: 1.17198 +- stat: 0.00347 + sys: 0.00445 + norm: 1.13865 +- stat: 0.00406 + sys: 0.00414 + norm: 1.09443 +- stat: 0.004 + sys: 0.00383 + norm: 1.01376 +- stat: 0.00546 + sys: 0.00374 + norm: 0.89913 +- stat: 0.00427 + sys: 0.00381 + norm: 0.72063 +- stat: 0.00409 + sys: 0.0026 + norm: 0.48080999999999996 +- stat: 0.00316 + sys: 0.0039 + norm: 0.27867 +- stat: 0.00529 + sys: 0.00482 + norm: 1.17717 +- stat: 0.00369 + sys: 0.00416 + norm: 1.12218 +- stat: 0.00424 + sys: 0.00414 + norm: 1.08654 +- stat: 0.00419 + sys: 0.00376 + norm: 1.01745 +- stat: 0.00464 + sys: 0.00329 + norm: 0.90501 +- stat: 0.00353 + sys: 0.00262 + norm: 0.7046699999999999 +- stat: 0.00348 + sys: 0.00251 + norm: 0.47187 +- stat: 0.00329 + sys: 0.00317 + norm: 0.26361 +- stat: 0.00187 + sys: 0.0048 + norm: 0.1317 +- stat: 0.00371 + sys: 0.00435 + norm: 1.13718 +- stat: 0.00408 + sys: 0.00397 + norm: 1.07727 +- stat: 0.00389 + sys: 0.00364 + norm: 0.9980399999999999 +- stat: 0.00428 + sys: 0.00326 + norm: 0.9199200000000001 +- stat: 0.00314 + sys: 0.00249 + norm: 0.69687 +- stat: 0.00311 + sys: 0.00248 + norm: 0.47136 +- stat: 0.0024 + sys: 0.00307 + norm: 0.26417999999999997 +- stat: 0.00166 + sys: 0.00404 + norm: 0.12795 +- stat: 0.00541 + sys: 0.00689 + norm: 1.24377 +- stat: 0.00636 + sys: 0.00404 + norm: 1.1327699999999998 +- stat: 0.00445 + sys: 0.00374 + norm: 1.0662 +- stat: 0.00416 + sys: 0.0035 + norm: 0.97965 +- stat: 0.00446 + sys: 0.00317 + norm: 0.9045300000000001 +- stat: 0.00326 + sys: 0.00255 + norm: 0.70899 +- stat: 0.00321 + sys: 0.00218 + norm: 0.45909 +- stat: 0.00235 + sys: 0.00256 + norm: 0.24825000000000003 +- stat: 0.0014 + sys: 0.00369 + norm: 0.12431999999999999 +- stat: 0.00553 + sys: 0.00701 + norm: 1.25916 +- stat: 0.00414 + sys: 0.0035 + norm: 1.2054 +- stat: 0.00697 + sys: 0.00388 + norm: 1.10805 +- stat: 0.00752 + sys: 0.00379 + norm: 1.04541 +- stat: 0.0045 + sys: 0.00352 + norm: 0.96435 +- stat: 0.00467 + sys: 0.00307 + norm: 0.87795 +- stat: 0.00332 + sys: 0.00236 + norm: 0.67599 +- stat: 0.00339 + sys: 0.00222 + norm: 0.46506 +- stat: 0.00261 + sys: 0.00225 + norm: 0.25659 +- stat: 0.00152 + sys: 0.00324 + norm: 0.12614999999999998 +- stat: 0.00324 + sys: 0.00393 + norm: 1.20513 +- stat: 0.00364 + sys: 0.00319 + norm: 1.14363 +- stat: 0.00361 + sys: 0.00312 + norm: 1.06266 +- stat: 0.00423 + sys: 0.00348 + norm: 0.95763 +- stat: 0.00433 + sys: 0.0031 + norm: 0.89025 +- stat: 0.00299 + sys: 0.00244 + norm: 0.68469 +- stat: 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a/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/uncertainties_rzero.yaml b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/uncertainties_rzero.yaml new file mode 100644 index 0000000000..7d47e1e2bd --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/BCDMS_NC_NOTFIXED_P/uncertainties_rzero.yaml @@ -0,0 +1,545 @@ +definitions: + stat: + description: statistical uncertainty + treatment: ADD + type: UNCORR + sys: + description: systematical uncertainty + treatment: MULT + type: CORR + norm: + description: normalization uncertainty + treatment: MULT + type: CORR +bins: +- stat: 0.006 + sys: 0.00714 + norm: 1.16802 +- stat: 0.00424 + sys: 0.0048 + norm: 1.14165 +- stat: 0.00388 + sys: 0.00762 + norm: 1.1313900000000001 +- stat: 0.00351 + sys: 0.00525 + norm: 1.15041 +- stat: 0.0039 + sys: 0.00426 + norm: 1.1268 +- stat: 0.00489 + sys: 0.00475 + norm: 1.10358 +- stat: 0.00596 + sys: 0.00747 + norm: 1.12143 +- stat: 0.00284 + sys: 0.00506 + norm: 1.14747 +- stat: 0.00396 + sys: 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0.00061 + norm: 0.08583 +- stat: 0.00051 + sys: 0.00054 + norm: 0.024569999999999998 +- stat: 0.00472 + sys: 0.00069 + norm: 0.6013200000000001 +- stat: 0.00388 + sys: 0.00061 + norm: 0.35391 +- stat: 0.00168 + sys: 0.00059 + norm: 0.20201999999999998 +- stat: 0.00112 + sys: 0.00048 + norm: 0.08634 +- stat: 0.00057 + sys: 0.00048 + norm: 0.027270000000000003 +- stat: 0.00365 + sys: 0.00057 + norm: 0.35523 +- stat: 0.00273 + sys: 0.00059 + norm: 0.1797 +- stat: 0.00189 + sys: 0.00052 + norm: 0.08172 +- stat: 0.00098 + sys: 0.00043 + norm: 0.024959999999999996 +- stat: 0.00366 + sys: 0.0005 + norm: 0.18273 +- stat: 0.00248 + sys: 0.00047 + norm: 0.08895 +- stat: 0.0013 + sys: 0.00028 + norm: 0.023939999999999996 diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/data_legacy_NB-SIGMARED.yaml b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/data_nb.yaml similarity index 100% rename from nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/data_legacy_NB-SIGMARED.yaml rename to nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/data_nb.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/data_legacy_NU-SIGMARED.yaml b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/data_nu.yaml similarity index 100% rename from nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/data_legacy_NU-SIGMARED.yaml rename to nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/data_nu.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/filter.py b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/filter.py new file mode 100644 index 0000000000..623a2e6f75 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/filter.py @@ -0,0 +1,146 @@ +r"""Implement data form Hepdata reference, data from Fig 4,5. +The last points for (nu and nb) for Table121 have been copied manually from the +legacy version of the dataset, as they are not present in the original Hepdata tables. +""" + +import pathlib + +import pandas as pd +import yaml + +HERE = pathlib.Path(__file__).parent + +# Nucleon Mass determined using scikithep/particle for Pb208 in GeV +M_NEUTRON = 939.565346 * 0.001 +M_PROTON = 938.272013 * 0.001 +# A = 208 # A(Pb): Atomic Mass +# Z = 82 # Z(Pb): Atomic Number +# MN = 193.729 / (Z * M_PROTON + (A - Z) * M_NEUTRON) +# The old implementation used the isoscalar average. +MN = (M_PROTON + M_NEUTRON) / 2 + +# Normalization factor, to match old implementation +NORM_FACT = 10 + + +def read_legacy_uncertainties(legacy_unc_file): + """Parse the CHORUSISOTARGCOR and CHORUSQEDRADCOR from the legacy variant.""" + with open(legacy_unc_file, encoding="utf-8") as f: + legacy_unc_nb = yaml.safe_load(f) + + isotargt_err = [] + qed_err = [] + for p in legacy_unc_nb['bins']: + isotargt_err.append(p["sys_corr_1"]) + qed_err.append(p["sys_corr_2"]) + return isotargt_err, qed_err + + +def read_tables(): + """Parse Tables.""" + dfs_nu = pd.DataFrame() + dfs_nub = pd.DataFrame() + columns = ["y", "sigma", "stat+", "stat-", "sys+", "sys-"] + + # here we want to keep the same ordering as + # the hepdata tables + for tab_idx in range(23, 122): + file = HERE / "rawdata" / f"Table{tab_idx}.csv" + with open(file, "r", encoding="utf-8") as f: + # skip intro + lines = f.readlines()[9:] + # determine df size + size = int((len(lines) - 2) / 2) + + # read values + df_nu = pd.DataFrame([l.split(",") for l in lines[5:size]], columns=columns) + df_nub = pd.DataFrame([l.split(",") for l in lines[size + 6 : -1]], columns=columns) + df_nu["x"] = float(lines[3].split(",")[1]) + df_nub["x"] = float(lines[size + 4].split(",")[1]) + df_nu["E"] = float(lines[0].split(",")[1]) + df_nub["E"] = float(lines[size + 1].split(",")[1]) + + dfs_nu = pd.concat([dfs_nu, df_nu], ignore_index=True) if not dfs_nu.empty else df_nu + dfs_nub = ( + pd.concat([dfs_nub, df_nub], ignore_index=True) if not dfs_nub.empty else df_nub + ) + + # here we need to load also 2 uncertainties from the legacy file, + # as these are not present in hepdata but wes still want to keep the, + isotargt_err_nu, qed_err_nu = read_legacy_uncertainties("uncertainties_legacy_NU-SIGMARED.yaml") + isotargt_err_nub, qed_err_nub = read_legacy_uncertainties( + "uncertainties_legacy_NB-SIGMARED.yaml" + ) + + dfs_nu["isotargt_err"] = isotargt_err_nu + dfs_nub["isotargt_err"] = isotargt_err_nub + dfs_nu["qed_err"] = qed_err_nu + dfs_nub["qed_err"] = qed_err_nub + + dfs_nu = dfs_nu.astype(float) + dfs_nub = dfs_nub.astype(float) + + # compute Q2 + dfs_nu["Q2"] = 2 * MN * dfs_nu.x * dfs_nu.y * dfs_nu.E + dfs_nub["Q2"] = 2 * MN * dfs_nub.x * dfs_nub.y * dfs_nub.E + + return dfs_nu, dfs_nub + + +def write_files(df, variant): + """Write kinematics, central value and uncertainties files.""" + + # Write central data + data_central_yaml = {"data_central": [round(float(x), 4) for x in df["sigma"] / NORM_FACT]} + with open(HERE / f"data_{variant}.yaml", "w", encoding="utf-8") as file: + yaml.dump(data_central_yaml, file) + + # Write kin file + kin = [] + for _, row in df.iterrows(): + kin_value = { + "x": {"min": None, "mid": float(row.x), "max": None}, + "Q2": {"min": None, "mid": float(row.Q2), "max": None}, + "y": {"min": None, "mid": float(row.y), "max": None}, + } + kin.append(kin_value) + kinematics_yaml = {"bins": kin} + # note kinematics is the same for nu and nb + with open(HERE / "kinematics.yaml", "w", encoding="utf-8") as file: + yaml.dump(kinematics_yaml, file, sort_keys=False) + + # loop on data points + error_definition = { + "stat": {"description": "statistical uncertainty", "treatment": "ADD", "type": "UNCORR"}, + "sys": {"description": "systematical uncertainty", "treatment": "MULT", "type": "CORR"}, + # NOTE: these uncertainties are directly coming from the legacy variant + "CHORUSISOTARGCOR": { + "description": "Isoscalar target correction interpreted as uncertainty", + "treatment": "MULT", + "type": "CORR", + }, + "CHORUSQEDRADCOR": { + "description": "QED radiation correction interpreted as uncertainty", + "treatment": "MULT", + "type": "CORR", + }, + } + error = [] + for _, row in df.iterrows(): + e = { + "stat": float(row["stat+"]) / NORM_FACT, + "sys": float(row["sys+"]) / NORM_FACT, + "CHORUSISOTARGCOR": float(row["isotargt_err"]), + "CHORUSQEDRADCOR": float(row["qed_err"]), + } + error.append(e) + + uncertainties_yaml = {"definitions": error_definition, "bins": error} + with open(HERE / f"uncertainties_{variant}_hepdata.yaml", "w", encoding="utf-8") as file: + yaml.dump(uncertainties_yaml, file, sort_keys=False) + + +if __name__ == "__main__": + dfs_nu, dfs_nub = read_tables() + write_files(dfs_nu, "nu") + write_files(dfs_nub, "nb") diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/kinematics_NB-SIGMARED.yaml b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/kinematics.yaml similarity index 72% rename from nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/kinematics_NB-SIGMARED.yaml rename to nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/kinematics.yaml index 3f29277efe..5459218fa5 100644 --- a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/kinematics_NB-SIGMARED.yaml +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/kinematics.yaml @@ -1,7285 +1,7285 @@ bins: -- k1: +- x: min: null mid: 0.02 max: null - k2: + Q2: min: null - mid: 0.28167 + mid: 0.28167560385 max: null - k3: + y: min: null mid: 0.3 max: null -- k1: +- x: min: null mid: 0.02 max: null - k2: + Q2: min: null - mid: 0.37556 + mid: 0.37556747180000005 max: null - k3: + y: min: null mid: 0.4 max: null -- k1: +- x: min: null mid: 0.02 max: null - k2: + Q2: min: null - mid: 0.46945 + mid: 0.46945933975000004 max: null - k3: + y: min: null mid: 0.5 max: null -- k1: +- x: min: null mid: 0.02 max: null - k2: + Q2: min: null - mid: 0.56334 + mid: 0.5633512077 max: null - k3: + y: min: null mid: 0.6 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0e22a77461..2ff68cf3d2 100644 --- a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/metadata.yaml @@ -1,62 +1,61 @@ setname: CHORUS_CC_NOTFIXED_PB version: 2 -version_comment: Port of old commondata +version_comment: Port of old commondata and Hepdata implementation nnpdf_metadata: nnpdf31_process: DIS CC experiment: null arXiv: - url: https://arxiv.org/abs/ + url: https://cds.cern.ch/record/906644 journal: Phys. Lett. B632 (2006) 65 iNSPIRE: - url: '' + url: https://inspirehep.net/literature/699123 hepdata: - url: 10.17182/hepdata.6187.v1 - version: -1 + url: https://www.hepdata.net/record/ins699123 + version: 1 implemented_observables: - observable_name: NB-SIGMARED observable: - description: Deep Inelastic Scattering + description: Deep Inelastic Scattering reduced cross-section antineutrino-nucleon label: CHORUS $\sigma_{CC}^{\bar{\nu}}$ units: '' - process_type: DIS_SNB - tables: [] + process_type: DIS_CC + tables: [23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121] npoints: [] ndata: 607 plotting: - kinematics_override: dis_sqrt_scale + kinematics_override: identity theory_reference: Bertone:2013vaa dataset_label: CHORUS $\sigma_{CC}^{\bar{\nu}}$ y_label: $10^{i}\sigma_{CC}^{\bar{\nu}}(x,Q^2)$ result_transform: qbindis - data_reference: Onengut:2005kv y_scale: symlog line_by: - - k1 + - x normalize: y_scale: linear line_by: [] figure_by: - - k1 - plot_x: k2 + - x + plot_x: Q2 kinematic_coverage: - - k1 - - k2 - - k3 + - x + - Q2 + - y kinematics: variables: - k1: - description: Variable k1 - label: k1 + x: + description: Bjorken x + label: $x$ units: '' - k2: - description: Variable k2 - label: k2 + Q2: + description: Momentum transfer + label: '$Q^2$' + units: '$GeV^2$' + y: + description: inelasticity + label: $y$ units: '' - k3: - description: Variable k3 - label: k3 - units: '' - file: kinematics_NB-SIGMARED.yaml + file: kinematics.yaml theory: conversion_factor: 1.0 operation: 'NULL' @@ -68,56 +67,59 @@ implemented_observables: data_uncertainties: - uncertainties_legacy_NB-SIGMARED.yaml experiment: CHORUS + hepdata: + data_uncertainties: + - uncertainties_nb_hepdata.yaml + experiment: CHORUS legacy_dw: data_uncertainties: - uncertainties_legacy_dw_NB-SIGMARED.yaml experiment: NUCLEAR - data_central: data_legacy_NB-SIGMARED.yaml + data_central: data_nb.yaml ported_from: CHORUSNB - observable_name: NU-SIGMARED observable: - description: Deep Inelastic Scattering + description: Deep Inelastic Scattering reduced cross-section neutrino-nucleon label: CHORUS $\sigma_{CC}^{\nu}$ units: '' - process_type: DIS_SNU - tables: [] + process_type: DIS_CC + tables: [23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121] npoints: [] ndata: 607 plotting: - kinematics_override: dis_sqrt_scale + kinematics_override: identity theory_reference: Bertone:2013vaa dataset_label: CHORUS $\sigma_{CC}^{\nu}$ y_label: $10^{i}\sigma_{CC}^{\nu}(x,Q^2)$ result_transform: qbindis - data_reference: Onengut:2005kv y_scale: symlog line_by: - - k1 + - x normalize: y_scale: linear line_by: [] figure_by: - - k1 - plot_x: k2 + - x + plot_x: Q2 kinematic_coverage: - - k1 - - k2 - - k3 + - x + - Q2 + - y kinematics: variables: - k1: - description: Variable k1 - label: k1 + x: + description: Bjorken x + label: $x$ units: '' - k2: - description: Variable k2 - label: k2 + Q2: + description: Momentum transfer + label: '$Q^2$' + units: '$GeV^2$' + y: + description: inelasticity + label: $y$ units: '' - k3: - description: Variable k3 - label: k3 - units: '' - file: kinematics_NU-SIGMARED.yaml + file: kinematics.yaml theory: conversion_factor: 1.0 operation: 'NULL' @@ -129,9 +131,13 @@ implemented_observables: data_uncertainties: - uncertainties_legacy_NU-SIGMARED.yaml experiment: CHORUS + hepdata: + data_uncertainties: + - uncertainties_nu_hepdata.yaml + experiment: CHORUS legacy_dw: data_uncertainties: - uncertainties_legacy_dw_NU-SIGMARED.yaml experiment: NUCLEAR - data_central: data_legacy_NU-SIGMARED.yaml + data_central: data_nu.yaml ported_from: CHORUSNU diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table100.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table100.csv new file mode 100644 index 0000000000..d3bb38d15b --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table100.csv @@ -0,0 +1,33 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t100 +#: name: Table 100 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 130.0 GeV and X =0.020. + +#: data_file: Table100.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 15.645 +#: E(P=1) [GeV],130.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],15.645 +#: X,0.02 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,17.556,1.419,-1.419,0.595,-0.595 +0.2,17.305,1.369,-1.369,0.797,-0.797 +0.3,20.332,1.442,-1.442,0.903,-0.903 +0.4,15.965,1.239,-1.239,1.144,-1.144 +0.5,16.12,1.241,-1.241,1.095,-1.095 +0.6,13.343,1.094,-1.094,1.29,-1.29 + +#: E(P=1) [GeV],130.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],15.645 +#: X,0.02 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,14.527,3.288,-3.288,1.139,-1.139 +0.2,10.571,2.702,-2.702,0.585,-0.585 +0.3,17.163,3.37,-3.37,0.806,-0.806 +0.4,11.39,2.618,-2.618,0.759,-0.759 +0.5,8.735,2.31,-2.31,0.869,-0.869 +0.6,14.381,3.116,-3.116,2.266,-2.266 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table101.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table101.csv new file mode 100644 index 0000000000..ccfe68edf3 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table101.csv @@ -0,0 +1,33 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t101 +#: name: Table 101 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 130.0 GeV and X =0.045. + +#: data_file: Table101.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 15.645 +#: E(P=1) [GeV],130.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],15.645 +#: X,0.045 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,17.279,1.126,-1.126,0.881,-0.881 +0.2,24.395,1.355,-1.355,1.117,-1.117 +0.3,22.166,1.233,-1.233,1.042,-1.042 +0.4,20.26,1.146,-1.146,1.276,-1.276 +0.5,18.861,1.119,-1.119,1.359,-1.359 +0.6,17.877,1.061,-1.061,1.446,-1.446 + +#: E(P=1) [GeV],130.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],15.645 +#: X,0.045 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,16.468,2.747,-2.747,1.008,-1.008 +0.2,22.794,3.231,-3.231,1.499,-1.499 +0.3,16.47,2.677,-2.677,0.473,-0.473 +0.4,11.192,2.077,-2.077,0.892,-0.892 +0.5,12.749,2.279,-2.279,1.286,-1.286 +0.6,9.294,1.919,-1.919,0.889,-0.889 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table102.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table102.csv new file mode 100644 index 0000000000..bda6bc95e0 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table102.csv @@ -0,0 +1,33 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t102 +#: name: Table 102 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 130.0 GeV and X =0.080. + +#: data_file: Table102.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 15.645 +#: E(P=1) [GeV],130.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],15.645 +#: X,0.08 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,23.698,1.193,-1.193,1.093,-1.093 +0.2,21.846,1.117,-1.117,0.685,-0.685 +0.3,20.861,1.025,-1.025,0.915,-0.915 +0.4,19.62,0.995,-0.995,1.091,-1.091 +0.5,20.781,1.022,-1.022,1.53,-1.53 +0.6,18.275,0.944,-0.944,1.498,-1.498 + +#: E(P=1) [GeV],130.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],15.645 +#: X,0.08 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,15.086,2.322,-2.322,1.055,-1.055 +0.2,13.228,2.08,-2.08,0.842,-0.842 +0.3,11.974,1.929,-1.929,0.528,-0.528 +0.4,9.463,1.671,-1.671,0.638,-0.638 +0.5,11.756,2.008,-2.008,1.055,-1.055 +0.6,8.985,1.73,-1.73,0.916,-0.916 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table103.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table103.csv new file mode 100644 index 0000000000..b55ccc80a3 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table103.csv @@ -0,0 +1,33 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t103 +#: name: Table 103 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 130.0 GeV and X =0.125. + +#: data_file: Table103.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 15.645 +#: E(P=1) [GeV],130.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],15.645 +#: X,0.125 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,21.018,1.0,-1.0,0.868,-0.868 +0.2,20.706,0.967,-0.967,0.652,-0.652 +0.3,20.384,0.924,-0.924,0.807,-0.807 +0.4,19.776,0.903,-0.903,0.698,-0.698 +0.5,18.255,0.859,-0.859,1.003,-1.003 +0.6,18.88,0.883,-0.883,1.245,-1.245 + +#: E(P=1) [GeV],130.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],15.645 +#: X,0.125 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,19.433,2.395,-2.395,1.217,-1.217 +0.2,14.524,1.998,-1.998,0.865,-0.865 +0.3,14.699,1.888,-1.888,0.687,-0.687 +0.4,11.08,1.662,-1.662,0.604,-0.604 +0.5,9.895,1.636,-1.636,0.876,-0.876 +0.6,6.143,1.203,-1.203,0.33,-0.33 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table104.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table104.csv new file mode 100644 index 0000000000..5c07ddcbd8 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table104.csv @@ -0,0 +1,33 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t104 +#: name: Table 104 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 130.0 GeV and X =0.175. + +#: data_file: Table104.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 15.645 +#: E(P=1) [GeV],130.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],15.645 +#: X,0.175 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,20.234,0.992,-0.992,0.882,-0.882 +0.2,21.246,1.005,-1.005,0.61,-0.61 +0.3,19.711,0.932,-0.932,0.62,-0.62 +0.4,17.987,0.868,-0.868,0.746,-0.746 +0.5,17.516,0.852,-0.852,0.901,-0.901 +0.6,16.151,0.823,-0.823,1.04,-1.04 + +#: E(P=1) [GeV],130.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],15.645 +#: X,0.175 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,14.268,2.019,-2.019,0.538,-0.538 +0.2,12.398,1.778,-1.778,0.802,-0.802 +0.3,10.757,1.627,-1.627,0.535,-0.535 +0.4,7.604,1.339,-1.339,0.505,-0.505 +0.5,7.8,1.388,-1.388,0.761,-0.761 +0.6,5.523,1.232,-1.232,0.73,-0.73 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table105.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table105.csv new file mode 100644 index 0000000000..af7b07c52d --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table105.csv @@ -0,0 +1,33 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t105 +#: name: Table 105 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 130.0 GeV and X =0.225. + +#: data_file: Table105.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 15.645 +#: E(P=1) [GeV],130.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],15.645 +#: X,0.225 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,16.778,0.908,-0.908,0.667,-0.667 +0.2,16.062,0.869,-0.869,0.612,-0.612 +0.3,16.752,0.863,-0.863,0.621,-0.621 +0.4,17.129,0.868,-0.868,0.653,-0.653 +0.5,16.432,0.853,-0.853,0.695,-0.695 +0.6,16.576,0.856,-0.856,1.011,-1.011 + +#: E(P=1) [GeV],130.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],15.645 +#: X,0.225 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,11.728,1.799,-1.799,0.975,-0.975 +0.2,10.995,1.79,-1.79,0.625,-0.625 +0.3,7.917,1.343,-1.343,0.341,-0.341 +0.4,7.467,1.383,-1.383,0.37,-0.37 +0.5,6.294,1.35,-1.35,0.837,-0.837 +0.6,3.442,0.953,-0.953,0.448,-0.448 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table106.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table106.csv new file mode 100644 index 0000000000..6d5d9ce41f --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table106.csv @@ -0,0 +1,33 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t106 +#: name: Table 106 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 130.0 GeV and X =0.275. + +#: data_file: Table106.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 15.645 +#: E(P=1) [GeV],130.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],15.645 +#: X,0.275 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,15.229,0.865,-0.865,1.048,-1.048 +0.2,13.923,0.817,-0.817,0.684,-0.684 +0.3,14.222,0.799,-0.799,0.537,-0.537 +0.4,13.099,0.762,-0.762,0.343,-0.343 +0.5,13.366,0.775,-0.775,0.549,-0.549 +0.6,12.012,0.713,-0.713,0.446,-0.446 + +#: E(P=1) [GeV],130.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],15.645 +#: X,0.275 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,8.643,1.534,-1.534,0.716,-0.716 +0.2,11.72,1.791,-1.791,0.97,-0.97 +0.3,7.282,1.437,-1.437,0.392,-0.392 +0.4,6.397,1.259,-1.259,0.279,-0.279 +0.5,3.665,1.015,-1.015,0.289,-0.289 +0.6,2.792,0.842,-0.842,0.394,-0.394 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table107.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table107.csv new file mode 100644 index 0000000000..ce1b798f9b --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table107.csv @@ -0,0 +1,33 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t107 +#: name: Table 107 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 130.0 GeV and X =0.350. + +#: data_file: Table107.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 15.645 +#: E(P=1) [GeV],130.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],15.645 +#: X,0.35 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,12.162,0.544,-0.544,0.918,-0.918 +0.2,11.14,0.521,-0.521,0.799,-0.799 +0.3,10.246,0.48,-0.48,0.655,-0.655 +0.4,10.513,0.48,-0.48,0.407,-0.407 +0.5,9.678,0.462,-0.462,0.24,-0.24 +0.6,8.963,0.452,-0.452,0.332,-0.332 + +#: E(P=1) [GeV],130.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],15.645 +#: X,0.35 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,7.322,0.981,-0.981,0.77,-0.77 +0.2,6.442,0.909,-0.909,0.305,-0.305 +0.3,4.219,0.721,-0.721,0.282,-0.282 +0.4,4.203,0.71,-0.71,0.227,-0.227 +0.5,2.28,0.543,-0.543,0.185,-0.185 +0.6,1.846,0.48,-0.48,0.082,-0.082 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table108.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table108.csv new file mode 100644 index 0000000000..1cd10b7d05 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table108.csv @@ -0,0 +1,33 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t108 +#: name: Table 108 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 130.0 GeV and X =0.450. + +#: data_file: Table108.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 15.645 +#: E(P=1) [GeV],130.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],15.645 +#: X,0.45 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,7.739,0.412,-0.412,0.897,-0.897 +0.2,6.725,0.384,-0.384,0.705,-0.705 +0.3,6.202,0.368,-0.368,0.58,-0.58 +0.4,5.844,0.347,-0.347,0.39,-0.39 +0.5,5.31,0.336,-0.336,0.209,-0.209 +0.6,5.838,0.362,-0.362,0.343,-0.343 + +#: E(P=1) [GeV],130.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],15.645 +#: X,0.45 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,4.339,0.696,-0.696,0.581,-0.581 +0.2,3.805,0.686,-0.686,0.548,-0.548 +0.3,2.169,0.516,-0.516,0.117,-0.117 +0.4,2.654,0.564,-0.564,0.245,-0.245 +0.5,0.675,0.282,-0.282,0.095,-0.095 +0.6,0.458,0.234,-0.234,0.08,-0.08 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table109.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table109.csv new file mode 100644 index 0000000000..d849a152ab --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table109.csv @@ -0,0 +1,33 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t109 +#: name: Table 109 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 130.0 GeV and X =0.550. + +#: data_file: Table109.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 15.645 +#: E(P=1) [GeV],130.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],15.645 +#: X,0.55 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,4.055,0.275,-0.275,0.622,-0.622 +0.2,3.657,0.262,-0.262,0.494,-0.494 +0.3,3.314,0.243,-0.243,0.299,-0.299 +0.4,3.2,0.246,-0.246,0.254,-0.254 +0.5,3.545,0.264,-0.264,0.279,-0.279 +0.6,2.892,0.242,-0.242,0.158,-0.158 + +#: E(P=1) [GeV],130.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],15.645 +#: X,0.55 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,2.622,0.482,-0.482,0.591,-0.591 +0.2,1.71,0.404,-0.404,0.229,-0.229 +0.3,1.145,0.344,-0.344,0.233,-0.233 +0.4,0.859,0.299,-0.299,0.091,-0.091 +0.5,0.507,0.218,-0.218,0.041,-0.041 +0.6,0.232,0.168,-0.168,0.044,-0.044 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table110.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table110.csv new file mode 100644 index 0000000000..ef8e26796b --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table110.csv @@ -0,0 +1,33 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t110 +#: name: Table 110 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 130.0 GeV and X =0.650. + +#: data_file: Table110.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 15.645 +#: E(P=1) [GeV],130.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],15.645 +#: X,0.65 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,1.761,0.154,-0.154,0.352,-0.352 +0.2,1.638,0.147,-0.147,0.302,-0.302 +0.3,1.622,0.147,-0.147,0.283,-0.283 +0.4,1.461,0.144,-0.144,0.174,-0.174 +0.5,1.267,0.136,-0.136,0.14,-0.14 +0.6,1.041,0.124,-0.124,0.093,-0.093 + +#: E(P=1) [GeV],130.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],15.645 +#: X,0.65 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,1.646,0.339,-0.339,0.317,-0.317 +0.2,0.641,0.197,-0.197,0.073,-0.073 +0.3,0.782,0.241,-0.241,0.135,-0.135 +0.4,0.425,0.184,-0.184,0.085,-0.085 +0.5,0.118,0.12,-0.12,0.028,-0.028 +0.6,0.058,0.031,-0.031,0.007,-0.007 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table111.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table111.csv new file mode 100644 index 0000000000..c4c3e46231 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table111.csv @@ -0,0 +1,29 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t111 +#: name: Table 111 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 170.0 GeV and X =0.020. + +#: data_file: Table111.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 17.883 +#: E(P=1) [GeV],170.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],17.883 +#: X,0.02 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,15.672,1.168,-1.168,0.65,-0.65 +0.2,21.493,1.353,-1.353,1.131,-1.131 +0.3,19.329,1.225,-1.225,1.242,-1.242 +0.4,19.764,1.236,-1.236,1.674,-1.674 + +#: E(P=1) [GeV],170.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],17.883 +#: X,0.02 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,16.438,3.623,-3.623,0.874,-0.874 +0.2,19.092,3.617,-3.617,1.141,-1.141 +0.3,16.218,3.425,-3.425,1.014,-1.014 +0.4,13.727,3.096,-3.096,1.381,-1.381 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table112.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table112.csv new file mode 100644 index 0000000000..636633684f --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table112.csv @@ -0,0 +1,29 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t112 +#: name: Table 112 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 170.0 GeV and X =0.045. + +#: data_file: Table112.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 17.883 +#: E(P=1) [GeV],170.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],17.883 +#: X,0.045 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,21.907,1.146,-1.146,1.363,-1.363 +0.2,22.697,1.12,-1.12,1.236,-1.236 +0.3,23.119,1.122,-1.122,1.337,-1.337 +0.4,22.021,1.075,-1.075,1.684,-1.684 + +#: E(P=1) [GeV],170.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],17.883 +#: X,0.045 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,14.55,2.61,-2.61,0.898,-0.898 +0.2,24.655,3.545,-3.545,1.557,-1.557 +0.3,12.013,2.224,-2.224,0.552,-0.552 +0.4,13.012,2.453,-2.453,1.468,-1.468 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table113.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table113.csv new file mode 100644 index 0000000000..8a5be4c1a3 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table113.csv @@ -0,0 +1,29 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t113 +#: name: Table 113 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 170.0 GeV and X =0.080. + +#: data_file: Table113.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 17.883 +#: E(P=1) [GeV],170.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],17.883 +#: X,0.08 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,22.22,0.988,-0.988,0.921,-0.921 +0.2,23.501,0.993,-0.993,0.992,-0.992 +0.3,23.593,0.981,-0.981,1.016,-1.016 +0.4,22.101,0.954,-0.954,1.666,-1.666 + +#: E(P=1) [GeV],170.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],17.883 +#: X,0.08 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,20.786,2.717,-2.717,1.357,-1.357 +0.2,17.964,2.433,-2.433,0.909,-0.909 +0.3,14.314,2.191,-2.191,1.03,-1.03 +0.4,13.75,2.233,-2.233,1.476,-1.476 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table114.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table114.csv new file mode 100644 index 0000000000..be46414eea --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table114.csv @@ -0,0 +1,29 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t114 +#: name: Table 114 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 170.0 GeV and X =0.125. + +#: data_file: Table114.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 17.883 +#: E(P=1) [GeV],170.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],17.883 +#: X,0.125 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,20.886,0.866,-0.866,0.768,-0.768 +0.2,22.681,0.884,-0.884,0.532,-0.532 +0.3,20.629,0.813,-0.813,0.704,-0.704 +0.4,20.744,0.825,-0.825,1.447,-1.447 + +#: E(P=1) [GeV],170.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],17.883 +#: X,0.125 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,18.992,2.279,-2.279,0.989,-0.989 +0.2,15.237,2.032,-2.032,0.462,-0.462 +0.3,14.457,1.982,-1.982,0.66,-0.66 +0.4,9.169,1.54,-1.54,0.736,-0.736 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table115.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table115.csv new file mode 100644 index 0000000000..8bfdc9a36b --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table115.csv @@ -0,0 +1,29 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t115 +#: name: Table 115 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 170.0 GeV and X =0.175. + +#: data_file: Table115.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 17.883 +#: E(P=1) [GeV],170.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],17.883 +#: X,0.175 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,20.878,0.862,-0.862,0.889,-0.889 +0.2,19.172,0.797,-0.797,0.678,-0.678 +0.3,20.497,0.83,-0.83,0.607,-0.607 +0.4,17.999,0.77,-0.77,0.993,-0.993 + +#: E(P=1) [GeV],170.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],17.883 +#: X,0.175 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,16.236,2.145,-2.145,1.165,-1.165 +0.2,17.238,2.211,-2.211,0.838,-0.838 +0.3,10.536,1.675,-1.675,0.339,-0.339 +0.4,6.159,1.225,-1.225,0.366,-0.366 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table116.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table116.csv new file mode 100644 index 0000000000..d5d7ac7d46 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table116.csv @@ -0,0 +1,29 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t116 +#: name: Table 116 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 170.0 GeV and X =0.225. + +#: data_file: Table116.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 17.883 +#: E(P=1) [GeV],170.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],17.883 +#: X,0.225 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,17.036,0.777,-0.777,0.752,-0.752 +0.2,17.235,0.768,-0.768,0.517,-0.517 +0.3,15.928,0.724,-0.724,0.497,-0.497 +0.4,17.327,0.778,-0.778,0.908,-0.908 + +#: E(P=1) [GeV],170.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],17.883 +#: X,0.225 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,12.224,1.774,-1.774,0.937,-0.937 +0.2,9.377,1.541,-1.541,0.351,-0.351 +0.3,7.897,1.434,-1.434,0.352,-0.352 +0.4,6.639,1.355,-1.355,0.501,-0.501 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table117.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table117.csv new file mode 100644 index 0000000000..660d4ef89d --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table117.csv @@ -0,0 +1,29 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t117 +#: name: Table 117 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 170.0 GeV and X =0.275. + +#: data_file: Table117.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 17.883 +#: E(P=1) [GeV],170.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],17.883 +#: X,0.275 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,14.714,0.707,-0.707,0.909,-0.909 +0.2,14.219,0.693,-0.693,0.59,-0.59 +0.3,13.867,0.678,-0.678,0.386,-0.386 +0.4,13.525,0.677,-0.677,0.422,-0.422 + +#: E(P=1) [GeV],170.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],17.883 +#: X,0.275 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,11.02,1.639,-1.639,0.889,-0.889 +0.2,6.86,1.282,-1.282,0.464,-0.464 +0.3,6.894,1.324,-1.324,0.316,-0.316 +0.4,4.111,1.004,-1.004,0.41,-0.41 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table118.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table118.csv new file mode 100644 index 0000000000..4e24e2b6b1 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table118.csv @@ -0,0 +1,29 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t118 +#: name: Table 118 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 170.0 GeV and X =0.350. + +#: data_file: Table118.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 17.883 +#: E(P=1) [GeV],170.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],17.883 +#: X,0.35 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,10.48,0.414,-0.414,0.815,-0.815 +0.2,10.26,0.409,-0.409,0.576,-0.576 +0.3,10.925,0.421,-0.421,0.414,-0.414 +0.4,9.903,0.406,-0.406,0.335,-0.335 + +#: E(P=1) [GeV],170.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],17.883 +#: X,0.35 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,8.34,0.979,-0.979,0.564,-0.564 +0.2,7.149,0.961,-0.961,0.332,-0.332 +0.3,4.163,0.687,-0.687,0.174,-0.174 +0.4,3.189,0.589,-0.589,0.158,-0.158 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table119.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table119.csv new file mode 100644 index 0000000000..cd92a2a86b --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table119.csv @@ -0,0 +1,29 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t119 +#: name: Table 119 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 170.0 GeV and X =0.450. + +#: data_file: Table119.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 17.883 +#: E(P=1) [GeV],170.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],17.883 +#: X,0.45 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,6.75,0.314,-0.314,0.667,-0.667 +0.2,6.767,0.319,-0.319,0.573,-0.573 +0.3,6.031,0.298,-0.298,0.395,-0.395 +0.4,5.885,0.297,-0.297,0.27,-0.27 + +#: E(P=1) [GeV],170.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],17.883 +#: X,0.45 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,4.852,0.681,-0.681,0.456,-0.456 +0.2,3.869,0.625,-0.625,0.362,-0.362 +0.3,1.918,0.456,-0.456,0.07,-0.07 +0.4,1.453,0.391,-0.391,0.141,-0.141 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table120.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table120.csv new file mode 100644 index 0000000000..e8acec603c --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table120.csv @@ -0,0 +1,29 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t120 +#: name: Table 120 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 170.0 GeV and X =0.550. + +#: data_file: Table120.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 17.883 +#: E(P=1) [GeV],170.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],17.883 +#: X,0.55 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,3.607,0.203,-0.203,0.529,-0.529 +0.2,3.322,0.198,-0.198,0.405,-0.405 +0.3,3.074,0.191,-0.191,0.298,-0.298 +0.4,3.097,0.201,-0.201,0.211,-0.211 + +#: E(P=1) [GeV],170.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],17.883 +#: X,0.55 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,2.027,0.388,-0.388,0.389,-0.389 +0.2,1.644,0.37,-0.37,0.18,-0.18 +0.3,1.011,0.285,-0.285,0.082,-0.082 +0.4,0.722,0.253,-0.253,0.056,-0.056 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table121.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table121.csv new file mode 100644 index 0000000000..e54b1d62ba --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table121.csv @@ -0,0 +1,29 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t121 +#: name: Table 121 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 170.0 GeV and X =0.650. + +#: data_file: Table121.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 17.883 +#: E(P=1) [GeV],170.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],17.883 +#: X,0.65 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,1.703,0.117,-0.117,0.321,-0.321 +0.2,1.431,0.109,-0.109,0.206,-0.206 +0.3,1.328,0.107,-0.107,0.142,-0.142 +0.4,1.093,0.098,-0.098,0.175,-0.175 + +#: E(P=1) [GeV],170.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],17.883 +#: X,0.65 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,1.18,0.238,-0.238,0.279,-0.279 +0.2,0.736,0.2,-0.2,0.08,-0.08 +0.3,0.686,0.199,-0.199,0.126,-0.126 +0.4,0.415,0.181,-0.181,0.079,-0.079 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table23.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table23.csv new file mode 100644 index 0000000000..3c3f72b8d2 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table23.csv @@ -0,0 +1,31 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t23 +#: name: Table 23 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 25.0 GeV and X =0.020. + +#: data_file: Table23.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 6.912 +#: E(P=1) [GeV],25.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],6.912 +#: X,0.02 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.3,9.985,0.336,-0.336,0.843,-0.843 +0.4,11.256,0.371,-0.371,0.851,-0.851 +0.5,10.676,0.37,-0.37,0.815,-0.815 +0.6,11.091,0.384,-0.384,0.88,-0.88 +0.7,9.809,0.36,-0.36,0.572,-0.572 + +#: E(P=1) [GeV],25.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],6.912 +#: X,0.02 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.3,9.726,0.506,-0.506,0.865,-0.865 +0.4,8.352,0.48,-0.48,0.73,-0.73 +0.5,7.845,0.477,-0.477,0.585,-0.585 +0.6,6.889,0.447,-0.447,0.57,-0.57 +0.7,7.115,0.472,-0.472,0.549,-0.549 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table24.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table24.csv new file mode 100644 index 0000000000..09f49b4020 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table24.csv @@ -0,0 +1,31 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t24 +#: name: Table 24 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 25.0 GeV and X =0.045. + +#: data_file: Table24.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 6.912 +#: E(P=1) [GeV],25.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],6.912 +#: X,0.045 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.3,13.752,0.329,-0.329,0.846,-0.846 +0.4,14.092,0.345,-0.345,0.919,-0.919 +0.5,13.549,0.345,-0.345,0.914,-0.914 +0.6,14.04,0.354,-0.354,0.944,-0.944 +0.7,13.152,0.345,-0.345,1.033,-1.033 + +#: E(P=1) [GeV],25.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],6.912 +#: X,0.045 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.3,11.285,0.446,-0.446,0.666,-0.666 +0.4,10.321,0.44,-0.44,0.567,-0.567 +0.5,8.994,0.422,-0.422,0.517,-0.517 +0.6,8.728,0.421,-0.421,0.595,-0.595 +0.7,6.94,0.378,-0.378,0.463,-0.463 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table25.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table25.csv new file mode 100644 index 0000000000..e95d90eaa8 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table25.csv @@ -0,0 +1,31 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t25 +#: name: Table 25 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 25.0 GeV and X =0.080. + +#: data_file: Table25.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 6.912 +#: E(P=1) [GeV],25.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],6.912 +#: X,0.08 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.3,16.976,0.327,-0.327,1.076,-1.076 +0.4,16.733,0.333,-0.333,1.034,-1.034 +0.5,16.814,0.34,-0.34,1.018,-1.018 +0.6,16.599,0.339,-0.339,1.146,-1.146 +0.7,16.254,0.342,-0.342,1.058,-1.058 + +#: E(P=1) [GeV],25.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],6.912 +#: X,0.08 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.3,12.428,0.412,-0.412,0.634,-0.634 +0.4,11.304,0.404,-0.404,0.591,-0.591 +0.5,9.467,0.374,-0.374,0.606,-0.606 +0.6,7.89,0.344,-0.344,0.451,-0.451 +0.7,6.493,0.321,-0.321,0.334,-0.334 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table26.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table26.csv new file mode 100644 index 0000000000..047f972c4d --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table26.csv @@ -0,0 +1,31 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t26 +#: name: Table 26 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 25.0 GeV and X =0.125. + +#: data_file: Table26.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 6.912 +#: E(P=1) [GeV],25.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],6.912 +#: X,0.125 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.3,17.556,0.3,-0.3,0.939,-0.939 +0.4,17.623,0.308,-0.308,0.948,-0.948 +0.5,18.311,0.322,-0.322,0.965,-0.965 +0.6,18.257,0.324,-0.324,0.998,-0.998 +0.7,17.601,0.321,-0.321,0.985,-0.985 + +#: E(P=1) [GeV],25.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],6.912 +#: X,0.125 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.3,11.873,0.365,-0.365,0.521,-0.521 +0.4,9.785,0.34,-0.34,0.409,-0.409 +0.5,9.502,0.339,-0.339,0.445,-0.445 +0.6,7.194,0.3,-0.3,0.368,-0.368 +0.7,5.19,0.253,-0.253,0.215,-0.215 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table27.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table27.csv new file mode 100644 index 0000000000..af3445a771 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table27.csv @@ -0,0 +1,31 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t27 +#: name: Table 27 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 25.0 GeV and X =0.175. + +#: data_file: Table27.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 6.912 +#: E(P=1) [GeV],25.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],6.912 +#: X,0.175 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.3,17.667,0.308,-0.308,0.718,-0.718 +0.4,17.164,0.309,-0.309,0.699,-0.699 +0.5,17.397,0.315,-0.315,0.817,-0.817 +0.6,17.481,0.321,-0.321,0.817,-0.817 +0.7,16.75,0.316,-0.316,0.883,-0.883 + +#: E(P=1) [GeV],25.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],6.912 +#: X,0.175 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.3,9.937,0.336,-0.336,0.411,-0.411 +0.4,9.014,0.328,-0.328,0.346,-0.346 +0.5,7.461,0.303,-0.303,0.342,-0.342 +0.6,5.886,0.268,-0.268,0.273,-0.273 +0.7,4.23,0.23,-0.23,0.166,-0.166 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table28.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table28.csv new file mode 100644 index 0000000000..72092861ac --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table28.csv @@ -0,0 +1,31 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t28 +#: name: Table 28 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 25.0 GeV and X =0.225. + +#: data_file: Table28.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 6.912 +#: E(P=1) [GeV],25.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],6.912 +#: X,0.225 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.3,16.307,0.302,-0.302,0.57,-0.57 +0.4,16.442,0.308,-0.308,0.593,-0.593 +0.5,16.435,0.312,-0.312,0.598,-0.598 +0.6,16.708,0.318,-0.318,0.688,-0.688 +0.7,15.439,0.307,-0.307,0.69,-0.69 + +#: E(P=1) [GeV],25.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],6.912 +#: X,0.225 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.3,9.041,0.323,-0.323,0.32,-0.32 +0.4,8.052,0.311,-0.311,0.307,-0.307 +0.5,6.053,0.274,-0.274,0.263,-0.263 +0.6,4.247,0.227,-0.227,0.22,-0.22 +0.7,3.185,0.202,-0.202,0.222,-0.222 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table29.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table29.csv new file mode 100644 index 0000000000..16e741685e --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table29.csv @@ -0,0 +1,31 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t29 +#: name: Table 29 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 25.0 GeV and X =0.275. + +#: data_file: Table29.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 6.912 +#: E(P=1) [GeV],25.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],6.912 +#: X,0.275 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.3,15.002,0.293,-0.293,0.465,-0.465 +0.4,14.798,0.298,-0.298,0.37,-0.37 +0.5,14.9,0.301,-0.301,0.402,-0.402 +0.6,14.765,0.302,-0.302,0.426,-0.426 +0.7,14.271,0.3,-0.3,0.407,-0.407 + +#: E(P=1) [GeV],25.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],6.912 +#: X,0.275 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.3,7.733,0.304,-0.304,0.295,-0.295 +0.4,6.277,0.278,-0.278,0.197,-0.197 +0.5,4.45,0.235,-0.235,0.187,-0.187 +0.6,3.483,0.21,-0.21,0.143,-0.143 +0.7,2.528,0.18,-0.18,0.115,-0.115 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table30.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table30.csv new file mode 100644 index 0000000000..ec566066ec --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table30.csv @@ -0,0 +1,29 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t30 +#: name: Table 30 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 25.0 GeV and X =0.350. + +#: data_file: Table30.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 6.912 +#: E(P=1) [GeV],25.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],6.912 +#: X,0.35 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.3,12.152,0.19,-0.19,0.452,-0.452 +0.4,11.929,0.192,-0.192,0.428,-0.428 +0.5,11.634,0.19,-0.19,0.34,-0.34 +0.6,11.374,0.189,-0.189,0.285,-0.285 + +#: E(P=1) [GeV],25.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],6.912 +#: X,0.35 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.3,5.95,0.191,-0.191,0.317,-0.317 +0.4,4.13,0.161,-0.161,0.183,-0.183 +0.5,3.357,0.145,-0.145,0.151,-0.151 +0.6,2.231,0.119,-0.119,0.098,-0.098 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table31.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table31.csv new file mode 100644 index 0000000000..0f106917c6 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table31.csv @@ -0,0 +1,29 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t31 +#: name: Table 31 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 25.0 GeV and X =0.450. + +#: data_file: Table31.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 6.912 +#: E(P=1) [GeV],25.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],6.912 +#: X,0.45 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.3,8.318,0.158,-0.158,0.672,-0.672 +0.4,7.478,0.152,-0.152,0.498,-0.498 +0.5,7.532,0.155,-0.155,0.444,-0.444 +0.6,7.614,0.159,-0.159,0.434,-0.434 + +#: E(P=1) [GeV],25.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],6.912 +#: X,0.45 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.3,4.098,0.162,-0.162,0.309,-0.309 +0.4,2.7,0.13,-0.13,0.169,-0.169 +0.5,1.894,0.109,-0.109,0.113,-0.113 +0.6,1.094,0.083,-0.083,0.067,-0.067 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table32.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table32.csv new file mode 100644 index 0000000000..07b03d10fe --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table32.csv @@ -0,0 +1,27 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t32 +#: name: Table 32 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 25.0 GeV and X =0.550. + +#: data_file: Table32.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 6.912 +#: E(P=1) [GeV],25.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],6.912 +#: X,0.55 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.3,4.931,0.119,-0.119,0.613,-0.613 +0.4,4.383,0.114,-0.114,0.457,-0.457 +0.5,4.54,0.119,-0.119,0.441,-0.441 + +#: E(P=1) [GeV],25.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],6.912 +#: X,0.55 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.3,2.144,0.113,-0.113,0.293,-0.293 +0.4,1.46,0.096,-0.096,0.204,-0.204 +0.5,0.956,0.076,-0.076,0.11,-0.11 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table33.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table33.csv new file mode 100644 index 0000000000..12d8870e20 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table33.csv @@ -0,0 +1,27 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t33 +#: name: Table 33 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 25.0 GeV and X =0.650. + +#: data_file: Table33.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 6.912 +#: E(P=1) [GeV],25.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],6.912 +#: X,0.65 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.3,2.46,0.078,-0.078,0.451,-0.451 +0.4,2.309,0.077,-0.077,0.369,-0.369 +0.5,2.155,0.078,-0.078,0.325,-0.325 + +#: E(P=1) [GeV],25.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],6.912 +#: X,0.65 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.3,1.072,0.074,-0.074,0.201,-0.201 +0.4,0.635,0.058,-0.058,0.097,-0.097 +0.5,0.414,0.049,-0.049,0.069,-0.069 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table34.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table34.csv new file mode 100644 index 0000000000..96dfc74a14 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table34.csv @@ -0,0 +1,33 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t34 +#: name: Table 34 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 35.0 GeV and X =0.020. + +#: data_file: Table34.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 8.157 +#: E(P=1) [GeV],35.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],8.157 +#: X,0.02 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,11.026,0.445,-0.445,0.995,-0.995 +0.3,11.09,0.462,-0.462,0.781,-0.781 +0.4,12.21,0.501,-0.501,0.685,-0.685 +0.5,12.348,0.493,-0.493,0.741,-0.741 +0.6,11.806,0.475,-0.475,0.731,-0.731 +0.7,11.024,0.452,-0.452,0.911,-0.911 + +#: E(P=1) [GeV],35.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],8.157 +#: X,0.02 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,9.951,0.676,-0.676,0.79,-0.79 +0.3,9.668,0.683,-0.683,0.644,-0.644 +0.4,9.069,0.67,-0.67,0.576,-0.576 +0.5,8.216,0.629,-0.629,0.604,-0.604 +0.6,8.931,0.657,-0.657,0.591,-0.591 +0.7,8.428,0.637,-0.637,0.588,-0.588 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table35.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table35.csv new file mode 100644 index 0000000000..6dcf7efc25 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table35.csv @@ -0,0 +1,33 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t35 +#: name: Table 35 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 35.0 GeV and X =0.045. + +#: data_file: Table35.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 8.157 +#: E(P=1) [GeV],35.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],8.157 +#: X,0.045 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,15.058,0.428,-0.428,0.817,-0.817 +0.3,14.654,0.442,-0.442,0.725,-0.725 +0.4,15.893,0.47,-0.47,0.967,-0.967 +0.5,16.19,0.469,-0.469,1.118,-1.118 +0.6,14.912,0.44,-0.44,1.046,-1.046 +0.7,14.922,0.438,-0.438,1.147,-1.147 + +#: E(P=1) [GeV],35.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],8.157 +#: X,0.045 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,13.006,0.63,-0.63,0.622,-0.622 +0.3,11.468,0.611,-0.611,0.687,-0.687 +0.4,11.756,0.642,-0.642,0.742,-0.742 +0.5,10.585,0.587,-0.587,0.611,-0.611 +0.6,9.708,0.572,-0.572,0.652,-0.652 +0.7,7.678,0.492,-0.492,0.637,-0.637 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table36.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table36.csv new file mode 100644 index 0000000000..287f089eed --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table36.csv @@ -0,0 +1,33 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t36 +#: name: Table 36 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 35.0 GeV and X =0.080. + +#: data_file: Table36.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 8.157 +#: E(P=1) [GeV],35.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],8.157 +#: X,0.08 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,17.932,0.42,-0.42,0.954,-0.954 +0.3,17.871,0.433,-0.433,0.913,-0.913 +0.4,17.917,0.437,-0.437,0.903,-0.903 +0.5,18.329,0.44,-0.44,1.075,-1.075 +0.6,16.765,0.412,-0.412,1.021,-1.021 +0.7,17.209,0.415,-0.415,1.185,-1.185 + +#: E(P=1) [GeV],35.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],8.157 +#: X,0.08 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,14.345,0.587,-0.587,0.65,-0.65 +0.3,12.352,0.561,-0.561,0.566,-0.566 +0.4,11.434,0.548,-0.548,0.549,-0.549 +0.5,10.012,0.505,-0.505,0.462,-0.462 +0.6,8.201,0.449,-0.449,0.508,-0.508 +0.7,6.96,0.407,-0.407,0.467,-0.467 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table37.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table37.csv new file mode 100644 index 0000000000..3717b7b877 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table37.csv @@ -0,0 +1,33 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t37 +#: name: Table 37 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 35.0 GeV and X =0.125. + +#: data_file: Table37.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 8.157 +#: E(P=1) [GeV],35.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],8.157 +#: X,0.125 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,18.402,0.386,-0.386,0.732,-0.732 +0.3,18.167,0.394,-0.394,0.723,-0.723 +0.4,17.986,0.396,-0.396,0.733,-0.733 +0.5,18.561,0.398,-0.398,0.962,-0.962 +0.6,18.693,0.396,-0.396,0.973,-0.973 +0.7,16.965,0.371,-0.371,1.121,-1.121 + +#: E(P=1) [GeV],35.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],8.157 +#: X,0.125 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,15.153,0.548,-0.548,0.554,-0.554 +0.3,12.201,0.498,-0.498,0.381,-0.381 +0.4,10.098,0.458,-0.458,0.45,-0.45 +0.5,8.087,0.405,-0.405,0.388,-0.388 +0.6,6.787,0.367,-0.367,0.331,-0.331 +0.7,5.751,0.333,-0.333,0.382,-0.382 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table38.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table38.csv new file mode 100644 index 0000000000..8515246dd9 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table38.csv @@ -0,0 +1,33 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t38 +#: name: Table 38 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 35.0 GeV and X =0.175. + +#: data_file: Table38.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 8.157 +#: E(P=1) [GeV],35.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],8.157 +#: X,0.175 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,17.722,0.383,-0.383,0.625,-0.625 +0.3,18.204,0.402,-0.402,0.606,-0.606 +0.4,17.9,0.399,-0.399,0.618,-0.618 +0.5,17.841,0.395,-0.395,0.649,-0.649 +0.6,17.316,0.386,-0.386,0.805,-0.805 +0.7,17.382,0.381,-0.381,0.95,-0.95 + +#: E(P=1) [GeV],35.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],8.157 +#: X,0.175 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,12.44,0.497,-0.497,0.477,-0.477 +0.3,11.011,0.484,-0.484,0.433,-0.433 +0.4,8.622,0.428,-0.428,0.344,-0.344 +0.5,6.899,0.379,-0.379,0.328,-0.328 +0.6,5.674,0.335,-0.335,0.288,-0.288 +0.7,4.353,0.287,-0.287,0.216,-0.216 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table39.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table39.csv new file mode 100644 index 0000000000..930fd4250e --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table39.csv @@ -0,0 +1,33 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t39 +#: name: Table 39 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 35.0 GeV and X =0.225. + +#: data_file: Table39.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 8.157 +#: E(P=1) [GeV],35.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],8.157 +#: X,0.225 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,16.952,0.384,-0.384,0.534,-0.534 +0.3,16.671,0.39,-0.39,0.426,-0.426 +0.4,15.978,0.382,-0.382,0.457,-0.457 +0.5,16.374,0.385,-0.385,0.517,-0.517 +0.6,16.822,0.385,-0.385,0.576,-0.576 +0.7,15.771,0.366,-0.366,0.831,-0.831 + +#: E(P=1) [GeV],35.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],8.157 +#: X,0.225 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,11.503,0.482,-0.482,0.56,-0.56 +0.3,9.531,0.453,-0.453,0.29,-0.29 +0.4,7.372,0.406,-0.406,0.333,-0.333 +0.5,5.262,0.329,-0.329,0.269,-0.269 +0.6,3.865,0.277,-0.277,0.174,-0.174 +0.7,3.245,0.248,-0.248,0.167,-0.167 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table40.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table40.csv new file mode 100644 index 0000000000..821a81a2a7 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table40.csv @@ -0,0 +1,33 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t40 +#: name: Table 40 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 35.0 GeV and X =0.275. + +#: data_file: Table40.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 8.157 +#: E(P=1) [GeV],35.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],8.157 +#: X,0.275 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,16.113,0.381,-0.381,0.557,-0.557 +0.3,14.825,0.373,-0.373,0.408,-0.408 +0.4,14.235,0.368,-0.368,0.353,-0.353 +0.5,14.924,0.377,-0.377,0.377,-0.377 +0.6,14.187,0.36,-0.36,0.427,-0.427 +0.7,14.66,0.364,-0.364,0.589,-0.589 + +#: E(P=1) [GeV],35.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],8.157 +#: X,0.275 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,10.276,0.472,-0.472,0.498,-0.498 +0.3,7.617,0.412,-0.412,0.27,-0.27 +0.4,6.14,0.367,-0.367,0.237,-0.237 +0.5,4.337,0.302,-0.302,0.164,-0.164 +0.6,3.419,0.26,-0.26,0.122,-0.122 +0.7,2.684,0.234,-0.234,0.181,-0.181 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table41.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table41.csv new file mode 100644 index 0000000000..a57837ae32 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table41.csv @@ -0,0 +1,33 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t41 +#: name: Table 41 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 35.0 GeV and X =0.350. + +#: data_file: Table41.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 8.157 +#: E(P=1) [GeV],35.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],8.157 +#: X,0.35 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,12.397,0.237,-0.237,0.718,-0.718 +0.3,11.505,0.233,-0.233,0.447,-0.447 +0.4,11.482,0.236,-0.236,0.417,-0.417 +0.5,10.492,0.221,-0.221,0.3,-0.3 +0.6,11.106,0.227,-0.227,0.407,-0.407 +0.7,10.781,0.219,-0.219,0.299,-0.299 + +#: E(P=1) [GeV],35.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],8.157 +#: X,0.35 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,8.104,0.296,-0.296,0.622,-0.622 +0.3,5.744,0.25,-0.25,0.241,-0.241 +0.4,4.358,0.219,-0.219,0.132,-0.132 +0.5,2.797,0.172,-0.172,0.126,-0.126 +0.6,1.975,0.14,-0.14,0.075,-0.075 +0.7,1.226,0.106,-0.106,0.07,-0.07 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table42.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table42.csv new file mode 100644 index 0000000000..cc3e8ffea3 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table42.csv @@ -0,0 +1,31 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t42 +#: name: Table 42 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 35.0 GeV and X =0.450. + +#: data_file: Table42.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 8.157 +#: E(P=1) [GeV],35.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],8.157 +#: X,0.45 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,8.274,0.193,-0.193,0.876,-0.876 +0.3,7.631,0.19,-0.19,0.664,-0.664 +0.4,7.1,0.184,-0.184,0.473,-0.473 +0.5,7.179,0.186,-0.186,0.401,-0.401 +0.6,7.051,0.184,-0.184,0.359,-0.359 + +#: E(P=1) [GeV],35.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],8.157 +#: X,0.45 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,4.965,0.23,-0.23,0.542,-0.542 +0.3,3.609,0.2,-0.2,0.289,-0.289 +0.4,2.478,0.169,-0.169,0.196,-0.196 +0.5,1.699,0.136,-0.136,0.108,-0.108 +0.6,1.222,0.112,-0.112,0.067,-0.067 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table43.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table43.csv new file mode 100644 index 0000000000..c5bcbe68b6 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table43.csv @@ -0,0 +1,31 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t43 +#: name: Table 43 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 35.0 GeV and X =0.550. + +#: data_file: Table43.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 8.157 +#: E(P=1) [GeV],35.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],8.157 +#: X,0.55 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,5.153,0.149,-0.149,0.751,-0.751 +0.3,4.003,0.131,-0.131,0.492,-0.492 +0.4,4.019,0.136,-0.136,0.45,-0.45 +0.5,3.829,0.133,-0.133,0.399,-0.399 +0.6,3.748,0.132,-0.132,0.371,-0.371 + +#: E(P=1) [GeV],35.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],8.157 +#: X,0.55 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,2.682,0.16,-0.16,0.421,-0.421 +0.3,1.708,0.128,-0.128,0.211,-0.211 +0.4,1.199,0.113,-0.113,0.124,-0.124 +0.5,1.004,0.105,-0.105,0.082,-0.082 +0.6,0.489,0.073,-0.073,0.056,-0.056 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table44.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table44.csv new file mode 100644 index 0000000000..00314fe576 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table44.csv @@ -0,0 +1,31 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t44 +#: name: Table 44 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 35.0 GeV and X =0.650. + +#: data_file: Table44.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 8.157 +#: E(P=1) [GeV],35.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],8.157 +#: X,0.65 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,2.438,0.092,-0.092,0.521,-0.521 +0.3,2.102,0.087,-0.087,0.371,-0.371 +0.4,1.896,0.086,-0.086,0.275,-0.275 +0.5,1.78,0.083,-0.083,0.271,-0.271 +0.6,1.603,0.081,-0.081,0.188,-0.188 + +#: E(P=1) [GeV],35.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],8.157 +#: X,0.65 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,1.295,0.101,-0.101,0.247,-0.247 +0.3,0.808,0.081,-0.081,0.127,-0.127 +0.4,0.496,0.065,-0.065,0.075,-0.075 +0.5,0.365,0.058,-0.058,0.047,-0.047 +0.6,0.203,0.042,-0.042,0.027,-0.027 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table45.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table45.csv new file mode 100644 index 0000000000..a44fdb4bbc --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table45.csv @@ -0,0 +1,35 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t45 +#: name: Table 45 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 45.0 GeV and X =0.020. + +#: data_file: Table45.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 9.236 +#: E(P=1) [GeV],45.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],9.236 +#: X,0.02 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,12.797,0.632,-0.632,0.694,-0.694 +0.3,12.867,0.647,-0.647,0.766,-0.766 +0.4,11.938,0.62,-0.62,0.789,-0.789 +0.5,13.108,0.641,-0.641,0.763,-0.763 +0.6,13.671,0.652,-0.652,0.959,-0.959 +0.7,11.611,0.577,-0.577,0.781,-0.781 +0.8,12.982,0.626,-0.626,1.216,-1.216 + +#: E(P=1) [GeV],45.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],9.236 +#: X,0.02 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,8.808,0.862,-0.862,0.513,-0.513 +0.3,10.592,1.004,-1.004,0.542,-0.542 +0.4,8.628,0.879,-0.879,0.528,-0.528 +0.5,10.045,0.941,-0.941,0.638,-0.638 +0.6,8.585,0.832,-0.832,0.667,-0.667 +0.7,7.3,0.769,-0.769,0.519,-0.519 +0.8,7.689,0.789,-0.789,0.625,-0.625 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table46.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table46.csv new file mode 100644 index 0000000000..eedbe37dcb --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table46.csv @@ -0,0 +1,35 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t46 +#: name: Table 46 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 45.0 GeV and X =0.045. + +#: data_file: Table46.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 9.236 +#: E(P=1) [GeV],45.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],9.236 +#: X,0.045 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,15.27,0.574,-0.574,0.743,-0.743 +0.3,16.395,0.613,-0.613,0.853,-0.853 +0.4,15.218,0.582,-0.582,0.797,-0.797 +0.5,16.315,0.601,-0.601,1.072,-1.072 +0.6,16.412,0.587,-0.587,1.087,-1.087 +0.7,15.576,0.558,-0.558,1.224,-1.224 +0.8,14.996,0.552,-0.552,1.402,-1.402 + +#: E(P=1) [GeV],45.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],9.236 +#: X,0.045 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,11.899,0.823,-0.823,0.523,-0.523 +0.3,13.21,0.916,-0.916,0.762,-0.762 +0.4,11.505,0.831,-0.831,0.653,-0.653 +0.5,10.928,0.802,-0.802,0.563,-0.563 +0.6,9.709,0.739,-0.739,0.712,-0.712 +0.7,8.334,0.664,-0.664,0.62,-0.62 +0.8,7.585,0.643,-0.643,0.632,-0.632 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table47.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table47.csv new file mode 100644 index 0000000000..b4789ae601 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table47.csv @@ -0,0 +1,35 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t47 +#: name: Table 47 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 45.0 GeV and X =0.080. + +#: data_file: Table47.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 9.236 +#: E(P=1) [GeV],45.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],9.236 +#: X,0.08 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,17.914,0.551,-0.551,0.801,-0.801 +0.3,19.083,0.588,-0.588,0.732,-0.732 +0.4,18.668,0.566,-0.566,0.896,-0.896 +0.5,19.162,0.572,-0.572,1.031,-1.031 +0.6,18.269,0.539,-0.539,1.079,-1.079 +0.7,17.46,0.519,-0.519,1.136,-1.136 +0.8,17.297,0.524,-0.524,1.504,-1.504 + +#: E(P=1) [GeV],45.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],9.236 +#: X,0.08 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,13.708,0.787,-0.787,0.6,-0.6 +0.3,14.286,0.833,-0.833,0.672,-0.672 +0.4,11.316,0.719,-0.719,0.521,-0.521 +0.5,9.578,0.648,-0.648,0.492,-0.492 +0.6,8.621,0.597,-0.597,0.475,-0.475 +0.7,6.81,0.518,-0.518,0.546,-0.546 +0.8,6.785,0.536,-0.536,0.616,-0.616 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table48.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table48.csv new file mode 100644 index 0000000000..049e60c16e --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table48.csv @@ -0,0 +1,35 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t48 +#: name: Table 48 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 45.0 GeV and X =0.125. + +#: data_file: Table48.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 9.236 +#: E(P=1) [GeV],45.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],9.236 +#: X,0.125 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,18.462,0.505,-0.505,0.627,-0.627 +0.3,19.269,0.535,-0.535,0.663,-0.663 +0.4,18.468,0.516,-0.516,0.684,-0.684 +0.5,18.758,0.51,-0.51,0.757,-0.757 +0.6,17.64,0.478,-0.478,1.053,-1.053 +0.7,17.746,0.473,-0.473,1.035,-1.035 +0.8,17.412,0.47,-0.47,1.505,-1.505 + +#: E(P=1) [GeV],45.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],9.236 +#: X,0.125 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,13.993,0.71,-0.71,0.487,-0.487 +0.3,12.83,0.712,-0.712,0.41,-0.41 +0.4,10.276,0.62,-0.62,0.342,-0.342 +0.5,8.819,0.563,-0.563,0.378,-0.378 +0.6,7.145,0.497,-0.497,0.42,-0.42 +0.7,5.441,0.416,-0.416,0.388,-0.388 +0.8,3.902,0.355,-0.355,0.384,-0.384 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table49.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table49.csv new file mode 100644 index 0000000000..c6a8720169 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table49.csv @@ -0,0 +1,35 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t49 +#: name: Table 49 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 45.0 GeV and X =0.175. + +#: data_file: Table49.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 9.236 +#: E(P=1) [GeV],45.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],9.236 +#: X,0.175 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,18.418,0.514,-0.514,0.56,-0.56 +0.3,18.628,0.529,-0.529,0.438,-0.438 +0.4,18.6,0.528,-0.528,0.494,-0.494 +0.5,18.17,0.51,-0.51,0.594,-0.594 +0.6,17.459,0.486,-0.486,0.751,-0.751 +0.7,16.513,0.463,-0.463,0.972,-0.972 +0.8,17.645,0.482,-0.482,1.121,-1.121 + +#: E(P=1) [GeV],45.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],9.236 +#: X,0.175 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,12.857,0.693,-0.693,0.479,-0.479 +0.3,11.638,0.675,-0.675,0.422,-0.422 +0.4,9.993,0.621,-0.621,0.335,-0.335 +0.5,7.182,0.513,-0.513,0.376,-0.376 +0.6,4.7,0.395,-0.395,0.273,-0.273 +0.7,3.892,0.356,-0.356,0.27,-0.27 +0.8,2.72,0.297,-0.297,0.179,-0.179 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table50.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table50.csv new file mode 100644 index 0000000000..627196ea3a --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table50.csv @@ -0,0 +1,35 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t50 +#: name: Table 50 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 45.0 GeV and X =0.225. + +#: data_file: Table50.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 9.236 +#: E(P=1) [GeV],45.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],9.236 +#: X,0.225 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,17.423,0.504,-0.504,0.448,-0.448 +0.3,15.788,0.491,-0.491,0.446,-0.446 +0.4,16.565,0.502,-0.502,0.392,-0.392 +0.5,16.372,0.488,-0.488,0.43,-0.43 +0.6,15.701,0.468,-0.468,0.546,-0.546 +0.7,15.032,0.445,-0.445,0.652,-0.652 +0.8,15.134,0.448,-0.448,1.109,-1.109 + +#: E(P=1) [GeV],45.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],9.236 +#: X,0.225 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,11.902,0.673,-0.673,0.502,-0.502 +0.3,9.52,0.623,-0.623,0.34,-0.34 +0.4,7.099,0.515,-0.515,0.276,-0.276 +0.5,4.647,0.411,-0.411,0.202,-0.202 +0.6,3.881,0.372,-0.372,0.196,-0.196 +0.7,3.338,0.337,-0.337,0.227,-0.227 +0.8,2.365,0.285,-0.285,0.201,-0.201 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table51.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table51.csv new file mode 100644 index 0000000000..4c9be05ead --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table51.csv @@ -0,0 +1,35 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t51 +#: name: Table 51 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 45.0 GeV and X =0.275. + +#: data_file: Table51.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 9.236 +#: E(P=1) [GeV],45.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],9.236 +#: X,0.275 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,14.817,0.469,-0.469,0.513,-0.513 +0.3,16.099,0.511,-0.511,0.603,-0.603 +0.4,15.133,0.487,-0.487,0.448,-0.448 +0.5,13.884,0.457,-0.457,0.328,-0.328 +0.6,14.257,0.452,-0.452,0.407,-0.407 +0.7,13.594,0.433,-0.433,0.481,-0.481 +0.8,12.941,0.422,-0.422,0.874,-0.874 + +#: E(P=1) [GeV],45.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],9.236 +#: X,0.275 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,10.16,0.626,-0.626,0.487,-0.487 +0.3,7.792,0.572,-0.572,0.425,-0.425 +0.4,5.674,0.473,-0.473,0.254,-0.254 +0.5,4.981,0.437,-0.437,0.296,-0.296 +0.6,3.01,0.327,-0.327,0.109,-0.109 +0.7,2.509,0.291,-0.291,0.241,-0.241 +0.8,1.223,0.192,-0.192,0.084,-0.084 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table52.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table52.csv new file mode 100644 index 0000000000..0435e81efe --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table52.csv @@ -0,0 +1,33 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t52 +#: name: Table 52 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 45.0 GeV and X =0.350. + +#: data_file: Table52.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 9.236 +#: E(P=1) [GeV],45.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],9.236 +#: X,0.35 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,12.125,0.305,-0.305,0.666,-0.666 +0.3,12.069,0.311,-0.311,0.579,-0.579 +0.4,11.377,0.3,-0.3,0.49,-0.49 +0.5,10.877,0.287,-0.287,0.298,-0.298 +0.6,10.054,0.269,-0.269,0.25,-0.25 +0.7,9.982,0.262,-0.262,0.4,-0.4 + +#: E(P=1) [GeV],45.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],9.236 +#: X,0.35 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,7.058,0.371,-0.371,0.48,-0.48 +0.3,5.38,0.33,-0.33,0.279,-0.279 +0.4,4.094,0.287,-0.287,0.134,-0.134 +0.5,2.898,0.233,-0.233,0.154,-0.154 +0.6,2.068,0.188,-0.188,0.072,-0.072 +0.7,1.214,0.14,-0.14,0.085,-0.085 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table53.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table53.csv new file mode 100644 index 0000000000..f2c152ca68 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table53.csv @@ -0,0 +1,33 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t53 +#: name: Table 53 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 45.0 GeV and X =0.450. + +#: data_file: Table53.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 9.236 +#: E(P=1) [GeV],45.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],9.236 +#: X,0.45 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,8.025,0.244,-0.244,0.824,-0.824 +0.3,6.997,0.234,-0.234,0.603,-0.603 +0.4,7.066,0.238,-0.238,0.525,-0.525 +0.5,6.787,0.232,-0.232,0.477,-0.477 +0.6,6.37,0.216,-0.216,0.34,-0.34 +0.7,6.436,0.217,-0.217,0.33,-0.33 + +#: E(P=1) [GeV],45.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],9.236 +#: X,0.45 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,4.659,0.298,-0.298,0.557,-0.557 +0.3,3.604,0.274,-0.274,0.358,-0.358 +0.4,2.251,0.21,-0.21,0.179,-0.179 +0.5,1.381,0.161,-0.161,0.112,-0.112 +0.6,0.773,0.114,-0.114,0.036,-0.036 +0.7,0.674,0.106,-0.106,0.062,-0.062 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table54.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table54.csv new file mode 100644 index 0000000000..1fd644e812 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table54.csv @@ -0,0 +1,33 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t54 +#: name: Table 54 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 45.0 GeV and X =0.550. + +#: data_file: Table54.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 9.236 +#: E(P=1) [GeV],45.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],9.236 +#: X,0.55 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,4.822,0.181,-0.181,0.74,-0.74 +0.3,4.126,0.173,-0.173,0.503,-0.503 +0.4,4.038,0.173,-0.173,0.495,-0.495 +0.5,3.626,0.164,-0.164,0.36,-0.36 +0.6,3.69,0.162,-0.162,0.261,-0.261 +0.7,3.14,0.149,-0.149,0.254,-0.254 + +#: E(P=1) [GeV],45.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],9.236 +#: X,0.55 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,2.855,0.227,-0.227,0.388,-0.388 +0.3,1.699,0.171,-0.171,0.196,-0.196 +0.4,1.412,0.168,-0.168,0.135,-0.135 +0.5,0.744,0.116,-0.116,0.095,-0.095 +0.6,0.382,0.076,-0.076,0.044,-0.044 +0.7,0.255,0.059,-0.059,0.026,-0.026 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table55.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table55.csv new file mode 100644 index 0000000000..5f1577ae88 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table55.csv @@ -0,0 +1,31 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t55 +#: name: Table 55 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 45.0 GeV and X =0.650. + +#: data_file: Table55.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 9.236 +#: E(P=1) [GeV],45.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],9.236 +#: X,0.65 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,2.166,0.108,-0.108,0.427,-0.427 +0.3,1.863,0.105,-0.105,0.334,-0.334 +0.4,1.764,0.104,-0.104,0.263,-0.263 +0.5,1.62,0.101,-0.101,0.236,-0.236 +0.6,1.424,0.096,-0.096,0.225,-0.225 + +#: E(P=1) [GeV],45.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],9.236 +#: X,0.65 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,1.281,0.128,-0.128,0.235,-0.235 +0.3,0.824,0.113,-0.113,0.157,-0.157 +0.4,0.589,0.095,-0.095,0.11,-0.11 +0.5,0.275,0.066,-0.066,0.049,-0.049 +0.6,0.09,0.037,-0.037,0.014,-0.014 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table56.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table56.csv new file mode 100644 index 0000000000..39fb54fdd4 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table56.csv @@ -0,0 +1,35 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t56 +#: name: Table 56 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 55.0 GeV and X =0.020. + +#: data_file: Table56.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 10.201 +#: E(P=1) [GeV],55.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],10.201 +#: X,0.02 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,12.977,0.776,-0.776,0.716,-0.716 +0.3,13.554,0.823,-0.823,0.616,-0.616 +0.4,12.585,0.767,-0.767,0.674,-0.674 +0.5,15.035,0.827,-0.827,0.761,-0.761 +0.6,13.568,0.772,-0.772,0.853,-0.853 +0.7,12.692,0.736,-0.736,0.941,-0.941 +0.8,13.066,0.746,-0.746,1.14,-1.14 + +#: E(P=1) [GeV],55.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],10.201 +#: X,0.02 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,12.193,1.329,-1.329,0.944,-0.944 +0.3,12.903,1.396,-1.396,0.909,-0.909 +0.4,9.24,1.122,-1.122,0.33,-0.33 +0.5,10.826,1.206,-1.206,1.059,-1.059 +0.6,9.6,1.158,-1.158,0.609,-0.609 +0.7,8.129,1.013,-1.013,0.821,-0.821 +0.8,8.065,1.029,-1.029,0.816,-0.816 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table57.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table57.csv new file mode 100644 index 0000000000..9bf77b23a6 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table57.csv @@ -0,0 +1,35 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t57 +#: name: Table 57 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 55.0 GeV and X =0.045. + +#: data_file: Table57.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 10.201 +#: E(P=1) [GeV],55.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],10.201 +#: X,0.045 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,16.034,0.723,-0.723,0.918,-0.918 +0.3,17.698,0.776,-0.776,0.874,-0.874 +0.4,17.085,0.743,-0.743,0.979,-0.979 +0.5,15.212,0.691,-0.691,0.895,-0.895 +0.6,16.019,0.684,-0.684,0.962,-0.962 +0.7,15.783,0.674,-0.674,1.095,-1.095 +0.8,15.216,0.651,-0.651,1.134,-1.134 + +#: E(P=1) [GeV],55.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],10.201 +#: X,0.045 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,14.008,1.172,-1.172,0.637,-0.637 +0.3,13.159,1.142,-1.142,0.606,-0.606 +0.4,10.964,1.011,-1.011,0.49,-0.49 +0.5,11.719,1.028,-1.028,0.745,-0.745 +0.6,9.372,0.887,-0.887,0.633,-0.633 +0.7,8.421,0.836,-0.836,0.715,-0.715 +0.8,6.394,0.723,-0.723,0.585,-0.585 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table58.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table58.csv new file mode 100644 index 0000000000..91b234efde --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table58.csv @@ -0,0 +1,35 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t58 +#: name: Table 58 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 55.0 GeV and X =0.080. + +#: data_file: Table58.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 10.201 +#: E(P=1) [GeV],55.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],10.201 +#: X,0.08 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,20.0,0.729,-0.729,0.827,-0.827 +0.3,20.312,0.743,-0.743,0.91,-0.91 +0.4,19.654,0.71,-0.71,0.77,-0.77 +0.5,18.726,0.673,-0.673,0.998,-0.998 +0.6,19.74,0.685,-0.685,1.058,-1.058 +0.7,18.741,0.656,-0.656,1.461,-1.461 +0.8,17.278,0.619,-0.619,1.341,-1.341 + +#: E(P=1) [GeV],55.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],10.201 +#: X,0.08 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,14.643,1.042,-1.042,0.652,-0.652 +0.3,14.856,1.07,-1.07,0.564,-0.564 +0.4,12.893,0.958,-0.958,0.836,-0.836 +0.5,11.557,0.901,-0.901,0.559,-0.559 +0.6,8.535,0.76,-0.76,0.549,-0.549 +0.7,6.688,0.653,-0.653,0.335,-0.335 +0.8,5.162,0.573,-0.573,0.475,-0.475 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table59.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table59.csv new file mode 100644 index 0000000000..d74fec2eb2 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table59.csv @@ -0,0 +1,35 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t59 +#: name: Table 59 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 55.0 GeV and X =0.125. + +#: data_file: Table59.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 10.201 +#: E(P=1) [GeV],55.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],10.201 +#: X,0.125 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,19.023,0.636,-0.636,0.613,-0.613 +0.3,19.785,0.661,-0.661,0.593,-0.593 +0.4,19.538,0.638,-0.638,0.776,-0.776 +0.5,18.525,0.606,-0.606,0.716,-0.716 +0.6,18.521,0.597,-0.597,0.998,-0.998 +0.7,18.547,0.595,-0.595,1.103,-1.103 +0.8,17.113,0.557,-0.557,1.229,-1.229 + +#: E(P=1) [GeV],55.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],10.201 +#: X,0.125 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,12.979,0.884,-0.884,0.446,-0.446 +0.3,12.779,0.889,-0.889,0.637,-0.637 +0.4,11.045,0.814,-0.814,0.473,-0.473 +0.5,9.603,0.73,-0.73,0.45,-0.45 +0.6,5.617,0.543,-0.543,0.374,-0.374 +0.7,5.407,0.536,-0.536,0.323,-0.323 +0.8,4.178,0.454,-0.454,0.252,-0.252 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table60.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table60.csv new file mode 100644 index 0000000000..c2d5d33a4f --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table60.csv @@ -0,0 +1,35 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t60 +#: name: Table 60 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 55.0 GeV and X =0.175. + +#: data_file: Table60.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 10.201 +#: E(P=1) [GeV],55.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],10.201 +#: X,0.175 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,18.105,0.631,-0.631,0.514,-0.514 +0.3,18.287,0.641,-0.641,0.602,-0.602 +0.4,18.716,0.64,-0.64,0.684,-0.684 +0.5,17.688,0.605,-0.605,0.439,-0.439 +0.6,17.494,0.597,-0.597,0.756,-0.756 +0.7,17.641,0.583,-0.583,1.035,-1.035 +0.8,16.267,0.549,-0.549,1.011,-1.011 + +#: E(P=1) [GeV],55.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],10.201 +#: X,0.175 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,13.292,0.907,-0.907,0.439,-0.439 +0.3,12.019,0.874,-0.874,0.433,-0.433 +0.4,9.211,0.738,-0.738,0.443,-0.443 +0.5,6.702,0.608,-0.608,0.275,-0.275 +0.6,4.917,0.509,-0.509,0.298,-0.298 +0.7,4.677,0.501,-0.501,0.369,-0.369 +0.8,3.317,0.423,-0.423,0.266,-0.266 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table61.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table61.csv new file mode 100644 index 0000000000..e8a27d307b --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table61.csv @@ -0,0 +1,35 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t61 +#: name: Table 61 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 55.0 GeV and X =0.225. + +#: data_file: Table61.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 10.201 +#: E(P=1) [GeV],55.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],10.201 +#: X,0.225 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,16.742,0.613,-0.613,0.603,-0.603 +0.3,16.161,0.609,-0.609,0.388,-0.388 +0.4,15.994,0.601,-0.601,0.4,-0.4 +0.5,17.877,0.622,-0.622,0.524,-0.524 +0.6,16.471,0.588,-0.588,0.622,-0.622 +0.7,15.696,0.563,-0.563,0.676,-0.676 +0.8,14.596,0.531,-0.531,0.854,-0.854 + +#: E(P=1) [GeV],55.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],10.201 +#: X,0.225 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,10.927,0.836,-0.836,0.365,-0.365 +0.3,8.464,0.734,-0.734,0.246,-0.246 +0.4,5.595,0.588,-0.588,0.2,-0.2 +0.5,5.825,0.581,-0.581,0.225,-0.225 +0.6,4.138,0.479,-0.479,0.2,-0.2 +0.7,3.366,0.427,-0.427,0.256,-0.256 +0.8,2.272,0.338,-0.338,0.194,-0.194 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table62.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table62.csv new file mode 100644 index 0000000000..50a6617a4b --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table62.csv @@ -0,0 +1,35 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t62 +#: name: Table 62 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 55.0 GeV and X =0.275. + +#: data_file: Table62.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 10.201 +#: E(P=1) [GeV],55.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],10.201 +#: X,0.275 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,14.995,0.595,-0.595,0.545,-0.545 +0.3,14.796,0.6,-0.6,0.55,-0.55 +0.4,14.398,0.577,-0.577,0.405,-0.405 +0.5,14.184,0.566,-0.566,0.34,-0.34 +0.6,14.0,0.546,-0.546,0.479,-0.479 +0.7,13.31,0.523,-0.523,0.476,-0.476 +0.8,13.44,0.52,-0.52,0.657,-0.657 + +#: E(P=1) [GeV],55.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],10.201 +#: X,0.275 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,9.809,0.802,-0.802,0.524,-0.524 +0.3,8.095,0.732,-0.732,0.398,-0.398 +0.4,6.914,0.666,-0.666,0.237,-0.237 +0.5,4.224,0.501,-0.501,0.2,-0.2 +0.6,3.113,0.425,-0.425,0.262,-0.262 +0.7,1.812,0.302,-0.302,0.144,-0.144 +0.8,1.491,0.273,-0.273,0.118,-0.118 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table63.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table63.csv new file mode 100644 index 0000000000..0e527a886e --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table63.csv @@ -0,0 +1,35 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t63 +#: name: Table 63 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 55.0 GeV and X =0.350. + +#: data_file: Table63.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 10.201 +#: E(P=1) [GeV],55.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],10.201 +#: X,0.35 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,11.008,0.358,-0.358,0.631,-0.631 +0.3,11.765,0.378,-0.378,0.594,-0.594 +0.4,10.37,0.347,-0.347,0.436,-0.436 +0.5,11.252,0.359,-0.359,0.344,-0.344 +0.6,10.824,0.344,-0.344,0.337,-0.337 +0.7,10.78,0.341,-0.341,0.413,-0.413 +0.8,10.356,0.325,-0.325,0.521,-0.521 + +#: E(P=1) [GeV],55.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],10.201 +#: X,0.35 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,6.349,0.441,-0.441,0.499,-0.499 +0.3,5.505,0.424,-0.424,0.229,-0.229 +0.4,3.976,0.349,-0.349,0.194,-0.194 +0.5,2.892,0.292,-0.292,0.12,-0.12 +0.6,1.272,0.183,-0.183,0.052,-0.052 +0.7,0.88,0.147,-0.147,0.051,-0.051 +0.8,0.858,0.15,-0.15,0.101,-0.101 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table64.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table64.csv new file mode 100644 index 0000000000..e562beb540 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table64.csv @@ -0,0 +1,33 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t64 +#: name: Table 64 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 55.0 GeV and X =0.450. + +#: data_file: Table64.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 10.201 +#: E(P=1) [GeV],55.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],10.201 +#: X,0.45 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,7.286,0.289,-0.289,0.792,-0.792 +0.3,6.953,0.287,-0.287,0.631,-0.631 +0.4,7.202,0.291,-0.291,0.627,-0.627 +0.5,7.206,0.288,-0.288,0.474,-0.474 +0.6,6.269,0.262,-0.262,0.339,-0.339 +0.7,6.697,0.27,-0.27,0.373,-0.373 + +#: E(P=1) [GeV],55.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],10.201 +#: X,0.45 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,4.422,0.376,-0.376,0.528,-0.528 +0.3,3.254,0.322,-0.322,0.323,-0.323 +0.4,2.074,0.25,-0.25,0.134,-0.134 +0.5,1.191,0.187,-0.187,0.095,-0.095 +0.6,0.879,0.159,-0.159,0.076,-0.076 +0.7,0.692,0.145,-0.145,0.119,-0.119 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table65.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table65.csv new file mode 100644 index 0000000000..04de66c4ec --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table65.csv @@ -0,0 +1,33 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t65 +#: name: Table 65 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 55.0 GeV and X =0.550. + +#: data_file: Table65.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 10.201 +#: E(P=1) [GeV],55.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],10.201 +#: X,0.55 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,4.215,0.208,-0.208,0.635,-0.635 +0.3,4.09,0.211,-0.211,0.52,-0.52 +0.4,3.424,0.192,-0.192,0.409,-0.409 +0.5,3.766,0.203,-0.203,0.336,-0.336 +0.6,3.255,0.187,-0.187,0.277,-0.277 +0.7,3.317,0.188,-0.188,0.27,-0.27 + +#: E(P=1) [GeV],55.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],10.201 +#: X,0.55 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,2.198,0.244,-0.244,0.313,-0.313 +0.3,1.163,0.18,-0.18,0.151,-0.151 +0.4,1.322,0.197,-0.197,0.187,-0.187 +0.5,0.718,0.142,-0.142,0.057,-0.057 +0.6,0.37,0.099,-0.099,0.026,-0.026 +0.7,0.235,0.077,-0.077,0.023,-0.023 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table66.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table66.csv new file mode 100644 index 0000000000..7686e9c834 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table66.csv @@ -0,0 +1,33 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t66 +#: name: Table 66 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 55.0 GeV and X =0.650. + +#: data_file: Table66.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 10.201 +#: E(P=1) [GeV],55.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],10.201 +#: X,0.65 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,2.02,0.126,-0.126,0.412,-0.412 +0.3,1.788,0.124,-0.124,0.302,-0.302 +0.4,1.734,0.126,-0.126,0.268,-0.268 +0.5,1.444,0.114,-0.114,0.189,-0.189 +0.6,1.61,0.124,-0.124,0.217,-0.217 +0.7,1.293,0.112,-0.112,0.167,-0.167 + +#: E(P=1) [GeV],55.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],10.201 +#: X,0.65 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,0.821,0.13,-0.13,0.179,-0.179 +0.3,0.642,0.132,-0.132,0.114,-0.114 +0.4,0.376,0.088,-0.088,0.073,-0.073 +0.5,0.192,0.066,-0.066,0.043,-0.043 +0.6,0.232,0.075,-0.075,0.072,-0.072 +0.7,0.085,0.044,-0.044,0.019,-0.019 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table67.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table67.csv new file mode 100644 index 0000000000..dffc3ffe30 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table67.csv @@ -0,0 +1,35 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t67 +#: name: Table 67 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 70.0 GeV and X =0.020. + +#: data_file: Table67.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 11.498 +#: E(P=1) [GeV],70.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],11.498 +#: X,0.02 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,13.471,0.688,-0.688,0.682,-0.682 +0.3,15.816,0.743,-0.743,0.739,-0.739 +0.4,14.637,0.69,-0.69,0.839,-0.839 +0.5,14.665,0.678,-0.678,0.825,-0.825 +0.6,14.46,0.652,-0.652,0.89,-0.89 +0.7,14.65,0.663,-0.663,1.02,-1.02 +0.8,11.962,0.584,-0.584,0.938,-0.938 + +#: E(P=1) [GeV],70.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],11.498 +#: X,0.02 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,9.907,1.051,-1.051,0.623,-0.623 +0.3,12.662,1.23,-1.23,0.545,-0.545 +0.4,11.235,1.083,-1.083,0.765,-0.765 +0.5,10.952,1.08,-1.08,0.58,-0.58 +0.6,7.971,0.905,-0.905,0.566,-0.566 +0.7,8.39,0.905,-0.905,0.473,-0.473 +0.8,6.376,0.779,-0.779,0.548,-0.548 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table68.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table68.csv new file mode 100644 index 0000000000..83619b12f5 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table68.csv @@ -0,0 +1,35 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t68 +#: name: Table 68 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 70.0 GeV and X =0.045. + +#: data_file: Table68.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 11.498 +#: E(P=1) [GeV],70.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],11.498 +#: X,0.045 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,18.419,0.667,-0.667,1.041,-1.041 +0.3,18.37,0.658,-0.658,0.918,-0.918 +0.4,17.715,0.632,-0.632,0.864,-0.864 +0.5,17.803,0.614,-0.614,1.042,-1.042 +0.6,17.11,0.595,-0.595,0.885,-0.885 +0.7,15.048,0.545,-0.545,0.951,-0.951 +0.8,14.664,0.535,-0.535,1.09,-1.09 + +#: E(P=1) [GeV],70.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],11.498 +#: X,0.045 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,14.293,1.064,-1.064,0.723,-0.723 +0.3,14.748,1.097,-1.097,0.795,-0.795 +0.4,12.371,0.959,-0.959,0.633,-0.633 +0.5,12.021,0.911,-0.911,0.584,-0.584 +0.6,10.062,0.837,-0.837,0.785,-0.785 +0.7,7.616,0.713,-0.713,0.514,-0.514 +0.8,7.661,0.72,-0.72,0.703,-0.703 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table69.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table69.csv new file mode 100644 index 0000000000..3c17b908fe --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table69.csv @@ -0,0 +1,35 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t69 +#: name: Table 69 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 70.0 GeV and X =0.080. + +#: data_file: Table69.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 11.498 +#: E(P=1) [GeV],70.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],11.498 +#: X,0.08 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,19.882,0.614,-0.614,0.893,-0.893 +0.3,20.383,0.612,-0.612,0.857,-0.857 +0.4,20.756,0.605,-0.605,0.965,-0.965 +0.5,19.115,0.569,-0.569,0.994,-0.994 +0.6,18.882,0.554,-0.554,1.039,-1.039 +0.7,18.814,0.545,-0.545,1.139,-1.139 +0.8,16.883,0.511,-0.511,1.255,-1.255 + +#: E(P=1) [GeV],70.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],11.498 +#: X,0.08 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,15.93,1.01,-1.01,0.594,-0.594 +0.3,14.948,0.957,-0.957,0.438,-0.438 +0.4,13.346,0.886,-0.886,0.63,-0.63 +0.5,11.323,0.797,-0.797,0.6,-0.6 +0.6,9.141,0.69,-0.69,0.657,-0.657 +0.7,6.418,0.571,-0.571,0.462,-0.462 +0.8,6.608,0.573,-0.573,0.532,-0.532 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table70.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table70.csv new file mode 100644 index 0000000000..6f599b0064 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table70.csv @@ -0,0 +1,35 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t70 +#: name: Table 70 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 70.0 GeV and X =0.125. + +#: data_file: Table70.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 11.498 +#: E(P=1) [GeV],70.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],11.498 +#: X,0.125 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,19.759,0.555,-0.555,0.647,-0.647 +0.3,19.852,0.551,-0.551,0.667,-0.667 +0.4,19.613,0.536,-0.536,0.627,-0.627 +0.5,18.421,0.507,-0.507,0.762,-0.762 +0.6,19.772,0.52,-0.52,0.886,-0.886 +0.7,19.328,0.502,-0.502,1.04,-1.04 +0.8,17.373,0.467,-0.467,1.058,-1.058 + +#: E(P=1) [GeV],70.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],11.498 +#: X,0.125 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,14.455,0.855,-0.855,0.451,-0.451 +0.3,12.218,0.769,-0.769,0.413,-0.413 +0.4,11.565,0.74,-0.74,0.443,-0.443 +0.5,8.236,0.611,-0.611,0.346,-0.346 +0.6,6.566,0.53,-0.53,0.387,-0.387 +0.7,5.407,0.469,-0.469,0.283,-0.283 +0.8,4.807,0.448,-0.448,0.314,-0.314 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table71.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table71.csv new file mode 100644 index 0000000000..3f25e7c548 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table71.csv @@ -0,0 +1,35 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t71 +#: name: Table 71 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 70.0 GeV and X =0.175. + +#: data_file: Table71.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 11.498 +#: E(P=1) [GeV],70.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],11.498 +#: X,0.175 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,17.245,0.525,-0.525,0.486,-0.486 +0.3,17.929,0.53,-0.53,0.503,-0.503 +0.4,19.081,0.541,-0.541,0.526,-0.526 +0.5,18.03,0.509,-0.509,0.638,-0.638 +0.6,18.066,0.506,-0.506,0.709,-0.709 +0.7,17.281,0.485,-0.485,0.78,-0.78 +0.8,16.83,0.469,-0.469,0.943,-0.943 + +#: E(P=1) [GeV],70.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],11.498 +#: X,0.175 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,14.584,0.866,-0.866,0.465,-0.465 +0.3,11.122,0.753,-0.753,0.394,-0.394 +0.4,8.841,0.652,-0.652,0.33,-0.33 +0.5,6.757,0.55,-0.55,0.336,-0.336 +0.6,6.546,0.548,-0.548,0.264,-0.264 +0.7,3.847,0.404,-0.404,0.246,-0.246 +0.8,3.454,0.376,-0.376,0.258,-0.258 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table72.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table72.csv new file mode 100644 index 0000000000..c8f98d01b1 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table72.csv @@ -0,0 +1,35 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t72 +#: name: Table 72 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 70.0 GeV and X =0.225. + +#: data_file: Table72.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 11.498 +#: E(P=1) [GeV],70.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],11.498 +#: X,0.225 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,15.696,0.506,-0.506,0.378,-0.378 +0.3,16.495,0.52,-0.52,0.378,-0.378 +0.4,16.42,0.508,-0.508,0.375,-0.375 +0.5,15.417,0.481,-0.481,0.468,-0.468 +0.6,15.902,0.482,-0.482,0.495,-0.495 +0.7,16.204,0.476,-0.476,0.629,-0.629 +0.8,15.419,0.462,-0.462,0.852,-0.852 + +#: E(P=1) [GeV],70.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],11.498 +#: X,0.225 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,12.781,0.814,-0.814,0.555,-0.555 +0.3,9.357,0.689,-0.689,0.435,-0.435 +0.4,7.267,0.589,-0.589,0.27,-0.27 +0.5,4.852,0.469,-0.469,0.226,-0.226 +0.6,3.591,0.403,-0.403,0.245,-0.245 +0.7,3.085,0.37,-0.37,0.182,-0.182 +0.8,2.161,0.291,-0.291,0.157,-0.157 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table73.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table73.csv new file mode 100644 index 0000000000..ae41b49ae2 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table73.csv @@ -0,0 +1,35 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t73 +#: name: Table 73 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 70.0 GeV and X =0.275. + +#: data_file: Table73.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 11.498 +#: E(P=1) [GeV],70.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],11.498 +#: X,0.275 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,14.496,0.496,-0.496,0.617,-0.617 +0.3,15.012,0.51,-0.51,0.673,-0.673 +0.4,13.267,0.46,-0.46,0.392,-0.392 +0.5,14.049,0.47,-0.47,0.366,-0.366 +0.6,13.746,0.451,-0.451,0.348,-0.348 +0.7,13.746,0.449,-0.449,0.458,-0.458 +0.8,12.851,0.424,-0.424,0.652,-0.652 + +#: E(P=1) [GeV],70.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],11.498 +#: X,0.275 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,9.279,0.693,-0.693,0.366,-0.366 +0.3,7.273,0.627,-0.627,0.422,-0.422 +0.4,6.205,0.567,-0.567,0.299,-0.299 +0.5,3.505,0.407,-0.407,0.192,-0.192 +0.6,2.575,0.338,-0.338,0.127,-0.127 +0.7,1.955,0.288,-0.288,0.14,-0.14 +0.8,1.652,0.262,-0.262,0.201,-0.201 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table74.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table74.csv new file mode 100644 index 0000000000..31ecaeb9f5 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table74.csv @@ -0,0 +1,35 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t74 +#: name: Table 74 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 70.0 GeV and X =0.350. + +#: data_file: Table74.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 11.498 +#: E(P=1) [GeV],70.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],11.498 +#: X,0.35 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,11.166,0.314,-0.314,0.69,-0.69 +0.3,10.472,0.298,-0.298,0.567,-0.567 +0.4,10.461,0.294,-0.294,0.518,-0.518 +0.5,10.073,0.282,-0.282,0.361,-0.361 +0.6,10.354,0.281,-0.281,0.314,-0.314 +0.7,10.093,0.274,-0.274,0.318,-0.318 +0.8,10.244,0.274,-0.274,0.45,-0.45 + +#: E(P=1) [GeV],70.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],11.498 +#: X,0.35 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,6.582,0.418,-0.418,0.44,-0.44 +0.3,4.915,0.366,-0.366,0.258,-0.258 +0.4,3.769,0.302,-0.302,0.162,-0.162 +0.5,2.718,0.26,-0.26,0.103,-0.103 +0.6,1.644,0.194,-0.194,0.072,-0.072 +0.7,0.963,0.144,-0.144,0.07,-0.07 +0.8,0.801,0.13,-0.13,0.051,-0.051 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table75.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table75.csv new file mode 100644 index 0000000000..465ef685af --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table75.csv @@ -0,0 +1,35 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t75 +#: name: Table 75 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 70.0 GeV and X =0.450. + +#: data_file: Table75.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 11.498 +#: E(P=1) [GeV],70.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],11.498 +#: X,0.45 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,7.427,0.251,-0.251,0.685,-0.685 +0.3,7.553,0.256,-0.256,0.622,-0.622 +0.4,6.352,0.227,-0.227,0.506,-0.506 +0.5,6.599,0.23,-0.23,0.486,-0.486 +0.6,5.953,0.214,-0.214,0.343,-0.343 +0.7,6.072,0.216,-0.216,0.32,-0.32 +0.8,5.885,0.214,-0.214,0.317,-0.317 + +#: E(P=1) [GeV],70.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],11.498 +#: X,0.45 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,3.851,0.315,-0.315,0.371,-0.371 +0.3,3.021,0.283,-0.283,0.3,-0.3 +0.4,2.163,0.231,-0.231,0.196,-0.196 +0.5,1.316,0.176,-0.176,0.045,-0.045 +0.6,0.839,0.136,-0.136,0.052,-0.052 +0.7,0.387,0.091,-0.091,0.027,-0.027 +0.8,0.348,0.084,-0.084,0.03,-0.03 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table76.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table76.csv new file mode 100644 index 0000000000..6f262870be --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table76.csv @@ -0,0 +1,33 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t76 +#: name: Table 76 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 70.0 GeV and X =0.550. + +#: data_file: Table76.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 11.498 +#: E(P=1) [GeV],70.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],11.498 +#: X,0.55 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,4.086,0.177,-0.177,0.558,-0.558 +0.3,3.696,0.17,-0.17,0.567,-0.567 +0.4,3.732,0.172,-0.172,0.47,-0.47 +0.5,3.403,0.16,-0.16,0.335,-0.335 +0.6,3.385,0.16,-0.16,0.319,-0.319 +0.7,3.028,0.149,-0.149,0.223,-0.223 + +#: E(P=1) [GeV],70.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],11.498 +#: X,0.55 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,2.377,0.239,-0.239,0.382,-0.382 +0.3,1.541,0.193,-0.193,0.144,-0.144 +0.4,1.051,0.16,-0.16,0.14,-0.14 +0.5,0.76,0.131,-0.131,0.084,-0.084 +0.6,0.423,0.099,-0.099,0.062,-0.062 +0.7,0.191,0.06,-0.06,0.013,-0.013 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table77.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table77.csv new file mode 100644 index 0000000000..c1208a6cd9 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table77.csv @@ -0,0 +1,33 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t77 +#: name: Table 77 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 70.0 GeV and X =0.650. + +#: data_file: Table77.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 11.498 +#: E(P=1) [GeV],70.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],11.498 +#: X,0.65 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,1.727,0.099,-0.099,0.315,-0.315 +0.3,1.58,0.099,-0.099,0.234,-0.234 +0.4,1.457,0.096,-0.096,0.214,-0.214 +0.5,1.404,0.092,-0.092,0.204,-0.204 +0.6,1.306,0.089,-0.089,0.157,-0.157 +0.7,1.518,0.101,-0.101,0.167,-0.167 + +#: E(P=1) [GeV],70.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],11.498 +#: X,0.65 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.2,0.823,0.119,-0.119,0.136,-0.136 +0.3,0.601,0.106,-0.106,0.114,-0.114 +0.4,0.484,0.096,-0.096,0.089,-0.089 +0.5,0.354,0.079,-0.079,0.057,-0.057 +0.6,0.141,0.049,-0.049,0.024,-0.024 +0.7,0.113,0.043,-0.043,0.018,-0.018 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table78.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table78.csv new file mode 100644 index 0000000000..23af87be85 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table78.csv @@ -0,0 +1,37 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t78 +#: name: Table 78 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 90.0 GeV and X =0.020. + +#: data_file: Table78.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 13.028 +#: E(P=1) [GeV],90.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],13.028 +#: X,0.02 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,12.825,0.766,-0.766,0.616,-0.616 +0.2,15.434,0.866,-0.866,0.849,-0.849 +0.3,14.872,0.816,-0.816,0.708,-0.708 +0.4,16.087,0.843,-0.843,0.815,-0.815 +0.5,14.31,0.768,-0.768,0.769,-0.769 +0.6,14.739,0.768,-0.768,0.76,-0.76 +0.7,15.04,0.774,-0.774,1.111,-1.111 +0.8,13.127,0.709,-0.709,0.958,-0.958 + +#: E(P=1) [GeV],90.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],13.028 +#: X,0.02 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,11.961,1.538,-1.538,1.003,-1.003 +0.2,11.843,1.513,-1.513,0.544,-0.544 +0.3,10.611,1.385,-1.385,0.388,-0.388 +0.4,10.98,1.385,-1.385,0.649,-0.649 +0.5,11.83,1.417,-1.417,0.829,-0.829 +0.6,10.214,1.34,-1.34,0.754,-0.754 +0.7,7.408,1.089,-1.089,0.542,-0.542 +0.8,6.242,0.991,-0.991,0.509,-0.509 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table79.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table79.csv new file mode 100644 index 0000000000..e17f4b5b13 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table79.csv @@ -0,0 +1,37 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t79 +#: name: Table 79 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 90.0 GeV and X =0.045. + +#: data_file: Table79.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 13.028 +#: E(P=1) [GeV],90.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],13.028 +#: X,0.045 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,16.443,0.721,-0.721,0.966,-0.966 +0.2,19.744,0.813,-0.813,0.843,-0.843 +0.3,19.286,0.787,-0.787,0.846,-0.846 +0.4,18.792,0.747,-0.747,0.993,-0.993 +0.5,18.498,0.727,-0.727,1.072,-1.072 +0.6,17.181,0.692,-0.692,1.023,-1.023 +0.7,18.28,0.707,-0.707,1.246,-1.246 +0.8,15.504,0.643,-0.643,0.992,-0.992 + +#: E(P=1) [GeV],90.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],13.028 +#: X,0.045 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,15.575,1.439,-1.439,0.822,-0.822 +0.2,16.835,1.538,-1.538,0.779,-0.779 +0.3,16.94,1.473,-1.473,0.953,-0.953 +0.4,14.812,1.355,-1.355,0.715,-0.715 +0.5,11.894,1.19,-1.19,0.74,-0.74 +0.6,10.706,1.095,-1.095,0.781,-0.781 +0.7,10.1,1.083,-1.083,1.154,-1.154 +0.8,6.48,0.824,-0.824,0.429,-0.429 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table80.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table80.csv new file mode 100644 index 0000000000..ae9a6b4e25 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table80.csv @@ -0,0 +1,37 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t80 +#: name: Table 80 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 90.0 GeV and X =0.080. + +#: data_file: Table80.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 13.028 +#: E(P=1) [GeV],90.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],13.028 +#: X,0.08 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,20.335,0.719,-0.719,0.852,-0.852 +0.2,21.3,0.745,-0.745,0.837,-0.837 +0.3,20.231,0.702,-0.702,0.777,-0.777 +0.4,20.748,0.698,-0.698,0.939,-0.939 +0.5,20.048,0.673,-0.673,0.971,-0.971 +0.6,20.083,0.663,-0.663,1.126,-1.126 +0.7,18.462,0.628,-0.628,0.981,-0.981 +0.8,17.086,0.59,-0.59,1.261,-1.261 + +#: E(P=1) [GeV],90.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],13.028 +#: X,0.08 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,17.23,1.296,-1.296,0.751,-0.751 +0.2,16.727,1.318,-1.318,0.664,-0.664 +0.3,15.949,1.247,-1.247,0.645,-0.645 +0.4,11.839,1.04,-1.04,0.568,-0.568 +0.5,9.178,0.887,-0.887,0.516,-0.516 +0.6,7.529,0.797,-0.797,0.556,-0.556 +0.7,7.92,0.845,-0.845,0.65,-0.65 +0.8,6.391,0.753,-0.753,0.647,-0.647 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table81.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table81.csv new file mode 100644 index 0000000000..9b7afa59da --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table81.csv @@ -0,0 +1,37 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t81 +#: name: Table 81 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 90.0 GeV and X =0.125. + +#: data_file: Table81.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 13.028 +#: E(P=1) [GeV],90.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],13.028 +#: X,0.125 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,20.21,0.647,-0.647,0.644,-0.644 +0.2,20.827,0.669,-0.669,0.596,-0.596 +0.3,19.199,0.621,-0.621,0.736,-0.736 +0.4,19.956,0.626,-0.626,0.569,-0.569 +0.5,18.258,0.58,-0.58,0.706,-0.706 +0.6,19.623,0.604,-0.604,0.944,-0.944 +0.7,18.504,0.576,-0.576,1.176,-1.176 +0.8,17.855,0.559,-0.559,1.078,-1.078 + +#: E(P=1) [GeV],90.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],13.028 +#: X,0.125 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,16.922,1.181,-1.181,0.737,-0.737 +0.2,13.439,1.052,-1.052,0.592,-0.592 +0.3,11.322,0.936,-0.936,0.34,-0.34 +0.4,12.02,0.951,-0.951,0.575,-0.575 +0.5,8.638,0.784,-0.784,0.35,-0.35 +0.6,6.77,0.688,-0.688,0.345,-0.345 +0.7,5.233,0.597,-0.597,0.44,-0.44 +0.8,4.299,0.561,-0.561,0.345,-0.345 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table82.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table82.csv new file mode 100644 index 0000000000..a780b40599 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table82.csv @@ -0,0 +1,37 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t82 +#: name: Table 82 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 90.0 GeV and X =0.175. + +#: data_file: Table82.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 13.028 +#: E(P=1) [GeV],90.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],13.028 +#: X,0.175 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,18.918,0.637,-0.637,0.513,-0.513 +0.2,19.277,0.656,-0.656,0.491,-0.491 +0.3,18.449,0.626,-0.626,0.49,-0.49 +0.4,18.825,0.618,-0.618,0.452,-0.452 +0.5,17.481,0.579,-0.579,0.521,-0.521 +0.6,17.657,0.578,-0.578,0.684,-0.684 +0.7,17.322,0.57,-0.57,0.998,-0.998 +0.8,16.661,0.55,-0.55,1.014,-1.014 + +#: E(P=1) [GeV],90.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],13.028 +#: X,0.175 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,14.78,1.098,-1.098,0.642,-0.642 +0.2,12.867,1.042,-1.042,0.511,-0.511 +0.3,10.903,0.94,-0.94,0.4,-0.4 +0.4,6.601,0.698,-0.698,0.325,-0.325 +0.5,6.142,0.669,-0.669,0.357,-0.357 +0.6,4.624,0.573,-0.573,0.2,-0.2 +0.7,3.847,0.51,-0.51,0.187,-0.187 +0.8,2.905,0.446,-0.446,0.27,-0.27 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table83.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table83.csv new file mode 100644 index 0000000000..c750d17d28 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table83.csv @@ -0,0 +1,37 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t83 +#: name: Table 83 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 90.0 GeV and X =0.225. + +#: data_file: Table83.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 13.028 +#: E(P=1) [GeV],90.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],13.028 +#: X,0.225 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,16.883,0.608,-0.608,0.826,-0.826 +0.2,17.317,0.632,-0.632,0.571,-0.571 +0.3,17.233,0.611,-0.611,0.444,-0.444 +0.4,15.543,0.569,-0.569,0.411,-0.411 +0.5,14.807,0.542,-0.542,0.401,-0.401 +0.6,14.869,0.536,-0.536,0.479,-0.479 +0.7,15.382,0.542,-0.542,0.643,-0.643 +0.8,15.726,0.552,-0.552,0.594,-0.594 + +#: E(P=1) [GeV],90.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],13.028 +#: X,0.225 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,14.335,1.099,-1.099,0.774,-0.774 +0.2,11.231,0.994,-0.994,0.612,-0.612 +0.3,10.68,0.957,-0.957,0.326,-0.326 +0.4,6.46,0.71,-0.71,0.209,-0.209 +0.5,5.346,0.616,-0.616,0.213,-0.213 +0.6,3.725,0.515,-0.515,0.296,-0.296 +0.7,2.971,0.464,-0.464,0.345,-0.345 +0.8,2.632,0.439,-0.439,0.198,-0.198 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table84.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table84.csv new file mode 100644 index 0000000000..028a35abbf --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table84.csv @@ -0,0 +1,37 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t84 +#: name: Table 84 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 90.0 GeV and X =0.275. + +#: data_file: Table84.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 13.028 +#: E(P=1) [GeV],90.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],13.028 +#: X,0.275 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,14.456,0.571,-0.571,0.565,-0.565 +0.2,14.275,0.577,-0.577,0.734,-0.734 +0.3,15.234,0.591,-0.591,0.721,-0.721 +0.4,13.732,0.546,-0.546,0.388,-0.388 +0.5,14.315,0.548,-0.548,0.408,-0.408 +0.6,13.212,0.517,-0.517,0.354,-0.354 +0.7,13.745,0.526,-0.526,0.471,-0.471 +0.8,13.377,0.521,-0.521,0.727,-0.727 + +#: E(P=1) [GeV],90.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],13.028 +#: X,0.275 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,12.893,1.056,-1.056,0.706,-0.706 +0.2,9.465,0.915,-0.915,0.466,-0.466 +0.3,7.398,0.791,-0.791,0.329,-0.329 +0.4,5.19,0.635,-0.635,0.22,-0.22 +0.5,3.352,0.502,-0.502,0.16,-0.16 +0.6,3.104,0.485,-0.485,0.142,-0.142 +0.7,2.039,0.383,-0.383,0.138,-0.138 +0.8,1.461,0.325,-0.325,0.061,-0.061 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table85.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table85.csv new file mode 100644 index 0000000000..1a160ea841 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table85.csv @@ -0,0 +1,37 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t85 +#: name: Table 85 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 90.0 GeV and X =0.350. + +#: data_file: Table85.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 13.028 +#: E(P=1) [GeV],90.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],13.028 +#: X,0.35 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,11.706,0.365,-0.365,0.872,-0.872 +0.2,11.021,0.364,-0.364,0.615,-0.615 +0.3,11.254,0.362,-0.362,0.696,-0.696 +0.4,10.328,0.335,-0.335,0.6,-0.6 +0.5,10.011,0.326,-0.326,0.366,-0.366 +0.6,9.734,0.316,-0.316,0.269,-0.269 +0.7,9.176,0.304,-0.304,0.279,-0.279 +0.8,9.881,0.32,-0.32,0.465,-0.465 + +#: E(P=1) [GeV],90.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],13.028 +#: X,0.35 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,7.597,0.549,-0.549,0.554,-0.554 +0.2,7.468,0.575,-0.575,0.486,-0.486 +0.3,5.326,0.483,-0.483,0.293,-0.293 +0.4,3.836,0.401,-0.401,0.237,-0.237 +0.5,2.665,0.323,-0.323,0.11,-0.11 +0.6,1.894,0.26,-0.26,0.126,-0.126 +0.7,1.125,0.2,-0.2,0.049,-0.049 +0.8,0.729,0.158,-0.158,0.08,-0.08 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table86.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table86.csv new file mode 100644 index 0000000000..a9f05eb958 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table86.csv @@ -0,0 +1,37 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t86 +#: name: Table 86 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 90.0 GeV and X =0.450. + +#: data_file: Table86.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 13.028 +#: E(P=1) [GeV],90.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],13.028 +#: X,0.45 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,7.579,0.289,-0.289,0.954,-0.954 +0.2,7.294,0.292,-0.292,0.745,-0.745 +0.3,6.958,0.284,-0.284,0.691,-0.691 +0.4,6.548,0.268,-0.268,0.526,-0.526 +0.5,6.009,0.252,-0.252,0.417,-0.417 +0.6,5.818,0.247,-0.247,0.332,-0.332 +0.7,5.756,0.245,-0.245,0.322,-0.322 +0.8,5.289,0.235,-0.235,0.28,-0.28 + +#: E(P=1) [GeV],90.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],13.028 +#: X,0.45 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,5.524,0.471,-0.471,0.855,-0.855 +0.2,3.559,0.384,-0.384,0.367,-0.367 +0.3,3.149,0.349,-0.349,0.358,-0.358 +0.4,1.673,0.253,-0.253,0.117,-0.117 +0.5,1.803,0.255,-0.255,0.082,-0.082 +0.6,0.909,0.186,-0.186,0.08,-0.08 +0.7,0.713,0.157,-0.157,0.067,-0.067 +0.8,0.26,0.096,-0.096,0.026,-0.026 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table87.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table87.csv new file mode 100644 index 0000000000..c3eb5c3d74 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table87.csv @@ -0,0 +1,37 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t87 +#: name: Table 87 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 90.0 GeV and X =0.550. + +#: data_file: Table87.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 13.028 +#: E(P=1) [GeV],90.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],13.028 +#: X,0.55 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,4.269,0.203,-0.203,0.692,-0.692 +0.2,4.429,0.219,-0.219,0.616,-0.616 +0.3,3.382,0.186,-0.186,0.454,-0.454 +0.4,3.608,0.192,-0.192,0.371,-0.371 +0.5,3.02,0.17,-0.17,0.326,-0.326 +0.6,3.044,0.175,-0.175,0.243,-0.243 +0.7,2.87,0.171,-0.171,0.225,-0.225 +0.8,2.661,0.169,-0.169,0.238,-0.238 + +#: E(P=1) [GeV],90.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],13.028 +#: X,0.55 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,2.661,0.299,-0.299,0.46,-0.46 +0.2,1.999,0.272,-0.272,0.282,-0.282 +0.3,1.618,0.253,-0.253,0.13,-0.13 +0.4,0.708,0.156,-0.156,0.092,-0.092 +0.5,0.385,0.106,-0.106,0.033,-0.033 +0.6,0.383,0.121,-0.121,0.065,-0.065 +0.7,0.148,0.068,-0.068,0.021,-0.021 +0.8,0.311,0.108,-0.108,0.033,-0.033 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table88.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table88.csv new file mode 100644 index 0000000000..8470948abb --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table88.csv @@ -0,0 +1,35 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t88 +#: name: Table 88 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 90.0 GeV and X =0.650. + +#: data_file: Table88.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 13.028 +#: E(P=1) [GeV],90.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],13.028 +#: X,0.65 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,1.746,0.112,-0.112,0.376,-0.376 +0.2,1.595,0.114,-0.114,0.348,-0.348 +0.3,1.685,0.117,-0.117,0.309,-0.309 +0.4,1.396,0.103,-0.103,0.222,-0.222 +0.5,1.194,0.095,-0.095,0.164,-0.164 +0.6,1.144,0.092,-0.092,0.153,-0.153 +0.7,1.073,0.096,-0.096,0.11,-0.11 + +#: E(P=1) [GeV],90.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],13.028 +#: X,0.65 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,1.857,0.218,-0.218,0.396,-0.396 +0.2,0.845,0.148,-0.148,0.183,-0.183 +0.3,0.743,0.151,-0.151,0.124,-0.124 +0.4,0.35,0.102,-0.102,0.075,-0.075 +0.5,0.343,0.098,-0.098,0.055,-0.055 +0.6,0.114,0.059,-0.059,0.01,-0.01 +0.7,0.094,0.05,-0.05,0.018,-0.018 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table89.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table89.csv new file mode 100644 index 0000000000..a7fc75f9a1 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table89.csv @@ -0,0 +1,35 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t89 +#: name: Table 89 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 110.0 GeV and X =0.020. + +#: data_file: Table89.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 14.396 +#: E(P=1) [GeV],110.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],14.396 +#: X,0.02 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,14.502,1.019,-1.019,0.722,-0.722 +0.2,16.872,1.083,-1.083,0.687,-0.687 +0.3,17.208,1.082,-1.082,0.69,-0.69 +0.4,16.933,1.03,-1.03,0.862,-0.862 +0.5,15.306,0.953,-0.953,1.012,-1.012 +0.6,14.122,0.913,-0.913,0.966,-0.966 +0.7,14.472,0.907,-0.907,1.044,-1.044 + +#: E(P=1) [GeV],110.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],14.396 +#: X,0.02 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,12.429,2.062,-2.062,0.525,-0.525 +0.2,14.694,2.202,-2.202,1.176,-1.176 +0.3,11.563,1.907,-1.907,0.609,-0.609 +0.4,10.559,1.811,-1.811,0.515,-0.515 +0.5,10.65,1.81,-1.81,1.3,-1.3 +0.6,10.193,1.696,-1.696,0.849,-0.849 +0.7,9.16,1.627,-1.627,1.194,-1.194 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table90.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table90.csv new file mode 100644 index 0000000000..b878d9a339 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table90.csv @@ -0,0 +1,35 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t90 +#: name: Table 90 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 110.0 GeV and X =0.045. + +#: data_file: Table90.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 14.396 +#: E(P=1) [GeV],110.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],14.396 +#: X,0.045 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,18.423,0.949,-0.949,0.954,-0.954 +0.2,21.561,1.025,-1.025,0.914,-0.914 +0.3,21.093,0.97,-0.97,1.05,-1.05 +0.4,20.84,0.946,-0.946,0.792,-0.792 +0.5,16.288,0.797,-0.797,0.958,-0.958 +0.6,19.745,0.913,-0.913,1.543,-1.543 +0.7,16.53,0.811,-0.811,1.243,-1.243 + +#: E(P=1) [GeV],110.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],14.396 +#: X,0.045 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,19.696,2.189,-2.189,1.189,-1.189 +0.2,17.97,2.051,-2.051,0.943,-0.943 +0.3,14.162,1.804,-1.804,0.466,-0.466 +0.4,14.797,1.729,-1.729,0.596,-0.596 +0.5,10.828,1.45,-1.45,0.951,-0.951 +0.6,9.82,1.425,-1.425,0.902,-0.902 +0.7,6.977,1.138,-1.138,0.641,-0.641 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table91.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table91.csv new file mode 100644 index 0000000000..862a36db58 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table91.csv @@ -0,0 +1,35 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t91 +#: name: Table 91 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 110.0 GeV and X =0.080. + +#: data_file: Table91.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 14.396 +#: E(P=1) [GeV],110.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],14.396 +#: X,0.08 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,19.968,0.871,-0.871,0.875,-0.875 +0.2,20.921,0.873,-0.873,0.779,-0.779 +0.3,20.849,0.843,-0.843,0.754,-0.754 +0.4,21.154,0.84,-0.84,1.004,-1.004 +0.5,20.471,0.808,-0.808,0.977,-0.977 +0.6,19.008,0.775,-0.775,1.179,-1.179 +0.7,19.097,0.779,-0.779,1.297,-1.297 + +#: E(P=1) [GeV],110.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],14.396 +#: X,0.08 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,17.654,1.767,-1.767,1.109,-1.109 +0.2,17.632,1.778,-1.778,0.54,-0.54 +0.3,14.61,1.509,-1.509,0.794,-0.794 +0.4,13.237,1.443,-1.443,0.658,-0.658 +0.5,9.266,1.2,-1.2,0.658,-0.658 +0.6,7.161,1.018,-1.018,0.711,-0.711 +0.7,8.429,1.146,-1.146,0.723,-0.723 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table92.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table92.csv new file mode 100644 index 0000000000..461570a128 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table92.csv @@ -0,0 +1,35 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t92 +#: name: Table 92 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 110.0 GeV and X =0.125. + +#: data_file: Table92.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 14.396 +#: E(P=1) [GeV],110.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],14.396 +#: X,0.125 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,19.106,0.768,-0.768,0.612,-0.612 +0.2,20.153,0.772,-0.772,0.905,-0.905 +0.3,19.782,0.745,-0.745,0.606,-0.606 +0.4,19.862,0.737,-0.737,0.571,-0.571 +0.5,19.666,0.717,-0.717,0.917,-0.917 +0.6,18.049,0.682,-0.682,0.969,-0.969 +0.7,18.977,0.707,-0.707,1.204,-1.204 + +#: E(P=1) [GeV],110.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],14.396 +#: X,0.125 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,17.186,1.563,-1.563,0.736,-0.736 +0.2,15.941,1.522,-1.522,0.696,-0.696 +0.3,12.866,1.299,-1.299,0.48,-0.48 +0.4,9.687,1.119,-1.119,0.459,-0.459 +0.5,8.679,1.01,-1.01,0.478,-0.478 +0.6,6.731,0.92,-0.92,0.414,-0.414 +0.7,4.921,0.761,-0.761,0.521,-0.521 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table93.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table93.csv new file mode 100644 index 0000000000..be5a538713 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table93.csv @@ -0,0 +1,35 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t93 +#: name: Table 93 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 110.0 GeV and X =0.175. + +#: data_file: Table93.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 14.396 +#: E(P=1) [GeV],110.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],14.396 +#: X,0.175 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,18.599,0.762,-0.762,0.735,-0.735 +0.2,18.741,0.755,-0.755,0.828,-0.828 +0.3,18.551,0.725,-0.725,0.961,-0.961 +0.4,18.829,0.729,-0.729,0.461,-0.461 +0.5,18.042,0.706,-0.706,0.77,-0.77 +0.6,17.241,0.693,-0.693,0.661,-0.661 +0.7,16.4,0.666,-0.666,0.923,-0.923 + +#: E(P=1) [GeV],110.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],14.396 +#: X,0.175 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,12.996,1.358,-1.358,0.809,-0.809 +0.2,13.509,1.382,-1.382,0.743,-0.743 +0.3,11.095,1.214,-1.214,0.401,-0.401 +0.4,10.939,1.22,-1.22,0.419,-0.419 +0.5,6.228,0.856,-0.856,0.346,-0.346 +0.6,4.419,0.718,-0.718,0.372,-0.372 +0.7,4.658,0.791,-0.791,0.466,-0.466 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table94.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table94.csv new file mode 100644 index 0000000000..ed139fc3cb --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table94.csv @@ -0,0 +1,35 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t94 +#: name: Table 94 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 110.0 GeV and X =0.225. + +#: data_file: Table94.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 14.396 +#: E(P=1) [GeV],110.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],14.396 +#: X,0.225 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,17.096,0.736,-0.736,0.678,-0.678 +0.2,15.514,0.695,-0.695,0.87,-0.87 +0.3,16.511,0.704,-0.704,0.364,-0.364 +0.4,15.377,0.664,-0.664,0.466,-0.466 +0.5,15.78,0.672,-0.672,0.47,-0.47 +0.6,15.205,0.659,-0.659,0.665,-0.665 +0.7,14.902,0.649,-0.649,0.784,-0.784 + +#: E(P=1) [GeV],110.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],14.396 +#: X,0.225 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,13.405,1.402,-1.402,0.81,-0.81 +0.2,11.603,1.299,-1.299,0.752,-0.752 +0.3,7.446,0.986,-0.986,0.322,-0.322 +0.4,9.178,1.155,-1.155,0.917,-0.917 +0.5,3.944,0.709,-0.709,0.251,-0.251 +0.6,3.489,0.653,-0.653,0.153,-0.153 +0.7,2.498,0.58,-0.58,0.27,-0.27 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table95.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table95.csv new file mode 100644 index 0000000000..4efca304d1 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table95.csv @@ -0,0 +1,35 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t95 +#: name: Table 95 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 110.0 GeV and X =0.275. + +#: data_file: Table95.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 14.396 +#: E(P=1) [GeV],110.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],14.396 +#: X,0.275 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,14.383,0.676,-0.676,0.784,-0.784 +0.2,15.508,0.712,-0.712,0.716,-0.716 +0.3,14.869,0.675,-0.675,0.635,-0.635 +0.4,14.398,0.66,-0.66,0.457,-0.457 +0.5,13.045,0.615,-0.615,0.385,-0.385 +0.6,13.526,0.636,-0.636,0.487,-0.487 +0.7,13.003,0.622,-0.622,0.62,-0.62 + +#: E(P=1) [GeV],110.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],14.396 +#: X,0.275 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,12.345,1.339,-1.339,1.031,-1.031 +0.2,8.519,1.122,-1.122,0.604,-0.604 +0.3,5.315,0.814,-0.814,0.209,-0.209 +0.4,4.729,0.798,-0.798,0.265,-0.265 +0.5,4.375,0.747,-0.747,0.231,-0.231 +0.6,3.312,0.628,-0.628,0.322,-0.322 +0.7,1.31,0.39,-0.39,0.133,-0.133 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table96.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table96.csv new file mode 100644 index 0000000000..8b8089333c --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table96.csv @@ -0,0 +1,35 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t96 +#: name: Table 96 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 110.0 GeV and X =0.350. + +#: data_file: Table96.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 14.396 +#: E(P=1) [GeV],110.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],14.396 +#: X,0.35 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,11.23,0.423,-0.423,1.034,-1.034 +0.2,10.325,0.407,-0.407,0.748,-0.748 +0.3,10.61,0.404,-0.404,0.624,-0.624 +0.4,11.247,0.422,-0.422,0.555,-0.555 +0.5,11.091,0.409,-0.409,0.463,-0.463 +0.6,10.291,0.391,-0.391,0.353,-0.353 +0.7,10.204,0.393,-0.393,0.52,-0.52 + +#: E(P=1) [GeV],110.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],14.396 +#: X,0.35 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,9.722,0.83,-0.83,0.92,-0.92 +0.2,5.518,0.636,-0.636,0.399,-0.399 +0.3,4.856,0.568,-0.568,0.355,-0.355 +0.4,4.175,0.527,-0.527,0.249,-0.249 +0.5,2.462,0.405,-0.405,0.152,-0.152 +0.6,1.788,0.335,-0.335,0.142,-0.142 +0.7,0.805,0.222,-0.222,0.074,-0.074 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table97.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table97.csv new file mode 100644 index 0000000000..8b2945b64e --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table97.csv @@ -0,0 +1,35 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t97 +#: name: Table 97 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 110.0 GeV and X =0.450. + +#: data_file: Table97.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 14.396 +#: E(P=1) [GeV],110.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],14.396 +#: X,0.45 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,8.142,0.361,-0.361,0.986,-0.986 +0.2,6.95,0.328,-0.328,0.823,-0.823 +0.3,6.782,0.32,-0.32,0.702,-0.702 +0.4,6.5,0.308,-0.308,0.487,-0.487 +0.5,5.899,0.294,-0.294,0.37,-0.37 +0.6,6.266,0.307,-0.307,0.27,-0.27 +0.7,5.593,0.287,-0.287,0.193,-0.193 + +#: E(P=1) [GeV],110.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],14.396 +#: X,0.45 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,5.121,0.569,-0.569,0.71,-0.71 +0.2,3.109,0.432,-0.432,0.404,-0.404 +0.3,3.1,0.447,-0.447,0.199,-0.199 +0.4,1.264,0.278,-0.278,0.095,-0.095 +0.5,1.181,0.268,-0.268,0.066,-0.066 +0.6,0.97,0.254,-0.254,0.067,-0.067 +0.7,0.722,0.22,-0.22,0.079,-0.079 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table98.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table98.csv new file mode 100644 index 0000000000..8dfc1ec28d --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table98.csv @@ -0,0 +1,35 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t98 +#: name: Table 98 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 110.0 GeV and X =0.550. + +#: data_file: Table98.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 14.396 +#: E(P=1) [GeV],110.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],14.396 +#: X,0.55 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,4.009,0.228,-0.228,0.668,-0.668 +0.2,3.564,0.221,-0.221,0.485,-0.485 +0.3,3.325,0.213,-0.213,0.431,-0.431 +0.4,3.385,0.212,-0.212,0.379,-0.379 +0.5,3.136,0.202,-0.202,0.347,-0.347 +0.6,2.947,0.202,-0.202,0.177,-0.177 +0.7,3.134,0.214,-0.214,0.259,-0.259 + +#: E(P=1) [GeV],110.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],14.396 +#: X,0.55 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,2.822,0.393,-0.393,0.616,-0.616 +0.2,2.229,0.363,-0.363,0.336,-0.336 +0.3,1.214,0.241,-0.241,0.189,-0.189 +0.4,1.325,0.294,-0.294,0.221,-0.221 +0.5,0.412,0.15,-0.15,0.047,-0.047 +0.6,0.229,0.106,-0.106,0.024,-0.024 +0.7,0.059,0.059,-0.059,0.009,-0.009 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table99.csv b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table99.csv new file mode 100644 index 0000000000..7870449830 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/rawdata/Table99.csv @@ -0,0 +1,35 @@ +#: table_doi: 10.17182/hepdata.6187.v1/t99 +#: name: Table 99 +#: description: Measured cross sections for neutrino and anti-neutrino interactions at a mean energy 110.0 GeV and X =0.650. + +#: data_file: Table99.yaml +#: keyword reactions: NUMUBAR NUCLEON --> MU+ X | NUMU NUCLEON --> MU- X +#: keyword observables: D2SIG/DX/DY +#: keyword phrases: Inclusive | Double Differential Cross Section | Muon production | Charged Current | Deep Inelastic Scattering +#: keyword cmenergies: 14.396 +#: E(P=1) [GeV],110.0 +#: RE,NUMU NUCLEON --> MU- X +#: SQRT(S) [GeV],14.396 +#: X,0.65 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,1.776,0.129,-0.129,0.35,-0.35 +0.2,1.443,0.119,-0.119,0.284,-0.284 +0.3,1.487,0.122,-0.122,0.249,-0.249 +0.4,1.565,0.13,-0.13,0.234,-0.234 +0.5,1.454,0.126,-0.126,0.185,-0.185 +0.6,1.31,0.121,-0.121,0.159,-0.159 +0.7,1.067,0.11,-0.11,0.106,-0.106 + +#: E(P=1) [GeV],110.0 +#: RE,NUMUBAR NUCLEON --> MU+ X +#: SQRT(S) [GeV],14.396 +#: X,0.65 +Y,(1/E(P=1))*D(SIG)/DX/DY [FB/GEV],stat +,stat -,sys +,sys - +0.1,1.8,0.272,-0.272,0.337,-0.337 +0.2,0.622,0.143,-0.143,0.127,-0.127 +0.3,0.734,0.181,-0.181,0.09,-0.09 +0.4,0.519,0.156,-0.156,0.103,-0.103 +0.5,0.294,0.112,-0.112,0.034,-0.034 +0.6,0.134,0.081,-0.081,0.029,-0.029 +0.7,0.173,0.096,-0.096,0.026,-0.026 + diff --git a/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/uncertainties_nb_hepdata.yaml b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/uncertainties_nb_hepdata.yaml new file mode 100644 index 0000000000..1b7ec7f071 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/CHORUS_CC_NOTFIXED_PB/uncertainties_nb_hepdata.yaml @@ -0,0 +1,2446 @@ +definitions: + stat: + description: statistical uncertainty + treatment: ADD + type: UNCORR + sys: + description: systematical uncertainty + treatment: MULT + type: CORR + CHORUSISOTARGCOR: + description: Isoscalar target correction interpreted as uncertainty + treatment: MULT + type: CORR + CHORUSQEDRADCOR: + description: QED radiation correction interpreted as uncertainty + treatment: MULT + type: CORR +bins: +- stat: 0.0506 + sys: 0.0865 + CHORUSISOTARGCOR: -0.01074723000000001 + CHORUSQEDRADCOR: 0.092795766 +- stat: 0.048 + sys: 0.073 + CHORUSISOTARGCOR: -0.00883641600000003 + CHORUSQEDRADCOR: 0.08364527999999999 +- stat: 0.0477 + sys: 0.058499999999999996 + CHORUSISOTARGCOR: -0.007782239999999944 + CHORUSQEDRADCOR: 0.08194102500000003 +- stat: 0.044700000000000004 + sys: 0.056999999999999995 + CHORUSISOTARGCOR: -0.006282768000000011 + CHORUSQEDRADCOR: 0.07488343 +- stat: 0.0472 + sys: 0.054900000000000004 + CHORUSISOTARGCOR: -0.005848529999999926 + CHORUSQEDRADCOR: 0.077902135 +- stat: 0.0446 + sys: 0.0666 + CHORUSISOTARGCOR: -0.02233301499999997 + CHORUSQEDRADCOR: 0.09012201000000004 +- stat: 0.044 + sys: 0.05669999999999999 + CHORUSISOTARGCOR: -0.02012595000000008 + CHORUSQEDRADCOR: 0.08757368499999998 +- stat: 0.0422 + sys: 0.0517 + CHORUSISOTARGCOR: -0.01706161799999994 + CHORUSQEDRADCOR: 0.07854460200000002 +- stat: 0.0421 + sys: 0.0595 + CHORUSISOTARGCOR: -0.01590241599999992 + CHORUSQEDRADCOR: 0.07837743999999999 +- stat: 0.0378 + sys: 0.0463 + CHORUSISOTARGCOR: -0.01198537999999993 + CHORUSQEDRADCOR: 0.06087073999999997 +- stat: 0.0412 + sys: 0.0634 + CHORUSISOTARGCOR: -0.03796754000000009 + CHORUSQEDRADCOR: 0.078283972 +- stat: 0.040400000000000005 + sys: 0.0591 + CHORUSISOTARGCOR: -0.034443288 + CHORUSQEDRADCOR: 0.07638112800000002 +- stat: 0.0374 + sys: 0.0606 + CHORUSISOTARGCOR: -0.02849567000000001 + CHORUSQEDRADCOR: 0.06629740100000003 +- 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CHORUSQEDRADCOR: -0.005375374 diff --git a/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_7TEV_ELECTRON/filter.py b/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_7TEV_ELECTRON/filter.py index 27f332e58b..324585471f 100644 --- a/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_7TEV_ELECTRON/filter.py +++ b/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_7TEV_ELECTRON/filter.py @@ -86,7 +86,7 @@ def get_kinematics(hepdata: dict, bin_index: list, boson: str = "W") -> list: ymax = float(rapbins[bins]["high"]) kin_value = { "eta": {"min": ymin, "mid": 0.5 * (ymin + ymax), "max": ymax}, - "M2": {"min": None, "mid": MAP_BOSON[boson] ** 2, "max": None}, + "m_W2": {"min": None, "mid": MAP_BOSON[boson] ** 2, "max": None}, "sqrts": {"min": None, "mid": SQRT_S, "max": None}, } kinematics.append(kin_value) diff --git a/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_7TEV_ELECTRON/kinematics.yaml b/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_7TEV_ELECTRON/kinematics.yaml index 7a166af12a..a1db665936 100644 --- a/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_7TEV_ELECTRON/kinematics.yaml +++ b/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_7TEV_ELECTRON/kinematics.yaml @@ -3,7 +3,7 @@ bins: min: 0.0 mid: 0.1 max: 0.2 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null @@ -15,7 +15,7 @@ bins: min: 0.2 mid: 3.00000000e-01 max: 0.4 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null @@ -27,7 +27,7 @@ bins: min: 0.4 mid: 0.5 max: 0.6 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null @@ -39,7 +39,7 @@ bins: min: 0.6 mid: 0.7 max: 0.8 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null @@ -51,7 +51,7 @@ bins: min: 0.8 mid: 0.9 max: 1.0 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null @@ -63,7 +63,7 @@ bins: min: 1.0 mid: 1.1 max: 1.2 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null @@ -75,7 +75,7 @@ bins: min: 1.2 mid: 1.30000000e+00 max: 1.4 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null @@ -87,7 +87,7 @@ bins: min: 1.6 mid: 1.70000000e+00 max: 1.8 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null @@ -99,7 +99,7 @@ bins: min: 1.8 mid: 1.9 max: 2.0 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null @@ -111,7 +111,7 @@ bins: min: 2.0 mid: 2.1 max: 2.2 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null @@ -123,7 +123,7 @@ bins: min: 2.2 mid: 2.3 max: 2.4 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null diff --git a/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_7TEV_ELECTRON/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_7TEV_ELECTRON/metadata.yaml index 5d61487e5e..6023b6de1a 100644 --- a/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_7TEV_ELECTRON/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_7TEV_ELECTRON/metadata.yaml @@ -13,30 +13,30 @@ hepdata: version: 1 nnpdf_metadata: - nnpdf31_process: "DY CC" + nnpdf31_process: DY CC experiment: "CMS" implemented_observables: -- observable_name: "ASY" +- observable_name: ASY observable: description: "Measurement of the electron charge asymmetry in inclusive W production in pp collisions at sqrt(s) = 7 TeV" label: r"$dA_{e} / d|y|$" units: "[fb]" - process_type: "EWK_RAP_ASY" + process_type: DY_W_ETA tables: [1] npoints: [11] ndata: 11 plotting: - kinematics_override: ewk_rap_sqrt_scale # TODO: To Check + kinematics_override: identity dataset_label: "CMS $W$ asymmetry 840 pb" plot_x: eta y_label: '$dA_{e}/dy$' - kinematic_coverage: [eta, M2, sqrts] + kinematic_coverage: [eta, m_W2, sqrts] kinematics: variables: eta: {description: "Electron pseudorapidity", label: '$\eta$', units: ""} - M2: {description: "W boson Mass", label: "$M^2$", units: "$GeV^2$"} + m_W2: {description: "W boson mass squared", label: "$M^2_W$", units: "$GeV^2$"} sqrts: {description: "Center of Mass Energy", label: '$\sqrt{s}$', units: "$GeV$"} file: kinematics.yaml data_central: data.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_7TEV_MUON/filter.py b/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_7TEV_MUON/filter.py index b3b46618ea..ea2fed3f6d 100644 --- a/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_7TEV_MUON/filter.py +++ b/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_7TEV_MUON/filter.py @@ -85,7 +85,7 @@ def get_kinematics(hepdata: dict, bin_index: list, boson: str = "W") -> list: ymax = float(rapbins[bins]["high"]) kin_value = { "eta": {"min": ymin, "mid": 0.5 * (ymin + ymax), "max": ymax}, - "M2": {"min": None, "mid": MAP_BOSON[boson] ** 2, "max": None}, + "m_W2": {"min": None, "mid": MAP_BOSON[boson] ** 2, "max": None}, "sqrts": {"min": None, "mid": SQRT_S, "max": None}, } kinematics.append(kin_value) @@ -160,7 +160,7 @@ def read_corrmatrix(nb_datapoints: int) -> np.ndarray: """ corrmat = pd.read_csv( - "./rawdata/covmat.corr", names=[f'{i}' for i in range(nb_datapoints)], delim_whitespace=True + "./rawdata/covmat.corr", names=[f'{i}' for i in range(nb_datapoints)], sep=r'\s+' ) return corrmat.iloc[:, :].values diff --git a/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_7TEV_MUON/kinematics.yaml b/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_7TEV_MUON/kinematics.yaml index 4010f47569..ed7d73fda6 100644 --- a/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_7TEV_MUON/kinematics.yaml +++ b/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_7TEV_MUON/kinematics.yaml @@ -3,7 +3,7 @@ bins: min: 0.0 mid: 0.1 max: 0.2 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null @@ -15,7 +15,7 @@ bins: min: 0.2 mid: 3.00000000e-01 max: 0.4 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null @@ -27,7 +27,7 @@ bins: min: 0.4 mid: 0.5 max: 0.6 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null @@ -39,7 +39,7 @@ bins: min: 0.6 mid: 0.7 max: 0.8 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null @@ -51,7 +51,7 @@ bins: min: 0.8 mid: 0.9 max: 1.0 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null @@ -63,7 +63,7 @@ bins: min: 1.0 mid: 1.1 max: 1.2 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null @@ -75,7 +75,7 @@ bins: min: 1.2 mid: 1.30000000e+00 max: 1.4 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null @@ -87,7 +87,7 @@ bins: min: 1.4 mid: 1.5 max: 1.6 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null @@ -99,7 +99,7 @@ bins: min: 1.6 mid: 1.725 max: 1.85 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null @@ -111,7 +111,7 @@ bins: min: 1.85 mid: 1.975 max: 2.1 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null @@ -123,7 +123,7 @@ bins: min: 2.1 mid: 2.25 max: 2.4 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null diff --git a/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_7TEV_MUON/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_7TEV_MUON/metadata.yaml index 8f1659d48c..6975a4ab82 100644 --- a/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_7TEV_MUON/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_7TEV_MUON/metadata.yaml @@ -9,7 +9,7 @@ hepdata: url: https://www.hepdata.net/record/ins1273570 version: 1 nnpdf_metadata: - nnpdf31_process: DY CC + nnpdf31_process: "DY CC" experiment: CMS implemented_observables: - observable_name: ASY @@ -18,20 +18,20 @@ implemented_observables: in pp collisions at sqrt(s) = 7 TeV label: r"$dA_{\mu} / d|y|$" units: '[fb]' - process_type: EWK_RAP_ASY + process_type: DY_W_ETA tables: - 1 npoints: - 11 ndata: 11 plotting: - kinematics_override: ewk_rap_sqrt_scale + kinematics_override: identity dataset_label: CMS $W$ asymmetry 4.7 fb plot_x: eta y_label: $dA_{\mu}/dy$ kinematic_coverage: - eta - - M2 + - m_W2 - sqrts kinematics: variables: @@ -39,9 +39,9 @@ implemented_observables: description: Muon pseudorapidity label: $\eta$ units: '' - M2: - description: W boson Mass - label: $M^2$ + m_W2: + description: W boson mass squared + label: $M^2_W$ units: $GeV^2$ sqrts: description: Center of Mass Energy diff --git a/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_8TEV_MUON/filter.py b/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_8TEV_MUON/filter.py index e03cdeac2c..d8c9b2553c 100644 --- a/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_8TEV_MUON/filter.py +++ b/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_8TEV_MUON/filter.py @@ -88,7 +88,7 @@ def get_kinematics(hepdata: dict, bin_index: list, boson: str = "W") -> list: ymax = float(rapbins[bins]["high"]) kin_value = { "y": {"min": ymin, "mid": 0.5 * (ymin + ymax), "max": ymax}, - "M2": {"min": None, "mid": MAP_BOSON[boson] ** 2, "max": None}, + "m_W2": {"min": None, "mid": MAP_BOSON[boson] ** 2, "max": None}, "sqrts": {"min": None, "mid": SQRT_S, "max": None}, } kinematics.append(kin_value) diff --git a/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_8TEV_MUON/kinematics.yaml b/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_8TEV_MUON/kinematics.yaml index de6290415b..daf45bb550 100644 --- a/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_8TEV_MUON/kinematics.yaml +++ b/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_8TEV_MUON/kinematics.yaml @@ -3,7 +3,7 @@ bins: min: 0.0 mid: 0.1 max: 0.2 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null @@ -15,7 +15,7 @@ bins: min: 0.2 mid: 3.00000000e-01 max: 0.4 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null @@ -27,7 +27,7 @@ bins: min: 0.4 mid: 0.5 max: 0.6 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null @@ -39,7 +39,7 @@ bins: min: 0.6 mid: 0.7 max: 0.8 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null @@ -51,7 +51,7 @@ bins: min: 0.8 mid: 0.9 max: 1.0 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null @@ -63,7 +63,7 @@ bins: min: 1.0 mid: 1.1 max: 1.2 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null @@ -75,7 +75,7 @@ bins: min: 1.2 mid: 1.30000000e+00 max: 1.4 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null @@ -87,7 +87,7 @@ bins: min: 1.4 mid: 1.5 max: 1.6 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null @@ -99,7 +99,7 @@ bins: min: 1.6 mid: 1.725 max: 1.85 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null @@ -111,7 +111,7 @@ bins: min: 1.85 mid: 1.975 max: 2.1 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null @@ -123,7 +123,7 @@ bins: min: 2.1 mid: 2.25 max: 2.4 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null @@ -135,7 +135,7 @@ bins: min: 0.0 mid: 0.1 max: 0.2 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null @@ -147,7 +147,7 @@ bins: min: 0.2 mid: 3.00000000e-01 max: 0.4 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null @@ -159,7 +159,7 @@ bins: min: 0.4 mid: 0.5 max: 0.6 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null @@ -171,7 +171,7 @@ bins: min: 0.6 mid: 0.7 max: 0.8 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null @@ -183,7 +183,7 @@ bins: min: 0.8 mid: 0.9 max: 1.0 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null @@ -195,7 +195,7 @@ bins: min: 1.0 mid: 1.1 max: 1.2 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null @@ -207,7 +207,7 @@ bins: min: 1.2 mid: 1.30000000e+00 max: 1.4 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null @@ -219,7 +219,7 @@ bins: min: 1.4 mid: 1.5 max: 1.6 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null @@ -231,7 +231,7 @@ bins: min: 1.6 mid: 1.725 max: 1.85 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null @@ -243,7 +243,7 @@ bins: min: 1.85 mid: 1.975 max: 2.1 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null @@ -255,7 +255,7 @@ bins: min: 2.1 mid: 2.25 max: 2.4 - M2: + m_W2: min: null mid: 6.46383840e+03 max: null diff --git a/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_8TEV_MUON/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_8TEV_MUON/metadata.yaml index ceeb50eaf1..8b4e33b76b 100644 --- a/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_8TEV_MUON/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/CMS_WPWM_8TEV_MUON/metadata.yaml @@ -18,7 +18,7 @@ implemented_observables: \ for inclusive pp\u2192W\xB1+X production at 8TeV" label: r"$d\sigma(W\to l\nu)/dy_l$" units: '[fb]' - process_type: EWK_RAP + process_type: DY_W_ETA tables: - 1 - 2 @@ -26,13 +26,13 @@ implemented_observables: - 22 ndata: 22 plotting: - kinematics_override: ewk_rap_sqrt_scale + kinematics_override: identity dataset_label: CMS $W$ rapidity 8 TeV plot_x: y y_label: $d\sigma(W\to l\nu)/dy_l$ kinematic_coverage: - y - - M2 + - m_W2 - sqrts kinematics: variables: @@ -40,8 +40,8 @@ implemented_observables: description: Lepton rapidity label: $\eta$ units: '' - M2: - description: W boson Mass + m_W2: + description: W boson Mass squared label: $M^2$ units: $GeV^2$ sqrts: diff --git a/nnpdf_data/nnpdf_data/commondata/CMS_Z0_7TEV_DIMUON/filter.py b/nnpdf_data/nnpdf_data/commondata/CMS_Z0_7TEV_DIMUON/filter.py index 57dc822fee..178a62bf00 100644 --- a/nnpdf_data/nnpdf_data/commondata/CMS_Z0_7TEV_DIMUON/filter.py +++ b/nnpdf_data/nnpdf_data/commondata/CMS_Z0_7TEV_DIMUON/filter.py @@ -31,9 +31,7 @@ def load_rawdata() -> pd.DataFrame: """ - return pd.read_csv( - "./rawdata/CMS-DY2D11-ABS.data", delim_whitespace=True, names=['y', 'M', 'sigma'] - ) + return pd.read_csv("./rawdata/CMS-DY2D11-ABS.data", sep=r'\s+', names=['y', 'M', 'sigma']) def read_metadata() -> tuple[int, int, list]: @@ -79,7 +77,7 @@ def get_kinematics(hepdata: pd.DataFrame, bin_index: list, boson: str = "Z") -> for bins in bin_index: kin_value = { "y": {"min": None, "mid": float(y[bins]), "max": None}, - "M2": {"min": None, "mid": float(M[bins]) ** 2, "max": None}, + "m_Z2": {"min": None, "mid": float(M[bins]) ** 2, "max": None}, "sqrts": {"min": None, "mid": SQRT_S, "max": None}, } kinematics.append(kin_value) @@ -125,7 +123,7 @@ def read_corrmatrix(nb_datapoints: int) -> np.ndarray: entries of the corr/cov-mat as an array """ - df_corrmat = pd.read_csv("./rawdata/covmat.corr", delim_whitespace=True, header=None) + df_corrmat = pd.read_csv("./rawdata/covmat.corr", sep=r'\s+', header=None) corrmat = df_corrmat.iloc[:, 2].values return corrmat.reshape(nb_datapoints, nb_datapoints) diff --git a/nnpdf_data/nnpdf_data/commondata/CMS_Z0_7TEV_DIMUON/kinematics.yaml b/nnpdf_data/nnpdf_data/commondata/CMS_Z0_7TEV_DIMUON/kinematics.yaml index ad1deed7b7..14a343e34d 100644 --- a/nnpdf_data/nnpdf_data/commondata/CMS_Z0_7TEV_DIMUON/kinematics.yaml +++ b/nnpdf_data/nnpdf_data/commondata/CMS_Z0_7TEV_DIMUON/kinematics.yaml @@ -3,7 +3,7 @@ bins: min: null mid: 0.05 max: null - M2: + m_Z2: min: null mid: 625.0 max: null @@ -15,7 +15,7 @@ bins: min: null mid: 0.15 max: null - M2: + m_Z2: min: null mid: 625.0 max: null @@ -27,7 +27,7 @@ bins: min: null mid: 0.25 max: null - M2: + m_Z2: min: null mid: 625.0 max: null @@ -39,7 +39,7 @@ bins: min: null mid: 0.35 max: null - M2: + m_Z2: min: null mid: 625.0 max: null @@ -51,7 +51,7 @@ bins: min: null mid: 0.45 max: null - M2: + m_Z2: min: null mid: 625.0 max: null @@ -63,7 +63,7 @@ bins: min: null mid: 0.55 max: null - M2: + m_Z2: min: null mid: 625.0 max: null @@ -75,7 +75,7 @@ bins: min: null mid: 0.65 max: null - M2: + m_Z2: min: null mid: 625.0 max: null @@ -87,7 +87,7 @@ bins: min: null mid: 0.75 max: null - M2: + m_Z2: min: null mid: 625.0 max: null @@ -99,7 +99,7 @@ bins: min: null mid: 0.85 max: null - M2: + m_Z2: min: null mid: 625.0 max: null @@ -111,7 +111,7 @@ bins: min: null mid: 0.95 max: null - M2: + m_Z2: min: null mid: 625.0 max: null @@ -123,7 +123,7 @@ bins: min: null mid: 1.05 max: null - M2: + m_Z2: min: null mid: 625.0 max: null @@ -135,7 +135,7 @@ bins: min: null mid: 1.15 max: null - M2: + m_Z2: min: null mid: 625.0 max: null @@ -147,7 +147,7 @@ bins: min: null mid: 1.25 max: null - M2: + m_Z2: min: null mid: 625.0 max: null @@ -159,7 +159,7 @@ bins: min: null mid: 1.35 max: null - M2: + m_Z2: min: null mid: 625.0 max: null @@ -171,7 +171,7 @@ bins: min: null mid: 1.45 max: null - M2: + m_Z2: min: null mid: 625.0 max: null @@ -183,7 +183,7 @@ bins: min: null mid: 1.55 max: null - M2: + m_Z2: min: null mid: 625.0 max: null @@ -195,7 +195,7 @@ bins: min: null mid: 1.65 max: null - M2: + m_Z2: min: null mid: 625.0 max: null @@ -207,7 +207,7 @@ bins: min: null mid: 1.75 max: null - M2: + m_Z2: min: null mid: 625.0 max: null @@ -219,7 +219,7 @@ bins: min: null mid: 1.85 max: null - M2: + m_Z2: min: null mid: 625.0 max: null @@ -231,7 +231,7 @@ bins: min: null mid: 1.95 max: null - M2: + m_Z2: min: null mid: 625.0 max: null @@ -243,7 +243,7 @@ bins: min: null mid: 2.05 max: null - M2: + m_Z2: min: null mid: 625.0 max: null @@ -255,7 +255,7 @@ bins: min: null mid: 2.15 max: null - M2: + m_Z2: min: null mid: 625.0 max: null @@ -267,7 +267,7 @@ bins: min: null mid: 2.25 max: null - M2: + m_Z2: min: null mid: 625.0 max: null @@ -279,7 +279,7 @@ bins: min: null mid: 2.35 max: null - M2: + m_Z2: min: null mid: 625.0 max: null @@ -291,7 +291,7 @@ bins: min: null mid: 0.05 max: null - M2: + m_Z2: min: null mid: 1406.25 max: null @@ -303,7 +303,7 @@ bins: min: null mid: 0.15 max: null - M2: + m_Z2: min: null mid: 1406.25 max: null @@ -315,7 +315,7 @@ bins: min: null mid: 0.25 max: null - M2: + m_Z2: min: null mid: 1406.25 max: null @@ -327,7 +327,7 @@ bins: min: null mid: 0.35 max: null - M2: + m_Z2: min: null mid: 1406.25 max: null @@ -339,7 +339,7 @@ bins: min: null mid: 0.45 max: null - M2: + m_Z2: min: null mid: 1406.25 max: null @@ -351,7 +351,7 @@ bins: min: null mid: 0.55 max: null - M2: + m_Z2: min: null mid: 1406.25 max: null @@ -363,7 +363,7 @@ bins: min: null mid: 0.65 max: null - M2: + m_Z2: min: null mid: 1406.25 max: null @@ -375,7 +375,7 @@ bins: min: null mid: 0.75 max: null - M2: + m_Z2: min: null mid: 1406.25 max: null @@ -387,7 +387,7 @@ bins: min: null mid: 0.85 max: null - M2: + m_Z2: min: null mid: 1406.25 max: null @@ -399,7 +399,7 @@ bins: min: null mid: 0.95 max: null - M2: + m_Z2: min: null mid: 1406.25 max: null @@ -411,7 +411,7 @@ bins: min: null mid: 1.05 max: null - M2: + m_Z2: min: null mid: 1406.25 max: null @@ -423,7 +423,7 @@ bins: min: null mid: 1.15 max: null - M2: + m_Z2: min: null mid: 1406.25 max: null @@ -435,7 +435,7 @@ bins: min: null mid: 1.25 max: null - M2: + m_Z2: min: null mid: 1406.25 max: null @@ -447,7 +447,7 @@ bins: min: null mid: 1.35 max: null - M2: + m_Z2: min: null mid: 1406.25 max: null @@ -459,7 +459,7 @@ bins: min: null mid: 1.45 max: null - M2: + m_Z2: min: null mid: 1406.25 max: null @@ -471,7 +471,7 @@ bins: min: null mid: 1.55 max: null - M2: + m_Z2: min: null mid: 1406.25 max: null @@ -483,7 +483,7 @@ bins: min: null mid: 1.65 max: null - M2: + m_Z2: min: null mid: 1406.25 max: null @@ -495,7 +495,7 @@ bins: min: null mid: 1.75 max: null - M2: + m_Z2: min: null mid: 1406.25 max: null @@ -507,7 +507,7 @@ bins: min: null mid: 1.85 max: null - M2: + m_Z2: min: null mid: 1406.25 max: null @@ -519,7 +519,7 @@ bins: min: null mid: 1.95 max: null - M2: + m_Z2: min: null mid: 1406.25 max: null @@ -531,7 +531,7 @@ bins: min: null mid: 2.05 max: null - M2: + m_Z2: min: null mid: 1406.25 max: null @@ -543,7 +543,7 @@ bins: min: null mid: 2.15 max: null - M2: + m_Z2: min: null mid: 1406.25 max: null @@ -555,7 +555,7 @@ bins: min: null mid: 2.25 max: null - M2: + m_Z2: min: null mid: 1406.25 max: null @@ -567,7 +567,7 @@ bins: min: null mid: 2.35 max: null - M2: + m_Z2: min: null mid: 1406.25 max: null @@ -579,7 +579,7 @@ bins: min: null mid: 0.05 max: null - M2: + m_Z2: min: null mid: 2756.25 max: null @@ -591,7 +591,7 @@ bins: min: null mid: 0.15 max: null - M2: + m_Z2: min: null mid: 2756.25 max: null @@ -603,7 +603,7 @@ bins: min: null mid: 0.25 max: null - M2: + m_Z2: min: null mid: 2756.25 max: null @@ -615,7 +615,7 @@ bins: min: null mid: 0.35 max: null - M2: + m_Z2: min: null mid: 2756.25 max: null @@ -627,7 +627,7 @@ bins: min: null mid: 0.45 max: null - M2: + m_Z2: min: null mid: 2756.25 max: null @@ -639,7 +639,7 @@ bins: min: null mid: 0.55 max: null - M2: + m_Z2: min: null mid: 2756.25 max: null @@ -651,7 +651,7 @@ bins: min: null mid: 0.65 max: null - M2: + m_Z2: min: null mid: 2756.25 max: null @@ -663,7 +663,7 @@ bins: min: null mid: 0.75 max: null - M2: + m_Z2: min: null mid: 2756.25 max: null @@ -675,7 +675,7 @@ bins: min: null mid: 0.85 max: null - M2: + m_Z2: min: null mid: 2756.25 max: null @@ -687,7 +687,7 @@ bins: min: null mid: 0.95 max: null - M2: + m_Z2: min: null mid: 2756.25 max: null @@ -699,7 +699,7 @@ bins: min: null mid: 1.05 max: null - M2: + m_Z2: min: null mid: 2756.25 max: null @@ -711,7 +711,7 @@ bins: min: null mid: 1.15 max: null - M2: + m_Z2: min: null mid: 2756.25 max: null @@ -723,7 +723,7 @@ bins: min: null mid: 1.25 max: null - M2: + m_Z2: min: null mid: 2756.25 max: null @@ -735,7 +735,7 @@ bins: min: null mid: 1.35 max: null - M2: + m_Z2: min: null mid: 2756.25 max: null @@ -747,7 +747,7 @@ bins: min: null mid: 1.45 max: null - M2: + m_Z2: min: null mid: 2756.25 max: null @@ -759,7 +759,7 @@ bins: min: null mid: 1.55 max: null - M2: + m_Z2: min: null mid: 2756.25 max: null @@ -771,7 +771,7 @@ bins: min: null mid: 1.65 max: null - M2: + m_Z2: min: null mid: 2756.25 max: null @@ -783,7 +783,7 @@ bins: min: null mid: 1.75 max: null - M2: + m_Z2: min: null mid: 2756.25 max: null @@ -795,7 +795,7 @@ bins: min: null mid: 1.85 max: null - M2: + m_Z2: min: null mid: 2756.25 max: null @@ -807,7 +807,7 @@ bins: min: null mid: 1.95 max: null - M2: + m_Z2: min: null mid: 2756.25 max: null @@ -819,7 +819,7 @@ bins: min: null mid: 2.05 max: null - M2: + m_Z2: min: null mid: 2756.25 max: null @@ -831,7 +831,7 @@ bins: min: null mid: 2.15 max: null - M2: + m_Z2: min: null mid: 2756.25 max: null @@ -843,7 +843,7 @@ bins: min: null mid: 2.25 max: null - M2: + m_Z2: min: null mid: 2756.25 max: null @@ -855,7 +855,7 @@ bins: min: null mid: 2.35 max: null - M2: + m_Z2: min: null mid: 2756.25 max: null @@ -867,7 +867,7 @@ bins: min: null mid: 0.05 max: null - M2: + m_Z2: min: null mid: 8100.0 max: null @@ -879,7 +879,7 @@ bins: min: null mid: 0.15 max: null - M2: + m_Z2: min: null mid: 8100.0 max: null @@ -891,7 +891,7 @@ bins: min: null mid: 0.25 max: null - M2: + m_Z2: min: null mid: 8100.0 max: null @@ -903,7 +903,7 @@ bins: min: null mid: 0.35 max: null - M2: + m_Z2: min: null mid: 8100.0 max: null @@ -915,7 +915,7 @@ bins: min: null mid: 0.45 max: null - M2: + m_Z2: min: null mid: 8100.0 max: null @@ -927,7 +927,7 @@ bins: min: null mid: 0.55 max: null - M2: + m_Z2: min: null mid: 8100.0 max: null @@ -939,7 +939,7 @@ bins: min: null mid: 0.65 max: null - M2: + m_Z2: min: null mid: 8100.0 max: null @@ -951,7 +951,7 @@ bins: min: null mid: 0.75 max: null - M2: + m_Z2: min: null mid: 8100.0 max: null @@ -963,7 +963,7 @@ bins: min: null mid: 0.85 max: null - M2: + m_Z2: min: null mid: 8100.0 max: null @@ -975,7 +975,7 @@ bins: min: null mid: 0.95 max: null - M2: + m_Z2: min: null mid: 8100.0 max: null @@ -987,7 +987,7 @@ bins: min: null mid: 1.05 max: null - M2: + m_Z2: min: null mid: 8100.0 max: null @@ -999,7 +999,7 @@ bins: min: null mid: 1.15 max: null - M2: + m_Z2: min: null mid: 8100.0 max: null @@ -1011,7 +1011,7 @@ bins: min: null mid: 1.25 max: null - M2: + m_Z2: min: null mid: 8100.0 max: null @@ -1023,7 +1023,7 @@ bins: min: null mid: 1.35 max: null - M2: + m_Z2: min: null mid: 8100.0 max: null @@ -1035,7 +1035,7 @@ bins: min: null mid: 1.45 max: null - M2: + m_Z2: min: null mid: 8100.0 max: null @@ -1047,7 +1047,7 @@ bins: min: null mid: 1.55 max: null - M2: + m_Z2: min: null mid: 8100.0 max: null @@ -1059,7 +1059,7 @@ bins: min: null mid: 1.65 max: null - M2: + m_Z2: min: null mid: 8100.0 max: null @@ -1071,7 +1071,7 @@ bins: min: null mid: 1.75 max: null - M2: + m_Z2: min: null mid: 8100.0 max: null @@ -1083,7 +1083,7 @@ bins: min: null mid: 1.85 max: null - M2: + m_Z2: min: null mid: 8100.0 max: null @@ -1095,7 +1095,7 @@ bins: min: null mid: 1.95 max: null - M2: + m_Z2: min: null mid: 8100.0 max: null @@ -1107,7 +1107,7 @@ bins: min: null mid: 2.05 max: null - M2: + m_Z2: min: null mid: 8100.0 max: null @@ -1119,7 +1119,7 @@ bins: min: null mid: 2.15 max: null - M2: + m_Z2: min: null mid: 8100.0 max: null @@ -1131,7 +1131,7 @@ bins: min: null mid: 2.25 max: null - M2: + m_Z2: min: null mid: 8100.0 max: null @@ -1143,7 +1143,7 @@ bins: min: null mid: 2.35 max: null - M2: + m_Z2: min: null mid: 8100.0 max: null @@ -1155,7 +1155,7 @@ bins: min: null mid: 0.05 max: null - M2: + m_Z2: min: null mid: 25600.0 max: null @@ -1167,7 +1167,7 @@ bins: min: null mid: 0.15 max: null - M2: + m_Z2: min: null mid: 25600.0 max: null @@ -1179,7 +1179,7 @@ bins: min: null mid: 0.25 max: null - M2: + m_Z2: min: null mid: 25600.0 max: null @@ -1191,7 +1191,7 @@ bins: min: null mid: 0.35 max: null - M2: + m_Z2: min: null mid: 25600.0 max: null @@ -1203,7 +1203,7 @@ bins: min: null mid: 0.45 max: null - M2: + m_Z2: min: null mid: 25600.0 max: null @@ -1215,7 +1215,7 @@ bins: min: null mid: 0.55 max: null - M2: + m_Z2: min: null mid: 25600.0 max: null @@ -1227,7 +1227,7 @@ bins: min: null mid: 0.65 max: null - M2: + m_Z2: min: null mid: 25600.0 max: null @@ -1239,7 +1239,7 @@ bins: min: null mid: 0.75 max: null - M2: + m_Z2: min: null mid: 25600.0 max: null @@ -1251,7 +1251,7 @@ bins: min: null mid: 0.85 max: null - M2: + m_Z2: min: null mid: 25600.0 max: null @@ -1263,7 +1263,7 @@ bins: min: null mid: 0.95 max: null - M2: + m_Z2: min: null mid: 25600.0 max: null @@ -1275,7 +1275,7 @@ bins: min: null mid: 1.05 max: null - M2: + m_Z2: min: null mid: 25600.0 max: null @@ -1287,7 +1287,7 @@ bins: min: null mid: 1.15 max: null - M2: + m_Z2: min: null mid: 25600.0 max: null @@ -1299,7 +1299,7 @@ bins: min: null mid: 1.25 max: null - M2: + m_Z2: min: null mid: 25600.0 max: null @@ -1311,7 +1311,7 @@ bins: min: null mid: 1.35 max: null - M2: + m_Z2: min: null mid: 25600.0 max: null @@ -1323,7 +1323,7 @@ bins: min: null mid: 1.45 max: null - M2: + m_Z2: min: null mid: 25600.0 max: null @@ -1335,7 +1335,7 @@ bins: min: null mid: 1.55 max: null - M2: + m_Z2: min: null mid: 25600.0 max: null @@ -1347,7 +1347,7 @@ bins: min: null mid: 1.65 max: null - M2: + m_Z2: min: null mid: 25600.0 max: null @@ -1359,7 +1359,7 @@ bins: min: null mid: 1.75 max: null - M2: + m_Z2: min: null mid: 25600.0 max: null @@ -1371,7 +1371,7 @@ bins: min: null mid: 1.85 max: null - M2: + m_Z2: min: null mid: 25600.0 max: null @@ -1383,7 +1383,7 @@ bins: min: null mid: 1.95 max: null - M2: + m_Z2: min: null mid: 25600.0 max: null @@ -1395,7 +1395,7 @@ bins: min: null mid: 2.05 max: null - M2: + m_Z2: min: null mid: 25600.0 max: null @@ -1407,7 +1407,7 @@ bins: min: null mid: 2.15 max: null - M2: + m_Z2: min: null mid: 25600.0 max: null @@ -1419,7 +1419,7 @@ bins: min: null mid: 2.25 max: null - M2: + m_Z2: min: null mid: 25600.0 max: null @@ -1431,7 +1431,7 @@ bins: min: null mid: 2.35 max: null - M2: + m_Z2: min: null mid: 25600.0 max: null @@ -1443,7 +1443,7 @@ bins: min: null mid: 0.1 max: null - M2: + m_Z2: min: null mid: 722500.0 max: null @@ -1455,7 +1455,7 @@ bins: min: null mid: 0.3 max: null - M2: + m_Z2: min: null mid: 722500.0 max: null @@ -1467,7 +1467,7 @@ bins: min: null mid: 0.5 max: null - M2: + m_Z2: min: null mid: 722500.0 max: null @@ -1479,7 +1479,7 @@ bins: min: null mid: 0.7 max: null - M2: + m_Z2: min: null mid: 722500.0 max: null @@ -1491,7 +1491,7 @@ bins: min: null mid: 0.9 max: null - M2: + m_Z2: min: null mid: 722500.0 max: null @@ -1503,7 +1503,7 @@ bins: min: null mid: 1.1 max: null - M2: + m_Z2: min: null mid: 722500.0 max: null @@ -1515,7 +1515,7 @@ bins: min: null mid: 1.3 max: null - M2: + m_Z2: min: null mid: 722500.0 max: null @@ -1527,7 +1527,7 @@ bins: min: null mid: 1.5 max: null - M2: + m_Z2: min: null mid: 722500.0 max: null @@ -1539,7 +1539,7 @@ bins: min: null mid: 1.7 max: null - M2: + m_Z2: min: null mid: 722500.0 max: null @@ -1551,7 +1551,7 @@ bins: min: null mid: 1.9 max: null - M2: + m_Z2: min: null mid: 722500.0 max: null @@ -1563,7 +1563,7 @@ bins: min: null mid: 2.1 max: null - M2: + m_Z2: min: null mid: 722500.0 max: null @@ -1575,7 +1575,7 @@ bins: min: null mid: 2.3 max: null - M2: + m_Z2: min: null mid: 722500.0 max: null diff --git a/nnpdf_data/nnpdf_data/commondata/CMS_Z0_7TEV_DIMUON/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/CMS_Z0_7TEV_DIMUON/metadata.yaml index 96111076c8..b60997f57b 100644 --- a/nnpdf_data/nnpdf_data/commondata/CMS_Z0_7TEV_DIMUON/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/CMS_Z0_7TEV_DIMUON/metadata.yaml @@ -22,22 +22,22 @@ implemented_observables: description: "Double differential cross-section in pp collisions at 7 TeV" label: r"$d\sigma_{Z/\gamma^{*}}/dy$" units: "[fb]" - process_type: "EWK_RAP" + process_type: DY_Z_Y tables: [1] npoints: [132] ndata: 132 plotting: - kinematics_override: ewk_rap_sqrt_scale + kinematics_override: identity dataset_label: "CMS Drell-Yan 2D 7 TeV 2011" plot_x: y figure_by: - - M2 + - m_Z2 y_label: '$d\sigma_{Z/\gamma^{*}}/dy$ (fb)' - kinematic_coverage: [y, M2, sqrts] + kinematic_coverage: [y, m_Z2, sqrts] kinematics: variables: y: {description: "Dimuon rapidity", label: '$y$', units: ""} - M2: {description: "Z boson Mass squared", label: "$M^2$", units: "$GeV^2$"} + m_Z2: {description: "Z boson Mass squared", label: "$M^2$", units: "$GeV^2$"} sqrts: {description: "Center of Mass Energy", label: '$\sqrt{s}$', units: "$GeV$"} file: kinematics.yaml data_central: data.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV/data_legacy_EM-F2C.yaml b/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV/data_rzero.yaml similarity index 100% rename from nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV/data_legacy_EM-F2C.yaml rename to nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV/data_rzero.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV/filter.py b/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV/filter.py new file mode 100644 index 0000000000..a62f6559ff --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV/filter.py @@ -0,0 +1,103 @@ +"""Implement Hepdata F2 charm data from Table 1 (ie. fig 14 of the paper). EMC assumes R=0. +Branching Ration of 0.82 has been included to match the normalization of the legacy version.""" + +import pandas as pd +import pathlib +import yaml + +HERE = pathlib.Path(__file__).parent + +# Normalization factor, to match old implementation +# Most likely due to the Branching Ratio +NORM = 0.82 +BR_ERR = 0.012 + +M_P = 0.938 + +# NOTE: Systematic uncertainties which is estimated as in the legacy variant, +# as a factor of 15 %, see old buildmaster. +SYST_ERR = 0.15 + +def read_tables(): + """Read Hepdata table.""" + + dfs = pd.DataFrame() + with open(HERE / "rawdata" / "HEPData-ins180921-v1-Table_1.csv", encoding="utf-8") as f: + lines = f.readlines() + + # loop on columns + for idx_line in range(11, 137, 14): + df = pd.DataFrame( + [l.split(",") for l in lines[idx_line + 3 : idx_line + 11]], + columns=["Q2", "Q2_min", "Q2_max", "F2", "error+", "error-"], + ) + df = df[~df.F2.str.contains("-")].astype(float) + df["x_min"] = float(lines[idx_line + 1].split("TO")[0].split(",")[-1]) + df["x_max"] = float(lines[idx_line + 1].split("TO")[-1]) + df["x"] = (df.x_min + df.x_max) / 2 + df["sqrts"] = float(lines[idx_line].split(",")[-1]) + df["y"] = df.Q2 / (df.x * (df.sqrts**2 - M_P**2)) + dfs = pd.concat([dfs, df], ignore_index=True) if not dfs.empty else df + return dfs + + +def write_files(df): + """Write kinematics, central value and uncertainties files.""" + + # Write central data + data_central_yaml = {"data_central": [round(float(x) * NORM, 7) for x in df["F2"]]} + with open(HERE / "data_rzero.yaml", "w", encoding="utf-8") as file: + yaml.dump(data_central_yaml, file) + + # Write kin file + kin = [] + for _, row in df.iterrows(): + kin_value = { + "x": {"min": float(row.x_min), "mid": float(row.x), "max": float(row.x_max)}, + "Q2": { + "min": float(row.Q2_min), + "mid": round(float(row.Q2), 2), + "max": float(row.Q2_max), + }, + "y": {"min": None, "mid": float(row.y), "max": None}, + } + kin.append(kin_value) + kinematics_yaml = {"bins": kin} + with open(HERE / "kinematics.yaml", "w", encoding="utf-8") as file: + yaml.dump(kinematics_yaml, file, sort_keys=False) + + # loop on data points + error_definition = { + "stat": { + "description": "Total statistical uncertainty", + "treatment": "ADD", + "type": "UNCORR", + }, + "sys": { + "description": "Total systematical uncertainty", + "treatment": "MULT", + "type": "CORR", + }, + "norm": { + "description": "Normalization error due to BR ratio", + "treatment": "MULT", + "type": "CORR", + }, + } + error = [] + for _, row in df.iterrows(): + e = { + "stat": round(float(row["error+"]) * NORM, 7), + "sys": round(float(row["F2"]) * NORM * SYST_ERR, 7), + "norm": round(float(row["F2"]) * NORM * BR_ERR, 7), + } + error.append(e) + + uncertainties_yaml = {"definitions": error_definition, "bins": error} + with open(HERE / "uncertainties_rzero.yaml", "w", encoding="utf-8") as file: + yaml.dump(uncertainties_yaml, file, sort_keys=False) + + +if __name__ == "__main__": + df = read_tables() + write_files(df) diff --git a/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV/kinematics.yaml b/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV/kinematics.yaml new file mode 100644 index 0000000000..145ec8a085 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV/kinematics.yaml @@ -0,0 +1,253 @@ +bins: +- x: + min: 0.0032 + mid: 0.0044 + max: 0.0056 + Q2: + min: 1.0 + mid: 1.39 + max: 1.78 + y: + min: null + mid: 0.6735622206498211 + max: null +- x: + min: 0.0056 + mid: 0.0078 + max: 0.01 + Q2: + min: 1.0 + mid: 1.39 + max: 1.78 + y: + min: null + mid: 0.37995817575118124 + max: null +- x: + min: 0.0056 + mid: 0.0078 + max: 0.01 + Q2: + min: 1.78 + mid: 2.47 + max: 3.16 + y: + min: null + mid: 0.6751774777736818 + max: null +- x: + min: 0.01 + mid: 0.0139 + max: 0.0178 + Q2: + min: 1.78 + mid: 2.47 + max: 3.16 + y: + min: null + mid: 0.37887657026149046 + max: null +- x: + min: 0.01 + mid: 0.0139 + max: 0.0178 + Q2: + min: 3.16 + mid: 4.39 + max: 5.62 + y: + 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2.47 - max: null - k3: - min: null - mid: 0.0 - max: null -- k1: - min: null - mid: 0.0139 - max: null - k2: - min: null - mid: 2.47 - max: null - k3: - min: null - mid: 0.0 - max: null -- k1: - min: null - mid: 0.0139 - max: null - k2: - min: null - mid: 4.39 - max: null - k3: - min: null - mid: 0.0 - max: null -- k1: - min: null - mid: 0.0247 - max: null - k2: - min: null - mid: 2.47 - max: null - k3: - min: null - mid: 0.0 - max: null -- k1: - min: null - mid: 0.0247 - max: null - k2: - min: null - mid: 4.39 - max: null - k3: - min: null - mid: 0.0 - max: null -- k1: - min: null - mid: 0.0247 - max: null - k2: - min: null - mid: 7.81 - max: null - k3: - min: null - mid: 0.0 - max: null -- k1: - min: null - mid: 0.0439 - max: null - k2: - min: null - mid: 4.39 - max: null - k3: - min: null - mid: 0.0 - max: null -- k1: - min: null - mid: 0.0439 - max: null - k2: - min: null - mid: 7.81 - max: null - k3: - min: null - mid: 0.0 - max: null -- k1: - min: null - mid: 0.0439 - max: null - k2: - min: null - mid: 13.9 - max: null - k3: - min: null - mid: 0.0 - max: null -- k1: - min: null - mid: 0.0781 - max: null - k2: - min: null - mid: 7.81 - max: null - k3: - min: null - mid: 0.0 - max: null -- k1: - min: null - mid: 0.0781 - max: null - k2: - min: null - mid: 13.9 - max: null - k3: - min: null - mid: 0.0 - max: null -- k1: - min: null - mid: 0.0781 - max: null - k2: - min: null - mid: 24.7 - max: null - k3: - min: null - mid: 0.0 - max: null -- k1: - min: null - mid: 0.139 - max: null - k2: - min: null - mid: 13.9 - max: null - k3: - min: null - mid: 0.0 - max: null -- k1: - min: null - mid: 0.139 - max: null - k2: - min: null - mid: 24.7 - max: null - k3: - min: null - mid: 0.0 - max: null -- k1: - min: null - mid: 0.139 - max: null - k2: - min: null - mid: 43.9 - max: null - k3: - min: null - mid: 0.0 - max: null -- k1: - min: null - mid: 0.247 - max: null - k2: - min: null - mid: 24.7 - max: null - k3: - min: null - mid: 0.0 - max: null -- k1: - min: null - mid: 0.247 - max: null - k2: - min: null - mid: 43.9 - max: null - k3: - min: null - mid: 0.0 - max: null -- k1: - min: null - mid: 0.247 - max: null - k2: - min: null - mid: 78.1 - max: null - k3: - min: null - mid: 0.0 - max: null -- k1: - min: null - mid: 0.439 - max: null - k2: - min: null - mid: 78.1 - max: null - k3: - min: null - mid: 0.0 - max: null diff --git a/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV/metadata.yaml index fe0aa14554..8baf4b7563 100644 --- a/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV/metadata.yaml @@ -1,56 +1,57 @@ setname: EMC_NC_250GEV version: 2 -version_comment: Port of old commondata +version_comment: Port of old commondata and hepdata implementation, it assumes R=0. nnpdf_metadata: nnpdf31_process: DIS NC experiment: NUCLEAR arXiv: - url: https://arxiv.org/abs/ + url: https://cds.cern.ch/record/140481 iNSPIRE: - url: '' + url: https://inspirehep.net/literature/180921 hepdata: - url: '' - version: -1 + url: https://www.hepdata.net/record/ins180921 + version: 1 + implemented_observables: - observable_name: EM-F2C observable: - description: Deep Inelastic Scattering + description: Deep Inelastic Scattering F2 charm on iron target label: EMC $F_2^c$ units: '' - process_type: DIS_F2C + process_type: DIS_NC tables: [] npoints: [] ndata: 21 plotting: - kinematics_override: dis_sqrt_scale + kinematics_override: identity theory_reference: Bertone:2013vaa dataset_label: EMC $F_2^c$ - y_label: $10^{qbin}F_2^c(x,Q^2)$ + y_label: $F_2^c(x,Q^2)$ y_scale: log x_scale: log result_transform: qbinexp line_by: - - k2 - plot_x: k1 + - Q2 + plot_x: x kinematic_coverage: - - k1 - - k2 - - k3 + - x + - Q2 + - y kinematics: variables: - k1: - description: Variable k1 - label: k1 + x: + description: Bjorken x + label: $x$ units: '' - k2: - description: Variable k2 - label: k2 + Q2: + description: Momentum transfer + label: '$Q^2$' + units: '$GeV^2$' + y: + description: inelasticity + label: $y$ units: '' - k3: - description: Variable k3 - label: k3 - units: '' - file: kinematics_EM-F2C.yaml + file: kinematics.yaml theory: conversion_factor: 1.0 operation: 'null' @@ -61,5 +62,8 @@ implemented_observables: legacy_dw: data_uncertainties: - uncertainties_legacy_dw_EM-F2C.yaml - data_central: data_legacy_EM-F2C.yaml + rzero: + data_uncertainties: + - uncertainties_rzero.yaml + data_central: data_rzero.yaml ported_from: EMCF2C_dw_ite diff --git a/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV/rawdata/HEPData-ins180921-v1-Table_1.csv b/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV/rawdata/HEPData-ins180921-v1-Table_1.csv new file mode 100644 index 0000000000..c93b2e231e --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV/rawdata/HEPData-ins180921-v1-Table_1.csv @@ -0,0 +1,135 @@ +#: table_doi: 10.17182/hepdata.46965.v1/t1 +#: name: Table 1 +#: description: The charm contribution to the nucleon structure function from the dimuon data. + +#: data_file: Table1.yaml +#: keyword reactions: MU+ NUCLEON --> MU+ CHARM CHARMBAR X | MU+ NUCLEON --> MU+ CQ CQBAR X | MU+ NUCLEON --> MU+ MU- X | MU+ NUCLEON --> MU+ MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Di-Muon Production | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 21.677 +#: PLAB [GeV],,,250.0 +#: RE,,,MU+ NUCLEON --> MU+ CQ CQBAR X +#: SQRT(S) [GeV],,,21.677 +#: X,,,0.0032 TO 0.0056 +Q**2 [GEV**2],Q**2 [GEV**2] LOW,Q**2 [GEV**2] HIGH,F2(NAME=CHARM),error +,error - +1.3900000000000001,1.0,1.78,0.00543,0.00035,-0.00035 +2.47,1.78,3.16,-,0,0 +4.390000000000001,3.16,5.62,-,0,0 +7.8100000000000005,5.62,10.0,-,0,0 +13.9,10.0,17.8,-,0,0 +24.700000000000003,17.8,31.6,-,0,0 +43.900000000000006,31.6,56.2,-,0,0 +78.1,56.2,100.0,-,0,0 + +#: PLAB [GeV],,,250.0 +#: RE,,,MU+ NUCLEON --> MU+ CQ CQBAR X +#: SQRT(S) [GeV],,,21.677 +#: X,,,0.0056 TO 0.0100 +Q**2 [GEV**2],Q**2 [GEV**2] LOW,Q**2 [GEV**2] HIGH,F2(NAME=CHARM),error +,error - +1.3900000000000001,1.0,1.78,0.00347,0.00058,-0.00058 +2.47,1.78,3.16,0.0105,0.0006,-0.0006 +4.390000000000001,3.16,5.62,-,0,0 +7.8100000000000005,5.62,10.0,-,0,0 +13.9,10.0,17.8,-,0,0 +24.700000000000003,17.8,31.6,-,0,0 +43.900000000000006,31.6,56.2,-,0,0 +78.1,56.2,100.0,-,0,0 + +#: PLAB [GeV],,,250.0 +#: RE,,,MU+ NUCLEON --> MU+ CQ CQBAR X +#: SQRT(S) [GeV],,,21.677 +#: X,,,0.0100 TO 0.0178 +Q**2 [GEV**2],Q**2 [GEV**2] LOW,Q**2 [GEV**2] HIGH,F2(NAME=CHARM),error +,error - +1.3900000000000001,1.0,1.78,-,0,0 +2.47,1.78,3.16,0.00627,0.00083,-0.00083 +4.390000000000001,3.16,5.62,0.013,0.0007,-0.0007 +7.8100000000000005,5.62,10.0,-,0,0 +13.9,10.0,17.8,-,0,0 +24.700000000000003,17.8,31.6,-,0,0 +43.900000000000006,31.6,56.2,-,0,0 +78.1,56.2,100.0,-,0,0 + +#: PLAB [GeV],,,250.0 +#: RE,,,MU+ NUCLEON --> MU+ CQ CQBAR X +#: SQRT(S) [GeV],,,21.677 +#: X,,,0.0178 TO 0.0316 +Q**2 [GEV**2],Q**2 [GEV**2] LOW,Q**2 [GEV**2] HIGH,F2(NAME=CHARM),error +,error - +1.3900000000000001,1.0,1.78,-,0,0 +2.47,1.78,3.16,0.00243,0.00149,-0.00149 +4.390000000000001,3.16,5.62,0.00824,0.00088,-0.00088 +7.8100000000000005,5.62,10.0,0.0182,0.001,-0.001 +13.9,10.0,17.8,-,0,0 +24.700000000000003,17.8,31.6,-,0,0 +43.900000000000006,31.6,56.2,-,0,0 +78.1,56.2,100.0,-,0,0 + +#: PLAB [GeV],,,250.0 +#: RE,,,MU+ NUCLEON --> MU+ CQ CQBAR X +#: SQRT(S) [GeV],,,21.677 +#: X,,,0.0316 TO 0.0562 +Q**2 [GEV**2],Q**2 [GEV**2] LOW,Q**2 [GEV**2] HIGH,F2(NAME=CHARM),error +,error - +1.3900000000000001,1.0,1.78,-,0,0 +2.47,1.78,3.16,-,0,0 +4.390000000000001,3.16,5.62,0.00695,0.00322,-0.00322 +7.8100000000000005,5.62,10.0,0.0107,0.0011,-0.0011 +13.9,10.0,17.8,0.02,0.0013,-0.0013 +24.700000000000003,17.8,31.6,-,0,0 +43.900000000000006,31.6,56.2,-,0,0 +78.1,56.2,100.0,-,0,0 + +#: PLAB [GeV],,,250.0 +#: RE,,,MU+ NUCLEON --> MU+ CQ CQBAR X +#: SQRT(S) [GeV],,,21.677 +#: X,,,0.0562 TO 0.100 +Q**2 [GEV**2],Q**2 [GEV**2] LOW,Q**2 [GEV**2] HIGH,F2(NAME=CHARM),error +,error - +1.3900000000000001,1.0,1.78,-,0,0 +2.47,1.78,3.16,-,0,0 +4.390000000000001,3.16,5.62,-,0,0 +7.8100000000000005,5.62,10.0,0.0029,0.00142,-0.00142 +13.9,10.0,17.8,0.0115,0.0013,-0.0013 +24.700000000000003,17.8,31.6,0.0181,0.0017,-0.0017 +43.900000000000006,31.6,56.2,-,0,0 +78.1,56.2,100.0,-,0,0 + +#: PLAB [GeV],,,250.0 +#: RE,,,MU+ NUCLEON --> MU+ CQ CQBAR X +#: SQRT(S) [GeV],,,21.677 +#: X,,,0.100 TO 0.178 +Q**2 [GEV**2],Q**2 [GEV**2] LOW,Q**2 [GEV**2] HIGH,F2(NAME=CHARM),error +,error - +1.3900000000000001,1.0,1.78,-,0,0 +2.47,1.78,3.16,-,0,0 +4.390000000000001,3.16,5.62,-,0,0 +7.8100000000000005,5.62,10.0,-,0,0 +13.9,10.0,17.8,0.00377,0.00172,-0.00172 +24.700000000000003,17.8,31.6,0.00664,0.00138,-0.00138 +43.900000000000006,31.6,56.2,0.0106,0.0017,-0.0017 +78.1,56.2,100.0,-,0,0 + +#: PLAB [GeV],,,250.0 +#: RE,,,MU+ NUCLEON --> MU+ CQ CQBAR X +#: SQRT(S) [GeV],,,21.677 +#: X,,,0.178 TO 0.316 +Q**2 [GEV**2],Q**2 [GEV**2] LOW,Q**2 [GEV**2] HIGH,F2(NAME=CHARM),error +,error - +1.3900000000000001,1.0,1.78,-,0,0 +2.47,1.78,3.16,-,0,0 +4.390000000000001,3.16,5.62,-,0,0 +7.8100000000000005,5.62,10.0,-,0,0 +13.9,10.0,17.8,-,0,0 +24.700000000000003,17.8,31.6,0.00262,0.00184,-0.00184 +43.900000000000006,31.6,56.2,0.00271,0.00102,-0.00102 +78.1,56.2,100.0,0.00708,0.00187,-0.00187 + +#: PLAB [GeV],,,250.0 +#: RE,,,MU+ NUCLEON --> MU+ CQ CQBAR X +#: SQRT(S) [GeV],,,21.677 +#: X,,,0.316 TO 0.562 +Q**2 [GEV**2],Q**2 [GEV**2] LOW,Q**2 [GEV**2] HIGH,F2(NAME=CHARM),error +,error - +1.3900000000000001,1.0,1.78,-,0,0 +2.47,1.78,3.16,-,0,0 +4.390000000000001,3.16,5.62,-,0,0 +7.8100000000000005,5.62,10.0,-,0,0 +13.9,10.0,17.8,-,0,0 +24.700000000000003,17.8,31.6,-,0,0 +43.900000000000006,31.6,56.2,-,0,0 +78.1,56.2,100.0,0.00274,0.00152,-0.00152 + diff --git a/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV/uncertainties_rzero.yaml b/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV/uncertainties_rzero.yaml new file mode 100644 index 0000000000..b104f9741d --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/EMC_NC_250GEV/uncertainties_rzero.yaml @@ -0,0 +1,77 @@ +definitions: + stat: + description: Total statistical uncertainty + treatment: ADD + type: UNCORR + sys: + description: Total systematical uncertainty + treatment: MULT + type: CORR + norm: + description: Normalization error due to BR ratio + treatment: MULT + type: CORR +bins: +- stat: 0.000287 + sys: 0.0006679 + norm: 5.34e-05 +- stat: 0.0004756 + sys: 0.0004268 + norm: 3.41e-05 +- stat: 0.000492 + sys: 0.0012915 + norm: 0.0001033 +- stat: 0.0006806 + sys: 0.0007712 + norm: 6.17e-05 +- stat: 0.000574 + sys: 0.001599 + norm: 0.0001279 +- stat: 0.0012218 + sys: 0.0002989 + norm: 2.39e-05 +- stat: 0.0007216 + sys: 0.0010135 + norm: 8.11e-05 +- stat: 0.00082 + sys: 0.0022386 + norm: 0.0001791 +- stat: 0.0026404 + sys: 0.0008548 + norm: 6.84e-05 +- stat: 0.000902 + sys: 0.0013161 + norm: 0.0001053 +- stat: 0.001066 + sys: 0.00246 + norm: 0.0001968 +- stat: 0.0011644 + sys: 0.0003567 + norm: 2.85e-05 +- stat: 0.001066 + sys: 0.0014145 + norm: 0.0001132 +- stat: 0.001394 + sys: 0.0022263 + norm: 0.0001781 +- stat: 0.0014104 + sys: 0.0004637 + norm: 3.71e-05 +- stat: 0.0011316 + sys: 0.0008167 + norm: 6.53e-05 +- stat: 0.001394 + sys: 0.0013038 + norm: 0.0001043 +- stat: 0.0015088 + sys: 0.0003223 + norm: 2.58e-05 +- stat: 0.0008364 + sys: 0.0003333 + norm: 2.67e-05 +- stat: 0.0015334 + sys: 0.0008708 + norm: 6.97e-05 +- stat: 0.0012464 + sys: 0.000337 + norm: 2.7e-05 diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/data_legacy_EM-F2.yaml b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/data.yaml similarity index 100% rename from nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/data_legacy_EM-F2.yaml rename to nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/data.yaml diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/filter.py b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/filter.py new file mode 100644 index 0000000000..3967ebc1b8 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/filter.py @@ -0,0 +1,102 @@ +r"""Implement data form Hepdata reference, data from Table 3. +R and $\Delta R$ are simultaneously determined from the data. +""" + +import pathlib + +import pandas as pd +import yaml + +HERE = pathlib.Path(__file__).parent +M_P = 0.938 + +def read_tables(): + """Parse Tables.""" + dfs = pd.DataFrame() + for table_id in range(2, 22): + file = HERE / "rawdata" / f"Table{table_id}.csv" + with open(file, "r", encoding="utf-8") as f: + lines = f.readlines() + df = pd.DataFrame( + [l.split(",") for l in lines[14:-1]], + columns=[ + "Q2", + "F2_ratio", + "stat+", + "stat-", + "sys+", + "sys-", + ], + ) + df["x"] = float(lines[12].split(",")[1]) + df["sqrts"] = float(lines[11].split(",")[1]) + dfs = pd.concat([dfs, df], ignore_index=True) if not dfs.empty else df + + dfs = dfs.astype(float) + + dfs["y"] = dfs.Q2 /( dfs.x * (dfs.sqrts**2 - M_P ** 2)) + return dfs + + +def write_files(df): + """Write kinematics, central value and uncertainties files.""" + + # Write central data + data_central_yaml = {"data_central": [float(x) for x in df["F2_ratio"]]} + with open(HERE / "data.yaml", "w", encoding="utf-8") as file: + yaml.dump(data_central_yaml, file) + + # Write kin file + kin = [] + for _, row in df.iterrows(): + kin_value = { + "x": { + "min": None, + "mid": float(row.x), + "max": None, + }, + "Q2": { + "min": None, + "mid": float(row.Q2), + "max": None, + }, + "y": { + "min": None, + "mid": float(row.y), + "max": None, + }, + } + kin.append(kin_value) + kinematics_yaml = {"bins": kin} + with open(HERE / "kinematics.yaml", "w", encoding="utf-8") as file: + yaml.dump(kinematics_yaml, file, sort_keys=False) + + # loop on data points + error_definition = { + "stat": { + "description": "statistical uncertainty", + "treatment": "ADD", + "type": "UNCORR", + }, + "sys": { + "description": "systematical uncertainty", + "treatment": "MULT", + "type": "CORR", + }, + } + error = [] + for _, row in df.iterrows(): + e = { + "stat": float(row["stat+"]), + "sys": float(row["sys+"]), + } + error.append(e) + + uncertainties_yaml = {"definitions": error_definition, "bins": error} + with open(HERE / "uncertainties_hepdata.yaml", "w", encoding="utf-8") as file: + yaml.dump(uncertainties_yaml, file, sort_keys=False) + + +if __name__ == "__main__": + df = read_tables() + write_files(df) diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/kinematics_EM-F2.yaml b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/kinematics.yaml similarity index 71% rename from nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/kinematics_EM-F2.yaml rename to nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/kinematics.yaml index a91c3849c1..99745d8db4 100644 --- a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/kinematics_EM-F2.yaml +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/kinematics.yaml @@ -1,3121 +1,3121 @@ bins: -- k1: +- x: min: null mid: 0.0015 max: null - k2: + Q2: min: null mid: 0.16 max: null - k3: + y: min: null - mid: 0.0 + mid: 0.12097226112441266 max: null -- k1: +- x: min: null mid: 0.0015 max: null - k2: + Q2: min: null mid: 0.25 max: null - k3: + y: min: null - mid: 0.0 + mid: 0.18901915800689476 max: null -- k1: +- x: min: null mid: 0.0015 max: null - k2: + Q2: min: null mid: 0.35 max: null - k3: + y: min: null - mid: 0.0 + mid: 0.26462682120965264 max: null -- k1: +- x: min: null mid: 0.0015 max: null - k2: + Q2: min: null mid: 0.45 max: null - k3: + y: min: null - mid: 0.0 + mid: 0.3402344844124106 max: null -- k1: +- x: min: null mid: 0.0015 max: null - k2: + Q2: min: null mid: 0.6 max: null - k3: + y: min: null - mid: 0.0 + mid: 0.4536459792165474 max: null -- k1: +- x: min: null mid: 0.003 max: null - k2: + Q2: min: null mid: 0.17 max: null - k3: + y: min: null - mid: 0.0 + mid: 0.06426651372234422 max: null -- k1: +- x: min: null mid: 0.003 max: null - k2: + Q2: min: null mid: 0.25 max: null - k3: + y: min: 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k3: + y: min: null - mid: 0.0 + mid: 0.20582566142739353 max: null -- k1: +- x: min: null mid: 0.35 max: null - k2: + Q2: min: null mid: 96.35 max: null - k3: + y: min: null - mid: 0.0 + mid: 0.31220564355367386 max: null -- k1: +- x: min: null mid: 0.45 max: null - k2: + Q2: min: null mid: 4.54 max: null - k3: + y: min: null - mid: 0.0 + mid: 0.011441959698017364 max: null -- k1: +- x: min: null mid: 0.45 max: null - k2: + Q2: min: null mid: 5.47 max: null - k3: + y: min: null - mid: 0.0 + mid: 0.013785797257302859 max: null -- k1: +- x: min: null mid: 0.45 max: null - k2: + Q2: min: null mid: 6.93 max: null - k3: + y: min: null - mid: 0.0 + mid: 0.017465370199837075 max: null -- k1: +- x: min: null mid: 0.45 max: null - k2: + Q2: min: null mid: 8.92 max: null - k3: + y: min: null - mid: 0.0 + mid: 0.022480678525620017 max: null -- k1: +- x: min: null mid: 0.45 max: null - k2: + Q2: min: null mid: 11.34 max: null - k3: + y: min: null - mid: 0.0 + mid: 0.02857969669064249 max: null -- k1: +- x: min: null mid: 0.45 max: null - k2: + Q2: min: null mid: 14.89 max: null - k3: + y: min: null - mid: 0.0 + mid: 0.037526603502968846 max: null -- k1: +- x: min: null mid: 0.45 max: null - k2: + Q2: min: null mid: 19.77 max: null - k3: + y: min: null - mid: 0.0 + mid: 0.04982545005061746 max: null -- k1: +- x: min: null mid: 0.45 max: null - k2: + Q2: min: null mid: 26.64 max: null - k3: + y: min: null - mid: 0.0 + mid: 0.06713960492404902 max: null -- k1: +- x: min: null mid: 0.45 max: null - k2: + Q2: min: null mid: 35.5 max: null - k3: + y: min: null - mid: 0.0 + mid: 0.08946906812326352 max: null -- k1: +- x: min: null mid: 0.45 max: null - k2: + Q2: min: null mid: 47.26 max: null - k3: + y: min: null - mid: 0.0 + mid: 0.11910727209874462 max: null -- k1: +- x: min: null mid: 0.45 max: null - k2: + Q2: min: null mid: 63.65 max: null - k3: + y: min: null - mid: 0.0 + mid: 0.16041425876185136 max: null -- k1: +- x: min: null mid: 0.45 max: null - k2: + Q2: min: null mid: 98.05 max: null - k3: + y: min: null - mid: 0.0 + mid: 0.24711104590101376 max: null -- k1: +- x: min: null mid: 0.55 max: null - k2: + Q2: min: null mid: 5.53 max: null - k3: + y: min: null - mid: 0.0 + mid: 0.011403010295761396 max: null -- k1: +- x: min: null mid: 0.55 max: null - k2: + Q2: min: null mid: 6.88 max: null - k3: + y: min: null - mid: 0.0 + mid: 0.01418674698640839 max: null -- k1: +- x: min: null mid: 0.55 max: null - k2: + Q2: min: null mid: 8.91 max: null - k3: + y: min: null - mid: 0.0 + mid: 0.01837266215827017 max: null -- k1: +- x: min: null mid: 0.55 max: null - k2: + Q2: min: null mid: 11.34 max: null - k3: + y: min: null - mid: 0.0 + mid: 0.02338338820143476 max: null -- k1: +- x: min: null mid: 0.55 max: null - k2: + Q2: min: null mid: 14.85 max: null - k3: + y: min: null - mid: 0.0 + mid: 0.03062110359711695 max: null -- k1: +- x: min: null mid: 0.55 max: null - k2: + Q2: min: null mid: 19.74 max: null - k3: + y: min: null - mid: 0.0 + mid: 0.04070441649879384 max: null -- k1: +- x: min: null mid: 0.55 max: null - k2: + Q2: min: null mid: 26.64 max: null - k3: + y: min: null - mid: 0.0 + mid: 0.054932404028767375 max: null -- k1: +- x: min: null mid: 0.55 max: null - k2: + Q2: min: null mid: 35.57 max: null - k3: + y: min: null - mid: 0.0 + mid: 0.07334630673060269 max: null -- k1: +- x: min: null mid: 0.55 max: null - k2: + Q2: min: null mid: 47.16 max: null - k3: + y: min: null - mid: 0.0 + mid: 0.0972452017266017 max: null -- k1: +- x: min: null mid: 0.55 max: null - k2: + Q2: min: null mid: 63.56 max: null - k3: + y: min: null - mid: 0.0 + mid: 0.13106244745001705 max: null -- k1: +- x: min: null mid: 0.55 max: null - k2: + Q2: min: null mid: 98.82 max: null - k3: + y: min: null - mid: 0.0 + mid: 0.20376952575536006 max: null -- k1: +- x: min: null mid: 0.675 max: null - k2: + Q2: min: null mid: 7.04 max: null - k3: + y: min: null - mid: 0.0 + mid: 0.011828398865498125 max: null -- k1: +- x: min: null mid: 0.675 max: null - k2: + Q2: min: null mid: 8.88 max: null - k3: + y: min: null - mid: 0.0 + mid: 0.014919912205344226 max: null -- k1: +- x: min: null mid: 0.675 max: null - k2: + Q2: min: null mid: 11.36 max: null - k3: + y: min: null - mid: 0.0 + mid: 0.019086734532962883 max: null -- k1: +- x: min: null mid: 0.675 max: null - k2: + Q2: min: null mid: 14.85 max: null - k3: + y: min: null - mid: 0.0 + mid: 0.024950528856910105 max: null -- k1: +- x: min: null mid: 0.675 max: null - k2: + Q2: min: null mid: 19.79 max: null - k3: + y: min: null - mid: 0.0 + mid: 0.03325057010627953 max: null -- k1: +- x: min: null mid: 0.675 max: null - k2: + Q2: min: null mid: 26.49 max: null - k3: + y: min: null - mid: 0.0 + mid: 0.04450771107202348 max: null -- k1: +- x: min: null mid: 0.675 max: null - k2: + Q2: min: null mid: 35.4 max: null - k3: + y: min: null - mid: 0.0 + mid: 0.05947802838616954 max: null -- k1: +- x: min: null mid: 0.675 max: null - k2: + Q2: min: null mid: 47.03 max: null - k3: + y: min: null - mid: 0.0 + mid: 0.07901840889834898 max: null -- k1: +- x: min: null mid: 0.675 max: null - k2: + Q2: min: null mid: 63.53 max: null - k3: + y: min: null - mid: 0.0 + mid: 0.10674121873936021 max: null -- k1: +- x: min: null mid: 0.675 max: null - k2: + Q2: min: null mid: 99.03 max: null - k3: + y: min: null - mid: 0.0 + mid: 0.1663872641548692 max: null diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/metadata.yaml index 6f8e097fd2..5914d53f10 100644 --- a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/metadata.yaml @@ -1,6 +1,6 @@ setname: NMC_NC_NOTFIXED version: 2 -version_comment: Port of old commondata +version_comment: Port of old commondata and hepdata implementation. R and $\Delta R$ are simultaneously determined from the data. nnpdf_metadata: nnpdf31_process: DIS NC experiment: null @@ -8,48 +8,47 @@ arXiv: url: https://arxiv.org/abs/hep-ex/9611022 journal: Nucl. Phys. B487 (1997) 3 iNSPIRE: - url: '' + url: https://inspirehep.net/literature/426595 hepdata: - url: 10.17182/hepdata.32750.v1 - version: -1 + url: https://www.hepdata.net/record/ins426595 + version: 1 implemented_observables: - observable_name: EM-F2 observable: - description: Deep Inelastic Scattering + description: Deep Inelastic Scattering F2 deuterium to proton ratio. label: NMC $d/p$ units: '' - process_type: DIS_F2R - tables: [] + process_type: DIS_NC + tables: [2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21] npoints: [] ndata: 260 plotting: - kinematics_override: dis_sqrt_scale + kinematics_override: identity theory_reference: Bertone:2013vaa dataset_label: NMC $d/p$ y_label: $F_2^d/F_2^p(x,Q^2)$ - data_reference: Arneodo:1996qe figure_by: - - k1 - plot_x: k2 + - x + plot_x: Q2 kinematic_coverage: - - k1 - - k2 - - k3 + - x + - Q2 + - y kinematics: variables: - k1: - description: Variable k1 - label: k1 + x: + description: Bjorken x + label: $x$ units: '' - k2: - description: Variable k2 - label: k2 + Q2: + description: Momentum transfer + label: '$Q^2$' + units: '$GeV^2$' + y: + description: inelasticity + label: $y$ units: '' - k3: - description: Variable k3 - label: k3 - units: '' - file: kinematics_EM-F2.yaml + file: kinematics.yaml theory: conversion_factor: 1.0 operation: RATIO @@ -65,10 +64,14 @@ implemented_observables: legacy_D_DEFAULT: data_uncertainties: - uncertainties_EM-F2_sys_D_DEFAULT.yaml - experiment: DEUTERON + experiment: NMC + hepdata: + data_uncertainties: + - uncertainties_hepdata.yaml + experiment: NMC legacy_dw: data_uncertainties: - uncertainties_legacy_dw_EM-F2.yaml experiment: DEUTERON - data_central: data_legacy_EM-F2.yaml + data_central: data.yaml ported_from: NMCPD diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table10.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table10.csv new file mode 100644 index 0000000000..490bb24904 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table10.csv @@ -0,0 +1,31 @@ +#: table_doi: 10.17182/hepdata.32750.v1/t10 +#: name: Table 10 +#: description: No description provided. +#: data_file: Table10.yaml +#: keyword reactions: MU- DEUT --> MU- X | MU+ DEUT --> MU+ X | MU- P --> MU- X | MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 29.709 +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE(Q=DEUT),MUON DEUT --> MUON X +#: RE(Q=P),MUON P --> MUON X +#: SQRT(S) [GeV],29.709 +#: X,0.05 +MEAN(NAME=Q**2),F2(Q=DEUT)/F2(Q=P),stat +,stat -,sys +,sys - +0.46,0.9101,0.0412,-0.0412,0.006,-0.006 +0.61,0.9539,0.0214,-0.0214,0.0063,-0.0063 +0.88,0.9204,0.0213,-0.0213,0.0029,-0.0029 +1.13,0.9738,0.0167,-0.0167,0.0025,-0.0025 +1.37,0.94,0.0138,-0.0138,0.0025,-0.0025 +1.74,0.9532,0.0092,-0.0092,0.0025,-0.0025 +2.25,0.9526,0.0077,-0.0077,0.0023,-0.0023 +2.74,0.9642,0.0077,-0.0077,0.002,-0.002 +3.46,0.9597,0.0058,-0.0058,0.0017,-0.0017 +4.46,0.9551,0.0069,-0.0069,0.0015,-0.0015 +5.46,0.9577,0.0085,-0.0085,0.0015,-0.0015 +6.9,0.9682,0.0076,-0.0076,0.0015,-0.0015 +8.93,0.9578,0.0097,-0.0097,0.0018,-0.0018 +11.44,0.9532,0.0087,-0.0087,0.0014,-0.0014 +14.82,0.9698,0.009,-0.009,0.0015,-0.0015 +19.19,0.9635,0.0119,-0.0119,0.0022,-0.0022 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table11.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table11.csv new file mode 100644 index 0000000000..2bf9d9b2e6 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table11.csv @@ -0,0 +1,31 @@ +#: table_doi: 10.17182/hepdata.32750.v1/t11 +#: name: Table 11 +#: description: No description provided. +#: data_file: Table11.yaml +#: keyword reactions: MU- DEUT --> MU- X | MU+ DEUT --> MU+ X | MU- P --> MU- X | MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 29.709 +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE(Q=DEUT),MUON DEUT --> MUON X +#: RE(Q=P),MUON P --> MUON X +#: SQRT(S) [GeV],29.709 +#: X,0.07 +MEAN(NAME=Q**2),F2(Q=DEUT)/F2(Q=P),stat +,stat -,sys +,sys - +0.68,0.9488,0.0438,-0.0438,0.0063,-0.0063 +0.86,0.9595,0.0344,-0.0344,0.0063,-0.0063 +1.11,1.001,0.0542,-0.0542,0.0068,-0.0068 +1.38,0.981,0.0197,-0.0197,0.0028,-0.0028 +1.74,0.971,0.0117,-0.0117,0.0027,-0.0027 +2.24,0.9477,0.0111,-0.0111,0.0023,-0.0023 +2.75,0.9449,0.0096,-0.0096,0.0023,-0.0023 +3.47,0.9486,0.0069,-0.0069,0.0019,-0.0019 +4.47,0.937,0.0079,-0.0079,0.0016,-0.0016 +5.47,0.945,0.0095,-0.0095,0.0014,-0.0014 +6.91,0.9367,0.0082,-0.0082,0.0015,-0.0015 +8.91,0.9394,0.0105,-0.0105,0.0015,-0.0015 +11.4,0.9328,0.0105,-0.0105,0.0018,-0.0018 +14.89,0.9432,0.0103,-0.0103,0.0014,-0.0014 +19.63,0.9371,0.0103,-0.0103,0.0013,-0.0013 +26.07,0.9592,0.0157,-0.0157,0.0018,-0.0018 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table12.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table12.csv new file mode 100644 index 0000000000..44d395a9aa --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table12.csv @@ -0,0 +1,31 @@ +#: table_doi: 10.17182/hepdata.32750.v1/t12 +#: name: Table 12 +#: description: No description provided. +#: data_file: Table12.yaml +#: keyword reactions: MU- DEUT --> MU- X | MU+ DEUT --> MU+ X | MU- P --> MU- X | MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 29.709 +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE(Q=DEUT),MUON DEUT --> MUON X +#: RE(Q=P),MUON P --> MUON X +#: SQRT(S) [GeV],29.709 +#: X,0.09 +MEAN(NAME=Q**2),F2(Q=DEUT)/F2(Q=P),stat +,stat -,sys +,sys - +0.9,0.9678,0.054,-0.054,0.0065,-0.0065 +1.11,0.9351,0.0537,-0.0537,0.0062,-0.0062 +1.38,0.9385,0.0281,-0.0281,0.0032,-0.0032 +1.76,0.9413,0.014,-0.014,0.0028,-0.0028 +2.24,0.9313,0.0136,-0.0136,0.0025,-0.0025 +2.75,0.9445,0.0124,-0.0124,0.0024,-0.0024 +3.49,0.936,0.0082,-0.0082,0.0021,-0.0021 +4.47,0.9397,0.0089,-0.0089,0.0018,-0.0018 +5.46,0.942,0.0106,-0.0106,0.0016,-0.0016 +6.91,0.9245,0.0092,-0.0092,0.0016,-0.0016 +8.92,0.9218,0.0114,-0.0114,0.0014,-0.0014 +11.37,0.9254,0.0115,-0.0115,0.0017,-0.0017 +14.87,0.9291,0.0116,-0.0116,0.0014,-0.0014 +19.74,0.9319,0.0114,-0.0114,0.0013,-0.0013 +26.36,0.9554,0.0147,-0.0147,0.0012,-0.0012 +34.74,0.9233,0.0222,-0.0222,0.0017,-0.0017 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table13.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table13.csv new file mode 100644 index 0000000000..3349fca095 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table13.csv @@ -0,0 +1,31 @@ +#: table_doi: 10.17182/hepdata.32750.v1/t13 +#: name: Table 13 +#: description: No description provided. +#: data_file: Table13.yaml +#: keyword reactions: MU- DEUT --> MU- X | MU+ DEUT --> MU+ X | MU- P --> MU- X | MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 29.709 +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE(Q=DEUT),MUON DEUT --> MUON X +#: RE(Q=P),MUON P --> MUON X +#: SQRT(S) [GeV],29.709 +#: X,0.11 +MEAN(NAME=Q**2),F2(Q=DEUT)/F2(Q=P),stat +,stat -,sys +,sys - +1.13,0.9264,0.068,-0.068,0.0063,-0.0063 +1.38,0.9005,0.0306,-0.0306,0.0031,-0.0031 +1.75,0.9227,0.0169,-0.0169,0.0031,-0.0031 +2.24,0.915,0.0151,-0.0151,0.0026,-0.0026 +2.74,0.9292,0.0153,-0.0153,0.0027,-0.0027 +3.49,0.9205,0.0097,-0.0097,0.0022,-0.0022 +4.47,0.9114,0.0098,-0.0098,0.002,-0.002 +5.46,0.9409,0.0117,-0.0117,0.0018,-0.0018 +6.9,0.9291,0.0102,-0.0102,0.0017,-0.0017 +8.92,0.9266,0.0127,-0.0127,0.0014,-0.0014 +11.37,0.9263,0.0126,-0.0126,0.0017,-0.0017 +14.85,0.9272,0.013,-0.013,0.0015,-0.0015 +19.74,0.9123,0.0124,-0.0124,0.0012,-0.0012 +26.52,0.9272,0.0147,-0.0147,0.0011,-0.0011 +35.32,0.905,0.0209,-0.0209,0.0011,-0.0011 +44.94,0.9039,0.0345,-0.0345,0.0019,-0.0019 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table14.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table14.csv new file mode 100644 index 0000000000..ba6dbd4a2f --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table14.csv @@ -0,0 +1,30 @@ +#: table_doi: 10.17182/hepdata.32750.v1/t14 +#: name: Table 14 +#: description: No description provided. +#: data_file: Table14.yaml +#: keyword reactions: MU- DEUT --> MU- X | MU+ DEUT --> MU+ X | MU- P --> MU- X | MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 29.709 +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE(Q=DEUT),MUON DEUT --> MUON X +#: RE(Q=P),MUON P --> MUON X +#: SQRT(S) [GeV],29.709 +#: X,0.14 +MEAN(NAME=Q**2),F2(Q=DEUT)/F2(Q=P),stat +,stat -,sys +,sys - +1.4,0.914,0.031,-0.031,0.0037,-0.0037 +1.75,0.9427,0.0143,-0.0143,0.0036,-0.0036 +2.24,0.9056,0.0127,-0.0127,0.003,-0.003 +2.74,0.9223,0.0125,-0.0125,0.0028,-0.0028 +3.47,0.8966,0.009,-0.009,0.0023,-0.0023 +4.48,0.9132,0.0087,-0.0087,0.0022,-0.0022 +5.47,0.9242,0.0095,-0.0095,0.002,-0.002 +6.9,0.9212,0.0081,-0.0081,0.0019,-0.0019 +8.92,0.9147,0.01,-0.01,0.0016,-0.0016 +11.37,0.8981,0.0097,-0.0097,0.0016,-0.0016 +14.84,0.9068,0.0101,-0.0101,0.0017,-0.0017 +19.76,0.9018,0.0098,-0.0098,0.0013,-0.0013 +26.55,0.8924,0.011,-0.011,0.0011,-0.0011 +35.28,0.905,0.0149,-0.0149,0.0011,-0.0011 +46.95,0.8453,0.0191,-0.0191,0.001,-0.001 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table15.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table15.csv new file mode 100644 index 0000000000..26ae46d92a --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table15.csv @@ -0,0 +1,30 @@ +#: table_doi: 10.17182/hepdata.32750.v1/t15 +#: name: Table 15 +#: description: No description provided. +#: data_file: Table15.yaml +#: keyword reactions: MU- DEUT --> MU- X | MU+ DEUT --> MU+ X | MU- P --> MU- X | MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 29.709 +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE(Q=DEUT),MUON DEUT --> MUON X +#: RE(Q=P),MUON P --> MUON X +#: SQRT(S) [GeV],29.709 +#: X,0.18 +MEAN(NAME=Q**2),F2(Q=DEUT)/F2(Q=P),stat +,stat -,sys +,sys - +1.82,0.8859,0.0193,-0.0193,0.0047,-0.0047 +2.24,0.8781,0.0146,-0.0146,0.0037,-0.0037 +2.75,0.9173,0.015,-0.015,0.0033,-0.0033 +3.47,0.8983,0.0106,-0.0106,0.0027,-0.0027 +4.47,0.8811,0.0117,-0.0117,0.0022,-0.0022 +5.49,0.9134,0.012,-0.012,0.0025,-0.0025 +6.92,0.8869,0.0093,-0.0093,0.0022,-0.0022 +8.93,0.8622,0.0108,-0.0108,0.0018,-0.0018 +11.37,0.8676,0.0109,-0.0109,0.0017,-0.0017 +14.85,0.8787,0.0114,-0.0114,0.0018,-0.0018 +19.75,0.862,0.0108,-0.0108,0.0014,-0.0014 +26.61,0.8684,0.0122,-0.0122,0.0013,-0.0013 +35.37,0.8641,0.0153,-0.0153,0.0011,-0.0011 +47.01,0.8715,0.0202,-0.0202,0.001,-0.001 +63.04,0.897,0.0297,-0.0297,0.0011,-0.0011 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table16.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table16.csv new file mode 100644 index 0000000000..9a5d5f88a1 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table16.csv @@ -0,0 +1,29 @@ +#: table_doi: 10.17182/hepdata.32750.v1/t16 +#: name: Table 16 +#: description: No description provided. +#: data_file: Table16.yaml +#: keyword reactions: MU- DEUT --> MU- X | MU+ DEUT --> MU+ X | MU- P --> MU- X | MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 29.709 +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE(Q=DEUT),MUON DEUT --> MUON X +#: RE(Q=P),MUON P --> MUON X +#: SQRT(S) [GeV],29.709 +#: X,0.225 +MEAN(NAME=Q**2),F2(Q=DEUT)/F2(Q=P),stat +,stat -,sys +,sys - +2.28,0.8552,0.0172,-0.0172,0.0055,-0.0055 +2.74,0.8761,0.0161,-0.0161,0.0044,-0.0044 +3.48,0.8714,0.0109,-0.0109,0.0032,-0.0032 +4.47,0.8702,0.0121,-0.0121,0.0027,-0.0027 +5.47,0.8445,0.0137,-0.0137,0.0023,-0.0023 +6.97,0.8607,0.0101,-0.0101,0.0024,-0.0024 +8.93,0.8464,0.0112,-0.0112,0.0021,-0.0021 +11.38,0.8534,0.0112,-0.0112,0.0018,-0.0018 +14.85,0.8549,0.0116,-0.0116,0.0019,-0.0019 +19.74,0.8617,0.0112,-0.0112,0.0017,-0.0017 +26.64,0.8651,0.0126,-0.0126,0.0015,-0.0015 +35.42,0.867,0.0155,-0.0155,0.0013,-0.0013 +46.95,0.8343,0.0186,-0.0186,0.0011,-0.0011 +63.23,0.8218,0.0248,-0.0248,0.001,-0.001 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table17.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table17.csv new file mode 100644 index 0000000000..918fd44c0a --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table17.csv @@ -0,0 +1,29 @@ +#: table_doi: 10.17182/hepdata.32750.v1/t17 +#: name: Table 17 +#: description: No description provided. +#: data_file: Table17.yaml +#: keyword reactions: MU- DEUT --> MU- X | MU+ DEUT --> MU+ X | MU- P --> MU- X | MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 29.709 +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE(Q=DEUT),MUON DEUT --> MUON X +#: RE(Q=P),MUON P --> MUON X +#: SQRT(S) [GeV],29.709 +#: X,0.275 +MEAN(NAME=Q**2),F2(Q=DEUT)/F2(Q=P),stat +,stat -,sys +,sys - +2.78,0.8219,0.0203,-0.0203,0.0068,-0.0068 +3.46,0.8637,0.0155,-0.0155,0.0051,-0.0051 +4.47,0.8542,0.0141,-0.0141,0.0033,-0.0033 +5.47,0.8505,0.0163,-0.0163,0.003,-0.003 +6.89,0.8302,0.0142,-0.0142,0.0023,-0.0023 +8.94,0.8377,0.0134,-0.0134,0.0025,-0.0025 +11.37,0.8202,0.0128,-0.0128,0.002,-0.002 +14.87,0.8459,0.0135,-0.0135,0.0022,-0.0022 +19.74,0.8269,0.0127,-0.0127,0.0019,-0.0019 +26.6,0.8334,0.014,-0.014,0.0017,-0.0017 +35.43,0.832,0.0169,-0.0169,0.0014,-0.0014 +46.98,0.8444,0.0214,-0.0214,0.0013,-0.0013 +63.48,0.8104,0.0265,-0.0265,0.001,-0.001 +90.68,0.8027,0.0349,-0.0349,0.001,-0.001 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table18.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table18.csv new file mode 100644 index 0000000000..991cf5b3be --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table18.csv @@ -0,0 +1,28 @@ +#: table_doi: 10.17182/hepdata.32750.v1/t18 +#: name: Table 18 +#: description: No description provided. +#: data_file: Table18.yaml +#: keyword reactions: MU- DEUT --> MU- X | MU+ DEUT --> MU+ X | MU- P --> MU- X | MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 29.709 +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE(Q=DEUT),MUON DEUT --> MUON X +#: RE(Q=P),MUON P --> MUON X +#: SQRT(S) [GeV],29.709 +#: X,0.35 +MEAN(NAME=Q**2),F2(Q=DEUT)/F2(Q=P),stat +,stat -,sys +,sys - +3.57,0.8205,0.0158,-0.0158,0.008,-0.008 +4.51,0.7953,0.0134,-0.0134,0.0045,-0.0045 +5.48,0.8332,0.0143,-0.0143,0.0041,-0.0041 +6.9,0.7939,0.012,-0.012,0.0031,-0.0031 +8.91,0.8222,0.0165,-0.0165,0.0026,-0.0026 +11.43,0.8188,0.0118,-0.0118,0.0028,-0.0028 +14.85,0.7828,0.0113,-0.0113,0.0025,-0.0025 +19.74,0.792,0.0109,-0.0109,0.0023,-0.0023 +26.63,0.8055,0.012,-0.012,0.002,-0.002 +35.45,0.8197,0.0147,-0.0147,0.0018,-0.0018 +47.12,0.762,0.0162,-0.0162,0.0013,-0.0013 +63.52,0.7732,0.0213,-0.0213,0.0011,-0.0011 +96.35,0.7614,0.0253,-0.0253,0.001,-0.001 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table19.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table19.csv new file mode 100644 index 0000000000..2586a206fa --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table19.csv @@ -0,0 +1,27 @@ +#: table_doi: 10.17182/hepdata.32750.v1/t19 +#: name: Table 19 +#: description: No description provided. +#: data_file: Table19.yaml +#: keyword reactions: MU- DEUT --> MU- X | MU+ DEUT --> MU+ X | MU- P --> MU- X | MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 29.709 +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE(Q=DEUT),MUON DEUT --> MUON X +#: RE(Q=P),MUON P --> MUON X +#: SQRT(S) [GeV],29.709 +#: X,0.45 +MEAN(NAME=Q**2),F2(Q=DEUT)/F2(Q=P),stat +,stat -,sys +,sys - +4.54,0.7771,0.0242,-0.0242,0.0092,-0.0092 +5.47,0.7608,0.0245,-0.0245,0.0066,-0.0066 +6.93,0.7698,0.0161,-0.0161,0.0044,-0.0044 +8.92,0.7793,0.0211,-0.0211,0.0035,-0.0035 +11.34,0.7754,0.0227,-0.0227,0.0026,-0.0026 +14.89,0.7626,0.0158,-0.0158,0.0036,-0.0036 +19.77,0.7529,0.0146,-0.0146,0.0027,-0.0027 +26.64,0.7705,0.016,-0.016,0.0025,-0.0025 +35.5,0.7474,0.0187,-0.0187,0.002,-0.002 +47.26,0.7575,0.0222,-0.0222,0.0015,-0.0015 +63.65,0.7632,0.0281,-0.0281,0.0012,-0.0012 +98.05,0.7254,0.0296,-0.0296,0.001,-0.001 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table2.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table2.csv new file mode 100644 index 0000000000..aab6425bcc --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table2.csv @@ -0,0 +1,20 @@ +#: table_doi: 10.17182/hepdata.32750.v1/t2 +#: name: Table 2 +#: description: No description provided. +#: data_file: Table2.yaml +#: keyword reactions: MU- DEUT --> MU- X | MU+ DEUT --> MU+ X | MU- P --> MU- X | MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 29.709 +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE(Q=DEUT),MUON DEUT --> MUON X +#: RE(Q=P),MUON P --> MUON X +#: SQRT(S) [GeV],29.709 +#: X,0.0015 +MEAN(NAME=Q**2),F2(Q=DEUT)/F2(Q=P),stat +,stat -,sys +,sys - +0.16,0.9815,0.0203,-0.0203,0.0109,-0.0109 +0.25,1.003,0.0212,-0.0212,0.0134,-0.0134 +0.35,0.9675,0.0205,-0.0205,0.0112,-0.0112 +0.45,1.033,0.0258,-0.0258,0.0195,-0.0195 +0.6,0.9912,0.0176,-0.0176,0.0121,-0.0121 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table20.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table20.csv new file mode 100644 index 0000000000..74455f87dc --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table20.csv @@ -0,0 +1,26 @@ +#: table_doi: 10.17182/hepdata.32750.v1/t20 +#: name: Table 20 +#: description: No description provided. +#: data_file: Table20.yaml +#: keyword reactions: MU- DEUT --> MU- X | MU+ DEUT --> MU+ X | MU- P --> MU- X | MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 29.709 +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE(Q=DEUT),MUON DEUT --> MUON X +#: RE(Q=P),MUON P --> MUON X +#: SQRT(S) [GeV],29.709 +#: X,0.55 +MEAN(NAME=Q**2),F2(Q=DEUT)/F2(Q=P),stat +,stat -,sys +,sys - +5.53,0.7209,0.0356,-0.0356,0.0072,-0.0072 +6.88,0.7323,0.0296,-0.0296,0.0055,-0.0055 +8.91,0.7442,0.028,-0.028,0.0042,-0.0042 +11.34,0.728,0.03,-0.03,0.0032,-0.0032 +14.85,0.7345,0.0282,-0.0282,0.0037,-0.0037 +19.74,0.7419,0.0205,-0.0205,0.0037,-0.0037 +26.64,0.7263,0.0216,-0.0216,0.0029,-0.0029 +35.57,0.7281,0.0267,-0.0267,0.0023,-0.0023 +47.16,0.7641,0.0331,-0.0331,0.0021,-0.0021 +63.56,0.6626,0.0345,-0.0345,0.001,-0.001 +98.82,0.7622,0.0458,-0.0458,0.0012,-0.0012 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table21.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table21.csv new file mode 100644 index 0000000000..c8d4571ab3 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table21.csv @@ -0,0 +1,25 @@ +#: table_doi: 10.17182/hepdata.32750.v1/t21 +#: name: Table 21 +#: description: No description provided. +#: data_file: Table21.yaml +#: keyword reactions: MU- DEUT --> MU- X | MU+ DEUT --> MU+ X | MU- P --> MU- X | MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 29.709 +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE(Q=DEUT),MUON DEUT --> MUON X +#: RE(Q=P),MUON P --> MUON X +#: SQRT(S) [GeV],29.709 +#: X,0.675 +MEAN(NAME=Q**2),F2(Q=DEUT)/F2(Q=P),stat +,stat -,sys +,sys - +7.04,0.6989,0.0361,-0.0361,0.0067,-0.0067 +8.88,0.7365,0.0465,-0.0465,0.0053,-0.0053 +11.36,0.7418,0.0353,-0.0353,0.0046,-0.0046 +14.85,0.7988,0.0395,-0.0395,0.0051,-0.0051 +19.79,0.7357,0.0281,-0.0281,0.0049,-0.0049 +26.49,0.6717,0.0235,-0.0235,0.0034,-0.0034 +35.4,0.7194,0.033,-0.033,0.0033,-0.0033 +47.03,0.6959,0.0373,-0.0373,0.0026,-0.0026 +63.53,0.702,0.0513,-0.0513,0.0029,-0.0029 +99.03,0.7724,0.0645,-0.0645,0.0034,-0.0034 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table3.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table3.csv new file mode 100644 index 0000000000..74e8f0bc0b --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table3.csv @@ -0,0 +1,22 @@ +#: table_doi: 10.17182/hepdata.32750.v1/t3 +#: name: Table 3 +#: description: No description provided. +#: data_file: Table3.yaml +#: keyword reactions: MU- DEUT --> MU- X | MU+ DEUT --> MU+ X | MU- P --> MU- X | MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 29.709 +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE(Q=DEUT),MUON DEUT --> MUON X +#: RE(Q=P),MUON P --> MUON X +#: SQRT(S) [GeV],29.709 +#: X,0.003 +MEAN(NAME=Q**2),F2(Q=DEUT)/F2(Q=P),stat +,stat -,sys +,sys - +0.17,1.008,0.0277,-0.0277,0.007,-0.007 +0.25,0.9824,0.0171,-0.0171,0.0047,-0.0047 +0.35,0.9825,0.0137,-0.0137,0.0113,-0.0113 +0.45,0.9736,0.0129,-0.0129,0.0099,-0.0099 +0.63,0.9704,0.0118,-0.0118,0.0057,-0.0057 +0.88,0.9921,0.0108,-0.0108,0.0073,-0.0073 +1.12,0.9959,0.0116,-0.0116,0.0078,-0.0078 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table4.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table4.csv new file mode 100644 index 0000000000..da18a99967 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table4.csv @@ -0,0 +1,24 @@ +#: table_doi: 10.17182/hepdata.32750.v1/t4 +#: name: Table 4 +#: description: No description provided. +#: data_file: Table4.yaml +#: keyword reactions: MU- DEUT --> MU- X | MU+ DEUT --> MU+ X | MU- P --> MU- X | MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 29.709 +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE(Q=DEUT),MUON DEUT --> MUON X +#: RE(Q=P),MUON P --> MUON X +#: SQRT(S) [GeV],29.709 +#: X,0.005 +MEAN(NAME=Q**2),F2(Q=DEUT)/F2(Q=P),stat +,stat -,sys +,sys - +0.16,1.005,0.0615,-0.0615,0.003,-0.003 +0.25,1.0,0.025,-0.025,0.0037,-0.0037 +0.35,1.014,0.0208,-0.0208,0.0043,-0.0043 +0.45,0.9945,0.0172,-0.0172,0.0046,-0.0046 +0.61,0.9795,0.0092,-0.0092,0.0094,-0.0094 +0.88,0.9966,0.0157,-0.0157,0.0032,-0.0032 +1.13,0.9893,0.0137,-0.0137,0.0033,-0.0033 +1.38,0.9959,0.0128,-0.0128,0.0032,-0.0032 +1.71,0.9842,0.0098,-0.0098,0.0048,-0.0048 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table5.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table5.csv new file mode 100644 index 0000000000..a5fe02bca2 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table5.csv @@ -0,0 +1,27 @@ +#: table_doi: 10.17182/hepdata.32750.v1/t5 +#: name: Table 5 +#: description: No description provided. +#: data_file: Table5.yaml +#: keyword reactions: MU- DEUT --> MU- X | MU+ DEUT --> MU+ X | MU- P --> MU- X | MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 29.709 +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE(Q=DEUT),MUON DEUT --> MUON X +#: RE(Q=P),MUON P --> MUON X +#: SQRT(S) [GeV],29.709 +#: X,0.008 +MEAN(NAME=Q**2),F2(Q=DEUT)/F2(Q=P),stat +,stat -,sys +,sys - +0.16,0.9817,0.0547,-0.0547,0.0041,-0.0041 +0.25,1.011,0.025,-0.025,0.003,-0.003 +0.35,0.9993,0.0213,-0.0213,0.0028,-0.0028 +0.45,1.02,0.018,-0.018,0.0035,-0.0035 +0.64,0.9618,0.0091,-0.0091,0.0036,-0.0036 +0.86,0.9775,0.0083,-0.0083,0.0051,-0.0051 +1.12,0.9642,0.0088,-0.0088,0.0054,-0.0054 +1.37,0.9714,0.01,-0.01,0.0045,-0.0045 +1.75,0.9891,0.0083,-0.0083,0.002,-0.002 +2.24,0.975,0.0086,-0.0086,0.0023,-0.0023 +2.73,0.9837,0.0097,-0.0097,0.0042,-0.0042 +3.46,0.9924,0.0122,-0.0122,0.0084,-0.0084 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table6.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table6.csv new file mode 100644 index 0000000000..b7fb95b18d --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table6.csv @@ -0,0 +1,29 @@ +#: table_doi: 10.17182/hepdata.32750.v1/t6 +#: name: Table 6 +#: description: No description provided. +#: data_file: Table6.yaml +#: keyword reactions: MU- DEUT --> MU- X | MU+ DEUT --> MU+ X | MU- P --> MU- X | MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 29.709 +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE(Q=DEUT),MUON DEUT --> MUON X +#: RE(Q=P),MUON P --> MUON X +#: SQRT(S) [GeV],29.709 +#: X,0.0125 +MEAN(NAME=Q**2),F2(Q=DEUT)/F2(Q=P),stat +,stat -,sys +,sys - +0.16,0.9683,0.0543,-0.0543,0.0065,-0.0065 +0.26,1.008,0.032,-0.032,0.0034,-0.0034 +0.35,0.953,0.0233,-0.0233,0.0026,-0.0026 +0.45,0.969,0.0205,-0.0205,0.0022,-0.0022 +0.62,0.9872,0.0127,-0.0127,0.0023,-0.0023 +0.88,0.968,0.0108,-0.0108,0.0025,-0.0025 +1.12,0.9624,0.0092,-0.0092,0.0035,-0.0035 +1.37,0.9797,0.0098,-0.0098,0.0035,-0.0035 +1.74,0.9747,0.0072,-0.0072,0.003,-0.003 +2.23,0.9738,0.0085,-0.0085,0.0041,-0.0041 +2.74,0.9813,0.0103,-0.0103,0.0016,-0.0016 +3.46,0.9844,0.0087,-0.0087,0.0022,-0.0022 +4.47,0.9734,0.0095,-0.0095,0.0043,-0.0043 +5.41,0.9821,0.0134,-0.0134,0.0058,-0.0058 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table7.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table7.csv new file mode 100644 index 0000000000..0932dfff63 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table7.csv @@ -0,0 +1,29 @@ +#: table_doi: 10.17182/hepdata.32750.v1/t7 +#: name: Table 7 +#: description: No description provided. +#: data_file: Table7.yaml +#: keyword reactions: MU- DEUT --> MU- X | MU+ DEUT --> MU+ X | MU- P --> MU- X | MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 29.709 +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE(Q=DEUT),MUON DEUT --> MUON X +#: RE(Q=P),MUON P --> MUON X +#: SQRT(S) [GeV],29.709 +#: X,0.0175 +MEAN(NAME=Q**2),F2(Q=DEUT)/F2(Q=P),stat +,stat -,sys +,sys - +0.25,0.9573,0.0402,-0.0402,0.0064,-0.0064 +0.35,0.9747,0.0301,-0.0301,0.0033,-0.0033 +0.45,1.007,0.0268,-0.0268,0.0028,-0.0028 +0.62,0.9939,0.0161,-0.0161,0.0025,-0.0025 +0.88,0.9645,0.0155,-0.0155,0.0021,-0.0021 +1.12,0.9685,0.0129,-0.0129,0.0026,-0.0026 +1.37,0.9834,0.0119,-0.0119,0.0026,-0.0026 +1.75,0.9925,0.0084,-0.0084,0.0025,-0.0025 +2.24,0.9763,0.0087,-0.0087,0.0022,-0.0022 +2.73,0.968,0.0098,-0.0098,0.002,-0.002 +3.48,0.9761,0.0092,-0.0092,0.0018,-0.0018 +4.47,0.9716,0.01,-0.01,0.0028,-0.0028 +5.49,0.9817,0.0143,-0.0143,0.0027,-0.0027 +6.83,0.9942,0.0107,-0.0107,0.004,-0.004 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table8.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table8.csv new file mode 100644 index 0000000000..e663ce4395 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table8.csv @@ -0,0 +1,30 @@ +#: table_doi: 10.17182/hepdata.32750.v1/t8 +#: name: Table 8 +#: description: No description provided. +#: data_file: Table8.yaml +#: keyword reactions: MU- DEUT --> MU- X | MU+ DEUT --> MU+ X | MU- P --> MU- X | MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 29.709 +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE(Q=DEUT),MUON DEUT --> MUON X +#: RE(Q=P),MUON P --> MUON X +#: SQRT(S) [GeV],29.709 +#: X,0.025 +MEAN(NAME=Q**2),F2(Q=DEUT)/F2(Q=P),stat +,stat -,sys +,sys - +0.26,0.9493,0.0375,-0.0375,0.0063,-0.0063 +0.35,0.9601,0.0287,-0.0287,0.0064,-0.0064 +0.45,0.9408,0.0313,-0.0313,0.0037,-0.0037 +0.62,0.962,0.0131,-0.0131,0.0022,-0.0022 +0.86,0.9585,0.0154,-0.0154,0.002,-0.002 +1.13,0.9631,0.0124,-0.0124,0.0023,-0.0023 +1.37,0.9849,0.0107,-0.0107,0.0027,-0.0027 +1.74,0.9802,0.0076,-0.0076,0.0023,-0.0023 +2.24,0.9677,0.0071,-0.0071,0.002,-0.002 +2.74,0.9581,0.0074,-0.0074,0.0018,-0.0018 +3.45,0.979,0.0065,-0.0065,0.0023,-0.0023 +4.47,0.9764,0.0085,-0.0085,0.0017,-0.0017 +5.48,0.9592,0.0097,-0.0097,0.0017,-0.0017 +6.92,0.9893,0.0085,-0.0085,0.0032,-0.0032 +8.92,0.9738,0.01,-0.01,0.0043,-0.0043 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table9.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table9.csv new file mode 100644 index 0000000000..0dce45915b --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/rawdata/Table9.csv @@ -0,0 +1,31 @@ +#: table_doi: 10.17182/hepdata.32750.v1/t9 +#: name: Table 9 +#: description: No description provided. +#: data_file: Table9.yaml +#: keyword reactions: MU- DEUT --> MU- X | MU+ DEUT --> MU+ X | MU- P --> MU- X | MU+ P --> MU+ X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Neutral Current | Deep Inelastic Scattering +#: keyword cmenergies: 29.709 +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE(Q=DEUT),MUON DEUT --> MUON X +#: RE(Q=P),MUON P --> MUON X +#: SQRT(S) [GeV],29.709 +#: X,0.035 +MEAN(NAME=Q**2),F2(Q=DEUT)/F2(Q=P),stat +,stat -,sys +,sys - +0.36,0.9557,0.0375,-0.0375,0.0064,-0.0064 +0.45,0.9264,0.034,-0.034,0.0061,-0.0061 +0.64,0.9308,0.0207,-0.0207,0.003,-0.003 +0.86,0.9618,0.0179,-0.0179,0.0023,-0.0023 +1.13,0.9723,0.0183,-0.0183,0.0023,-0.0023 +1.38,0.9633,0.0138,-0.0138,0.0025,-0.0025 +1.74,0.9554,0.0089,-0.0089,0.0024,-0.0024 +2.24,0.9572,0.0087,-0.0087,0.0022,-0.0022 +2.74,0.9766,0.009,-0.009,0.0019,-0.0019 +3.46,0.9565,0.0069,-0.0069,0.0021,-0.0021 +4.45,0.9611,0.0088,-0.0088,0.0016,-0.0016 +5.47,0.9669,0.0111,-0.0111,0.0018,-0.0018 +6.92,0.9817,0.0101,-0.0101,0.0018,-0.0018 +8.96,0.9686,0.0115,-0.0115,0.0021,-0.0021 +11.45,0.9572,0.0107,-0.0107,0.0015,-0.0015 +14.36,0.9439,0.0144,-0.0144,0.0031,-0.0031 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/uncertainties_hepdata.yaml b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/uncertainties_hepdata.yaml new file mode 100644 index 0000000000..2493a1d55c --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED/uncertainties_hepdata.yaml @@ -0,0 +1,530 @@ +definitions: + stat: + description: statistical uncertainty + treatment: ADD + type: UNCORR + sys: + description: systematical uncertainty + treatment: MULT + type: CORR +bins: +- stat: 0.0203 + sys: 0.0109 +- stat: 0.0212 + sys: 0.0134 +- stat: 0.0205 + sys: 0.0112 +- stat: 0.0258 + sys: 0.0195 +- stat: 0.0176 + sys: 0.0121 +- stat: 0.0277 + sys: 0.007 +- stat: 0.0171 + sys: 0.0047 +- stat: 0.0137 + sys: 0.0113 +- stat: 0.0129 + sys: 0.0099 +- stat: 0.0118 + sys: 0.0057 +- stat: 0.0108 + sys: 0.0073 +- stat: 0.0116 + sys: 0.0078 +- stat: 0.0615 + sys: 0.003 +- stat: 0.025 + sys: 0.0037 +- stat: 0.0208 + sys: 0.0043 +- stat: 0.0172 + sys: 0.0046 +- stat: 0.0092 + sys: 0.0094 +- stat: 0.0157 + sys: 0.0032 +- stat: 0.0137 + sys: 0.0033 +- stat: 0.0128 + sys: 0.0032 +- stat: 0.0098 + sys: 0.0048 +- stat: 0.0547 + sys: 0.0041 +- stat: 0.025 + sys: 0.003 +- stat: 0.0213 + sys: 0.0028 +- stat: 0.018 + sys: 0.0035 +- stat: 0.0091 + sys: 0.0036 +- stat: 0.0083 + sys: 0.0051 +- stat: 0.0088 + sys: 0.0054 +- stat: 0.01 + sys: 0.0045 +- stat: 0.0083 + sys: 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0000000000..fd357c5098 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D/filter.py @@ -0,0 +1,14 @@ +r"""Implement data form Hepdata reference, data from Table 6. +R is simultaneously determined from the data. +Results are averaged over different $\sqrt{s}$. +""" + +import pathlib + +from nnpdf_data.filter_utils.nmc_hepdata_utils import read_tables, write_files + +HERE = pathlib.Path(__file__).parent + +if __name__ == "__main__": + df = read_tables(HERE / "rawdata", header_line=12) + write_files(df, HERE) diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D/kinematics_EM-F2-HEPDATA.yaml b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D/kinematics_EM-F2-HEPDATA.yaml new file mode 100644 index 0000000000..1adc7b086c --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D/kinematics_EM-F2-HEPDATA.yaml @@ -0,0 +1,1265 @@ +bins: +- x: + min: null + mid: 0.0045 + max: null + Q2: + min: null + mid: 0.75 + max: null +- x: + min: null + mid: 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null +- x: + min: null + mid: 0.35 + max: null + Q2: + min: null + mid: 27.0 + max: null +- x: + min: null + mid: 0.35 + max: null + Q2: + min: null + mid: 36.0 + max: null +- x: + min: null + mid: 0.35 + max: null + Q2: + min: null + mid: 48.0 + max: null +- x: + min: null + mid: 0.35 + max: null + Q2: + min: null + mid: 65.0 + max: null +- x: + min: null + mid: 0.5 + max: null + Q2: + min: null + mid: 5.5 + max: null +- x: + min: null + mid: 0.5 + max: null + Q2: + min: null + mid: 7.0 + max: null +- x: + min: null + mid: 0.5 + max: null + Q2: + min: null + mid: 9.0 + max: null +- x: + min: null + mid: 0.5 + max: null + Q2: + min: null + mid: 11.5 + max: null +- x: + min: null + mid: 0.5 + max: null + Q2: + min: null + mid: 15.0 + max: null +- x: + min: null + mid: 0.5 + max: null + Q2: + min: null + mid: 20.0 + max: null +- x: + min: null + mid: 0.5 + max: null + Q2: + min: null + mid: 27.0 + max: null +- x: + min: null + mid: 0.5 + max: null + Q2: + min: null + mid: 36.0 + max: null +- x: + min: null + mid: 0.5 + max: null + Q2: + min: null + mid: 48.0 + max: null +- x: + min: null + mid: 0.5 + max: null + Q2: + min: null + mid: 65.0 + max: null diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D/metadata.yaml new file mode 100644 index 0000000000..a74bf02aac --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D/metadata.yaml @@ -0,0 +1,60 @@ +setname: NMC_NC_NOTFIXED_D +version: 1 +version_comment: Hepdata implementation of F2 deuteron averaged over different $\sqrt{s}$. +nnpdf_metadata: + nnpdf31_process: DIS NC + experiment: NMC +arXiv: + url: https://arxiv.org/abs/hep-ph/9610231 + journal: Nucl. Phys. B483 (1997) 3 +iNSPIRE: + url: https://inspirehep.net/literature/424154 +hepdata: + url: https://www.hepdata.net/record/ins424154 + version: 1 +implemented_observables: +- observable_name: EM-F2-HEPDATA + observable: + description: Deep Inelastic Scattering F2 on deuteron target. + label: NMC $d$ + units: '' + process_type: DIS_NC + tables: [17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32] + npoints: [] + ndata: 158 + kinematic_coverage: + - x + - Q2 + kinematics: + variables: + x: + description: Bjorken x + label: $x$ + units: '' + Q2: + description: Momentum transfer + label: '$Q^2$' + units: '$GeV^2$' + file: kinematics_EM-F2-HEPDATA.yaml + plotting: + kinematics_override: identity + dataset_label: NMC $d$ + y_label: $F_2(x,Q^2)$ + result_transform: qbindis + y_scale: symlog + line_by: + - x + normalize: + y_scale: linear + line_by: [] + figure_by: + - x + plot_x: Q2 + theory: + conversion_factor: 1.0 + operation: 'NULL' + FK_tables: + - - NMC_NC_D_EM_F2_HEPDATA + data_uncertainties: + - uncertainties_EM-F2-HEPDATA.yaml + data_central: data_EM-F2-HEPDATA.yaml \ No newline at end of file diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D/rawdata/Table17.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D/rawdata/Table17.csv new file mode 100644 index 0000000000..d92d7c5b81 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D/rawdata/Table17.csv @@ -0,0 +1,17 @@ +#: table_doi: 10.17182/hepdata.32752.v1/t17 +#: name: Table 17 +#: description: Corrected F2D measurements averaged over all energies. Data are the statistically weighted averages given at the centre of each bin. + +#: data_file: Table17.yaml +#: keyword reactions: MUON DEUT --> MUON X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Deep Inelastic Scattering +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE,MUON DEUT --> MUON X +#: X,0.0045 +Q**2 [GEV**2],SIG(L)/SIG(T),F2,stat +,stat -,sys +,sys - +0.75,0.537,0.2576,0.0073,-0.0073,0.0169,-0.0169 +1.25,0.537,0.3218,0.0041,-0.0041,0.0156,-0.0156 +1.75,0.537,0.3595,0.0054,-0.0054,0.0145,-0.0145 +2.5,0.537,0.4116,0.0119,-0.0119,0.0157,-0.0157 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D/rawdata/Table18.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D/rawdata/Table18.csv new file mode 100644 index 0000000000..df65e5afd2 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D/rawdata/Table18.csv @@ -0,0 +1,18 @@ +#: table_doi: 10.17182/hepdata.32752.v1/t18 +#: name: Table 18 +#: description: Corrected F2D measurements averaged over all energies. Data are the statistically weighted averages given at the centre of each bin. + +#: data_file: Table18.yaml +#: keyword reactions: MUON DEUT --> MUON X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Deep Inelastic Scattering +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE,MUON DEUT --> MUON X +#: X,0.008 +Q**2 [GEV**2],SIG(L)/SIG(T),F2,stat +,stat -,sys +,sys - +0.75,0.337,0.2595,0.0026,-0.0026,0.0072,-0.0072 +1.25,0.337,0.2983,0.0038,-0.0038,0.0089,-0.0089 +1.75,0.337,0.3354,0.0047,-0.0047,0.0134,-0.0134 +2.5,0.337,0.3673,0.0038,-0.0038,0.0131,-0.0131 +3.5,0.337,0.4056,0.0061,-0.0061,0.0137,-0.0137 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D/rawdata/Table19.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D/rawdata/Table19.csv new file mode 100644 index 0000000000..4e51a94b83 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D/rawdata/Table19.csv @@ -0,0 +1,20 @@ +#: table_doi: 10.17182/hepdata.32752.v1/t19 +#: name: Table 19 +#: description: Corrected F2D measurements averaged over all energies. Data are the statistically weighted averages given at the centre of each bin. + +#: data_file: Table19.yaml +#: keyword reactions: MUON DEUT --> MUON X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Deep Inelastic Scattering +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE,MUON DEUT --> MUON X +#: X,0.0125 +Q**2 [GEV**2],SIG(L)/SIG(T),F2,stat +,stat -,sys +,sys - +0.75,0.246,0.2538,0.0051,-0.0051,0.0073,-0.0073 +1.25,0.246,0.2947,0.0027,-0.0027,0.0067,-0.0067 +1.75,0.246,0.3256,0.0039,-0.0039,0.0077,-0.0077 +2.5,0.246,0.3622,0.004,-0.004,0.0118,-0.0118 +3.5,0.246,0.3897,0.0045,-0.0045,0.012,-0.012 +4.5,0.246,0.4026,0.0047,-0.0047,0.0133,-0.0133 +5.5,0.246,0.4389,0.0085,-0.0085,0.0156,-0.0156 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D/rawdata/Table20.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D/rawdata/Table20.csv new file mode 100644 index 0000000000..8c70f18862 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D/rawdata/Table20.csv @@ -0,0 +1,20 @@ +#: table_doi: 10.17182/hepdata.32752.v1/t20 +#: name: Table 20 +#: description: Corrected F2D measurements averaged over all energies. Data are the statistically weighted averages given at the centre of each bin. + +#: data_file: Table20.yaml +#: keyword reactions: MUON DEUT --> MUON X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Deep Inelastic Scattering +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE,MUON DEUT --> MUON X +#: X,0.0175 +Q**2 [GEV**2],SIG(L)/SIG(T),F2,stat +,stat -,sys +,sys - +1.25,0.19,0.2966,0.0039,-0.0039,0.0067,-0.0067 +1.75,0.19,0.3277,0.0035,-0.0035,0.0066,-0.0066 +2.5,0.19,0.3465,0.0036,-0.0036,0.0079,-0.0079 +3.5,0.19,0.3686,0.0054,-0.0054,0.01,-0.01 +4.5,0.19,0.3996,0.0057,-0.0057,0.0115,-0.0115 +5.5,0.19,0.4017,0.0079,-0.0079,0.0114,-0.0114 +7.0,0.19,0.4279,0.0055,-0.0055,0.0136,-0.0136 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D/rawdata/Table21.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D/rawdata/Table21.csv new file mode 100644 index 0000000000..b96c7aa706 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D/rawdata/Table21.csv @@ -0,0 +1,22 @@ +#: table_doi: 10.17182/hepdata.32752.v1/t21 +#: name: Table 21 +#: description: Corrected F2D measurements averaged over all energies. Data are the statistically weighted averages given at the centre of each bin. + +#: data_file: Table21.yaml +#: keyword reactions: MUON DEUT --> MUON X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Deep Inelastic Scattering +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE,MUON DEUT --> MUON X +#: X,0.025 +Q**2 [GEV**2],SIG(L)/SIG(T),F2,stat +,stat -,sys +,sys - +1.25,0.099,0.2955,0.0048,-0.0048,0.0071,-0.0071 +1.75,0.099,0.3191,0.0033,-0.0033,0.0056,-0.0056 +2.5,0.099,0.3398,0.0024,-0.0024,0.0056,-0.0056 +3.5,0.099,0.3621,0.0036,-0.0036,0.0086,-0.0086 +4.5,0.099,0.3865,0.005,-0.005,0.0099,-0.0099 +5.5,0.099,0.3961,0.0051,-0.0051,0.0104,-0.0104 +7.0,0.099,0.3998,0.0047,-0.0047,0.0098,-0.0098 +9.0,0.099,0.4331,0.0047,-0.0047,0.0123,-0.0123 +11.5,0.099,0.4552,0.0086,-0.0086,0.0152,-0.0152 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D/rawdata/Table22.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D/rawdata/Table22.csv new file mode 100644 index 0000000000..73e964ba54 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D/rawdata/Table22.csv @@ -0,0 +1,23 @@ +#: table_doi: 10.17182/hepdata.32752.v1/t22 +#: name: Table 22 +#: description: Corrected F2D measurements averaged over all energies. Data are the statistically weighted averages given at the centre of each bin. + +#: data_file: Table22.yaml +#: keyword reactions: MUON DEUT --> MUON X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Deep Inelastic Scattering +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE,MUON DEUT --> MUON X +#: X,0.035 +Q**2 [GEV**2],SIG(L)/SIG(T),F2,stat +,stat -,sys +,sys - +1.25,0.108,0.3037,0.0076,-0.0076,0.0081,-0.0081 +1.75,0.108,0.3154,0.0049,-0.0049,0.0053,-0.0053 +2.5,0.108,0.3416,0.0031,-0.0031,0.0047,-0.0047 +3.5,0.108,0.3622,0.0039,-0.0039,0.0057,-0.0057 +4.5,0.108,0.3719,0.0049,-0.0049,0.0087,-0.0087 +5.5,0.108,0.3785,0.006,-0.006,0.009,-0.009 +7.0,0.108,0.3983,0.0051,-0.0051,0.0092,-0.0092 +9.0,0.108,0.4008,0.0053,-0.0053,0.0089,-0.0089 +11.5,0.108,0.4227,0.0046,-0.0046,0.0113,-0.0113 +15.0,0.108,0.442,0.0077,-0.0077,0.0148,-0.0148 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D/rawdata/Table23.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D/rawdata/Table23.csv new file mode 100644 index 0000000000..6c80286141 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D/rawdata/Table23.csv @@ -0,0 +1,24 @@ +#: table_doi: 10.17182/hepdata.32752.v1/t23 +#: name: Table 23 +#: description: Corrected F2D measurements averaged over all energies. Data are the statistically weighted averages given at the centre of each bin. + +#: data_file: Table23.yaml +#: keyword reactions: MUON DEUT --> MUON X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Deep Inelastic Scattering +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE,MUON DEUT --> MUON X +#: X,0.05 +Q**2 [GEV**2],SIG(L)/SIG(T),F2,stat +,stat -,sys +,sys - +1.25,0.117,0.3211,0.0089,-0.0089,0.0102,-0.0102 +1.75,0.117,0.3188,0.005,-0.005,0.0063,-0.0063 +2.5,0.117,0.3346,0.003,-0.003,0.0042,-0.0042 +3.5,0.117,0.3549,0.0032,-0.0032,0.0045,-0.0045 +4.5,0.117,0.3599,0.0041,-0.0041,0.0054,-0.0054 +5.5,0.117,0.3711,0.0047,-0.0047,0.0072,-0.0072 +7.0,0.117,0.385,0.0041,-0.0041,0.0083,-0.0083 +9.0,0.117,0.3871,0.0045,-0.0045,0.0076,-0.0076 +11.5,0.117,0.4034,0.0039,-0.0039,0.008,-0.008 +15.0,0.117,0.4129,0.0038,-0.0038,0.0102,-0.0102 +20.0,0.117,0.4316,0.0056,-0.0056,0.0139,-0.0139 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D/rawdata/Table24.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D/rawdata/Table24.csv new file mode 100644 index 0000000000..fa3b6c91e0 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D/rawdata/Table24.csv @@ -0,0 +1,25 @@ +#: table_doi: 10.17182/hepdata.32752.v1/t24 +#: name: Table 24 +#: description: Corrected F2D measurements averaged over all energies. Data are the statistically weighted averages given at the centre of each bin. + +#: data_file: Table24.yaml +#: keyword reactions: MUON DEUT --> MUON X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Deep Inelastic Scattering +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE,MUON DEUT --> MUON X +#: X,0.07 +Q**2 [GEV**2],SIG(L)/SIG(T),F2,stat +,stat -,sys +,sys - +1.25,0.113,0.3138,0.0131,-0.0131,0.0136,-0.0136 +1.75,0.113,0.3227,0.0073,-0.0073,0.0088,-0.0088 +2.5,0.113,0.3344,0.0041,-0.0041,0.0053,-0.0053 +3.5,0.113,0.3545,0.0041,-0.0041,0.0041,-0.0041 +4.5,0.113,0.3491,0.0046,-0.0046,0.0046,-0.0046 +5.5,0.113,0.3613,0.006,-0.006,0.0051,-0.0051 +7.0,0.113,0.3728,0.0057,-0.0057,0.0066,-0.0066 +9.0,0.113,0.3717,0.0059,-0.0059,0.0073,-0.0073 +11.5,0.113,0.3845,0.005,-0.005,0.0065,-0.0065 +15.0,0.113,0.3948,0.0044,-0.0044,0.0072,-0.0072 +20.0,0.113,0.3924,0.0042,-0.0042,0.0091,-0.0091 +27.0,0.113,0.4279,0.0091,-0.0091,0.0142,-0.0142 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D/rawdata/Table25.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D/rawdata/Table25.csv new file mode 100644 index 0000000000..88bfc226ad --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D/rawdata/Table25.csv @@ -0,0 +1,25 @@ +#: table_doi: 10.17182/hepdata.32752.v1/t25 +#: name: Table 25 +#: description: Corrected F2D measurements averaged over all energies. Data are the statistically weighted averages given at the centre of each bin. + +#: data_file: Table25.yaml +#: keyword reactions: MUON DEUT --> MUON X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Deep Inelastic Scattering +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE,MUON DEUT --> MUON X +#: X,0.09 +Q**2 [GEV**2],SIG(L)/SIG(T),F2,stat +,stat -,sys +,sys - +1.25,0.096,0.3258,0.0195,-0.0195,0.0176,-0.0176 +1.75,0.096,0.3221,0.0096,-0.0096,0.0116,-0.0116 +2.5,0.096,0.3382,0.0054,-0.0054,0.0067,-0.0067 +3.5,0.096,0.3372,0.0048,-0.0048,0.0047,-0.0047 +4.5,0.096,0.3541,0.0057,-0.0057,0.0043,-0.0043 +5.5,0.096,0.3607,0.0067,-0.0067,0.005,-0.005 +7.0,0.096,0.3616,0.0064,-0.0064,0.0054,-0.0054 +9.0,0.096,0.3656,0.0077,-0.0077,0.0066,-0.0066 +11.5,0.096,0.3673,0.0059,-0.0059,0.0064,-0.0064 +15.0,0.096,0.3698,0.0052,-0.0052,0.0057,-0.0057 +20.0,0.096,0.3742,0.0045,-0.0045,0.0068,-0.0068 +27.0,0.096,0.3876,0.0058,-0.0058,0.0094,-0.0094 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D/rawdata/Table26.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D/rawdata/Table26.csv new file mode 100644 index 0000000000..5d1a1f10b6 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D/rawdata/Table26.csv @@ -0,0 +1,25 @@ +#: table_doi: 10.17182/hepdata.32752.v1/t26 +#: name: Table 26 +#: description: Corrected F2D measurements averaged over all energies. Data are the statistically weighted averages given at the centre of each bin. + +#: data_file: Table26.yaml +#: keyword reactions: MUON DEUT --> MUON X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Deep Inelastic Scattering +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE,MUON DEUT --> MUON X +#: X,0.11 +Q**2 [GEV**2],SIG(L)/SIG(T),F2,stat +,stat -,sys +,sys - +1.75,0.043,0.322,0.0117,-0.0117,0.0141,-0.0141 +2.5,0.043,0.331,0.0065,-0.0065,0.0084,-0.0084 +3.5,0.043,0.3382,0.0059,-0.0059,0.0056,-0.0056 +4.5,0.043,0.3373,0.0062,-0.0062,0.0046,-0.0046 +5.5,0.043,0.3377,0.0073,-0.0073,0.0046,-0.0046 +7.0,0.043,0.3434,0.0066,-0.0066,0.0052,-0.0052 +9.0,0.043,0.3412,0.0093,-0.0093,0.006,-0.006 +11.5,0.043,0.348,0.007,-0.007,0.0063,-0.0063 +15.0,0.043,0.3611,0.0061,-0.0061,0.0059,-0.0059 +20.0,0.043,0.3616,0.0051,-0.0051,0.0055,-0.0055 +27.0,0.043,0.3583,0.0055,-0.0055,0.0067,-0.0067 +36.0,0.043,0.3862,0.011,-0.011,0.01,-0.01 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D/rawdata/Table27.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D/rawdata/Table27.csv new file mode 100644 index 0000000000..48dd592dd5 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D/rawdata/Table27.csv @@ -0,0 +1,25 @@ +#: table_doi: 10.17182/hepdata.32752.v1/t27 +#: name: Table 27 +#: description: Corrected F2D measurements averaged over all energies. Data are the statistically weighted averages given at the centre of each bin. + +#: data_file: Table27.yaml +#: keyword reactions: MUON DEUT --> MUON X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Deep Inelastic Scattering +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE,MUON DEUT --> MUON X +#: X,0.14 +Q**2 [GEV**2],SIG(L)/SIG(T),F2,stat +,stat -,sys +,sys - +1.75,0.295,0.3471,0.0198,-0.0198,0.0168,-0.0168 +2.5,0.27,0.3294,0.006,-0.006,0.0104,-0.0104 +3.5,0.232,0.3302,0.005,-0.005,0.0067,-0.0067 +4.5,0.2,0.3212,0.005,-0.005,0.005,-0.005 +5.5,0.175,0.3291,0.0059,-0.0059,0.0047,-0.0047 +7.0,0.15,0.3246,0.0051,-0.0051,0.0047,-0.0047 +9.0,0.129,0.341,0.0082,-0.0082,0.0054,-0.0054 +11.5,0.114,0.328,0.0066,-0.0066,0.0059,-0.0059 +15.0,0.1,0.3326,0.0049,-0.0049,0.0061,-0.0061 +20.0,0.089,0.3307,0.0039,-0.0039,0.0059,-0.0059 +27.0,0.079,0.3322,0.004,-0.004,0.006,-0.006 +36.0,0.072,0.3421,0.0067,-0.0067,0.0071,-0.0071 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D/rawdata/Table28.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D/rawdata/Table28.csv new file mode 100644 index 0000000000..70729af2f0 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D/rawdata/Table28.csv @@ -0,0 +1,25 @@ +#: table_doi: 10.17182/hepdata.32752.v1/t28 +#: name: Table 28 +#: description: Corrected F2D measurements averaged over all energies. Data are the statistically weighted averages given at the centre of each bin. + +#: data_file: Table28.yaml +#: keyword reactions: MUON DEUT --> MUON X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Deep Inelastic Scattering +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE,MUON DEUT --> MUON X +#: X,0.18 +Q**2 [GEV**2],SIG(L)/SIG(T),F2,stat +,stat -,sys +,sys - +2.5,0.251,0.3267,0.0091,-0.0091,0.0103,-0.0103 +3.5,0.21,0.3062,0.0061,-0.0061,0.0073,-0.0073 +4.5,0.178,0.3121,0.006,-0.006,0.0057,-0.0057 +5.5,0.155,0.3015,0.0064,-0.0064,0.0048,-0.0048 +7.0,0.132,0.3059,0.0056,-0.0056,0.0044,-0.0044 +9.0,0.113,0.3014,0.0084,-0.0084,0.0045,-0.0045 +11.5,0.098,0.3061,0.0078,-0.0078,0.0049,-0.0049 +15.0,0.085,0.3081,0.0061,-0.0061,0.0057,-0.0057 +20.0,0.075,0.2992,0.0043,-0.0043,0.0057,-0.0057 +27.0,0.066,0.3021,0.0043,-0.0043,0.0061,-0.0061 +36.0,0.059,0.3016,0.0053,-0.0053,0.0067,-0.0067 +48.0,0.054,0.3207,0.0099,-0.0099,0.0081,-0.0081 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D/rawdata/Table29.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D/rawdata/Table29.csv new file mode 100644 index 0000000000..4e9135747d --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D/rawdata/Table29.csv @@ -0,0 +1,25 @@ +#: table_doi: 10.17182/hepdata.32752.v1/t29 +#: name: Table 29 +#: description: Corrected F2D measurements averaged over all energies. Data are the statistically weighted averages given at the centre of each bin. + +#: data_file: Table29.yaml +#: keyword reactions: MUON DEUT --> MUON X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Deep Inelastic Scattering +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE,MUON DEUT --> MUON X +#: X,0.225 +Q**2 [GEV**2],SIG(L)/SIG(T),F2,stat +,stat -,sys +,sys - +2.5,0.234,0.2939,0.026,-0.026,0.008,-0.008 +3.5,0.191,0.2904,0.007,-0.007,0.0065,-0.0065 +4.5,0.161,0.2796,0.006,-0.006,0.0052,-0.0052 +5.5,0.14,0.2853,0.0066,-0.0066,0.0046,-0.0046 +7.0,0.118,0.2799,0.0056,-0.0056,0.0038,-0.0038 +9.0,0.1,0.2798,0.0075,-0.0075,0.0038,-0.0038 +11.5,0.086,0.2876,0.0077,-0.0077,0.0041,-0.0041 +15.0,0.074,0.2614,0.0057,-0.0057,0.0043,-0.0043 +20.0,0.064,0.2695,0.0042,-0.0042,0.0046,-0.0046 +27.0,0.056,0.2686,0.0041,-0.0041,0.0053,-0.0053 +36.0,0.05,0.2599,0.0047,-0.0047,0.0058,-0.0058 +48.0,0.045,0.2611,0.0075,-0.0075,0.0071,-0.0071 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D/rawdata/Table30.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D/rawdata/Table30.csv new file mode 100644 index 0000000000..eb371aa611 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D/rawdata/Table30.csv @@ -0,0 +1,25 @@ +#: table_doi: 10.17182/hepdata.32752.v1/t30 +#: name: Table 30 +#: description: Corrected F2D measurements averaged over all energies. Data are the statistically weighted averages given at the centre of each bin. + +#: data_file: Table30.yaml +#: keyword reactions: MUON DEUT --> MUON X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Deep Inelastic Scattering +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE,MUON DEUT --> MUON X +#: X,0.275 +Q**2 [GEV**2],SIG(L)/SIG(T),F2,stat +,stat -,sys +,sys - +3.5,0.178,0.2667,0.0117,-0.0117,0.0062,-0.0062 +4.5,0.149,0.2656,0.0078,-0.0078,0.0051,-0.0051 +5.5,0.129,0.2581,0.0074,-0.0074,0.0041,-0.0041 +7.0,0.108,0.2481,0.0059,-0.0059,0.0033,-0.0033 +9.0,0.091,0.2471,0.0083,-0.0083,0.0029,-0.0029 +11.5,0.078,0.2402,0.0079,-0.0079,0.003,-0.003 +15.0,0.066,0.2439,0.0078,-0.0078,0.0031,-0.0031 +20.0,0.056,0.2347,0.0046,-0.0046,0.0031,-0.0031 +27.0,0.048,0.2284,0.0041,-0.0041,0.0035,-0.0035 +36.0,0.042,0.2311,0.0047,-0.0047,0.0046,-0.0046 +48.0,0.038,0.2347,0.0071,-0.0071,0.006,-0.006 +65.0,0.034,0.1704,0.0183,-0.0183,0.0057,-0.0057 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D/rawdata/Table31.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D/rawdata/Table31.csv new file mode 100644 index 0000000000..1440f1c85a --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D/rawdata/Table31.csv @@ -0,0 +1,24 @@ +#: table_doi: 10.17182/hepdata.32752.v1/t31 +#: name: Table 31 +#: description: Corrected F2D measurements averaged over all energies. Data are the statistically weighted averages given at the centre of each bin. + +#: data_file: Table31.yaml +#: keyword reactions: MUON DEUT --> MUON X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Deep Inelastic Scattering +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE,MUON DEUT --> MUON X +#: X,0.35 +Q**2 [GEV**2],SIG(L)/SIG(T),F2,stat +,stat -,sys +,sys - +4.5,0.138,0.2123,0.0081,-0.0081,0.0093,-0.0093 +5.5,0.119,0.2192,0.0069,-0.0069,0.0074,-0.0074 +7.0,0.099,0.2153,0.0049,-0.0049,0.0046,-0.0046 +9.0,0.083,0.2014,0.0058,-0.0058,0.0027,-0.0027 +11.5,0.07,0.1842,0.0074,-0.0074,0.0019,-0.0019 +15.0,0.059,0.1716,0.0053,-0.0053,0.0022,-0.0022 +20.0,0.049,0.1819,0.0039,-0.0039,0.0028,-0.0028 +27.0,0.042,0.1706,0.0028,-0.0028,0.0029,-0.0029 +36.0,0.036,0.1728,0.003,-0.003,0.003,-0.003 +48.0,0.032,0.1659,0.0038,-0.0038,0.0032,-0.0032 +65.0,0.028,0.158,0.0105,-0.0105,0.0047,-0.0047 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D/rawdata/Table32.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D/rawdata/Table32.csv new file mode 100644 index 0000000000..9d277fe093 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D/rawdata/Table32.csv @@ -0,0 +1,23 @@ +#: table_doi: 10.17182/hepdata.32752.v1/t32 +#: name: Table 32 +#: description: Corrected F2D measurements averaged over all energies. Data are the statistically weighted averages given at the centre of each bin. + +#: data_file: Table32.yaml +#: keyword reactions: MUON DEUT --> MUON X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Deep Inelastic Scattering +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE,MUON DEUT --> MUON X +#: X,0.5 +Q**2 [GEV**2],SIG(L)/SIG(T),F2,stat +,stat -,sys +,sys - +5.5,0.109,0.1158,0.0101,-0.0101,0.0122,-0.0122 +7.0,0.091,0.1237,0.0047,-0.0047,0.0102,-0.0102 +9.0,0.075,0.1046,0.0039,-0.0039,0.0064,-0.0064 +11.5,0.063,0.1025,0.0046,-0.0046,0.0049,-0.0049 +15.0,0.052,0.1077,0.0061,-0.0061,0.004,-0.004 +20.0,0.043,0.0901,0.0037,-0.0037,0.0043,-0.0043 +27.0,0.035,0.0864,0.0021,-0.0021,0.0045,-0.0045 +36.0,0.03,0.0828,0.0017,-0.0017,0.0041,-0.0041 +48.0,0.026,0.081,0.002,-0.002,0.0037,-0.0037 +65.0,0.022,0.0729,0.0047,-0.0047,0.0032,-0.0032 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D/uncertainties_EM-F2-HEPDATA.yaml b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D/uncertainties_EM-F2-HEPDATA.yaml new file mode 100644 index 0000000000..7e2a1bf9a9 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_D/uncertainties_EM-F2-HEPDATA.yaml @@ -0,0 +1,326 @@ +definitions: + stat: + description: statistical uncertainty + treatment: ADD + type: UNCORR + sys: + description: systematical uncertainty + treatment: MULT + type: CORR +bins: +- stat: 0.0073 + sys: 0.0169 +- stat: 0.0041 + sys: 0.0156 +- stat: 0.0054 + sys: 0.0145 +- stat: 0.0119 + sys: 0.0157 +- stat: 0.0026 + sys: 0.0072 +- stat: 0.0038 + sys: 0.0089 +- stat: 0.0047 + sys: 0.0134 +- stat: 0.0038 + sys: 0.0131 +- stat: 0.0061 + sys: 0.0137 +- stat: 0.0051 + sys: 0.0073 +- stat: 0.0027 + sys: 0.0067 +- stat: 0.0039 + sys: 0.0077 +- stat: 0.004 + sys: 0.0118 +- stat: 0.0045 + sys: 0.012 +- stat: 0.0047 + sys: 0.0133 +- stat: 0.0085 + sys: 0.0156 +- stat: 0.0039 + sys: 0.0067 +- stat: 0.0035 + sys: 0.0066 +- stat: 0.0036 + sys: 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+- 0.1192 +- 0.1185 +- 0.1112 +- 0.1042 +- 0.1092 diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/filter.py b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/filter.py new file mode 100644 index 0000000000..0d7e0b311f --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/filter.py @@ -0,0 +1,14 @@ +r"""Implement data form Hepdata reference, data from Table 5. +R is simultaneously determined from the data. +Results are averaged onver different $\sqrt{s}$. +""" + +import pathlib + +from nnpdf_data.filter_utils.nmc_hepdata_utils import read_tables, write_files + +HERE = pathlib.Path(__file__).parent + +if __name__ == "__main__": + df = read_tables(HERE / "rawdata", header_line=14) + write_files(df, HERE) diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/kinematics_EM-F2-HEPDATA.yaml b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/kinematics_EM-F2-HEPDATA.yaml new file mode 100644 index 0000000000..1adc7b086c --- /dev/null +++ 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0.276 max: null -- k1: +- x: min: null mid: 0.049 max: null - k2: + Q2: min: null mid: 8.99 max: null - k3: + y: min: null mid: 0.361 max: null -- k1: +- x: min: null mid: 0.0487 max: null - k2: + Q2: min: null mid: 11.57 max: null - k3: + y: min: null mid: 0.469 max: null -- k1: +- x: min: null mid: 0.0494 max: null - k2: + Q2: min: null mid: 14.87 max: null - k3: + y: min: null mid: 0.589 max: null -- k1: +- x: min: null mid: 0.0529 max: null - k2: + Q2: min: null mid: 18.9 max: null - k3: + y: min: null mid: 0.69 max: null -- k1: +- x: min: null mid: 0.0663 max: null - k2: + Q2: min: null mid: 7.32 max: null - k3: + y: min: null mid: 0.217 max: null -- k1: +- x: min: null mid: 0.0699 max: null - k2: + Q2: min: null mid: 8.93 max: null - k3: + y: min: null mid: 0.249 max: null -- k1: +- x: min: null mid: 0.0696 max: null - k2: + Q2: min: null mid: 11.47 max: null - k3: + y: min: null mid: 0.323 max: null -- k1: +- x: min: null mid: 0.0694 max: null - k2: + Q2: min: null mid: 15.01 max: null - k3: + y: min: null mid: 0.424 max: null -- k1: +- x: min: null mid: 0.0699 max: null - k2: + Q2: min: null mid: 19.65 max: null - k3: + y: min: null mid: 0.547 max: null -- k1: +- x: min: null mid: 0.0716 max: null - k2: + Q2: min: null mid: 25.56 max: null - k3: + y: min: null mid: 0.689 max: null -- k1: +- x: min: null mid: 0.0863 max: null - k2: + Q2: min: null mid: 9.35 max: null - k3: + y: min: null mid: 0.213 max: null -- k1: +- x: min: null mid: 0.0897 max: null - k2: + Q2: min: null mid: 11.49 max: null - k3: + y: min: null mid: 0.25 max: null -- k1: +- x: min: null mid: 0.0897 max: null - k2: + Q2: min: null mid: 14.97 max: null - k3: + y: min: null mid: 0.326 max: null -- k1: +- x: min: null mid: 0.0895 max: null - k2: + Q2: min: null mid: 19.88 max: null - k3: + y: min: null mid: 0.433 max: null -- k1: +- x: min: null mid: 0.0903 max: null - k2: + Q2: min: null mid: 26.07 max: null - k3: + y: min: null mid: 0.558 max: null -- k1: +- x: min: null mid: 0.1095 max: null - k2: + Q2: min: null mid: 11.8 max: null - k3: + y: min: null mid: 0.212 max: null -- k1: +- x: min: null mid: 0.1097 max: null - k2: + Q2: min: null mid: 14.93 max: null - k3: + y: min: null mid: 0.265 max: null -- k1: +- x: min: null mid: 0.1097 max: null - k2: + Q2: min: null mid: 19.86 max: null - k3: + y: min: null mid: 0.353 max: null -- k1: +- x: min: null mid: 0.11 max: null - k2: + Q2: min: null mid: 26.38 max: null - k3: + y: min: null mid: 0.465 max: null -- k1: +- x: min: null mid: 0.1106 max: null - k2: + Q2: min: null mid: 34.5 max: null - k3: + y: min: null mid: 0.601 max: null -- k1: +- x: min: null mid: 0.1391 max: null - k2: + Q2: min: null mid: 11.77 max: null - k3: + y: min: null mid: 0.167 max: null -- k1: +- x: min: null mid: 0.1374 max: null - k2: + Q2: min: null mid: 15.03 max: null - k3: + y: min: null mid: 0.215 max: null -- k1: +- x: min: null mid: 0.1389 max: null - k2: + Q2: min: null mid: 19.89 max: null - k3: + y: min: null mid: 0.28 max: null -- k1: +- x: min: null mid: 0.1394 max: null - k2: + Q2: min: null mid: 26.63 max: null - k3: + y: min: null mid: 0.373 max: null -- k1: +- x: min: null mid: 0.1401 max: null - k2: + Q2: min: null mid: 35.24 max: null - k3: + y: min: null mid: 0.489 max: null -- k1: +- x: min: null mid: 0.179 max: null - k2: + Q2: min: null mid: 15.07 max: null - k3: + y: min: null mid: 0.165 max: null -- k1: +- x: min: null mid: 0.1796 max: null - k2: + Q2: min: null mid: 19.99 max: null - k3: + y: min: null mid: 0.218 max: null -- k1: +- x: min: null mid: 0.1793 max: null - k2: + Q2: min: null mid: 26.74 max: null - k3: + y: min: null mid: 0.291 max: null -- k1: +- x: min: null mid: 0.18 max: null - k2: + Q2: min: null mid: 35.13 max: null - k3: + y: min: null mid: 0.378 max: null -- k1: +- x: min: null mid: 0.1807 max: null - k2: + Q2: min: null mid: 45.79 max: null - k3: + y: min: null mid: 0.488 max: null -- k1: +- x: min: null mid: 0.2245 max: null - k2: + Q2: min: null mid: 15.14 max: null - k3: + y: min: null mid: 0.133 max: null -- k1: +- x: min: null mid: 0.2245 max: null - k2: + Q2: min: null mid: 19.97 max: null - k3: + y: min: null mid: 0.175 max: null -- k1: +- x: min: null mid: 0.2244 max: null - k2: + Q2: min: null mid: 26.77 max: null - k3: + y: min: null mid: 0.233 max: null -- k1: +- x: min: null mid: 0.2242 max: null - k2: + Q2: min: null mid: 35.28 max: null - k3: + y: min: null mid: 0.306 max: null -- k1: +- x: min: null mid: 0.225 max: null - k2: + Q2: min: null mid: 46.62 max: null - k3: + y: min: null mid: 0.401 max: null -- k1: +- x: min: null mid: 0.2654 max: null - k2: + Q2: min: null mid: 16.07 max: null - k3: + y: min: null mid: 0.119 max: null -- k1: +- x: min: null mid: 0.2744 max: null - k2: + Q2: min: null mid: 19.99 max: null - k3: + y: min: null mid: 0.143 max: null -- k1: +- x: min: null mid: 0.2742 max: null - k2: + Q2: min: null mid: 26.76 max: null - k3: + y: min: null mid: 0.191 max: null -- k1: +- x: min: null mid: 0.2749 max: null - k2: + Q2: min: null mid: 35.44 max: null - k3: + y: min: null mid: 0.251 max: null -- k1: +- x: min: null mid: 0.2745 max: null - k2: + Q2: min: null mid: 47.03 max: null - k3: + y: min: null mid: 0.333 max: null -- k1: +- x: min: null mid: 0.2772 max: null - k2: + Q2: min: null mid: 59.81 max: null - k3: + y: min: null mid: 0.413 max: null -- k1: +- x: min: null mid: 0.3293 max: null - k2: + Q2: min: null mid: 20.74 max: null - k3: + y: min: null mid: 0.124 max: null -- k1: +- x: min: null mid: 0.3447 max: null - k2: + Q2: min: null mid: 26.74 max: null - k3: + y: min: null mid: 0.153 max: null -- k1: +- x: min: null mid: 0.3453 max: null - k2: + Q2: min: null mid: 35.49 max: null - k3: + y: min: null mid: 0.201 max: null -- k1: +- x: min: null mid: 0.3461 max: null - k2: + Q2: min: null mid: 46.63 max: null - k3: + y: min: null mid: 0.262 max: null -- k1: +- x: min: null mid: 0.3501 max: null - k2: + Q2: min: null mid: 61.21 max: null - k3: + y: min: null mid: 0.337 max: null -- k1: +- x: min: null mid: 0.4331 max: null - k2: + Q2: min: null mid: 27.7 max: null - k3: + y: min: null mid: 0.125 max: null -- k1: +- x: min: null mid: 0.4652 max: null - k2: + Q2: min: null mid: 35.55 max: null - k3: + y: min: null mid: 0.15 max: null -- k1: +- x: min: null mid: 0.4701 max: null - k2: + Q2: min: null mid: 46.57 max: null - k3: + y: min: null mid: 0.194 max: null -- k1: +- x: min: null mid: 0.479 max: null - k2: + Q2: min: null mid: 62.34 max: null - k3: + y: min: null mid: 0.254 max: null diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/metadata.yaml index 5bedf8633d..447d8eaa10 100644 --- a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/metadata.yaml @@ -1,6 +1,6 @@ setname: NMC_NC_NOTFIXED_P -version: 1 -version_comment: Port of old commondata +version: 2 +version_comment: Hepdata implementation of F2 proton averaged over different $\sqrt{s}$ and port of old commondata nnpdf_metadata: nnpdf31_process: DIS NC experiment: NMC @@ -8,9 +8,9 @@ arXiv: url: https://arxiv.org/abs/hep-ph/9610231 journal: Nucl. Phys. B483 (1997) 3 iNSPIRE: - url: '' + url: https://inspirehep.net/literature/424154 hepdata: - url: 10.17182/hepdata.32750.v1 + url: https://www.hepdata.net/record/ins424154 version: -1 implemented_observables: - observable_name: EM-SIGMARED @@ -18,7 +18,7 @@ implemented_observables: description: Deep Inelastic Scattering label: NMC $p$ units: '' - process_type: DIS_NCE + process_type: DIS_NC tables: [] npoints: [] ndata: 292 @@ -31,32 +31,32 @@ implemented_observables: data_reference: Arneodo:1996kd y_scale: linear figure_by: - - k3 + - y line_by: - - k1 + - x normalize: line_by: [] figure_by: - - k3 - - k1 - plot_x: k2 + - y + - x + plot_x: Q2 kinematic_coverage: - - k1 - - k2 - - k3 + - x + - Q2 + - y kinematics: variables: - k1: - description: Variable k1 - label: k1 + x: + description: Bjorken x + label: '$x$' units: '' - k2: - description: Variable k2 - label: k2 + Q2: + description: Momentum transfer + label: '$Q^2$' units: '' - k3: - description: Variable k3 - label: k3 + y: + description: Inelasticityty + label: '$y$' units: '' file: kinematics_EM-SIGMARED.yaml theory: @@ -71,3 +71,48 @@ implemented_observables: - uncertainties_legacy_EM-SIGMARED.yaml data_central: data_legacy_EM-SIGMARED.yaml ported_from: NMC +- observable_name: EM-F2-HEPDATA + observable: + description: Deep Inelastic Scattering F2 on proton target. + label: NMC $p$ + units: '' + process_type: DIS_NC + tables: [1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16] + npoints: [] + ndata: 158 + kinematic_coverage: + - x + - Q2 + kinematics: + variables: + x: + description: Bjorken x + label: $x$ + units: '' + Q2: + description: Momentum transfer + label: '$Q^2$' + units: '$GeV^2$' + file: kinematics_EM-F2-HEPDATA.yaml + plotting: + kinematics_override: identity + dataset_label: NMC $p$ + y_label: $F_2(x,Q^2)$ + result_transform: qbindis + y_scale: symlog + line_by: + - x + normalize: + y_scale: linear + line_by: [] + figure_by: + - x + plot_x: Q2 + theory: + conversion_factor: 1.0 + operation: 'NULL' + FK_tables: + - - NMC_NC_P_EM_F2_HEPDATA + data_uncertainties: + - uncertainties_EM-F2-HEPDATA.yaml + data_central: data_EM-F2-HEPDATA.yaml \ No newline at end of file diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/rawdata/Table1.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/rawdata/Table1.csv new file mode 100644 index 0000000000..7ca3743282 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/rawdata/Table1.csv @@ -0,0 +1,19 @@ +#: table_doi: 10.17182/hepdata.32752.v1/t1 +#: name: Table 1 +#: description: Corrected F2P measurements averaged over all energies. Data are the statistically weighted averages given at the centre of each bin. + +#: data_file: Table1.yaml +#: keyword reactions: MUON P --> MUON X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Deep Inelastic Scattering +#: keyword cmenergies: 21.677 +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE,MUON P --> MUON X +#: SQRT(S) [GeV],21.677 +#: X,0.0045 +Q**2 [GEV**2],SIG(L)/SIG(T),F2,stat +,stat -,sys +,sys - +0.75,0.537,0.2695,0.0099,-0.0099,0.0134,-0.0134 +1.25,0.537,0.3237,0.0053,-0.0053,0.0152,-0.0152 +1.75,0.537,0.3674,0.007,-0.007,0.0149,-0.0149 +2.5,0.537,0.4281,0.0162,-0.0162,0.0158,-0.0158 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/rawdata/Table10.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/rawdata/Table10.csv new file mode 100644 index 0000000000..f5b616dc5e --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/rawdata/Table10.csv @@ -0,0 +1,27 @@ +#: table_doi: 10.17182/hepdata.32752.v1/t10 +#: name: Table 10 +#: description: Corrected F2P measurements averaged over all energies. Data are the statistically weighted averages given at the centre of each bin. + +#: data_file: Table10.yaml +#: keyword reactions: MUON P --> MUON X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Deep Inelastic Scattering +#: keyword cmenergies: 21.677 +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE,MUON P --> MUON X +#: SQRT(S) [GeV],21.677 +#: X,0.11 +Q**2 [GEV**2],SIG(L)/SIG(T),F2,stat +,stat -,sys +,sys - +1.75,0.043,0.3454,0.0133,-0.0133,0.0105,-0.0105 +2.5,0.043,0.3549,0.0076,-0.0076,0.008,-0.008 +3.5,0.043,0.3684,0.0074,-0.0074,0.0062,-0.0062 +4.5,0.043,0.367,0.0082,-0.0082,0.0053,-0.0053 +5.5,0.043,0.3657,0.01,-0.01,0.0045,-0.0045 +7.0,0.043,0.3627,0.009,-0.009,0.0051,-0.0051 +9.0,0.043,0.3757,0.0128,-0.0128,0.0066,-0.0066 +11.5,0.043,0.3679,0.0092,-0.0092,0.0068,-0.0068 +15.0,0.043,0.3845,0.0082,-0.0082,0.0072,-0.0072 +20.0,0.043,0.3891,0.0071,-0.0071,0.0079,-0.0079 +27.0,0.043,0.3764,0.0078,-0.0078,0.0091,-0.0091 +36.0,0.043,0.433,0.017,-0.017,0.0131,-0.0131 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/rawdata/Table11.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/rawdata/Table11.csv new file mode 100644 index 0000000000..1d9cb442a8 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/rawdata/Table11.csv @@ -0,0 +1,27 @@ +#: table_doi: 10.17182/hepdata.32752.v1/t11 +#: name: Table 11 +#: description: Corrected F2P measurements averaged over all energies. Data are the statistically weighted averages given at the centre of each bin. + +#: data_file: Table11.yaml +#: keyword reactions: MUON P --> MUON X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Deep Inelastic Scattering +#: keyword cmenergies: 21.677 +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE,MUON P --> MUON X +#: SQRT(S) [GeV],21.677 +#: X,0.14 +Q**2 [GEV**2],SIG(L)/SIG(T),F2,stat +,stat -,sys +,sys - +1.75,0.295,0.3688,0.022,-0.022,0.0138,-0.0138 +2.5,0.27,0.363,0.0071,-0.0071,0.0101,-0.0101 +3.5,0.232,0.3685,0.0063,-0.0063,0.0073,-0.0073 +4.5,0.2,0.354,0.0064,-0.0064,0.0057,-0.0057 +5.5,0.175,0.341,0.0076,-0.0076,0.005,-0.005 +7.0,0.15,0.3542,0.007,-0.007,0.0051,-0.0051 +9.0,0.129,0.3775,0.0114,-0.0114,0.006,-0.006 +11.5,0.114,0.3737,0.0092,-0.0092,0.0068,-0.0068 +15.0,0.1,0.37,0.0067,-0.0067,0.0074,-0.0074 +20.0,0.089,0.365,0.0054,-0.0054,0.0078,-0.0078 +27.0,0.079,0.3746,0.0059,-0.0059,0.009,-0.009 +36.0,0.072,0.3642,0.01,-0.01,0.0103,-0.0103 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/rawdata/Table12.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/rawdata/Table12.csv new file mode 100644 index 0000000000..4d946b95fc --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/rawdata/Table12.csv @@ -0,0 +1,27 @@ +#: table_doi: 10.17182/hepdata.32752.v1/t12 +#: name: Table 12 +#: description: Corrected F2P measurements averaged over all energies. Data are the statistically weighted averages given at the centre of each bin. + +#: data_file: Table12.yaml +#: keyword reactions: MUON P --> MUON X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Deep Inelastic Scattering +#: keyword cmenergies: 21.677 +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE,MUON P --> MUON X +#: SQRT(S) [GeV],21.677 +#: X,0.18 +Q**2 [GEV**2],SIG(L)/SIG(T),F2,stat +,stat -,sys +,sys - +2.5,0.251,0.3628,0.0109,-0.0109,0.0114,-0.0114 +3.5,0.21,0.3343,0.0074,-0.0074,0.0082,-0.0082 +4.5,0.178,0.3609,0.0079,-0.0079,0.0071,-0.0071 +5.5,0.155,0.3277,0.0084,-0.0084,0.0055,-0.0055 +7.0,0.132,0.3461,0.0078,-0.0078,0.0053,-0.0053 +9.0,0.113,0.3468,0.0119,-0.0119,0.0056,-0.0056 +11.5,0.098,0.3527,0.0111,-0.0111,0.0062,-0.0062 +15.0,0.085,0.3382,0.0081,-0.0081,0.0069,-0.0069 +20.0,0.075,0.3392,0.0062,-0.0062,0.0073,-0.0073 +27.0,0.066,0.3413,0.0063,-0.0063,0.0081,-0.0081 +36.0,0.059,0.3548,0.0083,-0.0083,0.0096,-0.0096 +48.0,0.054,0.3715,0.0157,-0.0157,0.0114,-0.0114 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/rawdata/Table13.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/rawdata/Table13.csv new file mode 100644 index 0000000000..a585aded0e --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/rawdata/Table13.csv @@ -0,0 +1,27 @@ +#: table_doi: 10.17182/hepdata.32752.v1/t13 +#: name: Table 13 +#: description: Corrected F2P measurements averaged over all energies. Data are the statistically weighted averages given at the centre of each bin. + +#: data_file: Table13.yaml +#: keyword reactions: MUON P --> MUON X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Deep Inelastic Scattering +#: keyword cmenergies: 21.677 +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE,MUON P --> MUON X +#: SQRT(S) [GeV],21.677 +#: X,0.225 +Q**2 [GEV**2],SIG(L)/SIG(T),F2,stat +,stat -,sys +,sys - +2.5,0.234,0.333,0.0315,-0.0315,0.0101,-0.0101 +3.5,0.191,0.3297,0.0087,-0.0087,0.0082,-0.0082 +4.5,0.161,0.3213,0.0078,-0.0078,0.0065,-0.0065 +5.5,0.14,0.3318,0.009,-0.009,0.0058,-0.0058 +7.0,0.118,0.3217,0.0078,-0.0078,0.0048,-0.0048 +9.0,0.1,0.3117,0.0104,-0.0104,0.0049,-0.0049 +11.5,0.086,0.3485,0.0112,-0.0112,0.0063,-0.0063 +15.0,0.074,0.3149,0.0081,-0.0081,0.0064,-0.0064 +20.0,0.064,0.308,0.0059,-0.0059,0.0065,-0.0065 +27.0,0.056,0.3164,0.0061,-0.0061,0.0072,-0.0072 +36.0,0.05,0.3031,0.0071,-0.0071,0.0076,-0.0076 +48.0,0.045,0.3166,0.0121,-0.0121,0.0089,-0.0089 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/rawdata/Table14.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/rawdata/Table14.csv new file mode 100644 index 0000000000..55d63c8d3c --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/rawdata/Table14.csv @@ -0,0 +1,27 @@ +#: table_doi: 10.17182/hepdata.32752.v1/t14 +#: name: Table 14 +#: description: Corrected F2P measurements averaged over all energies. Data are the statistically weighted averages given at the centre of each bin. + +#: data_file: Table14.yaml +#: keyword reactions: MUON P --> MUON X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Deep Inelastic Scattering +#: keyword cmenergies: 21.677 +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE,MUON P --> MUON X +#: SQRT(S) [GeV],21.677 +#: X,0.275 +Q**2 [GEV**2],SIG(L)/SIG(T),F2,stat +,stat -,sys +,sys - +3.5,0.178,0.3016,0.0147,-0.0147,0.0076,-0.0076 +4.5,0.149,0.3036,0.0101,-0.0101,0.006,-0.006 +5.5,0.129,0.3032,0.0101,-0.0101,0.0051,-0.0051 +7.0,0.108,0.3035,0.0086,-0.0086,0.0049,-0.0049 +9.0,0.091,0.3031,0.0125,-0.0125,0.0047,-0.0047 +11.5,0.078,0.2789,0.0113,-0.0113,0.005,-0.005 +15.0,0.066,0.2933,0.0111,-0.0111,0.0055,-0.0055 +20.0,0.056,0.2828,0.0066,-0.0066,0.0058,-0.0058 +27.0,0.048,0.2645,0.0061,-0.0061,0.0056,-0.0056 +36.0,0.042,0.2817,0.0073,-0.0073,0.0064,-0.0064 +48.0,0.038,0.2764,0.0113,-0.0113,0.0068,-0.0068 +65.0,0.034,0.1887,0.0289,-0.0289,0.0055,-0.0055 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/rawdata/Table15.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/rawdata/Table15.csv new file mode 100644 index 0000000000..732813a266 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/rawdata/Table15.csv @@ -0,0 +1,26 @@ +#: table_doi: 10.17182/hepdata.32752.v1/t15 +#: name: Table 15 +#: description: Corrected F2P measurements averaged over all energies. Data are the statistically weighted averages given at the centre of each bin. + +#: data_file: Table15.yaml +#: keyword reactions: MUON P --> MUON X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Deep Inelastic Scattering +#: keyword cmenergies: 21.677 +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE,MUON P --> MUON X +#: SQRT(S) [GeV],21.677 +#: X,0.35 +Q**2 [GEV**2],SIG(L)/SIG(T),F2,stat +,stat -,sys +,sys - +4.5,0.138,0.2727,0.0116,-0.0116,0.0127,-0.0127 +5.5,0.119,0.2526,0.0093,-0.0093,0.0092,-0.0092 +7.0,0.099,0.269,0.0073,-0.0073,0.0063,-0.0063 +9.0,0.083,0.249,0.0088,-0.0088,0.0055,-0.0055 +11.5,0.07,0.2354,0.0118,-0.0118,0.0048,-0.0048 +15.0,0.059,0.2192,0.0081,-0.0081,0.0045,-0.0045 +20.0,0.049,0.2257,0.0058,-0.0058,0.0045,-0.0045 +27.0,0.042,0.2156,0.0044,-0.0044,0.0046,-0.0046 +36.0,0.036,0.2163,0.0048,-0.0048,0.0054,-0.0054 +48.0,0.032,0.2207,0.0065,-0.0065,0.0061,-0.0061 +65.0,0.028,0.2333,0.0192,-0.0192,0.0074,-0.0074 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/rawdata/Table16.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/rawdata/Table16.csv new file mode 100644 index 0000000000..6bf151abcf --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/rawdata/Table16.csv @@ -0,0 +1,25 @@ +#: table_doi: 10.17182/hepdata.32752.v1/t16 +#: name: Table 16 +#: description: Corrected F2P measurements averaged over all energies. Data are the statistically weighted averages given at the centre of each bin. + +#: data_file: Table16.yaml +#: keyword reactions: MUON P --> MUON X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Deep Inelastic Scattering +#: keyword cmenergies: 21.677 +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE,MUON P --> MUON X +#: SQRT(S) [GeV],21.677 +#: X,0.5 +Q**2 [GEV**2],SIG(L)/SIG(T),F2,stat +,stat -,sys +,sys - +5.5,0.109,0.1558,0.0158,-0.0158,0.0182,-0.0182 +7.0,0.091,0.1654,0.0077,-0.0077,0.0161,-0.0161 +9.0,0.075,0.1377,0.0063,-0.0063,0.0107,-0.0107 +11.5,0.063,0.1443,0.0081,-0.0081,0.0085,-0.0085 +15.0,0.052,0.1344,0.0101,-0.0101,0.0055,-0.0055 +20.0,0.043,0.1192,0.0059,-0.0059,0.005,-0.005 +27.0,0.035,0.1185,0.0035,-0.0035,0.0051,-0.0051 +36.0,0.03,0.1112,0.0028,-0.0028,0.0049,-0.0049 +48.0,0.026,0.1042,0.0034,-0.0034,0.0049,-0.0049 +65.0,0.022,0.1092,0.0088,-0.0088,0.0057,-0.0057 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/rawdata/Table2.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/rawdata/Table2.csv new file mode 100644 index 0000000000..7ae9e45d94 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/rawdata/Table2.csv @@ -0,0 +1,20 @@ +#: table_doi: 10.17182/hepdata.32752.v1/t2 +#: name: Table 2 +#: description: Corrected F2P measurements averaged over all energies. Data are the statistically weighted averages given at the centre of each bin. + +#: data_file: Table2.yaml +#: keyword reactions: MUON P --> MUON X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Deep Inelastic Scattering +#: keyword cmenergies: 21.677 +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE,MUON P --> MUON X +#: SQRT(S) [GeV],21.677 +#: X,0.008 +Q**2 [GEV**2],SIG(L)/SIG(T),F2,stat +,stat -,sys +,sys - +0.75,0.337,0.2647,0.0033,-0.0033,0.0078,-0.0078 +1.25,0.337,0.3088,0.005,-0.005,0.0102,-0.0102 +1.75,0.337,0.3483,0.0062,-0.0062,0.0127,-0.0127 +2.5,0.337,0.3869,0.005,-0.005,0.0139,-0.0139 +3.5,0.337,0.4209,0.0082,-0.0082,0.0143,-0.0143 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/rawdata/Table3.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/rawdata/Table3.csv new file mode 100644 index 0000000000..4645145514 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/rawdata/Table3.csv @@ -0,0 +1,22 @@ +#: table_doi: 10.17182/hepdata.32752.v1/t3 +#: name: Table 3 +#: description: Corrected F2P measurements averaged over all energies. Data are the statistically weighted averages given at the centre of each bin. + +#: data_file: Table3.yaml +#: keyword reactions: MUON P --> MUON X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Deep Inelastic Scattering +#: keyword cmenergies: 21.677 +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE,MUON P --> MUON X +#: SQRT(S) [GeV],21.677 +#: X,0.0125 +Q**2 [GEV**2],SIG(L)/SIG(T),F2,stat +,stat -,sys +,sys - +0.75,0.246,0.26,0.006,-0.006,0.0051,-0.0051 +1.25,0.246,0.3031,0.0035,-0.0035,0.0066,-0.0066 +1.75,0.246,0.3303,0.005,-0.005,0.0084,-0.0084 +2.5,0.246,0.3729,0.0051,-0.0051,0.0117,-0.0117 +3.5,0.246,0.3992,0.0059,-0.0059,0.012,-0.012 +4.5,0.246,0.4164,0.0064,-0.0064,0.0143,-0.0143 +5.5,0.246,0.4548,0.0114,-0.0114,0.0178,-0.0178 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/rawdata/Table4.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/rawdata/Table4.csv new file mode 100644 index 0000000000..05b7400e9b --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/rawdata/Table4.csv @@ -0,0 +1,22 @@ +#: table_doi: 10.17182/hepdata.32752.v1/t4 +#: name: Table 4 +#: description: Corrected F2P measurements averaged over all energies. Data are the statistically weighted averages given at the centre of each bin. + +#: data_file: Table4.yaml +#: keyword reactions: MUON P --> MUON X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Deep Inelastic Scattering +#: keyword cmenergies: 21.677 +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE,MUON P --> MUON X +#: SQRT(S) [GeV],21.677 +#: X,0.0175 +Q**2 [GEV**2],SIG(L)/SIG(T),F2,stat +,stat -,sys +,sys - +1.25,0.19,0.2976,0.0047,-0.0047,0.0045,-0.0045 +1.75,0.19,0.3299,0.0045,-0.0045,0.0063,-0.0063 +2.5,0.19,0.3576,0.0047,-0.0047,0.0084,-0.0084 +3.5,0.19,0.3808,0.0068,-0.0068,0.0105,-0.0105 +4.5,0.19,0.4129,0.0076,-0.0076,0.0118,-0.0118 +5.5,0.19,0.4206,0.0104,-0.0104,0.0138,-0.0138 +7.0,0.19,0.4287,0.0073,-0.0073,0.0152,-0.0152 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/rawdata/Table5.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/rawdata/Table5.csv new file mode 100644 index 0000000000..edf8fb7a3f --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/rawdata/Table5.csv @@ -0,0 +1,24 @@ +#: table_doi: 10.17182/hepdata.32752.v1/t5 +#: name: Table 5 +#: description: Corrected F2P measurements averaged over all energies. Data are the statistically weighted averages given at the centre of each bin. + +#: data_file: Table5.yaml +#: keyword reactions: MUON P --> MUON X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Deep Inelastic Scattering +#: keyword cmenergies: 21.677 +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE,MUON P --> MUON X +#: SQRT(S) [GeV],21.677 +#: X,0.025 +Q**2 [GEV**2],SIG(L)/SIG(T),F2,stat +,stat -,sys +,sys - +1.25,0.099,0.3041,0.0056,-0.0056,0.0039,-0.0039 +1.75,0.099,0.3247,0.004,-0.004,0.0042,-0.0042 +2.5,0.099,0.3501,0.0032,-0.0032,0.0054,-0.0054 +3.5,0.099,0.3757,0.0048,-0.0048,0.0089,-0.0089 +4.5,0.099,0.3912,0.0063,-0.0063,0.0098,-0.0098 +5.5,0.099,0.4058,0.0067,-0.0067,0.0106,-0.0106 +7.0,0.099,0.4176,0.0062,-0.0062,0.0111,-0.0111 +9.0,0.099,0.4458,0.0064,-0.0064,0.0137,-0.0137 +11.5,0.099,0.4835,0.012,-0.012,0.0173,-0.0173 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/rawdata/Table6.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/rawdata/Table6.csv new file mode 100644 index 0000000000..8faaf25648 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/rawdata/Table6.csv @@ -0,0 +1,25 @@ +#: table_doi: 10.17182/hepdata.32752.v1/t6 +#: name: Table 6 +#: description: Corrected F2P measurements averaged over all energies. Data are the statistically weighted averages given at the centre of each bin. + +#: data_file: Table6.yaml +#: keyword reactions: MUON P --> MUON X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Deep Inelastic Scattering +#: keyword cmenergies: 21.677 +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE,MUON P --> MUON X +#: SQRT(S) [GeV],21.677 +#: X,0.035 +Q**2 [GEV**2],SIG(L)/SIG(T),F2,stat +,stat -,sys +,sys - +1.25,0.108,0.3061,0.0084,-0.0084,0.0044,-0.0044 +1.75,0.108,0.3305,0.0059,-0.0059,0.0037,-0.0037 +2.5,0.108,0.3578,0.004,-0.004,0.0043,-0.0043 +3.5,0.108,0.3783,0.0052,-0.0052,0.0059,-0.0059 +4.5,0.108,0.3978,0.0066,-0.0066,0.0091,-0.0091 +5.5,0.108,0.3947,0.0078,-0.0078,0.0089,-0.0089 +7.0,0.108,0.413,0.0068,-0.0068,0.0094,-0.0094 +9.0,0.108,0.4164,0.0071,-0.0071,0.0095,-0.0095 +11.5,0.108,0.4406,0.0063,-0.0063,0.0123,-0.0123 +15.0,0.108,0.4643,0.011,-0.011,0.016,-0.016 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/rawdata/Table7.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/rawdata/Table7.csv new file mode 100644 index 0000000000..fb6ce69790 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/rawdata/Table7.csv @@ -0,0 +1,26 @@ +#: table_doi: 10.17182/hepdata.32752.v1/t7 +#: name: Table 7 +#: description: Corrected F2P measurements averaged over all energies. Data are the statistically weighted averages given at the centre of each bin. + +#: data_file: Table7.yaml +#: keyword reactions: MUON P --> MUON X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Deep Inelastic Scattering +#: keyword cmenergies: 21.677 +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE,MUON P --> MUON X +#: SQRT(S) [GeV],21.677 +#: X,0.05 +Q**2 [GEV**2],SIG(L)/SIG(T),F2,stat +,stat -,sys +,sys - +1.25,0.117,0.3309,0.0098,-0.0098,0.0071,-0.0071 +1.75,0.117,0.3314,0.0058,-0.0058,0.0051,-0.0051 +2.5,0.117,0.3448,0.0036,-0.0036,0.004,-0.004 +3.5,0.117,0.3695,0.0041,-0.0041,0.0047,-0.0047 +4.5,0.117,0.3747,0.0056,-0.0056,0.0054,-0.0054 +5.5,0.117,0.3831,0.0063,-0.0063,0.0071,-0.0071 +7.0,0.117,0.3926,0.0053,-0.0053,0.0078,-0.0078 +9.0,0.117,0.3974,0.0059,-0.0059,0.0074,-0.0074 +11.5,0.117,0.4254,0.0053,-0.0053,0.0083,-0.0083 +15.0,0.117,0.4314,0.0053,-0.0053,0.0106,-0.0106 +20.0,0.117,0.464,0.0082,-0.0082,0.0147,-0.0147 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/rawdata/Table8.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/rawdata/Table8.csv new file mode 100644 index 0000000000..e493868d13 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/rawdata/Table8.csv @@ -0,0 +1,27 @@ +#: table_doi: 10.17182/hepdata.32752.v1/t8 +#: name: Table 8 +#: description: Corrected F2P measurements averaged over all energies. Data are the statistically weighted averages given at the centre of each bin. + +#: data_file: Table8.yaml +#: keyword reactions: MUON P --> MUON X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Deep Inelastic Scattering +#: keyword cmenergies: 21.677 +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE,MUON P --> MUON X +#: SQRT(S) [GeV],21.677 +#: X,0.07 +Q**2 [GEV**2],SIG(L)/SIG(T),F2,stat +,stat -,sys +,sys - +1.25,0.113,0.314,0.0139,-0.0139,0.0088,-0.0088 +1.75,0.113,0.3444,0.0084,-0.0084,0.007,-0.007 +2.5,0.113,0.3494,0.0049,-0.0049,0.0054,-0.0054 +3.5,0.113,0.3754,0.0052,-0.0052,0.0046,-0.0046 +4.5,0.113,0.3704,0.0062,-0.0062,0.0048,-0.0048 +5.5,0.113,0.3793,0.0082,-0.0082,0.0048,-0.0048 +7.0,0.113,0.3915,0.0076,-0.0076,0.0067,-0.0067 +9.0,0.113,0.3962,0.0078,-0.0078,0.0073,-0.0073 +11.5,0.113,0.4143,0.0068,-0.0068,0.0069,-0.0069 +15.0,0.113,0.4095,0.006,-0.006,0.0072,-0.0072 +20.0,0.113,0.4274,0.0061,-0.0061,0.0098,-0.0098 +27.0,0.113,0.479,0.014,-0.014,0.0155,-0.0155 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/rawdata/Table9.csv b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/rawdata/Table9.csv new file mode 100644 index 0000000000..ecd0e89200 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/rawdata/Table9.csv @@ -0,0 +1,27 @@ +#: table_doi: 10.17182/hepdata.32752.v1/t9 +#: name: Table 9 +#: description: Corrected F2P measurements averaged over all energies. Data are the statistically weighted averages given at the centre of each bin. + +#: data_file: Table9.yaml +#: keyword reactions: MUON P --> MUON X +#: keyword observables: F2 +#: keyword phrases: Inclusive | Structure Function | Muon production | Deep Inelastic Scattering +#: keyword cmenergies: 21.677 +#: PLAB [GEV],90 + 120 + 200 + 280 +#: RE,MUON P --> MUON X +#: SQRT(S) [GeV],21.677 +#: X,0.09 +Q**2 [GEV**2],SIG(L)/SIG(T),F2,stat +,stat -,sys +,sys - +1.25,0.096,0.3376,0.021,-0.021,0.0109,-0.0109 +1.75,0.096,0.3394,0.0107,-0.0107,0.0088,-0.0088 +2.5,0.096,0.3635,0.0064,-0.0064,0.0068,-0.0068 +3.5,0.096,0.3609,0.006,-0.006,0.0054,-0.0054 +4.5,0.096,0.3699,0.0074,-0.0074,0.0047,-0.0047 +5.5,0.096,0.3712,0.009,-0.009,0.0049,-0.0049 +7.0,0.096,0.3908,0.0089,-0.0089,0.0054,-0.0054 +9.0,0.096,0.3688,0.0099,-0.0099,0.0075,-0.0075 +11.5,0.096,0.3968,0.0079,-0.0079,0.0071,-0.0071 +15.0,0.096,0.4025,0.0072,-0.0072,0.0072,-0.0072 +20.0,0.096,0.4007,0.0064,-0.0064,0.0083,-0.0083 +27.0,0.096,0.408,0.0084,-0.0084,0.0108,-0.0108 + diff --git a/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/uncertainties_EM-F2-HEPDATA.yaml b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/uncertainties_EM-F2-HEPDATA.yaml new file mode 100644 index 0000000000..eb178f5ef5 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NMC_NC_NOTFIXED_P/uncertainties_EM-F2-HEPDATA.yaml @@ -0,0 +1,326 @@ +definitions: + stat: + description: statistical uncertainty + treatment: ADD + type: UNCORR + sys: + description: systematical uncertainty + treatment: MULT + type: CORR +bins: +- stat: 0.0099 + sys: 0.0134 +- stat: 0.0053 + sys: 0.0152 +- stat: 0.007 + sys: 0.0149 +- stat: 0.0162 + sys: 0.0158 +- stat: 0.0033 + sys: 0.0078 +- stat: 0.005 + sys: 0.0102 +- stat: 0.0062 + sys: 0.0127 +- stat: 0.005 + sys: 0.0139 +- stat: 0.0082 + sys: 0.0143 +- stat: 0.006 + sys: 0.0051 +- stat: 0.0035 + sys: 0.0066 +- stat: 0.005 + sys: 0.0084 +- stat: 0.0051 + sys: 0.0117 +- stat: 0.0059 + sys: 0.012 +- stat: 0.0064 + sys: 0.0143 +- stat: 0.0114 + sys: 0.0178 +- stat: 0.0047 + sys: 0.0045 +- stat: 0.0045 + sys: 0.0063 +- stat: 0.0047 + sys: 0.0084 +- stat: 0.0068 + sys: 0.0105 +- stat: 0.0076 + sys: 0.0118 +- stat: 0.0104 + sys: 0.0138 +- stat: 0.0073 + sys: 0.0152 +- stat: 0.0056 + sys: 0.0039 +- stat: 0.004 + sys: 0.0042 +- stat: 0.0032 + sys: 0.0054 +- stat: 0.0048 + sys: 0.0089 +- stat: 0.0063 + sys: 0.0098 +- stat: 0.0067 + sys: 0.0106 +- stat: 0.0062 + sys: 0.0111 +- stat: 0.0064 + sys: 0.0137 +- stat: 0.012 + sys: 0.0173 +- stat: 0.0084 + sys: 0.0044 +- stat: 0.0059 + sys: 0.0037 +- stat: 0.004 + sys: 0.0043 +- stat: 0.0052 + sys: 0.0059 +- stat: 0.0066 + sys: 0.0091 +- stat: 0.0078 + sys: 0.0089 +- stat: 0.0068 + sys: 0.0094 +- stat: 0.0071 + sys: 0.0095 +- stat: 0.0063 + sys: 0.0123 +- stat: 0.011 + sys: 0.016 +- stat: 0.0098 + sys: 0.0071 +- stat: 0.0058 + sys: 0.0051 +- stat: 0.0036 + sys: 0.004 +- stat: 0.0041 + sys: 0.0047 +- stat: 0.0056 + sys: 0.0054 +- stat: 0.0063 + sys: 0.0071 +- stat: 0.0053 + sys: 0.0078 +- stat: 0.0059 + sys: 0.0074 +- stat: 0.0053 + sys: 0.0083 +- stat: 0.0053 + sys: 0.0106 +- stat: 0.0082 + sys: 0.0147 +- stat: 0.0139 + sys: 0.0088 +- stat: 0.0084 + sys: 0.007 +- stat: 0.0049 + sys: 0.0054 +- stat: 0.0052 + sys: 0.0046 +- stat: 0.0062 + sys: 0.0048 +- stat: 0.0082 + sys: 0.0048 +- stat: 0.0076 + sys: 0.0067 +- stat: 0.0078 + sys: 0.0073 +- stat: 0.0068 + sys: 0.0069 +- stat: 0.006 + sys: 0.0072 +- stat: 0.0061 + sys: 0.0098 +- stat: 0.014 + sys: 0.0155 +- stat: 0.021 + sys: 0.0109 +- stat: 0.0107 + sys: 0.0088 +- stat: 0.0064 + sys: 0.0068 +- stat: 0.006 + sys: 0.0054 +- stat: 0.0074 + sys: 0.0047 +- stat: 0.009 + sys: 0.0049 +- stat: 0.0089 + sys: 0.0054 +- stat: 0.0099 + sys: 0.0075 +- stat: 0.0079 + sys: 0.0071 +- stat: 0.0072 + sys: 0.0072 +- stat: 0.0064 + sys: 0.0083 +- stat: 0.0084 + sys: 0.0108 +- stat: 0.0133 + sys: 0.0105 +- stat: 0.0076 + sys: 0.008 +- stat: 0.0074 + sys: 0.0062 +- stat: 0.0082 + sys: 0.0053 +- stat: 0.01 + sys: 0.0045 +- stat: 0.009 + sys: 0.0051 +- stat: 0.0128 + sys: 0.0066 +- stat: 0.0092 + sys: 0.0068 +- stat: 0.0082 + sys: 0.0072 +- stat: 0.0071 + sys: 0.0079 +- stat: 0.0078 + sys: 0.0091 +- stat: 0.017 + sys: 0.0131 +- stat: 0.022 + sys: 0.0138 +- stat: 0.0071 + sys: 0.0101 +- stat: 0.0063 + sys: 0.0073 +- stat: 0.0064 + sys: 0.0057 +- stat: 0.0076 + sys: 0.005 +- stat: 0.007 + sys: 0.0051 +- stat: 0.0114 + sys: 0.006 +- stat: 0.0092 + sys: 0.0068 +- stat: 0.0067 + sys: 0.0074 +- stat: 0.0054 + sys: 0.0078 +- stat: 0.0059 + sys: 0.009 +- stat: 0.01 + sys: 0.0103 +- stat: 0.0109 + sys: 0.0114 +- stat: 0.0074 + sys: 0.0082 +- stat: 0.0079 + sys: 0.0071 +- stat: 0.0084 + sys: 0.0055 +- stat: 0.0078 + sys: 0.0053 +- stat: 0.0119 + sys: 0.0056 +- stat: 0.0111 + sys: 0.0062 +- stat: 0.0081 + sys: 0.0069 +- stat: 0.0062 + sys: 0.0073 +- stat: 0.0063 + sys: 0.0081 +- stat: 0.0083 + sys: 0.0096 +- stat: 0.0157 + sys: 0.0114 +- stat: 0.0315 + sys: 0.0101 +- stat: 0.0087 + sys: 0.0082 +- stat: 0.0078 + sys: 0.0065 +- stat: 0.009 + sys: 0.0058 +- stat: 0.0078 + sys: 0.0048 +- stat: 0.0104 + sys: 0.0049 +- stat: 0.0112 + sys: 0.0063 +- stat: 0.0081 + sys: 0.0064 +- stat: 0.0059 + sys: 0.0065 +- stat: 0.0061 + sys: 0.0072 +- stat: 0.0071 + sys: 0.0076 +- stat: 0.0121 + sys: 0.0089 +- stat: 0.0147 + sys: 0.0076 +- stat: 0.0101 + sys: 0.006 +- stat: 0.0101 + sys: 0.0051 +- stat: 0.0086 + sys: 0.0049 +- stat: 0.0125 + sys: 0.0047 +- stat: 0.0113 + sys: 0.005 +- stat: 0.0111 + sys: 0.0055 +- stat: 0.0066 + sys: 0.0058 +- stat: 0.0061 + sys: 0.0056 +- stat: 0.0073 + sys: 0.0064 +- stat: 0.0113 + sys: 0.0068 +- stat: 0.0289 + sys: 0.0055 +- stat: 0.0116 + sys: 0.0127 +- stat: 0.0093 + sys: 0.0092 +- stat: 0.0073 + sys: 0.0063 +- stat: 0.0088 + sys: 0.0055 +- stat: 0.0118 + sys: 0.0048 +- stat: 0.0081 + sys: 0.0045 +- stat: 0.0058 + sys: 0.0045 +- stat: 0.0044 + sys: 0.0046 +- stat: 0.0048 + sys: 0.0054 +- stat: 0.0065 + sys: 0.0061 +- stat: 0.0192 + sys: 0.0074 +- stat: 0.0158 + sys: 0.0182 +- stat: 0.0077 + sys: 0.0161 +- stat: 0.0063 + sys: 0.0107 +- stat: 0.0081 + sys: 0.0085 +- stat: 0.0101 + sys: 0.0055 +- stat: 0.0059 + sys: 0.005 +- stat: 0.0035 + sys: 0.0051 +- stat: 0.0028 + sys: 0.0049 +- stat: 0.0034 + sys: 0.0049 +- stat: 0.0088 + sys: 0.0057 diff --git a/nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/data_legacy_dw_NB-SIGMARED.yaml b/nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/data_NB.yaml similarity index 51% rename from nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/data_legacy_dw_NB-SIGMARED.yaml rename to nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/data_NB.yaml index 8f79a9b458..983fdda486 100644 --- a/nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/data_legacy_dw_NB-SIGMARED.yaml +++ b/nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/data_NB.yaml @@ -2,45 +2,45 @@ data_central: - 11.80452078599 - 12.16483616888 - 11.04737081105 -- 8.644196942431 -- 2.552783687296 -- 9.165662429768 +- 8.64419694243 +- 2.5527836873 +- 9.16566242977 - 10.42862087181 - 11.47526161491 -- 6.036467631028 -- 3.094278990413 -- 9.447763494494 -- 8.515955716326 -- 7.953596834122 -- 7.045061694462 -- 2.474287437295 +- 6.03646763103 +- 3.09427899041 +- 9.44776349449 +- 8.51595571633 +- 7.95359683412 +- 7.04506169446 +- 2.4742874373 - 14.98324109043 - 14.49534689162 - 14.22932346621 -- 8.318414332213 -- 3.057289948749 +- 8.31841433221 +- 3.05728994875 - 18.41657871484 - 14.48913471943 - 11.33342174343 -- 9.777395317494 -- 3.451094979152 +- 9.77739531749 +- 3.45109497915 - 11.17874467445 - 15.54014675025 - 10.29748333133 -- 7.557912070838 -- 3.263312021879 +- 7.55791207084 +- 3.26331202188 - 16.38439037189 - 16.70186367728 - 11.44685886144 -- 7.239226588753 -- 4.409385305966 +- 7.23922658875 +- 4.40938530597 - 17.25229582754 - 14.57353621894 - 11.59268795157 -- 7.827772283748 -- 3.830724155268 +- 7.82777228375 +- 3.83072415527 - 12.08624009395 - 16.02669783285 - 13.34722566774 -- 6.333875293209 -- 2.427649012271 +- 6.33387529321 +- 2.42764901227 diff --git a/nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/data_legacy_dw_NU-SIGMARED.yaml b/nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/data_NU.yaml similarity index 75% rename from nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/data_legacy_dw_NU-SIGMARED.yaml rename to nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/data_NU.yaml index 93f100d92b..12b1f1b065 100644 --- a/nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/data_legacy_dw_NU-SIGMARED.yaml +++ b/nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/data_NU.yaml @@ -2,45 +2,45 @@ data_central: - 13.84518875834 - 16.37747669877 - 12.70772238514 -- 9.792092884995 -- 4.171932282586 +- 9.792092885 +- 4.17193228259 - 15.43148037711 - 15.65819456307 - 15.27845575803 -- 9.727416723071 -- 4.305182568593 +- 9.72741672307 +- 4.30518256859 - 12.86003584553 - 15.23383060622 - 14.40302366832 - 11.49359051422 -- 3.542341257507 +- 3.54234125751 - 21.32842122168 - 15.88066681461 - 15.60476223121 - 10.25531119412 -- 4.506612679395 +- 4.50661267939 - 21.55520066196 - 20.25222158144 - 17.8813439871 - 11.3337020057 -- 4.122349578173 +- 4.12234957817 - 21.07832183991 - 17.16860282583 - 14.85447712254 - 11.60107038033 -- 4.209813497474 +- 4.20981349747 - 22.17379466749 - 22.90776787991 - 16.45607004656 - 12.03906936429 -- 4.396157575171 +- 4.39615757517 - 23.04488211576 - 21.60461201729 - 15.54136157247 - 10.01235784283 -- 4.290507875066 +- 4.29050787507 - 22.01707916891 - 18.36848260771 - 14.5158198887 - 11.68931397857 -- 3.957547719939 +- 3.95754771994 diff --git a/nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/filter.py b/nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/filter.py new file mode 100644 index 0000000000..63163eba52 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/filter.py @@ -0,0 +1,135 @@ +""" +This filter is to construct an updated version of the legacy variant, starting from the old +Buildmaster rawdata which do not include nuclear uncertainties, but have the correct updated BR. +""" +import pathlib + +import numpy as np +import pandas as pd +import yaml + +HERE = pathlib.Path(__file__).parent + +M_NEUTRON = 939.565346 * 0.001 +M_PROTON = 938.272013 * 0.001 +# The old implementation used the isoscalar average. +MN = (M_PROTON + M_NEUTRON) / 2 + + +# The value of BrC 0.086 +- 0.005 according to the PDG(2017) +# The uncertainty on the BR is now accounted for as +# an additional fully correlated systematic uncertainty +BRC = 0.087 +BRC_err = 0.005 + +# 2.1 % Normalization error, from old implementation +NORM_err = 0.021 + + +def read_table(projectile): + """Parse the old tables.""" + with open(HERE / "rawdata" / f"NuTeVtable_{projectile}.dat", encoding="utf-8") as f: + raw_data = np.loadtxt(f) + + with open( + HERE / "rawdata" / f"nf20-1.25-0.60.{projectile}.cor", encoding="utf-8" + ) as f: + acc_corr = np.loadtxt(f) + + df = pd.DataFrame() + df["E"] = raw_data[:, 1] + df["y"] = raw_data[:, 2] + df["x"] = raw_data[:, 3] + df["Q2"] = 2 * df.x * df.y * df.E * MN + df["sigma"] = raw_data[:, 4] + df["stat"] = raw_data[:, 5] + df["sys"] = raw_data[:, 6] + df["acc"] = acc_corr[:, 0] + # df["acc_err"] = acc_corr[:,1] # TODO: why not used ?? + df["BRC_err"] = BRC_err / BRC * df["sigma"] + df["norm"] = NORM_err * df["sigma"] + + return df + + +def write_files(df, variant): + """Write kinematics, central value and uncertainties files.""" + + NORM_FACT = 1 / (BRC * df["acc"]) + + # Write central data + data_central_yaml = { + "data_central": [round(float(x), 11) for x in df["sigma"] * NORM_FACT] + } + with open(HERE / f"data_{variant}.yaml", "w", encoding="utf-8") as file: + yaml.dump(data_central_yaml, file) + + # Write kin file + kin = [] + for _, row in df.iterrows(): + kin_value = { + "x": { + "min": None, + "mid": float(row.x), + "max": None, + }, + "Q2": { + "min": None, + "mid": float(row.Q2), + "max": None, + }, + "y": { + "min": None, + "mid": float(row.y), + "max": None, + }, + } + kin.append(kin_value) + kinematics_yaml = {"bins": kin} + with open(HERE / f"kinematics_{variant}.yaml", "w", encoding="utf-8") as file: + yaml.dump(kinematics_yaml, file, sort_keys=False) + + # loop on data points + error_definition = { + "stat": { + "description": "statistical uncertainty", + "treatment": "ADD", + "type": "UNCORR", + }, + "sys": { + "description": "systematical uncertainty", + "treatment": "MULT", + "type": "CORR", + }, + "norm": { + "description": "Normalization uncertainty", + "treatment": "MULT", + "type": "NUTEVNORM1", + }, + "brunc": { + "description": "Branching ratio uncertainty", + "treatment": "MULT", + "type": "NUTEVBRC1", + }, + } + error = [] + for k, row in df.iterrows(): + e = { + "stat": float(row["stat"] * NORM_FACT[k]), + "sys": float(row["sys"] * NORM_FACT[k]), + "norm": float(row["norm"] * NORM_FACT[k]), + "brunc": float(row["BRC_err"] * NORM_FACT[k]), + } + error.append(e) + + uncertainties_yaml = {"definitions": error_definition, "bins": error} + with open( + HERE / f"uncertainties_{variant}_hepdata.yaml", "w", encoding="utf-8" + ) as file: + yaml.dump(uncertainties_yaml, file, sort_keys=False) + + +if __name__ == "__main__": + for proj, variant in [("nu", "NU"), ("bar", "NB")]: + df = read_table(proj) + write_files(df, variant) diff --git a/nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/kinematics_NB-SIGMARED.yaml b/nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/kinematics_NB.yaml similarity index 72% rename from nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/kinematics_NB-SIGMARED.yaml rename to nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/kinematics_NB.yaml index 73efde55b9..6b90b3fd3c 100644 --- a/nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/kinematics_NB-SIGMARED.yaml +++ b/nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/kinematics_NB.yaml @@ -1,541 +1,541 @@ bins: -- k1: +- x: min: null mid: 0.015 max: null - k2: + Q2: min: 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0.057 max: null - k2: + Q2: min: null - mid: 14.738009832 + mid: 14.752444274967438 max: null - k3: + y: min: null mid: 0.558 max: null -- k1: +- x: min: null mid: 0.101 max: null - k2: + Q2: min: null - mid: 26.114719176 + mid: 26.140295995994936 max: null - k3: + y: min: null mid: 0.558 max: null -- k1: +- x: min: null mid: 0.167 max: null - k2: + Q2: min: null - mid: 43.179783192 + mid: 43.222073577536186 max: null - k3: + y: min: null mid: 0.558 max: null -- k1: +- x: min: null mid: 0.326 max: null - k2: + Q2: min: null - mid: 84.291073776 + mid: 84.37362866034009 max: null - k3: + y: min: null mid: 0.558 max: null -- k1: +- x: min: null mid: 0.021 max: null - k2: + Q2: min: null - mid: 7.502456052 + mid: 7.509803975853543 max: null - k3: + y: min: null mid: 0.771 max: null -- k1: +- x: min: null mid: 0.057 max: null - k2: + Q2: min: null - mid: 20.363809284 + mid: 20.38375364874533 max: null - k3: + y: min: null mid: 0.771 max: null -- k1: +- x: min: null mid: 0.101 max: null - k2: + Q2: min: null - mid: 36.08324101199999 + mid: 36.118581026724186 max: null - k3: + y: min: null mid: 0.771 max: null -- k1: +- x: min: null mid: 0.167 max: null - k2: + Q2: min: null - mid: 59.662388604 + mid: 59.72082209369247 max: null - k3: + y: min: null mid: 0.771 max: null -- k1: +- x: min: null mid: 0.326 max: null - k2: + Q2: min: null - mid: 116.466698712 + mid: 116.58076648229786 max: null - k3: + y: min: null mid: 0.771 max: null diff --git a/nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/metadata.yaml index 6845a80f72..1721521117 100644 --- a/nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/metadata.yaml @@ -1,16 +1,15 @@ setname: NUTEV_CC_NOTFIXED_FE version: 2 -version_comment: Port of old commondata +version_comment: Port of old commondata. This version refers to D.A. Mason thesis, appendix D. Data data_legacy_N* use an older BR. nnpdf_metadata: nnpdf31_process: DIS CC experiment: null arXiv: - url: https://arxiv.org/abs/hep-ex/0102049 - journal: Phys. Rev. D64 (2001) 112006 -iNSPIRE: url: '' +iNSPIRE: + url: https://inspirehep.net/literature/712244 hepdata: - url: 10.17182/hepdata.42034.v1 + url: '' version: -1 implemented_observables: - observable_name: NB-SIGMARED @@ -18,7 +17,7 @@ implemented_observables: description: Deep Inelastic Scattering label: NuTeV $\sigma_{c}^{\bar{\nu}}$ units: '' - process_type: DIS_DM_NB + process_type: DIS_CC tables: [] npoints: [] ndata: 45 @@ -28,35 +27,35 @@ implemented_observables: dataset_label: NuTeV $\sigma_{c}^{\bar{\nu}}$ y_label: $10^{i}\sigma_{\bar{\nu}}^{cc}(x,Q^2)$ result_transform: qbindis - data_reference: Goncharov:2001qe,MasonPhD + data_reference: Mason:2006qa y_scale: symlog line_by: - - k1 + - x normalize: y_scale: linear line_by: [] figure_by: - - k1 - plot_x: k2 + - x + plot_x: Q2 kinematic_coverage: - - k1 - - k2 - - k3 + - x + - Q2 + - y kinematics: variables: - k1: - description: Variable k1 - label: k1 - units: '' - k2: - description: Variable k2 - label: k2 + x: + description: Bjorken x + label: $x$ units: '' - k3: - description: Variable k3 - label: k3 + Q2: + description: Momentum transfer + label: '$Q^2$' + units: '$GeV^2$' + y: + description: inelasticity + label: $y$ units: '' - file: kinematics_NB-SIGMARED.yaml + file: kinematics_NB.yaml theory: conversion_factor: 1.0 operation: 'NULL' @@ -68,12 +67,16 @@ implemented_observables: data_uncertainties: - uncertainties_legacy_NB-SIGMARED.yaml experiment: NTVDMN + data_central: data_legacy_NB-SIGMARED.yaml + hepdata: + data_uncertainties: + - uncertainties_NB_hepdata.yaml + experiment: NTVDM legacy_dw: data_uncertainties: - uncertainties_legacy_dw_NB-SIGMARED.yaml experiment: NUCLEAR - data_central: data_legacy_dw_NB-SIGMARED.yaml - data_central: data_legacy_NB-SIGMARED.yaml + data_central: data_NB.yaml ported_from: NTVNBDMN - observable_name: NU-SIGMARED observable: @@ -90,35 +93,35 @@ implemented_observables: dataset_label: NuTeV $\sigma_{c}^{\nu}$ y_label: $10^{i}\sigma_{\nu}^{cc}(x,Q^2)$ result_transform: qbindis - data_reference: Goncharov:2001qe,MasonPhD + data_reference: Mason:2006qa y_scale: symlog line_by: - - k1 + - x normalize: y_scale: linear line_by: [] figure_by: - - k1 - plot_x: k2 + - x + plot_x: Q2 kinematic_coverage: - - k1 - - k2 - - k3 + - x + - Q2 + - y kinematics: variables: - k1: - description: Variable k1 - label: k1 - units: '' - k2: - description: Variable k2 - label: k2 + x: + description: Bjorken x + label: $x$ units: '' - k3: - description: Variable k3 - label: k3 + Q2: + description: Momentum transfer + label: '$Q^2$' + units: '$GeV^2$' + y: + description: inelasticity + label: $y$ units: '' - file: kinematics_NU-SIGMARED.yaml + file: kinematics_NU.yaml theory: conversion_factor: 1.0 operation: 'NULL' @@ -130,10 +133,14 @@ implemented_observables: data_uncertainties: - uncertainties_legacy_NU-SIGMARED.yaml experiment: NTVDMN + data_central: data_legacy_NU-SIGMARED.yaml + hepdata: + data_uncertainties: + - uncertainties_NU_hepdata.yaml + experiment: NTVDMN legacy_dw: data_uncertainties: - uncertainties_legacy_dw_NU-SIGMARED.yaml - data_central: data_legacy_dw_NU-SIGMARED.yaml experiment: NUCLEAR - data_central: data_legacy_NU-SIGMARED.yaml + data_central: data_NU.yaml ported_from: NTVNUDMN diff --git a/nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/rawdata/NuTeVtable_bar.dat b/nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/rawdata/NuTeVtable_bar.dat new file mode 100644 index 0000000000..eaac96ffb9 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/rawdata/NuTeVtable_bar.dat @@ -0,0 +1,45 @@ + 2. 77.88 0.349 0.015 0.3622 0.0994 0.0305 0.0017 0.0055 0.0021 0.0001 0.0080 0.0257 0.0129 0.0024 0.3503 0.5950 + 2. 77.88 0.349 0.042 0.3688 0.1032 0.0343 0.0076 0.0165 0.0116 0.0095 0.0075 0.0125 0.0186 0.0079 0.3531 0.3570 + 2. 77.88 0.349 0.072 0.3367 0.0919 0.0284 0.0098 0.0041 0.0079 0.0063 0.0132 0.0160 0.0066 0.0110 0.3624 0.3070 + 2. 77.88 0.349 0.114 0.2666 0.0706 0.0147 0.0023 0.0036 0.0032 0.0013 0.0071 0.0101 0.0053 0.0019 0.3624 0.3630 + 2. 77.88 0.349 0.207 0.0797 0.0185 0.0121 0.0017 0.0084 0.0040 0.0017 0.0034 0.0028 0.0059 0.0008 0.3665 0.5690 + 2. 77.88 0.579 0.015 0.4438 0.0965 0.0229 0.0036 0.0110 0.0094 0.0013 0.0025 0.0147 0.0084 0.0029 0.5644 0.5670 + 2. 77.88 0.579 0.042 0.5038 0.1082 0.0449 0.0127 0.0187 0.0060 0.0040 0.0060 0.0228 0.0297 0.0032 0.5648 0.3800 + 2. 77.88 0.579 0.072 0.5559 0.1201 0.0420 0.0054 0.0202 0.0062 0.0060 0.0168 0.0114 0.0284 0.0057 0.5686 0.3590 + 2. 77.88 0.579 0.114 0.2950 0.0581 0.0175 0.0065 0.0093 0.0025 0.0066 0.0023 0.0068 0.0077 0.0042 0.5636 0.4030 + 2. 77.88 0.579 0.207 0.1526 0.0314 0.0137 0.0022 0.0051 0.0020 0.0026 0.0022 0.0045 0.0109 0.0016 0.5754 0.6170 + 2. 77.88 0.776 0.015 0.5388 0.1423 0.1289 0.0385 0.0602 0.0487 0.0321 0.0703 0.0201 0.0525 0.0035 0.6632 0.5520 + 2. 77.88 0.776 0.042 0.4840 0.1136 0.0786 0.0075 0.0281 0.0394 0.0059 0.0327 0.0209 0.0472 0.0050 0.6520 0.3550 + 2. 77.88 0.776 0.072 0.4539 0.1033 0.0391 0.0131 0.0188 0.0028 0.0089 0.0125 0.0255 0.0101 0.0035 0.6661 0.3640 + 2. 77.88 0.776 0.114 0.4037 0.0966 0.0363 0.0135 0.0140 0.0035 0.0054 0.0074 0.0198 0.0211 0.0026 0.6646 0.4130 + 2. 77.88 0.776 0.207 0.1427 0.0357 0.0147 0.0019 0.0064 0.0037 0.0014 0.0063 0.0085 0.0066 0.0009 0.6649 0.5810 + 2. 143.74 0.349 0.015 0.7666 0.1826 0.0755 0.0060 0.0246 0.0161 0.0073 0.0088 0.0359 0.0560 0.0160 0.5934 0.6270 + 2. 143.74 0.349 0.042 0.7388 0.1802 0.0995 0.0218 0.0195 0.0348 0.0199 0.0280 0.0608 0.0540 0.0060 0.6036 0.3990 + 2. 143.74 0.349 0.072 0.7282 0.1795 0.0496 0.0063 0.0164 0.0117 0.0087 0.0363 0.0114 0.0193 0.0112 0.6022 0.3450 + 2. 143.74 0.349 0.114 0.4271 0.1006 0.0264 0.0060 0.0105 0.0026 0.0048 0.0158 0.0146 0.0071 0.0031 0.6022 0.3580 + 2. 143.74 0.349 0.207 0.1585 0.0349 0.0222 0.0112 0.0113 0.0110 0.0063 0.0059 0.0062 0.0015 0.0014 0.6111 0.5300 + 2. 143.74 0.579 0.015 1.1747 0.3059 0.0497 0.0128 0.0074 0.0238 0.0067 0.0130 0.0245 0.0207 0.0210 0.7428 0.4820 + 2. 143.74 0.579 0.042 0.9226 0.2273 0.0587 0.0052 0.0293 0.0171 0.0125 0.0220 0.0271 0.0284 0.0095 0.7471 0.3350 + 2. 143.74 0.579 0.072 0.7230 0.1763 0.1220 0.0372 0.0707 0.0235 0.0435 0.0498 0.0254 0.0521 0.0146 0.7353 0.3180 + 2. 143.74 0.579 0.114 0.6265 0.1591 0.0725 0.0205 0.0265 0.0043 0.0276 0.0472 0.0306 0.0108 0.0083 0.7454 0.3260 + 2. 143.74 0.579 0.207 0.2228 0.0562 0.0202 0.0065 0.0086 0.0090 0.0046 0.0051 0.0083 0.0097 0.0020 0.7494 0.4780 + 2. 143.74 0.776 0.015 0.7770 0.1676 0.0543 0.0055 0.0170 0.0164 0.0036 0.0149 0.0380 0.0212 0.0152 0.8014 0.5200 + 2. 143.74 0.776 0.042 1.0767 0.2389 0.1045 0.0160 0.0317 0.0660 0.0457 0.0225 0.0487 0.0103 0.0156 0.8103 0.4010 + 2. 143.74 0.776 0.072 0.7158 0.1600 0.0785 0.0087 0.0121 0.0386 0.0074 0.0103 0.0310 0.0574 0.0045 0.8106 0.3630 + 2. 143.74 0.776 0.114 0.5268 0.1207 0.0260 0.0044 0.0123 0.0041 0.0007 0.0050 0.0142 0.0158 0.0034 0.8084 0.4240 + 2. 143.74 0.776 0.207 0.2286 0.0604 0.0196 0.0033 0.0113 0.0062 0.0012 0.0079 0.0109 0.0048 0.0019 0.8086 0.5720 + 2. 226.79 0.349 0.015 1.0216 0.2329 0.1452 0.0069 0.0835 0.0452 0.0075 0.0719 0.0508 0.0641 0.0099 0.7282 0.7940 + 2. 226.79 0.349 0.042 1.0366 0.2376 0.1412 0.0590 0.0506 0.0190 0.0231 0.0323 0.0211 0.1057 0.0184 0.7324 0.4850 + 2. 226.79 0.349 0.072 0.7125 0.1569 0.1133 0.0159 0.0530 0.0457 0.0437 0.0381 0.0512 0.0374 0.0172 0.7301 0.4290 + 2. 226.79 0.349 0.114 0.4523 0.0999 0.0417 0.0014 0.0249 0.0080 0.0030 0.0032 0.0278 0.0158 0.0034 0.7317 0.4080 + 2. 226.79 0.349 0.207 0.2777 0.0619 0.0300 0.0083 0.0146 0.0087 0.0072 0.0055 0.0058 0.0206 0.0024 0.7432 0.6350 + 2. 226.79 0.579 0.015 1.2327 0.3232 0.4047 0.0874 0.2054 0.1647 0.1376 0.1547 0.1049 0.1813 0.0085 0.8402 0.6040 + 2. 226.79 0.579 0.042 1.0396 0.2672 0.0937 0.0250 0.0396 0.0214 0.0161 0.0427 0.0573 0.0268 0.0069 0.8356 0.4130 + 2. 226.79 0.579 0.072 0.8291 0.2159 0.0954 0.0351 0.0301 0.0237 0.0354 0.0275 0.0437 0.0483 0.0122 0.8347 0.4040 + 2. 226.79 0.579 0.114 0.5616 0.1426 0.1371 0.0511 0.0578 0.0748 0.0433 0.0597 0.0362 0.0204 0.0086 0.8281 0.4250 + 2. 226.79 0.579 0.207 0.2762 0.0744 0.0400 0.0064 0.0128 0.0065 0.0069 0.0071 0.0123 0.0332 0.0022 0.8410 0.6290 + 2. 226.79 0.776 0.015 0.9120 0.1873 0.0729 0.0100 0.0412 0.0285 0.0058 0.0202 0.0452 0.0131 0.0071 0.8827 0.6340 + 2. 226.79 0.776 0.042 1.2103 0.2621 0.1017 0.0143 0.0439 0.0268 0.0096 0.0314 0.0636 0.0470 0.0127 0.8759 0.4870 + 2. 226.79 0.776 0.072 1.0088 0.2288 0.0445 0.0108 0.0032 0.0034 0.0021 0.0087 0.0264 0.0305 0.0117 0.8770 0.4350 + 2. 226.79 0.776 0.114 0.4794 0.1067 0.0476 0.0112 0.0193 0.0200 0.0085 0.0204 0.0282 0.0084 0.0040 0.8774 0.4990 + 2. 226.79 0.776 0.207 0.1843 0.0458 0.0236 0.0026 0.0116 0.0042 0.0035 0.0025 0.0168 0.0094 0.0021 0.8792 0.6540 diff --git a/nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/rawdata/NuTeVtable_nu.dat b/nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/rawdata/NuTeVtable_nu.dat new file mode 100644 index 0000000000..1b214ed300 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/rawdata/NuTeVtable_nu.dat @@ -0,0 +1,45 @@ + 1. 88.29 0.324 0.021 0.4487 0.0790 0.0499 0.0135 0.0060 0.0156 0.0159 0.0110 0.0161 0.0353 0.0123 0.3682 0.6490 + 1. 88.29 0.324 0.057 0.5292 0.0918 0.0381 0.0137 0.0029 0.0079 0.0222 0.0126 0.0071 0.0213 0.0061 0.3738 0.4030 + 1. 88.29 0.324 0.101 0.4147 0.0672 0.0352 0.0238 0.0049 0.0059 0.0118 0.0069 0.0083 0.0188 0.0010 0.3831 0.4190 + 1. 88.29 0.324 0.167 0.3248 0.0505 0.0196 0.0053 0.0021 0.0005 0.0035 0.0019 0.0047 0.0176 0.0013 0.3801 0.4310 + 1. 88.29 0.324 0.326 0.1440 0.0204 0.0099 0.0064 0.0021 0.0017 0.0034 0.0041 0.0023 0.0042 0.0001 0.3925 0.6430 + 1. 88.29 0.558 0.021 0.7856 0.1108 0.0668 0.0168 0.0238 0.0122 0.0246 0.0225 0.0104 0.0468 0.0076 0.5896 0.5700 + 1. 88.29 0.558 0.057 0.7980 0.1050 0.0602 0.0139 0.0066 0.0139 0.0194 0.0175 0.0227 0.0446 0.0019 0.5898 0.4380 + 1. 88.29 0.558 0.101 0.7831 0.1027 0.0473 0.0298 0.0148 0.0192 0.0170 0.0033 0.0115 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1.5197 0.2043 0.0725 0.0421 0.0063 0.0103 0.0081 0.0367 0.0293 0.0323 0.0045 0.8375 0.5670 + 1. 174.29 0.771 0.057 1.2397 0.1631 0.0680 0.0240 0.0316 0.0265 0.0205 0.0192 0.0167 0.0356 0.0017 0.8322 0.4050 + 1. 174.29 0.771 0.101 1.0748 0.1493 0.0621 0.0306 0.0046 0.0044 0.0042 0.0047 0.0134 0.0516 0.0008 0.8358 0.4120 + 1. 174.29 0.771 0.167 0.8417 0.1301 0.0410 0.0104 0.0049 0.0071 0.0063 0.0033 0.0188 0.0322 0.0072 0.8454 0.4600 + 1. 174.29 0.771 0.326 0.3081 0.0530 0.0147 0.0116 0.0018 0.0028 0.0032 0.0017 0.0074 0.0020 0.0003 0.8423 0.5760 + 1. 247.00 0.324 0.021 1.3837 0.1989 0.0862 0.0340 0.0097 0.0180 0.0162 0.0209 0.0606 0.0382 0.0041 0.7301 0.7390 + 1. 247.00 0.324 0.057 1.4300 0.2144 0.0451 0.0068 0.0041 0.0252 0.0097 0.0129 0.0254 0.0199 0.0059 0.7365 0.5010 + 1. 247.00 0.324 0.101 1.0336 0.1499 0.0430 0.0223 0.0060 0.0138 0.0056 0.0084 0.0297 0.0117 0.0009 0.7377 0.4290 + 1. 247.00 0.324 0.167 0.7617 0.1072 0.0466 0.0184 0.0012 0.0104 0.0058 0.0023 0.0171 0.0353 0.0122 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0.0141 0.0211 0.0252 0.0192 0.0015 0.8883 0.4620 + 1. 247.00 0.771 0.167 0.8959 0.1360 0.0760 0.0612 0.0015 0.0127 0.0162 0.0155 0.0207 0.0306 0.0017 0.8890 0.5180 + 1. 247.00 0.771 0.326 0.3054 0.0508 0.0343 0.0277 0.0006 0.0035 0.0049 0.0061 0.0106 0.0150 0.0003 0.8914 0.6700 diff --git a/nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/rawdata/README.md b/nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/rawdata/README.md new file mode 100644 index 0000000000..4b360927e1 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/rawdata/README.md @@ -0,0 +1,213 @@ +## Copied from old Buildmaster implementation. +/* + * + * The NuteV dimuon cross sectio measurements + * + * The NuTev dimuon table is the cross section + * of neutrino and antineutrino produced charged current dimuons + * from charm production such that the muon from the decay of the + * charmed meson has an energy greater than 5 GeV (hence "forward"). + * The data has been corrected for detector smearing and acceptance + * effects, as well as for the background due to semileptonic pion + * and kaon decays. Rather than a model dependent charm production + * cross section, we are providing a model independent neutrino DIMUON + * production cross section. This has the advantage that users + * of the data are not subjected to our choice of fragmentation and + * decay models. They are however subject to the freedom and + * responsibility of providing their own. Further details regarding the + * table and its use are outlined in the references below. They are + * included with this package as gentle encouragement that they be + * read. It should be noted that the results included with this package + * supercede the NuTeV cross section values included in reference 1.) + * + * References: + * + * 1.) M. Goncharov et al, PRECISE MEASUREMENT OF DIMUON + * PRODUCTION CROSS-SECTIONS IN MUON NEUTRINO + * FE AND MUON ANTI-NEUTRINO FE DEEP INELASTIC + * SCATTERING AT THE TEVATRON + * Phys.Rev.D64:112006,2001, hep-ex/0102049 + * + * 2.) D. Mason, NUTEV STRANGE/ANTISTRANGE SEA MEASUREMENTS + * FROM NEUTRINO CHARM PRODUCTION + * DIS 2005 Proceedings pp 851-854 + * + * + * + * NuTeVtable.dat the data + * + * Data file: + * + * CROSS SECTION VALUES REPORTED HERE ARE: + * + * PI dsigma (E,x,y) + * 100 * ------------ * --------------- + * G^2 M_p E_nu dx dy + * + * The data file is formatted: 'f3.0,f7.2,2f6.3,13f8.4' + * There are 90 (2 polarities * 3 nu energies * 3 y * 5 x) data points. + * The data columns are as follows: + * + * 1. Polarity, 1=neutrino, 2=antineutrino + * 2. Neutrino energy of bin + * 3. y, inelasticity of bin + * 4. Bjorken x of bin + * 5. Cross section value + * 6. Cross section statistical error + * 7. Cross section total systematic error + * 8-15. Individual systematics to make up value in 7. as follows: + * 8 pi-K model numode + * 9 pi-K model nubarmode + * 10 toroid muon energy scale 1% + * 11 hadronic energy scale 0.5% + * 12 R_Longitudinal 20% + * 13 Muon range-out energy 2.5% + * 14 MC statistics + * 15 nu/nubar relative normalization 0.67% + * 16. Example 5GeV muon energy cut acceptance correction * + * 17. DOF for each bin. + * + * + * Important assumption -> + * The included acceptance corrections assume leading order kinematics, + * and were calculated within our leading order model (see ref. 1.) + * + * The updated NLO acceptance corrections can be determined + * from D. Mason's Ph. D. Thesis. Compare LO and NLO + * acceptances for each different value of Q2 + * + * How to use the experimental NuTev dimuon data: + * + * Fitting a charm cross section to this table entails modeling + * the fragmentation and semi-muonic decay of the charmed particle + * to find an acceptance correction for the 5 GeV cut on the decay muon, + * as outlined in reference 1.). As an example an acceptance correction + * is included in row 16 assuming NuTeV's LO model. The errors on + * each cross section point are constructed so that one may assume the + * bins to be independent of each other, and the correlations are taken + * into account via the degree of freedom for each bin. A good fit + * should give you a chi^2 around the sum of the DOF's of each bin, or + * around 40. A chi^2 of 90 is not a good fit. + * + * Questions regarding the use of this table may be addressed to: + * + * David Mason + * dmason@jeckyll.uoregon.edu + * + * The number for this observable (Dimuon cross sections from + * NuteV) is ITARGET=21 for nuetrinos and ITARGET=22 for + * antineutrinos + * + * NuTev target is iron, so it can be considered up to + * a good approximation an isoscalar target. Non-isoscalarity + * corrections can be easily applied at the level + * of PDF decomposition + * + * Note that this experiment must be divided into + * two data sets, one for neutrino DIS dimuons and the + * other for antineutrino DIS dimuons + * + * The statistical uncertainties in the neutrino set are + * much smaller than those in the antineutrino set, since + * in the first case the sample is almost five times larger + * than in the second + * + * For the time being CHORUS does not provide model-independent + * infor on neutrino dimuon cross sections but only + * a LO analysis, which cannot be used for us + * Ref: Nuclear Physics B 798 2008 1-16 + * + * The NuTev dimuon cross section table is indeed shown to be + * model independent in D. Mason's Ph.D. thesis, where it + * is shown that cross sections extracted from the NLO MC + * are essentially the same as those from the LO MC ones, + * which are publicly available + * + * The values of Q2 and W2 (required to be known both + * to implement acceptance corrections and to check if kinematical + * cuts should be imposed also for the NuTeV dimuon cross section + * data) + * The kinematical relations are the followning + * Q2 = s * x * y = 2 * MN * Enu * x * y + * W2 = Q2 * ( 1 - x ) / x + * + * To know Q2 is also important for the kinematical + * plance coverage plots! + * + * With the standard kinematical cuts, 4 points out of the total + * sample of 90 dimuon cross section points will be excluded, + * since they correspond to too small values of Q2 + * Update selkin.f with also Nutev dimuon data included + * for the kinematical cuts + * + * From the NuTeV acceptance correction plots we observe that + * Q2 is bounded to be in the range + * 2 GeV2 < Q2 < 250 GeV2 + * This is certainly wrong, there is a problem with that + * plot? Repeat with the acceptance corrections from + * the NuTev table! + * + * + * The kinematic variables are chosen to be (x,Q2,y), in order + * to be consistent with the other DIS observables + * The conversion between Q2 and E is straightforward, for + * fixed target kinematics + * + * Q2 = 2 MN Enu * ( x * y ) + * Enu = Q2 / ( 2 * MN * x * y ) + * + * Since we are going to use in any case the NLO acceptance + * corrections from NuTeV, we correct experimental data + * for these at the level of the filtering, to avoind + * having to do so at the level of the computation of the + * observable + * + * Similar considerations for the branching ratio of averaged + * charmed mesons into muons + * BRC = 0.099 \pm 0.012, same as used in NuTeV dimuon analysis + * from a reanalysis of 125 charm events measured by FNAL E531 + * + * Effects of finite charm mass, which are potentially important, + * can be implemented with a slow reescaling as in the + * case of the I-ZM-VFN for all other inclusive observables, + * just a modification of the x variable + * + * Important to understand if systematic uncertainties are + * completely correlated among them, or if we choose them + * to be completely uncorrelated + * In principle we have the full covariance matrix so we can + * choose to keep full dependence with the correlations + * + * Check the effective number of degrees of freedom quoted + * by the NuTev people, divided by Ndat it should give + * the expected reasonable value of the chi2 when all + * uncertainties are added in quadrature. + * DOFtot/fNData = 0.4867 for all 90 Nutev dimuon data points + * (some of them cut by kinematics) + * + * So finally the Nutev dimuon data takes errors in quadrature + * + * Possibility of adding nuclear corrections + * + * No absolute normalization uncertaintis are mentioned + * in the NuTeV dimuon papers, but a 2.1% normalization is + * quoted in the NuTeV inclusive structure function papers, + * Phys.Rev.D74:012008,2006. + * e-Print: hep-ex/0509010 + * + * NLO acceptance tables have been provided + * by D. Mason both for the NuTeV data and + * can be found in the data files + * + * nf20-1.25-0.60.nu.cor + * nf20-1.25-0.60.bar.cor + * + */ + +/* Note added by ERN 16th April 2018: + The value of BrC is updated from 0.099 +- 0.012 to + 0.086 +- 0.005 according to the PDG(2017) + The uncertainty on the BR is now accounted for as + an additional fully correlated systematic uncertainty +*/ + diff --git a/nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/rawdata/nf20-1.25-0.60.bar.cor b/nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/rawdata/nf20-1.25-0.60.bar.cor new file mode 100644 index 0000000000..f09ff253a8 --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/rawdata/nf20-1.25-0.60.bar.cor @@ -0,0 +1,46 @@ + 0.35268 0.00062 + 0.34847 0.00059 + 0.35032 0.00059 + 0.35450 0.00059 + 0.35886 0.00058 + 0.55655 0.00059 + 0.55528 0.00056 + 0.55682 0.00056 + 0.56172 0.00056 + 0.56686 0.00056 + 0.65551 0.00055 + 0.65327 0.00052 + 0.65596 0.00052 + 0.65865 0.00052 + 0.66291 0.00052 + 0.58809 0.00056 + 0.58584 0.00053 + 0.58823 0.00053 + 0.59016 0.00053 + 0.59590 0.00053 + 0.73316 0.00046 + 0.73190 0.00044 + 0.73326 0.00044 + 0.73651 0.00044 + 0.74206 0.00044 + 0.79893 0.00041 + 0.79638 0.00039 + 0.79899 0.00038 + 0.80117 0.00039 + 0.80519 0.00039 + 0.71669 0.00046 + 0.71339 0.00043 + 0.71545 0.00043 + 0.71815 0.00044 + 0.72390 0.00044 + 0.82128 0.00036 + 0.81994 0.00034 + 0.82206 0.00034 + 0.82465 0.00034 + 0.82875 0.00034 + 0.86733 0.00031 + 0.86802 0.00029 + 0.86875 0.00029 + 0.86998 0.00029 + 0.87261 0.00030 + diff --git a/nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/rawdata/nf20-1.25-0.60.nu.cor b/nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/rawdata/nf20-1.25-0.60.nu.cor new file mode 100644 index 0000000000..2d4c265fbe --- /dev/null +++ b/nnpdf_data/nnpdf_data/commondata/NUTEV_CC_NOTFIXED_FE/rawdata/nf20-1.25-0.60.nu.cor @@ -0,0 +1,46 @@ + 0.37251 0.00060 + 0.37141 0.00058 + 0.37510 0.00058 + 0.38126 0.00059 + 0.39674 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a/nnpdf_data/nnpdf_data/commondata/SLAC_NC_NOTFIXED_D/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/SLAC_NC_NOTFIXED_D/metadata.yaml index 44bacec444..7045c49da2 100644 --- a/nnpdf_data/nnpdf_data/commondata/SLAC_NC_NOTFIXED_D/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/SLAC_NC_NOTFIXED_D/metadata.yaml @@ -1,13 +1,14 @@ setname: SLAC_NC_NOTFIXED_D version: 2 -version_comment: Port of old commondata +version_comment: Port of old commondata. Data are in agreement with Fig. 4 of the reference and corresponds to a re-analysis of the SLAC data of E49a, E49b, E61, E87, E89a, E89b, E139, E140. Source not available. nnpdf_metadata: nnpdf31_process: DIS NC experiment: null arXiv: - url: https://arxiv.org/abs/Phys. Lett. B282 (1992) 475 -iNSPIRE: url: '' + journal: Phys. Lett. B282 (1992) 475 +iNSPIRE: + url: https://inspirehep.net/literature/319089 hepdata: url: '' version: -1 @@ -17,12 +18,12 @@ implemented_observables: description: Deep Inelastic Scattering label: SLAC $d$ units: '' - process_type: DIS_F2D + process_type: DIS_NC tables: [] npoints: [] ndata: 211 plotting: - kinematics_override: dis_sqrt_scale + kinematics_override: identity theory_reference: Bertone:2013vaa dataset_label: SLAC $d$ y_label: $10^{i}F_2(x,Q^2)$ @@ -30,25 +31,25 @@ implemented_observables: data_reference: Whitlow:1991uw y_scale: symlog line_by: - - k1 - plot_x: k2 + - x + plot_x: Q2 kinematic_coverage: - - k1 - - k2 - - k3 + - x + - Q2 + - y kinematics: variables: - k1: - description: Variable k1 - label: k1 + x: + description: Bjorken x + label: '$x$' units: '' - k2: - description: Variable k2 - label: k2 + Q2: + description: Momentum transfer + label: '$Q^2$' units: '' - k3: - description: Variable k3 - label: k3 + y: + description: Inelasticity + label: '$y$' units: '' file: kinematics_EM-F2.yaml theory: diff --git a/nnpdf_data/nnpdf_data/commondata/SLAC_NC_NOTFIXED_P/kinematics_EM-F2.yaml b/nnpdf_data/nnpdf_data/commondata/SLAC_NC_NOTFIXED_P/kinematics_EM-F2.yaml index 03e3624349..df4fa2dbe6 100644 --- a/nnpdf_data/nnpdf_data/commondata/SLAC_NC_NOTFIXED_P/kinematics_EM-F2.yaml +++ b/nnpdf_data/nnpdf_data/commondata/SLAC_NC_NOTFIXED_P/kinematics_EM-F2.yaml @@ -1,2533 +1,2533 @@ bins: -- k1: +- x: min: null mid: 0.07 max: null - 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k2: + Q2: min: null mid: 3.75 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.45 max: null - k2: + Q2: min: null mid: 4.72 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.45 max: null - k2: + Q2: min: null mid: 5.28 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.45 max: null - k2: + Q2: min: null mid: 5.68 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.45 max: null - k2: + Q2: min: null mid: 6.07 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.45 max: null - k2: + Q2: min: null mid: 6.55 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.45 max: null - k2: + Q2: min: null mid: 7.09 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.45 max: null - k2: + Q2: min: null mid: 7.84 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.45 max: null - k2: + Q2: min: null mid: 8.44 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.45 max: null - k2: + Q2: min: null mid: 9.44 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.45 max: null - k2: + Q2: min: null mid: 10.8 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.45 max: null - k2: + Q2: min: null mid: 11.6 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.45 max: null - k2: + Q2: min: null mid: 12.58 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.45 max: null - k2: + Q2: min: null mid: 15.01 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.45 max: null - k2: + Q2: min: null mid: 16.36 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.55 max: null - k2: + Q2: min: null mid: 2.47 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.55 max: null - k2: + Q2: min: null mid: 2.77 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.55 max: null - k2: + Q2: min: null mid: 3.47 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.55 max: null - k2: + Q2: min: null mid: 3.74 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.55 max: null - k2: + Q2: min: null mid: 4.04 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.55 max: null - k2: + Q2: min: null mid: 4.8 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.55 max: null - k2: + Q2: min: null mid: 5.32 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.55 max: null - k2: + Q2: min: null mid: 5.73 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.55 max: null - k2: + Q2: min: null mid: 6.24 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.55 max: null - k2: + Q2: min: null mid: 7.45 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.55 max: null - k2: + Q2: min: null mid: 8.37 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.55 max: null - k2: + Q2: min: null mid: 9.39 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.55 max: null - k2: + Q2: min: null mid: 10.6 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.55 max: null - k2: + Q2: min: null mid: 11.87 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.55 max: null - k2: + Q2: min: null mid: 12.84 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.55 max: null - k2: + Q2: min: null mid: 13.69 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.55 max: null - k2: + Q2: min: null mid: 14.65 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.55 max: null - k2: + Q2: min: null mid: 15.57 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.55 max: null - k2: + Q2: min: null mid: 16.71 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.55 max: null - k2: + Q2: min: null mid: 17.89 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.55 max: null - k2: + Q2: min: null mid: 19.47 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.65 max: null - k2: + Q2: min: null mid: 4.29 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.65 max: null - k2: + Q2: min: null mid: 5.05 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.65 max: null - k2: + Q2: min: null mid: 5.71 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.65 max: null - k2: + Q2: min: null mid: 6.29 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.65 max: null - k2: + Q2: min: null mid: 6.81 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.65 max: null - k2: + Q2: min: null mid: 7.24 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.65 max: null - k2: + Q2: min: null mid: 7.89 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.65 max: null - k2: + Q2: min: null mid: 8.63 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.65 max: null - k2: + Q2: min: null mid: 9.52 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.65 max: null - k2: + Q2: min: null mid: 10.6 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.65 max: null - k2: + Q2: min: null mid: 11.49 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.65 max: null - k2: + Q2: min: null mid: 13.15 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.65 max: null - k2: + Q2: min: null mid: 14.46 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.65 max: null - k2: + Q2: min: null mid: 15.56 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.65 max: null - k2: + Q2: min: null mid: 16.64 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.65 max: null - k2: + Q2: min: null mid: 18.32 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.65 max: null - k2: + Q2: min: null mid: 20.62 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.65 max: null - k2: + Q2: min: null mid: 22.21 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.75 max: null - k2: + Q2: min: null mid: 6.05 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.75 max: null - k2: + Q2: min: null mid: 6.66 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.75 max: null - k2: + Q2: min: null mid: 7.29 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.75 max: null - k2: + Q2: min: null mid: 8.04 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.75 max: null - k2: + Q2: min: null mid: 8.88 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.75 max: null - k2: + Q2: min: null mid: 10.24 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.75 max: null - k2: + Q2: min: null mid: 11.59 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.75 max: null - k2: + Q2: min: null mid: 13.08 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.75 max: null - k2: + Q2: min: null mid: 14.46 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.75 max: null - k2: + Q2: min: null mid: 15.71 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.75 max: null - k2: + Q2: min: null mid: 17.03 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.75 max: null - k2: + Q2: min: null mid: 18.42 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.75 max: null - k2: + Q2: min: null mid: 19.92 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.75 max: null - k2: + Q2: min: null mid: 21.58 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.75 max: null - k2: + Q2: min: null mid: 24.46 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.75 max: null - k2: + Q2: min: null mid: 26.69 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.85 max: null - k2: + Q2: min: null mid: 10.11 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.85 max: null - k2: + Q2: min: null mid: 11.07 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.85 max: null - k2: + Q2: min: null mid: 12.18 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.85 max: null - k2: + Q2: min: null mid: 13.97 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.85 max: null - k2: + Q2: min: null mid: 15.45 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.85 max: null - k2: + Q2: min: null mid: 16.61 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.85 max: null - k2: + Q2: min: null mid: 18.48 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.85 max: null - k2: + Q2: min: null mid: 19.95 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.85 max: null - k2: + Q2: min: null mid: 23.39 max: null - k3: + y: min: null mid: 0.0 max: null -- k1: +- x: min: null mid: 0.85 max: null - k2: + Q2: min: null mid: 29.17 max: null - k3: + y: min: null mid: 0.0 max: null diff --git a/nnpdf_data/nnpdf_data/commondata/SLAC_NC_NOTFIXED_P/metadata.yaml b/nnpdf_data/nnpdf_data/commondata/SLAC_NC_NOTFIXED_P/metadata.yaml index cf2601db90..69a760437f 100644 --- a/nnpdf_data/nnpdf_data/commondata/SLAC_NC_NOTFIXED_P/metadata.yaml +++ b/nnpdf_data/nnpdf_data/commondata/SLAC_NC_NOTFIXED_P/metadata.yaml @@ -1,13 +1,14 @@ setname: SLAC_NC_NOTFIXED_P version: 2 -version_comment: Port of old commondata +version_comment: Port of old commondata. Data are in agreement with Fig. 2 of the reference and corresponds to a re-analysis of the SLAC data of E49a, E49b, E61, E87, E89a, E89b, E139, E140. Source not available. nnpdf_metadata: nnpdf31_process: DIS NC experiment: null arXiv: - url: https://arxiv.org/abs/Phys. Lett. B282 (1992) 475 -iNSPIRE: url: '' + journal: Phys. Lett. B282 (1992) 475 +iNSPIRE: + url: https://inspirehep.net/literature/319089 hepdata: url: '' version: -1 @@ -17,12 +18,12 @@ implemented_observables: description: Deep Inelastic Scattering label: SLAC $p$ units: '' - process_type: DIS_F2P + process_type: DIS_NC tables: [] npoints: [] ndata: 211 plotting: - kinematics_override: dis_sqrt_scale + kinematics_override: identity theory_reference: Bertone:2013vaa dataset_label: SLAC $p$ y_label: $10^{i}F_2(x,Q^2)$ @@ -30,25 +31,25 @@ implemented_observables: data_reference: Whitlow:1991uw y_scale: symlog line_by: - - k1 - plot_x: k2 + - x + plot_x: Q2 kinematic_coverage: - - k1 - - k2 - - k3 + - x + - Q2 + - y kinematics: variables: - k1: - description: Variable k1 - label: k1 + x: + description: Bjorken x + label: '$x$' units: '' - k2: - description: Variable k2 - label: k2 + Q2: + description: Momentum transfer + label: '$Q^2$' units: '' - k3: - description: Variable k3 - label: k3 + y: + description: Inelasticity + label: '$y$' units: '' file: kinematics_EM-F2.yaml theory: diff --git a/nnpdf_data/nnpdf_data/filter_utils/nmc_hepdata_utils.py b/nnpdf_data/nnpdf_data/filter_utils/nmc_hepdata_utils.py new file mode 100644 index 0000000000..364a9c902d --- /dev/null +++ b/nnpdf_data/nnpdf_data/filter_utils/nmc_hepdata_utils.py @@ -0,0 +1,59 @@ +""""Common functions to parse NMC data from Hepdata.""" + +import pandas as pd +import yaml + +from .utils import check_xq2_degenearcy + + +def read_tables(store_path, header_line): + """Parse Tables.""" + dfs = pd.DataFrame() + for file in store_path.iterdir(): + with open(file, "r", encoding="utf-8") as f: + lines = f.readlines() + df = pd.DataFrame( + [l.split(",") for l in lines[header_line:-1]], + columns=["Q2", "R", "F2", "stat+", "stat-", "sys+", "sys-"], + ) + df["x"] = float(lines[header_line - 2].split(",")[1]) + dfs = pd.concat([dfs, df], ignore_index=True) if not dfs.empty else df + + dfs = dfs.astype(float) + check_xq2_degenearcy(dfs.Q2.values, dfs.x.values) + return dfs.sort_values(["x", "Q2"]) + + +def write_files(df, store_path): + """Write kinematics, central value and uncertainties files.""" + + # Write central data + data_central_yaml = {"data_central": [float(x) for x in df["F2"]]} + with open(store_path / "data_EM-F2-HEPDATA.yaml", "w", encoding="utf-8") as file: + yaml.dump(data_central_yaml, file) + + # Write kin file + kin = [] + for _, row in df.iterrows(): + kin_value = { + "x": {"min": None, "mid": float(row.x), "max": None}, + "Q2": {"min": None, "mid": float(row.Q2), "max": None}, + } + kin.append(kin_value) + kinematics_yaml = {"bins": kin} + with open(store_path / "kinematics_EM-F2-HEPDATA.yaml", "w", encoding="utf-8") as file: + yaml.dump(kinematics_yaml, file, sort_keys=False) + + # loop on data points + error_definition = { + "stat": {"description": "statistical uncertainty", "treatment": "ADD", "type": "UNCORR"}, + "sys": {"description": "systematical uncertainty", "treatment": "MULT", "type": "CORR"}, + } + error = [] + for _, row in df.iterrows(): + e = {"stat": float(row["stat+"]), "sys": float(row["sys+"])} + error.append(e) + + uncertainties_yaml = {"definitions": error_definition, "bins": error} + with open(store_path / "uncertainties_EM-F2-HEPDATA.yaml", "w", encoding="utf-8") as file: + yaml.dump(uncertainties_yaml, file, sort_keys=False) diff --git a/nnpdf_data/nnpdf_data/filter_utils/utils.py b/nnpdf_data/nnpdf_data/filter_utils/utils.py index 783bcc4e91..ba8d6e027a 100644 --- a/nnpdf_data/nnpdf_data/filter_utils/utils.py +++ b/nnpdf_data/nnpdf_data/filter_utils/utils.py @@ -162,7 +162,7 @@ def covmat_to_artunc(ndata, covmat_list, no_of_norm_mat=0): elif eigval[j] > 0: continue if not psd_check: - raise ValueError('The covariance matrix is not positive-semidefinite') + raise ValueError("The covariance matrix is not positive-semidefinite") else: for i in range(ndata): for j in range(ndata): @@ -244,7 +244,7 @@ def matlist_to_matrix(rows, columns, mat_list): matrix = np.array(matrix) return matrix else: - raise Exception('rows * columns != len(mat_list)') + raise Exception("rows * columns != len(mat_list)") def concat_matrices(rows, columns, list_of_matrices): @@ -363,7 +363,7 @@ def trimat_to_fullmat(mode, tri_mat_list): matrix[i][j] = tri_mat_list[list_el] matrix[j][i] = tri_mat_list[list_el] else: - raise Exception('Mode should be 0 or 1, refer to the function for usage') + raise Exception("Mode should be 0 or 1, refer to the function for usage") mat_list = [] for i in range(dim): for j in range(dim): @@ -422,10 +422,22 @@ def prettify_float(dumper, value): ret = dumper.represent_float(value) if len(ret.value) > 8: ret_str = f"{value:.8e}" - ret = dumper.represent_scalar('tag:yaml.org,2002:float', ret_str) + ret = dumper.represent_scalar("tag:yaml.org,2002:float", ret_str) return ret +def check_xq2_degenearcy(Q2, x): + """Check is the pair of (x,Q2) is unique.""" + size = len(x) + unique_pairs = np.unique(np.array([Q2, x]), axis=1) + try: + assert unique_pairs.shape[1] == size + except AssertionError as exc: + raise ValueError( + f"""(x,Q2) kinematic is degenerate need to store 3rd kinematic variable as well. + unique kinematics are: {unique_pairs.shape[1]}, original size: {size}""" + ) from exc + def uncert_skip_variant(source_file, skip_file, uncert_file, uncert_name, remove_source=True): r""" Create two new uncertainty files, one where the specified uncertainty diff --git a/nnpdf_data/nnpdf_data/theory.py b/nnpdf_data/nnpdf_data/theory.py index 558ca57306..2ce555f37e 100644 --- a/nnpdf_data/nnpdf_data/theory.py +++ b/nnpdf_data/nnpdf_data/theory.py @@ -4,12 +4,9 @@ """ import dataclasses -from functools import lru_cache import logging from typing import Literal, Optional -from .utils import parse_yaml_inp - DEPRECATED_KEYS = ["MaxNfAs", "SxRes", "SxOrd" "EScaleVar", "Qedref", "global_nx"] log = logging.getLogger(__name__) diff --git a/nnpdf_data/nnpdf_data/utils.py b/nnpdf_data/nnpdf_data/utils.py index 33987134bd..b07fe4f399 100644 --- a/nnpdf_data/nnpdf_data/utils.py +++ b/nnpdf_data/nnpdf_data/utils.py @@ -1,8 +1,10 @@ import pathlib -import ruamel.yaml as yaml +from ruamel.yaml import YAML from validobj import ValidationError, parse_input +import yaml +yaml_rt = YAML(typ="rt") try: Loader = yaml.CLoader except AttributeError: @@ -22,14 +24,14 @@ def parse_yaml_inp(input_yaml, spec): return parse_input(inp, spec) except ValidationError as e: current_exc = e - # In order to provide a more complete error information, use round_trip_load + # In order to provide a more complete error information, use round trip # to read the .yaml file again (insetad of using the CLoader) - current_inp = yaml.round_trip_load(input_yaml.open("r", encoding="utf-8")) + current_inp = yaml_rt.load(input_yaml.open("r", encoding="utf-8")) error_text_lines = [] while current_exc: if hasattr(current_exc, 'wrong_field'): wrong_field = current_exc.wrong_field - # Mappings compping from ``round_trip_load`` have an + # Mappings compping from yaml_rt have an # ``lc`` attribute that gives a tuple of # ``(line_number, column)`` for a given item in # the mapping. diff --git a/nnpdf_data/pyproject.toml b/nnpdf_data/pyproject.toml index 68e272ccb7..11609e12ed 100644 --- a/nnpdf_data/pyproject.toml +++ b/nnpdf_data/pyproject.toml @@ -33,7 +33,7 @@ include = [ [tool.poetry.dependencies] python = "^3.9" -"ruamel.yaml" = "<0.18" +"ruamel.yaml" = "*" # Required to run filters: `filter_files_dependencies` pandas = {version = "*", optional = true} numpy = {version = "*", optional = true} diff --git a/pyproject.toml b/pyproject.toml index d4f135d44c..9f10d7b934 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -65,6 +65,7 @@ matplotlib = "^3.9" pineappl = "^0.8.2" pandas = "*" numpy = "*" +"ruamel.yaml" = "*" validobj = "*" prompt_toolkit = "*" # Reportengine needs to be installed from git @@ -72,6 +73,7 @@ reportengine = { git = "https://github.com/NNPDF/reportengine" } # Fit psutil = "*" tensorflow = "*" +keras = "^3.1" eko = "^0.14.1" joblib = "*" # Hyperopt @@ -96,6 +98,8 @@ fiatlux = {version = "*", optional = true} # without lhapdf pdfflow = {version = "^1.2.1", optional = true} lhapdf-management = {version = "^0.5", optional = true} +# torch +torch = {version = "*", optional = true} # Optional dependencies [tool.poetry.extras] @@ -103,6 +107,7 @@ tests = ["pytest", "pytest-mpl", "hypothesis"] docs = ["sphinxcontrib", "sphinx-rtd-theme", "sphinx", "tabulate"] qed = ["fiatlux"] nolha = ["pdfflow", "lhapdf-management"] +torch = ["torch"] [tool.poetry-dynamic-versioning] enable = true diff --git a/validphys2/serverscripts/index-reports.py b/validphys2/serverscripts/index-reports.py index 0c910e6b29..a48aebae62 100644 --- a/validphys2/serverscripts/index-reports.py +++ b/validphys2/serverscripts/index-reports.py @@ -6,20 +6,24 @@ called meta.yaml in the report folder and finally the html attributes, in that order. """ -import pathlib + +from collections import ChainMap, defaultdict import datetime import json +import pathlib import re import sys import traceback -from collections import ChainMap, defaultdict -import ruamel_yaml as yaml from bs4 import BeautifulSoup -#TODO: Move the thumbnail logic somewhere -import skimage.transform -import skimage.io import numpy as np +from ruamel.yaml import error +import skimage.io + +# TODO: Move the thumbnail logic somewhere +import skimage.transform + +from validphys.utils import yaml_safe ROOT = '/home/nnpdf/validphys-reports' ROOT_URL = 'https://vp.nnpdf.science/' @@ -34,6 +38,7 @@ REQUIRED_FILE_METADATA = {'title', 'author', 'keywords'} + def meta_from_html(f): soup = BeautifulSoup(f, 'lxml') try: @@ -41,68 +46,73 @@ def meta_from_html(f): except Exception: title = None try: - author = soup.find('meta', {'name':'author'})['content'] + author = soup.find('meta', {'name': 'author'})['content'] except Exception: author = EMPTY try: - tagtext = soup.find('meta', {'name':'keywords'})['content'] + tagtext = soup.find('meta', {'name': 'keywords'})['content'] except Exception: tags = [] else: tags = re.split(r"\s*,\s*", tagtext) #'soup.title.string' doesn't - #return a strig but rather an object with the reference to - #the whole parse tree, causing a huge memory leak. + # return a strig but rather an object with the reference to + # the whole parse tree, causing a huge memory leak. return dict(title=str(title), author=author, keywords=tags) -class TagProps(): + +class TagProps: def __init__(self, count=0, last_timestamp=0): self.count = count self.last_timestamp = last_timestamp __slots__ = ('count', 'last_timestamp') + def meta_from_path(p): meta = ChainMap(DEFAULTS) - yaml_meta = p/'meta.yaml' + yaml_meta = p / 'meta.yaml' yaml_res = {} if yaml_meta.exists(): with yaml_meta.open() as f: try: - yaml_res = yaml.safe_load(f) - except yaml.YAMLError as e: + yaml_res = yaml_safe.load(f) + except error.YAMLError as e: print(f"Error processing {yaml_meta}: {e}", file=sys.stderr) - index = p/'index.html' - #Only do the expensive HTML parsing if we actually need a key + index = p / 'index.html' + # Only do the expensive HTML parsing if we actually need a key if REQUIRED_FILE_METADATA - yaml_res.keys() and index.exists(): with index.open() as f: meta = meta.new_child(meta_from_html(f)) meta = meta.new_child(yaml_res) return meta + def make_single_thumbnail(f, shape=(100, 150)): img = skimage.io.imread(f) - res = skimage.transform.resize( - img, shape, anti_aliasing=True, mode='constant') + res = skimage.transform.resize(img, shape, anti_aliasing=True, mode='constant') return res + def make_4_img_thumbnail(paths, shape=(100, 150)): w, h = shape whalf, hhalf = w // 2, h // 2 positions = ( - (slice(0,whalf), slice(0,hhalf)), - (slice(whalf,w), slice(0,hhalf)), - (slice(0,whalf), slice(hhalf,h)), - (slice(whalf,w), slice(hhalf,h)) + (slice(0, whalf), slice(0, hhalf)), + (slice(whalf, w), slice(0, hhalf)), + (slice(0, whalf), slice(hhalf, h)), + (slice(whalf, w), slice(hhalf, h)), ) res = np.zeros((*shape, 4)) imgs = skimage.io.imread_collection(paths) for img, pos in zip(imgs, positions): res[pos] = skimage.transform.resize( - img, (whalf, hhalf), anti_aliasing=True, mode='constant') + img, (whalf, hhalf), anti_aliasing=True, mode='constant' + ) return res + def make_thumbnail(folder): folder = pathlib.Path(folder) pngs = sorted(folder.glob('*.png')) @@ -112,19 +122,20 @@ def make_thumbnail(folder): return make_single_thumbnail(pngs[0]) else: l = len(pngs) - imgs = pngs[:l-(l%4):l//4] + imgs = pngs[: l - (l % 4) : l // 4] return make_4_img_thumbnail(imgs) def thumbnail_tag(name): return f'{ROOT_URL}thumbnails/{name}"' + def handle_thumbnail(p): dest = (pathlib.Path(THUMBNAILS) / p.name).with_suffix('.png') name = dest.name if dest.exists(): return thumbnail_tag(name) - figures = (p / 'figures') + figures = p / 'figures' if figures.is_dir(): try: res = make_thumbnail(figures) @@ -137,12 +148,13 @@ def handle_thumbnail(p): return None return None + def register(p, emails): path_meta = meta_from_path(p) title, author, tags = path_meta['title'], path_meta['author'], path_meta['keywords'] url = ROOT_URL + p.name - #Use the timestamp for sorting and the string for displaying + # Use the timestamp for sorting and the string for displaying timestamp = p.stat().st_mtime date = datetime.date.fromtimestamp(timestamp).isoformat() if not title or not isinstance(title, str): @@ -155,9 +167,7 @@ def register(p, emails): if not isinstance(author, str): author = "" - emaillinks = ' '.join( - f'📧' for (url, title) in emails - ) + emaillinks = ' '.join(f'📧' for (url, title) in emails) titlelink = f'{title} {emaillinks}' @@ -188,18 +198,17 @@ def make_index(): timestamp = res[2][1] for k in newkeywords: props = keywords[k] - props.count+=1 + props.count += 1 props.last_timestamp = max(props.last_timestamp, timestamp) except: - print("Error processing folder", p,file=sys.stderr) + print("Error processing folder", p, file=sys.stderr) raise keylist = sorted(keywords.items(), key=lambda x: -x[1].last_timestamp) - keywordmap = [(k, v.count) for k,v in keylist] - + keywordmap = [(k, v.count) for k, v in keylist] with open(OUT, 'w') as f: - json.dump({'data':data, 'keywords':keywordmap}, f) + json.dump({'data': data, 'keywords': keywordmap}, f) if __name__ == '__main__': diff --git a/validphys2/src/validphys/commondataparser.py b/validphys2/src/validphys/commondataparser.py index b88d84c99c..9f96d678cf 100644 --- a/validphys2/src/validphys/commondataparser.py +++ b/validphys2/src/validphys/commondataparser.py @@ -37,11 +37,11 @@ """ import dataclasses -from functools import cached_property, lru_cache +from functools import cache, cached_property import logging from operator import attrgetter from pathlib import Path -from typing import Any, Dict, Optional +from typing import Any, Optional import numpy as np import pandas as pd @@ -50,27 +50,10 @@ from nnpdf_data import new_to_legacy_map, path_commondata from nnpdf_data.utils import parse_yaml_inp - -# We cannot use ruamel directly due to the ambiguity ruamel.yaml / ruamel_yaml -# of some versions which are pinned in some of the conda packages we use... -from reportengine.compat import yaml from validphys.coredata import KIN_NAMES, CommonData from validphys.plotoptions.plottingoptions import PlottingOptions, labeler_functions from validphys.process_options import ValidProcess - -try: - # If libyaml is available, use the C loader to speed up some of the read - # https://pyyaml.org/wiki/LibYAML - # libyaml is available for most linux distributions - Loader = yaml.CLoader -except AttributeError: - # fallback to the slow loader - Loader = yaml.Loader - - -def _quick_yaml_load(filepath): - return yaml.load(filepath.read_text(encoding="utf-8"), Loader=Loader) - +from validphys.utils import yaml_fast # JCM: # Some notes for developers @@ -113,8 +96,9 @@ def _quick_yaml_load(filepath): "JET_POL": ("$\\eta$", "$p_T^2 (GeV^2)$", "$\\sqrt{s} (GeV)$"), "DIJET_POL": ("$\\m_{1,2} (GeV)", "$\\eta_1$", "$\\eta_2$"), "DY_Z_Y": ("$y_Z$", "$\\M^2 (GeV^2)$", "$\\sqrt{s} (GeV)$"), - "DY_W_ETA": ("$\\eta$", "$\\M^2 (GeV^2)$", "$\\sqrt{s} (GeV)$"), "SINGLETOP": ("$y$", "$m_t^2 (GeV^2)$", "$\\sqrt{s} (GeV)$"), + "DY_MLL": ("$M_{ll} (GeV)$", "$M_{ll}^2 (GeV^2)$", "$\\sqrt{s} (GeV)$"), + "DY_W_ETA": ("$abs_\\eta$", "$M_W^2 (GeV^2)$", "$\\sqrt{s} (GeV)$"), } PROCESS_DESCRIPTION_LABEL = { @@ -142,6 +126,8 @@ def _quick_yaml_load(filepath): "JET_POL": "Inclusive Jet longitudinal double-spin asymmetry", "DIJET_POL": "Dijets longitudinal double-spin asymmetry", "SHP_ASY": "double spin asymmetry in single hadron production", + "DY_MLL": "Drell-Yan Mass Distribution of Lepton Pairs", + "DY_W_ETA": "Drell-Yan W boson rapidity distribution", } @@ -230,7 +216,7 @@ class TheoryMeta: ------- >>> from validphys.commondataparser import TheoryMeta ... from validobj import parse_input - ... from reportengine.compat import yaml + ... from ruamel.yaml import YAML ... theory_raw = ''' ... FK_tables: ... - - fk1 @@ -238,7 +224,7 @@ class TheoryMeta: ... - fk3 ... operation: ratio ... ''' - ... theory = yaml.safe_load(theory_raw) + ... theory = YAML(typ='safe').load(theory_raw) ... parse_input(theory, TheoryMeta) TheoryMeta(FK_tables=[['fk1'], ['fk2', 'fk3']], operation='RATIO', shifts = None, conversion_factor=1.0, comment=None, normalization=None)) """ @@ -263,7 +249,7 @@ def parser(cls, yaml_file): """The yaml databases in the server use "operands" as key instead of "FK_tables" """ if not yaml_file.exists(): raise FileNotFoundError(yaml_file) - meta = yaml.safe_load(yaml_file.read_text()) + meta = yaml_fast.load(yaml_file.read_text()) # Make sure the operations are upper-cased for compound-compatibility meta["operation"] = "NULL" if meta["operation"] is None else meta["operation"].upper() if "operands" in meta: @@ -309,7 +295,7 @@ class Variant: experiment: Optional[str] = None -ValidVariants = Dict[str, Variant] +ValidVariants = dict[str, Variant] ### Kinematic data @@ -351,7 +337,7 @@ class ValidKinematics: """ file: ValidPath - variables: Dict[str, ValidVariable] + variables: dict[str, ValidVariable] def get_label(self, var): """For the given variable, return the label as label (unit) @@ -441,10 +427,8 @@ def check(self): raise ValidationError(f"Missing `data_central` field for {self.name}") if not self.data_uncertainties: - ermsg = f"Missing `data_uncertainties` for {self.name}." - # be polite - if "legacy" in self.variants: - ermsg += " Maybe you intended to use `variant: legacy`?" + ermsg = f"""Missing `data_uncertainties` for {self.name}. + Select one of the variants: {list(self.variants.keys())}""" raise ValidationError(ermsg) # Check that plotting.plot_x is being filled @@ -525,7 +509,7 @@ def load_data_central(self): if self.is_nnpdf_special: data = np.zeros(self.ndata) else: - datayaml = _quick_yaml_load(self.path_data_central) + datayaml = yaml_fast.load(self.path_data_central) data = datayaml["data_central"] if len(data) != self.ndata: @@ -554,8 +538,7 @@ def load_uncertainties(self): all_df = [] for ufile in self.paths_uncertainties: - uncyaml = _quick_yaml_load(ufile) - + uncyaml = yaml_fast.load(ufile) mindex = pd.MultiIndex.from_tuples( [(k, v["treatment"], v["type"]) for k, v in uncyaml["definitions"].items()], names=["name", "treatment", "type"], @@ -591,7 +574,7 @@ def load_kinematics(self, fill_to_three=True, drop_minmax=True): a dataframe containing the kinematics """ kinematics_file = self.path_kinematics - kinyaml = _quick_yaml_load(kinematics_file) + kinyaml = yaml_fast.load(kinematics_file) kin_dict = {} for bin_index, dbin in enumerate(kinyaml["bins"], start=1): @@ -654,10 +637,6 @@ def is_ported_dataset(self): if self.ported_from is None: return False - # If it is using a legacy variant and has a ported_from field, then it is a ported one - if self.applied_variant is not None and self.applied_variant.startswith("legacy"): - return True - # If not using a legacy variant, we consider it ported if the kin variables are still k1,k2,k3 return {"k1", "k2", "k3"} == set(self.kinematic_coverage) @@ -742,6 +721,18 @@ def _plotting_options_set(self): new_line_by.append(self.digest_plotting_variable(var)) self.plotting.line_by = new_line_by + # And do it also within the normalize dictionary + if self.plotting.normalize is not None: + # Copy the normalize dictionary and update the figure and line by + tmp = dict(self.plotting.normalize) + tmp["figure_by"] = [] + tmp["line_by"] = [] + for var in self.plotting.normalize.get("figure_by", []): + tmp["figure_by"].append(self.digest_plotting_variable(var)) + for var in self.plotting.normalize.get("line_by", []): + tmp["line_by"].append(self.digest_plotting_variable(var)) + self.plotting.normalize = tmp + self.plotting.already_digested = True return self.plotting @@ -824,13 +815,13 @@ def select_observable(self, obs_name_raw): return observable -@lru_cache +@cache def parse_set_metadata(metadata_file): """Read the metadata file""" return parse_yaml_inp(metadata_file, SetMetaData) -@lru_cache +@cache def parse_new_metadata(metadata_file, observable_name, variant=None): """Given a metadata file in the new format and the specific observable to be read load and parse the metadata and select the observable. If any variants are selected, apply them. @@ -954,7 +945,7 @@ def load_commondata_new(metadata): ########################################### -@lru_cache +@cache def load_commondata(spec): """ Load the data corresponding to a CommonDataSpec object. diff --git a/validphys2/src/validphys/config.py b/validphys2/src/validphys/config.py index 1c814af690..10e4f009f5 100644 --- a/validphys2/src/validphys/config.py +++ b/validphys2/src/validphys/config.py @@ -12,7 +12,6 @@ from nnpdf_data import legacy_to_new_map from reportengine import configparser, report -from reportengine.compat import yaml from reportengine.configparser import ConfigError, _parse_func, element_of, record_from_defaults from reportengine.environment import Environment, EnvironmentError_ from reportengine.helputils import get_parser_type @@ -48,6 +47,7 @@ ) from validphys.plotoptions.core import get_info import validphys.scalevariations +from validphys.utils import yaml_safe log = logging.getLogger(__name__) @@ -1289,7 +1289,7 @@ def load_default_default_filter_rules(self, spec): lock_token = "_filters.lock.yaml" try: - return yaml.safe_load(read_text(validphys.cuts.lockfiles, f"{spec}{lock_token}")) + return yaml_safe.load(read_text(validphys.cuts.lockfiles, f"{spec}{lock_token}")) except FileNotFoundError as e: alternatives = [ el.strip(lock_token) @@ -1386,7 +1386,7 @@ def load_default_default_filter_settings(self, spec): lock_token = "_defaults.lock.yaml" try: - return yaml.safe_load(read_text(validphys.cuts.lockfiles, f"{spec}{lock_token}")) + return yaml.load(read_text(validphys.cuts.lockfiles, f"{spec}{lock_token}")) except FileNotFoundError as e: alternatives = alternatives = [ el.strip(lock_token) @@ -1663,7 +1663,7 @@ def produce_theoryids(self, t0id, point_prescription): This hard codes the theories needed for each prescription to avoid user error.""" th = t0id.id - lsv = yaml.safe_load(read_text(validphys.scalevariations, "scalevariationtheoryids.yaml")) + lsv = yaml_safe.load(read_text(validphys.scalevariations, "scalevariationtheoryids.yaml")) scalevarsfor_list = lsv["scale_variations_for"] # Allowed central theoryids @@ -1677,7 +1677,7 @@ def produce_theoryids(self, t0id, point_prescription): ) # Find scales that correspond to this point prescription - pp_scales_dict = yaml.safe_load( + pp_scales_dict = yaml_safe.load( read_text(validphys.scalevariations, "pointprescriptions.yaml") ) diff --git a/validphys2/src/validphys/core.py b/validphys2/src/validphys/core.py index dc1d880513..ceb0343feb 100644 --- a/validphys2/src/validphys/core.py +++ b/validphys2/src/validphys/core.py @@ -12,11 +12,11 @@ import re import numpy as np +from ruamel.yaml import error from nnpdf_data.theorydbutils import fetch_theory from reportengine import namespaces from reportengine.baseexceptions import AsInputError -from reportengine.compat import yaml # TODO: There is a bit of a circular dependency between filters.py and this. # Maybe move the cuts logic to its own module? @@ -26,7 +26,7 @@ from validphys.hyperoptplot import HyperoptTrial from validphys.lhapdfset import LHAPDFSet from validphys.tableloader import parse_exp_mat -from validphys.utils import experiments_to_dataset_inputs +from validphys.utils import experiments_to_dataset_inputs, yaml_safe log = logging.getLogger(__name__) @@ -713,8 +713,8 @@ def as_input(self): log.debug('Reading input from fit configuration %s', p) try: with p.open() as f: - d = yaml.safe_load(f) - except (yaml.YAMLError, FileNotFoundError) as e: + d = yaml_safe.load(f) + except (error.YAMLError, FileNotFoundError) as e: raise AsInputError(str(e)) from e d['pdf'] = {'id': self.name, 'label': self.label} diff --git a/validphys2/src/validphys/coredata.py b/validphys2/src/validphys/coredata.py index 46a1cab7c6..371f9837b1 100644 --- a/validphys2/src/validphys/coredata.py +++ b/validphys2/src/validphys/coredata.py @@ -10,8 +10,7 @@ import numpy as np import pandas as pd -from reportengine.compat import yaml -from validphys.utils import generate_path_filtered_data +from validphys.utils import generate_path_filtered_data, yaml_safe KIN_NAMES = ["kin1", "kin2", "kin3"] log = logging.getLogger(__name__) @@ -431,7 +430,7 @@ def systematic_errors(self, central_values=None): def export_data(self, buffer): """Exports the central data defined by this commondata instance to the given buffer""" ret = {"data_central": self.central_values.tolist()} - yaml.safe_dump(ret, buffer) + yaml_safe.dump(ret, buffer) def export_uncertainties(self, buffer): """Exports the uncertainties defined by this commondata instance to the given buffer""" @@ -460,7 +459,7 @@ def export_uncertainties(self, buffer): "type": "UNCORR", } ret = {"definitions": sorted_definitions, "bins": bins} - yaml.safe_dump(ret, buffer) + yaml_safe.dump(ret, buffer) def export(self, folder_path): """Wrapper around export_data and export_uncertainties @@ -473,6 +472,8 @@ def export(self, folder_path): data_path = folder_path / data_path.name unc_path = folder_path / unc_path.name # Export data and uncertainties - self.export_data(data_path.open("w", encoding="utf-8")) - self.export_uncertainties(unc_path.open("w", encoding="utf-8")) + with open(data_path, "w") as file: + self.export_data(file) + with open(unc_path, "w") as file: + self.export_uncertainties(file) return data_path, unc_path diff --git a/validphys2/src/validphys/cuts/filters.yaml b/validphys2/src/validphys/cuts/filters.yaml index 665631f061..a95d50d7a3 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" @@ -271,7 +271,7 @@ thus the NLO calculation is unreliable. PTO: NNLO- local_variables: - M: sqrt(M2) + M: sqrt(m_Z2) max_M: 200.0 rule: M <= max_M @@ -279,7 +279,7 @@ reason: Remove data points for which electroweak corrections are large. PTO: NNLO- local_variables: - M: sqrt(M2) + M: sqrt(m_Z2) min_M: 30.0 max_rapidity: 2.2 rule: M >= min_M and y <= max_rapidity @@ -288,7 +288,7 @@ reason: Remove data points for which electroweak corrections are large. PTO: NNLO+ local_variables: - M: sqrt(M2) + M: sqrt(m_Z2) max_rapidity: 2.2 max_M: 200.0 rule: M <= max_M and y <= max_rapidity @@ -299,7 +299,7 @@ reason: Avoid the region where resummation effects become important. local_variables: max_M: 200.0 - rule: M_ll <= max_M + rule: m_ll <= max_M - dataset: ATLAS_Z0_7TEV_LOMASS_M diff --git a/validphys2/src/validphys/cuts/lockfiles/31_filters.lock.yaml b/validphys2/src/validphys/cuts/lockfiles/31_filters.lock.yaml index c5945c7ffa..631a3c7601 100644 --- a/validphys2/src/validphys/cuts/lockfiles/31_filters.lock.yaml +++ b/validphys2/src/validphys/cuts/lockfiles/31_filters.lock.yaml @@ -192,7 +192,7 @@ reason: Avoid the region where resummation effects become important. local_variables: max_M: 200.0 - rule: M_ll <= max_M + rule: m_ll <= max_M # - dataset: LHCBLOWMASS37PB # rule: "pT <= maxCMSDY2Dminv" diff --git a/validphys2/src/validphys/eff_exponents.py b/validphys2/src/validphys/eff_exponents.py index 0837b06b3d..fbab7ca0d6 100644 --- a/validphys2/src/validphys/eff_exponents.py +++ b/validphys2/src/validphys/eff_exponents.py @@ -1,12 +1,12 @@ -# -*- coding: utf-8 -*- """ Tools for computing and plotting effective exponents. """ -from __future__ import generator_stop import logging import numbers +from pathlib import Path import random +import tempfile import warnings import matplotlib as mpl @@ -15,7 +15,6 @@ from reportengine import collect from reportengine.checks import check_positive -from reportengine.compat import yaml from reportengine.figure import figuregen from reportengine.floatformatting import format_number, significant_digits from reportengine.table import table @@ -24,6 +23,7 @@ from validphys.pdfbases import Basis, check_basis import validphys.pdfgrids as pdfgrids from validphys.pdfplots import BandPDFPlotter, PDFPlotter +from validphys.utils import yaml_rt log = logging.getLogger(__name__) @@ -139,7 +139,7 @@ def get_title(self, parton_name): def get_ylabel(self, parton_name): if self.normalize_to is not None: - return "Ratio to {}".format(self.normalize_pdf.label) + return f"Ratio to {self.normalize_pdf.label}" else: return fr"$\{self.exponent}_e$ for ${parton_name}$" @@ -502,8 +502,8 @@ def iterate_preprocessing_yaml(fit, next_fit_eff_exps_table, _flmap_np_clip_arg= """ (df_effexps,) = next_fit_eff_exps_table # Use round trip loader rather than safe_load in fit.as_input() - with open(fit.path / "filter.yml", "r") as f: - filtermap = yaml.load(f, yaml.RoundTripLoader) + with open(fit.path / "filter.yml") as f: + filtermap = yaml_rt.load(f) previous_exponents = filtermap["fitting"]["basis"] basis = filtermap["fitting"]["fitbasis"] checked = check_basis(basis, None) @@ -524,7 +524,11 @@ def iterate_preprocessing_yaml(fit, next_fit_eff_exps_table, _flmap_np_clip_arg= betas = np.clip(betas, **largex_args) previous_exponents[i]["smallx"] = [fmt(alpha) for alpha in alphas] previous_exponents[i]["largex"] = [fmt(beta) for beta in betas] - return yaml.dump(filtermap, Dumper=yaml.RoundTripDumper) + with tempfile.NamedTemporaryFile() as fp: + path = Path(fp.name) + yaml_rt.dump(filtermap, path) + yaml_string = fp.read().decode("utf-8") + return yaml_string def update_runcard_description_yaml(iterate_preprocessing_yaml, _updated_description=None): @@ -539,20 +543,25 @@ def update_runcard_description_yaml(iterate_preprocessing_yaml, _updated_descrip ``` """ - filtermap = yaml.load(iterate_preprocessing_yaml, yaml.RoundTripLoader) + filtermap = yaml_rt.load(iterate_preprocessing_yaml) # update description if necessary if _updated_description is not None: filtermap["description"] = _updated_description - return yaml.dump(filtermap, Dumper=yaml.RoundTripDumper) + with tempfile.NamedTemporaryFile() as fp: + path = Path(fp.name) + yaml_rt.dump(filtermap, path) + yaml_string = fp.read().decode("utf-8") + + return yaml_string def iterated_runcard_yaml(fit, update_runcard_description_yaml): """ Takes the runcard with preprocessing iterated and description updated then - - Updates the t0 pdf set to be ``fit`` + - Updates the t0 pdf, the fiatlux pdf, and the theory covmat pdf to be ``fit`` - Modifies the random seeds (to random unsigned long ints) This should facilitate running a new fit with identical input settings @@ -578,7 +587,7 @@ def iterated_runcard_yaml(fit, update_runcard_description_yaml): ... f.write(yaml_output) """ - filtermap = yaml.load(update_runcard_description_yaml, yaml.RoundTripLoader) + filtermap = yaml_rt.load(update_runcard_description_yaml) # iterate t0 filtermap["datacuts"]["t0pdfset"] = fit.name @@ -605,4 +614,12 @@ def iterated_runcard_yaml(fit, update_runcard_description_yaml): if "fiatlux" in filtermap: filtermap['fiatlux']['luxset'] = fit.name - return yaml.dump(filtermap, Dumper=yaml.RoundTripDumper) + if "theorycovmatconfig" in filtermap: + filtermap["theorycovmatconfig"]["pdf"] = fit.name + + with tempfile.NamedTemporaryFile() as fp: + path = Path(fp.name) + yaml_rt.dump(filtermap, path) + yaml_string = fp.read().decode("utf-8") + + return yaml_string diff --git a/validphys2/src/validphys/filters.py b/validphys2/src/validphys/filters.py index 944d11c5cb..df698ca34d 100644 --- a/validphys2/src/validphys/filters.py +++ b/validphys2/src/validphys/filters.py @@ -13,10 +13,9 @@ import numpy as np from reportengine.checks import check, make_check -from reportengine.compat import yaml import validphys.cuts from validphys.process_options import PROCESSES -from validphys.utils import generate_path_filtered_data +from validphys.utils import generate_path_filtered_data, yaml_safe log = logging.getLogger(__name__) @@ -156,7 +155,7 @@ def default_filter_settings_input(): """Return a FilterDefaults dataclass with the default hardcoded filter settings. These are defined in ``defaults.yaml`` in the ``validphys.cuts`` module. """ - return FilterDefaults(**yaml.safe_load(read_text(validphys.cuts, "defaults.yaml"))) + return FilterDefaults(**yaml_safe.load(read_text(validphys.cuts, "defaults.yaml"))) def default_filter_rules_input(): @@ -164,7 +163,7 @@ def default_filter_rules_input(): Return a tuple of FilterRule objects. These are defined in ``filters.yaml`` in the ``validphys.cuts`` module. """ - list_rules = yaml.safe_load(read_text(validphys.cuts, "filters.yaml")) + list_rules = yaml_safe.load(read_text(validphys.cuts, "filters.yaml")) return tuple(FilterRule(**rule) for rule in list_rules) diff --git a/validphys2/src/validphys/fitdata.py b/validphys2/src/validphys/fitdata.py index d87138a2e2..8bd4c5eae0 100644 --- a/validphys2/src/validphys/fitdata.py +++ b/validphys2/src/validphys/fitdata.py @@ -1,6 +1,7 @@ """ Utilities for loading data from fit folders """ + from collections import OrderedDict, defaultdict, namedtuple from io import StringIO import json @@ -12,12 +13,12 @@ from reportengine import collect from reportengine.checks import CheckError, make_argcheck -from reportengine.compat import yaml from reportengine.floatformatting import ValueErrorTuple from reportengine.table import table from validphys import checks from validphys.core import PDF from validphys.plotoptions.core import get_info +from validphys.utils import yaml_safe # TODO: Add more stuff here as needed for postfit LITERAL_FILES = ['chi2exps.log'] @@ -431,7 +432,7 @@ def _get_fitted_index(pdf, i): """Return the nnfit index for the replica i""" p = pdf.infopath.with_name(f'{pdf.name}_{i:04d}.dat') with open(p) as f: - it = yaml.safe_load_all(f) + it = yaml_safe.load_all(f) metadata = next(it) return metadata['FromMCReplica'] diff --git a/validphys2/src/validphys/lhaindex.py b/validphys2/src/validphys/lhaindex.py index 9a10d66ff1..6b4ee00db0 100644 --- a/validphys2/src/validphys/lhaindex.py +++ b/validphys2/src/validphys/lhaindex.py @@ -1,4 +1,3 @@ -# -*- coding: utf-8 -*- #!/usr/bin/env python """ Created on Fri Jan 23 12:11:23 2015 @@ -13,8 +12,8 @@ from pathlib import Path import re -from reportengine.compat import yaml from validphys.lhapdf_compatibility import lhapdf +from validphys.utils import yaml_safe _indexes_to_names = None _names_to_indexes = None @@ -123,10 +122,10 @@ def infofilename(name): raise FileNotFoundError(name + ".info") -@lru_cache() +@lru_cache def parse_info(name): with open(infofilename(name)) as infofile: - result = yaml.YAML(typ='safe', pure=True).load(infofile) + result = yaml_safe.load(infofile) return result diff --git a/validphys2/src/validphys/lhio.py b/validphys2/src/validphys/lhio.py index 92c767cccc..d0d8f9d861 100644 --- a/validphys2/src/validphys/lhio.py +++ b/validphys2/src/validphys/lhio.py @@ -11,9 +11,9 @@ import numpy as np import pandas as pd -from reportengine.compat import yaml from validphys import lhaindex from validphys.core import PDF +from validphys.utils import yaml_safe log = logging.getLogger(__name__) @@ -28,8 +28,8 @@ def split_sep(f): def read_xqf_from_file(f): lines = split_sep(f) try: - (xtext, qtext, ftext) = [next(lines) for _ in range(3)] - except StopIteration: + (xtext, qtext, ftext) = (next(lines) for _ in range(3)) + except RuntimeError: return None xvals = np.fromstring(xtext, sep=" ") qvals = np.fromstring(qtext, sep=" ") @@ -69,7 +69,7 @@ def load_replica(pdf, rep, kin_grids=None): path = osp.join(lhaindex.finddir(pdf_name), pdf_name + "_" + suffix + ".dat") - log.debug("Loading replica {rep} at {path}".format(rep=rep, path=path)) + log.debug(f"Loading replica {rep} at {path}") with open(path, 'rb') as inn: header = b"".join(split_sep(inn)) @@ -315,7 +315,7 @@ def hessian_from_lincomb(pdf, V, set_name=None, folder=None, extra_fields=None): # copy replica 0 shutil.copy(base / f'{pdf}_0000.dat', set_root / f"{set_name }_0000.dat") - with open(base / f'{pdf}.info', 'r') as inn, open(set_root / f'{set_name }.info', 'w') as out: + with open(base / f'{pdf}.info') as inn, open(set_root / f'{set_name }.info', 'w') as out: for l in inn.readlines(): if l.find("SetDesc:") >= 0: out.write(f"SetDesc: \"Hessian {pdf}_hessian\"\n") @@ -326,7 +326,8 @@ def hessian_from_lincomb(pdf, V, set_name=None, folder=None, extra_fields=None): else: out.write(l) if extra_fields is not None: - yaml.dump(extra_fields, out, default_flow_style=False) + yaml_safe.default_flow_style = False + yaml_safe.dump(extra_fields, out) _headers, grids = load_all_replicas(pdf) result = (big_matrix(grids).dot(V)).add(grids[0], axis=0) diff --git a/validphys2/src/validphys/loader.py b/validphys2/src/validphys/loader.py index 230c26b076..e8312b6c10 100644 --- a/validphys2/src/validphys/loader.py +++ b/validphys2/src/validphys/loader.py @@ -20,7 +20,6 @@ from nnpdf_data import legacy_to_new_mapping, path_vpdata from reportengine import filefinder -from reportengine.compat import yaml from validphys import lhaindex from validphys.commondataparser import load_commondata_old, parse_new_metadata, parse_set_metadata from validphys.core import ( @@ -37,9 +36,8 @@ InternalCutsWrapper, PositivitySetSpec, TheoryIDSpec, - peek_commondata_metadata, ) -from validphys.utils import generate_path_filtered_data, tempfile_cleaner +from validphys.utils import generate_path_filtered_data, tempfile_cleaner, yaml_safe log = logging.getLogger(__name__) NNPDF_DIR = "NNPDF" @@ -132,14 +130,13 @@ def _get_nnpdf_profile(profile_path=None): the python prefix (``Path(sys.prefix)/"share"/"NNPDF"``) will be used """ - yaml_reader = yaml.YAML(typ='safe', pure=True) home_config = pathlib.Path().home() / ".config" config_folder = pathlib.Path(os.environ.get("XDG_CONFIG_HOME", home_config)) / NNPDF_DIR # Set all default values profile_content = pkgutil.get_data("validphys", "nnprofile_default.yaml") - profile_dict = yaml_reader.load(profile_content) + profile_dict = yaml_safe.load(profile_content) # including the data_path to the validphys package profile_dict.setdefault("data_path", path_vpdata) @@ -156,7 +153,7 @@ def _get_nnpdf_profile(profile_path=None): if profile_path is not None: with open(profile_path, encoding="utf-8") as f: - profile_entries = yaml_reader.load(f) + profile_entries = yaml_safe.load(f) if profile_entries is not None: profile_dict.update(profile_entries) @@ -423,7 +420,12 @@ def check_commondata( ) break # try new commondata format - old_path = fit.path / "filter" / legacy_name / f"filtered_uncertainties_{legacy_name}.yaml" + old_path = ( + fit.path + / "filter" + / legacy_name + / f"filtered_uncertainties_{legacy_name}.yaml" + ) if old_path.exists(): data_path = old_path.with_name(f"filtered_data_{legacy_name}.yaml") unc_path = old_path.with_name(f"filtered_uncertainties_{legacy_name}.yaml") @@ -533,7 +535,7 @@ def check_compound(self, theoryID, setname, cfac): raise CompoundNotFound(msg) # This is a little bit funny, but is the least amount of thinking... yaml_format = 'FK:\n' + re.sub('FK:', ' - ', txt) - data = yaml.safe_load(yaml_format) + data = yaml_safe.load(yaml_format) # we have to split out 'FK_' the extension to get a name consistent # with everything else try: diff --git a/validphys2/src/validphys/photon/compute.py b/validphys2/src/validphys/photon/compute.py index 32ef57f388..6466c4ddb7 100644 --- a/validphys2/src/validphys/photon/compute.py +++ b/validphys2/src/validphys/photon/compute.py @@ -122,8 +122,7 @@ def __init__(self, theoryid, lux_params, replicas): alpha = Alpha(theory, fiatlux_runcard["q2_max"]) with tempfile.NamedTemporaryFile(mode="w") as tmp: - with tmp.file as tmp_file: - tmp_file.write(yaml.dump(fiatlux_runcard)) + yaml.dump(fiatlux_runcard, tmp) self.lux[replica] = fiatlux.FiatLux(tmp.name) # we have a dict but fiatlux wants a yaml file # TODO : once that fiatlux will allow dictionaries diff --git a/validphys2/src/validphys/process_options.py b/validphys2/src/validphys/process_options.py index 5ed951a1e0..a94bb16a29 100644 --- a/validphys2/src/validphys/process_options.py +++ b/validphys2/src/validphys/process_options.py @@ -37,6 +37,7 @@ class _Vars: abs_eta_2 = "abs_eta_2" eta_1 = "eta_1" eta_2 = "eta_2" + m_ll = "m_ll" m_ll2 = "m_ll2" @@ -287,6 +288,7 @@ 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] @@ -301,6 +303,19 @@ def _singletop_xq2map(kin_dict): return np.clip(x, a_min=None, a_max=1, out=x), np.concatenate((q2, q2)) +def _dymll_xq2map(kin_info): + """ + Computes x and q2 mapping for DY Z -> 2 leptons mass. + x is approximated as x = sqrt(x1*x2) with m_ll^2 = x1*x2*s + """ + + m_ll = kin_info.get_one_of(_Vars.m_ll) + sqrts = kin_info.get_one_of(_Vars.sqrts) + m_ll2 = m_ll**2 + x = m_ll / sqrts + + return x, m_ll2 + DIS = _Process( "DIS", @@ -410,6 +425,12 @@ def _singletop_xq2map(kin_dict): xq2map_function=_dyboson_xq2map, ) +DY_MLL = _Process( + "DY_MLL", + "DY Z -> ll mass of lepton pair", + accepted_variables=(_Vars.m_ll, _Vars.sqrts), + xq2map_function=_dymll_xq2map, +) DY_PT = _Process( "DY_PT", @@ -473,7 +494,8 @@ def _singletop_xq2map(kin_dict): "HERADIJET": dataclasses.replace(HERAJET, name="HERADIJET", description="DIS + jj production"), "JET_POL": JET_POL, "DIJET_POL": DIJET_POL, - "DY_Z_Y": dataclasses.replace(DY_2L, name="DY_Z_Y", description="DY Z -> ll rapidity"), + "DY_Z_Y": dataclasses.replace(DY_2L, name="DY_Z_Y", description="DY Z -> ll (pseudo)rapidity"), + "DY_MLL": DY_MLL, "DY_W_ETA": dataclasses.replace( DY_2L, name="DY_W_ETA", description="DY W -> l nu pseudorapidity" ), @@ -481,6 +503,7 @@ 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, diff --git a/validphys2/src/validphys/replica_selector.py b/validphys2/src/validphys/replica_selector.py index e636d81531..5eaca0c9cb 100644 --- a/validphys2/src/validphys/replica_selector.py +++ b/validphys2/src/validphys/replica_selector.py @@ -3,15 +3,15 @@ Tools for filtering replica sets based on criteria on the replicas. """ + import logging import re import shutil from reportengine.checks import check, make_argcheck -from reportengine.compat import yaml from validphys.core import PDF from validphys.renametools import rename_pdf -from validphys.utils import tempfile_cleaner +from validphys.utils import tempfile_cleaner, yaml_safe log = logging.getLogger(__name__) @@ -96,9 +96,8 @@ def alpha_s_bundle_pdf(pdf, pdfs, output_path, target_name: (str, type(None)) = #  Fixup the info file info_file = (temp_pdf / temp_pdf.name).with_suffix('.info') - with open(info_file, 'r') as stream: - yaml_obj = yaml.YAML() - info_yaml = yaml_obj.load(stream) + with open(info_file) as stream: + info_yaml = yaml_safe.load(stream) info_yaml['NumMembers'] = new_nrep info_yaml['ErrorType'] += '+as' extra_desc = '; '.join( @@ -106,7 +105,7 @@ def alpha_s_bundle_pdf(pdf, pdfs, output_path, target_name: (str, type(None)) = ) info_yaml['SetDesc'] += f"; {extra_desc}" with open(info_file, 'w') as stream: - yaml_obj.dump(info_yaml, stream) + yaml_safe.dump(info_yaml, stream) # Rename the base pdf to the final name rename_pdf(temp_pdf, pdf.name, target_name) diff --git a/validphys2/src/validphys/scalevariations/scalevariationtheoryids.yaml b/validphys2/src/validphys/scalevariations/scalevariationtheoryids.yaml index bdc95506c9..798afc3c9c 100644 --- a/validphys2/src/validphys/scalevariations/scalevariationtheoryids.yaml +++ b/validphys2/src/validphys/scalevariations/scalevariationtheoryids.yaml @@ -188,91 +188,6 @@ scale_variations_for: (0.125): 40_003_011 (0.130): 40_003_012 - # N3LO: MHOU + IHOU - - theoryid: 722 - variations: - (0, 0, 0, 0): 722 # central th - (1, 0, 0, 0): 723 # anomalous dimensions variations - (2, 0, 0, 0): 724 - (3, 0, 0, 0): 725 - (4, 0, 0, 0): 726 - (5, 0, 0, 0): 727 - (6, 0, 0, 0): 728 - (7, 0, 0, 0): 729 - (8, 0, 0, 0): 730 - (9, 0, 0, 0): 731 - (10, 0, 0, 0): 732 - (11, 0, 0, 0): 733 - (12, 0, 0, 0): 734 - (13, 0, 0, 0): 735 - (14, 0, 0, 0): 736 - (15, 0, 0, 0): 737 - (16, 0, 0, 0): 738 - (17, 0, 0, 0): 739 - (18, 0, 0, 0): 740 - (19, 0, 0, 0): 741 - (0, 1, 0, 0): 742 - (0, 2, 0, 0): 743 - (0, 3, 0, 0): 744 - (0, 4, 0, 0): 745 - (0, 5, 0, 0): 746 - (0, 6, 0, 0): 747 - (0, 7, 0, 0): 748 - (0, 8, 0, 0): 749 - (0, 9, 0, 0): 750 - (0, 10, 0, 0): 751 - (0, 11, 0, 0): 752 - (0, 12, 0, 0): 753 - (0, 13, 0, 0): 754 - (0, 14, 0, 0): 755 - (0, 15, 0, 0): 756 - (0, 16, 0, 0): 757 - (0, 17, 0, 0): 758 - (0, 18, 0, 0): 759 - (0, 19, 0, 0): 760 - (0, 20, 0, 0): 761 - (0, 21, 0, 0): 762 - (0, 0, 1, 0): 763 - (0, 0, 2, 0): 764 - (0, 0, 3, 0): 765 - (0, 0, 4, 0): 766 - (0, 0, 5, 0): 767 - (0, 0, 6, 0): 768 - (0, 0, 7, 0): 769 - (0, 0, 8, 0): 770 - (0, 0, 9, 0): 771 - (0, 0, 10, 0): 772 - (0, 0, 11, 0): 773 - (0, 0, 12, 0): 774 - (0, 0, 13, 0): 775 - (0, 0, 14, 0): 776 - (0, 0, 15, 0): 777 - (0, 0, 0, 1): 778 - (0, 0, 0, 2): 779 - (0, 0, 0, 3): 780 - (0, 0, 0, 4): 781 - (0, 0, 0, 5): 782 - (0, 0, 0, 6): 783 - # scale variations - (0.5, 1): 784 - (1, 1): 722 - (2, 1): 785 - (0.5, 0.5): 786 - (1, 0.5): 787 - (2, 0.5): 788 - (0.5, 2): 789 - (1, 2): 790 - (2, 2): 791 - # DIS coeff functions fact variations - lower bound DIS: 792 - central DIS: 722 - upper bound DIS: 793 - # IHOU + MHOU missing prescription: see https://github.com/NNPDF/papers/blob/e2ac1832cf4a36dab83a696564eaa75a4e55f5d2/minutes/minutes-2023-08-18.txt#L148-L157 - (1, 0.5 missing): 794 # As 787 but DIS and N3LO DY from 722 - (1, 2 missing): 795 # As 790 but DIS and N3LO DY from 722 - (1, 0.5 hadronic): 796 # As 787 but DIS from 722 - (1, 2 hadronic): 797 # As 790 but DIS from 722 - - theoryid: 824 # N3LO+QED variations: (0, 0, 0, 0): 722 # central th @@ -808,7 +723,7 @@ scale_variations_for: (2, 1): 711 (2, 2): 712 - - theoryid: 40_002_006 # N3LO, alphas=0.119 + - theoryid: 40_002_001 # N3LO, alphas=0.114 variations: (0, 0, 0, 0): 722 # central th (1, 0, 0, 0): 723 # anomalous dimensions variations @@ -907,7 +822,997 @@ scale_variations_for: (0.125): 40_002_012 (0.130): 40_002_013 - - theoryid: 40_002_007 # N3LO, alphas=0.120 + - theoryid: 40_002_002 # N3LO, alphas=0.115 + variations: + (0, 0, 0, 0): 722 # central th + (1, 0, 0, 0): 723 # anomalous dimensions variations + (2, 0, 0, 0): 724 + (3, 0, 0, 0): 725 + (4, 0, 0, 0): 726 + (5, 0, 0, 0): 727 + (6, 0, 0, 0): 728 + (7, 0, 0, 0): 729 + (8, 0, 0, 0): 730 + (9, 0, 0, 0): 731 + (10, 0, 0, 0): 732 + (11, 0, 0, 0): 733 + (12, 0, 0, 0): 734 + (13, 0, 0, 0): 735 + (14, 0, 0, 0): 736 + (15, 0, 0, 0): 737 + (16, 0, 0, 0): 738 + (17, 0, 0, 0): 739 + (18, 0, 0, 0): 740 + (19, 0, 0, 0): 741 + (0, 1, 0, 0): 742 + (0, 2, 0, 0): 743 + (0, 3, 0, 0): 744 + (0, 4, 0, 0): 745 + (0, 5, 0, 0): 746 + (0, 6, 0, 0): 747 + (0, 7, 0, 0): 748 + (0, 8, 0, 0): 749 + (0, 9, 0, 0): 750 + (0, 10, 0, 0): 751 + (0, 11, 0, 0): 752 + (0, 12, 0, 0): 753 + (0, 13, 0, 0): 754 + (0, 14, 0, 0): 755 + (0, 15, 0, 0): 756 + (0, 16, 0, 0): 757 + (0, 17, 0, 0): 758 + (0, 18, 0, 0): 759 + (0, 19, 0, 0): 760 + (0, 20, 0, 0): 761 + (0, 21, 0, 0): 762 + (0, 0, 1, 0): 763 + (0, 0, 2, 0): 764 + (0, 0, 3, 0): 765 + (0, 0, 4, 0): 766 + (0, 0, 5, 0): 767 + (0, 0, 6, 0): 768 + (0, 0, 7, 0): 769 + (0, 0, 8, 0): 770 + (0, 0, 9, 0): 771 + (0, 0, 10, 0): 772 + (0, 0, 11, 0): 773 + (0, 0, 12, 0): 774 + (0, 0, 13, 0): 775 + (0, 0, 14, 0): 776 + (0, 0, 15, 0): 777 + (0, 0, 0, 1): 778 + (0, 0, 0, 2): 779 + (0, 0, 0, 3): 780 + (0, 0, 0, 4): 781 + (0, 0, 0, 5): 782 + (0, 0, 0, 6): 783 + # scale variations + (0.5, 1): 784 + (1, 1): 722 + (2, 1): 785 + (0.5, 0.5): 786 + (1, 0.5): 787 + (2, 0.5): 788 + (0.5, 2): 789 + (1, 2): 790 + (2, 2): 791 + # DIS coeff functions fact variations + lower bound DIS: 792 + central DIS: 722 + upper bound DIS: 793 + # IHOU + MHOU missing prescription: see https://github.com/NNPDF/papers/blob/e2ac1832cf4a36dab83a696564eaa75a4e55f5d2/minutes/minutes-2023-08-18.txt#L148-L157 + (1, 0.5 missing): 794 # As 787 but DIS and N3LO DY from 722 + (1, 2 missing): 795 # As 790 but DIS and N3LO DY from 722 + (1, 0.5 hadronic): 796 # As 787 but DIS from 722 + (1, 2 hadronic): 797 # As 790 but DIS from 722 + # alphas variations + (0.106): 40_002_000 + (0.114): 40_002_001 + (0.115): 40_002_002 + (0.116): 40_002_003 + (0.117): 40_002_004 + (0.118): 722 + (0.119): 40_002_006 + (0.120): 40_002_007 + (0.121): 40_002_008 + (0.122): 40_002_009 + (0.123): 40_002_010 + (0.124): 40_002_011 + (0.125): 40_002_012 + (0.130): 40_002_013 + + - theoryid: 40_002_003 # N3LO, alphas=0.116 + variations: + (0, 0, 0, 0): 722 # central th + (1, 0, 0, 0): 723 # anomalous dimensions variations + (2, 0, 0, 0): 724 + (3, 0, 0, 0): 725 + (4, 0, 0, 0): 726 + (5, 0, 0, 0): 727 + (6, 0, 0, 0): 728 + (7, 0, 0, 0): 729 + (8, 0, 0, 0): 730 + (9, 0, 0, 0): 731 + (10, 0, 0, 0): 732 + (11, 0, 0, 0): 733 + (12, 0, 0, 0): 734 + (13, 0, 0, 0): 735 + (14, 0, 0, 0): 736 + (15, 0, 0, 0): 737 + (16, 0, 0, 0): 738 + (17, 0, 0, 0): 739 + (18, 0, 0, 0): 740 + (19, 0, 0, 0): 741 + (0, 1, 0, 0): 742 + (0, 2, 0, 0): 743 + (0, 3, 0, 0): 744 + (0, 4, 0, 0): 745 + (0, 5, 0, 0): 746 + (0, 6, 0, 0): 747 + (0, 7, 0, 0): 748 + (0, 8, 0, 0): 749 + (0, 9, 0, 0): 750 + (0, 10, 0, 0): 751 + (0, 11, 0, 0): 752 + (0, 12, 0, 0): 753 + (0, 13, 0, 0): 754 + (0, 14, 0, 0): 755 + (0, 15, 0, 0): 756 + (0, 16, 0, 0): 757 + (0, 17, 0, 0): 758 + (0, 18, 0, 0): 759 + (0, 19, 0, 0): 760 + (0, 20, 0, 0): 761 + (0, 21, 0, 0): 762 + (0, 0, 1, 0): 763 + (0, 0, 2, 0): 764 + (0, 0, 3, 0): 765 + (0, 0, 4, 0): 766 + (0, 0, 5, 0): 767 + (0, 0, 6, 0): 768 + (0, 0, 7, 0): 769 + (0, 0, 8, 0): 770 + (0, 0, 9, 0): 771 + (0, 0, 10, 0): 772 + (0, 0, 11, 0): 773 + (0, 0, 12, 0): 774 + (0, 0, 13, 0): 775 + (0, 0, 14, 0): 776 + (0, 0, 15, 0): 777 + (0, 0, 0, 1): 778 + (0, 0, 0, 2): 779 + (0, 0, 0, 3): 780 + (0, 0, 0, 4): 781 + (0, 0, 0, 5): 782 + (0, 0, 0, 6): 783 + # scale variations + (0.5, 1): 784 + (1, 1): 722 + (2, 1): 785 + (0.5, 0.5): 786 + (1, 0.5): 787 + (2, 0.5): 788 + (0.5, 2): 789 + (1, 2): 790 + (2, 2): 791 + # DIS coeff functions fact variations + lower bound DIS: 792 + central DIS: 722 + upper bound DIS: 793 + # IHOU + MHOU missing prescription: see https://github.com/NNPDF/papers/blob/e2ac1832cf4a36dab83a696564eaa75a4e55f5d2/minutes/minutes-2023-08-18.txt#L148-L157 + (1, 0.5 missing): 794 # As 787 but DIS and N3LO DY from 722 + (1, 2 missing): 795 # As 790 but DIS and N3LO DY from 722 + (1, 0.5 hadronic): 796 # As 787 but DIS from 722 + (1, 2 hadronic): 797 # As 790 but DIS from 722 + # alphas variations + (0.106): 40_002_000 + (0.114): 40_002_001 + (0.115): 40_002_002 + (0.116): 40_002_003 + (0.117): 40_002_004 + (0.118): 722 + (0.119): 40_002_006 + (0.120): 40_002_007 + (0.121): 40_002_008 + (0.122): 40_002_009 + (0.123): 40_002_010 + (0.124): 40_002_011 + (0.125): 40_002_012 + (0.130): 40_002_013 + + - theoryid: 40_002_004 # N3LO, alphas=0.117 + variations: + (0, 0, 0, 0): 722 # central th + (1, 0, 0, 0): 723 # anomalous dimensions variations + (2, 0, 0, 0): 724 + (3, 0, 0, 0): 725 + (4, 0, 0, 0): 726 + (5, 0, 0, 0): 727 + (6, 0, 0, 0): 728 + (7, 0, 0, 0): 729 + (8, 0, 0, 0): 730 + (9, 0, 0, 0): 731 + (10, 0, 0, 0): 732 + (11, 0, 0, 0): 733 + (12, 0, 0, 0): 734 + (13, 0, 0, 0): 735 + (14, 0, 0, 0): 736 + (15, 0, 0, 0): 737 + (16, 0, 0, 0): 738 + (17, 0, 0, 0): 739 + (18, 0, 0, 0): 740 + (19, 0, 0, 0): 741 + (0, 1, 0, 0): 742 + (0, 2, 0, 0): 743 + (0, 3, 0, 0): 744 + (0, 4, 0, 0): 745 + (0, 5, 0, 0): 746 + (0, 6, 0, 0): 747 + (0, 7, 0, 0): 748 + (0, 8, 0, 0): 749 + (0, 9, 0, 0): 750 + (0, 10, 0, 0): 751 + (0, 11, 0, 0): 752 + (0, 12, 0, 0): 753 + (0, 13, 0, 0): 754 + (0, 14, 0, 0): 755 + (0, 15, 0, 0): 756 + (0, 16, 0, 0): 757 + (0, 17, 0, 0): 758 + (0, 18, 0, 0): 759 + (0, 19, 0, 0): 760 + (0, 20, 0, 0): 761 + (0, 21, 0, 0): 762 + (0, 0, 1, 0): 763 + (0, 0, 2, 0): 764 + (0, 0, 3, 0): 765 + (0, 0, 4, 0): 766 + (0, 0, 5, 0): 767 + (0, 0, 6, 0): 768 + (0, 0, 7, 0): 769 + (0, 0, 8, 0): 770 + (0, 0, 9, 0): 771 + (0, 0, 10, 0): 772 + (0, 0, 11, 0): 773 + (0, 0, 12, 0): 774 + (0, 0, 13, 0): 775 + (0, 0, 14, 0): 776 + (0, 0, 15, 0): 777 + (0, 0, 0, 1): 778 + (0, 0, 0, 2): 779 + (0, 0, 0, 3): 780 + (0, 0, 0, 4): 781 + (0, 0, 0, 5): 782 + (0, 0, 0, 6): 783 + # scale variations + (0.5, 1): 784 + (1, 1): 722 + (2, 1): 785 + (0.5, 0.5): 786 + (1, 0.5): 787 + (2, 0.5): 788 + (0.5, 2): 789 + (1, 2): 790 + (2, 2): 791 + # DIS coeff functions fact variations + lower bound DIS: 792 + central DIS: 722 + upper bound DIS: 793 + # IHOU + MHOU missing prescription: see https://github.com/NNPDF/papers/blob/e2ac1832cf4a36dab83a696564eaa75a4e55f5d2/minutes/minutes-2023-08-18.txt#L148-L157 + (1, 0.5 missing): 794 # As 787 but DIS and N3LO DY from 722 + (1, 2 missing): 795 # As 790 but DIS and N3LO DY from 722 + (1, 0.5 hadronic): 796 # As 787 but DIS from 722 + (1, 2 hadronic): 797 # As 790 but DIS from 722 + # alphas variations + (0.106): 40_002_000 + (0.114): 40_002_001 + (0.115): 40_002_002 + (0.116): 40_002_003 + (0.117): 40_002_004 + (0.118): 722 + (0.119): 40_002_006 + (0.120): 40_002_007 + (0.121): 40_002_008 + (0.122): 40_002_009 + (0.123): 40_002_010 + (0.124): 40_002_011 + (0.125): 40_002_012 + (0.130): 40_002_013 + + - theoryid: 722 # N3LO baseline + variations: + (0, 0, 0, 0): 722 # central th + (1, 0, 0, 0): 723 # anomalous dimensions variations + (2, 0, 0, 0): 724 + (3, 0, 0, 0): 725 + (4, 0, 0, 0): 726 + (5, 0, 0, 0): 727 + (6, 0, 0, 0): 728 + (7, 0, 0, 0): 729 + (8, 0, 0, 0): 730 + (9, 0, 0, 0): 731 + (10, 0, 0, 0): 732 + (11, 0, 0, 0): 733 + (12, 0, 0, 0): 734 + (13, 0, 0, 0): 735 + (14, 0, 0, 0): 736 + (15, 0, 0, 0): 737 + (16, 0, 0, 0): 738 + (17, 0, 0, 0): 739 + (18, 0, 0, 0): 740 + (19, 0, 0, 0): 741 + (0, 1, 0, 0): 742 + (0, 2, 0, 0): 743 + (0, 3, 0, 0): 744 + (0, 4, 0, 0): 745 + (0, 5, 0, 0): 746 + (0, 6, 0, 0): 747 + (0, 7, 0, 0): 748 + (0, 8, 0, 0): 749 + (0, 9, 0, 0): 750 + (0, 10, 0, 0): 751 + (0, 11, 0, 0): 752 + (0, 12, 0, 0): 753 + (0, 13, 0, 0): 754 + (0, 14, 0, 0): 755 + (0, 15, 0, 0): 756 + (0, 16, 0, 0): 757 + (0, 17, 0, 0): 758 + (0, 18, 0, 0): 759 + (0, 19, 0, 0): 760 + (0, 20, 0, 0): 761 + (0, 21, 0, 0): 762 + (0, 0, 1, 0): 763 + (0, 0, 2, 0): 764 + (0, 0, 3, 0): 765 + (0, 0, 4, 0): 766 + (0, 0, 5, 0): 767 + (0, 0, 6, 0): 768 + (0, 0, 7, 0): 769 + (0, 0, 8, 0): 770 + (0, 0, 9, 0): 771 + (0, 0, 10, 0): 772 + (0, 0, 11, 0): 773 + (0, 0, 12, 0): 774 + (0, 0, 13, 0): 775 + (0, 0, 14, 0): 776 + (0, 0, 15, 0): 777 + (0, 0, 0, 1): 778 + (0, 0, 0, 2): 779 + (0, 0, 0, 3): 780 + (0, 0, 0, 4): 781 + (0, 0, 0, 5): 782 + (0, 0, 0, 6): 783 + # scale variations + (0.5, 1): 784 + (1, 1): 722 + (2, 1): 785 + (0.5, 0.5): 786 + (1, 0.5): 787 + (2, 0.5): 788 + (0.5, 2): 789 + (1, 2): 790 + (2, 2): 791 + # DIS coeff functions fact variations + lower bound DIS: 792 + central DIS: 722 + upper bound DIS: 793 + # IHOU + MHOU missing prescription: see https://github.com/NNPDF/papers/blob/e2ac1832cf4a36dab83a696564eaa75a4e55f5d2/minutes/minutes-2023-08-18.txt#L148-L157 + (1, 0.5 missing): 794 # As 787 but DIS and N3LO DY from 722 + (1, 2 missing): 795 # As 790 but DIS and N3LO DY from 722 + (1, 0.5 hadronic): 796 # As 787 but DIS from 722 + (1, 2 hadronic): 797 # As 790 but DIS from 722 + # alphas variations + (0.106): 40_002_000 + (0.114): 40_002_001 + (0.115): 40_002_002 + (0.116): 40_002_003 + (0.117): 40_002_004 + (0.118): 722 + (0.119): 40_002_006 + (0.120): 40_002_007 + (0.121): 40_002_008 + (0.122): 40_002_009 + (0.123): 40_002_010 + (0.124): 40_002_011 + (0.125): 40_002_012 + (0.130): 40_002_013 + + - theoryid: 40_002_006 # N3LO, alphas=0.119 + variations: + (0, 0, 0, 0): 722 # central th + (1, 0, 0, 0): 723 # anomalous dimensions variations + (2, 0, 0, 0): 724 + (3, 0, 0, 0): 725 + (4, 0, 0, 0): 726 + (5, 0, 0, 0): 727 + (6, 0, 0, 0): 728 + (7, 0, 0, 0): 729 + (8, 0, 0, 0): 730 + (9, 0, 0, 0): 731 + (10, 0, 0, 0): 732 + (11, 0, 0, 0): 733 + (12, 0, 0, 0): 734 + (13, 0, 0, 0): 735 + (14, 0, 0, 0): 736 + (15, 0, 0, 0): 737 + (16, 0, 0, 0): 738 + (17, 0, 0, 0): 739 + (18, 0, 0, 0): 740 + (19, 0, 0, 0): 741 + (0, 1, 0, 0): 742 + (0, 2, 0, 0): 743 + (0, 3, 0, 0): 744 + (0, 4, 0, 0): 745 + (0, 5, 0, 0): 746 + (0, 6, 0, 0): 747 + (0, 7, 0, 0): 748 + (0, 8, 0, 0): 749 + (0, 9, 0, 0): 750 + (0, 10, 0, 0): 751 + (0, 11, 0, 0): 752 + (0, 12, 0, 0): 753 + (0, 13, 0, 0): 754 + (0, 14, 0, 0): 755 + (0, 15, 0, 0): 756 + (0, 16, 0, 0): 757 + (0, 17, 0, 0): 758 + (0, 18, 0, 0): 759 + (0, 19, 0, 0): 760 + (0, 20, 0, 0): 761 + (0, 21, 0, 0): 762 + (0, 0, 1, 0): 763 + (0, 0, 2, 0): 764 + (0, 0, 3, 0): 765 + (0, 0, 4, 0): 766 + (0, 0, 5, 0): 767 + (0, 0, 6, 0): 768 + (0, 0, 7, 0): 769 + (0, 0, 8, 0): 770 + (0, 0, 9, 0): 771 + (0, 0, 10, 0): 772 + (0, 0, 11, 0): 773 + (0, 0, 12, 0): 774 + (0, 0, 13, 0): 775 + (0, 0, 14, 0): 776 + (0, 0, 15, 0): 777 + (0, 0, 0, 1): 778 + (0, 0, 0, 2): 779 + (0, 0, 0, 3): 780 + (0, 0, 0, 4): 781 + (0, 0, 0, 5): 782 + (0, 0, 0, 6): 783 + # scale variations + (0.5, 1): 784 + (1, 1): 722 + (2, 1): 785 + (0.5, 0.5): 786 + (1, 0.5): 787 + (2, 0.5): 788 + (0.5, 2): 789 + (1, 2): 790 + (2, 2): 791 + # DIS coeff functions fact variations + lower bound DIS: 792 + central DIS: 722 + upper bound DIS: 793 + # IHOU + MHOU missing prescription: see https://github.com/NNPDF/papers/blob/e2ac1832cf4a36dab83a696564eaa75a4e55f5d2/minutes/minutes-2023-08-18.txt#L148-L157 + (1, 0.5 missing): 794 # As 787 but DIS and N3LO DY from 722 + (1, 2 missing): 795 # As 790 but DIS and N3LO DY from 722 + (1, 0.5 hadronic): 796 # As 787 but DIS from 722 + (1, 2 hadronic): 797 # As 790 but DIS from 722 + # alphas variations + (0.106): 40_002_000 + (0.114): 40_002_001 + (0.115): 40_002_002 + (0.116): 40_002_003 + (0.117): 40_002_004 + (0.118): 722 + (0.119): 40_002_006 + (0.120): 40_002_007 + (0.121): 40_002_008 + (0.122): 40_002_009 + (0.123): 40_002_010 + (0.124): 40_002_011 + (0.125): 40_002_012 + (0.130): 40_002_013 + + - theoryid: 40_002_007 # N3LO, alphas=0.120 + variations: + (0, 0, 0, 0): 722 # central th + (1, 0, 0, 0): 723 # anomalous dimensions variations + (2, 0, 0, 0): 724 + (3, 0, 0, 0): 725 + (4, 0, 0, 0): 726 + (5, 0, 0, 0): 727 + (6, 0, 0, 0): 728 + (7, 0, 0, 0): 729 + (8, 0, 0, 0): 730 + (9, 0, 0, 0): 731 + (10, 0, 0, 0): 732 + (11, 0, 0, 0): 733 + (12, 0, 0, 0): 734 + (13, 0, 0, 0): 735 + (14, 0, 0, 0): 736 + (15, 0, 0, 0): 737 + (16, 0, 0, 0): 738 + (17, 0, 0, 0): 739 + (18, 0, 0, 0): 740 + (19, 0, 0, 0): 741 + (0, 1, 0, 0): 742 + (0, 2, 0, 0): 743 + (0, 3, 0, 0): 744 + (0, 4, 0, 0): 745 + (0, 5, 0, 0): 746 + (0, 6, 0, 0): 747 + (0, 7, 0, 0): 748 + (0, 8, 0, 0): 749 + (0, 9, 0, 0): 750 + (0, 10, 0, 0): 751 + (0, 11, 0, 0): 752 + (0, 12, 0, 0): 753 + (0, 13, 0, 0): 754 + (0, 14, 0, 0): 755 + (0, 15, 0, 0): 756 + (0, 16, 0, 0): 757 + (0, 17, 0, 0): 758 + (0, 18, 0, 0): 759 + (0, 19, 0, 0): 760 + (0, 20, 0, 0): 761 + (0, 21, 0, 0): 762 + (0, 0, 1, 0): 763 + (0, 0, 2, 0): 764 + (0, 0, 3, 0): 765 + (0, 0, 4, 0): 766 + (0, 0, 5, 0): 767 + (0, 0, 6, 0): 768 + (0, 0, 7, 0): 769 + (0, 0, 8, 0): 770 + (0, 0, 9, 0): 771 + (0, 0, 10, 0): 772 + (0, 0, 11, 0): 773 + (0, 0, 12, 0): 774 + (0, 0, 13, 0): 775 + (0, 0, 14, 0): 776 + (0, 0, 15, 0): 777 + (0, 0, 0, 1): 778 + (0, 0, 0, 2): 779 + (0, 0, 0, 3): 780 + (0, 0, 0, 4): 781 + (0, 0, 0, 5): 782 + (0, 0, 0, 6): 783 + # scale variations + (0.5, 1): 784 + (1, 1): 722 + (2, 1): 785 + (0.5, 0.5): 786 + (1, 0.5): 787 + (2, 0.5): 788 + (0.5, 2): 789 + (1, 2): 790 + (2, 2): 791 + # DIS coeff functions fact variations + lower bound DIS: 792 + central DIS: 722 + upper bound DIS: 793 + # IHOU + MHOU missing prescription: see https://github.com/NNPDF/papers/blob/e2ac1832cf4a36dab83a696564eaa75a4e55f5d2/minutes/minutes-2023-08-18.txt#L148-L157 + (1, 0.5 missing): 794 # As 787 but DIS and N3LO DY from 722 + (1, 2 missing): 795 # As 790 but DIS and N3LO DY from 722 + (1, 0.5 hadronic): 796 # As 787 but DIS from 722 + (1, 2 hadronic): 797 # As 790 but DIS from 722 + # alphas variations + (0.106): 40_002_000 + (0.114): 40_002_001 + (0.115): 40_002_002 + (0.116): 40_002_003 + (0.117): 40_002_004 + (0.118): 722 + (0.119): 40_002_006 + (0.120): 40_002_007 + (0.121): 40_002_008 + (0.122): 40_002_009 + (0.123): 40_002_010 + (0.124): 40_002_011 + (0.125): 40_002_012 + (0.130): 40_002_013 + + - theoryid: 40_002_008 # N3LO, alphas=0.121 + variations: + (0, 0, 0, 0): 722 # central th + (1, 0, 0, 0): 723 # anomalous dimensions variations + (2, 0, 0, 0): 724 + (3, 0, 0, 0): 725 + (4, 0, 0, 0): 726 + (5, 0, 0, 0): 727 + (6, 0, 0, 0): 728 + (7, 0, 0, 0): 729 + (8, 0, 0, 0): 730 + (9, 0, 0, 0): 731 + (10, 0, 0, 0): 732 + (11, 0, 0, 0): 733 + (12, 0, 0, 0): 734 + (13, 0, 0, 0): 735 + (14, 0, 0, 0): 736 + (15, 0, 0, 0): 737 + (16, 0, 0, 0): 738 + (17, 0, 0, 0): 739 + (18, 0, 0, 0): 740 + (19, 0, 0, 0): 741 + (0, 1, 0, 0): 742 + (0, 2, 0, 0): 743 + (0, 3, 0, 0): 744 + (0, 4, 0, 0): 745 + (0, 5, 0, 0): 746 + (0, 6, 0, 0): 747 + (0, 7, 0, 0): 748 + (0, 8, 0, 0): 749 + (0, 9, 0, 0): 750 + (0, 10, 0, 0): 751 + (0, 11, 0, 0): 752 + (0, 12, 0, 0): 753 + (0, 13, 0, 0): 754 + (0, 14, 0, 0): 755 + (0, 15, 0, 0): 756 + (0, 16, 0, 0): 757 + (0, 17, 0, 0): 758 + (0, 18, 0, 0): 759 + (0, 19, 0, 0): 760 + (0, 20, 0, 0): 761 + (0, 21, 0, 0): 762 + (0, 0, 1, 0): 763 + (0, 0, 2, 0): 764 + (0, 0, 3, 0): 765 + (0, 0, 4, 0): 766 + (0, 0, 5, 0): 767 + (0, 0, 6, 0): 768 + (0, 0, 7, 0): 769 + (0, 0, 8, 0): 770 + (0, 0, 9, 0): 771 + (0, 0, 10, 0): 772 + (0, 0, 11, 0): 773 + (0, 0, 12, 0): 774 + (0, 0, 13, 0): 775 + (0, 0, 14, 0): 776 + (0, 0, 15, 0): 777 + (0, 0, 0, 1): 778 + (0, 0, 0, 2): 779 + (0, 0, 0, 3): 780 + (0, 0, 0, 4): 781 + (0, 0, 0, 5): 782 + (0, 0, 0, 6): 783 + # scale variations + (0.5, 1): 784 + (1, 1): 722 + (2, 1): 785 + (0.5, 0.5): 786 + (1, 0.5): 787 + (2, 0.5): 788 + (0.5, 2): 789 + (1, 2): 790 + (2, 2): 791 + # DIS coeff functions fact variations + lower bound DIS: 792 + central DIS: 722 + upper bound DIS: 793 + # IHOU + MHOU missing prescription: see https://github.com/NNPDF/papers/blob/e2ac1832cf4a36dab83a696564eaa75a4e55f5d2/minutes/minutes-2023-08-18.txt#L148-L157 + (1, 0.5 missing): 794 # As 787 but DIS and N3LO DY from 722 + (1, 2 missing): 795 # As 790 but DIS and N3LO DY from 722 + (1, 0.5 hadronic): 796 # As 787 but DIS from 722 + (1, 2 hadronic): 797 # As 790 but DIS from 722 + # alphas variations + (0.106): 40_002_000 + (0.114): 40_002_001 + (0.115): 40_002_002 + (0.116): 40_002_003 + (0.117): 40_002_004 + (0.118): 722 + (0.119): 40_002_006 + (0.120): 40_002_007 + (0.121): 40_002_008 + (0.122): 40_002_009 + (0.123): 40_002_010 + (0.124): 40_002_011 + (0.125): 40_002_012 + (0.130): 40_002_013 + + - theoryid: 40_002_009 # N3LO, alphas=0.122 + variations: + (0, 0, 0, 0): 722 # central th + (1, 0, 0, 0): 723 # anomalous dimensions variations + (2, 0, 0, 0): 724 + (3, 0, 0, 0): 725 + (4, 0, 0, 0): 726 + (5, 0, 0, 0): 727 + (6, 0, 0, 0): 728 + (7, 0, 0, 0): 729 + (8, 0, 0, 0): 730 + (9, 0, 0, 0): 731 + (10, 0, 0, 0): 732 + (11, 0, 0, 0): 733 + (12, 0, 0, 0): 734 + (13, 0, 0, 0): 735 + (14, 0, 0, 0): 736 + (15, 0, 0, 0): 737 + (16, 0, 0, 0): 738 + (17, 0, 0, 0): 739 + (18, 0, 0, 0): 740 + (19, 0, 0, 0): 741 + (0, 1, 0, 0): 742 + (0, 2, 0, 0): 743 + (0, 3, 0, 0): 744 + (0, 4, 0, 0): 745 + (0, 5, 0, 0): 746 + (0, 6, 0, 0): 747 + (0, 7, 0, 0): 748 + (0, 8, 0, 0): 749 + (0, 9, 0, 0): 750 + (0, 10, 0, 0): 751 + (0, 11, 0, 0): 752 + (0, 12, 0, 0): 753 + (0, 13, 0, 0): 754 + (0, 14, 0, 0): 755 + (0, 15, 0, 0): 756 + (0, 16, 0, 0): 757 + (0, 17, 0, 0): 758 + (0, 18, 0, 0): 759 + (0, 19, 0, 0): 760 + (0, 20, 0, 0): 761 + (0, 21, 0, 0): 762 + (0, 0, 1, 0): 763 + (0, 0, 2, 0): 764 + (0, 0, 3, 0): 765 + (0, 0, 4, 0): 766 + (0, 0, 5, 0): 767 + (0, 0, 6, 0): 768 + (0, 0, 7, 0): 769 + (0, 0, 8, 0): 770 + (0, 0, 9, 0): 771 + (0, 0, 10, 0): 772 + (0, 0, 11, 0): 773 + (0, 0, 12, 0): 774 + (0, 0, 13, 0): 775 + (0, 0, 14, 0): 776 + (0, 0, 15, 0): 777 + (0, 0, 0, 1): 778 + (0, 0, 0, 2): 779 + (0, 0, 0, 3): 780 + (0, 0, 0, 4): 781 + (0, 0, 0, 5): 782 + (0, 0, 0, 6): 783 + # scale variations + (0.5, 1): 784 + (1, 1): 722 + (2, 1): 785 + (0.5, 0.5): 786 + (1, 0.5): 787 + (2, 0.5): 788 + (0.5, 2): 789 + (1, 2): 790 + (2, 2): 791 + # DIS coeff functions fact variations + lower bound DIS: 792 + central DIS: 722 + upper bound DIS: 793 + # IHOU + MHOU missing prescription: see https://github.com/NNPDF/papers/blob/e2ac1832cf4a36dab83a696564eaa75a4e55f5d2/minutes/minutes-2023-08-18.txt#L148-L157 + (1, 0.5 missing): 794 # As 787 but DIS and N3LO DY from 722 + (1, 2 missing): 795 # As 790 but DIS and N3LO DY from 722 + (1, 0.5 hadronic): 796 # As 787 but DIS from 722 + (1, 2 hadronic): 797 # As 790 but DIS from 722 + # alphas variations + (0.106): 40_002_000 + (0.114): 40_002_001 + (0.115): 40_002_002 + (0.116): 40_002_003 + (0.117): 40_002_004 + (0.118): 722 + (0.119): 40_002_006 + (0.120): 40_002_007 + (0.121): 40_002_008 + (0.122): 40_002_009 + (0.123): 40_002_010 + (0.124): 40_002_011 + (0.125): 40_002_012 + (0.130): 40_002_013 + + - theoryid: 40_002_010 # N3LO, alphas=0.123 + variations: + (0, 0, 0, 0): 722 # central th + (1, 0, 0, 0): 723 # anomalous dimensions variations + (2, 0, 0, 0): 724 + (3, 0, 0, 0): 725 + (4, 0, 0, 0): 726 + (5, 0, 0, 0): 727 + (6, 0, 0, 0): 728 + (7, 0, 0, 0): 729 + (8, 0, 0, 0): 730 + (9, 0, 0, 0): 731 + (10, 0, 0, 0): 732 + (11, 0, 0, 0): 733 + (12, 0, 0, 0): 734 + (13, 0, 0, 0): 735 + (14, 0, 0, 0): 736 + (15, 0, 0, 0): 737 + (16, 0, 0, 0): 738 + (17, 0, 0, 0): 739 + (18, 0, 0, 0): 740 + (19, 0, 0, 0): 741 + (0, 1, 0, 0): 742 + (0, 2, 0, 0): 743 + (0, 3, 0, 0): 744 + (0, 4, 0, 0): 745 + (0, 5, 0, 0): 746 + (0, 6, 0, 0): 747 + (0, 7, 0, 0): 748 + (0, 8, 0, 0): 749 + (0, 9, 0, 0): 750 + (0, 10, 0, 0): 751 + (0, 11, 0, 0): 752 + (0, 12, 0, 0): 753 + (0, 13, 0, 0): 754 + (0, 14, 0, 0): 755 + (0, 15, 0, 0): 756 + (0, 16, 0, 0): 757 + (0, 17, 0, 0): 758 + (0, 18, 0, 0): 759 + (0, 19, 0, 0): 760 + (0, 20, 0, 0): 761 + (0, 21, 0, 0): 762 + (0, 0, 1, 0): 763 + (0, 0, 2, 0): 764 + (0, 0, 3, 0): 765 + (0, 0, 4, 0): 766 + (0, 0, 5, 0): 767 + (0, 0, 6, 0): 768 + (0, 0, 7, 0): 769 + (0, 0, 8, 0): 770 + (0, 0, 9, 0): 771 + (0, 0, 10, 0): 772 + (0, 0, 11, 0): 773 + (0, 0, 12, 0): 774 + (0, 0, 13, 0): 775 + (0, 0, 14, 0): 776 + (0, 0, 15, 0): 777 + (0, 0, 0, 1): 778 + (0, 0, 0, 2): 779 + (0, 0, 0, 3): 780 + (0, 0, 0, 4): 781 + (0, 0, 0, 5): 782 + (0, 0, 0, 6): 783 + # scale variations + (0.5, 1): 784 + (1, 1): 722 + (2, 1): 785 + (0.5, 0.5): 786 + (1, 0.5): 787 + (2, 0.5): 788 + (0.5, 2): 789 + (1, 2): 790 + (2, 2): 791 + # DIS coeff functions fact variations + lower bound DIS: 792 + central DIS: 722 + upper bound DIS: 793 + # IHOU + MHOU missing prescription: see https://github.com/NNPDF/papers/blob/e2ac1832cf4a36dab83a696564eaa75a4e55f5d2/minutes/minutes-2023-08-18.txt#L148-L157 + (1, 0.5 missing): 794 # As 787 but DIS and N3LO DY from 722 + (1, 2 missing): 795 # As 790 but DIS and N3LO DY from 722 + (1, 0.5 hadronic): 796 # As 787 but DIS from 722 + (1, 2 hadronic): 797 # As 790 but DIS from 722 + # alphas variations + (0.106): 40_002_000 + (0.114): 40_002_001 + (0.115): 40_002_002 + (0.116): 40_002_003 + (0.117): 40_002_004 + (0.118): 722 + (0.119): 40_002_006 + (0.120): 40_002_007 + (0.121): 40_002_008 + (0.122): 40_002_009 + (0.123): 40_002_010 + (0.124): 40_002_011 + (0.125): 40_002_012 + (0.130): 40_002_013 + + - theoryid: 40_002_011 # N3LO, alphas=0.124 + variations: + (0, 0, 0, 0): 722 # central th + (1, 0, 0, 0): 723 # anomalous dimensions variations + (2, 0, 0, 0): 724 + (3, 0, 0, 0): 725 + (4, 0, 0, 0): 726 + (5, 0, 0, 0): 727 + (6, 0, 0, 0): 728 + (7, 0, 0, 0): 729 + (8, 0, 0, 0): 730 + (9, 0, 0, 0): 731 + (10, 0, 0, 0): 732 + (11, 0, 0, 0): 733 + (12, 0, 0, 0): 734 + (13, 0, 0, 0): 735 + (14, 0, 0, 0): 736 + (15, 0, 0, 0): 737 + (16, 0, 0, 0): 738 + (17, 0, 0, 0): 739 + (18, 0, 0, 0): 740 + (19, 0, 0, 0): 741 + (0, 1, 0, 0): 742 + (0, 2, 0, 0): 743 + (0, 3, 0, 0): 744 + (0, 4, 0, 0): 745 + (0, 5, 0, 0): 746 + (0, 6, 0, 0): 747 + (0, 7, 0, 0): 748 + (0, 8, 0, 0): 749 + (0, 9, 0, 0): 750 + (0, 10, 0, 0): 751 + (0, 11, 0, 0): 752 + (0, 12, 0, 0): 753 + (0, 13, 0, 0): 754 + (0, 14, 0, 0): 755 + (0, 15, 0, 0): 756 + (0, 16, 0, 0): 757 + (0, 17, 0, 0): 758 + (0, 18, 0, 0): 759 + (0, 19, 0, 0): 760 + (0, 20, 0, 0): 761 + (0, 21, 0, 0): 762 + (0, 0, 1, 0): 763 + (0, 0, 2, 0): 764 + (0, 0, 3, 0): 765 + (0, 0, 4, 0): 766 + (0, 0, 5, 0): 767 + (0, 0, 6, 0): 768 + (0, 0, 7, 0): 769 + (0, 0, 8, 0): 770 + (0, 0, 9, 0): 771 + (0, 0, 10, 0): 772 + (0, 0, 11, 0): 773 + (0, 0, 12, 0): 774 + (0, 0, 13, 0): 775 + (0, 0, 14, 0): 776 + (0, 0, 15, 0): 777 + (0, 0, 0, 1): 778 + (0, 0, 0, 2): 779 + (0, 0, 0, 3): 780 + (0, 0, 0, 4): 781 + (0, 0, 0, 5): 782 + (0, 0, 0, 6): 783 + # scale variations + (0.5, 1): 784 + (1, 1): 722 + (2, 1): 785 + (0.5, 0.5): 786 + (1, 0.5): 787 + (2, 0.5): 788 + (0.5, 2): 789 + (1, 2): 790 + (2, 2): 791 + # DIS coeff functions fact variations + lower bound DIS: 792 + central DIS: 722 + upper bound DIS: 793 + # IHOU + MHOU missing prescription: see https://github.com/NNPDF/papers/blob/e2ac1832cf4a36dab83a696564eaa75a4e55f5d2/minutes/minutes-2023-08-18.txt#L148-L157 + (1, 0.5 missing): 794 # As 787 but DIS and N3LO DY from 722 + (1, 2 missing): 795 # As 790 but DIS and N3LO DY from 722 + (1, 0.5 hadronic): 796 # As 787 but DIS from 722 + (1, 2 hadronic): 797 # As 790 but DIS from 722 + # alphas variations + (0.106): 40_002_000 + (0.114): 40_002_001 + (0.115): 40_002_002 + (0.116): 40_002_003 + (0.117): 40_002_004 + (0.118): 722 + (0.119): 40_002_006 + (0.120): 40_002_007 + (0.121): 40_002_008 + (0.122): 40_002_009 + (0.123): 40_002_010 + (0.124): 40_002_011 + (0.125): 40_002_012 + (0.130): 40_002_013 + + - theoryid: 40_002_012 # N3LO, alphas=0.125 variations: (0, 0, 0, 0): 722 # central th (1, 0, 0, 0): 723 # anomalous dimensions variations diff --git a/validphys2/src/validphys/scripts/vp_comparefits.py b/validphys2/src/validphys/scripts/vp_comparefits.py index 7c79a7c05e..eb2251038a 100644 --- a/validphys2/src/validphys/scripts/vp_comparefits.py +++ b/validphys2/src/validphys/scripts/vp_comparefits.py @@ -1,18 +1,17 @@ -import sys -import os import logging +import os +import sys # TODO: Look into making these lazy imports import prompt_toolkit from prompt_toolkit.completion import WordCompleter -from reportengine.compat import yaml from reportengine.colors import t - +from validphys import compareclosuretemplates, comparefittemplates from validphys.app import App from validphys.loader import RemoteLoader -from validphys import comparefittemplates, compareclosuretemplates -from validphys.promptutils import confirm, KeywordsWithCache +from validphys.promptutils import KeywordsWithCache, confirm +from validphys.utils import yaml_safe log = logging.getLogger(__name__) @@ -241,7 +240,7 @@ def get_config(self): with open(self.args['config_yml']) as f: # TODO: Ideally this would load round trip but needs # to be fixed in reportengine. - c = yaml.safe_load(f) + c = yaml_safe.load(f) c.update(self.complete_mapping()) return self.config_class(c, environment=self.environment) diff --git a/validphys2/src/validphys/scripts/vp_deltachi2.py b/validphys2/src/validphys/scripts/vp_deltachi2.py index 8762ede5c3..41ca8543eb 100644 --- a/validphys2/src/validphys/scripts/vp_deltachi2.py +++ b/validphys2/src/validphys/scripts/vp_deltachi2.py @@ -2,27 +2,19 @@ import os import pwd -from reportengine.compat import yaml - from validphys import deltachi2templates from validphys.app import App - +from validphys.utils import yaml_safe log = logging.getLogger(__name__) class HyperoptPlotApp(App): def add_positional_arguments(self, parser): - """ Wrapper around argumentparser """ - parser.add_argument( - "fit", help="Name of the fit", - ) - parser.add_argument( - "hessian_pdfs", help="Name of the set of Hessian pdfs", - ) - parser.add_argument( - "--Q", help="Energy Scale in GeV", type=float, default=1.7, - ) + """Wrapper around argumentparser""" + parser.add_argument("fit", help="Name of the fit") + parser.add_argument("hessian_pdfs", help="Name of the set of Hessian pdfs") + parser.add_argument("--Q", help="Energy Scale in GeV", type=float, default=1.7) # Report meta data parser.add_argument( "--author", @@ -30,9 +22,7 @@ def add_positional_arguments(self, parser): type=str, default=pwd.getpwuid(os.getuid())[4].replace(",", ""), ) - parser.add_argument( - "--title", help="Add custom title to the report's meta data", type=str, - ) + parser.add_argument("--title", help="Add custom title to the report's meta data", type=str) parser.add_argument( "--keywords", help="Add keywords to the report's meta data. The keywords must be provided as a list", @@ -67,14 +57,8 @@ def complete_mapping(self): "normalize_to": fit, } - autosettings["decomposition"] = { - "normalize_to": hessian_pdfs, - "pdf": hessian_pdfs, - } - autosettings["MC_Hessian_compare"] = { - "pdfs": [hessian_pdfs, fit], - "normalize_to": fit, - } + autosettings["decomposition"] = {"normalize_to": hessian_pdfs, "pdf": hessian_pdfs} + autosettings["MC_Hessian_compare"] = {"pdfs": [hessian_pdfs, fit], "normalize_to": fit} return autosettings @@ -85,7 +69,7 @@ def get_config(self): with open(runcard) as f: # TODO: Ideally this would load round trip but needs # to be fixed in reportengine. - c = yaml.safe_load(f) + c = yaml_safe.load(f) c.update(complete_mapping) return self.config_class(c, environment=self.environment) diff --git a/validphys2/src/validphys/scripts/vp_hyperoptplot.py b/validphys2/src/validphys/scripts/vp_hyperoptplot.py index 1faa875070..0d767f2aa8 100644 --- a/validphys2/src/validphys/scripts/vp_hyperoptplot.py +++ b/validphys2/src/validphys/scripts/vp_hyperoptplot.py @@ -1,22 +1,21 @@ -from validphys.app import App -from validphys.loader import Loader, HyperscanNotFound -from validphys import hyperplottemplates -from reportengine.compat import yaml -import pwd +import logging import os +import pwd -import logging +from validphys import hyperplottemplates +from validphys.app import App +from validphys.loader import HyperscanNotFound, Loader +from validphys.utils import yaml_safe log = logging.getLogger(__name__) class HyperoptPlotApp(App): def add_positional_arguments(self, parser): - """ Wrapper around argumentparser """ + """Wrapper around argumentparser""" # Hyperopt settings parser.add_argument( - "hyperopt_name", - help="Folder of the hyperopt fit to generate the report for", + "hyperopt_name", help="Folder of the hyperopt fit to generate the report for" ) parser.add_argument( "-l", @@ -73,16 +72,12 @@ def add_positional_arguments(self, parser): type=str, default=pwd.getpwuid(os.getuid())[4].replace(",", ""), ) - parser.add_argument( - "--title", - help="Add custom title to the report's meta data", - type=str, - ) + parser.add_argument("--title", help="Add custom title to the report's meta data", type=str) parser.add_argument( "--keywords", help="Add keywords to the report's meta data. The keywords must be provided as a list", type=list, - default=[] + default=[], ) args = parser.parse_args() @@ -104,7 +99,7 @@ def complete_mapping(self): hyperop_folder = hyperop_folder[:-1] with open(hyperopt_filter) as f: - filtercard = yaml.safe_load(f) + filtercard = yaml_safe.load(f) folder_path = hyperop_folder index_slash = folder_path.rfind("/") + 1 @@ -127,7 +122,7 @@ def complete_mapping(self): "combine": args["combine"], "autofilter": args["autofilter"], "debug": args["debug"], - "loss_target": args["loss_target"] + "loss_target": args["loss_target"], } try: @@ -148,7 +143,7 @@ def get_config(self): with open(self.args['config_yml']) as f: # TODO: Ideally this would load round trip but needs # to be fixed in reportengine. - c = yaml.safe_load(f) + c = yaml_safe.load(f) c.update(self.complete_mapping()) return self.config_class(c, environment=self.environment) diff --git a/validphys2/src/validphys/scripts/vp_nextfitruncard.py b/validphys2/src/validphys/scripts/vp_nextfitruncard.py index ecf379e014..51e5dd7e9b 100644 --- a/validphys2/src/validphys/scripts/vp_nextfitruncard.py +++ b/validphys2/src/validphys/scripts/vp_nextfitruncard.py @@ -16,16 +16,16 @@ """ import argparse +import logging import os import pathlib import sys -import logging + import prompt_toolkit from reportengine import colors -from reportengine.compat import yaml - from validphys.api import API +from validphys.utils import yaml_safe # arguments for np.clip to enforce integrability. # key should be identical to runcard key, first inner dictionary can contain @@ -40,11 +40,10 @@ "t8": {"smallx": {"a_min": None, "a_max": 1.0}}, } + # Take command line arguments def process_args(): - parser = argparse.ArgumentParser( - description="Script to generate iterated fit runcard." - ) + parser = argparse.ArgumentParser(description="Script to generate iterated fit runcard.") parser.add_argument("input_fit", help="Name of input fit.") parser.add_argument( "output_dir", @@ -65,7 +64,12 @@ def process_args(): "Do not enforce any preprocessing constraints, which are chosen to " "ensure integrability. By default the following constraints are " f"used: {PREPROCESSING_LIMS}" - ) + ), + ) + parser.add_argument( + "--no-interactive", + action="store_true", + help=("Do not ask for user input on the description key or open the vi editor."), ) args = parser.parse_args() return args @@ -125,18 +129,19 @@ def main(): preproc_lims = PREPROCESSING_LIMS log.info( "The following constraints will be used for preprocessing ranges, \n%s", - yaml.dump(preproc_lims), + yaml_safe.dump(preproc_lims, sys.stdout), ) else: # don't enforce any limits. preproc_lims = None - updated_description = interactive_description(description) + if args.no_interactive: + updated_description = description + else: + updated_description = interactive_description(description) iterated_runcard_yaml = API.iterated_runcard_yaml( - fit=input_fit, - _updated_description=updated_description, - _flmap_np_clip_arg=preproc_lims, + fit=input_fit, _updated_description=updated_description, _flmap_np_clip_arg=preproc_lims ) # Write new runcard to file @@ -144,9 +149,10 @@ def main(): outfile.write(iterated_runcard_yaml) log.info("Runcard for iterated fit written to %s.", runcard_path_out.absolute()) - # Open new runcard with default editor, or if one is not set, with vi - EDITOR = os.environ.get("EDITOR") if os.environ.get("EDITOR") else "vi" - os.system(f"{EDITOR} {runcard_path_out}") + if not args.no_interactive: + # Open new runcard with default editor, or if one is not set, with vi + EDITOR = os.environ.get("EDITOR") if os.environ.get("EDITOR") else "vi" + os.system(f"{EDITOR} {runcard_path_out}") if __name__ == "__main__": diff --git a/validphys2/src/validphys/scripts/vp_pdffromreplicas.py b/validphys2/src/validphys/scripts/vp_pdffromreplicas.py index e68df56dcc..4c87e8584a 100755 --- a/validphys2/src/validphys/scripts/vp_pdffromreplicas.py +++ b/validphys2/src/validphys/scripts/vp_pdffromreplicas.py @@ -27,13 +27,12 @@ import tempfile import pandas as pd -from reportengine import colors -from reportengine.compat import yaml +from reportengine import colors from validphys import lhaindex from validphys.lhio import new_pdf_from_indexes from validphys.loader import FallbackLoader - +from validphys.utils import yaml_safe log = logging.getLogger() log.setLevel(logging.INFO) @@ -53,9 +52,7 @@ def check_none_or_gt_one(value): try: ivalue = int(value) except ValueError as e: - raise argparse.ArgumentTypeError( - f"{value} cannot be interpreted as an integer." - ) from e + raise argparse.ArgumentTypeError(f"{value} cannot be interpreted as an integer.") from e if ivalue <= 0: raise argparse.ArgumentTypeError(f"{value} is an invalid positive int value.") return ivalue @@ -92,9 +89,7 @@ def main(): input_pdf = loader.check_pdf(args.input_pdf) if input_pdf.error_type != "replicas": - log.error( - "Error type of input PDF must be `replicas` not `%s`", input_pdf.error_type - ) + log.error("Error type of input PDF must be `replicas` not `%s`", input_pdf.error_type) sys.exit(1) if args.replicas > len(input_pdf) - 1: @@ -115,11 +110,7 @@ def main(): with tempfile.TemporaryDirectory() as f: try: new_pdf_from_indexes( - input_pdf, - indices, - set_name=output_name, - folder=pathlib.Path(f), - installgrid=True, + input_pdf, indices, set_name=output_name, folder=pathlib.Path(f), installgrid=True ) except FileExistsError: log.error( @@ -133,39 +124,30 @@ def main(): "PDFs in the LHAPDF format are required to have 2 replicas, copying " "replica 1 to replica 2" ) - base_name = str( - pathlib.Path(lhaindex.get_lha_datapath()) / output_name / output_name - ) + base_name = str(pathlib.Path(lhaindex.get_lha_datapath()) / output_name / output_name) - shutil.copyfile( - base_name + "_0001.dat", base_name + "_0002.dat", - ) + shutil.copyfile(base_name + "_0001.dat", base_name + "_0002.dat") # fixup info file - with open(base_name + ".info", "r") as f: - info_file = yaml.safe_load(f) + with open(base_name + ".info") as f: + info_file = yaml_safe.load(f) info_file["NumMembers"] = 3 with open(base_name + ".info", "w") as f: - yaml.dump(info_file, f) + yaml_safe.dump(info_file, f) # here we update old indices in case the user creates # the original_index_mapping.csv - indices = 2*indices + indices = 2 * indices if args.save_indices: index_file = ( - pathlib.Path(lhaindex.get_lha_datapath()) - / output_name - / "original_index_mapping.csv" + pathlib.Path(lhaindex.get_lha_datapath()) / output_name / "original_index_mapping.csv" ) log.info("Saving output PDF/input PDF replica index mapping to %s", index_file) with open(index_file, "w+") as f: pd.DataFrame( list(enumerate(indices, 1)), - columns=[ - f"{output_name} replica index", - f"{args.input_pdf} replica index", - ], + columns=[f"{output_name} replica index", f"{args.input_pdf} replica index"], ).to_csv(f, index=False) diff --git a/validphys2/src/validphys/scripts/vp_pdfrename.py b/validphys2/src/validphys/scripts/vp_pdfrename.py index 5fd0124cbf..68c9a3748d 100755 --- a/validphys2/src/validphys/scripts/vp_pdfrename.py +++ b/validphys2/src/validphys/scripts/vp_pdfrename.py @@ -21,9 +21,8 @@ import lhapdf from reportengine import colors -from reportengine.compat import yaml - from validphys.renametools import rename_pdf +from validphys.utils import yaml_rt # Taking command line arguments @@ -45,13 +44,9 @@ def process_args(): Quotations should be used for this field.""", ) parser.add_argument( - "--data-version", - type=int, - help="The data version to be added to the PDF .info file.", - ) - parser.add_argument( - "--index", help="The set index to be added to the PDF .info file." + "--data-version", type=int, help="The data version to be added to the PDF .info file." ) + parser.add_argument("--index", help="The set index to be added to the PDF .info file.") parser.add_argument( "--reference", help="The reference to be added to the PDF .info file, usually an arXiv reference.", @@ -62,9 +57,7 @@ def process_args(): action="store_true", help="Place the output LHAPDF in the LHAPDF directory.", ) - parser.add_argument( - "-c", "--compress", action="store_true", help="Compress the resulting PDF." - ) + parser.add_argument("-c", "--compress", action="store_true", help="Compress the resulting PDF.") args = parser.parse_args() return args @@ -81,8 +74,7 @@ def fixup_ref(pdf_path: pathlib.Path, field_dict): infopath = pdf_path / f"{pdf_name}.info" with open(infopath) as f: - y = yaml.YAML() - res = y.load(f) + res = yaml_rt.load(f) # If a field entry is not provided, then we revert to the existing # field in pre-existing info file. @@ -102,12 +94,11 @@ def fixup_ref(pdf_path: pathlib.Path, field_dict): res["Reference"] = field_dict["reference"] with open(infopath, "w") as f: - y.default_flow_style = True - y.dump(res, f) + yaml_rt.dump(res, f) def compress(lhapdf_path: pathlib.Path): - """ Function to compress the resulting PDF. Dereferences are handled + """Function to compress the resulting PDF. Dereferences are handled in order to account for possible symbolic linking of grids. """ output = lhapdf_path.name + ".tar.gz" @@ -136,9 +127,7 @@ def main(): sys.exit(1) if not source_path.is_dir(): - log.error( - f"Could not find fit. Path '{source_path.absolute()}' is not a directory." - ) + log.error(f"Could not find fit. Path '{source_path.absolute()}' is not a directory.") sys.exit(1) with tempfile.TemporaryDirectory(dir=dest_path.parent) as tmp: @@ -156,6 +145,7 @@ def main(): if args.compress: from validphys.renametools import Spinner + log.info("Compressing output") with Spinner(): compress(dest_path) diff --git a/validphys2/src/validphys/scripts/wiki_upload.py b/validphys2/src/validphys/scripts/wiki_upload.py index bfc6eb1f12..3be7618b37 100644 --- a/validphys2/src/validphys/scripts/wiki_upload.py +++ b/validphys2/src/validphys/scripts/wiki_upload.py @@ -2,17 +2,16 @@ A more interactive version of vp_upload """ -#Note that the imports are done as late as possible to improve the speed of -#the command line. - -import sys -import pathlib -import os +# Note that the imports are done as late as possible to improve the speed of +# the command line. import logging +import os +import pathlib +import sys -import pygments from prompt_toolkit.shortcuts import prompt +import pygments from reportengine import colors from validphys.promptutils import confirm @@ -21,14 +20,17 @@ log.setLevel(logging.INFO) log.addHandler(colors.ColorHandler()) + def handle_single_file(filename): import tempfile + out = pathlib.Path(tempfile.mkdtemp(prefix='vp-upload')) filename = pathlib.Path(filename) p = out / filename.name p.symlink_to(filename.absolute()) return out, filename.name + def edit_settings(d): title = d.get('title', '') author = d.get('author', '') @@ -48,10 +50,12 @@ def edit_settings(d): kwinp = prompt("keywords: ", default=','.join(keywords)) d['keywords'] = [k.strip() for k in kwinp.split(',') if k] + def handle_meta_interactive(output): metapath = output / 'meta.yaml' - from reportengine.compat import yaml - #The yaml lexer is broken. Use something else. + from validphys.utils import yaml_safe + + # The yaml lexer is broken. Use something else. lex = pygments.lexers.get_lexer_by_name('pkgconfig') fmt = pygments.formatters.TerminalFormatter() if metapath.exists(): @@ -66,35 +70,37 @@ def handle_meta_interactive(output): edit = not confirm(msg, default=True) if edit: - d = yaml.load(content, yaml.RoundTripLoader) + d = yaml_safe.load(content) else: return else: - #We are making these the empty string, because prompt_toolkit doesn't - #support default=None. - d = {'title': '', 'author': '', 'keywords':''} + # We are making these the empty string, because prompt_toolkit doesn't + # support default=None. + d = {'title': '', 'author': '', 'keywords': ''} import io + while True: edit_settings(d) print("Metadata:") s = io.StringIO() - yaml.dump(d, s, yaml.RoundTripDumper) + yaml_safe.dump(d, s) metastr = s.getvalue() print(pygments.highlight(metastr, lex, fmt)) if confirm("Confirm?"): break - with open(metapath, 'w') as f: f.write(metastr) + def main(): import argparse + parser = argparse.ArgumentParser(description="Upload output to the NNPDF server.") parser.add_argument("output", help="Folder to upload.") args = parser.parse_args() @@ -118,7 +124,6 @@ def main(): uploader = uploadutils.ReportUploader() upargs = output - try: with uploader.upload_or_exit_context(upargs): handle_meta_interactive(upload_output) diff --git a/validphys2/src/validphys/tests/photon/test_compute.py b/validphys2/src/validphys/tests/photon/test_compute.py index dd846bdcf2..ff0b64710b 100644 --- a/validphys2/src/validphys/tests/photon/test_compute.py +++ b/validphys2/src/validphys/tests/photon/test_compute.py @@ -76,8 +76,7 @@ def test_photon(): # load fiatlux with tempfile.NamedTemporaryFile(mode="w") as tmp: - with tmp.file as tmp_file: - tmp_file.write(yaml.dump(FIATLUX_DEFAULT)) + yaml.dump(FIATLUX_DEFAULT, tmp) lux = fiatlux.FiatLux(tmp.name) alpha = Alpha(theory, fiatlux_default["q2_max"]) diff --git a/validphys2/src/validphys/tests/test_effexponents.py b/validphys2/src/validphys/tests/test_effexponents.py index f069402d60..1944e5523c 100644 --- a/validphys2/src/validphys/tests/test_effexponents.py +++ b/validphys2/src/validphys/tests/test_effexponents.py @@ -1,10 +1,8 @@ -import pytest - -from reportengine.compat import yaml from validphys.api import API from validphys.loader import FallbackLoader as Loader from validphys.scripts.vp_nextfitruncard import PREPROCESSING_LIMS from validphys.tests.conftest import FIT, FIT_ITERATED +from validphys.utils import yaml_safe def test_next_runcard(): @@ -23,10 +21,10 @@ def test_next_runcard(): # We load it using the context manager because at_input has been modified # to load various keys that are not present in the actual runcard for # backwards compatibility - with open(l.check_fit(FIT_ITERATED).path / "filter.yml", "r") as f: - ite2_runcard = yaml.safe_load(f) + with open(l.check_fit(FIT_ITERATED).path / "filter.yml") as f: + ite2_runcard = yaml_safe.load(f) - predicted_ite2_runcard = yaml.safe_load( + predicted_ite2_runcard = yaml_safe.load( API.iterated_runcard_yaml(fit=FIT, _flmap_np_clip_arg=PREPROCESSING_LIMS) ) diff --git a/validphys2/src/validphys/tests/test_postfit.py b/validphys2/src/validphys/tests/test_postfit.py index a3f30ac583..31f2ad6cdb 100644 --- a/validphys2/src/validphys/tests/test_postfit.py +++ b/validphys2/src/validphys/tests/test_postfit.py @@ -3,14 +3,15 @@ Module for testing postfit. """ + import json -import subprocess as sp import os import shutil +import subprocess as sp from validphys.loader import FallbackLoader as Loader from validphys.tests.conftest import FIT -from reportengine.compat import yaml +from validphys.utils import yaml_safe def test_postfit(tmp): @@ -76,8 +77,8 @@ def test_postfit(tmp): # [File in PDF set, file in fit] files = [pdfsetpath / f"{TMPFIT}_{x:04d}.dat", postfitpath / f"replica_{x}/{TMPFIT}.dat"] for file in files: - with open(file, "r") as f: - data = yaml.safe_load_all(f) + with open(file) as f: + data = yaml_safe.load_all(f) metadata = next(data) repnos.add(metadata["FromMCReplica"]) assert ( @@ -87,8 +88,8 @@ def test_postfit(tmp): # Check that number of PDF members is written correctly infopath = postfitpath / f"{TMPFIT}/{TMPFIT}.info" - with open(infopath, "r") as f: - data = yaml.safe_load(f) + with open(infopath) as f: + data = yaml_safe.load(f) # Add one to nrep to account for replica 0 assert ( data["NumMembers"] == nrep + 1 @@ -96,7 +97,7 @@ def test_postfit(tmp): # Check that chi2 and arclength thresholds are recorded correctly vetopath = postfitpath / "veto_count.json" - with open(vetopath, "r") as f: + with open(vetopath) as f: veto_count = json.load(f) assert ( veto_count["chi2_threshold"] == chi2_threshold diff --git a/validphys2/src/validphys/tests/test_scalevariationtheoryids.py b/validphys2/src/validphys/tests/test_scalevariationtheoryids.py index 71ad3d4183..19ac62c83f 100644 --- a/validphys2/src/validphys/tests/test_scalevariationtheoryids.py +++ b/validphys2/src/validphys/tests/test_scalevariationtheoryids.py @@ -2,11 +2,9 @@ import importlib.resources as resources import pytest -from ruamel.yaml import YAML import validphys.scalevariations - -yaml = YAML() +from validphys.utils import yaml_safe def test_unique_theoryid_variations(): @@ -15,7 +13,7 @@ def test_unique_theoryid_variations(): """ file_path = resources.files(validphys.scalevariations).joinpath("scalevariationtheoryids.yaml") with file_path.open("r") as file: - data = yaml.load(file) + data = yaml_safe.load(file) thids = [k["theoryid"] for k in data["scale_variations_for"]] counter = Counter(thids) duplicates = [item for item, count in counter.items() if count > 1] diff --git a/validphys2/src/validphys/tests/test_theorydbutils.py b/validphys2/src/validphys/tests/test_theorydbutils.py index a72d86900d..c4349ac272 100644 --- a/validphys2/src/validphys/tests/test_theorydbutils.py +++ b/validphys2/src/validphys/tests/test_theorydbutils.py @@ -1,10 +1,10 @@ import pytest -from ruamel import yaml from validobj import ValidationError from nnpdf_data.theorydbutils import TheoryNotFoundInDatabase, fetch_all, fetch_theory from validphys.api import API from validphys.loader import Loader +from validphys.utils import yaml_safe L = Loader() DBPATH = L.theorydb_folder @@ -33,7 +33,7 @@ def _dump_and_check_error(tdict, tmp, bad_number=999): """Dump theory dict to a file and load expecting an error""" tdict["ID"] = bad_number ofile = tmp / f"{bad_number}.yaml" - yaml.dump(tdict, ofile.open("w")) + yaml_safe.dump(tdict, ofile.open("w")) with pytest.raises(ValidationError): fetch_theory(tmp, bad_number) diff --git a/validphys2/src/validphys/uploadutils.py b/validphys2/src/validphys/uploadutils.py index 2420845282..f3eb486f69 100644 --- a/validphys2/src/validphys/uploadutils.py +++ b/validphys2/src/validphys/uploadutils.py @@ -24,9 +24,9 @@ from prompt_toolkit.completion import WordCompleter from reportengine.colors import t -from reportengine.compat import yaml from validphys.loader import Loader, RemoteLoader from validphys.renametools import Spinner +from validphys.utils import yaml_safe log = logging.getLogger(__name__) @@ -404,7 +404,7 @@ def interactive_meta(path): meta_dict = {"title": title, "author": author, "keywords": keywords} with open(path / "meta.yaml", "w") as stream: - yaml.safe_dump(meta_dict, stream) + yaml_safe.dump(meta_dict, stream) def check_input(path): diff --git a/validphys2/src/validphys/utils.py b/validphys2/src/validphys/utils.py index 1c77fd5b5d..042d8b3925 100644 --- a/validphys2/src/validphys/utils.py +++ b/validphys2/src/validphys/utils.py @@ -4,6 +4,11 @@ import tempfile import numpy as np +from ruamel.yaml import YAML + +yaml_safe = YAML(typ='safe') +yaml_rt = YAML(typ='rt') +yaml_fast = YAML(typ='safe', pure=False) # uses Cparser if available (not faster than yaml_safe) def generate_path_filtered_data(fit_path, setname):